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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405983	CLM	Abigail George	1993-07-19	UHC-48841-18	8823971842	6504 Camelback Rd, Tempe, AZ, 85263	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427818	CLM	Camila M Gibson	1942-12-23	—	—	1871 Harbor Blvd, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427615	CLM	Matthew Walker	1971-05-21	—	—	8815 Harbor Blvd, Minneapolis, MN, 55477	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411161	CLM	Brittany Munoz	1948-04-17	UHC-17677-75	—	1220 Desert Sky Blvd, Houston, TX, 77015	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401012	CLM	Henry Gray	1950-12-21	UHC-82608-67	—	119 Park Pl, Gilbert, AZ, 85282	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404033	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-425181	CLM	Jordan Hall	2007-01-06	UHC-42253-16	2503215315	2292 Pine Dr, Las Vegas, NV, 89103	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429682	CLM	Don Carr	2006-07-24	UHC-61234-06	9764869671	3247 Valley View Dr, Atlanta, GA, 30313	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426680	CLM	Judith Larson	1952-10-27	UHC-46251-99	—	6318 Sunset Blvd, Columbus, OH, 43237	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410497	CLM	Alexiis Hunter	1944-06-08	UHC-40933-61	—	8843 Jefferson Ave, Seattle, WA, 98169	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-414016	CLM	Frances King	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413341	CLM	Samantha Fowler	1956-09-06	—	—	2054 Valley View Dr, San Diego, CA, 92167	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406724	CLM	Kenneth R Hunter	1970-02-17	—	—	7067 Indian School Rd, Fresno, CA, 93789	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408954	CLM	Heather Porter	2004-08-24	UHC-28711-83	4879736505	6973 Forest Ave, Tempe, AZ, 85226	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427743	CLM	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400446	CLM	Harold Sullivan	1988-06-21	UHC-57858-73	—	7597 Pine Dr, San Antonio, TX, 78205	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-428253	CLM	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422441	CLM	Emma Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX, 75038	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422440	CLM	Emma Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX, 75038	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427468	CLM	Priya Bowman	1985-06-27	UHC-20261-11	—	8188 Willow Ct, Nashville, TN, 37260	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413955	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429635	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400250	CLM	Peter Henderson	1987-10-12	UHC-73899-41	—	436 Baseline Rd, Orlando, FL, 32812	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423988	CLM	Denise Jackson	1949-03-07	—	—	3077 Valley View Dr, Tampa, FL, 33626	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401800	CLM	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423664	CLM	Janice Banks	1965-06-22	—	—	6376 Church St, Scottsdale, AZ, 85275	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421292	CLM	Lawrence Shaw	1968-10-26	—	—	1839 Ridge Rd, Columbus, OH, 43205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416589	CLM	Christopher Stewart	2005-03-11	—	—	3758 Hillcrest Rd, Minneapolis, MN, 55435	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423841	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	—	3793 Park Pl, Minneapolis, MN, 55435	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-415611	CLM	Hannah Williams	1987-08-16	UHC-36369-69	—	7355 Camelback Rd, Tucson, AZ, 85768	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-424277	CLM	Deborah Vargas	1944-06-26	—	—	4953 Apache Blvd, Minneapolis, MN, 55473	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405127	CLM	Elizabeth Mitchell	2003-08-22	UHC-66315-76	—	6083 Ridge Rd, Nashville, TN, 37221	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402708	CLM	Sandar K Wallace	1944-05-15	UHC-92839-30	—	9327 Lincoln Way, Mesa, AZ, 85228	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-400623	CLM	Bruce P Martinez	1967-02-06	UHC-23802-99	—	6126 Canyon Rd, Dallas, TX, 75286	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413945	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-412858	CLM	Michael V Harrison	1963-07-09	UHC-04868-24	—	7551 Lake View Rd, Los Angeles, CA, 90095	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401792	CLM	Walter Harris	1955-10-03	UHC-38852-43	4837588665	7654 River Rd, Plano, TX, 75018	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418199	CLM	Laura Guzman	1972-04-20	—	—	3197 Ridge Rd, Plano, TX, 75022	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406389	CLM	Wei Mejia	1960-05-08	UHC-25353-07	4585152998	7400 Apache Blvd, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-405862	CLM	James Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424838	CLM	James Tran	1948-05-04	—	—	5674 Meadow Ln, Tampa, FL, 33621	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421958	CLM	Donald Griffin	1954-05-14	UHC-74616-95	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419239	CLM	Hannah Roberts	2003-04-13	UHC-35362-03	6739326336	780 Meadow Ln, Tempe, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421803	CLM	Natalie Mason	1992-08-24	UHC-07376-13	6874092317	3166 Market St, Las Vegas, NV, 89179	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417673	CLM	Andrea Patel	2009-04-01	—	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413230	CLM	Omar Greene	1983-10-05	UHC-20535-09	—	1583 Mountain View Dr, Los Angeles, CA, 90045	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423172	CLM	Kenneth James	1941-08-01	—	9755603423	2485 Baseline Rd Apt 31, Gilbert, AZ, 85229	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-407645	CLM	Diana Ryan	1945-09-14	—	6742543948	5268 Canyon Rd, Scottsdale, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

5,235 rows, page 63 of 105Previous Next