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-403339	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-418296	CLM	Nicole Kim	1945-01-20	—	2258863384	9473 Jefferson Ave # 832, Glendale, AZ, 85350	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
CLM-400367	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave # 552, Columbus, OH, 43279	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418922	CLM	Mary Miller	1940-11-17	—	4866259318	9265 Sunset Blvd # 750, Minneapolis, MN, 55476	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
CLM-412337	CLM	Andrew Crawford	1995-08-27	UHC-58070-13	3979071087	6472 Apache Blvd, Phoenix, AZ, 85080	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404328	CLM	Ana R Banks	1968-10-12	—	5547536159	5264 Elm St # 832, Minneapolis, MN, 55474	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-424213	CLM	Roy Campbell	1965-02-19	—	8022947510	4888 Union St Apt 1, Phoenix, AZ, 85060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-411705	CLM	Ryan Riley	1987-02-22	—	5577288089	592 Sage Ct, Nashville, TN, 37212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-421075	CLM	Adams Madisun	1984-01-18	UHC-70742-05	4836334700	5739 Oak St, Gilbert, AZ, 85258	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-418908	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	6815712478	4094 Apache Blvd, Los Angeles, CA, 90085	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407260	CLM	Lucia Woods	1976-07-17	—	8129798905	3667 Grand Ave, Jacksonville, FL, 32212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410171	CLM	Lauren Gutierrez	1989-01-04	—	8545882955	9548 Broadway, Orlando, FL, 32831	0.66	Two-digit birth year Phone reformatted Address re-cased State name converted to code+1 more
CLM-425853	CLM	Dougas Sims	1987-01-18	UHC-75923-17	6554536588	5046 Indian School Rd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409645	CLM	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-416029	CLM	Luri Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430215	CLM	Timothy Castillo	1982-04-22	UHC-63334-72	5699340485	6656 Hillcrest Rd # 707, Scottsdale, AZ, 85280	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-421572	CLM	Paamela Scott	2003-06-02	UHC-72353-94	3943944381	5921 Harbor Blvd, Tucson, AZ, 85761	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420664	CLM	Thomas Scott	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420288	CLM	Catherine Wong	1986-10-01	UHC-29121-35	3306524165	5747 Grand Ave, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-415404	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413725	CLM	Jennifer Padilla	2000-05-19	UHC-67801-38	7149139118	8500 Park Pl, San Antonio, TX, 78289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419282	CLM	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave, Orlando, FL, 32817	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407676	CLM	Christine H Carpenter	1987-07-20	UHC-18449-39	5964267462	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428684	CLM	Maria Perez	2004-11-22	—	2953991135	4071 Park Pl, Tempe, AZ, 85204	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419947	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419948	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423193	CLM	Nicholas Jenkins	1935-07-18	UHC-11466-95	3635635383	6227 Spring St # 643, Tucson, AZ, 85788	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403983	CLM	Sandra Price	1965-04-25	—	2697104186	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422270	CLM	Jim E Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL, 33117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421973	CLM	Donald Cole	1981-09-23	UHC-18671-94	4764019642	3084 Camelback Rd, Jacksonville, FL, 32252	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-429065	CLM	Lauren Silva	—	UHC-22401-06	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-416357	CLM	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403979	CLM	Timothy Arnold	1957-04-13	—	7719871622	7089 Mesa Dr Apt 37, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-423294	CLM	Adam Wood	1941-01-05	—	7955235880	8490 Highland Ave, Charlotte, NC, 28251	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401603	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421377	CLM	Dylan L Bowman	1984-06-22	UHC-70202-76	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404618	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-431860	CLM	Randy Z Ross	1940-01-07	—	3174487162	728 Spring St Apt 28, Orlando, FL, 32893	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424235	CLM	Kayyla Perry	—	—	5425525352	3327 Sage Ct, Nashville, TN, 37256	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412881	CLM	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414932	CLM	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 456, Eden Prairie, MN, 55375	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-415399	CLM	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431059	CLM	Jon Hunt	1991-05-28	—	2338932043	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more

11,960 rows, page 72 of 240Previous Next