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-411070	CLM	Andrea Li	1954-10-09	UHC-66640-67	4199503324	4255 Maple Ave, Scottsdale, AZ, 85274	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401226	CLM	Ann Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420059	CLM	Christina Hunter	1958-08-07	—	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432608	CLM	Christina Williams	1996-12-21	UHC-25299-76	4427525175	9383 Ocean Ave, Tucson, AZ, 85705	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402478	CLM	Brandon Rievra	2006-08-16	UHC-83841-16	2404264191	4526 Jefferson Ave, Gilbert, AZ, 85280	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421608	CLM	Donna Vargas	1990-02-18	UHC-71106-61	3266307310	2257 Mountain View Dr, Tucson, AZ, 85776	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429543	CLM	Omar Boyd	1939-02-16	—	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410921	CLM	Mary Morales	1998-04-27	UHC-10683-37	9196515365	738 Broadway, Sacramento, CA, 95819	0.72	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-425697	CLM	Heatther Silva	1939-12-15	UHC-15559-59	7606036438	6414 Park Pl, Gilbert, AZ, 85237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403844	CLM	Kimberly T Cruz	1967-03-18	—	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422746	CLM	Elizabeth S Reyes	1944-11-12	—	3417211908	6171 Spring St, Fresno, CA, 93733	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432174	CLM	Alice Hart	1966-02-17	UHC-52800-45	5224630912	3785 Mountain View Dr, Orlando, FL, 32809	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427281	CLM	Boyd George	1977-11-23	UHC-29797-34	4318058304	9125 River Rd, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-424453	CLM	Austin Rose	1944-06-18	—	8235775049	4041 Forest Ave, Plano, TX, 75007	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400083	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401327	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401328	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423965	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd, Minneapolis, MN, 55446	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426369	CLM	Abigail Carr	2000-10-15	—	5119913782	2810 Baseline Rd, Orlando, FL, 32805	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428619	CLM	Jack Yang	1943-06-04	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403400	CLM	Evelyn Kelly	1961-01-06	UHC-87850-47	9224326417	8427 River Rd, Minneapolis, MN, 55446	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411526	CLM	Jose Barnes	1979-07-16	UHC-53140-13	2354606618	7290 Cedar Ln, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420552	CLM	Joyce R Andrews	2003-04-05	—	4118984468	8129 Indian School Rd, Las Vegas, NV, 89139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411258	CLM	Jessica Vargas	1971-11-27	—	4374826481	4014 Sunset Blvd, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426895	CLM	Isabella Mendoza	1953-11-27	UHC-26500-93	6718099197	4776 Lake View Rd, Austin, TX, 78715	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409200	CLM	Angela Murphy	1948-09-05	—	9646761889	5389 Harbor Blvd, Glendale, AZ, 85341	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401268	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401269	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421783	CLM	Hannah Brooks	1990-02-06	UHC-39010-28	6338234325	2962 Market St, Tempe, AZ, 85227	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412230	CLM	Yuki King	1991-07-06	UHC-91956-26	4846826628	3840 Canyon Rd, Miami, FL, 33179	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407685	CLM	Virginia Bryant	1985-11-05	UHC-43467-44	4594609924	9360 Apache Blvd, Atlanta, GA, 30356	0.74	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-426266	CLM	Camila Green	1991-08-15	UHC-53157-96	6295649368	8860 Willow Ct, Phoenix, AZ, 85067	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428196	CLM	Gary Jenkins	1988-12-04	—	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428913	CLM	Cheryl Weaver	1965-09-19	UHC-95983-89	5348404923	5516 Lake View Rd, Miami, FL, 33126	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430968	CLM	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave, Las Vegas, NV, 89194	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-415177	CLM	Peter Alexander	1956-02-21	—	6654591094	4354 Spring St, Scottsdale, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411681	CLM	Terry Black	1992-02-25	UHC-24200-02	4795818032	7291 Ridge Rd, Scottsdale, AZ, 85208	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403598	CLM	Isabella Griffin	1958-12-20	UHC-44529-74	8117320200	8641 Main St, Houston, TX, 77018	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411163	CLM	Kellly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425209	CLM	Helen Ptael	1995-03-27	UHC-69833-28	7783790438	3185 Valley View Dr, Nashville, TN, 37228	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420611	CLM	Lori Montgomery	2005-10-14	UHC-72169-83	7265208866	2285 Baseline Rd, Dallas, TX, 75225	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430442	CLM	Gerald Anderson	1999-08-03	UHC-60914-75	7809085422	6481 Lake View Rd, Mesa, AZ, 85283	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429998	CLM	Daniel Russell	1955-08-06	UHC-04417-79	2428411759	6057 Apache Blvd, Sacramento, CA, 95842	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406988	CLM	Mark Hunt	1984-06-14	—	7804560399	7893 Sage Ct, Tampa, FL, 33699	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418304	CLM	Cheryl E Harper	2002-11-10	UHC-30159-90	4408999226	333 Willow Ct, Denver, CO, 80239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415765	CLM	Cheryl U Stephens	1986-06-06	—	7482697831	8588 Washington St, Miami, FL, 33176	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-413031	CLM	Brittany Lucas	2000-03-27	—	5408483129	1258 Park Pl Apt 20, Plano, TX, 75017	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423788	CLM	Mike Matthews	1998-09-14	UHC-27533-36	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400328	CLM	Rebecca Little	1941-01-15	UHC-55146-08	5214909740	7903 Desert Sky Blvd, Austin, TX, 78722	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 82 of 240Previous Next