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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59362	TPA	Helen Guerrero	1991-08-23	—	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117467	ENR	Natalie B Morris	1975-07-22	UHC-03553-59	7708262499	7808 Bayshore Dr, Denver, CO, 80265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23076	PRV	Amanda Foster	1974-01-09	UHC-46520-48	7287197021	395 Washington St, San Diego, CA, 92199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407393	CLM	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424368	CLM	Billy Burns	1994-09-28	—	—	1909 River Rd, Columbus, OH, 43251	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-402072	CLM	—Junk	2002-08-25	—	6695645536	—	0.64	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+2 more
ENR-133330	ENR	Omar I Hernandez	2006-04-17	UHC-76794-85	—	3106 Willow Ct, Phoenix, AZ, 85019	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400588	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	—	7196 Bayshore Dr, Tampa, FL, 33627	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-420269	CLM	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-111936	ENR	Terry B Fullr	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102590	ENR	Diana I Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60108	TPA	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-138961	ENR	Douglas Banks	1982-01-06	UHC-51125-18	—	1901 Mountain View Dr, Sacramento, CA, 95895	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-121293	ENR	Alice E Marshall	1941-03-24	UHC-00664-46	5308369983	1043 Willow Ct, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110228	ENR	Cruz U Henry	1938-06-10	UHC-97882-70	6047979635	8192 Apache Blvd, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58002	TPA	Aisha Padilla	1998-08-02	—	—	1443 Camelback Rd, Atlanta, GA, 30318	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417133	CLM	Harold Fuller	1967-02-28	—	—	189 Grand Ave, Plano, TX, 75046	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125674	ENR	Jenkins Emily	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401754	CLM	Paatrick R Espinoza	1996-01-18	—	2278139119	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-418314	CLM	Lawrence Daiz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-429567	CLM	Alexis N Armstrong	2004-09-05	—	—	9668 Lincoln Way, Scottsdale, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53151	TPA	Ralph Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62541	TPA	Aaron Gonzalez	1962-11-03	—	—	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23315	PRV	Carl McCoy	2008-07-20	UHC-90578-64	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420314	CLM	Kathryn Li	1941-10-12	UHC-88833-99	—	6691 Ocean Ave, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24811	PRV	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28999	PRV	Brandon J Edwards	1948-04-23	—	5549175741	3531 Church St, Sacramento, CA, 95850	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-142950	ENR	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129738	ENR	Danny Guerrero	1946-06-03	UHC-09188-37	3973018288	8195 Apache Blvd, Sacramento, CA, 95845	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-106811	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	8172 Canyon Rd, San Antonio, TX, 78272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54885	TPA	Joyce N Pierce	1945-02-01	—	9149761760	3413 Spring St, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432392	CLM	Alan Estrada	1981-01-01	—	5823011657	3010 Ocean Ave, San Antonio, TX, 78290	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140578	ENR	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-408427	CLM	Alvarado Michael	1981-06-25	UHC-14405-57	—	3038 Baseline Rd, Houston, TX, 77054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110945	ENR	Therasa Q Park	1940-09-04	UHC-02703-13	8938996873	2853 Camelback Rd, Plano, TX, 75066	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407693	CLM	Ryan Ramos	1990-12-12	UHC-27963-44	—	1686 Hillcrest Rd, Columbus, OH, 43227	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-138307	ENR	Raymond V Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA, 30387	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125776	ENR	Will M Espinoza	1960-09-11	UHC-41396-31	6646168492	9710 Palm Dr, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103150	ENR	Evelyn Y Green	1999-02-03	UHC-14885-23	2777100758	7071 Oak St, Denver, CO, 80209	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29456	PRV	Jesse Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62992	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62993	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130756	ENR	Patel B Pamela	1970-03-25	UHC-46677-80	5795492500	5691 Palm Dr, San Antonio, TX, 78230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
PRV-23238	PRV	Justin Garcia	1993-09-18	—	8808093661	6008 Cedar Ln, Scottsdale, AZ, 85274	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

16,828 rows, page 167 of 337Previous Next