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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134198	ENR	Diana V Walker	1939-03-20	UHC-90580-27	—	2920 Park Pl, Dallas, TX, 75236	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61720	TPA	Brenda Hughes	1948-10-21	—	—	8393 Market St, Scottsdale, AZ, 85260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407514	CLM	Timothy S McDonald	1984-02-20	UHC-03894-18	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-407927	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	—	5668 Church St, Tempe, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-115185	ENR	Michael Parker	1924-08-22	UHC-39601-87	—	2195 Church St, Seattle, WA, 98158	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427410	CLM	Gloria Ward	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-131441	ENR	Jose C Hoffman	1999-02-22	UHC-47347-97	—	2374 Apache Blvd, San Diego, CA, 92124	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
PRV-29043	PRV	Valentina Reid	1965-04-06	UHC-92970-85	—	6406 Camelback Rd, Nashville, TN, 37267	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-60477	TPA	Benjamin Cox	1983-03-07	—	—	2173 Main St, San Antonio, TX, 78230	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
ENR-123504	ENR	Danielle Carter	1959-10-04	UHC-75129-77	—	1393 Willow Ct, Gilbert, AZ, 85205	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-423526	CLM	Ruth Clark	1982-10-24	UHC-55596-08	—	2811 Apache Blvd, Nashville, TN, 37260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427202	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.66	Phone missing area code Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-137142	ENR	David Romero	2006-04-11	UHC-40862-03	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137084	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	—	2368 Sage Ct, Glendale, AZ, 85307	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135620	ENR	Nancy O Crawford	1970-09-05	UHC-21740-69	—	5602 Elm St, Charlotte, NC, 28237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107168	ENR	Laura Young	1963-02-11	UHC-41482-56	—	6955 Cedar Ln, Jacksonville, FL, 32261	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-404690	CLM	Ahmad Vega	2002-10-16	—	—	3061 Maple Ave, Tucson, AZ, 85739	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412045	CLM	Lorri E Perkins	1969-01-03	UHC-69897-97	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-107460	ENR	Henderson Z Lucia	1978-09-11	UHC-15058-21	—	7600 Ocean Ave, Nashville, TN, 37295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-413020	CLM	Juan Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.66	Phone missing area code Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-118305	ENR	Brian S Gutierrez	1987-08-15	UHC-44563-70	—	9166 Union St, Fresno, CA, 93771	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-400750	CLM	Victoria Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139791	ENR	Walter N Willis	1997-10-16	UHC-81969-99	—	7871 Meadow Ln, Dallas, TX, 75236	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-20971	PRV	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427177	CLM	Samantha Spencer	1998-11-24	UHC-00058-48	—	6140 Grand Ave, Eden Prairie, MN, 55307	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28698	PRV	Charles Hunter	2000-04-06	—	—	433 Cedar Ln, Fresno, CA, 93714	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56263	TPA	Gregory F Jimenez	1938-02-23	—	—	8862 Sunset Blvd, Plano, TX, 75004	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-136791	ENR	Luis Davis	1951-08-17	UHC-97659-22	—	447 Bayshore Dr, San Diego, CA, 92107	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62716	TPA	Jacob Grant	1969-10-22	—	—	3053 Harbor Blvd, Tucson, AZ, 85724	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125569	ENR	James Y Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
PRV-21748	PRV	David Padilla	1992-07-28	—	—	4545 Lincoln Way, Los Angeles, CA, 90097	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422790	CLM	Sharon Garza	—	UHC-74021-28	—	9247 Highland Ave, Columbus, OH, 43298	0.66	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139758	ENR	Joshua Schultz	1985-01-13	UHC-64250-33	—	4046 Union St, Jacksonville, FL, 32297	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-403882	CLM	Timothy Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-118761	ENR	Ftaima I Armstrong	1995-10-30	UHC-67007-59	—	790 Bayshore Dr, Austin, TX, 78706	0.66	Name split from “Last, First”Phone missing area code State code upper-cased Email lower-cased+1 more
PRV-26183	PRV	Gabriel Torres	1962-04-24	UHC-05549-07	—	2356 Desert Sky Blvd, Nashville, TN, 37249	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
ENR-114819	ENR	Omar Wheeler	1960-05-05	UHC-30732-71	—	239 Camelback Rd, Chandler, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-114968	ENR	Sufia U Moore	1961-12-14	UHC-86635-12	—	5368 Ridge Rd, Columbus, OH, 43203	0.66	Two-digit birth year Phone missing area code City re-cased Email lower-cased+1 more
ENR-128502	ENR	Kevin Ryan	1966-05-28	UHC-39839-68	—	9269 Lincoln Way, Eden Prairie, MN, 55330	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-418268	CLM	Lucia Jensen	1961-09-25	UHC-79734-63	—	217 Park Pl, San Diego, CA, 92124	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-136653	ENR	Teresa Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd, San Antonio, TX, 78283	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22679	PRV	Gregory W Wheeler	1989-03-15	—	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more

2,021 rows, page 23 of 41Previous Next