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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135460	ENR	Brian Rice	1964-09-26	UHC-93672-68	9133722957	1370 Ridge Rd, Gilbert, AZ, 85264	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26978	PRV	Andrew Nunez	1995-08-24	UHC-64434-62	2167408191	6814 Canyon Rd, Houston, TX, 77059	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112394	ENR	Stephanie J Freeman	—	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.36	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-108125	ENR	Frank Austin	2000-07-18	UHC-13200-56	3833342148	5130 Jefferson Ave, Las Vegas, NV, 89189	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141518	ENR	Diego M Parker	2001-04-22	UHC-76159-37	3799053947	7998 Cedar Ln, Miami, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110829	ENR	UJunk	2001-06-04	UHC-23105-74	2829510467	8683 Oak St, Tempe, AZ	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113211	ENR	Tyler V Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd Apt 8, Los Angeles, CA, 90055	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142211	ENR	Isabella K Mendoza	—	UHC-57834-93	6077213717	2226 Harbor Blvd, Eden Prairie, MN, 55365	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
TPA-50863	TPA	Vincent Salazar	1995-11-20	—	8403656368	5492 Meadow Ln, Eden Prairie, MN, 55335	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
TPA-54385	TPA	Harold Russell	1981-06-04	—	—	9253 Palm Dr, Sacramento, CA, 95870	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-127634	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-127633	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
CLM-420763	CLM	Roy Andrews	—	UHC-51669-56	—	6594 River Rd, Columbus, OH	0.36	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
PRV-24118	PRV	Dennis Contreras	—	—	—	1344 Mountain View Dr, Orlando, FL, 32830	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-113993	ENR	Daine Smith	1964-09-06	UHC-69977-88	—	6277 Highland Ave, Denver, CO, 80268	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-22958	PRV	Rob Phillips	1943-11-04	—	7325472007	4709 Indian School Rd, Scottsdale, AZ, 85255	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-111423	ENR	Ahhmed Porter	1967-06-01	UHC-71899-05	8098476690	5656 Mountain View Dr, Gilbert, AZ, 85299	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26301	PRV	Sandra Fostre	2001-07-19	—	8917708882	2551 Pine Dr, Columbus, OH	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129959	ENR	Steven D McDonald	2000-11-28	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121232	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412631	CLM	Nancy Richardson	2005-07-04	UHC-90846-48	7873241537	8986 Willow Ct, Houston, TX, 77006	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-117687	ENR	Jeremy X Armstrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd, Plano, TX, 75051	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420006	CLM	Angela Sims	2005-08-22	UHC-18156-01	9717849078	429 Main St, Minneapolis, MN, 55454	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141758	ENR	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	4587 Maple Ave, San Antonio, TX, 78207	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-136984	ENR	Angela Sanchez	1942-02-16	UHC-98746-71	2863783089	6275 Oak St, Las Vegas, NV	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
TPA-63759	TPA	Paul Castillo	1988-01-11	—	7354933532	5161 Mountain View Dr, Tucson, AZ, 85794	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107022	ENR	Hansen M Brandon	1979-03-20	UHC-59196-09	7959480557	4589 Mesa Dr Apt 31, Chandler, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23147	PRV	Dennis Watkins	—	UHC-79949-24	6856394199	7949 Jefferson Ave, San Diego, CA, 92197	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-50402	TPA	Aaron Payne	—	—	—	9763 Indian School Rd, Glendale, AZ, 85375	0.36	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+4 more
PRV-23856	PRV	Wayne T Pierce	2007-03-17	UHC-88124-91	2775076446	8049 Highland Ave, Dallas, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-111651	ENR	Sandra Q Chapman	1995-06-04	UHC-73111-95	7956197401	2754 Meadow Ln, San Antonio, TX	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24529	PRV	George Hall	2008-02-17	—	—	6086 Maple Ave, Dallas, TX, 75269	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-55172	TPA	Tyler Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St Apt 26, Gilbert, AZ, 85256	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-127828	ENR	Ralph Y Wang	1952-06-03	UHC-12292-28	8379041449	6583 Camelback Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21850	PRV	Susan Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-57634	TPA	Ruth Padilla	1941-05-02	—	—	6925 Willow Ct Apt 14, Minneapolis, MN, 55489	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-129069	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129070	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-113575	ENR	Helen E Phillips	1969-10-04	UHC-55904-11	5747149073	1268 Church St # 703, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129121	ENR	Scott Kelly	1956-05-11	UHC-59219-40	8098413056	5241 Pine Dr, Columbus, OH, 43287	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-417023	CLM	Jeremy Singh	1972-01-20	UHC-23990-52	—	5535 Bayshore Dr, Atlanta, GA, 30387	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-120525	ENR	Dennys J Dominguez	1966-12-28	UHC-79255-89	7702938775	7029 Union St, San Diego, CA, 92171	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-125495	ENR	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	3073 Sage Ct, Fresno, CA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426103	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.36	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115615	ENR	Isabella Ramos	1944-04-02	UHC-87503-44	9066901206	6189 Lake View Rd, Phoenix, AZ, 85084	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more

55,824 rows, page 18 of 1,117Previous Next