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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117930	ENR	Ryan V Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd Apt 27, Mesa, AZ, 85272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119477	ENR	Kathryn P Hall	1978-10-11	UHC-42231-04	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58472	TPA	Cynthia Lopez	2003-11-17	—	—	4377 Washington St, Austin, TX, 78715	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-110380	ENR	Harold D Hudson	1980-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-418283	CLM	Abigail Aguilar	1997-05-25	UHC-54533-25	—	8621 Hillcrest Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52133	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411624	CLM	George Day	1963-09-28	—	—	6255 River Rd, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-106264	ENR	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	7386 Central Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
TPA-51064	TPA	Charles Crawford	1956-01-01	UHC-28011-91	—	733 Willow Ct, Seattle, WA, 98168	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-59422	TPA	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 652, Sacramento, CA, 95863	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109514	ENR	Julia George	1959-01-27	UHC-91645-03	4694981212	2430 Valley View Dr, Charlotte, NC, 28221	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-420819	CLM	Ashley Pena	—	UHC-93084-46	—	5362 Church St, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-411533	CLM	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142759	ENR	Andrea Kelly	1999-08-23	UHC-83502-01	7415790386	3451 Valley View Dr, San Antonio, TX, 78230	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422238	CLM	Joseph M Daniels	1995-07-13	—	8167990088	2516 Hillcrest Rd, Nashville, TN	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424443	CLM	Ralph A Riz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113856	ENR	Mei S Neslon	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd, San Antonio, TX, 78263	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432813	CLM	Valentina Jacobs	1974-08-06	—	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130285	ENR	Sean G Cooper	1974-10-22	UHC-87922-42	8649372471	567 Bayshore Dr, San Antonio, TX, 78291	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109240	ENR	Virginia C Weber	1973-10-18	UHC-27686-59	4492257728	3723 Ocean Ave, Seattle, WA, 98103	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407281	CLM	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-116317	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52028	TPA	Angela Chapman	1938-05-15	—	4899362928	2648 Cedar Ln, San Antonio, TX, 78264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56779	TPA	Juse Reyes	1942-06-27	—	—	5287 Valley View Dr, Charlotte, NC, 28250	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-110277	ENR	Judy X Little	2002-04-17	UHC-61353-44	3639432651	1140 Cedar Ln, Columbus, OH	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140352	ENR	Kathryn B Salazar	1942-07-06	UHC-94095-01	7883228340	996 Sage Ct, San Antonio, TX, 78249	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431690	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-63395	TPA	Samueel Gray	1970-08-06	—	2142236265	5075 Meadow Ln, Scottsdale, AZ, 85207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418410	CLM	Melissa Tran	1978-08-11	UHC-46772-18	—	2670 Bayshore Dr, Atlanta, GA, 30348	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107281	ENR	Camila L Meyer	1971-08-08	UHC-63608-27	4529304374	3788 Main St, Glendale, AZ, 85310	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422469	CLM	Emma McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422468	CLM	Emma McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63535	TPA	Rebecca J Gardner	1948-03-04	—	—	9408 Union St, Eden Prairie, MN, 55377	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425603	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-120181	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120182	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113706	ENR	Catherine Y Bennett	1945-01-20	UHC-61792-31	4918452836	9312 Indian School Rd, Orlando, FL, 32854	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111022	ENR	Camila Lucas	1959-11-09	UHC-50549-37	—	4364 Maple Ave, Chandler, AZ, 85205	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59474	TPA	Frances X Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400301	CLM	Lauren S Davis	1997-11-20	—	5343028354	4206 Baseline Rd, Scottsdale, AZ, 85264	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-419729	CLM	Carlso Franklin	1956-02-16	—	4258070428	7808 Meadow Ln, Gilbert, AZ, 85216	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27637	PRV	Christopher C Thomas	2003-09-08	—	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140647	ENR	Eric K Flores	1962-10-19	—	4509388794	3873 Indian School Rd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414036	CLM	Christine O Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-106832	ENR	Barbara G Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr, Jacksonville, FL, 32235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63005	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

17,850 rows, page 66 of 357Previous Next