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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29382	PRV	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd # 810, Plano, TX, 75054	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-24348	PRV	Patrikk Nguyen	2001-11-21	UHC-62124-12	6962571225	4943 Elm St, Sacramento, CA, 95809	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28432	PRV	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21458	PRV	Santiago Torres	1961-06-15	—	2596244074	5968 Park Pl, Tucson, AZ, 85756	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20521	PRV	Virginia E Castillo	1992-06-06	UHC-00947-15	—	6133 Canyon Rd, Los Angeles, CA, 90090	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28096	PRV	Tyler Sanders	1995-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23920	PRV	Bradley N Johnson	1940-08-14	UHC-61999-90	5215706159	5772 Ocean Ave, Mesa, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25014	PRV	Naatlie Shaw	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20168	PRV	Diego Sanchez	1965-02-07	UHC-13365-28	5905475100	9567 Park Pl, Charlotte, NC, 28231	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28716	PRV	Sam Rodriguez	1969-03-03	UHC-63074-78	2075511467	3532 Sage Ct # 296, Sacramento, CA, 95843	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-27434	PRV	Alan Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr, Las Vegas, NV, 89167	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25575	PRV	Robert B Washingtun	1969-04-03	UHC-52616-95	—	8721 Apache Blvd, Miami, FL, 33146	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27642	PRV	Ruth Z Ross	1970-04-21	—	5392567651	3071 Canyon Rd, Phoenix, AZ, 85096	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28415	PRV	Frances Carlson	1966-02-26	UHC-63471-05	5128971480	6154 Grand Ave, Tampa, FL, 33608	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28338	PRV	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21844	PRV	Dunn Terry	1970-06-22	—	4193152449	1568 Cedar Ln, San Antonio, TX, 78202	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26805	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-27941	PRV	Marilyn Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20552	PRV	Catherine J Bishop	1967-10-17	—	2628916417	513 Ocean Ave, Tempe, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26168	PRV	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25040	PRV	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28433	PRV	Andrea Boyd	2001-04-15	—	4288102609	6842 Harbor Blvd, Columbus, OH, 43208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20616	PRV	Nancy Carr	1981-10-16	UHC-63787-77	3997255243	489 Market St, Sacramento, CA, 95855	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24328	PRV	Carlos U Ramos	1967-06-09	UHC-80608-77	6347624987	2238 Indian School Rd, Tempe, AZ, 85255	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25251	PRV	Brenda H Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25636	PRV	Mark Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22548	PRV	Bailey Harold	1979-08-05	—	—	2892 Maple Ave, Tucson, AZ, 85756	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29342	PRV	Charles Jordan	1963-03-19	—	8562325024	9327 Pine Dr, Las Vegas, NV, 89168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25618	PRV	Mateo Wilson	1980-06-19	—	4416471125	4537 Highland Ave, Dallas, TX, 75236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26357	PRV	George Robinson	1999-01-11	—	9589138536	4700 Highland Ave, Miami, FL, 33160	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24241	PRV	Noah Garrett	1948-06-17	UHC-99638-91	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23834	PRV	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-28936	PRV	Arnold U Kethleen	1967-02-03	UHC-42875-96	8216902371	5324 Willow Ct, Minneapolis, MN, 55496	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23242	PRV	Helne Robinson	1996-03-10	—	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29429	PRV	Lisa S Nelson	1971-08-13	UHC-22297-46	4947561674	4376 Mesa Dr, Scottsdale, AZ, 85289	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20895	PRV	Carlos Z Davis	1969-10-11	—	9248904846	7596 Indian School Rd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22605	PRV	Elizabeth Bell	1969-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27482	PRV	Joan Santos	1978-01-04	—	5335437294	8108 Ridge Rd, Dallas, TX, 75208	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28251	PRV	Bruce Garrett	1950-06-24	UHC-17603-90	4155548487	9636 Bayshore Dr, Columbus, OH, 43299	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26140	PRV	Danielle Russell	1991-07-01	—	4739164877	2379 Forest Ave, Tucson, AZ, 85737	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28877	PRV	Pamela Wallace	1988-03-20	—	6877075010	8337 Bayshore Dr, Tempe, AZ, 85298	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25383	PRV	Christopher Cunningham	1990-03-02	UHC-09111-69	8775872086	9136 Apache Blvd, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25598	PRV	Arjun Rojas	1990-12-11	—	4594541601	9833 Jefferson Ave, Chandler, AZ, 85299	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26570	PRV	Amber Hamilton	1988-09-26	UHC-84817-87	3644457321	3555 Forest Ave, Mesa, AZ, 85274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20291	PRV	Christian I Williamson	1974-08-05	UHC-01208-77	6646702564	3455 Oak St, Chandler, AZ, 85285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28307	PRV	Marcus P Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH, 43225	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21122	PRV	Jeremy Wagner	1995-05-10	UHC-69263-65	3948288733	5862 Oak St, Eden Prairie, MN, 55305	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26618	PRV	Lori Bradley	1960-07-22	UHC-54008-33	9038515267	75 Market St, Las Vegas, NV, 89112	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26648	PRV	Ralph A Mendoza	1977-11-03	UHC-00344-49	7793092735	1456 Palm Dr, Los Angeles, CA, 90082	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24079	PRV	Mason Le	1954-04-12	—	6057531126	1454 Camelback Rd, Glendale, AZ, 85361	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

5,467 rows, page 51 of 110Previous Next