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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24201	PRV	Kathryn Nunez	1984-11-27	—	7087994006	3733 Meadow Ln, Los Angeles, CA, 90025	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23824	PRV	Melissa Rose	1954-07-10	UHC-51916-72	8748714040	6028 Maple Ave, Phoenix, AZ, 85084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21406	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21405	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-26986	PRV	Fatima Z Bell	1997-02-17	—	3783962460	3325 Harbor Blvd, Miami, FL, 33179	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25160	PRV	Amanda Weaver	2008-06-06	—	6942664323	7895 Park Pl, Plano, TX, 75007	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27537	PRV	Elijah Wilson	1945-03-07	—	3272767470	8213 River Rd, Denver, CO, 80231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20586	PRV	Stephen Garza	1947-12-11	—	9046536487	9896 Ridge Rd, Orlando, FL, 32863	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24712	PRV	Charles J Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28512	PRV	Priya Ryan	1989-06-17	UHC-94155-47	4776411864	6949 Canyon Rd, Chandler, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-29184	PRV	Christina A Silva	1989-01-20	—	5524932005	4021 Maple Ave, Las Vegas, NV, 89161	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-25289	PRV	Adam O Rodriguez	1997-06-16	—	4485379656	7818 Oak St, San Diego, CA, 92131	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-25399	PRV	Omar Rivera	1956-11-01	UHC-34231-80	9509040727	2530 Sunset Blvd, Tampa, FL, 33636	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-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-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-22040	PRV	Diane Gibson	1978-01-07	—	7289213628	8641 Highland Ave, Austin, TX, 78720	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25919	PRV	Ralph Jacobs	1982-04-19	UHC-34844-14	6469023287	3178 Lincoln Way, Jacksonville, FL, 32271	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-25513	PRV	Ethan Davis	1973-12-20	—	6292019441	6281 River Rd, Eden Prairie, MN, 55344	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-25489	PRV	Aisha Castro	1938-10-08	UHC-02967-76	8946040056	3200 Apache Blvd, Las Vegas, NV, 89111	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25432	PRV	Omar V Moore	2004-07-06	—	2598112902	6676 Central Ave, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27762	PRV	Maria Hawkins	1984-05-24	UHC-51163-84	4666594416	4711 Desert Sky Blvd, Austin, TX, 78783	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

3,816 rows, page 33 of 77Previous Next