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-20956	PRV	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23615	PRV	Megan Rivera	1959-08-21	—	—	1707 Baseline Rd, Mesa, AZ, 85204	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20535	PRV	Russell Z Watkins	1990-08-22	—	—	8736 Bayshore Dr, Las Vegas, NV, 89104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22849	PRV	Mason Wood	2006-11-17	—	3712343111	9111 Cedar Ln, San Diego, CA	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
PRV-26891	PRV	Austin A Hayes	—	—	5642526506	7703 Palm Dr, Denver, CO, 80201	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-23307	PRV	Sarah Olson	2000-06-19	—	—	5496 River Rd, Seattle, WA, 98181	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23891	PRV	Ethan Cook	2003-03-18	UHC-76119-12	6497947571	9366 Mesa Dr # 982, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24361	PRV	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-20187	PRV	Diane Hart	2008-02-04	—	—	7848 Ridge Rd, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26799	PRV	Ashley Hudson	1972-10-24	—	—	56 Central Ave, Dallas, TX, 75223	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20731	PRV	Austin C Holmes	1976-02-25	—	3899321696	2810 Spring St # 349, San Diego, CA, 92123	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28202	PRV	Ruth X Jacobs	2004-07-10	—	—	6862 Sage Ct, Tempe, AZ, 85266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24004	PRV	Pamela A Tucker	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27647	PRV	Amnada Johnson	1946-07-03	UHC-06364-64	8624656105	3153 Mountain View Dr Apt 39, Los Angeles, CA, 90094	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-22704	PRV	Mary Ross	1970-03-28	—	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28933	PRV	Justin H Fowler	1981-12-21	UHC-57350-28	—	9821 Sage Ct, Phoenix, AZ, 85081	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23431	PRV	Bruce Santos	1938-03-13	—	3278008470	9658 Pine Dr, Gilbert, AZ, 85288	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-24027	PRV	Green Hiroshi	1992-07-05	—	—	367 Harbor Blvd, Tempe, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24438	PRV	Rlph Oliver	1995-03-26	UHC-98397-43	9882029621	1949 Spring St, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20832	PRV	Tyler Crawford	1968-08-07	—	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-23201	PRV	Lauren Z Schmidt	1973-01-17	—	3603419548	4410 Lincoln Way # 409, Houston, TX, 77025	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-23228	PRV	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-20031	PRV	Mark Burke	1994-05-26	—	9533274220	4572 Forest Ave, Nashville, TN, 37289	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28290	PRV	Edward Jenkins	1963-01-15	—	—	7380 Oak St, Sacramento, CA, 95847	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-24592	PRV	Samntha Harris	1987-07-06	UHC-52365-84	8146778222	3707 Apache Blvd, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-25550	PRV	Robert Russell	1983-09-05	—	2503665877	9166 Pine Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-21287	PRV	Mason Duncan	1984-04-28	UHC-64676-94	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26036	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-23366	PRV	Ralph Arnold	1951-08-10	—	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-21010	PRV	Sandra N Harper	1946-09-10	UHC-48277-68	—	7685 Jefferson Ave, Denver, CO, 80212	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29332	PRV	Margaret Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26679	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26678	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24151	PRV	Jessica K Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln, Glendale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26008	PRV	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd Apt 13, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-28215	PRV	Helen Garcia	1973-01-28	UHC-38530-83	9082605200	8801 Forest Ave # 953, Fresno, CA, 93720	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-27986	PRV	Randy Owens	2005-12-13	UHC-66110-46	9163843627	5875 Church St, Fresno, CA, 93795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21072	PRV	Bradley C Schmidt	1999-09-02	UHC-76297-90	5442920791	7157 Lincoln Way, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23528	PRV	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more

3,816 rows, page 19 of 77Previous Next