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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27677	PRV	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23736	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr, Phoenix, AZ, 85038	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24482	PRV	Douglas Q Hunt	1965-02-04	UHC-18462-40	6002316071	7565 Canyon Rd, Tucson, AZ, 85771	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
PRV-24174	PRV	Stephanie Graham	1961-05-16	—	4886602903	5498 Spring St, Austin, TX, 78740	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26371	PRV	Paul Jordan	1958-10-24	UHC-04379-22	—	3424 Apache Blvd, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code City re-cased+1 more
PRV-24122	PRV	Tyler Q Alvarado	1993-03-01	UHC-30206-42	—	1297 Valley View Dr, Gilbert, AZ, 85264	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24071	PRV	Christine O Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21614	PRV	Albert Mason	1953-03-14	—	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22713	PRV	WJunk	1997-09-04	UHC-42544-68	7053117743	2246 Broadway Apt 10, San Diego, CA, 92126	0.54	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared+1 more
PRV-25284	PRV	Jack Carlson	1985-10-14	—	—	4608 Main St, Nashville, TN, 37208	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-27821	PRV	Stephanei J Moore	1978-07-04	UHC-96480-12	5987382091	4646 Ridge Rd, San Antonio, TX, 78256	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
PRV-20463	PRV	Sofia Chen	1996-09-25	—	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28482	PRV	Deborah Richards	1955-06-14	—	—	7280 Bayshore Dr, Atlanta, GA, 30396	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23799	PRV	Frank A Howard	1971-07-01	UHC-33748-51	2546683803	5872 Jefferson Ave, Nashville, TN, 37253	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28938	PRV	Linda Thomas	2008-07-21	—	—	1820 Valley View Dr, Mesa, AZ, 85215	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-25134	PRV	Andy Johnson	1988-02-15	—	—	845 Pine Dr, Plano, TX, 75013	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20681	PRV	Johnston Lawrence	1952-10-18	—	5238041388	5968 Park Pl, Chandler, AZ, 85223	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-23297	PRV	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22893	PRV	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
PRV-23588	PRV	Willie Armsttrong	1957-11-18	UHC-69417-66	—	5056 Market St, Las Vegas, NV, 89173	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code Whitespace trimmed+1 more
PRV-25246	PRV	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-24364	PRV	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr Apt 13, Glendale, AZ, 85331	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-22275	PRV	Valentina Price	2004-04-24	—	—	9812 Meadow Ln # 599, Phoenix, AZ, 85032	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26795	PRV	Arthur Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave # 383, Austin, TX, 78796	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
PRV-24451	PRV	Philip Luna	1999-12-08	UHC-82234-73	4016399901	3718 Camelback Rd, Minneapolis, MN, 55498	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-28485	PRV	Arthur R Johnson	1954-04-15	—	8954334474	8934 Forest Ave, Los Angeles, CA, 90099	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27455	PRV	Arthur P Carter	1953-09-20	—	5048582651	7582 Washington St, Chandler, AZ, 85272	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25681	PRV	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.60	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
PRV-26236	PRV	Carolyn Walker	1997-04-28	—	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20420	PRV	Justin Rodriguez	1953-06-15	—	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-28501	PRV	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25197	PRV	Billy Weaver	1975-06-25	UHC-25544-03	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20199	PRV	Arjun Lucas	1993-03-09	UHC-83630-69	2897502616	7452 Indian School Rd, Nashville, TN, 37237	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 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
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
PRV-27226	PRV	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23725	PRV	Ethan Ross	1978-05-11	—	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28664	PRV	Andy Ford	1967-04-18	—	2557190087	4446 Bayshore Dr, Scottsdale, AZ, 85266	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24535	PRV	Ruth West	1976-01-09	UHC-47531-91	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-27461	PRV	George Bishop	1998-03-28	UHC-09489-36	9042857970	1650 Grand Ave, Plano, TX, 75052	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21670	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23453	PRV	Nicole Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25442	PRV	Isabella N Guerrero	1993-10-01	UHC-86915-27	4148118317	1635 Church St, Sacramento, CA, 95841	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25277	PRV	Wayne Simpson	1996-12-17	UHC-80007-46	5759495120	1873 Ridge Rd, Chandler, AZ, 85208	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28132	PRV	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ, 85732	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-22720	PRV	Scott Johnston	1991-06-01	UHC-09585-03	5782113159	8261 Pine Dr, San Diego, CA, 92181	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24701	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24477	PRV	Ethan Ortiz	1968-07-09	—	6939202181	3946 Park Pl, Nashville, TN, 37215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22032	PRV	Gerald Davis	1959-07-13	—	7918239090	7154 Pine Dr, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

690 rows, page 5 of 14Previous Next