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 “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
PRV-28068	PRV	Janet Dixon	1983-02-25	—	3052815865	6872 Palm Dr, Seattle, WA, 98184	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21167	PRV	Juile Contreras	1939-10-28	—	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25852	PRV	Maria Morgan	2007-02-11	—	—	6055 Willow Ct, Mesa, AZ, 85273	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24331	PRV	Jacob K Carr	1995-12-25	UHC-36540-95	7363781750	473 Grand Ave, San Antonio, TX, 78203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23123	PRV	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA, 90094	0.76	Name re-cased Member ID reformatted City re-cased Gender normalised+2 more
PRV-23362	PRV	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26477	PRV	Jonathan M Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-24152	PRV	Jessica Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln Apt 7, Glendale, AZ, 85317	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-24025	PRV	Julia X Cunningam	1954-05-28	—	—	3668 Spring St, Austin, TX, 78725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28818	PRV	Emily K Sanders	1986-01-07	UHC-00963-32	8853812859	261 Park Pl, Plano, TX, 75086	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22743	PRV	Danielle Anderson	1985-08-09	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-28939	PRV	Kathryn Ray	1974-06-13	—	9389458983	531 Union St, Eden Prairie, MN, 55370	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27177	PRV	Julie Alexander	1996-01-22	—	7983554718	6091 Highland Ave, Miami, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-20042	PRV	Jacqueline P Watson	1974-05-28	—	8933271096	2412 Valley View Dr, Fresno, CA, 93727	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20239	PRV	David Taylor	1956-08-27	—	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22992	PRV	Rebecca Harris	1995-09-15	UHC-64318-81	—	7103 Market St, Atlanta, GA, 30388	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26365	PRV	Jacob Ramirez	1979-06-01	—	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28333	PRV	Arthur Rivera	1966-04-15	—	9749466383	8948 Apache Blvd, Houston, TX, 77054	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28839	PRV	Mike George	1955-06-24	—	6848031192	3589 Baseline Rd, Miami, FL, 33173	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28339	PRV	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26449	PRV	Eric Walsh	1948-09-23	UHC-81765-07	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-27688	PRV	Evelyn F Alvarado	1979-10-24	—	3065217185	6542 Mesa Dr, San Antonio, TX, 78232	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20297	PRV	John Z Taylor	1971-08-28	UHC-19378-10	4673857651	8613 Washington St, Atlanta, GA, 30374	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20989	PRV	Michael K Kelly	1984-04-04	UHC-55894-77	3142690661	9662 Willow Ct, Dallas, TX, 75200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23486	PRV	Daniel Palmer	1976-01-03	—	7207690680	5385 Broadway, Eden Prairie, MN, 55313	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-22557	PRV	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	5411 Mountain View Dr, Minneapolis, MN, 55412	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
PRV-29394	PRV	Steve Santiago	1963-04-22	UHC-44779-58	5734295745	7267 Hillcrest Rd, Atlanta, GA, 30320	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24573	PRV	Rebecca U Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24646	PRV	Mason Wong	1991-01-03	—	6776022117	4234 Willow Ct, Los Angeles, CA, 90028	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23243	PRV	Rebecca Wagner	2004-11-21	—	—	451 Mountain View Dr, Mesa, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28831	PRV	Zachary U Blacck	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23190	PRV	Olivia Ramirez	2002-09-06	—	9178149036	3487 Oak St, Austin, TX, 78763	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20962	PRV	Albert Diaz	1958-10-18	UHC-79011-24	2417094758	4675 Mountain View Dr, San Diego, CA, 92173	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21175	PRV	Richard Matthews	1958-07-27	—	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21176	PRV	Richard Matthews	1958-07-27	—	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25554	PRV	Brittany Hill	2008-08-16	—	4839580570	9432 Elm St, Orlando, FL, 32875	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24365	PRV	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
PRV-28967	PRV	Julie Miller	1955-10-16	—	3925727898	52 Harbor Blvd, Atlanta, GA, 30385	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22932	PRV	Gary U Rodriguez	1952-11-10	UHC-65603-12	6667442602	1707 Mesa Dr, Chandler, AZ, 85288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28302	PRV	Jerry Perkins	1988-01-07	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
PRV-22712	PRV	Jean X Butler	1998-12-11	UHC-71890-62	9232705573	4831 Apache Blvd, Los Angeles, CA, 90095	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26667	PRV	Charlotte Welch	2005-01-19	UHC-86033-30	4717463433	3149 Cedar Ln, Plano, TX, 75039	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25588	PRV	Brian Warren	1987-04-15	—	6757865821	3951 Central Ave, Chandler, AZ, 85206	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23855	PRV	Jonathan Wang	1939-08-09	—	7423288984	4103 Mountain View Dr, Orlando, FL, 32857	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27784	PRV	Mark Holmes	1985-06-05	—	6576990025	9633 River Rd, Houston, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-21296	PRV	Brian Payne	1975-03-02	UHC-79800-32	5162696689	7007 Valley View Dr, Mesa, AZ, 85235	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25136	PRV	Kathy L Weber	1983-04-19	UHC-61537-64	9667907447	6853 Lake View Rd, San Antonio, TX, 78232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27262	PRV	Morales Kevin	2005-06-13	UHC-41017-23	9069539933	8345 Park Pl, Sacramento, CA, 95808	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20643	PRV	Bradley Anderson	1976-07-24	UHC-50591-26	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20642	PRV	Bradley Anderson	1976-07-24	UHC-50591-26	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

1,737 rows, page 23 of 35Previous Next