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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20790	PRV	Linda T Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29409	PRV	Jordan D Thomas	1948-03-05	—	8933660562	5317 Jefferson Ave, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24318	PRV	Mary Young	1996-07-16	—	5496646553	4728 Market St, San Antonio, TX, 78237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28249	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25452	PRV	Karen A Arnold	1955-08-18	UHC-28271-38	7296739082	3188 Washington St # 792, Phoenix, AZ, 85027	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29002	PRV	Maria Schmidt	1957-04-28	UHC-24260-23	9489914605	8387 Willow Ct, Columbus, OH, 43200	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27853	PRV	Nancy Richards	1948-06-12	—	8129566702	8910 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20692	PRV	Peter Vazquez	2002-04-11	UHC-44962-11	8228597955	8624 Cedar Ln, Tempe, AZ, 85219	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25950	PRV	Henry Roberts	—	—	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25376	PRV	Emma Cook	1960-02-23	UHC-78970-78	—	2069 Willow Ct, Houston, TX, 77096	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27361	PRV	Ashley Moore	1966-04-16	UHC-92997-42	2739035923	5502 River Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20574	PRV	Sarah D Grant	1999-01-04	—	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20165	PRV	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd, Glendale, AZ, 85320	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29358	PRV	Theresa Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23714	PRV	Josh Herrera	1971-03-17	—	3002743617	7826 Mesa Dr, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-22825	PRV	Scott Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26663	PRV	John Reeys	1952-07-07	—	6804201368	5780 Jefferson Ave, Plano, TX, 75082	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27096	PRV	Brian Oliver	1950-01-27	—	4297986364	6033 Bayshore Dr, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24920	PRV	Helen V Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20901	PRV	Gabriel R Yang	1960-04-14	UHC-81771-20	8706604064	1130 Elm St, Columbus, OH, 43210	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22130	PRV	Brenda Rose	1958-08-04	—	7147314899	6353 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21730	PRV	Thomas U Armstrong	1993-12-04	UHC-87670-07	9622937747	1436 Elm St, Austin, TX, 78709	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21070	PRV	Stephen Cook	2001-11-05	—	—	4900 Bayshore Dr Apt 33, Tempe, AZ, 85240	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27131	PRV	Jason Chavez	1954-06-07	—	6389763999	825 Forest Ave, Tampa, FL, 33694	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26086	PRV	Jim Wright	1993-08-27	UHC-88515-11	6378552459	8840 Cedar Ln, Columbus, OH, 43225	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21058	PRV	Cheryl Scott	1971-07-23	—	8743440020	9254 Union St, Miami, FL, 33196	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29161	PRV	Kayla Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA, 98138	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21332	PRV	George Kim	1946-06-06	UHC-68057-28	4033784424	4350 Church St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23269	PRV	Margaret Roberts	1962-05-20	UHC-10370-08	3216525886	6363 Highland Ave, Los Angeles, CA, 90039	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20605	PRV	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20646	PRV	Christine Bowman	1953-10-18	—	5648121289	125 Spring St, Nashville, TN, 37233	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24310	PRV	Vincent Austin	1943-10-28	—	2824338277	9755 Sage Ct, Dallas, TX, 75217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28566	PRV	Marc Hudson	1977-06-02	—	—	4570 Oak St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-27465	PRV	Lucia Williams	1996-04-13	—	—	7236 Central Ave, San Antonio, TX, 78247	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-27695	PRV	Emily Lucas	1987-03-01	—	—	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21144	PRV	Dan Palmer	1960-03-08	UHC-52734-93	4543006946	2641 Apache Blvd, Chandler, AZ, 85282	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26348	PRV	Frances L Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA, 30353	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28690	PRV	Arjun Martinez	1977-04-11	—	6263650166	5901 Central Ave # 438, Phoenix, AZ, 85091	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26830	PRV	Henry E Weaver	2006-03-11	—	8858579234	1779 Ridge Rd, Tucson, AZ, 85784	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26925	PRV	Vicky Clark	—	UHC-04405-72	7023078648	7958 Indian School Rd, Scottsdale, AZ, 85247	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-20773	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22962	PRV	Elijah Gutierrez	1994-08-15	—	9659307377	2882 Spring St Apt 27, Los Angeles, CA, 90052	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24356	PRV	Arjun Ward	1980-04-04	—	3409287056	535 Willow Ct, Denver, CO, 80212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25430	PRV	Paul Campbell	1957-07-01	UHC-49908-48	—	571 Palm Dr, Sacramento, CA, 95891	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-29491	PRV	Joe Stevens	1952-07-16	—	5785875708	6977 Apache Blvd, Seattle, WA, 98174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24040	PRV	Pamela Chen	1941-11-06	—	7979437379	8718 Canyon Rd, Fresno, CA, 93788	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20871	PRV	Randy Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St, Plano, TX, 75009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29328	PRV	Kathleen Crawford	1969-08-11	UHC-66203-10	6363262724	432 Central Ave, San Antonio, TX, 78206	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20685	PRV	Alan Rice	1989-01-27	UHC-29266-34	9535142867	4973 Church St, Tucson, AZ, 85721	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23483	PRV	Michael Bishop	1941-05-08	—	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

5,462 rows, page 46 of 110Previous Next