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-29569	PRV	Stephen Ruiz	1952-07-01	UHC-29193-51	—	2175 Highland Ave, Tampa, FL, 33605	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26328	PRV	Peter Ferguson	1948-03-25	—	4004185678	1560 Central Ave, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
PRV-29007	PRV	Carolyn D Simmons	1960-04-05	UHC-93810-96	8766516529	7621 Camelback Rd, Jacksonville, FL, 32270	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20558	PRV	Samuel Burns	2001-12-03	—	6133657225	3883 Canyon Rd, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27162	PRV	Heather Z Medina	2001-09-21	—	6528269794	7546 Baseline Rd, Charlotte, NC, 28257	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23987	PRV	Theresa Mendez	1976-12-25	—	4758232018	7707 River Rd, Miami, FL, 33156	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29488	PRV	Harold Fields	1977-12-15	UHC-15310-75	5677196437	3836 Indian School Rd, Tempe, AZ, 85201	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21750	PRV	Shirley Hal	—	—	—	8151 Jefferson Ave, Sacramento, CA, 95837	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-24256	PRV	Julia Vasquez	1956-12-05	—	—	7887 Indian School Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29456	PRV	Jesse Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26780	PRV	Isabella P Freeman	1965-09-13	—	8605143057	2072 Market St, Los Angeles, CA, 90059	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-28056	PRV	Lori Ellis	1947-10-21	—	—	7470 Bayshore Dr, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23398	PRV	Marilyn Gonzales	1966-11-14	—	—	5305 Forest Ave, Sacramento, CA, 95848	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24464	PRV	Edward Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21724	PRV	Dorothy Wagner	1953-08-05	—	2424975538	4345 Market St, Columbus, OH, 43207	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
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-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-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-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+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-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-28054	PRV	Christopher Tucker	1938-10-15	—	2714892637	6081 Mountain View Dr, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+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-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-24101	PRV	David Y Garcia	2002-10-28	—	2729215703	4316 Church St, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+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-20721	PRV	Kathleen Cole	1991-08-26	UHC-27256-01	5845072561	7611 Central Ave, Fresno, CA, 93730	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+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-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-22345	PRV	Jeremy Reyes	—	UHC-87372-54	9305131662	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-28165	PRV	Nichoals B West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22689	PRV	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20579	PRV	Nathan Brooks	—	—	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
PRV-21050	PRV	Diane Y Robinson	1940-05-24	—	4563358471	6707 Spring St, Orlando, FL, 32806	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
PRV-20433	PRV	Andrea Russell	1985-03-04	—	—	9061 Ocean Ave, Houston, TX, 77080	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24729	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26502	PRV	Sean U Tucker	1942-02-27	—	6769874210	4803 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29080	PRV	Angela L Morriis	1957-05-17	—	—	610 Grand Ave, Dallas, TX, 75219	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27886	PRV	Rebecca Stevens	—	—	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
PRV-23441	PRV	Samantha T Welch	1970-08-20	UHC-81164-04	4308865183	3081 Jefferson Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27431	PRV	Douglas Yang	—	UHC-45248-33	—	6930 Lincoln Way, Fresno, CA, 93790	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
PRV-29576	PRV	Maria D Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more

3,816 rows, page 22 of 77Previous Next