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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-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-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+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-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-26924	PRV	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23704	PRV	Robert Dixon	2000-10-05	—	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+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-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-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
PRV-20179	PRV	Daniel U Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd Apt 11, Dallas, TX, 75215	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
PRV-29551	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29550	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-26979	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26980	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27369	PRV	Joan Fowler	1983-10-14	UHC-85183-78	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-25372	PRV	Logan Z Richardson	1981-11-11	—	3566552589	2481 Apache Blvd # 472, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street 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-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-29512	PRV	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St, Columbus, OH, 43251	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29408	PRV	Angela Riley	1991-01-03	UHC-71344-92	5287036211	1064 Main St, Houston, TX, 77099	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26846	PRV	Karen V Campbell	1942-01-28	—	9706413040	4437 River Rd, Columbus, OH, 43264	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-27202	PRV	Isabella Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21765	PRV	Ahmed X Harper	1954-11-08	UHC-87526-51	4263598581	1661 Central Ave, Tampa, FL, 33665	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-21355	PRV	Ashley Gordon	1983-11-11	—	5797996732	7103 Spring St Apt 1, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+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-28417	PRV	Ralph Arnold	1998-08-26	—	9143792078	1334 Jefferson Ave # 442, San Antonio, TX, 78254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28416	PRV	Ralph Arnold	1998-08-26	—	9143792078	1334 Jefferson Ave # 442, San Antonio, TX, 78254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-22788	PRV	Angela Q Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26325	PRV	Priya Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28969	PRV	Edward Boyd	—	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 35 of 119Previous Next