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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-21763	PRV	John V Richards	—	UHC-96441-75	9347378156	—	0.64	Middle initial moved out of first name Date of birth unreadable Phone reformatted Member ID reformatted+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-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-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-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-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-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-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-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-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-22327	PRV	Brian X Crawford	1992-10-20	UHC-01606-11	—	8357 Mountain View Dr, Nashville, TN, 37218	0.64	Name split from “Last, First”Member ID 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-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-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-28714	PRV	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+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-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-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-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-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-20668	PRV	Hiroshi Banks	1989-07-07	—	—	3319 Ocean Ave, Las Vegas, NV, 89119	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+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-22427	PRV	Jason Ramirez	1998-11-21	UHC-37350-18	2276145840	6727 Valley View Dr, Minneapolis, MN, 55491	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-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
PRV-27487	PRV	Riick Jenkins	1953-09-25	—	4009793863	1374 Forest Ave, Austin, TX, 78715	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24367	PRV	Jooyce Gonzales	1996-07-20	UHC-24623-10	2376566859	3425 Pine Dr Apt 20, Jacksonville, FL, 32244	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25250	PRV	Mariana Ryan	1955-05-09	—	—	2596 Valley View Dr, Plano, TX, 75082	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26917	PRV	Carlos Palmer	1983-09-21	—	4607233450	9440 Palm Dr # 423, Tampa, FL, 33651	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24177	PRV	Paul Collins	1958-04-25	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29032	PRV	Benjamin K Vasquuez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,467 rows, page 35 of 110Previous Next