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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25176	PRV	Joyce K Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26199	PRV	Santiago Patterson	1978-05-19	—	7479540450	6551 Mesa Dr, Charlotte, NC, 28248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28483	PRV	Alice Parker	1952-11-01	—	9078456046	6250 Camelback Rd, Dallas, TX, 75234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28884	PRV	Theresa Munoz	1962-04-06	—	—	2470 Camelback Rd, Atlanta, GA, 30364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25602	PRV	Dorothy Hughes	1980-03-27	—	7649083664	7079 Main St, Atlanta, GA, 30332	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22636	PRV	Miike S Murphy	1985-10-03	UHC-63081-80	2512166136	4930 Central Ave, Plano, TX, 75039	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-23051	PRV	Stephen Singh	1957-03-12	—	6419956674	3712 Grand Ave, Atlanta, GA, 30350	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26222	PRV	Laura White	1957-09-20	—	4803539112	693 Lincoln Way, Houston, TX, 77007	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27783	PRV	Anna F Murray	1999-08-04	—	5719060986	7304 Highland Ave, Atlanta, GA, 30376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22101	PRV	Alice N Spencer	1967-03-01	UHC-71190-27	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25767	PRV	Evvelyn Vargas	1969-01-18	—	5484943332	9477 Forest Ave, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20920	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr Apt 33, Denver, CO, 80256	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22283	PRV	Grace D Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27710	PRV	Timothy Stevens	2003-10-25	UHC-96853-72	8963075838	6676 River Rd, Miami, FL, 33103	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26378	PRV	Deb Arnold	1957-02-20	—	6174488317	4570 Willow Ct, Mesa, AZ, 85228	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23940	PRV	David Shaw	1953-04-17	—	5983859369	8652 Main St, Miami, FL, 33165	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25388	PRV	Maria P Allen	1981-07-03	UHC-99806-87	—	5825 Mountain View Dr, Austin, TX, 78742	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24510	PRV	Virginia Thomas	1979-03-16	—	2406761093	7410 Union St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22703	PRV	Arjun R Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21183	PRV	Philip B Nichols	1988-04-04	—	6144971756	5140 Park Pl, San Diego, CA, 92155	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21168	PRV	Betty Padilla	1979-09-12	UHC-00259-16	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21876	PRV	Samuel Ford	1993-08-17	—	3986976535	5737 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25708	PRV	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26073	PRV	Diego H Patel	1946-05-27	—	6766297575	4558 Sage Ct, Plano, TX, 75023	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22848	PRV	Mei Johnson	1978-02-23	—	3637610823	4634 River Rd, Plano, TX, 75089	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26989	PRV	Jacqueline V Cook	1960-06-10	UHC-56396-26	—	4684 Elm St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-22088	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-24685	PRV	Sara Little	1981-10-12	UHC-34139-98	7209361742	5850 Jefferson Ave # 409, Plano, TX, 75086	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20124	PRV	Jacqueline Chen	1997-08-07	—	7032478775	5143 Grand Ave, Los Angeles, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21129	PRV	Noah Ross	2000-02-10	—	5739479009	7804 Maple Ave Apt 32, Los Angeles, CA, 90050	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21275	PRV	Lucia Wood	1943-05-22	UHC-17073-62	—	8150 Pine Dr, Fresno, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-23214	PRV	Eryc E Carter	1938-12-19	—	2296744903	9773 Ocean Ave, Sacramento, CA, 95837	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23029	PRV	Joyce Roberts	2007-01-12	—	—	2751 Jefferson Ave, Los Angeles, CA, 90046	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28332	PRV	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr Apt 38, Seattle, WA, 98103	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24865	PRV	Melissa Anderson	1981-07-02	—	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28525	PRV	—Junk	1950-10-06	UHC-31579-16	—	588 Valley View Dr, Jacksonville, FL, 32213	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22191	PRV	Stephanie Bishop	1982-12-17	—	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28628	PRV	Raymond Day	1984-07-02	—	8372569229	227 Elm St Apt 37, Tucson, AZ, 85757	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26151	PRV	Jordan Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-20157	PRV	Chrristian Carpenter	1947-09-17	—	4936576516	8062 Canyon Rd, Los Angeles, CA, 90082	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21350	PRV	Albert Murphy	1953-11-18	UHC-70792-68	9256811998	3133 Lincoln Way Apt 27, Miami, FL, 33132	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-28295	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21948	PRV	Terry Kelly	1981-02-01	UHC-39031-08	—	2627 Highland Ave, Phoenix, AZ, 85077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20336	PRV	Samuel C Mejia	1960-06-12	—	8023123063	3111 Mesa Dr, Seattle, WA, 98180	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26062	PRV	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd # 876, Orlando, FL, 32826	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27788	PRV	Bryan Gibson	1951-10-22	—	8646557342	7359 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

9,344 rows, page 36 of 187Previous Next