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-28188	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28189	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27063	PRV	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26409	PRV	Maria Diaz	1985-09-16	—	6726332025	1719 Spring St, Miami, FL, 33159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27563	PRV	Mei Maldonado	1945-11-02	UHC-86595-66	—	7457 Park Pl, Houston, TX, 77082	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-27724	PRV	Abigail Gibson	1947-09-22	UHC-96128-02	5025596398	8715 Mesa Dr, Dallas, TX, 75239	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-23851	PRV	Laura Gonzalez	2003-10-20	—	8575461907	4629 Spring St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26704	PRV	Eric Bell	1993-10-26	—	5489420410	8680 Canyon Rd, Miami, FL, 33189	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-22603	PRV	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave # 565, Denver, CO, 80243	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26483	PRV	Grace T Taylor	1987-06-25	—	—	6983 Apache Blvd, Charlotte, NC, 28228	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-27978	PRV	Isabella Patel	2001-11-25	UHC-65359-86	8426531571	9684 Ocean Ave, Fresno, CA, 93741	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22086	PRV	Pamela Mitchell	1997-11-08	UHC-76970-81	—	5418 River Rd, Phoenix, AZ, 85073	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-29175	PRV	Deennis E Nelson	1961-03-27	UHC-29756-86	—	4709 Ridge Rd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-27704	PRV	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27257	PRV	Karen Fihser	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 505, Houston, TX, 77092	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26103	PRV	Willie Yang	1983-02-18	—	7384718551	3924 Jefferson Ave, Miami, FL, 33137	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-25519	PRV	Ruth Weber	1940-05-24	UHC-58634-65	—	9877 Market St, Glendale, AZ, 85334	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-24181	PRV	Sophia G Vargas	1962-06-05	UHC-93377-20	—	8577 Apache Blvd, Houston, TX, 77012	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-24099	PRV	Isabella N Lynch	1998-01-28	UHC-07898-24	7183223704	630 Church St, Phoenix, AZ, 85099	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-27707	PRV	Richard Espinoza	1957-05-16	—	5163396241	2683 Mesa Dr, Seattle, WA, 98161	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-29376	PRV	Wei Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-27719	PRV	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-26677	PRV	Dylan R Ramos	1961-07-22	—	—	1058 Sunset Blvd, Atlanta, GA, 30336	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22891	PRV	Keith Day	1998-05-16	UHC-81898-71	2253257916	6826 Sunset Blvd, San Antonio, TX, 78232	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-29236	PRV	Andrea Silva	1968-07-26	UHC-17651-51	6394369044	5701 Forest Ave Apt 6, San Diego, CA, 92126	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26368	PRV	Santiago Washington	1994-08-02	—	3645520274	6554 Ocean Ave, Charlotte, NC, 28228	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26377	PRV	—Junk	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-29271	PRV	Kevin Washington	—	UHC-24205-78	4967725739	7626 Ridge Rd, Plano, TX, 75046	0.68	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed
PRV-20840	PRV	Willie Williamson	1980-02-11	UHC-87207-77	—	7994 Canyon Rd, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26887	PRV	Aaron Aguilar	1987-05-12	UHC-55513-50	4258706848	8520 Meadow Ln # 185, Austin, TX, 78798	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25818	PRV	David Hoffman	1974-11-01	UHC-56897-78	7686178513	9643 Camelback Rd Apt 33, Nashville, TN, 37298	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-29353	PRV	Lauren Miller	1991-09-18	—	—	1142 River Rd, Denver, CO, 80281	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
PRV-24437	PRV	Ralph Oliver	1995-03-26	—	—	1949 Spring St, Los Angeles, CA, 90061	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25089	PRV	Janet Vasquez	1945-02-20	UHC-06138-79	6722671938	650 Bayshore Dr, San Diego, CA, 92107	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-22119	PRV	Joice Garrett	2008-12-28	UHC-90365-28	—	7709 Grand Ave, Eden Prairie, MN, 55363	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-24104	PRV	Walter Flores	1966-11-05	—	4604772449	4809 Bayshore Dr, Austin, TX, 78778	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22259	PRV	Tyler Ellis	1964-06-11	UHC-57220-44	8316687261	9799 Maple Ave, Las Vegas, NV, 89140	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
PRV-28924	PRV	Amanda N Collins	1995-12-18	UHC-44091-18	3985287707	503 Meadow Ln, Las Vegas, NV, 89196	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-22247	PRV	Joe G Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way Apt 34, Denver, CO, 80227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25015	PRV	Natalie O Shaw	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26014	PRV	Sarah K Adams	2006-06-09	UHC-57106-30	3343701715	2699 Canyon Rd, Fresno, CA, 93784	0.68	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-25894	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26697	PRV	Billy Jones	1989-12-24	—	—	3396 Sunset Blvd, Fresno, CA, 93741	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-26620	PRV	Danny Black	2005-02-09	—	—	4370 Spring St # 768, Phoenix, AZ, 85078	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26533	PRV	Diego Hill	2001-12-20	—	—	6895 Willow Ct, Nashville, TN, 37201	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25532	PRV	Brandon J White	1984-09-10	—	5795481981	8193 Cedar Ln, Gilbert, AZ, 85217	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
PRV-23601	PRV	Mariana Peters	2002-11-02	—	6002226952	5763 Bayshore Dr, Los Angeles, CA, 90074	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20785	PRV	Kayla Wells	1985-07-02	—	2699514602	16 Forest Ave, Glendale, AZ, 85362	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28330	PRV	Jeremy Mason	1962-12-28	—	8153981570	4853 Apache Blvd, Jacksonville, FL, 32253	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-27864	PRV	Carl Ray	1963-08-05	—	—	1930 Harbor Blvd, Mesa, AZ, 85208	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

5,462 rows, page 62 of 110Previous Next