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-25345	PRV	Rachel Jacobs	1997-04-04	UHC-30192-79	4739085402	8448 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-22889	PRV	Amber Howell	1967-03-16	—	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20423	PRV	Maria W Mendez	1940-06-16	UHC-87975-31	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26390	PRV	Pamela Q Grant	1949-06-15	—	7123353593	6343 Maple Ave, Denver, CO, 80235	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27923	PRV	Jacob Alvarado	1953-02-16	—	7527522087	8878 Ocean Ave, Nashville, TN, 37269	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29208	PRV	Carol Willis	1982-12-20	—	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21190	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21189	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28657	PRV	Carol Duncan	1943-10-11	UHC-01787-21	6039047913	9468 Forest Ave, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20696	PRV	Carr P Fatima	1954-11-23	UHC-87958-42	2424617953	931 Cedar Ln, Charlotte, NC, 28226	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-22668	PRV	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct # 203, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24545	PRV	Angela Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-27983	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24036	PRV	Doris Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22314	PRV	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26476	PRV	Jennifer Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24456	PRV	Logan S Romero	1948-08-03	UHC-29691-98	2163386986	3367 Central Ave, Los Angeles, CA, 90020	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21037	PRV	Bradley L Burke	1938-12-02	—	7307930540	2646 Main St, Tucson, AZ, 85768	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
PRV-26053	PRV	Vasquez Pamela	1965-10-16	—	8414621454	7641 Palm Dr, Houston, TX, 77027	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23518	PRV	Carlos Alvarez	1977-10-26	—	7704001467	4812 River Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25211	PRV	James Mejia	1976-04-10	—	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26035	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29156	PRV	Marcus Valdez	1964-02-25	UHC-98477-89	2883200427	7713 Ridge Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26068	PRV	Amy Lynch	2007-07-28	—	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26397	PRV	Aaron Soto	1985-01-05	UHC-84486-65	3543586621	505 Washington St, Fresno, CA, 93711	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25275	PRV	Patricia Phillips	1964-04-13	UHC-42386-79	5219611092	6649 Hillcrest Rd, Plano, TX, 75021	0.64	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
PRV-24825	PRV	Nicholas Alexander	1989-04-25	UHC-55928-14	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23757	PRV	Heather Pierce	1975-03-11	—	8969681540	1540 Maple Ave Apt 11, San Antonio, TX, 78253	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
PRV-26345	PRV	Brittany Snyder	1940-04-21	—	9547843216	1147 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20288	PRV	Gloria H Dunn	1982-05-22	—	5967125464	938 Elm St, Atlanta, GA, 30329	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28804	PRV	Don Freeman	1947-02-17	—	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29440	PRV	Andrea Y Evans	2002-01-12	—	9764107105	6496 Spring St, Sacramento, CA, 95847	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26341	PRV	Roger J Patterson	1985-04-25	UHC-93623-42	5027358264	6366 Washington St # 330, Atlanta, GA, 30326	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-27266	PRV	Grace Owens	1972-01-25	UHC-29617-42	8243192196	685 Apache Blvd Apt 12, Dallas, TX, 75211	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23688	PRV	Frances Elliott	1958-02-18	UHC-93061-35	9118649287	2493 Maple Ave, Chandler, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20434	PRV	Bryan Cruz	1941-08-23	—	5412833470	2664 Park Pl Apt 16, Eden Prairie, MN, 55330	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23924	PRV	Brian I Myers	1996-02-11	—	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24138	PRV	Walter Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25689	PRV	Jonathan U Le	1978-08-09	—	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20114	PRV	Robert C Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St Apt 21, Dallas, TX, 75231	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-25641	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20655	PRV	Russell Wood	1958-08-17	UHC-18978-12	6504591886	667 Lake View Rd, Phoenix, AZ, 85043	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22313	PRV	Willie Matthews	1983-07-16	—	9876586293	3649 Mountain View Dr, Jacksonville, FL, 32209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28400	PRV	Maria Y Jackson	1958-12-04	UHC-58867-15	2334720836	6174 Apache Blvd, Tucson, AZ, 85770	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25628	PRV	Sophia O Turner	1947-01-18	—	9435633376	4569 Harbor Blvd, Columbus, OH, 43266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25627	PRV	Sophia O Turner	1947-01-18	—	9435633376	4569 Harbor Blvd, Columbus, OH, 43266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

5,906 rows, page 33 of 119Previous Next