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-22763	PRV	Justin Shaw	1985-07-27	—	—	861 Ridge Rd, Dallas, TX, 75283	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20150	PRV	Mary Hoffman	2000-09-03	UHC-18674-07	6032428636	6372 Oak St, Glendale, AZ, 85303	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27296	PRV	Elizabeth Meyer	1961-06-14	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27508	PRV	Emily Schultz	1998-07-07	—	9193993464	2386 Apache Blvd, Sacramento, CA, 95829	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25579	PRV	Cheryl Silva	1960-05-07	—	3079752556	7117 Central Ave, Gilbert, AZ, 85287	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24845	PRV	Arthur T Wagner	1954-06-18	UHC-89496-41	—	6277 Spring St, Tempe, AZ, 85224	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20073	PRV	Angela M Bryant	1938-04-06	UHC-22165-57	—	9768 Spring St, Mesa, AZ, 85236	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20753	PRV	Nicholas C Dominguez	1943-05-08	UHC-92617-68	9727333142	6743 Baseline Rd, Houston, TX, 77071	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29584	PRV	Dorothy Murray	1977-09-16	UHC-85837-03	—	3760 Union St, Miami, FL, 33195	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24513	PRV	Brittany Kelley	1943-09-13	UHC-07098-28	3189762810	9482 Meadow Ln, Dallas, TX, 75224	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22098	PRV	Jeffrey Roberts	1942-04-13	—	9694663181	2278 Hillcrest Rd, Gilbert, AZ, 85274	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27779	PRV	Jessica Sims	2004-08-08	UHC-47302-21	8963773056	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27252	PRV	Kayla Willis	1994-12-20	—	—	6807 Highland Ave, Scottsdale, AZ, 85241	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21270	PRV	Charlotte Day	1981-10-02	UHC-46549-70	—	948 Valley View Dr, Glendale, AZ, 85303	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29152	PRV	Joshua Guerrero	1963-09-04	UHC-94844-47	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29372	PRV	Kevin Hughes	1944-07-02	—	2064037357	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23694	PRV	Ryan Collins	1983-09-18	—	5436526991	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28722	PRV	Brenda Bennett	1963-03-11	—	—	6951 Sunset Blvd, San Diego, CA, 92121	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-29253	PRV	James Porter	1948-06-18	UHC-83196-09	—	7495 Ocean Ave, Tempe, AZ, 85253	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24527	PRV	Isabella Harrison	1979-10-28	—	—	4121 River Rd, Columbus, OH, 43234	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24188	PRV	Christopher Boyd	1972-04-20	—	—	7489 Ridge Rd, Denver, CO, 80263	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20613	PRV	Mateo D Olson	1957-06-04	UHC-93325-81	8942216360	7391 Broadway, Mesa, AZ, 85251	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26359	PRV	Keith Stewart	1996-08-13	UHC-20256-95	7415208412	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29525	PRV	Eugene B Martinez	1992-01-17	—	—	5914 Canyon Rd, Austin, TX, 78740	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26946	PRV	Laura Vega	1993-04-18	UHC-91483-51	2867308406	7141 Palm Dr, Atlanta, GA, 30345	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24731	PRV	Jazon Thompson	1949-08-01	UHC-34426-37	9385057920	1522 Market St, Las Vegas, NV, 89126	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21971	PRV	Karen Brown	1946-06-08	—	5445587670	1462 River Rd, Tucson, AZ, 85765	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25344	PRV	Larry Black	2002-04-26	—	2269049011	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21996	PRV	Dinaa James	1952-05-22	—	—	3640 Sage Ct, Glendale, AZ, 85358	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-22676	PRV	Juan Mason	1991-06-04	—	—	415 Ocean Ave, Eden Prairie, MN, 55352	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28011	PRV	Christine Valdez	1960-02-08	—	8623587484	6762 Sunset Blvd, Sacramento, CA, 95853	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25517	PRV	Henry C Salazar	1988-12-11	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27644	PRV	Brittany Wang	1995-11-14	—	—	3355 River Rd, Miami, FL, 33185	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27468	PRV	Patterson N Dorothy	1963-07-14	—	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23392	PRV	Kimberly Y Vazquez	1959-02-18	—	—	7007 Church St, Mesa, AZ, 85246	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21334	PRV	Arjun Austin	1962-11-21	—	7974787148	1298 Union St, Charlotte, NC, 28274	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22826	PRV	Logan Lews	1969-06-02	—	5757926798	5160 Church St, Dallas, TX, 75205	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27105	PRV	Jack Rose	1954-02-02	UHC-37958-45	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-24803	PRV	Jose L Morrison	1953-08-27	UHC-06840-28	7077132703	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20745	PRV	Kelly Carter	1964-06-03	UHC-41007-06	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26990	PRV	Doris Barnes	1980-03-13	—	—	9519 Washington St, Denver, CO, 80204	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20869	PRV	Kathleen Gibson	2007-07-19	—	3352473029	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22109	PRV	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO, 80280	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26084	PRV	Keith Diaz	1996-11-13	—	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27295	PRV	Michelle Gutierrez	1998-01-28	UHC-25707-51	6387680342	6253 Grand Ave, Orlando, FL, 32870	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-21304	PRV	Grace Gardner	1961-12-10	UHC-54937-30	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20801	PRV	Danielle Perry	1981-01-25	UHC-15283-06	7823792073	372 Church St, Denver, CO, 80253	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23536	PRV	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28174	PRV	Benjamin Brown	1989-10-03	—	8598417434	3447 Sage Ct, Denver, CO, 80241	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20509	PRV	Martha D Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared

5,467 rows, page 101 of 110Previous Next