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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29083	PRV	Pamela Z Bailey	1976-09-06	UHC-35929-69	4677602086	3492 Meadow Ln, Eden Prairie, MN, 55373	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27872	PRV	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St, Chandler, AZ, 85219	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27307	PRV	Raymond W Tores	1938-10-14	—	7448457649	3104 Desert Sky Blvd, Los Angeles, CA, 90033	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23450	PRV	Christine M Wallace	1942-08-13	UHC-77178-03	6246353466	7864 Union St, Houston, TX, 77048	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28279	PRV	Diane Little	1956-02-14	—	6253177654	9056 Washington St, Orlando, FL, 32845	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21085	PRV	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-25458	PRV	Ronald Espinoza	1975-10-25	—	—	3502 Lincoln Way, Eden Prairie, MN, 55309	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21169	PRV	Kahtleen Carpenter	1965-06-13	UHC-24892-68	2586454641	3201 Park Pl, Denver, CO, 80239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25753	PRV	Santiago O Hamilton	2007-02-12	UHC-80543-19	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24723	PRV	Russell Jimenez	1972-08-26	UHC-20971-83	3317140263	8370 Harbor Blvd, Atlanta, GA, 30326	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24483	PRV	Douglas Hunt	1965-02-04	—	6002316071	9724 Sunset Blvd, Tempe, AZ, 85249	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20335	PRV	Logan Andrews	1946-09-04	UHC-61157-91	—	6199 Sage Ct, Miami, FL, 33164	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25502	PRV	Roy Q Simpson	1956-07-16	—	9677755119	9767 Harbor Blvd, Gilbert, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26186	PRV	Arthur O Kelley	1973-10-12	UHC-35949-93	4266714227	5723 Washington St, Jacksonville, FL, 32202	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20973	PRV	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23451	PRV	Frances Porter	1962-08-20	—	6329397159	5689 Bayshore Dr, Las Vegas, NV, 89157	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21903	PRV	Ralph Schultz	1980-08-17	—	9157722627	8278 Elm St, Miami, FL, 33140	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21691	PRV	Nathan K Moore	2000-08-01	UHC-49058-08	—	2651 Central Ave, Eden Prairie, MN, 55339	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27657	PRV	Beverly Wheeler	1947-10-05	—	9437954809	7151 Central Ave, San Diego, CA, 92180	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25448	PRV	Gloria Johnston	1996-01-21	—	9073681399	6547 Union St, Minneapolis, MN, 55449	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26962	PRV	Shirley L Harrison	1940-04-24	—	7475212037	3720 Camelback Rd, Atlanta, GA, 30356	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25224	PRV	Adam Ruiz	2002-03-19	—	5249089026	4394 Apache Blvd, Charlotte, NC, 28251	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26046	PRV	Ahmed Reid	1947-12-15	UHC-00042-25	9192352753	3342 Grand Ave, Glendale, AZ, 85326	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21968	PRV	Kenneth R Hunter	1970-02-17	UHC-04666-05	4315968454	7067 Indian School Rd, Fresno, CA, 93789	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28061	PRV	Douglas Hawkins	1949-10-14	—	4096948184	9435 Harbor Blvd, Nashville, TN, 37274	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29004	PRV	Jason Powell	1940-03-25	—	4213071637	9000 Spring St, Phoenix, AZ, 85047	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21780	PRV	Marc A Roberts	2005-04-16	UHC-52099-28	4009156736	1639 River Rd, Miami, FL, 33122	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22125	PRV	Diane Alvarez	1998-06-11	—	3585520249	7578 Central Ave, Plano, TX, 75055	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27507	PRV	Nancy Gibson	1977-06-23	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22323	PRV	Bobby Dixon	1958-01-25	—	6504333180	2777 Washington St, Dallas, TX, 75278	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28509	PRV	Isabella Schmidt	1970-02-22	—	6229878960	8440 Ridge Rd, Glendale, AZ, 85369	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-20747	PRV	Carl S Watson	1942-06-01	UHC-93057-38	8743462772	2747 Mountain View Dr, Jacksonville, FL, 32262	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23831	PRV	Karen K Barnes	1993-08-22	—	4935402982	8434 Elm St, Denver, CO, 80299	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24627	PRV	Charles Fowler	1963-05-20	—	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-23650	PRV	Evelyn Stewart	1997-03-04	—	9894851253	8320 Union St, Atlanta, GA, 30332	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22983	PRV	Emmma Campbell	1971-11-15	UHC-47039-85	—	4875 Central Ave, Mesa, AZ, 85268	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-27008	PRV	Lisa M Kennedy	1957-11-10	—	6519345047	5138 Harbor Blvd, Mesa, AZ, 85204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20249	PRV	Camila Tran	1973-11-02	—	8637311081	5949 Park Pl, Mesa, AZ, 85228	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24807	PRV	Anthony H Rodriguez	2002-10-08	UHC-83511-59	—	1004 Palm Dr, Minneapolis, MN, 55457	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22610	PRV	Paul Patel	1969-07-13	—	5283493801	9164 Union St, Sacramento, CA, 95802	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27541	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27540	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21905	PRV	Aaron Obrien	1967-10-21	—	2449088405	2467 Central Ave, Chandler, AZ, 85277	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21904	PRV	Aaron Obrien	1967-10-21	—	2449088405	2467 Central Ave, Chandler, AZ, 85277	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24576	PRV	Vincent Bishop	1941-07-16	UHC-65761-48	2245069724	6350 Jefferson Ave, Charlotte, NC, 28215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25173	PRV	Rachel Webb	2001-04-13	—	3127625131	5298 Maple Ave, Atlanta, GA, 30378	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21761	PRV	Gerald Richardson	1957-04-11	—	—	1747 Sage Ct, Gilbert, AZ, 85254	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
PRV-26164	PRV	Ana Gordon	1985-02-13	—	7134699142	4498 Washington St, Columbus, OH, 43210	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29213	PRV	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29212	PRV	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 89 of 109Previous Next