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-23346	PRV	Amanda Allen	1954-10-20	—	4779035426	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23299	PRV	Anthony Guerrero	1972-11-10	—	2622920400	—	0.78	Date of birth reformatted Phone reformatted Gender normalised 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-28842	PRV	Bradley Hunt	1952-02-13	UHC-08493-41	4684525828	3232 Lake View Rd, Nashville, TN, 37206	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-22041	PRV	Diane Gibson	1978-01-07	—	7289213628	8641 Highland Ave, Austin, TX, 78720	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-24831	PRV	Carlos Kennedy	1976-02-05	UHC-61491-38	9014896388	4777 Palm Dr, Orlando, FL, 32867	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+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-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-23287	PRV	Shirley Le	1982-02-01	—	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+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-25646	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25645	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-27819	PRV	Kelly Robinson	1981-07-19	—	9245058985	7506 Cedar Ln Apt 11, Orlando, FL, 32883	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-28753	PRV	Barbara C Carroll	1966-01-23	—	5239637570	—	0.78	Name re-cased Phone reformatted SSN last four extracted 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-23331	PRV	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28478	PRV	Kelly B Contreras	2004-02-22	—	8759710356	6369 Maple Ave, Eden Prairie, MN, 55346	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26470	PRV	Thomas Harrison	1996-03-24	UHC-69538-36	3882122897	9744 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-21888	PRV	Joseph Carpenter	1962-01-19	—	7323945307	611 Church St, Las Vegas, NV	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+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-29500	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing 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-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-20406	PRV	Nancy George	1946-06-28	—	3134241295	6342 Forest Ave # 511, Scottsdale, AZ, 85290	0.78	Name re-cased Phone reformatted Unit split from street 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-24415	PRV	Yuki Russell	1942-02-14	UHC-06443-59	4839904752	4736 Ridge Rd, Mesa, AZ, 85223	0.78	Name re-cased Phone reformatted State name converted to code 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-21783	PRV	Richard Duncna	1965-12-24	—	5126635512	573 Oak St, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing 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-21322	PRV	Kathleen Guzman	2004-11-07	UHC-40091-84	5015225365	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-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-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-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-20811	PRV	Li Gerald	1954-12-24	UHC-76640-91	7913213625	2913 Apache Blvd, Gilbert, AZ, 85201	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed 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-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-20892	PRV	Judith Rivera	1968-04-15	UHC-20415-76	9057262201	5604 Ridge Rd, Los Angeles, CA, 90005	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25547	PRV	Paul E White	1995-03-22	—	9138684896	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25078	PRV	Christine F Davis	1968-04-16	—	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20777	PRV	Ralph K Cunningham	1969-04-16	—	9744194940	3821 Spring St, Orlando, FL, 32833	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

5,906 rows, page 71 of 119Previous Next