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-29420	PRV	Catherine Romero	1952-02-09	UHC-95527-11	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27127	PRV	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28065	PRV	Lauren R Murphy	1969-08-21	—	9237297088	2578 Lake View Rd, Orlando, FL, 32845	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23862	PRV	Cynthia Ray	1944-07-28	UHC-77905-14	9855465699	2807 Lake View Rd, Houston, TX, 77071	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22660	PRV	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20783	PRV	Jarry Haart	1992-09-03	UHC-00989-27	4749430716	2072 Pine Dr, Los Angeles, CA, 90053	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24264	PRV	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22999	PRV	Janice Dunn	1953-04-18	—	6909012854	3591 Oak St, Denver, CO, 80249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27342	PRV	Sofia Smith	1988-05-13	UHC-24303-04	3829382876	6410 Oak St, Tempe, AZ, 85257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25426	PRV	Peter West	1938-08-09	—	6856053731	6880 Valley View Dr, Fresno, CA, 93777	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20170	PRV	Stephanie Hamilton	1986-01-08	UHC-85850-81	8273998162	6645 Highland Ave, Phoenix, AZ, 85085	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26456	PRV	Nancy I Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd, Fresno, CA, 93781	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21081	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-21465	PRV	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave, Eden Prairie, MN, 55329	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24430	PRV	Daniel Jackson	1951-11-21	UHC-96969-13	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27299	PRV	Sofia Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26333	PRV	Marcus Howell	1997-01-01	UHC-94996-60	8419915857	337 Mesa Dr, San Antonio, TX, 78216	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-26539	PRV	Bobby Sandoval	1957-04-03	UHC-01331-40	6909516499	8910 Harbor Blvd, Charlotte, NC, 28245	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28116	PRV	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23867	PRV	Nancy Santiago	1974-03-03	—	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25046	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct, Dallas, TX, 75233	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25961	PRV	Isabella Barnes	2006-03-11	—	4086715531	1853 Oak St, Mesa, AZ, 85252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20704	PRV	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22482	PRV	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA, 98121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29279	PRV	Samantha Y Thompson	1977-08-09	UHC-17634-87	7776040312	5712 Pine Dr, Glendale, AZ, 85306	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28931	PRV	Christian Thomas	2005-10-19	—	6834476734	4914 Market St, Gilbert, AZ, 85274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22042	PRV	Kaith Duncan	1943-02-28	—	6512841016	1784 Sage Ct, Orlando, FL, 32826	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26347	PRV	Christian Mendez	1983-12-11	—	—	9346 Market St, Tucson, AZ, 85710	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25735	PRV	Diaen N Yang	2001-09-09	UHC-11444-52	2616069814	77 Main St, San Antonio, TX, 78208	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25405	PRV	Elijah Stephens	2002-10-04	UHC-28699-80	8846488345	7755 Ridge Rd, Jacksonville, FL, 32240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20896	PRV	Jeffrey Cook	1991-07-02	—	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20394	PRV	Patricia Walsh	1973-03-07	UHC-68799-69	9495386870	882 Highland Ave, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24879	PRV	Jonathan Mason	1958-03-06	UHC-16686-90	2557387009	8561 Mesa Dr, Minneapolis, MN, 55467	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24674	PRV	Raandy G Griffin	1940-09-26	UHC-66717-41	8902132132	3473 Pine Dr, Seattle, WA, 98129	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20346	PRV	Martha H Soto	1959-07-25	UHC-33703-56	—	6617 Willow Ct, San Antonio, TX, 78233	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21920	PRV	Timothy Ortiz	2004-11-19	UHC-17817-46	3903141097	3613 Bayshore Dr, Nashville, TN, 37264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23396	PRV	Teresa Knight	1969-10-26	UHC-05402-97	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27709	PRV	Ann U Bailey	2005-01-06	—	8347556210	6633 Oak St, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-20612	PRV	Thomas Johnston	1982-01-26	—	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23765	PRV	Benjamin Chen	1976-09-15	UHC-26104-20	6567646035	1923 River Rd, Seattle, WA, 98142	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28167	PRV	Walter Flores	1991-01-19	UHC-34847-72	4493485271	1997 Lake View Rd, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25610	PRV	Arthur Lynch	1952-04-03	UHC-12744-38	7344111029	3939 Grand Ave, Charlotte, NC, 28219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25611	PRV	Arthur Lynch	1952-04-03	UHC-12744-38	7344111029	3939 Grand Ave, Charlotte, NC, 28219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24030	PRV	Barrbara Stephens	2008-08-03	—	7179503033	315 Grand Ave, Chandler, AZ, 85248	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22730	PRV	Ann Obrien	1945-12-04	UHC-24913-62	5495205977	4966 Central Ave # 377, Gilbert, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22232	PRV	Lura H Gonzales	1955-03-11	UHC-58273-59	3362313576	2608 Washington St, Fresno, CA, 93729	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24326	PRV	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ, 85348	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28878	PRV	Bian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22061	PRV	Joshua F Vargas	1993-10-08	—	5754264149	5441 Cedar Ln, Houston, TX, 77014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28500	PRV	Grace Y Palmer	2008-06-23	—	8377457100	6124 Hillcrest Rd, Tempe, AZ, 85253	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

5,467 rows, page 47 of 110Previous Next