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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22351	PRV	Madizon Jordan	1940-07-06	—	6256031144	3870 Church St Apt 12, Chandler, AZ, 85281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-28521	PRV	Luis Blakc	1993-12-20	—	8653941391	6457 Broadway # 676, Tempe, AZ, 85276	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-28591	PRV	John F Bell	1979-07-03	—	3126068312	4113 Market St # 328, Tucson, AZ, 85785	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-27050	PRV	Ryan Myers	1951-06-28	UHC-22890-68	5225174293	3563 River Rd Apt 30, Plano, TX, 75031	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-29159	PRV	Brandon Z Johnson	1987-01-18	UHC-07574-46	2287249230	3554 Park Pl Apt 25, Tucson, AZ, 85738	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-25347	PRV	Jordan Z Perry	1955-11-17	—	6209529652	6145 Sunset Blvd Apt 15, Phoenix, AZ	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
PRV-20981	PRV	William Cruz	1964-02-18	—	8504105099	8853 Baseline Rd Apt 15, Chandler, AZ, 85209	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-23764	PRV	Jason Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd # 743, Minneapolis, MN, 55459	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-22652	PRV	Eugene Collins	2005-05-18	—	8643502892	1653 Highland Ave # 905, Tempe, AZ, 85221	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-29069	PRV	Natan G Lee	1995-03-24	—	5087645433	9123 Desert Sky Blvd # 870, Plano, TX, 75098	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-21497	PRV	Emma Parker	1943-05-15	—	—	3550 Palm Dr # 756, Fresno, CA, 93754	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-22067	PRV	Heather Vazquez	1979-12-04	—	—	5238 Harbor Blvd Apt 2, Chandler, AZ, 85258	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25353	PRV	Kyle Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St Apt 26, Charlotte, NC, 28268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-24305	PRV	Megan Burke	1908-12-16	—	—	7111 Ocean Ave # 193, Seattle, WA, 98128	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-24596	PRV	Rebecca Y Ramirez	1951-02-24	—	—	9399 Grand Ave # 848, Dallas, TX, 75223	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
PRV-22654	PRV	Joan Mills	1957-12-16	UHC-84014-04	—	1972 Hillcrest Rd Apt 14, Scottsdale, AZ, 85214	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28896	PRV	Douglas Russell	1997-07-01	—	—	3018 Harbor Blvd Apt 3, Sacramento, CA, 95872	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21954	PRV	Raymond Rodriguez	1980-09-11	—	7043124628	6125 Meadow Ln Apt 11, Denver, CO, 80288	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23249	PRV	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr Apt 30, Nashville, TN, 37224	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-22603	PRV	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave # 565, Denver, CO, 80243	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-27257	PRV	Karen Fihser	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 505, Houston, TX, 77092	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-29236	PRV	Andrea Silva	1968-07-26	UHC-17651-51	6394369044	5701 Forest Ave Apt 6, San Diego, CA, 92126	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26887	PRV	Aaron Aguilar	1987-05-12	UHC-55513-50	4258706848	8520 Meadow Ln # 185, Austin, TX, 78798	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25818	PRV	David Hoffman	1974-11-01	UHC-56897-78	7686178513	9643 Camelback Rd Apt 33, Nashville, TN, 37298	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-21878	PRV	Jerry Kelley	1965-11-04	—	2639341075	6586 Park Pl # 675, Scottsdale, AZ, 85220	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22247	PRV	Joe G Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way Apt 34, Denver, CO, 80227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26620	PRV	Danny Black	2005-02-09	—	—	4370 Spring St # 768, Phoenix, AZ, 85078	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-23388	PRV	Raymond Patterson	1938-09-28	UHC-88717-54	2227995434	8662 Sage Ct # 505, Chandler, AZ, 85251	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
PRV-29552	PRV	Wei Mason	1982-09-01	—	5504373701	9839 Palm Dr # 990, Seattle, WA, 98103	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-26738	PRV	Chris Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln Apt 40, Orlando, FL, 32849	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
PRV-27119	PRV	Randy Maldonado	1963-10-24	UHC-17028-42	5507664265	8563 Apache Blvd Apt 11, Glendale, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
PRV-28487	PRV	VJunk	2008-07-06	UHC-92465-76	5184484802	7467 Bayshore Dr # 804, Dallas, TX, 75292	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
PRV-28991	PRV	Judith Morgan	—	UHC-85227-49	4493674179	112 Meadow Ln # 869, Chandler, AZ, 85223	0.70	Date of birth unreadable Unit split from street Placeholder values cleared
PRV-24693	PRV	Kayla E Simmns	1946-05-05	—	4779048063	5269 Ridge Rd # 318, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
PRV-22413	PRV	Camila W Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway Apt 16, Seattle, WA, 98142	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
PRV-21029	PRV	Christian Perez	1978-01-11	UHC-47113-40	—	9660 Grand Ave Apt 35, Tempe, AZ, 85211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
PRV-20218	PRV	Jake Obrien	1952-12-07	UHC-35819-35	8974392985	6666 Mountain View Dr Apt 37, Dallas, TX, 75200	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-27249	PRV	Peter Fisher	1973-04-19	UHC-49647-84	5053643227	9503 Broadway Apt 37, Dallas, TX, 75252	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-26675	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26676	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25529	PRV	Anna Y Luna	2001-08-13	—	8599159442	964 Apache Blvd # 925, Las Vegas, NV, 89108	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29382	PRV	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd # 810, Plano, TX, 75054	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-28716	PRV	Sam Rodriguez	1969-03-03	UHC-63074-78	2075511467	3532 Sage Ct # 296, Sacramento, CA, 95843	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-23883	PRV	Patel Paul	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr Apt 22, Tucson, AZ, 85741	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-25667	PRV	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St Apt 37, Denver, CO, 80224	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-20536	PRV	Walter Peters	1966-02-13	UHC-02548-52	6118204274	5060 Highland Ave Apt 22, Minneapolis, MN, 55434	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
PRV-23678	PRV	Eugene Richardson	1956-02-08	UHC-44774-84	6603350643	2383 Camelback Rd Apt 1, Tucson, AZ, 85770	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-24948	PRV	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave Apt 30, Las Vegas, NV, 89193	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-24279	PRV	Santiago M Woods	1999-07-20	—	6578935566	8090 Lake View Rd # 730, Chandler, AZ, 85278	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more

699 rows, page 12 of 14Previous Next