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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28256	PRV	Logan Laron	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21406	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21405	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-20485	PRV	Terry Hansen	1956-10-09	—	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22990	PRV	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25160	PRV	Amanda Weaver	2008-06-06	—	6942664323	7895 Park Pl, Plano, TX, 75007	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27537	PRV	Elijah Wilson	1945-03-07	—	3272767470	8213 River Rd, Denver, CO, 80231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26430	PRV	Arjun Evans	1979-02-19	—	2913574271	5961 Broadway, Scottsdale, AZ, 85235	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+3 more
PRV-26804	PRV	Kathleen Hughes	1949-12-20	UHC-40860-30	6968408950	5289 Oak St, Phoenix, AZ, 85065	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28432	PRV	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21458	PRV	Santiago Torres	1961-06-15	—	2596244074	5968 Park Pl, Tucson, AZ, 85756	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20521	PRV	Virginia E Castillo	1992-06-06	UHC-00947-15	—	6133 Canyon Rd, Los Angeles, CA, 90090	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28096	PRV	Tyler Sanders	1995-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25014	PRV	Naatlie Shaw	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27434	PRV	Alan Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr, Las Vegas, NV, 89167	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25575	PRV	Robert B Washingtun	1969-04-03	UHC-52616-95	—	8721 Apache Blvd, Miami, FL, 33146	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28338	PRV	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25289	PRV	Adam O Rodriguez	1997-06-16	—	4485379656	7818 Oak St, San Diego, CA, 92131	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21844	PRV	Dunn Terry	1970-06-22	—	4193152449	1568 Cedar Ln, San Antonio, TX, 78202	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26168	PRV	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24328	PRV	Carlos U Ramos	1967-06-09	UHC-80608-77	6347624987	2238 Indian School Rd, Tempe, AZ, 85255	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25251	PRV	Brenda H Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23834	PRV	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-27482	PRV	Joan Santos	1978-01-04	—	5335437294	8108 Ridge Rd, Dallas, TX, 75208	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25919	PRV	Ralph Jacobs	1982-04-19	UHC-34844-14	6469023287	3178 Lincoln Way, Jacksonville, FL, 32271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25513	PRV	Ethan Davis	1973-12-20	—	6292019441	6281 River Rd, Eden Prairie, MN, 55344	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25489	PRV	Aisha Castro	1938-10-08	UHC-02967-76	8946040056	3200 Apache Blvd, Las Vegas, NV, 89111	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27762	PRV	Maria Hawkins	1984-05-24	UHC-51163-84	4666594416	4711 Desert Sky Blvd, Austin, TX, 78783	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26120	PRV	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28307	PRV	Marcus P Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH, 43225	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21122	PRV	Jeremy Wagner	1995-05-10	UHC-69263-65	3948288733	5862 Oak St, Eden Prairie, MN, 55305	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26648	PRV	Ralph A Mendoza	1977-11-03	UHC-00344-49	7793092735	1456 Palm Dr, Los Angeles, CA, 90082	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26693	PRV	Betty Cox	1944-01-01	—	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22115	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24740	PRV	Charles V Murphy	1953-02-10	UHC-98759-52	3086765729	2992 Market St, Seattle, WA, 98162	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-27298	PRV	Julie Butler	1976-09-06	UHC-18149-70	2847955261	3540 Apache Blvd, Los Angeles, CA, 90080	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27037	PRV	Jose Nelson	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-29447	PRV	Christian Morano	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
PRV-22631	PRV	Willie Graham	2001-04-23	UHC-19939-09	4168641075	7899 Willow Ct, Minneapolis, MN, 55468	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27026	PRV	Brandon Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-25881	PRV	Linda Martin	2006-09-27	—	—	1063 Union St, Dallas, TX, 75262	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24730	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26413	PRV	Izabella B Kennedy	1951-08-10	UHC-97057-97	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26342	PRV	Joe Stewart	1953-02-11	UHC-21317-80	5262346068	286 Sage Ct, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27661	PRV	Camila Herrera	1946-01-08	—	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23421	PRV	Nancy Stpehens	2005-01-22	—	8544729067	8008 Ocean Ave, Scottsdale, AZ, 85205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28201	PRV	Patricia Gardner	2004-03-08	UHC-34913-40	6845625659	5921 Union St, Chandler, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22537	PRV	Jack O Hudson	1999-01-25	—	7907161482	9203 Broadway, Miami, FL, 33199	0.76	Phone reformatted Address re-cased City re-cased State code upper-cased+2 more
PRV-27472	PRV	Daniel Hudson	1996-07-23	UHC-33246-35	4358914542	8069 Lincoln Way, Jacksonville, FL, 32245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22817	PRV	Danielle Torres	2003-09-16	—	8558324572	3202 Central Ave, Orlando, FL, 32859	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

1,737 rows, page 19 of 35Previous Next