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-24060	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21592	PRV	Valeentina B Duncan	1952-02-08	—	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23859	PRV	Gary Miller	1993-04-20	—	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23609	PRV	Brandon Banks	1955-04-16	UHC-97066-54	5904177591	41 Central Ave, Houston, TX, 77073	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26246	PRV	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25838	PRV	Jen Guerrero	1942-11-07	UHC-50155-20	9665290172	8528 Washington St, Fresno, CA, 93701	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26809	PRV	Teresa Chavez	1980-12-08	—	3717833852	2318 Harbor Blvd, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23786	PRV	William X Rodriguez	1968-09-04	—	2233375882	5466 Church St, Gilbert, AZ, 85239	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24715	PRV	Timothy Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24822	PRV	Edward K Cox	1978-07-11	—	4298913946	8251 Sage Ct, Houston, TX, 77023	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28345	PRV	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	4612 Park Pl, Miami, FL, 33164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26038	PRV	Sean Padilla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21973	PRV	Madison Hamilton	1990-02-09	—	2217902733	2720 Forest Ave, Scottsdale, AZ, 85288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20305	PRV	Joan Singh	1960-03-25	—	7248919613	5676 Palm Dr, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23166	PRV	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25276	PRV	Jordan Mitchell	1999-01-13	UHC-41287-90	9138838022	882 Lake View Rd, Dallas, TX, 75281	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22365	PRV	Angela E Saazar	2001-02-03	UHC-20499-93	6846723646	9038 Lincoln Way, Atlanta, GA, 30362	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
PRV-21090	PRV	Donna Hughes	1994-12-11	UHC-61161-67	8208645508	5811 Desert Sky Blvd, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28507	PRV	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25572	PRV	Theresa Austin	1996-09-22	UHC-47101-37	8906088000	8576 Canyon Rd, Mesa, AZ, 85245	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22765	PRV	Bobby Perz	2005-02-16	—	6677276081	669 Ridge Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26241	PRV	HelenJunk	1991-05-18	UHC-00390-60	6782075902	5356 Oak St, Dallas, TX, 75217	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28501	PRV	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25789	PRV	Henry C Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25262	PRV	Wayne D Castro	1950-09-06	—	8149912985	2524 Baseline Rd Apt 24, Sacramento, CA, 95862	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23978	PRV	Ethan Morgan	1939-03-26	—	8378715781	6874 Baseline Rd, Fresno, CA, 93715	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-27496	PRV	Ahmed V Montgomery	1993-10-05	UHC-74670-82	8973874035	6407 Grand Ave, Tempe, AZ	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27934	PRV	Jon Weber	1998-03-17	—	8673342688	4212 Maple Ave, Gilbert, AZ, 85239	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26393	PRV	Thomas Rodriguez	1948-09-10	—	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25332	PRV	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28403	PRV	Larry Bishop	1967-05-20	UHC-45766-39	5288871754	3231 Mountain View Dr # 403, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-20007	PRV	Nancy Campbell	1991-05-20	—	7332381159	3517 Baseline Rd, Jacksonville, FL, 32266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25409	PRV	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
PRV-26202	PRV	Gregory Walker	1959-11-26	UHC-01696-10	4745571305	6576 Oak St, Glendale, AZ, 85333	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21963	PRV	Keith Dixon	2004-11-24	—	2945856444	8405 Meadow Ln, Las Vegas, NV, 89176	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24984	PRV	Kathy Howard	1986-01-21	—	7907765295	3370 Oak St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24599	PRV	Ray R Prriya	1962-05-28	—	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20756	PRV	Sofia B Li	1948-12-18	—	3213585049	1674 Ridge Rd, Jacksonville, FL, 32294	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25102	PRV	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave # 402, Glendale, AZ, 85394	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-26625	PRV	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd, Houston, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26174	PRV	Patrick Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23612	PRV	Marrcus Stephens	1983-05-18	—	8114622134	3957 Sage Ct Apt 22, Eden Prairie, MN, 55338	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20684	PRV	Frank Leewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22697	PRV	Arjun Mason	1976-04-14	—	3294134279	9507 Meadow Ln, Las Vegas, NV, 89152	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-29334	PRV	Sean Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24311	PRV	Alexander C Washington	1959-07-09	—	2614249268	5736 River Rd, San Antonio, TX, 78247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22973	PRV	Dylan F Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25980	PRV	Grace Shaw	1961-11-20	UHC-49338-06	3388619459	3793 Market St, Seattle, WA, 98139	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26173	PRV	Willie S Park	1944-02-21	UHC-43463-73	2909473765	3730 Elm St, Denver, CO, 80249	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

5,467 rows, page 17 of 110Previous Next