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-20597	PRV	Bryan Davis	1959-09-09	—	2787992735	2320 Union St, Miami, FL, 33104	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23519	PRV	Peter Gomez	2006-03-07	—	8544406564	7109 Apache Blvd, Tampa, FL, 33676	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26862	PRV	Aan Rios	1956-06-13	UHC-34823-98	7792994397	7829 Union St, Nashville, TN, 37200	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21265	PRV	Alan Torres	1966-05-03	—	7945164440	2033 Maple Ave, Nashville, TN, 37205	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27215	PRV	James Y Delgdo	1967-08-17	—	5082635398	3875 Mountain View Dr, Orlando, FL, 32838	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22781	PRV	Ashley Scott	—	UHC-15919-77	4444432041	5892 Highland Ave, Houston, TX, 77016	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26874	PRV	Robert Moore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26591	PRV	Brittany Taylor	1947-06-20	UHC-87089-87	4506778727	5296 Sage Ct # 765, Gilbert, AZ, 85274	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-23679	PRV	Dick Cook	1966-07-15	UHC-12079-07	7724575059	3480 Mountain View Dr, Tampa, FL, 33695	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-24681	PRV	Jeremy U Duncan	1969-05-17	UHC-64116-48	7568930325	6026 Main St, Fresno, CA, 93731	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21548	PRV	Robert Hoffman	1985-03-22	—	5276517126	17 Palm Dr, Mesa, AZ, 85243	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20939	PRV	Jordan Jenkins	1964-07-24	—	4787216624	1038 Park Pl, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20039	PRV	Mark Lawrence	1943-03-17	UHC-20563-33	5822177500	358 Baseline Rd, Denver, CO, 80295	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25511	PRV	Lucia Benntet	1946-12-08	UHC-47654-57	7223619686	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20705	PRV	Jonathan Cunningham	1971-01-22	—	6833334528	1755 Lake View Rd, Plano, TX, 75005	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20540	PRV	Diane A Lopez	2008-02-15	UHC-47129-97	8182588640	4270 Lincoln Way, Seattle, WA, 98111	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20995	PRV	Pamela Fuller	1946-11-06	UHC-53055-98	7728959546	3164 Hillcrest Rd, Gilbert, AZ, 85248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20604	PRV	Christina F Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25650	PRV	Sara P Ford	2005-12-04	UHC-92388-04	7542256746	2123 Indian School Rd, Charlotte, NC, 28221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25118	PRV	Kenneth Z Peeters	1991-09-06	—	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24963	PRV	Omar Hicks	1993-06-28	—	9682023886	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24246	PRV	Donna Welch	—	UHC-78754-72	5074405110	—	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-22410	PRV	Doris Cunnigham	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22519	PRV	Judith M Dean	1998-06-17	—	9897444303	7492 Market St, Mesa, AZ, 85270	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27512	PRV	Nathan R Clark	1941-01-15	—	2929846918	387 Jefferson Ave, Chandler, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28276	PRV	Joan Vazquez	1958-10-06	—	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22680	PRV	Mariana Williamson	1971-12-27	UHC-03230-89	2479745300	1598 Desert Sky Blvd, Phoenix, AZ, 85048	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27575	PRV	Brenda Wells	1961-07-12	UHC-70706-56	6507345717	5623 Maple Ave, Mesa, AZ, 85251	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24860	PRV	Aisha Z Chapman	—	—	2254697944	4462 Cedar Ln, Miami, FL, 33191	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23387	PRV	Alice Freeman	—	UHC-80293-63	8738938397	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-20141	PRV	Joan Y Bryant	1958-12-01	UHC-19390-36	5253887592	6477 Spring St, Mesa, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-27526	PRV	Nacy Daniels	1976-11-12	UHC-96138-11	6496387234	8662 Cedar Ln, Orlando, FL, 32823	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26034	PRV	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23538	PRV	Ashley Thompson	2003-06-17	UHC-02035-47	8348385087	5416 Lincoln Way, Sacramento, CA, 95875	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-22320	PRV	Ahmed Vega	1991-05-16	—	3914332193	1975 Jefferson Ave, San Diego, CA, 92114	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23305	PRV	Christina O Maldonado	1957-06-20	—	3633956290	8246 Valley View Dr, Eden Prairie, MN, 55379	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23158	PRV	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21653	PRV	Bradley Vazquez	1944-01-07	—	2799737529	9117 Meadow Ln, Atlanta, GA, 30368	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-25086	PRV	Tyler Singh	2002-04-12	—	9546375251	7305 Valley View Dr, Las Vegas, NV, 89124	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25540	PRV	Yuki Hanson	1981-03-04	UHC-02203-04	5829358898	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23001	PRV	Alice E Marshall	1988-11-22	—	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20369	PRV	Timothy Reed	1963-03-14	—	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-25111	PRV	Martha Foster	1963-04-15	—	2094991159	539 Church St, Nashville, TN, 37292	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22257	PRV	Betty K Butler	1956-11-26	UHC-72899-24	5786329064	1390 Jefferson Ave, Dallas, TX, 75228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21187	PRV	Doris Welch	1950-07-19	—	4428915456	2676 Forest Ave, Houston, TX, 77070	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25643	PRV	Lauren Chen	2003-04-01	UHC-04060-90	7099518613	8160 Indian School Rd, Austin, TX, 78773	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25062	PRV	Charlotte Reid	1997-11-10	—	2822351642	8889 Main St, Mesa, AZ, 85273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25190	PRV	Elizabeth Fisher	1955-03-03	—	3406818983	8427 Main St, Jacksonville, FL, 32260	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23962	PRV	Amber Dean	1961-02-19	UHC-03303-76	7743126836	2058 Sage Ct, Mesa, AZ, 85253	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29216	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	9877 Valley View Dr, Sacramento, CA, 95880	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,906 rows, page 78 of 119Previous Next