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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422200	CLM	Joyce Reynolds	1963-10-28	—	4222081837	3813 Harbor Blvd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404126	CLM	Margaret Vasquez	2004-12-24	UHC-21400-01	—	3239 Pine Dr, Denver, CO, 80260	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-110823	ENR	Madison W Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409823	CLM	Frances Graham	1971-04-22	—	4645193646	1867 Ocean Ave, Nashville, TN, 37267	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409531	CLM	Kelly Wagner	1955-03-01	UHC-43037-05	3002215476	4324 Apache Blvd # 421, Eden Prairie, MN, 55352	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402305	CLM	Frank Lewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ, 85341	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422109	CLM	Eimly C Bennett	1981-02-04	—	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22883	PRV	Ryan Contreras	2005-06-09	UHC-89560-36	2107228461	3154 Elm St, Seattle, WA, 98117	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-413527	CLM	Fatima A Howard	1997-03-07	UHC-10084-09	5706521809	3345 Sage Ct, Dallas, TX, 75225	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405811	CLM	Nnacy Delgado	1953-06-14	—	—	452 Harbor Blvd, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23012	PRV	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432688	CLM	Susan Weber	1960-12-03	UHC-37047-32	—	5025 Camelback Rd, Tempe, AZ, 85298	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400826	CLM	Donald Morrison	1970-11-26	—	—	6285 Park Pl, Denver, CO, 80283	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-419073	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406502	CLM	Lawrence Mitchell	1940-07-19	UHC-30433-13	—	5724 Hillcrest Rd, Columbus, OH, 43221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426232	CLM	Russell J Holmes	1969-07-10	—	—	6297 Sage Ct, Atlanta, GA, 30312	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108894	ENR	Patricia Hart	1974-05-14	UHC-97214-71	2888272392	6473 Jefferson Ave, Phoenix, AZ, 85018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416787	CLM	George Cooleman	1961-02-13	—	9609266717	4707 Meadow Ln, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135536	ENR	Joshua Herrera	1954-10-01	UHC-29222-37	—	8343 Washington St, Columbus, OH, 43249	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408602	CLM	Arthur Lucas	1982-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24528	PRV	Sofia Y Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64214	TPA	Mary Mason	1942-05-25	—	—	3145 Main St, Fresno, CA, 93784	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132953	ENR	Charlotte K Stone	1962-09-11	UHC-93258-86	4764076686	2236 Washington St, Miami, FL, 33128	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25999	PRV	Emma H Pena	2006-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429128	CLM	Diane Diaz	1958-03-01	UHC-31018-76	—	3673 Ocean Ave, Atlanta, GA, 30336	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431538	CLM	Richard White	1967-04-21	UHC-57024-22	9234712099	371 Palm Dr, Houston, TX, 77000	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127042	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-135834	ENR	Scott U Boyd	1961-05-06	UHC-40250-67	5788993387	8030 Forest Ave Apt 38, Jacksonville, FL, 32299	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-60162	TPA	Scott Shaw	1980-08-26	—	9047442603	6262 Highland Ave, Atlanta, GA, 30393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414117	CLM	Dennis B Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN, 55451	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431998	CLM	Ralph Mejia	1955-01-02	—	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417157	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63653	TPA	Nathan Schmidt	1949-02-10	UHC-71347-26	—	9863 Meadow Ln, Mesa, AZ, 85249	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135455	ENR	Doris Armstrong	1946-07-03	UHC-89619-29	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105593	ENR	James Cunningham	—	UHC-68874-94	—	7014 Desert Sky Blvd, Denver, CO, 80253	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-136194	ENR	Brandon U Baker	1949-08-23	UHC-39834-12	—	7063 Mountain View Dr, Plano, TX, 75067	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56473	TPA	Wei Dunn	—	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-421432	CLM	Lucia Vazquez	1970-06-11	—	6337599464	4165 Meadow Ln, Fresno, CA, 93711	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122122	ENR	Nicholas Castillo	1963-08-07	UHC-57647-09	—	8065 Maple Ave, Las Vegas, NV, 89194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52695	TPA	Julie Vasquez	1970-04-09	UHC-46484-67	—	3365 Willow Ct, Sacramento, CA, 95816	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-26040	PRV	Donna Greene	—	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21353	PRV	Kathleen O Obren	1988-02-05	—	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135634	ENR	Alice W Palmer	1967-07-18	UHC-90767-83	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135125	ENR	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	3512953415	2472 Spring St Apt 34, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120084	ENR	Danielle X Lawrence	1984-09-14	UHC-64538-98	9512991607	3317 Forest Ave, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102520	ENR	Sofia U Garza	1971-11-23	UHC-84750-50	2557590276	8092 Park Pl, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26450	PRV	Catherine Ford	1977-12-27	—	9728980314	1919 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 223 of 1,426Previous Next