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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408360	CLM	Ana Q Allen	1938-05-27	UHC-40301-04	—	8410 Desert Sky Blvd, Denver, CO, 80252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408361	CLM	Ana Q Allen	1938-05-27	UHC-40301-04	—	8410 Desert Sky Blvd, Denver, CO, 80252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423982	CLM	Jerry Dominguez	—	UHC-34607-27	9319780105	8695 Indian School Rd, Austin, TX, 78784	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112218	ENR	Stephanie Nelson	—	UHC-79058-71	—	3566 Canyon Rd, Las Vegas, NV, 89191	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone missing area code+3 more
ENR-100753	ENR	Frances R Wilson	—	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137061	ENR	Henry N Peters	1977-01-18	UHC-77157-46	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426258	CLM	Ashley Watson	1960-12-22	—	—	4523 Maple Ave, Phoenix, AZ, 85064	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-102713	ENR	Isabella CJunk	2002-03-04	UHC-51969-60	5953278160	5677 Sunset Blvd Apt 38, Los Angeles, CA, 90082	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-25428	PRV	Teressa Yang	2006-01-17	—	—	3126 Bayshore Dr, Nashville, TN, 37242	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-22927	PRV	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX, 78220	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21759	PRV	Scott Santos	1961-01-22	—	4492652066	9274 Maple Ave, Chandler, AZ, 85287	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26166	PRV	Sofia Riley	1998-07-26	—	3888640892	6118 Central Ave, Fresno, CA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-123733	ENR	Jess Morris	1978-02-12	UHC-05205-94	7479409565	9584 Apache Blvd, Charlotte, NC, 28233	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58950	TPA	Cynthia Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-424445	CLM	Charles Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428815	CLM	Betty Stephens	2006-12-15	UHC-08557-91	8869139445	6241 Lincoln Way Apt 40, Eden Prairie, MN, 55345	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54363	TPA	Charlotte Gordon	1983-07-13	—	—	4034 Mountain View Dr Apt 36, Orlando, FL, 32879	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-417835	CLM	Hannah Z Porter	1991-06-15	UHC-63800-64	3564612216	5730 Palm Dr, Miami, FL, 33199	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426264	CLM	Camila Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28027	PRV	Brian Adams	1954-04-02	—	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110624	ENR	Kimberly K Murphy	—	UHC-02279-39	7844893230	973 Canyon Rd, Glendale, AZ, 85300	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56401	TPA	Jesse H Collins	1987-04-01	—	—	7476 Grand Ave # 511, Columbus, OH, 43212	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422305	CLM	Kayla Walsh	1967-03-10	—	6857711358	8522 Lake View Rd, Tucson, AZ, 85705	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405934	CLM	Thomas W Schmidt	1960-08-05	—	4057942500	968 Canyon Rd, Fresno, CA, 93742	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25523	PRV	Natalie L Ramos	1987-04-27	—	—	926 Spring St, Tempe, AZ, 85256	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422224	CLM	William Mroales	1997-12-01	—	9632818563	342 Grand Ave # 276, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56862	TPA	Josh Harris	1945-03-05	—	—	7597 Hillcrest Rd, Dallas, TX, 75270	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-430458	CLM	Benjamin Ferguson	—	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-423596	CLM	Wayne Nelson	2003-08-18	UHC-16289-79	—	4213 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127564	ENR	Deborah Barnes	1995-03-09	UHC-31108-31	5534112107	8022 Hillcrest Rd, Minneapolis, MN, 55460	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422615	CLM	Judith Simmons	1980-07-16	UHC-35607-99	7443903678	8104 Maple Ave, Fresno, CA, 93728	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418923	CLM	Mary Miller	1940-11-17	UHC-95565-83	—	9265 Sunset Blvd, Minneapolis, MN, 55476	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-59905	TPA	Pamela Tran	—	UHC-02051-22	—	4889 Spring St, Sacramento, CA	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137139	ENR	James Johnson	1955-03-03	UHC-45826-69	—	4782 Main St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413363	CLM	Andrew Ramos	1951-09-27	—	—	2590 Market St, Dallas, TX, 75211	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-113564	ENR	Carl K Payne	1955-10-25	UHC-04139-14	—	3575 Willow Ct, Los Angeles, CA, 90052	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61897	TPA	Mason Fuller	2007-01-11	—	8222418222	6548 Washington St # 485, Austin, TX, 78700	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-143091	ENR	Jacob V Murray	1995-11-28	UHC-20446-37	2334764546	1235 Highland Ave # 328, Tucson, AZ, 85747	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29337	PRV	Ralph Wood	1959-08-19	UHC-68877-11	2908299688	5440 Lake View Rd, Charlotte, NC, 28250	0.50	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
TPA-50371	TPA	Laura A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

55,824 rows, page 113 of 1,117Previous Next