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
PRV-25003	PRV	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd # 499, Scottsdale, AZ, 85288	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-51289	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr Apt 1, Phoenix, AZ, 85067	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-400489	CLM	Michael Bery	1992-08-04	UHC-59279-12	—	7385 Canyon Rd, Orlando, FL, 32858	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-139904	ENR	Emily F Ortiz	1959-03-07	UHC-21261-58	7145428920	9081 Willow Ct # 686, Charlotte, NC, 28203	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114765	ENR	Russell V Donald	1974-02-22	UHC-63213-46	7492927220	5913 Maple Ave, Houston, TX, 77046	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-52026	TPA	Sean Torres	1939-04-18	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-102535	ENR	Lisa L Thompson	1939-05-26	UHC-64914-64	9324547658	6126 Ridge Rd # 441, Houston, TX, 77096	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125753	ENR	Laura OJunk	1969-02-08	UHC-98868-67	3154633883	2369 Bayshore Dr, Dallas, TX, 75253	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429453	CLM	Wayne Lucas	1983-03-12	UHC-83195-72	—	7615 Indian School Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-401125	CLM	Jordan Welch	2001-11-13	UHC-43144-83	—	2704 Maple Ave # 582, Denver, CO, 80226	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-29059	PRV	Julie N Guerrero	—	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54034	TPA	Dennis Foster	—	—	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103126	ENR	Lori King	1957-04-06	UHC-92761-58	3412408898	3025 Lake View Rd, Jacksonville, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124214	ENR	Helen Oliver	1978-08-26	UHC-84939-80	7446677328	7301 Church St, Columbus, OH, 43250	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101152	ENR	Fatima E Nguyen	1984-03-14	UHC-77642-95	9804492578	2819 Palm Dr Apt 39, Houston, TX, 77080	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-118950	ENR	Jacqueline E Spencer	—	UHC-18603-59	—	1667 Camelback Rd, Tampa, FL, 33622	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-25556	PRV	Wei Schultz	1995-09-03	—	6143618318	552 Indian School Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142146	ENR	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123326	ENR	Elizabeth Pierce	1956-05-17	UHC-85478-50	7536361557	1579 Union St, Gilbert, AZ, 85267	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61411	TPA	Dortohy Wag	1974-07-20	—	—	4129 Bayshore Dr # 533, Columbus, OH, 43268	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
CLM-412970	CLM	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114497	ENR	Roger Nunez	1974-03-26	UHC-36065-06	8719846154	7888 Market St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121465	ENR	Alexander Sttone	1954-02-21	UHC-79178-97	—	5648 Harbor Blvd, Atlanta, GA, 30352	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-124990	ENR	Helen G Mendez	1949-07-10	UHC-76991-24	5279763713	8102 Market St # 888, Glendale, AZ, 85300	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21414	PRV	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115800	ENR	Jesse N Pena	—	UHC-04366-25	—	2100 Jefferson Ave, Charlotte, NC, 28220	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-414018	CLM	Mariana R Snatiago	2006-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave Apt 23, Tucson, AZ, 85737	0.48	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131628	ENR	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124527	ENR	Luis S Nichols	1972-03-13	UHC-68522-27	2518277999	3220 Apache Blvd, Nashville, TN, 37281	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123382	ENR	Brandon Harper	1987-08-21	UHC-68742-37	2909477843	6786 Willow Ct, Gilbert, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-55281	TPA	Frank Castillo	2005-01-02	UHC-40282-62	—	3298 Jefferson Ave, Miami, FL, 33129	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114247	ENR	Aisha Allen	1956-12-26	UHC-82372-26	8734271601	5681 Hillcrest Rd, Dallas, TX, 75288	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20370	PRV	Timothy Reed	1963-03-14	UHC-65404-55	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135183	ENR	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111553	ENR	Larry Murphy	—	UHC-56832-36	6239891647	5457 Harbor Blvd, Tempe, AZ, 85211	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119733	ENR	Brenda P Martin	1947-08-27	UHC-38052-66	3287057641	1423 Forest Ave, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20470	PRV	Joe W Olson	1974-08-05	UHC-29037-70	9517227677	8587 Meadow Ln Apt 8, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60006	TPA	Sharon Garza	1994-02-05	—	4454233349	9247 Highland Ave, Columbus, OH, 43298	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-111542	ENR	Austin X Bryant	1982-03-20	UHC-43474-78	5275559875	3056 Willow Ct, Houston, TX, 77008	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134491	ENR	Martha U Richardson	2002-07-26	UHC-71174-19	5337951462	3299 Ocean Ave Apt 29, Glendale, AZ, 85360	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100369	ENR	Charltote M Oritz	2002-10-16	UHC-52389-49	—	7944 Canyon Rd, Columbus, OH, 43239	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-133993	ENR	Sophia G Walker	1996-05-18	UHC-84938-93	9819677772	2087 Highland Ave, Las Vegas, NV, 89140	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105739	ENR	Kyle Shaw	1944-01-27	UHC-46000-39	—	9403 Washington St, Charlotte, NC, 28272	0.48	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-403618	CLM	Eugene Patel	1989-11-06	UHC-40110-14	—	7309 Spring St, Charlotte, NC, 28220	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123938	ENR	Stephanie O Grant	2000-05-13	UHC-90074-55	6776554225	3746 Maple Ave # 831, San Antonio, TX, 78243	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-425173	CLM	Brenda Cruz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113181	ENR	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St # 767, Mesa, AZ, 85234	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111572	ENR	Vincent R Shaw	1984-04-27	—	7722673629	3323 Church St, Eden Prairie, MN, 55394	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

55,824 rows, page 70 of 1,117Previous Next