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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59146	TPA	Jacob Jensen	1942-01-19	UHC-74692-41	—	5608 Meadow Ln, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109532	ENR	Jimmy D Price	1992-03-15	UHC-64093-04	5465648124	4016 Maple Ave, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123184	ENR	Dylan N Meyer	1984-05-05	—	9836406382	6395 Park Pl Apt 2, Scottsdale, AZ, 85238	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405579	CLM	Hiroshi Espinoza	1970-07-02	UHC-80972-01	—	689 Pine Dr, San Diego, CA, 92117	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-119178	ENR	Andrea O Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50761	TPA	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140767	ENR	Philip Russell	2000-05-17	UHC-68991-80	5813732144	1105 Maple Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107302	ENR	Timothy T Soto	2005-11-09	UHC-93230-87	3706730342	5441 Sunset Blvd, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130137	ENR	Yuki L Black	1947-04-17	UHC-81857-01	7638416178	892 Main St, Scottsdale, AZ, 85230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55607	TPA	Luis Nelson	2007-06-21	—	—	5017 Sunset Blvd, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416326	CLM	Deborah Maldonado	1958-04-28	UHC-25667-87	8394392191	904 Canyon Rd, Fresno, CA, 93786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429578	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO, 80256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127685	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-127684	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-61017	TPA	Elizabeth B Vazquez	1968-07-27	—	5579960303	222 Mountain View Dr Apt 6, Eden Prairie, MN, 55344	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418008	CLM	Janet W Dixon	—	UHC-87234-89	—	6173 Jefferson Ave, Jacksonville, FL, 32229	0.62	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22669	PRV	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60601	TPA	Lawrence Hayes	2003-11-18	UHC-66712-26	5074439864	1346 Mesa Dr, San Diego, CA, 92171	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50101	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-50100	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
CLM-406322	CLM	Terry Dunn	1970-06-22	UHC-54521-89	—	1568 Cedar Ln, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107985	ENR	Zachary Hudson	1952-12-12	UHC-64556-29	6762197000	3391 Jefferson Ave, Gilbert, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113447	ENR	Lauren J Butler	1948-12-06	—	—	5532 Sunset Blvd, Seattle, WA, 98139	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103922	ENR	Mason M Maartin	1938-09-20	UHC-62733-27	4877911460	8500 Apache Blvd, Tucson, AZ, 85718	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424307	CLM	Wei Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd, Plano, TX, 75031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421976	CLM	Thomas Wheeler	1951-03-02	—	6272382541	5073 Market St, Chandler, AZ, 85280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111192	ENR	Ralph Johnston	1983-01-27	UHC-71172-51	2245358748	1083 Sage Ct, Minneapolis, MN, 55490	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26728	PRV	Randy Gonzales	1963-06-10	—	7609111496	37 Forest Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115496	ENR	Jessica V Jones	—	UHC-61731-01	5945321428	371 Meadow Ln, Glendale, AZ, 85346	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-424194	CLM	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109673	ENR	Mark R Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59887	TPA	Brittany Wong	1978-04-20	—	4743921761	1666 Mountain View Dr # 529, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411968	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd Apt 30, Gilbert, AZ, 85245	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115228	ENR	Peter Jenkins	1965-08-05	UHC-75612-43	2266226756	7246 Indian School Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423929	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105650	ENR	Beverly X Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114286	ENR	Natalie Palmer	1960-04-18	UHC-57368-32	4897955710	3397 Oak St, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136888	ENR	Grace W Garza	—	UHC-12711-90	6422970299	1577 Apache Blvd, Glendale, AZ, 85384	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426988	CLM	Walter J Sandoval	1977-11-24	—	—	6499 Canyon Rd # 545, Tampa, FL, 33690	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142375	ENR	Valentina Mitchell	1974-03-03	UHC-16459-16	9333637871	7778 Jefferson Ave, Glendale, AZ, 85337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
TPA-60227	TPA	Stephen Gonzales	1986-05-06	—	—	789 Highland Ave, Tucson, AZ, 85780	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

17,850 rows, page 76 of 357Previous Next