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
CLM-401736	CLM	John Gardner	1994-01-21	—	4755491673	249 Mesa Dr # 559, Houston, TX, 77028	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
CLM-419847	CLM	Amy Gonzales	1969-01-15	—	4382593046	7108 Willow Ct, San Antonio, TX, 78236	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-400593	CLM	Daniel Burton	1962-04-20	UHC-24083-79	—	8924 Canyon Rd Apt 18, Phoenix, AZ, 85021	0.32	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+6 more
ENR-134955	ENR	Gloria H Austin	1954-08-22	UHC-94923-09	8006598478	5801 Harbor Blvd, Fresno, CA, 93702	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22104	PRV	Mateo R Kelly	1947-07-10	UHC-38908-32	4894443862	9270 Elm St, San Diego, CA	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-110181	ENR	Katherine Aguilar	1992-01-03	UHC-37873-89	8919065340	7851 Jefferson Ave Apt 10, San Antonio, TX, 78236	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-26200	PRV	Amber B Fields	1977-01-14	UHC-04870-75	7876613893	2847 Palm Dr Apt 40, San Antonio, TX, 78277	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-402942	CLM	Ralph Little	1971-04-28	—	3704230420	8807 Jefferson Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-402364	CLM	Peter L Vazquez	2002-04-11	—	8228597955	8624 Cedar Ln # 159, Tempe, AZ, 85219	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-104859	ENR	Gerald T Cunningham	1983-06-15	UHC-15167-50	5392154718	7237 Camelback Rd Apt 27, Nashville, TN, 37295	0.32	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
CLM-408248	CLM	Samuel Kennedy	2001-10-07	UHC-13635-82	—	3167 Church St, Tempe, AZ, 85231	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
ENR-112597	ENR	Priya Weest	—	UHC-77568-76	2489756166	1090 Broadway # 683, Eden Prairie, MN, 55382	0.32	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-132275	ENR	Diane P Moraales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave # 475, Seattle, WA	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-109942	ENR	Lori I Duncan	1951-07-06	UHC-68266-89	9274527067	7113 Harbor Blvd Apt 4, Eden Prairie, MN	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-21443	PRV	—Junk	1990-05-01	—	7419104928	2622 Palm Dr, Scottsdale, AZ	0.32	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-423401	CLM	Carolyn Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St Apt 11, Plano, TX, 75008	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-423139	CLM	Dylan Martin	—	UHC-41516-35	—	3591 Lake View Rd, Tampa, FL, 33622	0.32	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+6 more
ENR-141058	ENR	Priya Fernandez	2007-10-11	UHC-89349-54	9449883064	2234 Ocean Ave Apt 31, Nashville, TN, 37285	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
CLM-414218	CLM	Andrew Hickks	1956-02-16	—	9615690860	7761 Apache Blvd # 603, Phoenix, AZ, 85077	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23455	PRV	Douglas Gonzales	1954-12-17	—	3778778088	4056 Baseline Rd Apt 19, Tampa, FL, 33641	0.32	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
PRV-25507	PRV	Steven Howell	2008-02-19	—	4822045345	1820 Maple Ave, Sacramento, CA, 95878	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-139254	ENR	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA	0.32	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-122309	ENR	Walter C Robinson	1960-09-03	UHC-90085-12	9549888327	9442 Jefferson Ave Apt 28, Tampa, FL, 33652	0.32	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-141512	ENR	Danieel Holmes	1953-11-18	UHC-72010-71	5688750535	4543 Indian School Rd, Plano, TX, 75046	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113724	ENR	Nathan S Sanchez	1949-11-13	UHC-34921-74	9796243503	4029 Pine Dr Apt 11, Houston, TX, 77093	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-405092	CLM	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA, 95896	0.32	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-425489	CLM	Kelly Stephens	1994-10-12	UHC-33651-42	—	5799 Main St Apt 33, Fresno, CA, 93733	0.32	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
ENR-113215	ENR	Wei P Park	1944-05-28	UHC-43011-33	7484422529	1301 Main St # 261, Plano, TX, 75091	0.32	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
TPA-63147	TPA	Michael S Romero	—	—	9586948183	118 Washington St Apt 8, Tucson, AZ, 85772	0.32	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
CLM-404261	CLM	Bevverly Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd # 691, Seattle, WA, 98189	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-427327	CLM	Melissa Anderson	1947-01-17	UHC-80083-70	4302345642	6687 Baseline Rd # 400, Seattle, WA, 98103	0.32	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
CLM-414589	CLM	Laryr Franklin	—	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 17, Atlanta, GA, 30311	0.32	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
ENR-124296	ENR	Wei W Garrett	1986-11-10	UHC-19525-85	—	2747 Harbor Blvd, Seattle, WA	0.32	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+6 more
CLM-403169	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	—	2196 Sage Ct, Chandler, AZ	0.32	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+6 more
ENR-106071	ENR	Priya M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-23306	PRV	Margaret Cruz	2000-01-09	UHC-61807-71	7919638151	9104 Jefferson Ave # 302, Glendale, AZ, 85353	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-420757	CLM	Kenneth Dunan	1946-12-23	—	6668426931	6472 Indian School Rd # 106, Orlando, FL	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-22562	PRV	Ana Ray	2008-03-10	—	7314391317	467 Harbor Blvd Apt 39, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
TPA-57039	TPA	Alan Marquez	—	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.32	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+6 more
CLM-400338	CLM	Ralph Little	1941-02-04	—	8487806162	3843 Elm St # 201, Tucson, AZ, 85760	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-400233	CLM	Austtin Stone	1949-11-17	UHC-55219-48	4625530574	4169 Jefferson Ave # 603, Chandler, AZ, 85252	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-113591	ENR	Virginia P Hall	1987-05-17	UHC-97106-27	2193728797	1081 Oak St, Tempe, AZ, 85236	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+6 more
TPA-52838	TPA	Carolyn Carter	1950-11-24	UHC-48342-14	—	3394 Park Pl, Tampa, FL, 33632	0.32	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-115013	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-115014	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117025	ENR	David L Herrera	1981-04-04	UHC-41384-51	4899325794	3549 Palm Dr Apt 2, Las Vegas, NV	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-430427	CLM	—Junk	1968-03-23	—	8895793837	5967 Willow Ct, Eden Prairie, MN, 55329	0.34	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-117394	ENR	Frank Q Bailey	1949-06-25	UHC-20314-33	4125996955	7687 Indian School Rd, Las Vegas, NV, 89150	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-414853	CLM	Peter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd, Tucson, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more

71,257 rows, page 4 of 1,426Previous Next