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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25463	PRV	Billy Dunn	1938-08-19	UHC-94642-31	—	8982 Mountain View Dr, Chandler, AZ, 85225	0.32	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
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-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
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
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
ENR-108829	ENR	Zachary H Palmer	1947-02-28	UHC-29115-60	9367893997	5230 Apache Blvd, Dallas, TX, 75225	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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
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-110433	ENR	Turnr V Debra	1994-08-06	UHC-81707-43	9608570465	906 Church St, Nashville, TN	0.32	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-131493	ENR	Brian Oliver	1950-01-27	UHC-86629-37	4297986364	6033 Bayshore Dr, Glendale, AZ	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-131667	ENR	Margaret L Jacobs	1946-05-10	UHC-32530-76	8499700999	1750 Market St, Los Angeles, CA, 90036	0.32	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+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
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
ENR-119540	ENR	Shirley Z Russell	1975-04-25	UHC-17459-89	7229581430	6139 Spring St # 518, Miami, FL, 33191	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+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
ENR-100543	ENR	Douglas E Reyes	1968-09-09	UHC-89598-42	2962106401	7814 Central Ave, Scottsdale, AZ, 85284	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-119894	ENR	Laura R Stevens	1994-12-28	UHC-21915-73	4183368944	4388 Jefferson Ave, Chandler, AZ	0.32	Date of birth reformatted Phone reformatted Member ID reformatted 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
ENR-128034	ENR	Santiago Green	1998-04-02	UHC-12115-24	8138824526	6800 Canyon Rd # 512, Columbus, OH	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-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
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
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
CLM-420582	CLM	Cral Smith	1960-09-16	UHC-10143-60	—	1255 Jefferson Ave, Minneapolis, MN, 55461	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-129164	ENR	Gabriel H Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-403639	CLM	Dorothy Gonzalez	—	UHC-11908-79	7114479686	2871 Elm St, Tempe, AZ, 85251	0.34	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139968	ENR	Bradley Padilla	1960-11-01	UHC-20978-25	9146679296	863 Indian School Rd, Tampa, FL, 33610	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-138491	ENR	Carl Yang	1971-09-16	UHC-09711-54	5732709126	7828 Central Ave, Plano, TX, 75017	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427890	CLM	Emily Palmer	1961-07-18	—	4499492838	7132 Forest Ave Apt 21, Nashville, TN, 37224	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-115626	ENR	Natalie Z Garza	—	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.34	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-107309	ENR	Jun R Simpson	1953-03-05	UHC-71857-24	7093397427	4156 Sunset Blvd, Jacksonville, FL, 32211	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-422779	CLM	Dylan Luna	1956-01-18	UHC-88278-15	5305540651	9845 Camelback Rd Apt 21, Plano, TX, 75073	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-28492	PRV	Shirley I Webb	1995-02-11	UHC-31639-64	2862984785	9083 Hillcrest Rd, Tempe, AZ, 85264	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134009	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ, 85754	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
TPA-56143	TPA	Nancy Murray	1976-09-03	—	—	2773 Maple Ave, Scottsdale, AZ, 85243	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-22052	PRV	Emily Cooper	1987-04-08	—	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-103649	ENR	Bruce Marshall	1955-08-22	—	3266026105	14 Meadow Ln, Charlotte, NC, 28202	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111834	ENR	Charlotte O Peterson	1962-07-15	UHC-11340-18	6588626908	833 Central Ave Apt 40, Tempe, AZ, 85243	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-407867	CLM	Angela Park	2004-01-02	UHC-74100-67	4277292616	2773 River Rd, Columbus, OH	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23435	PRV	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 17, San Antonio, TX, 78290	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-140127	ENR	Lori W Lewis	1982-02-04	UHC-97739-09	4509142015	7050 Willow Ct, Glendale, AZ	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-134960	ENR	Michelle J Snyder	2004-04-04	UHC-56676-15	5236660987	3479 Oak St Apt 17, Austin, TX	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

9,084 rows, page 4 of 182Previous Next