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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23047	PRV	Harodl P Rojas	1972-04-17	—	4998740265	8669 Union St, Tempe, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132867	ENR	Sara Hoffman	1944-11-21	UHC-72647-57	4095091371	4871 Forest Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53728	TPA	Brian Jensen	2001-09-21	—	2974166832	3976 Canyon Rd, Charlotte, NC, 28276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120188	ENR	Bradley Lopez	2005-02-24	UHC-46200-39	4502381175	5000 Central Ave, Denver, CO, 80235	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122283	ENR	Olivia J Padilla	2001-03-03	UHC-79554-60	5407022348	847 Market St, Tempe, AZ, 85266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53418	TPA	Noah Milller	2003-01-20	—	—	468 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102331	ENR	Maria Castro	1997-07-28	UHC-91369-52	—	3820 Mountain View Dr, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61787	TPA	Tyler Wag	1941-12-14	—	2755196299	1579 Lincoln Way, Dallas, TX, 75217	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403760	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	—	1279 Bayshore Dr, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-131415	ENR	Scott Bryant	1964-06-07	UHC-34466-60	5566545472	7703 Spring St, Fresno, CA, 93731	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121009	ENR	Priya S Morales	1938-05-26	UHC-40542-36	4034626164	7223 Sunset Blvd, Chandler, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57179	TPA	Bradley D Burton	1996-09-28	—	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431755	CLM	Ann J Espinoza	1943-08-06	UHC-65635-70	4807905379	2040 Desert Sky Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140611	ENR	Justin Le	1977-05-22	UHC-43468-04	4799229662	1662 Market St, Phoenix, AZ, 85049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427514	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429530	CLM	Valentina Duncan	2007-12-15	—	5717007966	5071 Maple Ave, Minneapolis, MN, 55411	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51770	TPA	Roy Hill	1977-08-12	—	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125582	ENR	Shirley A Shaw	1981-11-18	UHC-36002-70	7184181521	2333 Apache Blvd, Jacksonville, FL, 32269	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-29583	PRV	Steve Marquez	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401068	CLM	Nathan Delgado	1947-12-17	—	2056078663	2913 Willow Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403002	CLM	Gary B Barnes	1955-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120505	ENR	Richaard I Stone	1951-11-11	UHC-97487-13	5483300684	5628 Grand Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142535	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl Apt 17, Denver, CO, 80251	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-25189	PRV	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114600	ENR	Michael R Davis	1954-08-05	UHC-14997-20	9064631628	9821 Hillcrest Rd, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27060	PRV	Cynthia N Elliott	2006-11-12	—	3158330590	9783 Grand Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-423999	CLM	Frank Richards	1983-06-28	—	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51326	TPA	Denise Bennett	2003-06-18	—	—	3143 Mountain View Dr, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27729	PRV	Lauren Nunz	1981-10-25	—	7892727876	4391 Oak St, Nashville, TN, 37213	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103398	ENR	Helen Allen	1961-06-07	UHC-39252-84	9865520656	1340 Main St, Tucson, AZ, 85732	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53376	TPA	—Junk	1990-12-12	—	8029312371	1686 Hillcrest Rd, Columbus, OH, 43227	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116845	ENR	Judy X Ryan	2006-04-20	UHC-02874-79	8629133049	4017 Ocean Ave # 262, Plano, TX, 75088	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-140535	ENR	Boyd Sara	1989-11-16	UHC-00830-94	8828356136	3848 Bayshore Dr, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120107	ENR	RebeccaJunk	1958-11-12	UHC-46812-67	8822371742	7931 Washington St, Atlanta, GA, 30312	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414201	CLM	Santiago Black	1982-03-02	UHC-79415-28	—	1674 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28709	PRV	Michael Romero	1944-04-01	—	9586948183	118 Washington St, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408464	CLM	Amber G Perez	1969-03-01	UHC-63575-65	—	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410856	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410857	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115583	ENR	Jordan Perkins	1951-03-03	UHC-84504-72	9474822634	9661 Mesa Dr, Charlotte, NC, 28231	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101304	ENR	Ralph Y Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128353	ENR	Samantha Dominguez	1983-01-27	UHC-55189-26	3103023238	1012 Bayshore Dr # 259, Columbus, OH, 43249	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133577	ENR	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-133578	ENR	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130248	ENR	Christine James	2004-08-08	UHC-20756-55	4473361752	264 Lake View Rd, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420551	CLM	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 87 of 648Previous Next