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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-111004	ENR	Wayne Hughes	1952-05-11	UHC-56125-22	2714195097	6461 Apache Blvd, Mesa, AZ, 85239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402191	CLM	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave, Columbus, OH, 43267	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420024	CLM	Kayla Richards	1976-01-10	UHC-42568-66	—	2779 Pine Dr, Dallas, TX, 75256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58900	TPA	Maria E Wells	1946-03-19	—	7306534530	7304 Mountain View Dr, Phoenix, AZ, 85099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426585	CLM	Stephen Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-122404	ENR	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
ENR-111123	ENR	Ryan Diaz	1991-04-01	UHC-85118-52	3212105174	1621 Willow Ct, Columbus, OH, 43295	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406876	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	—	8143 Baseline Rd, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111179	ENR	Sahron Maldonado	1972-08-13	UHC-56381-23	7732138422	3759 Maple Ave, Mesa, AZ, 85281	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50740	TPA	Dylan Kim	2007-06-24	UHC-93308-26	—	7800 Elm St, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123577	ENR	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln, Tucson, AZ, 85793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104702	ENR	Vicky Y Cruz	2005-11-12	UHC-50607-17	8032485984	4496 Bayshore Dr, Sacramento, CA, 95857	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-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
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+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
PRV-27748	PRV	Dorothy Smith	2003-10-07	UHC-01581-36	5346791797	624 Central Ave, Gilbert, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID 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-425613	CLM	Lauren Ray	1956-01-12	UHC-59761-26	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20818	PRV	Catherine Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-123145	ENR	Denise Peterson	2006-10-12	UHC-84776-24	3998722277	3782 Main St, Sacramento, CA, 95896	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114214	ENR	Steven N Gren	2007-05-26	UHC-83463-90	9166339086	17 Oak St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-104719	ENR	Alice F Oliver	1972-06-21	UHC-69662-54	5755303758	1841 Forest Ave, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426059	CLM	Carol Arnold	1994-11-22	UHC-29564-55	4317751242	8501 Central Ave, Minneapolis, MN, 55461	0.62	Phone reformatted 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-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
ENR-101905	ENR	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd, Nashville, TN, 37255	0.62	Name re-cased Member ID 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-124393	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124394	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-422899	CLM	Joan Hayes	2007-06-19	—	—	1258 Oak St, Tucson, AZ, 85722	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421853	CLM	Eric Watson	2005-01-05	UHC-38780-55	6615613429	—	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+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
CLM-425145	CLM	Carlos Jordan	2006-09-02	UHC-81783-75	—	86 Oak St, Sacramento, CA, 95886	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-52480	TPA	Jeremy O Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103579	ENR	Elijah Lopez	1963-03-01	UHC-39996-25	5819860379	9012 Lake View Rd, Columbus, OH, 43245	0.62	Name re-cased 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
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
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-105256	ENR	Elijah J Reynolds	1951-07-24	UHC-25944-12	3802925421	2737 Baseline Rd, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125288	ENR	Benjamin K Rogers	2002-02-03	UHC-34196-45	8713699659	8980 Bayshore Dr, Los Angeles, CA, 90050	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50190	TPA	Joe V Ferguson	1963-11-02	—	2183520876	4324 Jefferson Ave, Charlotte, NC, 28225	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20337	PRV	Nathan Y Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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
CLM-427999	CLM	Daniel Gilbert	1938-08-24	UHC-92037-28	—	9403 Market St, Tampa, FL, 33624	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more

16,828 rows, page 123 of 337Previous Next