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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-420148	CLM	Susan Yang	2000-01-13	UHC-21009-42	—	3414 Church St, Jacksonville, FL	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101600	ENR	Walter Garza	2008-06-23	UHC-07202-12	—	5014 Ocean Ave, Charlotte, NC, 28269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24566	PRV	Jack M Barnes	1979-04-24	UHC-75054-56	—	3185 Washington St, Las Vegas, NV, 89125	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-28217	PRV	Ashley D Cook	1970-12-27	UHC-87838-91	—	857 Palm Dr, Tampa, FL, 33628	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142110	ENR	Sandra Hudson	1987-04-08	UHC-87344-62	—	4344 Desert Sky Blvd, Seattle, WA, 98100	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-139011	ENR	Patrick I Santiago	1951-07-19	UHC-87991-71	—	1176 Willow Ct, Fresno, CA, 93798	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-421795	CLM	Andrew Hunt	2008-11-21	UHC-90052-31	—	7960 Meadow Ln, Mesa, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429791	CLM	Ashley Coleman	1950-09-15	—	—	4299 Washington St, Los Angeles, CA, 90057	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-114206	ENR	William M Herrera	—	UHC-27008-72	—	1009 Church St, Minneapolis, MN, 55447	0.52	Name re-cased Date of birth unreadable Phone missing area code State name converted to code+2 more
CLM-414661	CLM	Susan Carr	2005-06-19	UHC-11023-15	—	5207 Pine Dr, Las Vegas, NV, 89177	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-60915	TPA	Billy Lawrence	1942-02-09	UHC-31776-14	—	187 Cedar Ln, Seattle, WA, 98191	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427748	CLM	Mark Valdez	1980-03-27	—	—	9126 Main St, Orlando, FL, 32880	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24494	PRV	Andrew Larson	1994-01-10	UHC-19155-72	—	7764 Highland Ave, Austin, TX, 78710	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-115373	ENR	Susan Ward	1959-08-18	UHC-02824-24	—	8521 Highland Ave, Nashville, TN, 37228	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-102571	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	—	8211 Church St, Tempe, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121796	ENR	Philip Perez	1975-01-14	UHC-11905-66	—	8397 Sage Ct, Phoenix, AZ, 85084	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-108611	ENR	Julia V Peterson	1944-12-08	UHC-94819-32	—	718 Palm Dr # 820, Dallas, TX, 75255	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432702	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26644	PRV	Sofia Hicks	1952-05-23	UHC-80393-05	—	1685 Church St, Phoenix, AZ, 85060	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
ENR-119504	ENR	Lucia Smith	1998-06-16	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-426897	CLM	Steve P Lawrence	1974-12-08	—	—	5363 Park Pl Apt 38, Plano, TX, 75087	0.52	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-119987	ENR	Matthews Lori	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-426899	CLM	Ethan Rogers	1938-12-18	—	—	1672 Spring St, San Antonio, TX, 78251	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-134690	ENR	Dorothy Franklin	1976-08-17	UHC-90811-84	—	1448 Desert Sky Blvd, Atlanta, GA, 30389	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-128228	ENR	Meyer C Scott	—	UHC-86113-05	—	7628 Sage Ct, Phoenix, AZ, 85083	0.52	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-59999	TPA	Joe Obrrien	—	—	—	832 Oak St, Jacksonville, FL, 32288	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
TPA-55937	TPA	Charles Austin	1979-02-16	—	—	787 Grand Ave, Mesa, AZ, 85271	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126026	ENR	Charles E George	1984-08-28	UHC-68001-45	—	8364 Camelback Rd, Nashville, TN, 37225	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-122738	ENR	Holmes U Arjun	1978-11-22	UHC-29447-82	—	5851 Main St, Glendale, AZ, 85333	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52319	TPA	Dennis Lane	2006-01-24	—	—	5757 Oak St, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26105	PRV	Stephanie Ross	1998-02-27	—	—	504 Sunset Blvd, Austin, TX, 78795	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103465	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	—	5156 Forest Ave, Gilbert, AZ, 85262	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26431	PRV	Teresa D Simpson	1957-04-18	—	—	1259 Mountain View Dr, Orlando, FL, 32820	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21661	PRV	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.52	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
TPA-59205	TPA	Russell Bell	2006-04-02	—	—	2688 Jefferson Ave, Atlanta, GA, 30380	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-423780	CLM	Gloria Miller	1950-12-10	—	—	58 Forest Ave, Plano, TX, 75023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-54007	TPA	Logan Hamilton	1972-01-12	—	—	7925 Pine Dr, Charlotte, NC	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25633	PRV	—Junk	2002-03-22	—	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.52	Date of birth reformatted Phone missing area code State name converted to code Whitespace trimmed+2 more
CLM-419154	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	—	6649 Grand Ave, Jacksonville, FL, 32250	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410789	CLM	Deborah McDonald	1956-04-26	—	—	361 Palm Dr, Orlando, FL, 32897	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413335	CLM	Douglas T Henderson	1997-01-10	UHC-07476-51	—	1129 Market St, Eden Prairie, MN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27676	PRV	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24469	PRV	Joshua Gordon	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140323	ENR	Alice T Chapman	1984-10-10	UHC-31500-76	—	101 Palm Dr, Tucson, AZ, 85751	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113997	ENR	Sandra K Wallace	1967-04-23	UHC-09961-74	—	204 Sage Ct, Los Angeles, CA, 90009	0.52	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more

2,021 rows, page 10 of 41Previous Next