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

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29394	PRV	Steve Santiago	1963-04-22	UHC-44779-58	5734295745	7267 Hillcrest Rd, Atlanta, GA, 30320	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24573	PRV	Rebecca U Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28185	PRV	Pamela Thompson	1997-01-21	UHC-25513-16	4082124357	5987 Forest Ave, Denver, CO, 80250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25659	PRV	Ryan A Gonzalez	1945-02-20	—	9038917608	7455 Ridge Rd, Dallas, TX, 75209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20036	PRV	Charles N Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ, 85798	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27193	PRV	Sarah Rivera	1991-04-26	—	9097566613	9867 Sage Ct, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24646	PRV	Mason Wong	1991-01-03	—	6776022117	4234 Willow Ct, Los Angeles, CA, 90028	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23690	PRV	Christina Larson	1955-07-09	UHC-90485-90	4489671935	2725 Mountain View Dr, Tampa, FL, 33668	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23243	PRV	Rebecca Wagner	2004-11-21	—	—	451 Mountain View Dr, Mesa, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23740	PRV	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22447	PRV	Alexander Gutierrez	1969-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26143	PRV	Pamela Brown	2003-11-10	—	—	6660 Maple Ave, Orlando, FL, 32806	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26231	PRV	Alexis Bwman	2006-05-09	UHC-55664-07	7442202071	4239 Ridge Rd, Chandler, AZ, 85258	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23190	PRV	Olivia Ramirez	2002-09-06	—	9178149036	3487 Oak St, Austin, TX, 78763	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22593	PRV	Patricia O Gomez	1940-10-24	—	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20962	PRV	Albert Diaz	1958-10-18	UHC-79011-24	2417094758	4675 Mountain View Dr, San Diego, CA, 92173	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26298	PRV	Alexis Hill	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21175	PRV	Richard Matthews	1958-07-27	—	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21176	PRV	Richard Matthews	1958-07-27	—	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24413	PRV	Cynthia W Sanders	1982-11-05	UHC-47513-40	9096173880	3725 Central Ave, Tempe, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24769	PRV	Donald Matthews	1995-02-05	UHC-95205-05	7294850231	1183 Grand Ave, Eden Prairie, MN, 55352	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29308	PRV	Ruth Hudson	1966-02-12	—	7039478015	6660 Market St, Eden Prairie, MN, 55384	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24942	PRV	Melissa S Holmes	1950-12-25	UHC-70244-48	5407880357	7566 Spring St, San Antonio, TX, 78203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24939	PRV	Matthew Cruz	1944-06-17	UHC-91463-54	2134225293	7979 Pine Dr, Eden Prairie, MN, 55374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29407	PRV	Kelly I Gutierrez	1990-10-16	UHC-76846-41	8907917505	6693 Maple Ave, Las Vegas, NV, 89123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28963	PRV	Edwerd Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH, 43209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25554	PRV	Brittany Hill	2008-08-16	—	4839580570	9432 Elm St, Orlando, FL, 32875	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22987	PRV	Keith Torres	1955-12-22	—	—	8102 Main St, Houston, TX, 77018	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21933	PRV	Rachel R Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC, 28272	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24342	PRV	John K Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20372	PRV	Joe Crawfford	1977-07-08	—	7218865740	1032 Sunset Blvd, Denver, CO, 80218	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24950	PRV	Lisa I Yang	1963-12-18	—	2722567161	6761 Oak St, Scottsdale, AZ, 85229	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25609	PRV	Kyle Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23078	PRV	Scot M Marquez	2003-11-17	UHC-37992-31	4824189535	2286 Ocean Ave, Gilbert, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20400	PRV	Sara Y Bryant	2008-07-23	UHC-95119-03	8907536979	2128 Maple Ave, Jacksonville, FL, 32211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21155	PRV	Jeremy Richards	1990-07-11	UHC-44276-58	5412552374	9885 Union St, Atlanta, GA, 30394	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29121	PRV	Elliott Alexis	1965-02-04	—	9008745288	9576 Cedar Ln, Atlanta, GA, 30344	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26732	PRV	Brenda W Simmons	1969-10-10	UHC-69449-60	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27546	PRV	Billy N Phillips	1952-12-19	UHC-39529-34	7817348393	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28904	PRV	Valentina T Guerrero	1977-09-18	UHC-71193-02	5686668856	7765 Grand Ave, Columbus, OH, 43232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27548	PRV	Sharon Hicks	1955-02-11	—	7097445554	6437 Spring St, Scottsdale, AZ, 85280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21910	PRV	Carlos L Gordon	1983-04-28	UHC-62783-16	5745155263	5917 Maple Ave, Plano, TX, 75040	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26475	PRV	Jennifer Jensn	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20058	PRV	Carl Mendez	1990-10-19	UHC-48311-13	9742588526	5168 Palm Dr, Seattle, WA, 98199	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28967	PRV	Julie Miller	1955-10-16	—	3925727898	52 Harbor Blvd, Atlanta, GA, 30385	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22932	PRV	Gary U Rodriguez	1952-11-10	UHC-65603-12	6667442602	1707 Mesa Dr, Chandler, AZ, 85288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28571	PRV	Ashley Walllace	1961-07-08	—	8478064359	2406 Church St, Tucson, AZ, 85772	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25079	PRV	Valentina Wood	1989-02-20	UHC-77504-30	8498752268	464 Oak St, Gilbert, AZ, 85297	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22712	PRV	Jean X Butler	1998-12-11	UHC-71890-62	9232705573	4831 Apache Blvd, Los Angeles, CA, 90095	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25873	PRV	Grace Carr	1938-12-11	—	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,405 rows, page 81 of 109Previous Next