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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24999	PRV	Julia Carpenter	1939-09-16	—	8972660610	997 Baseline Rd, Mesa, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-23048	PRV	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-28827	PRV	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd Apt 23, Atlanta, GA, 30328	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-26276	PRV	Emma K Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-26613	PRV	Michael Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20389	PRV	Steven Lewis	1941-11-08	UHC-52617-07	—	5512 Ridge Rd, Glendale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-27528	PRV	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave, Nashville, TN, 37235	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-26810	PRV	Teresa Chavez	1980-12-08	—	—	2318 Harbor Blvd, Mesa, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26283	PRV	Hiroshi Z Pierce	2005-12-01	UHC-54268-51	4444619104	3552 Apache Blvd, Denver, CO, 80228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26284	PRV	Hiroshi Z Pierce	2005-12-01	UHC-54268-51	4444619104	3552 Apache Blvd, Denver, CO, 80228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28635	PRV	Kyle Richardson	1976-01-01	—	9023234080	4860 Willow Ct, Scottsdale, AZ, 85278	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-24009	PRV	Dennis Spencer	1993-03-21	—	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29189	PRV	Frances R Bowman	1966-06-16	—	4054600635	6951 Union St, Gilbert, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28869	PRV	Deborah Gordon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-25427	PRV	Larwence W Lanne	2006-08-09	—	—	2237 Camelback Rd, Los Angeles, CA, 90083	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-20999	PRV	Marc A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-23630	PRV	Roy X Sanders	1941-06-11	UHC-81923-33	—	4426 Harbor Blvd, Fresno, CA, 93720	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
PRV-24496	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-23430	PRV	Roy Vargas	1995-02-27	UHC-80446-31	—	8851 Maple Ave, Los Angeles, CA, 90066	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-27480	PRV	Theresa Flores	1941-05-14	—	8535989960	3624 Harbor Blvd, Mesa, AZ, 85298	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25166	PRV	Sean Carpenter	1955-10-05	—	3493704324	4917 Lake View Rd, Seattle, WA, 98103	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26733	PRV	Arthur Matthews	2006-07-12	UHC-68724-72	9069513209	5542 Pine Dr, Los Angeles, CA, 90052	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22937	PRV	Brandon West	1996-07-03	—	—	5984 Valley View Dr, Houston, TX, 77070	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-27439	PRV	Judith Larson	1990-08-18	—	5634462235	7789 Sunset Blvd, San Diego, CA	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-25063	PRV	Ruth T Martin	1995-04-11	—	7974100469	3526 Maple Ave, Tucson, AZ, 85762	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-22781	PRV	Ashley Scott	—	UHC-15919-77	4444432041	5892 Highland Ave, Houston, TX, 77016	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26591	PRV	Brittany Taylor	1947-06-20	UHC-87089-87	4506778727	5296 Sage Ct # 765, Gilbert, AZ, 85274	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-23526	PRV	Sean Fuller	1986-08-24	UHC-36745-76	—	1395 Grand Ave, Chandler, AZ, 85201	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-29246	PRV	Jack Gray	1966-11-25	UHC-88547-19	9105895781	6736 Church St, Sacramento, CA, 95837	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-27575	PRV	Brenda Wells	1961-07-12	UHC-70706-56	6507345717	5623 Maple Ave, Mesa, AZ, 85251	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24860	PRV	Aisha Z Chapman	—	—	2254697944	4462 Cedar Ln, Miami, FL, 33191	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26089	PRV	Jsese Williamson	1961-10-13	UHC-57888-13	—	5866 Pine Dr, Austin, TX, 78771	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-21170	PRV	Helen Hicks	1962-07-12	UHC-81077-42	7554680846	6150 Cedar Ln, Dallas, TX, 75280	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-21653	PRV	Bradley Vazquez	1944-01-07	—	2799737529	9117 Meadow Ln, Atlanta, GA, 30368	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-20023	PRV	Vincent Hansen	1953-05-26	—	7005908077	2218 Park Pl, Las Vegas, NV, 89138	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20369	PRV	Timothy Reed	1963-03-14	—	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-22257	PRV	Betty K Butler	1956-11-26	UHC-72899-24	5786329064	1390 Jefferson Ave, Dallas, TX, 75228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25191	PRV	Elizabeth R Fisher	—	—	3406818983	8427 Main St, Jacksonville, FL, 32260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-26064	PRV	Nathan A Bennett	1998-08-28	—	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26448	PRV	Eric Walsh	1948-09-23	—	—	2093 Indian School Rd, Tucson, AZ, 85756	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29210	PRV	Emily Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-23838	PRV	Russell V Ramos	1982-11-04	—	—	241 Lincoln Way, San Diego, CA, 92171	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-24548	PRV	Carolyn Jordan	1952-10-12	—	9293703365	3878 Market St, Charlotte, NC, 28245	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-23164	PRV	Mari A Vazquez	1980-02-04	—	2478364773	1782 Bayshore Dr, Plano, TX, 75098	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-20201	PRV	Paul Jimenez	1977-10-17	—	—	1194 Pine Dr, Tempe, AZ, 85257	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-24615	PRV	Theresa Payne	1978-09-05	—	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26447	PRV	Natalie Taylor	1990-05-01	UHC-81929-18	4462800579	3265 Main St, Atlanta, GA, 30372	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-23378	PRV	Emily Hanson	1987-06-12	—	8566311779	3323 Hillcrest Rd, Las Vegas, NV, 89132	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-20854	PRV	Willie Woods	2001-02-18	—	9468977509	6332 Broadway, Phoenix, AZ, 85019	0.78	Name re-cased Address re-cased City re-cased State name converted to code+1 more
PRV-20322	PRV	Henry Gray	1950-12-21	—	—	119 Park Pl, Gilbert, AZ, 85282	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

1,737 rows, page 27 of 35Previous Next