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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23011	PRV	Jerry Woods	1995-08-03	UHC-83700-12	—	2742 Oak St, Minneapolis, MN, 55406	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-26522	PRV	James E Williams	1985-08-22	UHC-59391-53	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27643	PRV	Brittany Wang	1994-11-14	UHC-81918-66	—	3355 River Rd, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28888	PRV	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20448	PRV	Becky Jacobs	1993-02-24	—	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20466	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20465	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-24135	PRV	Bryant Cynthia	1971-11-16	—	3774682174	5310 Washington St, Los Angeles, CA, 90011	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24195	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24194	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27109	PRV	Donald Hudson	1976-01-19	UHC-43303-53	7017474994	6764 Baseline Rd, Charlotte, NC, 28284	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29013	PRV	Gary Walsh	1981-08-23	UHC-49344-04	2243017533	3763 Church St, Tampa, FL, 33670	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20865	PRV	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27939	PRV	Benjamin F Jones	2000-11-10	—	4176285515	3840 Palm Dr, Nashville, TN, 37240	0.66	Middle initial moved out of first name Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-23956	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23955	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-21897	PRV	Virginia Greeene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28280	PRV	Lisa J Vega	1965-03-05	UHC-36382-30	9399589061	9673 Indian School Rd, Houston, TX, 77014	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26529	PRV	Eric Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22281	PRV	Mary M Waver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
PRV-25568	PRV	Alice Herrera	1980-06-25	—	—	7946 Elm St, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-28490	PRV	Teresa P Ramos	1998-03-26	—	7627983861	5696 Sunset Blvd, Las Vegas, NV, 89186	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25565	PRV	Amy Torres	1995-01-01	UHC-25276-49	6413517923	206 Lincoln Way, Tampa, FL, 33620	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23220	PRV	Jean Thomas	1942-09-05	—	2299208257	2362 Mesa Dr, Tempe, AZ, 85209	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26042	PRV	Ashley Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL, 32283	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21591	PRV	Valentina B Dnucan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-24828	PRV	Jonathan Weaver	—	—	8689333157	7790 Park Pl, Nashville, TN, 37221	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
PRV-21047	PRV	Matthew Snyer	2004-11-13	UHC-33098-14	6039445723	7898 Sage Ct, Miami, FL, 33143	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20701	PRV	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-25449	PRV	David M Larson	1986-04-27	UHC-94457-68	5044796623	5735 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21979	PRV	Ruth Mason	1990-01-14	—	7558012230	2577 Maple Ave, Eden Prairie, MN, 55381	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-28398	PRV	Mariana K Henry	1946-04-24	—	2368291588	4336 Desert Sky Blvd, Mesa, AZ, 85237	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25863	PRV	Teresa Lawrence	1988-05-24	UHC-66781-07	—	5047 Pine Dr, Houston, TX, 77082	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-24565	PRV	Tyler Luna	1977-07-09	—	8569158143	1937 Meadow Ln, Atlanta, GA, 30361	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-22094	PRV	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-24970	PRV	Janice Medina	1981-01-11	—	6104517207	8146 Lincoln Way, Tucson, AZ, 85736	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-21259	PRV	Patrick Gutierrez	1993-10-02	UHC-38230-55	—	6794 Cedar Ln, Mesa, AZ, 85275	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25765	PRV	James Long	1972-08-16	—	2897838844	6078 Mountain View Dr, Nashville, TN, 37251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29225	PRV	Maosn Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22084	PRV	Andrew Fisher	1976-09-27	UHC-49611-17	6218418223	6348 Bayshore Dr, Tampa, FL, 33622	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-28081	PRV	Josh Gbison	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26157	PRV	Stephen M Harrison	1955-03-22	—	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-20916	PRV	Priya V West	2006-07-03	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-26465	PRV	Rachel Y Flores	2001-04-19	—	—	3695 Maple Ave, Houston, TX, 77045	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21005	PRV	Priya Larson	1975-12-13	UHC-56071-01	—	9198 Pine Dr, Nashville, TN, 37232	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-26684	PRV	Judith Simmons	1980-07-16	—	—	8104 Maple Ave, Fresno, CA, 93728	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-24181	PRV	Sophia G Vargas	1962-06-05	UHC-93377-20	—	8577 Apache Blvd, Houston, TX, 77012	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22028	PRV	Kelly Laura	1957-02-22	—	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

815 rows, page 13 of 17Previous Next