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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21417	PRV	Jerry Hawkins	1982-08-16	UHC-79567-63	—	2004 Sunset Blvd, Dallas, TX, 75280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26585	PRV	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25196	PRV	Albert Cruz	1991-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24093	PRV	Christian Hghes	1942-03-18	UHC-52016-67	6074728764	2182 Desert Sky Blvd, Chandler, AZ, 85237	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-21095	PRV	Victoria Ford	1988-05-02	UHC-37553-98	3696394342	1293 Mountain View Dr Apt 18, Miami, FL, 33164	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21173	PRV	Pter Li	1990-06-04	—	—	4194 Washington St, Minneapolis, MN, 55440	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace 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-24621	PRV	Martha Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway # 466, Mesa, AZ, 85287	0.66	Name split from “Last, First”Unit split from street City re-cased 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-28070	PRV	Donald Mendez	1996-11-14	—	9084065895	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21319	PRV	Russell R Elliott	2002-09-26	UHC-72403-52	7635165615	8498 Camelback Rd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27332	PRV	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-23258	PRV	William Coleman	2004-12-19	UHC-42116-52	5102166989	2790 Forest Ave, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20057	PRV	Robert Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22156	PRV	Billy X Diaz	1969-05-21	—	7162139220	9501 Meadow Ln, San Antonio, TX, 78201	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21327	PRV	Wei Y Schmidt	1974-03-03	—	3189483940	1246 Apache Blvd Apt 36, Houston, TX, 77022	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23587	PRV	Shirley R Howard	—	—	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.66	Date of birth missing Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26596	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26595	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-21913	PRV	Hannah Jenkins	1993-11-15	—	—	1368 Mesa Dr, Austin, TX, 78756	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25509	PRV	Kelly G Bishop	1958-01-12	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-28582	PRV	Nancy Fields	1983-01-08	—	6887513580	900 Palm Dr Apt 38, Scottsdale, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25947	PRV	Alan O Pierce	1970-01-22	—	—	4710 Camelback Rd, Charlotte, NC, 28235	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-29560	PRV	Peter M Wang	1989-06-01	UHC-50056-32	2403355409	7241 Baseline Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-23698	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.66	Name re-cased State name converted to code Gender normalised Whitespace 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-21678	PRV	Joe A Hamilton	2003-10-17	UHC-71097-95	—	9027 Central Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-24940	PRV	Dot W Wagner	1999-11-07	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27317	PRV	Betty P Wang	—	—	3735019281	2663 Park Pl, Glendale, AZ, 85335	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace 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-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-25859	PRV	Joe T Williamson	1968-12-09	—	—	6730 Bayshore Dr, Seattle, WA, 98175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-29436	PRV	Daniel X Pena	1971-01-08	UHC-54987-16	—	7245 Camelback Rd, Miami, FL, 33108	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24971	PRV	Carol Hansen	2000-06-19	UHC-25657-98	—	4776 Bayshore Dr, Jacksonville, FL, 32282	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26673	PRV	Jonathan Garrett	1961-02-22	UHC-48138-96	—	5631 Church St, Denver, CO, 80250	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24339	PRV	Julia Weber	1984-11-10	—	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21820	PRV	Timothy O Flores	1980-10-14	—	—	2143 Apache Blvd, Glendale, AZ, 85350	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23278	PRV	Nathan Gutierrez	1996-06-12	UHC-41662-03	—	4249 Canyon Rd, Orlando, FL, 32837	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24084	PRV	Madison P Lupez	1945-02-18	—	—	673 Grand Ave, Las Vegas, NV, 89177	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22194	PRV	John F Lee	1959-06-19	UHC-08697-40	—	6819 Pine Dr Apt 16, Mesa, AZ, 85251	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27938	PRV	Henry Alvarado	1960-08-24	UHC-71930-79	—	569 Highland Ave, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22205	PRV	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20306	PRV	Gilbert Josseph	1946-07-21	—	—	2818 Bayshore Dr, Tucson, AZ, 85738	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28890	PRV	Kayla Estrada	1996-09-26	—	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-28669	PRV	Diane Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24474	PRV	Lisa Carpenter	1948-11-22	—	—	6990 Pine Dr, Tucson, AZ, 85725	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23128	PRV	Edward Daaniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave Apt 10, Tampa, FL, 33615	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more

5,467 rows, page 42 of 110Previous Next