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-28756	PRV	Jesse Spencer	2001-01-15	UHC-70831-73	5188681866	7662 Camelback Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28121	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28120	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24502	PRV	Pamela Fuller	1926-07-15	—	3507003668	3814 Market St, San Diego, CA, 92154	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-20000	PRV	Laura Alvarado	1939-03-06	—	2082046344	4347 Church St, Plano, TX, 75086	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26524	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX, 75215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace 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-20001	PRV	Laura Alvarado	1939-03-06	—	—	4347 Church St Apt 36, Plano, TX, 75086	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-21451	PRV	Peter Wallace	1974-02-10	UHC-28274-41	—	—	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21367	PRV	Morgan Benjamin	1941-05-03	—	—	8904 Main St Apt 25, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace 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-20578	PRV	Hill Joyce	1955-12-15	—	4304080892	4645 Park Pl, Scottsdale, AZ, 85281	0.66	Phone reformatted State name converted to code Gender normalised 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-26407	PRV	Cynthia Q Ortega	1943-02-04	—	4387570627	8531 Mountain View Dr, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26471	PRV	Ryan Nuneez	1950-10-06	—	6953116420	3715 River Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27443	PRV	Lawrence Moris	2001-02-01	—	—	3862 Meadow Ln, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-23173	PRV	Mateo I Weber	1955-04-19	—	—	3648 Elm St, Miami, FL, 33184	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21164	PRV	Ahmed Y Perez	—	—	9662242443	3435 Broadway, Sacramento, CA, 95811	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-20687	PRV	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24784	PRV	Victoria Mitchell	1998-08-11	—	—	2965 Forest Ave, Chandler, AZ, 85264	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-27517	PRV	Ruth Rose	1997-12-20	—	9529317242	5846 Washington St, Miami, FL, 33143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace 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-27073	PRV	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
PRV-28442	PRV	Lawrence I Yang	1962-11-07	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24096	PRV	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd Apt 6, San Antonio, TX, 78231	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25264	PRV	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26208	PRV	Ana Hamilton	—	UHC-11133-36	2183834671	176 Baseline Rd, Las Vegas, NV, 89121	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22576	PRV	Alexander N Hall	1964-08-13	UHC-37831-18	—	1436 River Rd, Nashville, TN, 37292	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25112	PRV	Martha Henderson	2008-10-26	—	3896377268	6710 Washington St, Minneapolis, MN	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25036	PRV	Wil Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21831	PRV	Billy N Austin	1944-10-09	—	7098406444	386 Ocean Ave, San Diego, CA, 92171	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
PRV-21269	PRV	Scott Moreno	1984-10-06	—	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20379	PRV	Donald J Brown	2007-05-16	UHC-36042-29	5009602474	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27220	PRV	Bryan Hanson	2007-11-19	—	5988138737	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27836	PRV	Isabella Lopez	1942-02-10	UHC-11066-76	—	2688 Maple Ave, Nashville, TN, 37280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27050	PRV	Ryan Myers	1951-06-28	UHC-22890-68	5225174293	3563 River Rd Apt 30, Plano, TX, 75031	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22380	PRV	Thomas Espinoza	1980-07-04	UHC-83698-81	—	8979 Market St, Eden Prairie, MN, 55302	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20145	PRV	Lawrence Sanchez	—	UHC-61874-07	2237078293	6912 Baseline Rd, Tucson, AZ, 85716	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21323	PRV	Kenneth Jordan	—	—	—	—	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26793	PRV	Jefffrey Payne	1966-11-15	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26118	PRV	Donald U Li	1938-05-07	UHC-27526-41	—	3587 Desert Sky Blvd, Phoenix, AZ, 85048	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
PRV-22177	PRV	Madison O Garrett	1942-04-18	UHC-53981-25	3276414185	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed 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-21960	PRV	Donald Castillo	1942-07-26	—	5183424288	2970 Market St, Phoenix, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25069	PRV	Mei Wilson	1978-03-11	UHC-28950-12	—	3147 Lincoln Way, Charlotte, NC	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20171	PRV	Roger Bell	1986-11-02	UHC-49797-35	9578753466	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared

5,467 rows, page 43 of 110Previous Next