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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20828	PRV	Dennis Gutierrez	1984-04-08	UHC-41524-39	9526327283	9635 Mountain View Dr, Seattle, WA, 98132	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+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-22860	PRV	Albert O Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave, Austin, TX, 78727	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21817	PRV	Henry Snyder	1946-09-18	—	3918930872	4659 Church St, Houston, TX, 77029	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-21563	PRV	Virginia Smith	2001-07-22	—	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+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-26543	PRV	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-28168	PRV	George W Johnston	1985-06-01	—	—	1092 Highland Ave, Austin, TX, 78798	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26766	PRV	Randy Stweart	1955-03-05	—	2529828935	8689 Grand Ave, San Diego, CA, 92137	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-27881	PRV	Roy Elis	2006-02-21	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21239	PRV	Roy C Olson	1967-08-06	UHC-36243-10	5185483978	6622 Bayshore Dr, Chandler, AZ, 85200	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27583	PRV	Abigail Morrison	1950-04-01	—	3974204494	928 Bayshore Dr, Minneapolis, MN, 55448	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25336	PRV	Frances Hanson	1989-05-10	—	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25935	PRV	Priya H McDonald	1965-08-04	—	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-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-26100	PRV	Ahmed Ford	1973-01-28	UHC-38320-21	7387054692	9525 Harbor Blvd, Sacramento, CA, 95829	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-20815	PRV	Sandra Wang	1992-07-25	UHC-11750-72	2492660154	4488 Cedar Ln, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+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-27082	PRV	Jerry Martin	1994-11-16	—	3293310200	9420 Baseline Rd, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-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-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
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-25931	PRV	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct, Columbus, OH, 43260	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22731	PRV	Anna Thompson	1973-04-05	UHC-22617-58	6345069772	3663 Willow Ct, Sacramento, CA, 95859	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-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-20453	PRV	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25185	PRV	Mark Larson	—	UHC-26773-88	4224014953	7442 Indian School Rd, Scottsdale, AZ, 85223	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+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-28974	PRV	Maria Alexander	1979-05-05	UHC-74312-70	—	7164 Camelback Rd, Houston, TX, 77037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-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-24486	PRV	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-26879	PRV	Evans Vincent	2007-02-09	UHC-91535-79	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
PRV-29115	PRV	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-25724	PRV	Lisa Hudson	—	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
PRV-29529	PRV	Laura U Fox	1942-12-04	—	2542533119	3669 Spring St, Minneapolis, MN, 55474	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared

1,602 rows, page 22 of 33Previous Next