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-27066	PRV	Chris Phillips	2005-12-25	UHC-57380-52	—	5907 Ridge Rd, Phoenix, AZ, 85060	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20269	PRV	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23550	PRV	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21517	PRV	Katherine Soto	1956-09-18	—	—	1461 Ridge Rd, Mesa, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20533	PRV	David Turner	1940-04-17	UHC-15533-67	7333995098	9519 Jefferson Ave, Charlotte, NC, 28209	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28844	PRV	Janet W Ford	1969-10-09	—	7717112234	3521 River Rd, San Antonio, TX, 78213	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more
PRV-25446	PRV	Arthur Hunt	1941-03-03	—	—	6255 Valley View Dr, Columbus, OH, 43246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25905	PRV	Jaon Le	1962-09-25	UHC-35979-49	8633354878	2959 Maple Ave, San Diego, CA, 92121	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22647	PRV	Gary Richards	1994-12-26	—	—	720 Union St, Mesa, AZ, 85208	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22341	PRV	Michelle Lee	1952-02-03	UHC-44850-78	—	88 Highland Ave, Charlotte, NC, 28211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29501	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25007	PRV	Charles L Webb	1990-08-11	UHC-53654-01	4444079877	2023 Desert Sky Blvd, Las Vegas, NV, 89154	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26324	PRV	Lukia Vazquez	1970-06-11	—	6337599464	4165 Meadow Ln, Fresno, CA, 93711	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20122	PRV	Valentina S Gomez	1980-09-13	UHC-76561-42	3232465980	5672 Church St, Mesa, AZ, 85253	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22277	PRV	Patrick Morris	1992-10-26	—	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24184	PRV	Kathleen C Knight	1981-08-22	—	2336873624	3149 Park Pl, Dallas, TX, 75204	0.78	Middle initial moved out of first name Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26710	PRV	Arjun J Carter	—	—	8855956045	9536 Sunset Blvd, Tampa, FL, 33607	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-28022	PRV	Daniel Nunez	1954-01-09	—	2176217578	580 Church St, Glendale, AZ, 85333	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27225	PRV	Amber Perkins	1978-11-22	UHC-05855-16	—	5171 Elm St, Charlotte, NC, 28204	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23791	PRV	Kathryn H Moreno	1988-12-02	UHC-94649-01	5587599229	9188 Grand Ave, Columbus, OH, 43239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20608	PRV	Michael Z Boyd	1992-07-23	—	3975431757	5328 Ridge Rd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25373	PRV	Logan Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-26656	PRV	Gloria Dean	1938-09-23	—	2404923032	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-21492	PRV	Steven E Elliott	1998-11-26	UHC-18138-25	—	8792 Pine Dr, Gilbert, AZ, 85241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27750	PRV	Aaron Davis	1968-09-21	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX, 78234	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27862	PRV	Abigail X Santiago	1947-05-18	—	4923525911	2848 Apache Blvd, Scottsdale, AZ, 85222	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20795	PRV	Michelle Rodriguez	1970-02-01	—	6164451282	9037 Bayshore Dr, Denver, CO, 80227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27268	PRV	Nathan E Yang	1957-05-21	—	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22595	PRV	Jacob F Cruz	1988-07-09	UHC-04690-02	9257108550	7937 Lincoln Way, San Diego, CA, 92162	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20196	PRV	David Medina	2006-04-26	UHC-31366-75	5305152628	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24450	PRV	Lisa Cruz	2000-07-10	—	2583181027	6093 Hillcrest Rd, Scottsdale, AZ, 85208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26603	PRV	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-23186	PRV	Keith Palmer	1984-02-21	—	6806927523	7266 Meadow Ln, Columbus, OH, 43211	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29122	PRV	Grace Porter	1948-11-03	UHC-43858-93	7486168913	1565 Indian School Rd, Seattle, WA, 98192	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25718	PRV	Christina Morgan	2007-03-17	—	6007923722	5927 Cedar Ln, Phoenix, AZ, 85021	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28633	PRV	Diego Harveey	—	—	6824100692	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-24525	PRV	Soofia I Lopez	1997-04-09	—	6672772546	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22129	PRV	Jeffrey Green	1988-05-13	—	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24396	PRV	Jimmy Gray	1952-01-18	—	2823275553	5047 Union St, Charlotte, NC, 28266	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22340	PRV	Alexis Burton	1975-10-05	UHC-80754-22	—	6768 Oak St, Dallas, TX, 75278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28719	PRV	Carolyyn Bennett	1940-02-08	UHC-56432-79	2295118147	8185 Lincoln Way, Houston, TX, 77073	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22062	PRV	Ruth Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr, San Antonio, TX, 78217	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25265	PRV	Christina Howard	1958-07-15	—	5656436864	5406 Main St, Columbus, OH, 43209	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27996	PRV	Medina Billy	1947-04-11	—	7316851904	3674 Canyon Rd, Gilbert, AZ, 85239	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-27086	PRV	Jessica I Dean	1966-03-14	UHC-39196-24	5267489559	55 Desert Sky Blvd, San Diego, CA	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-25357	PRV	Joshua S Chapman	1975-07-02	—	8886973592	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20559	PRV	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd, Los Angeles, CA, 90053	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21595	PRV	Stephen D Fields	1988-05-24	—	7257173083	3886 Cedar Ln, Charlotte, NC, 28264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26864	PRV	Virginia Barnes	2007-04-02	—	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-23938	PRV	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,467 rows, page 72 of 110Previous Next