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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-24820	PRV	Henry Olson	1999-05-16	—	3983088282	3416 Pine Dr, Miami, FL, 33112	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25774	PRV	Wei Woods	2003-02-07	—	6022887750	4294 Valley View Dr, San Diego, CA, 92162	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 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-22974	PRV	Dylen Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21647	PRV	Christopher Payne	2000-05-20	—	6947650155	6425 Desert Sky Blvd, Miami, FL, 33151	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-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-24007	PRV	Russell J Le	1978-09-17	—	4832926556	5812 Spring St, Austin, TX, 78725	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+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-21358	PRV	Roneld Brooks	1990-04-28	—	4632940381	7486 Union St, Glendale, AZ, 85382	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26142	PRV	Carlos Dean	1970-08-04	UHC-27915-16	2114532730	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-28508	PRV	Dorothy Hicks	1946-08-25	—	4155760904	7841 River Rd, Tucson, AZ, 85755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-20233	PRV	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+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-21114	PRV	Jose Rivera	2000-11-18	—	9239886567	1290 Union St, Mesa, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-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-29187	PRV	Wei Cooper	1953-10-25	UHC-84241-56	7056088883	5751 River Rd, Chandler, AZ, 85261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-28638	PRV	Wayne Lucas	1983-03-12	—	9708229486	7615 Indian School Rd, Fresno, CA, 93770	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22306	PRV	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-27183	PRV	Joe Bishop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN, 37273	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28656	PRV	Bruce Black	1996-05-13	—	5085030697	1170 Cedar Ln, Seattle, WA, 98165	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22385	PRV	Diego Mason	1987-05-07	—	4955427071	1960 Willow Ct, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20353	PRV	John Hart	1995-04-13	—	2114024386	3453 Apache Blvd, Nashville, TN, 37292	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23816	PRV	Logan Phillips	1966-04-21	—	4609196479	3710 Mountain View Dr, Orlando, FL, 32851	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26690	PRV	William Miller	1998-08-23	—	4062911484	1812 Bayshore Dr, Eden Prairie, MN, 55378	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23363	PRV	Melissa Coper	1938-05-15	UHC-12129-19	8885355416	2787 Broadway, Denver, CO, 80277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22858	PRV	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St # 608, Las Vegas, NV, 89101	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-28358	PRV	Matthew P Rodriguez	1955-09-11	—	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-28038	PRV	Madison Reyes	1946-04-18	—	3839294814	6130 Elm St, Orlando, FL, 32897	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-27239	PRV	Phiilip Maldonado	1995-01-07	—	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-20130	PRV	Jseph Silva	1979-05-07	UHC-84565-25	7105982586	2092 Spring St, Mesa, AZ, 85285	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 75 of 119Previous Next