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-20044	PRV	Susan Guzman	1959-04-03	UHC-20174-31	—	4331 Canyon Rd, Mesa, AZ, 85287	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22165	PRV	Joyce Thompson	—	—	7828946526	2819 Pine Dr, Fresno, CA, 93721	0.80	Date of birth reformatted Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-22082	PRV	Charlotte K Coleman	1994-05-05	—	7035761622	4598 Baseline Rd # 227, Nashville, TN, 37221	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23302	PRV	Alice Simpson	2004-09-19	UHC-94887-78	—	2454 Spring St, Sacramento, CA, 95825	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25683	PRV	Austin Murray	1944-07-18	—	—	6579 Washington St, Austin, TX, 78760	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27958	PRV	Lisa Graham	1956-08-06	—	2669411647	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20089	PRV	Rebecca F Little	1941-01-15	UHC-55146-08	—	7903 Desert Sky Blvd, Austin, TX, 78722	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25912	PRV	Cynthia Jimenez	1989-07-14	UHC-68580-40	—	7864 Market St, Columbus, OH, 43222	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26137	PRV	Ralph V Santos	1971-04-17	UHC-84145-92	—	6368 Highland Ave, Sacramento, CA, 95809	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24457	PRV	Aaron Evans	1944-06-16	—	6935365422	2320 Central Ave # 426, Austin, TX, 78753	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21530	PRV	Camila Snyder	1993-06-09	UHC-17020-16	4196341764	3515 Willow Ct, Miami, FL, 33192	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27912	PRV	Alan Vega	1974-07-23	UHC-86604-43	9872276908	7471 Ocean Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27309	PRV	Angela Hunter	1997-06-20	—	6433533055	8782 Lincoln Way, Orlando, FL, 32817	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20885	PRV	Amber Castro	1973-03-24	—	8467697820	1117 Indian School Rd, Gilbert, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23475	PRV	Andrea Weaver	2004-09-02	UHC-37102-61	5337471380	7005 Union St, Columbus, OH, 43295	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21578	PRV	Bryan Stevens	1944-01-04	—	2625639406	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
PRV-23961	PRV	Frances Jacobs	1974-02-01	—	7953078474	3130 Desert Sky Blvd, Denver, CO, 80223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21675	PRV	Kathleen Taylor	2004-01-06	—	3412996523	7201 Union St, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28548	PRV	Brandon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21303	PRV	Grace Gardner	1961-12-10	—	6323031694	4389 Mesa Dr, Eden Prairie, MN, 55324	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24998	PRV	Julia Carpenter	1939-09-16	UHC-53528-15	8972660610	3269 Sage Ct, Gilbert, AZ, 85291	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20384	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20383	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28066	PRV	Jamees Bryant	1982-01-07	UHC-17281-99	5765912996	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20610	PRV	Benjamin Mitchell	1976-12-10	—	—	7287 Desert Sky Blvd, San Diego, CA, 92144	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24192	PRV	Deborah Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way # 696, Orlando, FL, 32843	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
PRV-20542	PRV	Theresa V Fowler	1979-04-14	—	3996298696	9800 Lake View Rd, Columbus, OH, 43297	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23557	PRV	Raymond Moreno	1971-05-25	UHC-10088-57	2553943970	8655 Grand Ave, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26260	PRV	Brittany Mendez	1946-05-27	—	—	5701 Baseline Rd, Columbus, OH, 43234	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25968	PRV	Catherine Sanders	1942-02-06	—	—	6972 Apache Blvd, Minneapolis, MN, 55418	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27592	PRV	Bill Ellis	2002-02-14	—	9235640002	8506 Sunset Blvd, Gilbert, AZ, 85272	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24533	PRV	Albert Carter	1973-12-23	—	5159976758	9426 Baseline Rd, Tempe, AZ, 85201	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23477	PRV	Rebecca Greene	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23476	PRV	Rebecca Greene	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28510	PRV	Cynthia Weber	1989-03-13	—	6978675698	4461 Pine Dr, Tampa, FL, 33645	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24629	PRV	Theresa Young	1940-01-10	—	2378236056	97 Broadway, Sacramento, CA, 95843	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21929	PRV	Lori Weber	1995-02-02	—	—	432 Ridge Rd, Plano, TX, 75090	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24340	PRV	Wei Cooper	1944-01-22	—	5506833544	9506 Sunset Blvd # 218, Orlando, FL, 32808	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20076	PRV	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28755	PRV	Larry Z Ramos	1943-02-14	—	5382622198	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-29350	PRV	Jacqueline Sandoval	1954-11-17	—	7052189275	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27025	PRV	Amanda Rogers	1938-02-02	UHC-77469-13	9177748046	6473 Spring St, Glendale, AZ, 85331	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22300	PRV	Priya I Price	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
PRV-27356	PRV	Ralph H Morris	1971-12-28	—	4719739793	2055 Forest Ave Apt 20, Austin, TX, 78718	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23025	PRV	Lauren Young	1984-01-17	—	—	9538 Main St, Eden Prairie, MN, 55361	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29385	PRV	Jacob Garcia	1988-02-20	—	—	4780 Meadow Ln, Seattle, WA, 98126	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26240	PRV	Sofia Thompson	1987-07-21	—	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27775	PRV	Megan Pena	1972-03-24	—	3896438845	5555 River Rd, Nashville, TN, 37285	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24987	PRV	Jean Z Collins	1917-03-07	—	—	4646 Main St, Tucson, AZ, 85755	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20387	PRV	Morrison H Carl	1989-06-26	UHC-22994-76	—	7763 Hillcrest Rd, Tempe, AZ, 85291	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

5,467 rows, page 81 of 110Previous Next