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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23568	PRV	Harold U Rogers	—	UHC-54307-35	4666518737	955 Lake View Rd, Eden Prairie, MN, 55301	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25099	PRV	Willie Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-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-25880	PRV	Noeh Hunt	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave # 266, Seattle, WA, 98117	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-23220	PRV	Jean Thomas	1942-09-05	—	2299208257	2362 Mesa Dr, Tempe, AZ, 85209	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25854	PRV	Julia Sanchez	2004-12-07	—	2687424897	5416 Forest Ave, Glendale, AZ, 85343	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+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-21474	PRV	Janice Cox	1955-09-19	UHC-66627-67	4294239462	6590 Elm St, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-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-21543	PRV	Ralph Castro	1969-02-21	—	2253705592	1774 Elm St # 851, Mesa, AZ, 85227	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-29008	PRV	Andrea N Kim	1939-01-18	UHC-58093-27	2789198035	152 Market St, Houston, TX, 77022	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-25266	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20838	PRV	Justin Vega	1963-07-18	—	7118533690	8801 Washington St, Austin, TX, 78794	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25449	PRV	David M Larson	1986-04-27	UHC-94457-68	5044796623	5735 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22351	PRV	Madizon Jordan	1940-07-06	—	6256031144	3870 Church St Apt 12, Chandler, AZ, 85281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-23527	PRV	Sean Fuller	1986-08-24	UHC-36745-76	9424263366	8628 Spring St, Charlotte, NC, 28200	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
PRV-21499	PRV	Charlotte D Pierce	1952-11-13	—	—	6045 Meadow Ln, San Antonio, TX, 78265	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28398	PRV	Mariana K Henry	1946-04-24	—	2368291588	4336 Desert Sky Blvd, Mesa, AZ, 85237	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25863	PRV	Teresa Lawrence	1988-05-24	UHC-66781-07	—	5047 Pine Dr, Houston, TX, 77082	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27544	PRV	Aaron Nnez	1987-02-13	—	—	4931 Market St, Tucson, AZ, 85739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-20710	PRV	Grace Mills	1984-07-03	UHC-19336-64	2662329785	1298 Main St, Tempe, AZ, 85217	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-28849	PRV	Omar CJunk	1943-10-14	—	9567178918	1000 Washington St, Dallas, TX, 75247	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-22099	PRV	Jeffrey Roberts	1942-04-13	—	—	2278 Hillcrest Rd, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22181	PRV	Maria I Estrada	1953-05-25	—	6723712656	5526 Valley View Dr, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-25548	PRV	Michelle Carpenter	2004-12-26	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-23578	PRV	Henry Gmez	1957-07-16	—	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20553	PRV	Emily Warren	1996-07-11	UHC-27010-24	—	2811 Central Ave, Austin, TX, 78730	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-29527	PRV	George Y Ramos	1962-03-15	—	—	2114 Willow Ct, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26119	PRV	Mary Nunez	1967-06-23	—	4078082756	326 Willow Ct, Houston, TX, 77049	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-20118	PRV	William G Burton	—	—	3908648015	7872 Main St, Nashville, TN, 37224	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-28347	PRV	Cheryl Armstrong	1967-04-06	UHC-23457-56	—	1762 Lake View Rd, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26516	PRV	Brittany P Garcia	1976-07-09	UHC-27108-61	8594870886	9096 Meadow Ln, Phoenix, AZ, 85007	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28647	PRV	Rebecca E Cox	1997-02-09	UHC-65252-88	3582509037	8322 Sage Ct, Orlando, FL, 32858	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
PRV-27868	PRV	Hannah Ford	1986-05-08	UHC-68283-93	3669698143	5236 Willow Ct, Fresno, CA, 93752	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27834	PRV	Janet A Jimenez	1962-03-12	—	3008720717	4320 Ocean Ave, Las Vegas, NV, 89175	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-22943	PRV	Ronald A Scott	—	UHC-68475-54	—	9242 Grand Ave, Phoenix, AZ, 85010	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-29107	PRV	Kevin Hoffman	2006-10-27	UHC-32542-84	8928082700	3210 Park Pl, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-29386	PRV	Samantha Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-29574	PRV	Olivia Roes	1987-06-10	UHC-89527-37	—	483 Mesa Dr, Miami, FL, 33161	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-26951	PRV	Pamela Johnston	1979-07-12	UHC-19171-30	—	4813 Oak St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26643	PRV	Sofia Hicks	1952-05-23	—	9537066447	1685 Church St, Phoenix, AZ, 85060	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22094	PRV	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed

5,405 rows, page 60 of 109Previous Next