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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24541	PRV	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr, Dallas, TX, 75254	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28613	PRV	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22083	PRV	Danielle N Pierce	1956-11-16	—	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24636	PRV	Sophia Lee	2003-03-11	—	5425709844	528 Ocean Ave, Gilbert, AZ, 85227	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26883	PRV	Jack Parker	1957-11-06	UHC-19681-90	—	7658 Pine Dr Apt 4, Las Vegas, NV, 89117	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21481	PRV	Sophia M Wilson	1958-10-14	UHC-22018-02	9446933110	3631 Market St # 845, Nashville, TN, 37219	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+1 more
PRV-25558	PRV	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX, 77084	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22833	PRV	Brenda Turner	1983-08-03	UHC-44384-04	—	1252 Mountain View Dr, Columbus, OH, 43294	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
PRV-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-24424	PRV	Elizabeth Ray	1992-08-26	UHC-71909-01	5403587821	3693 Main St, Scottsdale, AZ, 85288	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27859	PRV	Larry A Evans	1973-09-28	—	8694780953	6969 Harbor Blvd, Mesa, AZ, 85265	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-21464	PRV	Steven Rojas	2006-10-03	UHC-06323-48	8596008897	6813 Baseline Rd, Gilbert, AZ, 85289	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
PRV-26910	PRV	Christian Kelley	2008-11-28	UHC-69731-27	—	2826 Union St, Columbus, OH, 43245	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20345	PRV	Gabriel Brooks	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25945	PRV	Dorothy Weaver	1941-10-26	—	3279370475	916 Jefferson Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20982	PRV	Roy Miller	2006-01-17	—	—	7067 Church St Apt 40, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone missing area code Unit split from street Whitespace trimmed+1 more
PRV-27643	PRV	Brittany Wang	1994-11-14	UHC-81918-66	—	3355 River Rd, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27851	PRV	Lawrence Wallace	1975-10-13	—	8466865142	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28317	PRV	Frances Berry	1968-02-08	UHC-64195-37	—	384 Highland Ave, Minneapolis, MN, 55406	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26585	PRV	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27173	PRV	Helen Hudson	1992-12-26	—	4452204883	3802 Elm St, Jacksonville, FL, 32233	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29570	PRV	Linda Bishop	1942-05-16	UHC-76949-11	4547007895	1478 Maple Ave # 884, Jacksonville, FL	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
PRV-23142	PRV	Jacqueline F Flores	1939-12-16	UHC-03070-53	4285278069	4401 Union St, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24823	PRV	Ronald Q Brown	1964-02-24	—	—	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
PRV-24202	PRV	Tyler M Woods	1982-04-20	UHC-14817-37	—	7877 Ridge Rd, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
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-28141	PRV	Abigail Daniels	1969-05-18	—	3617580033	6875 Indian School Rd # 625, Los Angeles, CA, 90059	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-24560	PRV	Madison T Padilla	1968-11-07	—	4164693978	6184 Ridge Rd, Miami, FL, 33178	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-22146	PRV	Bobby Turner	1938-02-19	UHC-59366-90	—	7255 Church St, Houston, TX, 77053	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-27136	PRV	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-25842	PRV	Olivai Arnold	1940-05-23	—	—	824 Forest Ave, Plano, TX, 75049	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
PRV-21451	PRV	Peter Wallace	1974-02-10	UHC-28274-41	—	—	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted 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-27443	PRV	Lawrence Moris	2001-02-01	—	—	3862 Meadow Ln, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+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-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-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-22525	PRV	Jose P Dean	1950-05-02	UHC-46188-06	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared

3,124 rows, page 22 of 63Previous Next