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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25675	PRV	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 33, Orlando, FL, 32876	0.18	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+7 more
PRV-22483	PRV	Duris R George	1947-01-18	—	2524012565	9649 Canyon Rd Apt 38, Plano, TX, 75096	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
PRV-25507	PRV	Steven Howell	2008-02-19	—	4822045345	1820 Maple Ave, Sacramento, CA, 95878	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
PRV-26412	PRV	Alan G Bradley	1971-09-10	UHC-99205-78	—	5458 Oak St, Tampa, FL, 33633	0.34	Name re-cased Two-digit birth year Member ID reformatted SSN last four extracted+5 more
PRV-24085	PRV	Philip Sims	—	UHC-24004-33	6634090106	2558 Baseline Rd, Atlanta, GA, 30348	0.36	Name split from “Last, First”Date of birth missing Phone reformatted SSN last four extracted+4 more
PRV-21868	PRV	Logan H Welch	1964-09-19	—	9483956037	5903 Grand Ave, Minneapolis, MN, 55407	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
PRV-22958	PRV	Rob Phillips	1943-11-04	—	7325472007	4709 Indian School Rd, Scottsdale, AZ, 85255	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21850	PRV	Susan Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29215	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	6939 Broadway, Minneapolis, MN, 55480	0.38	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-20320	PRV	Maria E Harrison	1998-01-02	UHC-00391-32	7474766332	2840 Oak St, Columbus, OH, 43297	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-27404	PRV	Wei Knight	2003-01-13	—	6565121326	5983 Harbor Blvd # 742, Minneapolis, MN, 55440	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
PRV-22070	PRV	Larry Myers	2001-02-11	—	9599045305	6114 Church St, Atlanta, GA, 30327	0.46	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
PRV-25543	PRV	Alexis Jimenez	1971-09-20	—	4924128214	1687 Desert Sky Blvd, Miami, FL, 33106	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-20212	PRV	Charlotte Bryannt	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-22998	PRV	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd Apt 30, San Antonio, TX, 78240	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-29130	PRV	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave, San Antonio, TX, 78248	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-28265	PRV	Rebecca Campbell	1938-06-11	—	5877750928	7151 Church St, Austin, TX, 78776	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-23343	PRV	Keith Wells	1992-08-05	—	2406608858	8900 Pine Dr, Dallas, TX, 75220	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-20248	PRV	Grace D Rodriguez	1994-03-14	—	—	4481 Sage Ct, San Antonio, TX, 78217	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-23219	PRV	Carol Thomas	1955-07-27	—	—	621 Apache Blvd # 471, San Diego, CA, 92113	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-21681	PRV	Ahmed Munoz	1980-06-16	—	3827764197	3355 River Rd, Plano, TX, 75054	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28856	PRV	Donna P Torres	1957-03-17	UHC-62265-92	6878102635	2673 Park Pl, Tempe, AZ	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-25291	PRV	Kimberly R Ortega	2000-05-19	UHC-66789-55	—	7148 Sage Ct Apt 17, Jacksonville, FL, 32297	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-24661	PRV	Tyler Banks	2001-05-24	—	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25351	PRV	Linda Lucas	1951-03-06	—	4002711136	592 Jefferson Ave, Tucson, AZ, 85761	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-20207	PRV	Brandon Carlson	1988-11-07	UHC-05200-44	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-20016	PRV	Smaantha Young	1990-04-28	UHC-43942-38	—	5157 Harbor Blvd, San Antonio, TX, 78231	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
PRV-26580	PRV	Maria Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-29504	PRV	Sophia Reid	1987-11-27	—	9283138042	4481 Bayshore Dr Apt 28, Las Vegas, NV, 89121	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
PRV-26789	PRV	Carol Pierce	1957-02-09	UHC-80359-24	8215122517	7677 Baseline Rd, Fresno, CA, 93773	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20117	PRV	Christine Bennett	1991-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-29099	PRV	Joe Vargas	1973-02-28	UHC-09497-55	7745175459	4634 Lake View Rd, Dallas, TX	0.52	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
PRV-28752	PRV	Janet Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St Apt 6, Orlando, FL, 32810	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
PRV-20601	PRV	Stephanie X Allen	1995-11-20	—	—	8645 Apache Blvd, Tempe, AZ	0.52	Name split from “Last, First”SSN last four extracted State code upper-cased ZIP missing+2 more
PRV-25742	PRV	Danielle L Lewis	1943-03-16	—	7279893239	8665 Mountain View Dr # 811, Phoenix, AZ, 85035	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
PRV-25229	PRV	Matthew P Riec	1999-03-22	—	8689471631	6058 Apache Blvd, Houston, TX, 77066	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24883	PRV	Arthur D Rios	1956-06-28	UHC-53771-89	—	583 Market St, Mesa, AZ, 85240	0.52	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
PRV-24471	PRV	Frank F Nelson	1997-09-14	—	—	9185 Elm St, Chandler, AZ, 85222	0.52	Phone missing area code SSN last four extracted City re-cased State name converted to code+2 more
PRV-22006	PRV	Cheryl Rivera	1963-09-14	—	—	7489 Apache Blvd, Phoenix, AZ, 85039	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
PRV-26657	PRV	Theresa Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL	0.56	SSN last four extracted ZIP missing Gender normalised Placeholder values cleared
PRV-23662	PRV	Ethan Walsh	1941-03-07	—	5622377660	5428 Mountain View Dr, Tampa, FL, 33633	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
PRV-24316	PRV	Benjamin U Hansen	1939-12-09	—	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-21434	PRV	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20786	PRV	Lucia Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-22365	PRV	Angela E Saazar	2001-02-03	UHC-20499-93	6846723646	9038 Lincoln Way, Atlanta, GA, 30362	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more

116 rows, page 1 of 3Previous Next