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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26392	PRV	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd Apt 16, Minneapolis, MN, 55495	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20522	PRV	Jeremy T Harper	1981-01-17	—	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20590	PRV	Mei Estrada	—	—	9867750981	8211 Church St, Tempe, AZ, 85267	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
PRV-26729	PRV	Andrea Gomeez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28396	PRV	Jack Warren	1966-02-10	—	8407697979	2998 Mountain View Dr, Dallas, TX, 75297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
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-22624	PRV	Martha Soto	1957-12-05	—	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26545	PRV	Sandra Z Alexander	1950-04-13	—	7763019396	8420 Forest Ave, Fresno, CA, 93709	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24798	PRV	Thomas XJunk	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-28632	PRV	Kelly Perkins	2001-10-04	—	3754442854	6401 Washington St, Plano, TX, 75011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23532	PRV	Jason Holems	1944-04-09	—	3938287444	7300 Elm St # 132, Columbus, OH, 43290	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-27944	PRV	Isabella Sinngh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 276, Columbus, OH, 43296	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-26313	PRV	Linda Howard	1950-05-15	UHC-68897-62	3143961765	6346 Market St # 936, Tampa, FL, 33614	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-29568	PRV	Rebekca Salazar	1944-09-24	—	7017061648	5115 Grand Ave, Glendale, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27422	PRV	Gary West	1950-10-18	—	4963977857	9832 Grand Ave, Fresno, CA, 93796	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24818	PRV	Teresa Medina	1959-09-08	—	8212934749	6674 Central Ave # 648, Denver, CO, 80272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-28446	PRV	Greg V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
PRV-21250	PRV	Jeffrey S Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24382	PRV	Henry Stevens	1970-10-26	UHC-50709-36	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23912	PRV	Matthew N Fowler	1946-10-15	—	6606137410	5316 Washington St, Chandler, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29472	PRV	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24295	PRV	Santiago J Wong	1981-08-16	UHC-46520-40	—	7006 Mesa Dr, Jacksonville, FL, 32243	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23284	PRV	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20075	PRV	Madison H Boyd	1997-10-09	—	4957631430	5761 Central Ave Apt 32, Nashville, TN, 37230	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27044	PRV	Banks W Angela	1989-12-03	UHC-53594-04	7295688487	6844 Oak St, Fresno, CA, 93778	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20286	PRV	Carl W Sandoval	1998-04-01	—	8959073972	1075 Elm St, Plano, TX, 75032	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27483	PRV	Donald Q Kelly	2007-12-04	UHC-24828-97	—	7800 Meadow Ln, San Antonio, TX, 78266	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-26822	PRV	Arthur Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27802	PRV	Weaver F Margaret	—	—	3792112495	3370 Mountain View Dr, Phoenix, AZ, 85092	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-24840	PRV	Deborah Maldonado	1958-04-28	—	8394392191	904 Canyon Rd, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27455	PRV	Arthur P Carter	1953-09-20	—	5048582651	7582 Washington St, Chandler, AZ, 85272	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25681	PRV	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.60	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
PRV-26234	PRV	Francas Diaz	1972-11-19	UHC-60722-75	6888686172	5477 Hillcrest Rd, Houston, TX	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-26236	PRV	Carolyn Walker	1997-04-28	—	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20296	PRV	Peter U Carter	1999-02-24	UHC-21483-29	5982547530	8215 Market St, Fresno, CA, 93755	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20049	PRV	Janet Reynolds	2006-01-25	—	4838155220	2291 Central Ave, Dallas, TX, 75275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28131	PRV	Melissa Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct # 627, Atlanta, GA, 30381	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-23457	PRV	Jesse S Kim	1974-05-20	UHC-24310-96	4098056816	2579 Harbor Blvd, Denver, CO, 80213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28207	PRV	Rachel Alexander	2008-03-24	—	7002753367	7317 Apache Blvd # 596, Nashville, TN, 37288	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21973	PRV	Madison Hamilton	1990-02-09	—	2217902733	2720 Forest Ave, Scottsdale, AZ, 85288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

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