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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24932	PRV	Charlotte White	—	UHC-56376-07	—	4157 Mountain View Dr, Miami, FL, 33198	0.60	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
PRV-27081	PRV	Grace W Cooper	1975-11-17	—	3647852882	5629 Palm Dr, Glendale, AZ, 85321	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-22989	PRV	Charles Garza	1956-06-28	—	4629683657	4858 Indian School Rd, San Diego, CA, 92125	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24324	PRV	Nathan Watkins	1982-09-26	UHC-78419-09	8563790874	7109 Central Ave, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27637	PRV	Christopher C Thomas	2003-09-08	—	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21733	PRV	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27304	PRV	Joshua Morales	1994-08-01	—	7135402824	9767 Sunset Blvd # 107, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-28595	PRV	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr # 847, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27457	PRV	Julia Ryan	1988-04-08	—	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28985	PRV	Ketherine G Black	1997-07-25	UHC-68969-40	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23937	PRV	Jacqueline Padilla	1985-07-25	UHC-58059-62	6917465292	8450 Cedar Ln Apt 34, Fresno, CA, 93782	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
PRV-27799	PRV	Gerald K Robertson	1945-09-20	—	3807900615	2789 Palm Dr, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-22261	PRV	Samantha L Nelson	1986-06-05	—	3894137288	5634 Bayshore Dr, Sacramento, CA, 95855	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29571	PRV	Jacob Thompsun	—	UHC-30058-05	5192541939	5028 Sunset Blvd, Scottsdale, AZ, 85244	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-24408	PRV	Aaron Stone	1966-01-28	—	7802243948	14 Park Pl Apt 6, Gilbert, AZ, 85205	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23640	PRV	Karen V Pierce	1989-09-28	UHC-84649-94	3976905635	6535 Grand Ave Apt 10, San Antonio, TX, 78223	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21864	PRV	Judith H Collins	1940-07-01	—	8037802188	7317 Sage Ct # 494, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28244	PRV	Eugene K Gylbert	1987-07-03	UHC-27936-75	7022805732	3071 Maple Ave, Minneapolis, MN, 55412	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28377	PRV	Lisa Lane	1949-06-28	—	2746520307	9503 Meadow Ln, Las Vegas, NV, 89147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27680	PRV	Logan T Snyder	1966-08-02	UHC-28743-44	7504947853	6657 Jefferson Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29300	PRV	Camila Fuller	1989-01-15	—	6003770152	5726 Church St, Sacramento, CA, 95831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28356	PRV	Joan K Allen	1967-12-22	UHC-42345-40	8603679884	7075 Harbor Blvd, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29057	PRV	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27504	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27503	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20038	PRV	Betty Weaver	—	—	5137176082	662 Palm Dr, Glendale, AZ, 85395	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-25259	PRV	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23718	PRV	Michael V Harrison	1963-07-09	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27572	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24153	PRV	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27877	PRV	Ahmed Russell	1951-03-24	—	2914949633	9679 Hillcrest Rd, Los Angeles, CA, 90087	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25436	PRV	Sara Obrien	2005-07-18	UHC-73544-87	5999066106	8510 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23492	PRV	Joshua Ross	1989-12-07	—	2955334474	3415 Pine Dr, Miami, FL, 33128	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-22271	PRV	Janet Fox	1996-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25215	PRV	Jason X Garrett	1978-04-08	—	6574036234	5500 Canyon Rd, Fresno, CA, 93799	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-24931	PRV	Margaret Cole	1973-09-02	UHC-65282-20	4333174026	6556 Lake View Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27289	PRV	Martha Hart	1992-08-09	—	6112168218	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22046	PRV	Matthew K Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd Apt 31, Charlotte, NC, 28279	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24542	PRV	Evelyn Z Freeman	1958-03-22	—	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28394	PRV	Richard Ryan	2005-07-22	UHC-99882-77	9899269507	1288 Washington St Apt 35, Fresno, CA, 93743	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27226	PRV	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

3,816 rows, page 12 of 77Previous Next