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

Claims, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417098	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way Apt 12, Charlotte, NC, 28240	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408044	CLM	Raymond Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St Apt 19, Plano, TX, 75061	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-407244	CLM	Debbie Jackson	1951-07-21	—	6517170507	8786 Jefferson Ave # 194, Las Vegas, NV, 89108	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426674	CLM	Carlos Stewart	1988-03-11	—	—	1899 Desert Sky Blvd Apt 17, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-427934	CLM	Valentina Payne	1974-01-26	—	—	4929 Church St Apt 5, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-417793	CLM	Arjun Jimmenez	1994-06-09	—	2808052611	7369 River Rd Apt 20, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-409007	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd Apt 14, Tucson, AZ, 85756	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-400274	CLM	Alexander Medina	1962-10-09	UHC-92974-96	7598484612	3388 Forest Ave Apt 34, Atlanta, GA, 30372	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-426863	CLM	Eugene Crawford	1954-05-05	UHC-66706-90	9867989533	6267 Broadway # 435, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-423172	CLM	Kenneth James	1941-08-01	—	9755603423	2485 Baseline Rd Apt 31, Gilbert, AZ, 85229	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-430691	CLM	Jose Harvey	1970-03-26	—	4945313776	579 Apache Blvd # 340, Tempe, AZ, 85249	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-423601	CLM	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr Apt 24, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-410008	CLM	Keith S Garcia	1994-09-05	UHC-31785-44	6957497893	2681 Bayshore Dr Apt 11, Plano, TX, 75032	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424552	CLM	Bilyl Larson	1991-03-08	—	4819780523	2175 Mesa Dr # 178, Austin, TX, 78780	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-430041	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct Apt 12, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-417352	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	3589 Desert Sky Blvd Apt 26, Los Angeles, CA, 90058	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-411698	CLM	Jen Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd # 552, Nashville, TN, 37207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-429675	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 457, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-420958	CLM	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave # 675, Los Angeles, CA, 90081	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-411707	CLM	Adnrea Guerrero	1953-09-12	—	4084500877	345 Hillcrest Rd Apt 22, Jacksonville, FL, 32217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-430166	CLM	Joseph Daniels	1941-05-21	—	2814425825	2421 Meadow Ln Apt 8, Sacramento, CA, 95890	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-425995	CLM	Diego K Daniels	1994-11-01	—	7765732386	1463 Maple Ave # 609, Seattle, WA, 98121	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-430546	CLM	Maria Ryan	1955-01-17	UHC-03334-11	—	7797 Cedar Ln # 742, Sacramento, CA, 95853	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-427994	CLM	Jose Williams	1949-06-05	—	8537316600	4096 Oak St Apt 21, Las Vegas, NV, 89125	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421349	CLM	Aisha P Morgan	1988-12-27	UHC-38996-14	8469496565	7101 Lincoln Way Apt 21, Tempe, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-420403	CLM	Carol Ortega	1996-01-15	—	—	5241 Central Ave # 820, Tampa, FL, 33612	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-432254	CLM	James Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl # 660, Sacramento, CA, 95829	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-431896	CLM	Melissa Medina	1972-12-23	—	—	670 Sage Ct # 324, Glendale, AZ, 85359	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-413537	CLM	Betty Bennett	1972-12-08	UHC-09862-50	2777843314	1451 Main St # 491, Tampa, FL, 33605	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-410553	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave Apt 15, Eden Prairie, MN, 55386	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-428164	CLM	Dyllan King	1938-09-20	UHC-53344-87	—	2534 Market St Apt 24, Columbus, OH, 43275	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-421477	CLM	Betty Cooper	2000-08-23	UHC-83087-08	8498672884	2201 Broadway # 600, Miami, FL, 33145	0.78	Phone reformatted Unit split from street Address re-cased Whitespace trimmed+1 more
CLM-425418	CLM	Samantha R Palmar	2008-02-16	UHC-09047-81	—	523 Lake View Rd Apt 16, Los Angeles, CA, 90049	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-408724	CLM	Wei Walsh	1983-12-11	UHC-26657-53	—	4054 Willow Ct Apt 21, Chandler, AZ, 85210	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-416485	CLM	Martha C Black	1995-03-02	—	—	2104 Lake View Rd # 376, Mesa, AZ, 85247	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-406393	CLM	Margaret Marshall	1960-09-25	UHC-55401-63	7563809209	420 Forest Ave # 776, Minneapolis, MN, 55420	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424809	CLM	Ann X Murphy	1939-06-17	UHC-58244-17	7748950284	5847 Park Pl # 513, Eden Prairie, MN, 55381	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-418936	CLM	Eugene Fuller	1947-08-22	—	4076674723	738 Market St # 787, Minneapolis, MN, 55473	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-422354	CLM	Marcus Yang	1959-05-24	UHC-58969-79	9326152816	4981 Lake View Rd # 543, Columbus, OH, 43250	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-400780	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd # 886, Sacramento, CA, 95812	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-411680	CLM	Patrick Flores	1988-01-24	—	—	253 Lake View Rd Apt 36, Seattle, WA, 98106	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-405798	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd # 925, Houston, TX, 77066	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424098	CLM	Russell L Barens	2003-02-11	—	4717832575	3123 Forest Ave # 817, Seattle, WA, 98160	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-414889	CLM	David R Ryan	1956-10-15	UHC-48337-47	9323401080	5705 Pine Dr Apt 26, Tempe, AZ, 85247	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-420534	CLM	Frances Harris	2008-05-17	UHC-24775-06	—	1203 Church St Apt 36, Tampa, FL, 33691	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-418557	CLM	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 33, Scottsdale, AZ, 85207	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-429878	CLM	Keith Rogers	1974-06-19	—	—	4103 Elm St # 699, Tempe, AZ, 85264	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-425250	CLM	Ethan S Sims	1969-05-08	—	—	6288 Elm St # 903, Plano, TX, 75005	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more

2,038 rows, page 35 of 41Previous Next