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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407522	CLM	Keith F Nguyen	1947-11-24	—	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432239	CLM	Alice O Webb	1970-08-21	UHC-97323-98	5646924706	4530 Washington St, Tucson, AZ, 85707	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418816	CLM	Richard Boyd	1944-02-02	UHC-89046-92	9896695363	2919 Jefferson Ave, Scottsdale, AZ, 85258	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400112	CLM	Joseph Richardson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427295	CLM	Cheryl Pena	1992-06-08	—	7818009455	5459 Valley View Dr, Minneapolis, MN, 55480	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405838	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406600	CLM	Douglas F Garza	1946-09-15	—	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431401	CLM	Gary Matthews	1945-11-13	—	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423459	CLM	Kevin Franklin	1971-02-24	—	3168431466	4629 Willow Ct, Nashville, TN, 37284	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-420878	CLM	Marcus Bryyant	1941-05-11	UHC-86247-06	2606215864	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-401348	CLM	Justin Rodriguez	1954-06-15	—	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411592	CLM	Lawrence E Mejia	1964-12-23	UHC-44229-83	9603319548	8170 Church St, Tucson, AZ, 85727	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430162	CLM	Matthesw Alexis	1973-07-24	—	4255427194	676 Main St, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411761	CLM	Aaron Freeman	1971-12-14	—	6839598882	3900 Main St, Glendale, AZ, 85369	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410130	CLM	Stephanie Reed	1993-01-10	—	2635950946	7427 Church St, Nashville, TN, 37269	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419910	CLM	Judy V Willis	1997-06-11	—	8972562951	1681 Highland Ave, Nashville, TN, 37215	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-404155	CLM	Olivia Fox	1976-01-11	—	7778314682	1864 Market St, Austin, TX, 78750	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414571	CLM	Luis Munoz	1997-01-25	UHC-45111-01	5657238308	—	0.78	Name re-cased Two-digit birth year Phone reformatted 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-409837	CLM	Joe Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423552	CLM	Doris Castillo	1982-09-17	—	9102745382	9025 Highland Ave, Columbus, OH, 43264	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411913	CLM	Brittany Black	2007-02-26	UHC-23779-92	6009825814	6856 Grand Ave, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-403756	CLM	Amy K Alvarado	1976-08-13	—	6224939984	4689 Spring St, Las Vegas, NV, 89132	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405083	CLM	Judith Lopez	2002-05-16	—	3307270584	9047 Broadway, Glendale, AZ, 85316	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-426530	CLM	Kimberly Banks	1973-08-14	—	2288029057	1608 Pine Dr, Miami, FL, 33145	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422829	CLM	Eliah Young	1952-11-26	—	4722087430	6380 Lake View Rd, Tampa, FL, 33681	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405349	CLM	Bryan Stevenns	1967-08-25	—	6424924703	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403365	CLM	Grrace O Bell	1995-11-19	UHC-02851-25	2544018753	6185 River Rd, San Antonio, TX, 78256	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405847	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414893	CLM	Will Daniels	1969-09-18	UHC-94662-39	5652545974	9324 Bayshore Dr, Minneapolis, MN, 55452	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419671	CLM	William Singh	1953-02-25	—	6638347777	2604 Meadow Ln, Dallas, TX, 75222	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431063	CLM	Caroyln Soto	1988-02-20	—	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412168	CLM	Elizabeth D Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct, Miami, FL, 33133	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-426352	CLM	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	615 Lake View Rd, Dallas, TX, 75279	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404517	CLM	Henry G Walker	1993-04-15	UHC-68040-52	6929110959	3933 Grand Ave, Tucson, AZ, 85779	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403757	CLM	Justin Hansen	1988-07-23	—	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413268	CLM	Aisha Garrett	1972-06-27	UHC-15941-54	3642667966	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410964	CLM	Angela O Vargas	1955-09-02	UHC-16525-11	7776972854	3465 Forest Ave, Scottsdale, AZ, 85266	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427780	CLM	Robert J Bryant	1972-12-14	UHC-33831-92	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
CLM-405518	CLM	Kenneth Gonzalez	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418866	CLM	Amy Riley	1957-03-05	UHC-09465-38	6995590922	4668 Jefferson Ave, Seattle, WA, 98123	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-402028	CLM	Richard N Wright	1972-01-03	—	8904503789	5994 Ridge Rd, Sacramento, CA, 95866	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408490	CLM	Greg Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412078	CLM	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411217	CLM	Victoria H Day	1939-06-11	—	5308052138	4407 Hillcrest Rd, Orlando, FL, 32838	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418409	CLM	Joshuua Lynch	1958-06-06	UHC-88384-01	4394353332	1095 Camelback Rd, Austin, TX, 78725	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419495	CLM	Jennifer Fisher	1993-11-23	UHC-26712-13	4397889024	3366 Palm Dr, Jacksonville, FL, 32292	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432718	CLM	William Thomas	1966-01-16	—	5535949350	6199 Cedar Ln, Seattle, WA, 98173	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416843	CLM	Aaron Castillo	1964-04-27	—	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414409	CLM	Philip Rivera	1993-06-03	UHC-89285-29	7729574457	—	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more

11,960 rows, page 116 of 240Previous Next