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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426953	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400647	CLM	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St Apt 32, Denver, CO, 80237	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415574	CLM	Charles Russell	1956-03-23	UHC-91688-49	2956729951	5776 Indian School Rd, Gilbert, AZ, 85293	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407582	CLM	Robert Obrien	1956-09-11	—	4168632056	2522 Bayshore Dr Apt 32, Phoenix, AZ, 85027	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431964	CLM	Frances E Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418256	CLM	Mark Y Green	—	UHC-96867-75	—	9414 Pine Dr, Sacramento, CA, 95881	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406844	CLM	Virginia Clark	1948-02-25	UHC-21787-94	—	670 Sage Ct, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418182	CLM	Maria Q Medina	1938-06-17	—	—	6083 Baseline Rd, San Antonio, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-430377	CLM	Parker Brenda	1959-12-24	UHC-50412-36	—	6506 Elm St Apt 21, Austin, TX, 78775	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404814	CLM	Bobby Z Rivera	1978-07-28	—	—	6527 Washington St, Scottsdale, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407216	CLM	Theresa Espinoza	1979-02-20	UHC-67186-14	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423224	CLM	Sharon Dean	2005-09-11	—	—	1782 Valley View Dr, Charlotte, NC, 28202	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408701	CLM	Jacqueline Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420779	CLM	Benjamin Gibson	1990-11-28	—	—	559 Canyon Rd Apt 35, Columbus, OH, 43281	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432375	CLM	Debra Aguilar	1995-07-07	UHC-12963-51	—	6008 Sage Ct Apt 24, Gilbert, AZ, 85294	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401774	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418634	CLM	Abigail C Harrison	1961-11-20	—	—	8701 River Rd, Houston, TX, 77026	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413883	CLM	Nicholas W Dixon	1948-06-27	UHC-09024-50	9339303634	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405737	CLM	Christopher A Austin	1944-12-09	—	5496283430	8029 Highland Ave Apt 12, Austin, TX, 78715	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-415220	CLM	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406689	CLM	Charles Larson	2003-10-06	UHC-12794-92	6864622790	1567 River Rd, Austin, TX, 78791	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415346	CLM	Margaret Obrien	—	—	—	4073 Market St, Atlanta, GA, 30311	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413882	CLM	Nicholas Dixon	1947-06-27	UHC-09024-50	—	8495 Canyon Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421490	CLM	Eugene Diaz	2001-07-02	UHC-33392-38	—	6968 Main St, Atlanta, GA, 30367	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418719	CLM	John Henderson	1977-06-20	UHC-90386-33	4096066200	5437 Meadow Ln, Mesa, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416851	CLM	James White	—	—	8569966147	2410 Canyon Rd, Chandler, AZ, 85224	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-410103	CLM	Joseph Herrera	1959-04-21	—	—	5215 Indian School Rd, Las Vegas, NV, 89149	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-402651	CLM	Carl Rivera	1970-04-01	—	2407486163	2998 Canyon Rd, Charlotte, NC, 28212	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426179	CLM	Jose Hunetr	2001-02-17	—	—	9111 Maple Ave, Seattle, WA, 98100	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402318	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402317	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-418474	CLM	Jacqueline Mason	1993-07-08	UHC-70522-46	—	5140 Cedar Ln, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409777	CLM	Abigail Jenkins	—	—	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432000	CLM	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403706	CLM	Andrea W Riley	1963-04-24	UHC-09555-54	—	5837 Willow Ct, Los Angeles, CA, 90042	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429963	CLM	Betty Q Sandoval	1944-09-25	—	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-415392	CLM	Mariana Valdeez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424394	CLM	Mariana Stewart	1984-05-09	UHC-55215-31	—	4958 Indian School Rd, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409585	CLM	Keith Schultz	1939-09-09	UHC-01231-40	5294372974	9249 Sage Ct, Denver, CO, 80219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418032	CLM	Jluie M Salazar	1945-11-07	UHC-75947-68	4568253507	7977 Forest Ave, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429362	CLM	Kenneth S Ray	1965-07-14	UHC-87282-25	6774813526	9330 Cedar Ln, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428971	CLM	Cynthia Weber	1989-03-13	UHC-51670-82	—	4461 Pine Dr Apt 35, Tampa, FL, 33645	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-427685	CLM	Jesse Peterson	1963-11-24	—	—	3424 Maple Ave, Los Angeles, CA, 90098	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-411255	CLM	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ, 85257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431432	CLM	Billy G Romero	—	UHC-55739-85	—	4647 Sunset Blvd, Gilbert, AZ, 85247	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-404751	CLM	Nicole Bowman	1978-12-16	—	—	3795 Lincoln Way, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426421	CLM	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd, Houston, TX, 77089	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430180	CLM	Caroyln I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN, 55479	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

16,411 rows, page 123 of 329Previous Next