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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403220	CLM	Diana McDonald	1981-10-18	UHC-42901-26	—	9636 Mountain View Dr Apt 29, Charlotte, NC, 28273	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429448	CLM	Christina Garcai	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX	0.66	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
CLM-425704	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd, Tampa, FL, 33616	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-406691	CLM	Sofia Greene	1976-05-20	UHC-16642-19	6736953071	6125 Apache Blvd, Denver, CO	0.66	Member ID reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-404860	CLM	Virginia Munoz	1964-08-23	UHC-21025-48	—	4537 Oak St, Los Angeles, CA, 90018	0.66	Member ID reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405434	CLM	Benjamin Olson	2003-05-25	UHC-22547-34	—	7725 Palm Dr, Las Vegas, NV, 89195	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-406200	CLM	Kathryn Sanchez	1955-09-08	UHC-35361-14	2194929641	5727 Indian School Rd, Nashville, TN, 37234	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425676	CLM	Bryan Ray	1958-11-20	UHC-15231-85	8976852507	—	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-419961	CLM	Teresa Stephens	1973-08-20	UHC-87322-48	—	604 Maple Ave, Chandler, AZ, 85202	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415398	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr Apt 3, Dallas, TX, 75254	0.66	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-403282	CLM	Judith Gilbert	1955-10-23	UHC-52805-66	7376544676	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-426099	CLM	Grace Contreras	1974-01-01	UHC-41914-44	—	3704 Elm St, Orlando, FL, 32887	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403131	CLM	AishaJunk	1945-08-08	UHC-81067-89	—	593 Harbor Blvd, Nashville, TN, 37245	0.66	Date of birth reformatted Member ID reformatted State name converted to code Placeholder values cleared+1 more
CLM-429744	CLM	Tyler Munoz	1972-05-15	UHC-99999-10	—	3918 Indian School Rd, Los Angeles, CA, 90031	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
CLM-409225	CLM	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411297	CLM	Santiago Gray	1979-02-26	UHC-93351-32	—	4158 Spring St, Dallas, TX, 75241	0.66	Two-digit birth year Member ID reformatted City re-cased Gender normalised+1 more
CLM-401475	CLM	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ, 85250	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-405243	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	—	—	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-419885	CLM	Sara Schultz	1949-10-05	UHC-16036-07	—	7856 Union St # 583, Atlanta, GA, 30347	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413962	CLM	Gerald Hudson	—	UHC-90982-29	—	522 Church St, Houston, TX, 77012	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-403509	CLM	Kevin Espinnoza	1957-12-15	UHC-95455-88	—	5811 Union St, Denver, CO, 80216	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428330	CLM	Gary Schultz	1974-05-01	UHC-32024-80	—	2035 Jefferson Ave, Tucson, AZ, 85747	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-412859	CLM	Michael Harrison	1963-07-09	UHC-04868-24	—	7551 Lake View Rd, Los Angeles, CA, 90095	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415556	CLM	Roy J Cole	1939-01-05	UHC-32635-41	4494561521	3108 Central Ave, Sacramento, CA, 95897	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
CLM-408055	CLM	Ruth Harper	1949-07-03	UHC-27779-17	—	2411 Mesa Dr, Miami, FL, 33165	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
CLM-420840	CLM	Wayne B Medina	2006-04-08	UHC-58594-37	4859006756	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-403940	CLM	Diego Pena	1993-08-12	UHC-86712-48	—	43 Washington St, Atlanta, GA, 30375	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-428401	CLM	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-420469	CLM	Philip Holmes	1963-12-14	UHC-83762-30	—	9662 Indian School Rd, Gilbert, AZ, 85255	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422074	CLM	Priya Allen	1991-02-12	UHC-44110-15	—	4591 Maple Ave, Tampa, FL, 33688	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413586	CLM	Christian Gonzalez	1979-07-21	UHC-05076-98	—	8471 Sage Ct, Tucson, AZ, 85735	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422662	CLM	Carlos Nelson	—	UHC-50499-80	—	—	0.68	Date of birth unreadable Phone missing area code Member ID reformatted Placeholder values cleared
CLM-412031	CLM	Keith Lopez	1954-12-07	UHC-85819-38	4926077912	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-427784	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-425741	CLM	Luis Dominguez	1955-05-24	UHC-85052-29	—	42 Washington St, Los Angeles, CA, 90034	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
CLM-414705	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave Apt 29, Orlando, FL, 32883	0.68	Member ID reformatted Unit split from street State name converted to code Placeholder values cleared

2,293 rows, page 16 of 46Previous Next