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-432622	CLM	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411097	CLM	Roger T Robertson	1977-02-25	—	7985157830	7470 Baseline Rd, Chandler, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400956	CLM	Camila Santos	1951-11-20	UHC-31286-37	6823136559	4386 Lake View Rd Apt 25, Seattle, WA, 98115	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-418287	CLM	Natalie Stewart	1967-01-15	—	8013968414	4853 Jefferson Ave Apt 4, Mesa, AZ, 85231	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-418767	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.62	Name re-cased Phone reformatted Address re-cased State name converted to code+3 more
CLM-414293	CLM	Camila I Ortiz	2008-06-21	—	3833706828	8674 Cedar Ln, Houston, TX, 77047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428484	CLM	Carol C King	1986-01-28	—	2513178594	854 Lake View Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429274	CLM	Howard Joyce	1969-01-06	—	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414863	CLM	Gloria D Ramirez	2008-09-21	—	6735669244	6554 Highland Ave, Seattle, WA, 98133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431310	CLM	Dana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404549	CLM	Teresa Washington	1954-06-04	—	2638790736	7191 Church St, San Antonio, TX, 78279	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414269	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave Apt 5, Nashville, TN, 37272	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402327	CLM	Pamela Vzaquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404103	CLM	Chris Park	1989-05-03	UHC-85719-74	8203435933	2104 Market St, Scottsdale, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420385	CLM	Beverly Payne	2004-06-27	—	2772214739	5544 Mountain View Dr, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402200	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410107	CLM	Sara F Padilla	1982-02-02	—	5183584426	7342 Spring St, Glendale, AZ, 85369	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411630	CLM	Larry Morrison	1999-12-14	UHC-07583-42	4582223819	8003 Canyon Rd, Sacramento, CA, 95871	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409131	CLM	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-421168	CLM	Priya T Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417217	CLM	Kate T Murphy	2001-09-02	—	3446262127	5536 Main St, Miami, FL, 33178	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404891	CLM	Jacqueline Maldunado	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416454	CLM	Priya Brown	1939-10-04	UHC-98213-17	9616654710	247 Baseline Rd, San Antonio, TX, 78244	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419309	CLM	Rebecca Munoz	2001-02-01	—	7662838843	7527 Maple Ave Apt 20, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406265	CLM	Brandon Marquez	1988-10-02	—	6857736445	573 Canyon Rd, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425490	CLM	Amber Baker	1975-02-20	UHC-69086-47	9582958441	8203 Bayshore Dr Apt 23, Austin, TX, 78727	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420795	CLM	Aaron Y Pierce	1942-09-19	—	3482852030	7423 Park Pl, Houston, TX, 77063	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410950	CLM	Joseph A Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407973	CLM	Danielle Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413568	CLM	Brandon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427693	CLM	Amy Fernandez	1948-03-16	—	2897204760	3078 Lake View Rd # 495, Los Angeles, CA, 90029	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401507	CLM	Mariana O Fox	1973-08-19	UHC-10297-93	6068040409	7850 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-404485	CLM	Natalie N King	1946-01-09	UHC-53620-37	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-431058	CLM	Jonathan Hunt	1991-05-28	UHC-20299-86	2338932043	8273 Palm Dr, Tampa, FL, 33613	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422204	CLM	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-425694	CLM	Aaron Reyes	1946-09-11	UHC-03623-38	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424908	CLM	Scott Romero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-413163	CLM	Janice Austin	1986-05-20	—	8939218217	3077 Bayshore Dr, Columbus, OH, 43220	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419407	CLM	Mary Torres	1951-03-26	—	2367824297	5562 Highland Ave, Columbus, OH, 43298	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413738	CLM	Bryan Ferguson	1978-11-06	UHC-51134-40	2685940852	323 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-422183	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419013	CLM	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432346	CLM	Michael A Weber	1950-11-17	UHC-80019-73	2665201176	3529 Washington St, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-407812	CLM	Keith Alvarez	2001-08-18	—	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425004	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-425667	CLM	Lisa Williamson	1956-04-04	—	8855537555	6819 Park Pl, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409783	CLM	Grace Ray	1945-11-08	—	9644989844	3885 Market St, Nashville, TN, 37295	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415921	CLM	Donna Weber	1951-08-05	—	9283791570	3086 Sunset Blvd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431892	CLM	Mariana Little	1943-09-05	UHC-08311-83	5145791028	4453 Market St, Chandler, AZ, 85286	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

11,960 rows, page 44 of 240Previous Next