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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427816	CLM	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-407861	CLM	Marilyn Hunt	2000-04-25	—	4334049923	9005 Ridge Rd, Glendale, AZ, 85391	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430323	CLM	—Junk	1956-01-06	—	—	2593 Spring St, Charlotte, NC, 28232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-429868	CLM	Shirley Banks	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd Apt 40, Charlotte, NC, 28255	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-404803	CLM	Kyle Romero	1943-05-03	—	—	7259 Lincoln Way, Minneapolis, MN, 55484	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419274	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419275	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431601	CLM	Beverly Schultz	1981-07-09	—	—	627 Highland Ave, Dallas, TX, 75261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408232	CLM	Olivia Stephens	—	—	—	2367 Desert Sky Blvd, San Diego, CA, 92136	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-402063	CLM	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427303	CLM	Tyler P Cole	1999-01-20	—	—	2050 Indian School Rd, Minneapolis, MN, 55486	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422756	CLM	Arjun V Anderson	1985-07-05	UHC-56313-59	6009315274	9629 Mesa Dr, Plano, TX, 75045	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414534	CLM	Patricya Wang	1950-08-14	UHC-99901-23	—	8628 Maple Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422301	CLM	Kimberly Armstrong	1969-10-12	—	—	5404 Maple Ave # 112, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-405336	CLM	Henry Mitchell	1992-03-03	—	—	3105 Mountain View Dr, Columbus, OH, 43223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425840	CLM	Laura Peterson	1998-11-12	UHC-01699-49	—	7718 Main St, Tempe, AZ, 85243	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421085	CLM	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr Apt 27, Chandler, AZ, 85242	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-432674	CLM	Scott J Mills	1973-04-03	UHC-95658-73	—	5136 Desert Sky Blvd, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404935	CLM	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-419502	CLM	Larry Banks	1947-05-21	UHC-47014-15	—	7288 Mesa Dr Apt 29, Sacramento, CA, 95840	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409231	CLM	Olivia G Ramos	1998-07-18	—	3836580335	6004 Harbor Blvd, Los Angeles, CA, 90046	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400498	CLM	Mariana Shaw	1952-02-14	UHC-69035-21	5765550410	1064 Oak St, Denver, CO, 80287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430351	CLM	Aaron Shaw	—	—	—	3907 Elm St, Seattle, WA, 98107	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-407179	CLM	Kathleen Silva	1997-10-04	—	6834748801	3778 Church St Apt 4, Glendale, AZ, 85382	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418906	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St # 140, Plano, TX, 75029	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414777	CLM	Jacob Carr	1995-12-25	UHC-36540-95	—	473 Grand Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401532	CLM	Keith L Ford	1979-12-04	UHC-86520-46	—	3256 Meadow Ln, Atlanta, GA, 30389	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-411778	CLM	Gary Espinoza	1948-04-18	UHC-84150-57	—	7730 Lincoln Way, Gilbert, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427782	CLM	Kren T Nichols	1965-04-02	—	—	87 Bayshore Dr, Scottsdale, AZ, 85258	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432024	CLM	Randy Parker	1952-10-17	—	—	5505 Grand Ave, Houston, TX, 77013	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-402746	CLM	Yki Collins	1983-01-13	UHC-91200-07	—	1167 Camelback Rd, Jacksonville, FL, 32248	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410192	CLM	Denise Guerrero	1997-11-18	—	—	638 Central Ave, Tempe, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421472	CLM	Arjun Reynolds	1987-10-08	UHC-54196-28	—	5920 Willow Ct, Glendale, AZ, 85382	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
CLM-417467	CLM	Alice Harper	1979-06-01	—	—	6995 Meadow Ln, Plano, TX, 75017	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430036	CLM	Carolyn Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-420447	CLM	Patrick Boyd	1977-05-24	—	—	7545 Mesa Dr, Mesa, AZ	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-423444	CLM	Larry N Salazar	1959-01-11	UHC-88293-04	6173975906	3354 Park Pl, Gilbert, AZ, 85257	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-430900	CLM	Virginia N Harvey	1955-12-22	UHC-76444-88	5374730234	4131 Main St, Columbus, OH, 43284	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400392	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402181	CLM	Catherine Silva	1991-10-18	UHC-28183-55	—	1651 Oak St, Austin, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409446	CLM	Joan Moore	1972-11-12	—	—	5224 Grand Ave Apt 15, Scottsdale, AZ, 85236	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411598	CLM	Mike F Li	1994-02-04	—	—	9287 Jefferson Ave, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404559	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave Apt 6, Houston, TX, 77043	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407514	CLM	Timothy S McDonald	1984-02-20	UHC-03894-18	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-424229	CLM	Diana Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428510	CLM	Frank Lawrence	1945-09-08	—	—	6136 Harbor Blvd, Fresno, CA, 93724	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 54 of 212Previous Next