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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407985	CLM	Jacqueline Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd, Las Vegas, NV, 89128	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430911	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-401593	CLM	Kathhryn Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr, Tucson, AZ, 85714	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427333	CLM	Camila W Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411195	CLM	Dorothy Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA, 30333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432130	CLM	Kelly Boyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN, 55354	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416547	CLM	Amy Thompson	1987-11-09	—	8997949203	364 Pine Dr, Phoenix, AZ, 85006	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414144	CLM	Dennis Contreras	1998-08-27	UHC-23357-72	—	1344 Mountain View Dr, Orlando, FL, 32830	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402802	CLM	Kimberly R Rios	1997-05-23	—	—	5559 Harbor Blvd, Mesa, AZ, 85241	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431407	CLM	Elizabeth Phillips	1981-04-22	UHC-72639-34	5845791906	4578 Maple Ave, Atlanta, GA, 30321	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414090	CLM	Carol Gardner	1997-04-28	UHC-82456-87	—	2681 Washington St, Tampa, FL, 33667	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427745	CLM	Wayne B Coleman	1988-03-06	—	—	178 Union St, Austin, TX, 78770	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425186	CLM	Ann Holmes	1939-01-21	—	3022761400	8044 Main St, Chandler, AZ, 85266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406335	CLM	Samuel Q Cook	1994-08-16	UHC-53331-97	—	3831 Bayshore Dr, Los Angeles, CA, 90049	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417849	CLM	Jason Allen	1947-11-02	UHC-79438-54	3268214904	3199 Hillcrest Rd, Fresno, CA, 93714	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418566	CLM	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-411688	CLM	Randy Maldonado	1999-08-04	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425340	CLM	Thomas Gonzalez	1975-09-24	—	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422150	CLM	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422975	CLM	Dorothy Castillo	1984-07-03	UHC-23496-53	—	8795 Canyon Rd, Jacksonville, FL, 32243	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422934	CLM	Sara Armstrong	1976-09-17	—	4099241708	9391 Market St, Dallas, TX, 75298	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425109	CLM	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-400152	CLM	Debra Lawson	2001-10-17	UHC-18196-56	2304755415	4762 Cedar Ln, Gilbert, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420212	CLM	Denise Berry	1943-01-02	UHC-93903-61	—	6018 Maple Ave, Nashville, TN, 37261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420213	CLM	Denise Berry	1943-01-02	UHC-93903-61	—	6018 Maple Ave, Nashville, TN, 37261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417576	CLM	Betys Baker	1994-09-04	UHC-60905-95	2054333934	9587 Park Pl, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429754	CLM	Ahmed W Campbell	1939-09-19	UHC-77817-38	4098846877	1367 Cedar Ln, San Antonio, TX, 78215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425349	CLM	Dorothy N Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426091	CLM	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	4518 Indian School Rd, San Antonio, TX, 78229	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405198	CLM	Victoria F McCoy	1998-05-22	UHC-62971-33	—	8234 Oak St, Seattle, WA, 98100	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404694	CLM	Alice Diaz	1972-11-25	UHC-82251-24	—	1830 Mesa Dr, Jacksonville, FL, 32269	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427298	CLM	Kelly Guzman	1953-06-04	UHC-32090-31	4833704606	337 Church St, Fresno, CA, 93721	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424511	CLM	Bruce I Cruz	1981-12-23	—	7274964163	5953 Elm St, Los Angeles, CA, 90008	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432071	CLM	Helen Rivera	1960-06-28	UHC-98891-36	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402217	CLM	Kevin Gercia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA, 98138	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403738	CLM	Gerald T Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd, Nashville, TN, 37295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411182	CLM	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403249	CLM	Teresa P Wang	1980-01-09	UHC-66405-35	9655429232	1451 Spring St, Los Angeles, CA, 90051	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409858	CLM	Grace Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432340	CLM	Walter Rice	1977-12-07	UHC-37561-39	—	5345 Maple Ave, San Diego, CA, 92113	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427455	CLM	John Lawrence	1987-04-27	UHC-56407-72	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408795	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421154	CLM	Scott Rogers	1975-04-10	UHC-34357-45	2843508778	1722 Canyon Rd, Fresno, CA, 93769	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430040	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421974	CLM	Kyle Woods	2001-06-16	—	5906701789	8800 Palm Dr, Glendale, AZ, 85325	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400329	CLM	Rebecca Little	1941-01-15	UHC-55146-08	5214909740	7903 Desert Sky Blvd, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402580	CLM	Teresa McCoy	1976-08-20	—	2045096146	5413 Market St, Los Angeles, CA, 90000	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423197	CLM	Ralph Lynch	2004-10-21	UHC-37719-32	2135607587	2485 Church St, Mesa, AZ, 85286	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429087	CLM	Thomas I Snyder	1999-07-18	UHC-50742-28	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426045	CLM	Roy Ortega	1952-09-11	UHC-49200-73	8275698113	5579 Baseline Rd, Phoenix, AZ, 85054	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 137 of 376Previous Next