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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-414371	CLM	Saa Harper	1994-03-15	UHC-71898-36	—	9413 Meadow Ln, San Diego, CA, 92122	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403569	CLM	Dennis Larson	1965-09-05	—	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408325	CLM	Lary R Jones	—	UHC-94064-39	—	6613 Jefferson Ave, Plano, TX, 75089	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-430434	CLM	Kathleen Moore	1989-12-27	UHC-75963-29	4339976390	6354 Sage Ct, San Diego, CA, 92109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429634	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428285	CLM	Jessica Y Carroll	—	—	5033331504	9859 Sage Ct, Jacksonville, FL, 32206	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430448	CLM	Anna Rice	1944-03-24	UHC-25879-12	6525028438	8413 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404945	CLM	Joe Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429151	CLM	Michelle Lucas	1976-03-21	UHC-38152-13	—	6230 Valley View Dr, Sacramento, CA, 95843	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431122	CLM	Bradley Clark	2005-09-18	—	4464295367	1924 Sage Ct, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413796	CLM	Matthew Hall	1983-03-09	UHC-86977-16	—	6673 Harbor Blvd, Fresno, CA, 93779	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432823	CLM	Maggie Z Patel	1991-06-28	UHC-64158-82	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406521	CLM	Bobby Matthews	1973-05-04	UHC-97499-90	8667454117	5402 Grand Ave, Tempe, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432745	CLM	Rachel S Young	1961-08-26	UHC-25987-45	4184344851	8725 Cedar Ln, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409624	CLM	Bruce Adams	1943-08-25	—	—	1940 Grand Ave, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410265	CLM	Shirley N James	1958-03-17	UHC-50985-20	—	4874 Canyon Rd, Tempe, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431003	CLM	Kenneth Murphy	1958-07-17	UHC-62459-21	3904287949	356 Baseline Rd Apt 8, Houston, TX, 77043	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-420521	CLM	Judith Ford	1949-12-12	UHC-34094-33	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427443	CLM	Philip Valdez	2002-07-04	UHC-98601-37	—	2007 Mountain View Dr, Eden Prairie, MN, 55320	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427836	CLM	Michelle Harrper	1952-04-17	UHC-59426-45	—	3693 Union St, Plano, TX, 75080	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405947	CLM	Sharon C Aguilar	1990-09-19	UHC-98678-80	—	4558 Pine Dr, Atlanta, GA, 30358	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429454	CLM	Jose Yang	1996-12-24	UHC-79343-17	—	6764 Ridge Rd Apt 25, Tampa, FL, 33657	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-420594	CLM	Barbara Z Fields	2004-03-07	UHC-16430-39	—	5933 Oak St, Glendale, AZ, 85325	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405398	CLM	Catherine B Baker	1961-01-05	UHC-89089-25	—	8109 Sunset Blvd, San Diego, CA, 92152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407441	CLM	Evelyn Burke	1951-03-08	—	—	9253 Valley View Dr, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413704	CLM	Ryyan Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431968	CLM	Randy Foster	2000-01-18	—	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-421229	CLM	Sharon Reynolds	1980-02-01	UHC-55069-69	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-422761	CLM	Paul L King	1938-01-15	—	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403670	CLM	Lawrence Estrada	1944-10-22	—	—	4645 Harbor Blvd, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419558	CLM	Rachel Wagner	1967-02-28	—	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419713	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430906	CLM	Eugene Edwards	1968-07-25	UHC-48436-70	8592826276	4403 Highland Ave, Plano, TX, 75001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428431	CLM	Douglas Knight	1967-12-22	UHC-58513-50	—	427 Central Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426678	CLM	Batty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421066	CLM	Don Daniels	2001-05-01	UHC-99841-01	—	6814 Valley View Dr, Dallas, TX, 75290	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428974	CLM	Priya Valdez	1962-08-15	UHC-79291-64	—	3451 Willow Ct # 241, Tempe, AZ, 85217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416673	CLM	Catheriine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431716	CLM	Carol Lane	1971-04-14	UHC-55885-02	—	1038 Apache Blvd, Dallas, TX, 75207	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
CLM-406807	CLM	Patricia Hart	1974-05-14	UHC-97214-71	—	6473 Jefferson Ave, Phoenix, AZ, 85018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405596	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430964	CLM	Luis Butler	1948-01-28	UHC-19301-15	—	7243 Sunset Blvd, Tampa, FL, 33671	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426010	CLM	Brenda Lee	1955-11-20	UHC-79610-84	3389901135	1869 Cedar Ln, Houston, TX, 77051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405407	CLM	Keith Ortega	1978-12-20	UHC-38565-14	—	2270 Ocean Ave, San Diego, CA, 92170	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

13,120 rows, page 65 of 263Previous Next