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-411770	CLM	Alexander Gibson	1959-10-11	UHC-75982-61	—	5157 Cedar Ln, Atlanta, GA, 30383	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412143	CLM	Roy Mills	1949-09-10	UHC-24316-20	5212529707	1396 Union St, Sacramento, CA, 95803	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-419007	CLM	Walter Gilbert	1963-05-27	UHC-67455-85	4285885393	2595 Maple Ave, Chandler, AZ, 85266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425009	CLM	Denny Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429318	CLM	Paul Price	1973-10-13	UHC-93059-68	—	6954 Park Pl, Eden Prairie, MN, 55312	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423393	CLM	Eric G Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405680	CLM	Lucia Henderson	1978-09-11	UHC-15058-21	9705990017	7600 Ocean Ave, Nashville, TN, 37295	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432001	CLM	Jack L Wang	1974-08-11	UHC-20925-04	—	470 Sage Ct, Las Vegas, NV, 89183	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410681	CLM	Steven G Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-422811	CLM	Christina H Burke	2004-05-26	UHC-98836-19	—	7100 Highland Ave, Charlotte, NC, 28298	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426901	CLM	Angela Morgan	1974-12-15	UHC-21095-73	—	6432 Cedar Ln, Orlando, FL, 32843	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-432592	CLM	Christine Sims	1992-06-03	UHC-77833-63	—	5333 Bayshore Dr, Los Angeles, CA, 90025	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426293	CLM	Dane C Cox	1947-05-26	UHC-99365-35	7003471417	4429 Harbor Blvd, Phoenix, AZ, 85031	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416008	CLM	Bryan Evans	2007-08-25	UHC-42432-78	5099702531	4502 Canyon Rd, Los Angeles, CA, 90094	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402292	CLM	Bruce Fisher	1991-10-14	UHC-07467-66	—	1939 Pine Dr, Charlotte, NC, 28268	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422740	CLM	Megan West	1982-11-03	UHC-48579-46	7294529653	1875 Main St, Eden Prairie, MN, 55368	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407496	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-407420	CLM	Rachel Munoz	2004-03-17	—	—	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-421412	CLM	Stephen Jimenez	2006-09-27	—	—	3249 Bayshore Dr, Denver, CO, 80254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412782	CLM	Emily Murray	1992-02-20	UHC-96474-99	6767586829	768 Desert Sky Blvd, Denver, CO, 80221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428096	CLM	Melissa Hawkins	1975-06-26	UHC-87638-87	—	9255 Harbor Blvd, Chandler, AZ, 85225	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424099	CLM	Russell L Barnes	2003-02-11	UHC-56905-68	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-402553	CLM	Harold Soto	1999-02-06	—	—	5478 Elm St, Miami, FL, 33123	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420382	CLM	Emily S Medina	1980-04-06	—	8354051122	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412573	CLM	Douglas Nunez	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412572	CLM	Douglas Nunez	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422752	CLM	Steven Chapman	1974-12-12	—	7863778319	7315 Grand Ave, Denver, CO, 80237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414049	CLM	Andrew Munoz	1978-02-12	—	8285064570	9411 Lincoln Way, Glendale, AZ, 85334	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419491	CLM	Jeff Z Evans	1962-04-10	—	—	207 Valley View Dr, Gilbert, AZ, 85287	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423301	CLM	Thomas B Gibson	2007-04-20	UHC-43316-31	8816368275	8914 Elm St, Sacramento, CA, 95879	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402860	CLM	Randy Autsin	2002-10-15	UHC-90305-60	—	2466 Palm Dr, Las Vegas, NV, 89182	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405340	CLM	Luuis Hill	1942-10-27	—	—	7828 Meadow Ln, Gilbert, AZ, 85271	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-425787	CLM	Danielle Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414396	CLM	Santiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425870	CLM	Kathy Jacobs	1999-02-07	—	5652288069	2475 Harbor Blvd, Houston, TX, 77074	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413791	CLM	Henry Q Dean	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411389	CLM	David Wheeler	2001-06-07	UHC-39132-78	—	2668 Spring St, Houston, TX, 77017	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415184	CLM	Linda Peters	1995-10-05	—	4817357675	4809 Mountain View Dr, Austin, TX, 78738	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423001	CLM	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413068	CLM	Stephen Y Montgomery	1975-11-13	—	5164584594	2336 Church St, Dallas, TX, 75219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415729	CLM	Madison Castro	1952-02-01	UHC-96414-21	2234675536	8120 Main St, Jacksonville, FL, 32223	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429007	CLM	Natalie Walsh	1985-07-07	UHC-23557-47	8265802603	4389 Church St, Phoenix, AZ, 85001	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416095	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402539	CLM	Frances C Sanders	1995-12-19	UHC-30460-10	—	9272 Meadow Ln, Miami, FL, 33150	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421298	CLM	Jerry McDonald	1969-01-06	UHC-06839-06	—	9110 Jefferson Ave, San Diego, CA, 92160	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408267	CLM	Jordan Y Richards	1950-09-09	UHC-06514-86	—	327 Main St, Jacksonville, FL, 32256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412087	CLM	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	7531 Forest Ave # 512, Gilbert, AZ, 85232	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-425563	CLM	Henry Talor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd, Tempe, AZ, 85249	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414961	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426793	CLM	Kenneth Washington	1960-10-01	—	8039021488	9528 Desert Sky Blvd, Tucson, AZ, 85758	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 147 of 376Previous Next