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-430420	CLM	Dennis Nelson	1992-09-02	UHC-45196-98	—	8076 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426315	CLM	Alex Young	1952-05-28	UHC-08174-22	4902003656	5866 Main St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430267	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403201	CLM	Joyce Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422913	CLM	Kayla Mills	2007-04-02	—	8867856919	3905 Apache Blvd Apt 23, Miami, FL, 33131	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-412947	CLM	Kyle Phillips	1999-01-04	UHC-66079-97	—	2516 Harbor Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417243	CLM	Joyce Santiago	2000-08-25	—	—	832 Highland Ave, Los Angeles, CA, 90008	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427624	CLM	Amber Lee	2004-04-08	UHC-32742-91	5362651559	5091 Church St, Sacramento, CA, 95883	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406894	CLM	Brandon Stephens	1981-06-27	—	3368199621	2701 Mesa Dr, Tempe, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430083	CLM	Hannah Howell	1938-12-24	UHC-33142-04	—	550 Palm Dr, Plano, TX, 75033	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405693	CLM	Bradley Vazquez	1943-01-07	—	—	9117 Meadow Ln, Atlanta, GA, 30368	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414195	CLM	Santiago Aguilar	1970-06-16	UHC-15363-06	8814811936	7696 Bayshore Dr, San Antonio, TX, 78241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420828	CLM	Pauul S Butler	1962-03-16	—	—	528 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404458	CLM	Kelly Baker	2006-08-28	—	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419030	CLM	Natalie Ramos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415136	CLM	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL, 32841	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429442	CLM	Kevin Mills	1948-08-03	—	6254216797	7049 Ocean Ave # 714, San Diego, CA, 92129	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-423409	CLM	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428991	CLM	Heather Gomez	2001-11-26	UHC-98871-36	—	7113 Cedar Ln, Minneapolis, MN, 55435	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428127	CLM	Roy Alexander	1975-11-15	—	4563126321	2232 Harbor Blvd, Plano, TX, 75060	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
CLM-412237	CLM	Yuki D Boyd	1993-05-18	—	—	1400 Maple Ave, Chandler, AZ, 85297	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402834	CLM	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-423228	CLM	Joyce Evans	1958-08-12	—	3013811340	3579 Park Pl, San Diego, CA, 92108	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-406123	CLM	Logan Thompson	1942-05-19	UHC-52807-74	—	6607 Park Pl Apt 8, Las Vegas, NV, 89177	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-411928	CLM	Dorothy W Williamson	1958-10-05	—	6962228594	6047 Lincoln Way, Dallas, TX, 75210	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-413960	CLM	Harold N Peterson	1991-07-04	UHC-57880-32	—	9190 Camelback Rd, Chandler, AZ, 85275	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420969	CLM	Melissa Marshall	1998-06-13	UHC-73960-39	—	4529 Grand Ave, Minneapolis, MN, 55492	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431643	CLM	Brian Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424622	CLM	Jack Austin	1950-04-20	—	—	6937 Union St # 121, Orlando, FL, 32834	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417189	CLM	Frances Moreno	1978-09-23	UHC-65118-03	—	8207 Harbor Blvd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403321	CLM	Carol Gilbert	1968-12-05	UHC-48276-15	—	6850 Maple Ave, Fresno, CA, 93725	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414369	CLM	Charles N Evans	1943-08-02	—	8625377154	1969 Church St, Jacksonville, FL, 32257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402093	CLM	Natalie Graham	1969-01-02	UHC-06183-55	—	8770 Oak St, Jacksonville, FL, 32228	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405592	CLM	Rachel Hansen	1985-08-15	—	—	2713 Sunset Blvd, Gilbert, AZ, 85244	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414530	CLM	Nicole Myers	1997-10-22	UHC-92949-48	—	1400 Union St, Eden Prairie, MN, 55355	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428230	CLM	Bryan Foster	2001-12-01	UHC-42145-76	4513496968	636 Ocean Ave, Fresno, CA, 93709	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430383	CLM	Karen Mitchell	1949-09-02	—	—	5453 Spring St, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408494	CLM	Donna Allen	1979-06-17	—	—	8751 Bayshore Dr # 900, Charlotte, NC, 28299	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412361	CLM	Bobby Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428660	CLM	Kevn Rojas	1993-01-19	UHC-91709-03	—	7298 Oak St, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405717	CLM	Ed Vazquez	1995-04-15	—	4845612350	121 Willow Ct, Chandler, AZ, 85228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-431454	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	—	2719 Ocean Ave, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

13,120 rows, page 46 of 263Previous Next