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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426971	CLM	Timothy Flores	1980-11-12	UHC-44991-41	—	9101 Baseline Rd, San Antonio, TX, 78260	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-426497	CLM	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave, Atlanta, GA, 30388	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-401431	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420950	CLM	Hioshi Montgomery	1976-04-17	—	—	1778 Ridge Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420772	CLM	Elijah R Gutierrez	—	UHC-69658-63	2325738974	8582 Washington St, San Antonio, TX, 78262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-429553	CLM	Anna Harvey	1968-10-09	UHC-53608-54	7775745458	3429 Forest Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429554	CLM	Anna Harvey	1968-10-09	UHC-53608-54	7775745458	3429 Forest Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417257	CLM	Carl Robinson	1991-05-20	—	5364521979	1417 Bayshore Dr, Los Angeles, CA, 90056	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419421	CLM	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd, Tempe, AZ, 85271	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427317	CLM	Larry Lee	2005-12-19	UHC-32257-04	—	3908 Canyon Rd, Nashville, TN	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431733	CLM	Henry Lopez	1968-10-24	UHC-84906-58	2183561751	1854 Central Ave, Minneapolis, MN, 55471	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404092	CLM	Jeremy Richards	1990-07-11	—	5412552374	9885 Union St, Atlanta, GA, 30394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407081	CLM	Andrew R Fisher	1976-09-27	—	—	6348 Bayshore Dr, Tampa, FL, 33622	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-408213	CLM	Billy Olson	1974-06-21	UHC-87272-66	7064463924	2435 Main St, San Diego, CA, 92126	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417541	CLM	Susan Perkins	1992-07-11	UHC-70290-70	6397383695	1937 Central Ave, Tempe, AZ, 85289	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402019	CLM	Janice T Adams	1960-10-20	UHC-49605-18	2598933633	6917 Forest Ave, Gilbert, AZ, 85242	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405984	CLM	Brian V Perkins	1971-11-22	UHC-98944-17	8145373716	2848 Sage Ct, Seattle, WA, 98188	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417804	CLM	Saan F Wright	2002-05-23	UHC-54869-17	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-413014	CLM	Roger Holmes	1978-08-03	UHC-75657-14	4724286696	289 Grand Ave, Los Angeles, CA, 90087	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426991	CLM	Martha Jenkins	1987-01-15	—	2944769082	8650 Apache Blvd, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426873	CLM	Joseph Berry	1999-08-25	—	—	3868 Main St, Atlanta, GA, 30372	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-424211	CLM	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416593	CLM	John Larson	1979-08-14	UHC-27245-80	—	6872 Palm Dr, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421463	CLM	Denise Arnold	1939-08-26	—	7235139519	1440 Ridge Rd, Fresno, CA, 93747	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402749	CLM	Fuller Serah	1989-03-28	UHC-79653-16	4578390304	5473 Hillcrest Rd, Plano, TX, 75076	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-422983	CLM	Omar Schultz	1966-11-10	UHC-58276-63	7174056945	6554 Park Pl, Austin, TX, 78727	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409831	CLM	Mei A Tuurner	1965-10-04	UHC-09846-26	7789672297	7497 Spring St Apt 22, Tempe, AZ, 85225	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-410686	CLM	Myers Thomas	1988-01-26	—	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431475	CLM	Emily F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406113	CLM	Juan S Banks	—	—	8269659337	7773 Forest Ave, Las Vegas, NV, 89164	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406592	CLM	Mateo B Castro	1969-09-04	UHC-93344-27	—	9205 Apache Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422916	CLM	Justin Hamilton	1945-09-22	—	—	9352 Church St # 770, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-409471	CLM	Betty Mendez	1998-09-03	UHC-07773-92	—	5766 Spring St, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-403645	CLM	Julie Carr	1968-10-10	UHC-32531-56	—	8954 Ridge Rd # 189, Los Angeles, CA, 90044	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-425290	CLM	Patrick Collins	1974-11-27	UHC-70965-59	7308391245	1406 Maple Ave, Jacksonville, FL, 32222	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-402214	CLM	Rebecca V Clark	2004-07-06	UHC-91106-06	3097028171	4900 Market St, San Antonio, TX, 78263	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427133	CLM	Steven Welch	2002-11-08	UHC-34050-08	8193149122	4193 Market St, Los Angeles, CA, 90037	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416205	CLM	Hannah Valdez	1981-05-11	—	—	5846 Canyon Rd, Nashville, TN, 37202	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403314	CLM	Beverly Flores	1948-09-02	UHC-34954-61	—	107 Pine Dr, Las Vegas, NV, 89148	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-421946	CLM	Emma Castillo	1946-04-21	UHC-53809-28	8907032515	2824 Park Pl, Glendale, AZ, 85351	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421282	CLM	Terry Hall	1988-07-22	UHC-83199-44	7614796806	9208 Mesa Dr, San Antonio, TX, 78288	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-403383	CLM	Jacob Guerrero	2004-01-18	UHC-78856-87	3317366422	1954 Grand Ave, Plano, TX, 75079	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409816	CLM	Hiroshi Rice	1947-09-04	—	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411933	CLM	Ana Mejia	1990-02-18	UHC-35659-03	—	8489 River Rd, San Diego, CA, 92143	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-426485	CLM	Jesse Freeman	2001-09-26	UHC-54492-80	—	3400 Grand Ave, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429016	CLM	Brenda P Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421126	CLM	Frnces P Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423273	CLM	Bruce Carter	1968-03-28	UHC-29998-49	5447647503	3127 Mountain View Dr, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

30,862 rows, page 64 of 618Previous Next