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

All sources, 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
TPA-62789	TPA	Victoria Nunez	1991-02-24	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103320	ENR	Bryan B Estrada	1939-02-12	UHC-28517-49	4176645671	2929 Valley View Dr, Columbus, OH, 43238	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24311	PRV	Alexander C Washington	1959-07-09	—	2614249268	5736 River Rd, San Antonio, TX, 78247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416451	CLM	Terry Jenkins	1973-05-04	UHC-17173-50	5448407784	4419 Maple Ave, Eden Prairie, MN, 55344	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102393	ENR	Hyroshi I Reynolds	1965-06-21	UHC-14204-71	3935296025	2054 Sunset Blvd Apt 28, Sacramento, CA, 95897	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-424344	CLM	Heather Vazquez	1956-05-14	UHC-60010-83	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56652	TPA	Gloria G Wagner	1996-10-14	—	2969507994	928 Forest Ave, Plano, TX, 75051	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-423833	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423832	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22973	PRV	Dylan F Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425000	CLM	Vicky Graham	1950-09-24	—	6796257726	1392 Forest Ave, San Antonio, TX, 78284	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25980	PRV	Grace Shaw	1961-11-20	UHC-49338-06	3388619459	3793 Market St, Seattle, WA, 98139	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419072	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr # 856, Orlando, FL, 32874	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26173	PRV	Willie S Park	1944-02-21	UHC-43463-73	2909473765	3730 Elm St, Denver, CO, 80249	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29352	PRV	Ralph R Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59512	TPA	Santiago Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139482	ENR	Valenttina Williams	1982-09-21	UHC-42568-28	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138044	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413874	CLM	Teresa Meyer	1962-09-10	UHC-53988-81	7158124392	9295 Apache Blvd, Las Vegas, NV, 89197	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26221	PRV	Jeremy Garcia	1967-05-14	UHC-83726-54	6663163964	5842 Forest Ave, Sacramento, CA, 95862	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60179	TPA	Willie BJunk	1998-11-15	—	4772830887	9044 Mountain View Dr, Las Vegas, NV, 89163	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106225	ENR	Joshua V Brown	1993-10-09	UHC-57400-21	3207121797	509 Sunset Blvd, Tucson, AZ, 85751	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-139864	ENR	Vincent J Simpson	1982-02-19	—	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142499	ENR	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118785	ENR	Valentina B Coleman	1984-04-09	—	6408611472	5143 Market St, Nashville, TN, 37207	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22694	PRV	Dick Mendez	1960-12-03	—	7587854571	2643 Desert Sky Blvd Apt 33, Gilbert, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109683	ENR	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-409952	CLM	Douglas R Schultz	1974-07-19	—	7723170773	3366 Elm St, Miami, FL, 33181	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27907	PRV	Philip Thomas	1993-02-09	UHC-59106-02	9676717345	4175 Apache Blvd, Orlando, FL, 32868	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-413083	CLM	Hiroshi Rogers	1986-08-07	UHC-98848-91	4746107880	3858 Baseline Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140978	ENR	Nicole Rojas	1952-11-08	UHC-59108-22	2383635206	5691 Market St, Jacksonville, FL, 32267	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122107	ENR	Kate Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-402528	CLM	Arthur Munoz	2006-05-28	UHC-53883-63	9609752681	657 Sunset Blvd, Tempe, AZ, 85252	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-58301	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428478	CLM	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-56997	TPA	Patrick Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21516	PRV	Thomas Boyd	1984-09-28	—	4789265496	7546 Sunset Blvd, Sacramento, CA, 95883	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24092	PRV	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100973	ENR	Edward V George	1982-05-08	UHC-76499-75	7873153198	9125 Apache Blvd # 424, Houston, TX, 77090	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142136	ENR	Rachel O Vazuez	1983-01-11	UHC-21397-33	3859729498	7668 Central Ave, Atlanta, GA, 30327	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431614	CLM	Sean Hamilton	1939-06-15	—	—	4965 Palm Dr, Seattle, WA, 98113	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-102638	ENR	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN, 37263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61132	TPA	Billy Peterson	1983-03-22	—	4296632093	5022 Willow Ct, Tampa, FL, 33685	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114578	ENR	Gary Fisher	1962-11-10	UHC-83061-20	—	3740 Forest Ave, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138686	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

71,257 rows, page 178 of 1,426Previous Next