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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142392	ENR	Denise Mills	1982-03-24	UHC-44700-43	5672689715	1110 Grand Ave, Atlanta, GA, 30389	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135437	ENR	Madison Dean	1972-12-12	UHC-34653-59	3164987718	4118 Ridge Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-402489	CLM	Charlotte Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131668	ENR	Aisha H Bishop	2006-05-23	UHC-47775-45	9702656384	2430 Maple Ave, Orlando, FL	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104827	ENR	Lisa Morrison	1994-02-08	UHC-79829-71	5939227666	993 Indian School Rd, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400264	CLM	Charlotte Ortiz	2002-10-16	UHC-52389-49	4594479762	7944 Canyon Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120982	ENR	Gary Hudson	1964-04-24	UHC-84393-87	2688594049	8843 Indian School Rd, Charlotte, NC, 28224	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24444	PRV	Jannet Hernandez	1956-04-08	UHC-93819-19	9423625956	5958 Meadow Ln, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427735	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	5745 Grand Ave, Las Vegas, NV, 89191	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54043	TPA	Anna Thompson	1973-04-05	—	6345069772	3663 Willow Ct, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101501	ENR	Brenda T Bradley	1946-05-19	UHC-93672-78	—	7376 Bayshore Dr, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-432195	CLM	Alexis Hicks	1950-12-06	UHC-23659-31	9864133426	7538 Market St Apt 30, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26589	PRV	Lias Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln # 107, Eden Prairie, MN, 55370	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123022	ENR	Diana Bell	1962-10-11	UHC-78952-19	7726012308	3912 Mountain View Dr # 185, Phoenix, AZ, 85032	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-409579	CLM	Brian Pallmer	—	UHC-03330-36	—	4587 Sunset Blvd, Charlotte, NC, 28256	0.62	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-118481	ENR	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
CLM-401785	CLM	Amy I Rice	1991-06-04	UHC-66150-22	—	7485 Highland Ave, Denver, CO, 80265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426052	CLM	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112776	ENR	Aisha Bkaer	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 8, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130898	ENR	Joan P Fuller	1948-05-28	UHC-70899-35	5227587029	5685 Maple Ave, Phoenix, AZ, 85099	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-29022	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105106	ENR	Janice K Greene	1964-04-15	UHC-73118-27	7332436865	7275 Willow Ct, Gilbert, AZ, 85234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416575	CLM	Ethan Welch	1949-09-13	—	—	1962 Mesa Dr, San Antonio, TX, 78221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122903	ENR	Jessica Fernandez	1951-04-07	UHC-72664-23	5687161617	3338 Highland Ave, Austin, TX, 78789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21229	PRV	Daniel O Duncan	1938-07-21	—	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430591	CLM	Frank Willis	1973-10-01	—	6417264275	9768 Spring St, Tucson, AZ, 85755	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430481	CLM	Alan Lopez	1983-04-13	—	—	6719 Union St Apt 38, Gilbert, AZ, 85295	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406331	CLM	Betty Richards	1964-11-14	UHC-44493-32	—	3269 Apache Blvd Apt 29, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53809	TPA	Jerry Lee	2002-06-25	—	7912415308	8472 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412059	CLM	Lisa Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430115	CLM	Isabella Gardner	1997-09-23	—	7438452183	2017 Sunset Blvd, Dallas, TX, 75208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128628	ENR	Aaron J Santiago	1940-02-25	UHC-34413-08	3954830136	487 Washington St, Columbus, OH, 43259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422211	CLM	VincentJunk	1986-08-06	—	6019759013	6852 Union St, Phoenix, AZ, 85097	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416675	CLM	Dbera Wilson	1992-06-22	UHC-67369-44	—	5727 River Rd, Glendale, AZ, 85358	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420015	CLM	Trery Burns	1971-09-12	—	—	8343 Main St # 102, Tampa, FL, 33601	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407683	CLM	Robertson Mark	1956-05-14	UHC-79068-41	—	3376 Indian School Rd, Phoenix, AZ, 85053	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108688	ENR	Walter E Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26735	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26736	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112365	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	6007978481	9290 Forest Ave, Chandler, AZ, 85277	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124396	ENR	Kimberly Oliver	1982-03-16	UHC-72085-52	4516913561	753 Main St, Sacramento, CA, 95890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133979	ENR	Martha Ellis	1988-04-26	UHC-36344-06	9436694971	9311 Maple Ave Apt 8, Phoenix, AZ, 85015	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127414	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21066	PRV	Catherine Herrera	1959-05-15	UHC-29635-57	9716543306	6478 Canyon Rd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412261	CLM	Ralph Fox	1970-06-04	UHC-07336-81	—	2658 Indian School Rd, Orlando, FL, 32800	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24461	PRV	Jean J Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr Apt 23, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109336	ENR	Brandon Davis	2007-12-16	—	—	614 Hillcrest Rd, Tampa, FL, 33646	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more

32,400 rows, page 104 of 648Previous Next