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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-413054	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St, Orlando, FL, 32846	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120386	ENR	Arjun Chavez	1979-07-17	UHC-26292-82	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-428798	CLM	Russell Weaver	1962-04-14	UHC-60979-31	—	3160 Pine Dr, Phoenix, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-142009	ENR	Lisa Knight	—	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125208	ENR	Camila E Fowler	1956-08-27	UHC-16999-76	6932846411	8730 River Rd, Eden Prairie, MN, 55369	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400140	CLM	Sofia Nunez	1980-07-22	UHC-92875-98	2684198246	277 Lake View Rd, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109754	ENR	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-109755	ENR	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-21320	PRV	Castro John	1993-10-13	UHC-60495-95	6274079906	3188 Spring St Apt 20, Orlando, FL, 32840	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28540	PRV	Jesse Bell	1983-01-06	—	3282075003	6700 Spring St, Orlando, FL, 32859	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108645	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	—	4208 Palm Dr # 288, Eden Prairie, MN, 55334	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132237	ENR	Randy U Fox	1941-10-24	UHC-87702-57	4125287256	8737 Valley View Dr, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138636	ENR	Wayne W Fuller	1986-06-06	UHC-56628-53	5197180552	1113 Camelback Rd, Tucson, AZ, 85774	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404343	CLM	Donald Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave, Austin, TX, 78727	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101086	ENR	Shirley Santiago	1957-01-23	UHC-02122-89	6385260045	4627 Apache Blvd, Tempe, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413236	CLM	David Lynch	1959-02-27	UHC-52815-47	9029903252	6485 Harbor Blvd, Dallas, TX, 75292	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29546	PRV	Hiroshi Butler	—	UHC-41564-73	3487174748	4742 Oak St, Denver, CO	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-111433	ENR	Jennifer H McCoy	1993-09-28	UHC-33786-54	6588741586	7647 Sunset Blvd, Dallas, TX, 75241	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113130	ENR	Heather T Cox	1991-04-26	UHC-00078-47	5762936904	5992 Apache Blvd, Las Vegas, NV, 89143	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-21568	PRV	Joshua Hill	1990-06-01	UHC-62851-11	—	1228 Central Ave, Seattle, WA, 98125	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403787	CLM	Mateo Myers	1976-07-16	UHC-90347-43	6369344236	5802 Ridge Rd, Glendale, AZ, 85308	0.50	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58617	TPA	Bryan Walker	1962-11-10	—	—	385 Oak St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-132528	ENR	Randy Dunn	1998-10-09	UHC-86655-21	4626535238	1915 Ocean Ave # 657, Jacksonville, FL, 32243	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-119544	ENR	Mark V Ruiz	1968-09-18	UHC-35056-44	—	3205 Church St Apt 37, Tampa, FL, 33683	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
PRV-21965	PRV	Nunez Jacqueline	1947-06-14	UHC-70312-06	4592746367	2269 Sage Ct, Glendale, AZ, 85342	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137796	ENR	Hannah Howard	1942-09-21	UHC-78722-81	4659046325	5163 Apache Blvd, Miami, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28667	PRV	Austin I Parker	1952-07-03	UHC-47167-07	3268066971	3166 Spring St, Miami, FL, 33123	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62943	TPA	Kyle A Lane	1981-11-07	UHC-74857-31	—	9320 Willow Ct # 758, Dallas, TX, 75209	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-21966	PRV	Jessica Johnson	1979-10-05	UHC-65449-18	5357954278	222 Harbor Blvd, Las Vegas, NV	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27863	PRV	Paul Coleman	—	UHC-62015-28	7418146580	8638 Main St Apt 16, Miami, FL, 33170	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118077	ENR	Vincent H Mills	1977-06-11	UHC-69802-96	4602437886	2548 Market St, Glendale, AZ, 85309	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116970	ENR	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr # 723, Phoenix, AZ, 85038	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421574	CLM	Madison E Moore	2001-01-14	UHC-36940-63	—	6393 Grand Ave, Tempe, AZ, 85260	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101769	ENR	Jose B Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104885	ENR	Alexander J Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-63768	TPA	Dot Castillo	1973-03-26	UHC-27256-09	8529932539	9595 Harbor Blvd, Plano, TX, 75067	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127491	ENR	Patrick Q Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL, 33645	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63577	TPA	Janice West	1955-07-13	—	—	6528 Main St, Scottsdale, AZ, 85235	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118572	ENR	Jessicca Wang	2003-01-20	UHC-04085-61	4653325459	5652 Meadow Ln, Sacramento, CA, 95839	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60482	TPA	Alan Schmidt	1992-10-27	—	3933005475	5248 Canyon Rd Apt 26, Minneapolis, MN	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108721	ENR	Singh S Brenda	1999-05-10	UHC-58435-51	6762420877	7872 Indian School Rd, Glendale, AZ, 85389	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103964	ENR	Terry D Lane	1969-03-27	UHC-59619-27	7423245453	2703 Hillcrest Rd, Los Angeles, CA, 90071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427903	CLM	Rebecca Y Bennett	1961-04-14	UHC-24020-26	—	5489 Elm St, Tempe, AZ, 85284	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134800	ENR	Cheryl Hernandez	1999-11-11	UHC-59365-23	2177932044	275 Park Pl # 704, Atlanta, GA, 30376	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429828	CLM	Kelly Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131226	ENR	Laurn L Johnston	1983-11-27	UHC-59566-95	6783463128	7541 Mountain View Dr Apt 20, San Antonio, TX, 78201	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125912	ENR	Jack A Wallace	1997-11-15	UHC-74691-10	8824500777	2153 Elm St, Gilbert, AZ, 85290	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122804	ENR	Isabella Cook	2003-12-09	UHC-20907-19	4063223680	1808 Elm St, Eden Prairie, MN, 55386	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

55,824 rows, page 100 of 1,117Previous Next