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

Provider network, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20810	PRV	Gerald P Li	1954-12-24	—	7913213625	7477 River Rd, Jacksonville, FL	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24817	PRV	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-24358	PRV	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28122	PRV	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26098	PRV	Barbara Z Fields	—	—	3183196559	5933 Oak St, Glendale, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27951	PRV	John Z Bryant	1951-11-03	—	6278474946	9217 Elm St, Orlando, FL	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27686	PRV	Douglas R Woods	1940-01-07	—	—	2430 Elm St, Columbus, OH	0.52	Middle initial moved out of first name Phone missing area code State code upper-cased ZIP missing+2 more
PRV-28784	PRV	Julia Z Nelson	1997-06-11	—	8142135020	6787 Maple Ave, Tucson, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21341	PRV	Jesse F Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct # 627, Miami, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24298	PRV	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27554	PRV	Bradley Flures	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22328	PRV	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-26601	PRV	Judith Mittchell	—	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21741	PRV	Frances Anderson	1976-02-05	—	3248346442	7806 Market St, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21742	PRV	Frances Anderson	1976-02-05	—	3248346442	7806 Market St, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23677	PRV	Amber Kennedy	1969-02-27	—	6622072429	1169 Apache Blvd, Los Angeles, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
PRV-20598	PRV	David F Kelley	1970-06-19	—	4127037771	979 Mountain View Dr Apt 35, Dallas, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23968	PRV	Stephanie S Castillo	1999-07-09	—	3576652033	6638 Grand Ave, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-27969	PRV	Kelly Z Perez	—	—	5128188724	8643 Lincoln Way, Sacramento, CA	0.52	Date of birth missing ZIP missing Email lower-cased Gender normalised+2 more
PRV-21721	PRV	Deborah Baker	1994-06-22	—	5715185709	3889 Canyon Rd, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22463	PRV	Janet Holmes	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21823	PRV	Jeremy Walker	1958-05-11	UHC-68255-89	4037606114	7404 Lincoln Way, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
PRV-26511	PRV	Madison H Ramos	1994-04-06	—	2939788894	2845 Market St, Columbus, OH	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
PRV-21302	PRV	Patricia T Gonzales	2002-07-18	UHC-73800-42	—	5925 Cedar Ln, Minneapolis, MN	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23348	PRV	Valentina Ortiz	1958-09-28	UHC-23200-97	—	2148 Willow Ct, Columbus, OH	0.52	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+2 more
PRV-23174	PRV	Laura Daniels	1978-04-28	—	7165895063	2172 Lincoln Way, Chandler, AZ	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-22311	PRV	Elizabeth Stevens	1993-01-09	UHC-16032-76	—	5198 Union St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27291	PRV	Jose T Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd, Houston, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
PRV-23399	PRV	David Y Armstrong	1946-07-26	UHC-93636-05	—	1887 Ridge Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-28199	PRV	Kevin Guerrero	—	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24013	PRV	Paul Millls	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX	0.54	Two-digit birth year Phone reformatted ZIP missing Gender normalised+1 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
PRV-28765	PRV	Ahmed J Singh	—	—	—	8556 Apache Blvd, Plano, TX	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27677	PRV	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27140	PRV	Jerry O Jenkins	—	—	—	5012 Broadway, Houston, TX	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
PRV-23313	PRV	Kayla S Crter	1970-04-24	—	4004654563	3471 Apache Blvd, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-21684	PRV	Eugene Foster	1959-03-24	—	6856886984	6273 Central Ave, Sacramento, CA	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21097	PRV	Albert Marshall	1938-08-12	—	6812672132	1431 Ocean Ave, San Diego, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-27962	PRV	Margaret Foster	—	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-24918	PRV	Stephen Harper	—	—	7394339917	4259 Pine Dr, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
PRV-21789	PRV	Jake Kim	—	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC	0.54	Date of birth missing Phone reformatted State name converted to code ZIP missing+1 more

722 rows, page 5 of 15Previous Next