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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27275	PRV	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24652	PRV	Vincent R Barnes	1999-01-17	UHC-01375-61	8164990462	863 Meadow Ln, Plano, TX, 75067	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22950	PRV	Robert Hansen	1939-12-07	—	6248344740	9514 Washington St, Gilbert, AZ, 85279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-26692	PRV	David P Jenkins	2003-05-05	UHC-89133-69	3335485373	4240 Jefferson Ave, Minneapolis, MN, 55496	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-25273	PRV	Brandon Harper	1987-08-21	—	2909477843	6652 Highland Ave, Chandler, AZ, 85297	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-28738	PRV	Lauren Sullivan	1938-07-08	UHC-65196-52	8249268872	6489 Oak St # 854, Seattle, WA, 98189	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23552	PRV	Alice Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22174	PRV	Jason Fowler	1941-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22698	PRV	Nicholas Patterson	1974-12-05	—	—	9852 Washington St Apt 34, Tempe, AZ, 85259	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-22986	PRV	Angela Moreno	1984-07-14	UHC-73326-27	9135859151	5944 Park Pl, Houston, TX, 77001	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24805	PRV	Carlos Ryan	1989-06-02	—	—	814 Meadow Ln, Mesa, AZ, 85290	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-25986	PRV	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave Apt 15, Orlando, FL, 32846	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23523	PRV	Elizabeth Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct Apt 14, Miami, FL, 33133	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26647	PRV	Nicole Q Thomas	1999-04-10	—	9309184924	5300 Maple Ave, Mesa, AZ, 85212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24813	PRV	Timothy Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26679	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26678	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24105	PRV	Danielle Andrews	1952-11-02	UHC-05813-34	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-21554	PRV	Ana Mendoza	2004-10-14	—	3029772758	7371 Market St, Houston, TX, 77080	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27163	PRV	Alan Powell	—	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+2 more
PRV-23970	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23969	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24744	PRV	Priya Webb	1986-11-22	—	5973211335	5120 Main St Apt 24, Glendale, AZ, 85392	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23414	PRV	Wei F Chapman	2005-03-20	—	3045402131	5147 Pine Dr, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24743	PRV	Albert Reed	1972-02-19	—	8053194501	2018 Desert Sky Blvd, Tampa, FL, 33650	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22886	PRV	Christine George	2006-08-21	—	5859503220	2631 Highland Ave, Austin, TX, 78729	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
PRV-23576	PRV	Heather Berry	1949-09-19	—	8427084547	1192 Hillcrest Rd, Scottsdale, AZ, 85284	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24736	PRV	Ruth P Herrera	1956-11-26	UHC-48021-37	5013259208	8527 Park Pl, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20213	PRV	Abby Simmons	1953-06-10	—	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22968	PRV	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21818	PRV	Timothy Flores	1980-10-14	UHC-53330-02	5772997854	6476 Washington St, Eden Prairie, MN, 55389	0.64	Phone reformatted Member ID reformatted State name converted to code Gender normalised+2 more
PRV-21688	PRV	Amanda Larson	1946-09-26	—	2384766490	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29507	PRV	Rob Ramos	1946-11-20	—	—	5876 Indian School Rd, San Antonio, TX, 78239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28278	PRV	Shirley Media	1939-03-28	UHC-90535-74	2946985847	902 Elm St Apt 24, Glendale, AZ, 85336	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-21354	PRV	Jospeh J Wood	1987-12-20	—	9577963480	2060 Canyon Rd, Phoenix, AZ, 85037	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22761	PRV	Cynthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20551	PRV	Pauul Lopez	—	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-25759	PRV	Carl L Castro	1997-08-13	—	7056109115	3675 Lake View Rd # 534, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22484	PRV	Wayne Ward	1966-08-17	—	6754164628	503 Ridge Rd, San Antonio, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-20380	PRV	Donald Brown	2008-05-16	—	5009602474	5701 Spring St # 367, Jacksonville, FL, 32207	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22280	PRV	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ, 85270	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23887	PRV	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-27581	PRV	Anthony P Foster	1987-01-06	—	8388749143	7589 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23256	PRV	Janice Park	2004-10-23	—	9408837778	3497 Mountain View Dr # 811, Scottsdale, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20660	PRV	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd # 201, Chandler, AZ, 85263	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23921	PRV	Stephen Hansen	1939-05-11	—	7543598589	8089 Pine Dr, Fresno, CA, 93739	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-26564	PRV	Hiroshi Schultz	1978-07-23	—	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21945	PRV	Harold Vega	—	UHC-62854-39	6169594956	9470 Highland Ave, Orlando, FL, 32842	0.64	Name re-cased Date of birth missing Phone reformatted State name converted to code+2 more

5,467 rows, page 30 of 110Previous Next