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 “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
PRV-27866	PRV	Chriistian Patel	1995-02-19	—	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25983	PRV	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St, San Antonio, TX, 78273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20085	PRV	Christine Salazar	1973-11-05	—	9447804785	7127 Sunset Blvd # 559, Plano, TX, 75020	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21014	PRV	Edward Edwards	1947-11-16	—	7967009305	3370 Baseline Rd, Jacksonville, FL, 32231	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27817	PRV	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25243	PRV	Eugene Graham	2004-10-26	—	2742530457	1088 Maple Ave, Fresno, CA, 93725	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-24363	PRV	Elizabeth George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28865	PRV	Janice H Schultz	1957-01-08	—	5438781542	9863 Church St, Eden Prairie, MN, 55357	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24929	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22008	PRV	Marilyn Peters	2008-04-10	UHC-57980-91	—	9318 Elm St, Plano, TX, 75046	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28401	PRV	Dieo H Ford	1945-10-27	—	7705262408	3131 Apache Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27559	PRV	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ, 85255	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25830	PRV	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27603	PRV	Ana H Williams	1985-11-05	UHC-92716-76	3408108516	3549 Meadow Ln, Columbus, OH, 43231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25419	PRV	Ryan M Soto	1994-04-04	—	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26419	PRV	Luis McDonald	1940-06-07	—	8712962148	4096 Main St, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28430	PRV	Walter Tucker	1976-12-11	—	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22375	PRV	Samul P Wheeler	1959-09-23	—	5544616356	9508 Ridge Rd, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28903	PRV	Luis Watson	—	UHC-67075-45	4788053781	844 Washington St, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23080	PRV	Nancy Valdez	1952-03-12	—	8833553974	963 Canyon Rd, Chandler, AZ, 85295	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23846	PRV	Karn Morrison	2000-06-28	—	4764116775	5196 Cedar Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25235	PRV	Lucia Smith	1948-03-23	—	5488750873	4835 Church St, Nashville, TN, 37261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25221	PRV	Katherine Y Perry	1959-03-27	—	—	5610 Sage Ct, Fresno, CA, 93713	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-22728	PRV	Patrick Webb	—	—	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-27516	PRV	Joseph Bradley	2005-11-16	—	6877226409	7644 Park Pl Apt 15, Charlotte, NC, 28237	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28986	PRV	Rachel Wagner	1981-04-09	—	4245238136	8428 Indian School Rd # 972, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-28774	PRV	Lucia Oliver	1978-03-13	—	7869940438	1236 Cedar Ln, Mesa, AZ, 85219	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22596	PRV	Austin Bryant	1982-03-20	—	5275559875	3056 Willow Ct, Houston, TX, 77008	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22183	PRV	Bobby Lee	1939-06-16	—	8902297657	7975 Lincoln Way, Scottsdale, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28704	PRV	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20775	PRV	Terry Elliott	1980-07-19	UHC-19456-25	6812696009	610 Oak St, Dallas, TX, 75226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20759	PRV	Amy Montgomery	1969-05-19	—	9546973499	375 Mesa Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22234	PRV	Larry Ortega	1967-02-18	—	8462904302	2939 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28705	PRV	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28166	PRV	Jacqueline Young	1991-01-01	—	4195696266	5721 Valley View Dr, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23873	PRV	Keith Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23819	PRV	Steven C Carlson	1961-09-04	UHC-37154-70	4694722563	4558 Harbor Blvd, Houston, TX, 77065	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23207	PRV	Aln Morgan	1976-06-02	—	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22840	PRV	Hannah Riley	1964-12-11	—	8008131959	2847 Sage Ct Apt 7, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21871	PRV	Marcus Turner	1974-12-07	—	6646179546	5655 Bayshore Dr, Columbus, OH, 43262	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28965	PRV	Diane R Schultz	1948-08-24	UHC-38918-12	4099193242	7348 Bayshore Dr, Columbus, OH, 43211	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-29214	PRV	Ana Wilson	—	—	9572687427	6492 Jefferson Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-25930	PRV	Dorothy Alvarado	1954-03-14	—	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21699	PRV	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25092	PRV	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26823	PRV	Megan Rios	—	UHC-47867-27	8323654987	9068 Central Ave, Atlanta, GA, 30361	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-28532	PRV	Fatima X Duncan	2001-09-26	—	5236513541	2074 Cedar Ln, Los Angeles, CA, 90070	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25583	PRV	Alice Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

5,405 rows, page 35 of 109Previous Next