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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22880	PRV	Jessica Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27793	PRV	Jennifer Murray	1949-07-08	—	3808337421	4105 Apache Blvd, Gilbert, AZ, 85268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20592	PRV	Santiago Banks	1956-06-22	—	—	3079 Highland Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22528	PRV	William A Hayes	1986-09-28	UHC-40174-16	2172709195	5354 Maple Ave, Tampa, FL, 33690	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26508	PRV	Kimberly G Hoffman	1949-03-15	—	—	1843 Mountain View Dr, Houston, TX, 77025	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
PRV-22207	PRV	Christian Reynolds	—	UHC-02582-56	5332542224	—	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-20535	PRV	Russell Z Watkins	1990-08-22	—	—	8736 Bayshore Dr, Las Vegas, NV, 89104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26926	PRV	Peter Harper	1957-04-15	—	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28933	PRV	Justin H Fowler	1981-12-21	UHC-57350-28	—	9821 Sage Ct, Phoenix, AZ, 85081	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+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-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-26775	PRV	Elijah Rodriguez	—	—	8889313453	5994 Union St, Charlotte, NC, 28280	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-21998	PRV	Willie Books	1964-08-16	—	—	1402 Indian School Rd, Las Vegas, NV, 89178	0.64	City re-cased State name converted to code Email lower-cased Gender normalised+2 more
PRV-21419	PRV	Mary Obrien	1951-01-03	—	—	6414 Valley View Dr, Plano, TX, 75074	0.64	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
PRV-20021	PRV	Jeremy G Frnklin	1974-09-25	UHC-69691-36	—	3588 Jefferson Ave, Houston, TX, 77063	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-22229	PRV	Abigail Kelley	—	—	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-24432	PRV	Daniel K Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20771	PRV	Ken Perkins	1996-07-07	UHC-46973-89	—	6141 Maple Ave, Glendale, AZ, 85301	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-29056	PRV	Mike Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St, Dallas, TX, 75298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-28944	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22749	PRV	Heather SJunk	1960-05-18	—	7263988696	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-28867	PRV	Jesse Floras	2008-11-16	UHC-66809-51	7519891705	7763 Hillcrest Rd, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21128	PRV	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	1144 Washington St, Houston, TX, 77089	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23371	PRV	Cheryl S Lee	1957-11-25	—	7795654448	6438 Baseline Rd, Dallas, TX, 75245	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-23582	PRV	Debbie X Jimenez	1956-11-20	—	—	5416 Market St, Orlando, FL, 32873	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29487	PRV	Lucia Castillo	1989-12-02	—	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25275	PRV	Patricia Phillips	1964-04-13	UHC-42386-79	5219611092	6649 Hillcrest Rd, Plano, TX, 75021	0.64	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
PRV-21735	PRV	Steven Y Ortega	1941-03-27	UHC-06063-03	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24381	PRV	Douglas Carpenter	1945-07-21	—	4924136877	3423 Jefferson Ave, Tampa, FL, 33648	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
PRV-23673	PRV	Andrea T Collins	1946-06-16	UHC-15673-23	9066617904	1925 Forest Ave, Chandler, AZ, 85211	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-25788	PRV	Vincent Guerrero	1965-09-01	UHC-79757-63	—	4646 Baseline Rd, Minneapolis, MN, 55483	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
PRV-25376	PRV	Emma Cook	1960-02-23	UHC-78970-78	—	2069 Willow Ct, Houston, TX, 77096	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-24101	PRV	David Y Garcia	2002-10-28	—	2729215703	4316 Church St, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
PRV-27886	PRV	Rebecca Stevens	—	—	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
PRV-22427	PRV	Jason Ramirez	1998-11-21	UHC-37350-18	2276145840	6727 Valley View Dr, Minneapolis, MN, 55491	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29349	PRV	Stephanie Elliott	1957-09-15	—	3688106511	2713 Bayshore Dr, Gilbert, AZ, 85252	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
PRV-28140	PRV	Madison Nichols	1945-06-25	—	6402278933	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27454	PRV	Timothy Hicks	1997-03-13	UHC-44481-21	7662384445	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
PRV-23250	PRV	Mark Powell	1998-09-12	UHC-33325-83	2834216239	9187 Ocean Ave, Plano, TX, 75022	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27247	PRV	Bradley Russell	1976-02-07	—	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-25958	PRV	Madison C Flores	—	UHC-58663-08	4069253912	4481 Mountain View Dr, Gilbert, AZ, 85252	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more

880 rows, page 6 of 18Previous Next