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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27597	PRV	Barbara Little	1987-04-01	UHC-84382-79	—	629 Spring St, Sacramento, CA, 95841	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-24003	PRV	Tucker Pamela	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25781	PRV	Jacob K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-22667	PRV	Doris Stewart	1968-03-04	UHC-07596-64	6194511077	5776 Sage Ct, Minneapolis, MN, 55480	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24903	PRV	Alexander Perkins	—	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+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-26117	PRV	Roger Carr	1985-11-04	—	8253551950	5490 Sunset Blvd, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-29248	PRV	Franklin Isabella	1973-04-07	UHC-14942-32	—	7906 Indian School Rd, San Diego, CA, 92154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21015	PRV	Marry K Rgers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-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-23189	PRV	Olivia Remirez	2002-09-06	UHC-52164-96	9178149036	3487 Oak St, Austin, TX, 78763	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
PRV-26837	PRV	Megan Y Thompson	2007-01-06	—	7453777462	9786 Union St, Orlando, FL, 32896	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26158	PRV	Sara H Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ, 85781	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25965	PRV	Dorothy B Greene	1965-11-01	—	—	1956 Indian School Rd, Glendale, AZ, 85338	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-26957	PRV	Bryan S Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+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-26476	PRV	Jennifer Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26068	PRV	Amy Lynch	2007-07-28	—	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-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-24825	PRV	Nicholas Alexander	1989-04-25	UHC-55928-14	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20288	PRV	Gloria H Dunn	1982-05-22	—	5967125464	938 Elm St, Atlanta, GA, 30329	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29440	PRV	Andrea Y Evans	2002-01-12	—	9764107105	6496 Spring St, Sacramento, CA, 95847	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23688	PRV	Frances Elliott	1958-02-18	UHC-93061-35	9118649287	2493 Maple Ave, Chandler, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25031	PRV	Joe Powell	1960-07-20	UHC-80342-40	—	5587 Harbor Blvd, Tampa, FL, 33642	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22542	PRV	Mei Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23224	PRV	Juan Gilbert	2007-03-14	UHC-46118-29	—	354 Baseline Rd, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23352	PRV	Santiago Henry	1995-11-06	UHC-14707-79	—	226 Canyon Rd, Mesa, AZ, 85255	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25628	PRV	Sophia O Turner	1947-01-18	—	9435633376	4569 Harbor Blvd, Columbus, OH, 43266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25627	PRV	Sophia O Turner	1947-01-18	—	9435633376	4569 Harbor Blvd, Columbus, OH, 43266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-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-26328	PRV	Peter Ferguson	1948-03-25	—	4004185678	1560 Central Ave, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-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-20558	PRV	Samuel Burns	2001-12-03	—	6133657225	3883 Canyon Rd, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28558	PRV	Kathleen Le	1987-06-08	UHC-95340-31	—	8323 Bayshore Dr, Tucson, AZ, 85782	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26070	PRV	Patrick Boyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr, Mesa, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27394	PRV	Theresa Taylor	1982-04-11	UHC-55739-27	5392222883	2310 Mesa Dr, Los Angeles, CA, 90081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23076	PRV	Amanda Foster	1974-01-09	UHC-46520-48	7287197021	395 Washington St, San Diego, CA, 92199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23315	PRV	Carl McCoy	2008-07-20	UHC-90578-64	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24811	PRV	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

1,602 rows, page 17 of 33Previous Next