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-21523	PRV	Brian Fox	2002-04-21	UHC-49916-85	5457475534	9335 Indian School Rd, Orlando, FL, 32846	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-20758	PRV	Ruth Vargas	2001-04-09	—	8469270847	7794 Union St, Glendale, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22654	PRV	Joan Mills	1957-12-16	UHC-84014-04	—	1972 Hillcrest Rd Apt 14, Scottsdale, AZ, 85214	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28081	PRV	Josh Gbison	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28896	PRV	Douglas Russell	1997-07-01	—	—	3018 Harbor Blvd Apt 3, Sacramento, CA, 95872	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21954	PRV	Raymond Rodriguez	1980-09-11	—	7043124628	6125 Meadow Ln Apt 11, Denver, CO, 80288	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27666	PRV	Justin Rojas	—	—	4103007271	2150 Highland Ave, Atlanta, GA, 30332	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
PRV-26228	PRV	Wallace Carolyn	1997-07-24	UHC-71193-56	3997914383	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26465	PRV	Rachel Y Flores	2001-04-19	—	—	3695 Maple Ave, Houston, TX, 77045	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23598	PRV	Ruth Z Contreras	1978-05-04	UHC-90999-03	—	—	0.68	Middle initial moved out of first name Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26576	PRV	Roger Peters	1968-05-09	—	9636620056	7864 Lincoln Way, Scottsdale, AZ, 85272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21407	PRV	Scott X Stevens	1994-01-08	UHC-77093-82	—	4455 Main St, Austin, TX, 78723	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21005	PRV	Priya Larson	1975-12-13	UHC-56071-01	—	9198 Pine Dr, Nashville, TN, 37232	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23333	PRV	Santiago Miller	—	—	9432530574	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-22028	PRV	Kelly Laura	1957-02-22	—	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-29368	PRV	Nathan Heernandez	1998-09-28	—	6626810799	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21612	PRV	Gabriel P Salazar	1943-02-04	—	2378144343	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29271	PRV	Kevin Washington	—	UHC-24205-78	4967725739	7626 Ridge Rd, Plano, TX, 75046	0.68	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed
PRV-24574	PRV	Rebecca Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-29353	PRV	Lauren Miller	1991-09-18	—	—	1142 River Rd, Denver, CO, 80281	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
PRV-21878	PRV	Jerry Kelley	1965-11-04	—	2639341075	6586 Park Pl # 675, Scottsdale, AZ, 85220	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26014	PRV	Sarah K Adams	2006-06-09	UHC-57106-30	3343701715	2699 Canyon Rd, Fresno, CA, 93784	0.68	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-20200	PRV	Shirley A Woods	1959-10-18	UHC-25499-05	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24586	PRV	Joyce Moreno	1990-12-20	UHC-51099-94	—	4316 Park Pl, Orlando, FL	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-29366	PRV	Brittany D Shaw	—	—	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29534	PRV	Jordan Rivera	1972-02-16	UHC-42809-73	2118980110	9207 Park Pl, Fresno, CA, 93752	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22530	PRV	Rachel Ford	2006-09-06	—	2424692124	9233 Pine Dr, Minneapolis, MN, 55486	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-29397	PRV	Elizabeth P Owens	1949-09-17	UHC-81340-30	8548711123	163 Oak St, Houston, TX, 77026	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24187	PRV	Jacqueline J Montgomery	1946-10-28	—	6598798371	4351 Harbor Blvd, Eden Prairie, MN, 55344	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20310	PRV	Mason H Sanchez	2001-03-12	UHC-57803-79	4423346851	9677 Camelback Rd, Tempe, AZ, 85240	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23440	PRV	Samantha Welch	1970-08-20	—	4308865183	3081 Jefferson Ave, San Antonio, TX, 78234	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26606	PRV	Dylan Gibson	2002-01-13	UHC-54125-64	6757098180	8165 Meadow Ln, Jacksonville, FL, 32264	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28955	PRV	Kimberly Vega	1961-03-18	UHC-98431-63	8122507026	9577 Spring St, Nashville, TN, 37217	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25740	PRV	Nah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St, Mesa, AZ, 85216	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25302	PRV	Diane Contreras	1963-08-17	UHC-13930-95	4668453080	7134 Sage Ct, Fresno, CA, 93704	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22461	PRV	Stephen Reyes	1960-07-03	—	6667724835	6423 Harbor Blvd, Mesa, AZ, 85269	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26144	PRV	Yuki Simpson	1971-08-19	UHC-94703-77	2358992090	5732 Maple Ave, Austin, TX, 78756	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20176	PRV	Daniel Burton	1962-04-20	—	7544322656	8924 Canyon Rd, Phoenix, AZ, 85021	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22204	PRV	Jordan W Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21860	PRV	William V Snyder	1941-06-07	—	9102846823	1256 Baseline Rd, Mesa, AZ, 85266	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20054	PRV	Yuki Fuller	2003-01-01	—	2093282988	656 Ridge Rd, Austin, TX, 78713	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27919	PRV	Justin D Welch	1981-03-05	UHC-40931-89	3755187151	6794 Market St, San Antonio, TX, 78289	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25886	PRV	Kyle J Garrett	1972-02-20	—	5086578915	1381 Apache Blvd, Jacksonville, FL, 32299	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23183	PRV	Eric Pierce	1955-08-25	—	8286588563	8456 Canyon Rd, Gilbert, AZ, 85279	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26638	PRV	Zachary George	1982-02-19	UHC-68384-52	—	8626 Ridge Rd, Seattle, WA, 98123	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24924	PRV	Carol Rodriguez	1997-06-02	UHC-46306-66	8654478254	5317 Forest Ave, Nashville, TN, 37227	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23444	PRV	Janet E Ryan	1951-06-25	UHC-07664-48	5294862951	1077 Sage Ct, Minneapolis, MN, 55435	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25988	PRV	Alexis Armstrong	1996-08-18	—	6015868888	1658 Canyon Rd, Austin, TX, 78733	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22887	PRV	Nunez Alan	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28222	PRV	Brown Mary	2006-08-18	UHC-47472-45	4137986407	2062 Willow Ct, Tampa, FL, 33638	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

5,467 rows, page 44 of 110Previous Next