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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23955	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-22002	PRV	Bradley Tailor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-25854	PRV	Julia Sanchez	2004-12-07	—	2687424897	5416 Forest Ave, Glendale, AZ, 85343	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-21591	PRV	Valentina B Dnucan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-21164	PRV	Ahmed Y Perez	—	—	9662242443	3435 Broadway, Sacramento, CA, 95811	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-28183	PRV	Kye L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-20867	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20866	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
PRV-20450	PRV	Janice Rice	1938-12-26	UHC-09502-63	—	8888 Palm Dr, Tucson, AZ	0.68	City re-cased State name converted to code ZIP missing Placeholder values cleared
PRV-27324	PRV	Christopher Gray	2000-08-20	UHC-48386-23	—	6500 Elm St, Minneapolis, MN, 55411	0.68	Name split from “Last, First”City re-cased Gender normalised 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-27182	PRV	Valentina King	1989-03-28	—	—	8497 Palm Dr, Orlando, FL, 32882	0.68	Name split from “Last, First”City re-cased Gender normalised 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-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-25379	PRV	Patrikk C Ortega	1990-09-09	—	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	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-29221	PRV	Jennifer Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-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-24378	PRV	Kathryn Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St, Minneapolis, MN, 55483	0.72	Name re-cased Date of birth reformatted Member ID 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
PRV-23376	PRV	Yuki Peters	1998-05-08	—	8272615075	890 Oak St, Austin, TX, 78744	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22915	PRV	Debra Rojas	1941-07-15	UHC-41714-20	7817565985	2800 Sage Ct, Las Vegas, NV, 89182	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-21813	PRV	Pamela Hill	1943-02-01	UHC-49585-16	6119927648	2806 Forest Ave, Fresno, CA, 93749	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25346	PRV	Katherine Holmes	1985-04-10	—	8584334280	3359 Jefferson Ave, Houston, TX, 77016	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22905	PRV	Mariana Chavez	2005-11-01	—	9555527673	3008 Sunset Blvd, Houston, TX, 77018	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27058	PRV	Helen Peters	1941-05-16	UHC-13869-39	8626777215	7041 Ridge Rd, Scottsdale, AZ, 85268	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22779	PRV	Eric Freeman	1962-05-09	UHC-17531-99	3566904311	8096 Spring St, Minneapolis, MN, 55421	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24568	PRV	Jacob R Gerene	1984-10-02	UHC-35926-22	3149657945	9893 Meadow Ln, Jacksonville, FL, 32211	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22391	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22392	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26968	PRV	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	9467 Indian School Rd, Gilbert, AZ, 85247	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20515	PRV	Dorothy Jacobs	1942-02-04	—	4322011656	2626 River Rd, Fresno, CA, 93771	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

1,737 rows, page 15 of 35Previous Next