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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22056	PRV	Carol R Clark	1989-01-03	—	—	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-26463	PRV	Sandra A Stevens	1963-08-22	UHC-88900-39	3853865840	6300 Lake View Rd, Tempe, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-24596	PRV	Rebecca Y Ramirez	1951-02-24	—	—	9399 Grand Ave # 848, Dallas, TX, 75223	0.68	Name re-cased Unit split from street 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-28012	PRV	Christine Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
PRV-27119	PRV	Randy Maldonado	1963-10-24	UHC-17028-42	5507664265	8563 Apache Blvd Apt 11, Glendale, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
PRV-22856	PRV	Kimberly Hernandez	1979-10-17	—	7288066834	1697 Desert Sky Blvd, Chandler, AZ, 85254	0.68	Name re-cased State name converted to code 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-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-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-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-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-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-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-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-24750	PRV	Terry T Meyer	1989-09-11	—	6599944418	8620 Ridge Rd, Eden Prairie, MN, 55361	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-26252	PRV	Judy Santiago	1999-05-13	—	8664182162	132 Pine Dr, Tempe, AZ, 85248	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-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
PRV-21978	PRV	Daniel V Miller	1964-11-11	UHC-96988-93	2362954985	7620 Palm Dr, Tucson, AZ, 85746	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21194	PRV	Austin Williamson	1994-05-28	—	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29595	PRV	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22227	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave, Mesa, AZ, 85287	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

3,816 rows, page 27 of 77Previous Next