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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24708	PRV	Zachary Rogers	1980-11-20	UHC-85497-87	5203776622	4290 Ridge Rd, Eden Prairie, MN, 55310	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-25743	PRV	Kayla McDonald	2004-09-08	UHC-78221-66	4042634903	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28557	PRV	Carlos Webb	1949-12-20	—	8783040123	7922 Canyon Rd, Tempe, AZ, 85242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-24620	PRV	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-29469	PRV	Michelle Z Alvarez	—	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Placeholder values cleared
PRV-22652	PRV	Eugene Collins	2005-05-18	—	8643502892	1653 Highland Ave # 905, Tempe, AZ, 85221	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-29069	PRV	Natan G Lee	1995-03-24	—	5087645433	9123 Desert Sky Blvd # 870, Plano, TX, 75098	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-24843	PRV	Willie G Mreno	1965-07-25	—	2845322100	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25624	PRV	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28429	PRV	Andrew Montgomery	1945-08-15	—	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-22084	PRV	Andrew Fisher	1976-09-27	UHC-49611-17	6218418223	6348 Bayshore Dr, Tampa, FL, 33622	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-24837	PRV	Camila Vargas	2001-07-17	—	4423890275	4897 Main St, Dallas, TX, 75294	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-23249	PRV	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr Apt 30, Nashville, TN, 37224	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-22339	PRV	Rebecca F Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-24109	PRV	Jonathan Peterson	—	UHC-80951-24	8668492621	3469 Spring St, Plano, TX, 75019	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
PRV-27966	PRV	Priya Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ, 85027	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-29581	PRV	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21215	PRV	Randy Q Snyder	1989-06-16	—	4318186468	398 Broadway, San Antonio, TX, 78213	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
PRV-27945	PRV	Bryan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-24099	PRV	Isabella N Lynch	1998-01-28	UHC-07898-24	7183223704	630 Church St, Phoenix, AZ, 85099	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-23312	PRV	Linda Smith	1989-09-17	UHC-68199-20	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
PRV-21293	PRV	Deborah Munoz	1989-05-06	UHC-29058-69	6829536361	5131 Apache Blvd, Gilbert, AZ, 85265	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-23081	PRV	Wayne F Harper	1947-08-10	UHC-60257-75	3389402227	6090 Church St, Columbus, OH	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
PRV-27719	PRV	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-22523	PRV	John Reyes	2004-01-07	—	3064873975	1791 Elm St, Tempe, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28209	PRV	Raymond Reed	1997-07-04	—	3816512027	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-22259	PRV	Tyler Ellis	1964-06-11	UHC-57220-44	8316687261	9799 Maple Ave, Las Vegas, NV, 89140	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
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-23388	PRV	Raymond Patterson	1938-09-28	UHC-88717-54	2227995434	8662 Sage Ct # 505, Chandler, AZ, 85251	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
PRV-29552	PRV	Wei Mason	1982-09-01	—	5504373701	9839 Palm Dr # 990, Seattle, WA, 98103	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-26738	PRV	Chris Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln Apt 40, Orlando, FL, 32849	0.68	Two-digit birth year Phone reformatted Unit split from street 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-22413	PRV	Camila W Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway Apt 16, Seattle, WA, 98142	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
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

5,906 rows, page 45 of 119Previous Next