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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29000	PRV	Brandon J Edwards	1948-04-23	UHC-65049-62	—	3531 Church St, Sacramento, CA, 95850	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28225	PRV	Carl Russell	—	UHC-40882-68	9883728663	3970 Palm Dr, Dallas, TX, 75204	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24071	PRV	Christine O Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26847	PRV	Karen Campbell	—	—	9706413040	4437 River Rd, Columbus, OH, 43264	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-21614	PRV	Albert Mason	1953-03-14	—	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20734	PRV	Julia Ortega	—	—	—	9413 Jefferson Ave, Denver, CO, 80281	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-21399	PRV	Diego Ramirez	1976-05-26	UHC-23908-84	7058086643	8373 Ridge Rd, Fresno, CA, 93734	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28817	PRV	Camila E Li	—	UHC-40969-55	—	4919 Harbor Blvd, Gilbert, AZ, 85258	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23313	PRV	Kayla S Crter	1970-04-24	—	4004654563	3471 Apache Blvd, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-21684	PRV	Eugene Foster	1959-03-24	—	6856886984	6273 Central Ave, Sacramento, CA	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20626	PRV	Bobby Wilson	1971-02-25	—	4152432213	633 Meadow Ln, Miami, FL, 33117	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-24824	PRV	Joyce E Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21061	PRV	Mariana Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20463	PRV	Sofia Chen	1996-09-25	—	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-21097	PRV	Albert Marshall	1938-08-12	—	6812672132	1431 Ocean Ave, San Diego, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-25820	PRV	Nicole Carlson	1941-10-20	—	—	8802 Pine Dr Apt 3, Tampa, FL, 33663	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27488	PRV	Sean Perkins	1943-10-17	—	—	2758 Harbor Blvd, Mesa, AZ, 85242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21427	PRV	Carlos Lawrence	1949-08-04	UHC-29118-10	—	9012 Mesa Dr Apt 16, Plano, TX, 75035	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23799	PRV	Frank A Howard	1971-07-01	UHC-33748-51	2546683803	5872 Jefferson Ave, Nashville, TN, 37253	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28938	PRV	Linda Thomas	2008-07-21	—	—	1820 Valley View Dr, Mesa, AZ, 85215	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-25134	PRV	Andy Johnson	1988-02-15	—	—	845 Pine Dr, Plano, TX, 75013	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23297	PRV	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27645	PRV	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
PRV-24918	PRV	Stephen Harper	—	—	7394339917	4259 Pine Dr, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25246	PRV	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-26323	PRV	Bobby Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX, 78757	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20324	PRV	Kelly Larson	1965-12-05	—	8229095647	3092 Washington St # 572, Chandler, AZ, 85221	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29294	PRV	Aisha T Hughes	2002-02-24	—	—	3610 Oak St, Las Vegas, NV, 89182	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22275	PRV	Valentina Price	2004-04-24	—	—	9812 Meadow Ln # 599, Phoenix, AZ, 85032	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21882	PRV	—Junk	1945-05-06	UHC-12903-25	8283946181	8733 Park Pl, Los Angeles, CA	0.54	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared+1 more
PRV-20541	PRV	Judy Perez	1996-05-07	—	2814323145	9661 Mesa Dr, Minneapolis, MN, 55456	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20053	PRV	Camila Jimenez	2008-07-04	UHC-95243-62	3492342575	4881 Sunset Blvd Apt 40, Orlando, FL, 32835	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
PRV-26555	PRV	Luis V Freeman	1999-10-21	UHC-92466-19	7084742253	7776 Indian School Rd, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-27214	PRV	Elijah Payne	1957-04-18	—	—	7432 Oak St Apt 11, Miami, FL, 33160	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
PRV-24645	PRV	Elijah Gordon	1978-11-12	—	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24451	PRV	Philip Luna	1999-12-08	UHC-82234-73	4016399901	3718 Camelback Rd, Minneapolis, MN, 55498	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-28864	PRV	Jennifer M Webb	2007-03-07	UHC-32803-28	3437145056	2087 Mesa Dr # 893, Fresno, CA, 93716	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-28364	PRV	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20161	PRV	Santiago Bennett	—	—	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.58	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22429	PRV	Juila Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr, San Diego, CA, 92173	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24549	PRV	Bryttany Long	1978-06-02	—	6657478820	6125 Forest Ave, Tempe, AZ, 85245	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24901	PRV	Yuki Chapman	2002-02-19	—	7269576631	5584 Desert Sky Blvd, Minneapolis, MN, 55416	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21311	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	—	4452 Maple Ave, Charlotte, NC, 28267	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-24852	PRV	Theresa Little	1983-02-08	UHC-38411-98	3165928045	5346 Sunset Blvd, Denver, CO, 80283	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21453	PRV	Arthur Contreras	1943-10-20	UHC-78188-71	3339948394	3294 Baseline Rd Apt 34, Jacksonville, FL, 32277	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-26045	PRV	Lori Nichols	1941-10-03	—	9289674486	8962 Union St, Gilbert, AZ, 85264	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21150	PRV	Charlotte Soto	1999-07-06	—	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27010	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more

5,462 rows, page 19 of 110Previous Next