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-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-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-26729	PRV	Andrea Gomeez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28798	PRV	Roger Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.58	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-26239	PRV	Brittany M Sims	2005-12-05	—	5859619603	8123 Harbor Blvd, Los Angeles, CA, 90068	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-29086	PRV	Andrew C Patel	1981-05-13	—	9294393483	4615 Maple Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25858	PRV	Mariana Guzman	1954-06-03	—	6577460469	3575 Hillcrest Rd # 161, Columbus, OH, 43266	0.58	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-26747	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26748	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25459	PRV	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23662	PRV	Ethan Walsh	1941-03-07	—	5622377660	5428 Mountain View Dr, Tampa, FL, 33633	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
PRV-21048	PRV	Diego George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27165	PRV	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26545	PRV	Sandra Z Alexander	1950-04-13	—	7763019396	8420 Forest Ave, Fresno, CA, 93709	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21124	PRV	Albert Sanders	1943-07-28	—	9309676412	313 Canyon Rd, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-23532	PRV	Jason Holems	1944-04-09	—	3938287444	7300 Elm St # 132, Columbus, OH, 43290	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-22963	PRV	Zachary K Long	1957-09-19	UHC-67657-07	7914758992	8115 Spring St, Tempe, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28259	PRV	Brandon Coollins	1981-07-08	UHC-98443-74	3305209122	1704 Desert Sky Blvd, Tampa, FL, 33665	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23272	PRV	Maria W Gray	1994-12-02	—	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23134	PRV	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22665	PRV	Danielle K Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23192	PRV	Debra Vargas	1992-12-13	—	7427833185	7717 Hillcrest Rd, Tempe, AZ, 85269	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25195	PRV	Janice Johnson	1997-04-24	UHC-76647-45	7423403610	7828 Highland Ave, Eden Prairie, MN, 55363	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27529	PRV	Douglas Arnold	1991-03-01	—	9187258361	4155 Lincoln Way # 994, Tampa, FL, 33620	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24449	PRV	Samuel P Morgan	2008-03-20	UHC-61315-08	9597124132	3999 Hillcrest Rd # 932, Tempe, AZ, 85285	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26999	PRV	Juustin W Garrett	1988-09-04	UHC-18690-32	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-24773	PRV	Elijah Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
PRV-24641	PRV	George Bryannt	1965-11-15	—	9212495557	2407 Bayshore Dr, San Diego, CA, 92181	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28643	PRV	Deborah Hall	1983-01-08	UHC-03263-45	3367124151	3592 Maple Ave, Sacramento, CA, 95844	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22269	PRV	Michelle X Kelley	—	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.60	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
PRV-23709	PRV	Abby Johnson	1969-11-17	—	7167919653	658 Elm St, Charlotte, NC	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27186	PRV	Heather Brooks	1978-07-08	—	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-20930	PRV	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28175	PRV	Laura Arnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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