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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138894	ENR	Logan Y Marquez	1981-03-11	UHC-15519-26	6716909189	6817 Forest Ave, Tampa, FL, 33667	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-412525	CLM	Jon Parker	1952-09-07	UHC-53297-26	6466498212	8769 Lincoln Way, Seattle, WA, 98174	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139307	ENR	Theresa W McDonald	1967-09-28	UHC-35139-46	8058656923	3477 Jefferson Ave, Mesa, AZ, 85242	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-136581	ENR	Arjun B Fields	1962-03-12	UHC-53153-49	4899725136	2949 Sunset Blvd, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-118185	ENR	Wayne Ryan	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106376	ENR	Carl Geurge	1974-05-12	UHC-54000-76	3854038714	335 Ridge Rd, Denver, CO, 80262	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419743	CLM	Christina Lewis	1955-08-23	—	—	8303 Indian School Rd, Chandler, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115012	ENR	Madison V Barnes	1974-01-07	UHC-50892-22	7306893142	7739 Forest Ave, Charlotte, NC, 28228	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-412042	CLM	Jonathan Z McDonald	1987-07-24	—	3204387932	2481 Palm Dr, Charlotte, NC, 28269	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50180	TPA	Fatima Kim	1966-06-26	—	—	8544 Camelback Rd, Sacramento, CA, 95882	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113367	ENR	Mariana Morales	1966-09-22	UHC-90870-54	3215976007	212 Desert Sky Blvd, San Antonio, TX, 78212	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-415413	CLM	Mariana Peterson	1979-12-19	—	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139541	ENR	Carr Patricia	1991-08-15	UHC-69692-66	3853121461	7054 Meadow Ln, Nashville, TN, 37256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57900	TPA	Mariana Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405598	CLM	Mason P Herrera	1943-02-05	—	5424196196	182 Willow Ct, Charlotte, NC, 28299	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51301	TPA	Arjun Kim	1946-10-17	UHC-00642-57	6795814676	8237 Meadow Ln, Nashville, TN, 37291	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118111	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118110	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129546	ENR	Frances A Long	1960-08-23	UHC-94571-23	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413873	CLM	Teressa Meyer	1962-09-10	—	—	9295 Apache Blvd, Las Vegas, NV, 89197	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140238	ENR	Juan X Burns	1982-04-02	UHC-46319-03	2233064286	266 Camelback Rd, Minneapolis, MN, 55492	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403354	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	—	8802 Jefferson Ave, Plano, TX, 75017	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126690	ENR	Mason Z Alvarado	1990-01-19	UHC-58827-31	5324430253	1974 Mesa Dr, San Antonio, TX, 78285	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-403282	CLM	Judith Gilbert	1955-10-23	UHC-52805-66	7376544676	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-410641	CLM	Benjamin G Tarn	1956-10-03	—	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404894	CLM	Wei Harrison	—	UHC-67650-36	4509689142	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-104108	ENR	Alexander Vazquez	—	UHC-02231-41	9835546311	8271 Meadow Ln, Eden Prairie, MN, 55394	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-55489	TPA	Alexis Watkins	1946-10-08	UHC-25813-01	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-131289	ENR	Janice Kelly	1957-11-05	UHC-98691-32	6167580964	5664 Willow Ct, San Diego, CA, 92123	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58917	TPA	Sarah Adams	2006-06-09	—	—	2699 Canyon Rd, Fresno, CA, 93784	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-117752	ENR	Jerry L Dean	1971-12-28	UHC-44157-23	—	1126 Highland Ave, San Diego, CA, 92123	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-61268	TPA	Nancy Vega	2000-02-12	UHC-73844-71	6715120415	3291 Mesa Dr, Glendale, AZ, 85321	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55674	TPA	Amber E Reyes	1997-03-24	—	—	6206 Ridge Rd, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59763	TPA	Jacob Wallace	1969-05-04	—	8632623231	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-137376	ENR	Walter Knight	2002-07-25	—	2123286798	7563 Ocean Ave, Fresno, CA, 93785	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122520	ENR	Thompson A Jerry	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave, Jacksonville, FL, 32246	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426099	CLM	Grace Contreras	1974-01-01	UHC-41914-44	—	3704 Elm St, Orlando, FL, 32887	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-63166	TPA	Yukki Ruiz	1972-03-21	—	—	6056 Ridge Rd, Nashville, TN, 37257	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-109756	ENR	Nicole R Riley	1950-03-20	UHC-60698-80	9433223496	—	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
CLM-414295	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX, 77047	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59687	TPA	Christina Morgan	1976-12-17	—	—	5685 Cedar Ln, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26910	PRV	Christian Kelley	2008-11-28	UHC-69731-27	—	2826 Union St, Columbus, OH, 43245	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-114406	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-127218	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133972	ENR	Kevin H Ortega	1950-11-09	UHC-38146-61	2147358823	7358 Oak St, Houston, TX, 77057	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
PRV-20345	PRV	Gabriel Brooks	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418295	CLM	Angela C Matthews	1953-01-07	—	8466837684	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-105912	ENR	Jackson Mateo	2000-08-08	UHC-92354-30	6886205789	912 Forest Ave, Tucson, AZ, 85718	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-431962	CLM	Ralph Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406580	CLM	Denise Perkins	2003-07-02	UHC-99174-55	—	6478 Meadow Ln, Jacksonville, FL, 32291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

9,980 rows, page 120 of 200Previous Next