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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21991	PRV	Christian Morrison	1969-06-28	—	5332752929	7318 Mesa Dr, Tempe, AZ, 85234	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28245	PRV	Shirley H Elllis	1975-01-21	—	2846315516	7905 Church St, Phoenix, AZ, 85068	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21641	PRV	Brenda Marquez	1974-03-24	UHC-60566-59	7079907062	5518 Grand Ave, Las Vegas, NV, 89172	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29153	PRV	Josshua Guerrero	1963-09-04	—	—	7674 Baseline Rd, Dallas, TX, 75246	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22289	PRV	Mari E Cook	1963-04-04	UHC-93632-88	8876752140	3872 Highland Ave, Atlanta, GA, 30353	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25518	PRV	Ruth Weber	1940-05-24	—	2436066165	9877 Market St, Glendale, AZ, 85334	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25825	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-25824	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-24618	PRV	Beverly Hunter	1996-11-15	UHC-61579-57	—	121 Desert Sky Blvd, Plano, TX, 75041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24617	PRV	Beverly Hunter	1996-11-15	UHC-61579-57	—	121 Desert Sky Blvd, Plano, TX, 75041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26964	PRV	Shirley Harrison	1940-04-24	—	7475212037	3720 Camelback Rd, Atlanta, GA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23879	PRV	Jeremy Romero	1954-11-14	—	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29528	PRV	George Ramos	1962-03-15	—	6926011459	2114 Willow Ct, Seattle, WA, 98113	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24374	PRV	Philip Jimenez	1996-03-04	UHC-42235-01	2139074021	2148 Jefferson Ave, Seattle, WA, 98156	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24916	PRV	Juila Hansen	1986-07-22	—	6624891593	2065 Mountain View Dr, Phoenix, AZ, 85019	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23983	PRV	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
PRV-21891	PRV	Marcus Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25132	PRV	Judith R Castro	1946-06-18	—	3389249418	9281 Baseline Rd, San Diego, CA, 92180	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28981	PRV	George Williamson	1953-03-23	—	3152509653	2608 Spring St, Sacramento, CA, 95879	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20987	PRV	David Y Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22039	PRV	Diane D Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20480	PRV	Santiago Rivera	1951-02-05	—	4276567861	3442 Camelback Rd, Minneapolis, MN, 55443	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28288	PRV	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27185	PRV	Cynthia Ray	1952-08-09	UHC-95030-16	2423345231	5099 Ocean Ave, Sacramento, CA, 95899	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21861	PRV	William F Moreno	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23133	PRV	Bruce V Little	1941-07-05	—	7512608776	2833 Sunset Blvd, San Diego, CA, 92115	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27280	PRV	Gabriel C Patterson	1980-06-05	UHC-73125-87	9642252123	2762 Elm St, Glendale, AZ, 85393	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22828	PRV	Charlie Taylor	1946-01-22	—	—	3261 Jefferson Ave, Austin, TX, 78763	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28343	PRV	Diana Ellis	1985-05-03	—	3943315576	2713 Maple Ave, Phoenix, AZ, 85047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24994	PRV	Albert L Santos	1956-12-07	—	5478975623	8286 Harbor Blvd, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23922	PRV	Stephen Hansen	1939-05-11	UHC-67426-32	—	8089 Pine Dr, Fresno, CA, 93739	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21121	PRV	Andy Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-28577	PRV	Natalie O Rios	1962-12-13	—	4238112457	8638 Broadway, Tucson, AZ, 85787	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
PRV-24949	PRV	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23286	PRV	Maria Edwards	1962-11-07	UHC-00544-89	4596211591	2604 River Rd, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27108	PRV	Donald R Hudson	1976-01-19	—	—	6764 Baseline Rd, Charlotte, NC, 28284	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21248	PRV	David Lawrence	1940-06-20	UHC-89096-30	4874963303	9104 Washington St, Fresno, CA, 93741	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20300	PRV	Justin Shaw	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26755	PRV	Amber Nichols	2004-09-27	UHC-96274-49	4053109992	2520 River Rd, Scottsdale, AZ, 85269	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22899	PRV	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25106	PRV	Sophia Larson	1987-04-20	UHC-69834-51	3029012528	6801 Washington St, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26844	PRV	Nathan Watkins	1974-08-06	—	7983243819	2794 Market St, Minneapolis, MN, 55461	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26123	PRV	Kathleen Castillo	1998-11-21	UHC-90571-84	4122381597	3704 Sage Ct, Dallas, TX, 75249	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28642	PRV	Jacob J Estrada	2003-02-10	—	7635246727	3162 Park Pl, Miami, FL, 33198	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25762	PRV	Jacob Jacobs	2002-01-06	—	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28241	PRV	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ, 85296	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20877	PRV	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23914	PRV	Joseph Tran	1948-01-21	UHC-70624-20	7583588954	5524 Oak St, Los Angeles, CA, 90094	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27020	PRV	Nicholas Gonzalez	1964-04-11	—	6436152977	6958 Lincoln Way, Los Angeles, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more

5,467 rows, page 49 of 110Previous Next