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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103106	ENR	Albert I Lane	1994-01-16	UHC-80551-45	6895672062	3769 Pine Dr, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419117	CLM	Cynthia B Turner	1951-09-10	UHC-24518-02	2889418563	8782 Hillcrest Rd, Miami, FL, 33107	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127981	ENR	Camila G Jaackson	1961-05-15	UHC-96379-79	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431227	CLM	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-26096	PRV	Carl Rivera	1980-12-03	UHC-16910-17	3902427961	5451 Grand Ave Apt 3, Eden Prairie, MN	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-122318	ENR	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108233	ENR	Madison Aguilar	2001-03-02	UHC-63465-62	2406933650	2689 Forest Ave # 113, Mesa, AZ, 85258	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139467	ENR	Hannah Howell	1938-12-24	UHC-33142-04	9762549223	550 Palm Dr, Plano, TX, 75033	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412753	CLM	Priya Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd, Houston, TX, 77015	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-405719	CLM	Mary Schmidt	1977-05-21	UHC-12590-72	3866601828	6452 Harbor Blvd, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142155	ENR	Jerry Nelson	1988-01-17	UHC-37494-37	3914462333	1568 Highland Ave, Charlotte, NC, 28216	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-123461	ENR	Denise Welch	—	UHC-62650-06	8526940772	2403 Palm Dr, Nashville, TN, 37204	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-133925	ENR	Ben Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-138670	ENR	Larry Y Morgan	1971-01-28	UHC-96302-08	8255940810	6143 Oak St, Tucson, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-101485	ENR	Maria Berry	1946-06-20	UHC-38529-44	2722344177	6589 Camelback Rd, Atlanta, GA, 30314	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102594	ENR	Santiago X Ruiz	—	UHC-24348-69	5946875549	7526 Union St, Miami, FL	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-140173	ENR	Angela Y Simpson	1958-02-01	UHC-60551-37	5054121302	3747 Ocean Ave Apt 33, Glendale, AZ, 85372	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-56511	TPA	Olivia Ruiz	1961-01-18	—	—	9419 Apache Blvd # 974, Austin, TX	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-139776	ENR	Martinez Andrea	1941-05-17	UHC-02997-04	—	5480 Baseline Rd, Los Angeles, CA, 90047	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-402556	CLM	Bryan Carpenter	1953-01-10	UHC-20454-32	2549436670	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
TPA-62317	TPA	Steven Guerrero	1959-03-02	—	6586229403	7513 Mountain View Dr, Denver, CO, 80281	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417678	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428289	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 24, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-127538	ENR	Keith B Burke	1994-12-20	UHC-65252-24	4846619037	4190 Spring St, Austin, TX, 78711	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138245	ENR	Sarha D Green	2005-02-06	UHC-82924-01	5572580730	6549 Apache Blvd, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117095	ENR	Kayyla L Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426896	CLM	Stephen Lawrence	1974-12-08	UHC-90352-64	6442144806	5363 Park Pl Apt 13, Plano, TX, 75087	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129913	ENR	Willie D Matthews	1980-12-05	UHC-09213-65	3737855981	3400 Forest Ave, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-29029	PRV	Brenda H Gordon	1965-06-14	—	4793238832	6342 Harbor Blvd # 846, Jacksonville, FL, 32227	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60922	TPA	Samantha S Adams	1997-01-12	—	6134712450	6922 Sage Ct, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139807	ENR	Ethan Peters	1971-06-14	UHC-28291-35	8725658434	4909 Meadow Ln # 261, Seattle, WA, 98152	0.48	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
CLM-419268	CLM	Bradley Powell	1958-08-26	—	5098478846	1114 Highland Ave, Gilbert, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-407539	CLM	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52582	TPA	Madison Foster	1955-03-28	—	—	8828 Spring St, Atlanta, GA, 30393	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24218	PRV	Logan Knight	1947-11-19	—	—	2515 Oak St, Miami, FL	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more

39,996 rows, page 22 of 800Previous Next