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 “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
ENR-121056	ENR	Patrick Fisher	1985-08-03	UHC-27825-83	7773295953	7715 Baseline Rd, Mesa, AZ, 85289	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121462	ENR	Judith U Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.70	Phone missing area code City re-cased Gender normalised
ENR-117895	ENR	Josh Yang	2006-08-04	UHC-41387-41	5506881599	463 Palm Dr, Plano, TX, 75040	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415885	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln, Tempe, AZ, 85265	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-131435	ENR	Mason Schultz	1953-01-26	UHC-06517-82	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106325	ENR	Timothy W Daniels	1950-02-21	—	4942080186	9644 River Rd, Orlando, FL, 32863	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134214	ENR	Alan J Mendez	1989-12-20	UHC-58994-94	8988638887	3528 Meadow Ln, Scottsdale, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
CLM-426628	CLM	Abigail X Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130539	ENR	Jordan Lucas	1941-06-17	UHC-43274-14	8999350181	3269 Apache Blvd, Phoenix, AZ, 85068	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132084	ENR	Keith Vargas	1955-03-05	UHC-17529-71	6193209775	720 Meadow Ln, Seattle, WA, 98111	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108779	ENR	Philip B Tran	1938-01-16	UHC-84025-19	8524581889	8182 Cedar Ln, Miami, FL, 33173	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408256	CLM	Kayla Chen	1967-01-25	—	2378351439	8289 Main St, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26606	PRV	Dylan Gibson	2002-01-13	UHC-54125-64	6757098180	8165 Meadow Ln, Jacksonville, FL, 32264	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412929	CLM	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr, Columbus, OH, 43238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428742	CLM	Gregory V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28955	PRV	Kimberly Vega	1961-03-18	UHC-98431-63	8122507026	9577 Spring St, Nashville, TN, 37217	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118917	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25740	PRV	Nah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St, Mesa, AZ, 85216	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410568	CLM	Marilyn I Patterson	1997-01-05	UHC-43471-66	5688744256	9305 Meadow Ln, Orlando, FL, 32888	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29221	PRV	Jennifer Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128352	ENR	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX, 77094	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111725	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139570	ENR	Ryan Cambpell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52214	TPA	Alan M Aguilar	1941-11-05	—	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117820	ENR	Arthur P Bailey	1980-11-16	UHC-24286-79	3424371609	4547 Elm St, Charlotte, NC, 28290	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431478	CLM	Richard Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105643	ENR	Eugene Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St, Tampa, FL, 33684	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101532	ENR	Valentina Luna	1960-08-21	UHC-30298-37	6635520959	3039 Camelback Rd, Tucson, AZ, 85774	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106795	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115024	ENR	Randy N Stevens	1988-10-24	UHC-04898-82	9183953557	7288 Jefferson Ave, Los Angeles, CA, 90071	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133315	ENR	Edward Hraris	2005-01-07	UHC-50295-72	7633704448	2501 Palm Dr, Las Vegas, NV, 89161	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-405607	CLM	Josh T Johnston	2000-11-19	UHC-20659-99	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61247	TPA	Kathleen Jordan	1993-05-20	—	4562653540	5168 River Rd, Houston, TX, 77026	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-115159	ENR	Donald V Price	1939-09-28	UHC-80700-98	2694993430	3141 Main St, Charlotte, NC, 28236	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58772	TPA	Lawrence Jackson	1972-10-08	—	4302933514	3008 Ocean Ave, Austin, TX, 78710	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411099	CLM	Catherine Cunningham	1972-06-16	—	2168886127	615 River Rd, Sacramento, CA, 95837	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62232	TPA	Wayne Fernandez	1941-12-03	—	4989514706	6873 Canyon Rd, Jacksonville, FL, 32269	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61836	TPA	Angela Ellis	1949-03-02	—	4463762583	9545 Apache Blvd, Fresno, CA, 93761	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142125	ENR	Amber Murphy	1948-03-04	UHC-50156-12	7032011060	7183 Apache Blvd, Atlanta, GA, 30364	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20176	PRV	Daniel Burton	1962-04-20	—	7544322656	8924 Canyon Rd, Phoenix, AZ, 85021	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127028	ENR	Priya Gutierrez	2004-09-07	UHC-28590-73	6103648385	2606 Elm St, Charlotte, NC, 28279	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115213	ENR	Jennifer J Banks	1956-01-05	UHC-67222-51	5038444271	3774 Main St, Gilbert, AZ, 85281	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52034	TPA	Marc Wells	1954-04-20	—	9782229188	9829 River Rd, Denver, CO, 80225	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22204	PRV	Jordan W Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59718	TPA	Bruce Little	1939-07-09	—	7795054597	5733 Baseline Rd, Los Angeles, CA, 90043	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21860	PRV	William V Snyder	1941-06-07	—	9102846823	1256 Baseline Rd, Mesa, AZ, 85266	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400060	CLM	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ, 85212	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128186	ENR	Isabella Martinez	1976-07-13	UHC-60504-53	8144638820	7532 Apache Blvd, Jacksonville, FL, 32232	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,850 rows, page 153 of 357Previous Next