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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20536	PRV	Walter Peters	1966-02-13	UHC-02548-52	6118204274	5060 Highland Ave Apt 22, Minneapolis, MN, 55434	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
PRV-28100	PRV	Ros A Gary	1970-06-13	—	8015340747	6125 Sunset Blvd, Columbus, OH, 43268	0.76	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+2 more
PRV-28319	PRV	Michael Nunez	1991-12-07	UHC-34718-24	3704988608	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-24279	PRV	Santiago M Woods	1999-07-20	—	6578935566	8090 Lake View Rd # 730, Chandler, AZ, 85278	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-27271	PRV	Joyce Sadners	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-22423	PRV	Sandra Ryan	1995-12-02	—	8896439703	3076 Spring St, Chandler, AZ, 85250	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-29227	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
PRV-27694	PRV	Anna Vega	1982-11-17	—	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27111	PRV	Ana J Simpson	1953-01-28	UHC-12624-94	9559553953	2287 Valley View Dr, San Antonio, TX, 78220	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21597	PRV	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ, 85244	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-26288	PRV	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20162	PRV	Ralph P Weaver	1957-09-18	—	5376103292	4786 Ridge Rd, Charlotte, NC, 28232	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-27248	PRV	Helen G Weclh	1953-04-03	—	8955709808	2008 Jefferson Ave, Tucson, AZ, 85766	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
PRV-24627	PRV	Charles Fowler	1963-05-20	—	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-26410	PRV	Randy I Lynch	1996-09-27	UHC-19138-60	8787679973	269 Canyon Rd, Eden Prairie, MN, 55336	0.78	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-25429	PRV	Joan Anderson	1968-07-17	—	—	—	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-25698	PRV	Angela Gilbert	1953-10-11	UHC-84008-87	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
PRV-23092	PRV	Hannah Watson	1995-07-27	UHC-44586-69	7182887677	9895 Bayshore Dr, San Antonio, TX, 78224	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
PRV-21065	PRV	Mei O Matthews	—	UHC-74503-34	—	—	0.78	Name re-cased Date of birth unreadable Plan code upper-cased Whitespace trimmed+1 more
PRV-23686	PRV	Henry Tucker	1952-11-16	—	7985451731	242 Washington St, Nashville, TN, 37277	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
PRV-24466	PRV	Peterson S Terry	1940-03-22	—	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-23664	PRV	Frank West	2008-07-19	—	3652722280	9071 Cedar Ln Apt 4, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
PRV-25913	PRV	Omar Bell	—	—	7913942176	—	0.78	Date of birth missing Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-26971	PRV	Olivia Q Wang	1971-01-19	UHC-18220-29	5708720991	5888 Lincoln Way, Gilbert, AZ, 85259	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-28826	PRV	Adam X Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
PRV-24890	PRV	Bradley Ford	1955-09-13	—	—	8827 Sage Ct, Chandler, AZ, 85296	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
PRV-25893	PRV	Eric Snyder	1971-01-27	UHC-51431-79	—	4671 Union St, Scottsdale, AZ, 85283	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
PRV-23562	PRV	Steve Evans	2005-02-27	—	3963716719	4867 Central Ave, Glendale, AZ, 85377	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
PRV-25402	PRV	Eugene Gordon	2000-06-13	UHC-51400-98	3958359187	3363 Forest Ave, Las Vegas, NV, 89134	0.82	Phone reformatted State name converted to code Plan code upper-cased
PRV-20923	PRV	Ann Elliott	1990-05-15	—	2843122218	3996 Broadway, Glendale, AZ, 85361	0.88	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+2 more
PRV-21258	PRV	Joe M Flores	1977-12-18	—	6988253862	8481 River Rd, Plano, TX, 75008	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
PRV-29303	PRV	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-28479	PRV	Janice Garrett	1959-02-15	—	3524507434	2391 River Rd, Plano, TX, 75045	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
PRV-21841	PRV	Sarah N Smith	1994-11-13	—	9709227611	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-22909	PRV	Mariana T Green	1989-08-17	UHC-41515-80	—	9052 Grand Ave, Denver, CO, 80222	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-20736	PRV	Sarah N Cruz	2002-05-22	—	4789514363	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-26030	PRV	Willei Carlson	1985-10-01	—	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-29319	PRV	Charles I Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-28452	PRV	Priya Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
PRV-24309	PRV	Ann Schmidt	1977-05-05	UHC-80695-60	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.92	Phone reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
PRV-28414	PRV	Rebecca Estrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
PRV-25998	PRV	Emma Pena	2007-12-15	—	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28715	PRV	Samuel Rodriguez	1969-03-03	—	2075511467	3532 Sage Ct, Sacramento, CA, 95843	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23689	PRV	Martha F Tucer	1998-10-08	UHC-90948-60	4518689398	4872 Lincoln Way, Tempe, AZ, 85236	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
PRV-26856	PRV	Jessica Baker	1977-11-26	UHC-47501-58	4324965121	9664 Willow Ct, Nashville, TN, 37259	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-24485	PRV	Lawrence Rice	1963-11-14	—	2524895991	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-28766	PRV	Betty Q Sandoval	1944-09-25	UHC-13305-47	4354236348	1080 Desert Sky Blvd, Dallas, TX, 75227	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-24553	PRV	Aaron Fisher	1993-10-26	UHC-39898-77	5736658265	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-24960	PRV	Joyce N Cole	1985-05-25	—	4583720955	—	0.96	Plan code upper-cased Placeholder values cleared
PRV-24747	PRV	Pat Fisher	1985-08-03	—	—	7715 Baseline Rd, Mesa, AZ, 85289	0.96	Plan code upper-cased Placeholder values cleared

100 rows, page 2 of 2Previous Next