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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28856	PRV	Donna P Torres	1957-03-17	UHC-62265-92	6878102635	2673 Park Pl, Tempe, AZ	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-58541	TPA	Amy Snyder	1984-12-03	—	7639828245	9570 Sunset Blvd # 484, Miami, FL, 33143	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127573	ENR	Daivd Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-25904	PRV	Christopher Bishop	1981-09-28	—	7563258032	9509 Forest Ave, Houston, TX, 77078	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-122200	ENR	Carol Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58713	TPA	Mei Moreno	1945-09-16	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-403972	CLM	Tyler Wagner	1951-07-18	—	—	8381 Main St, Gilbert, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-55579	TPA	Luis Lee	1965-04-28	—	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121120	ENR	Sean Allen	—	UHC-74463-68	6972892673	9243 Union St, Seattle, WA, 98183	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-410468	CLM	Sean Daniels	1986-05-18	—	—	6525 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139678	ENR	Richard McDonald	1966-04-08	UHC-41907-91	3604042254	1822 Central Ave, Orlando, FL, 32863	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108415	ENR	Tyler Dean	2004-08-17	UHC-36417-96	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-427166	CLM	Brandon Martin	1952-12-02	—	—	962 Harbor Blvd, Glendale, AZ, 85390	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125460	ENR	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407096	CLM	Joe Young	2002-03-24	UHC-30717-32	—	4851 Mountain View Dr, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136440	ENR	Mark Lopez	—	UHC-01657-31	2959574362	810 Mesa Dr, Sacramento, CA, 95812	0.50	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-54249	TPA	Betty D Fields	2004-09-15	—	8447162407	6147 Lincoln Way, Columbus, OH, 43228	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28837	PRV	Judy Munoz	1939-12-27	—	2278319737	1477 Lincoln Way, Fresno, CA, 93767	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117422	ENR	Tony G Aguilar	1989-11-06	UHC-75197-95	—	7798 Mountain View Dr, Tempe, AZ, 85288	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-114313	ENR	WJunk	1984-06-12	UHC-76015-46	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-400970	CLM	Gary J Sullivan	1965-11-03	UHC-11966-43	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50039	TPA	Gregory Morales	1977-02-09	—	—	7891 Valley View Dr, Plano, TX, 75068	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60909	TPA	Randy Miller	1997-11-14	—	—	5877 Sunset Blvd, Dallas, TX, 75286	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-115150	ENR	Dooris Cox	1987-05-05	UHC-68670-25	6165029901	9747 Hillcrest Rd, Seattle, WA, 98100	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21956	PRV	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO, 80239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421331	CLM	Jean Davis	1963-10-01	—	—	4532 Cedar Ln, Dallas, TX, 75254	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-102951	ENR	Charles Z Olson	1970-04-02	UHC-73785-83	2062751476	5690 Meadow Ln # 607, Phoenix, AZ, 85027	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404538	CLM	Lisa Silva	2002-04-16	—	—	6174 Willow Ct # 947, Columbus, OH, 43235	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418107	CLM	Kathleen R Lawson	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21899	PRV	Virginia Greene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25895	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100631	ENR	Kenneth Y Edwards	2002-12-07	UHC-87921-71	9108151752	6068 Forest Ave, Sacramento, CA, 95807	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133308	ENR	Megan Ortiz	1961-08-20	UHC-20744-18	4095860385	9249 Desert Sky Blvd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28238	PRV	Bruce Harvey	2004-03-21	—	6897592283	9486 Indian School Rd, Orlando, FL, 32876	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424979	CLM	Julia Snyder	—	UHC-13287-87	5519330880	9086 Canyon Rd, Los Angeles, CA, 90003	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404609	CLM	Judy V Long	2001-05-20	UHC-14892-64	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56276	TPA	Jeffrey Payne	—	—	—	1553 Palm Dr, Houston, TX, 77090	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22226	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127068	ENR	Zachary Pena	1950-06-06	UHC-45681-34	3799111696	6126 Mountain View Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58159	TPA	Charlotte Elliott	1996-01-01	—	—	7422 Market St, Glendale, AZ, 85322	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-428739	CLM	Carl Li	—	—	—	2696 Sage Ct, Jacksonville, FL, 32277	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-140074	ENR	Philip Z Stephens	1940-02-17	UHC-52177-38	5218261425	145 Cedar Ln, Dallas, TX, 75271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128725	ENR	Kimberly M James	2002-07-23	UHC-59619-33	2689789008	1599 Hillcrest Rd, Seattle, WA, 98161	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418318	CLM	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ, 85799	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416151	CLM	Nancy Q Washington	2007-05-05	—	—	2444 Lincoln Way Apt 20, Plano, TX, 75037	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more

55,824 rows, page 87 of 1,117Previous Next