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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116218	ENR	Juan Harris	1965-11-17	UHC-78189-72	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-400926	CLM	Priya F Chen	1999-03-03	—	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122742	ENR	James Soto	2002-03-26	UHC-65437-24	—	7915 Meadow Ln, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53934	TPA	Maria O Gomez	1954-10-20	—	3334758475	6645 Apache Blvd, Atlanta, GA, 30380	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117318	ENR	Melissa Rose	1954-07-10	UHC-51916-72	8748714040	6028 Maple Ave, Phoenix, AZ, 85084	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25528	PRV	Steven Clark	2006-02-12	UHC-49567-83	7169435065	5715 Jefferson Ave, Glendale, AZ, 85358	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111819	ENR	Michael M Patel	1960-12-08	UHC-44001-21	6857130246	4190 Forest Ave, Tempe, AZ, 85260	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-128706	ENR	Debra G Murphy	1968-06-07	UHC-67251-50	4983235945	5043 Grand Ave, Tempe, AZ, 85279	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105588	ENR	Laura Greene	2001-07-01	UHC-17929-77	8654149484	204 Sunset Blvd, Fresno, CA	0.64	Name split from “Last, First”Phone reformatted State code upper-cased ZIP missing+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
TPA-55823	TPA	Joan Hoffman	1942-09-22	—	2967756034	4691 River Rd, Scottsdale, AZ, 85203	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126640	ENR	Diane I Ray	1967-12-16	UHC-21870-71	4374194994	5152 Forest Ave, Mesa, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-134358	ENR	Joshua L Armstrong	1990-12-04	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22073	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	7906113647	1107 Lake View Rd, Denver, CO, 80266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417120	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409031	CLM	Patricia O Andrews	1996-05-07	UHC-97038-28	—	9097 Washington St, Orlando, FL, 32873	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-412464	CLM	Meyer Gloria	1998-04-17	UHC-03153-24	—	1137 Pine Dr, Houston, TX, 77008	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409111	CLM	Zachary Ray	2007-06-03	—	2036671378	557 Bayshore Dr, Miami, FL, 33172	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425498	CLM	Amber Henry	1992-07-12	UHC-75407-58	—	5490 Indian School Rd, Chandler, AZ, 85206	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406676	CLM	William Vasquez	1939-01-24	UHC-36379-12	—	3942 Union St, Minneapolis, MN, 55411	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413213	CLM	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419796	CLM	Evelyn Hart	2002-11-11	UHC-67231-57	5626768152	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-116791	ENR	Emiily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St, Charlotte, NC, 28293	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131602	ENR	Doris T Rice	1964-04-25	UHC-90955-10	2666671217	9774 Palm Dr, Seattle, WA, 98119	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108674	ENR	Sean Bradley	1941-10-28	UHC-41802-50	4213129259	8159 Ridge Rd, San Diego, CA, 92168	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24778	PRV	Austin A Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122372	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct # 324, Eden Prairie, MN, 55340	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-132651	ENR	Natalie V Green	1946-02-08	UHC-05349-79	7073730259	4312 Apache Blvd, Glendale, AZ, 85378	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411132	CLM	Lori T Garcia	1993-06-24	—	—	988 Sage Ct, Tampa, FL, 33691	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405075	CLM	Joyce Rice	1943-05-25	UHC-64786-05	—	2028 Baseline Rd, Mesa, AZ, 85273	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427200	CLM	Sharon H Black	1957-01-15	—	3065355621	7161 Main St, Tempe, AZ, 85260	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405625	CLM	Timothy Howell	1953-09-28	—	5526915775	5103 Oak St, Plano, TX, 75062	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111368	ENR	Margaet K Park	1947-02-22	UHC-91892-52	8459813341	64 Palm Dr, Austin, TX, 78723	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428075	CLM	Christian King	1952-07-18	UHC-48234-46	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115892	ENR	Shirley C Lane	1951-07-02	UHC-14306-80	5088530736	3295 Pine Dr, Las Vegas, NV, 89189	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-428420	CLM	Jeremy Rios	1938-12-24	UHC-43577-47	4738485439	1519 Market St, Phoenix, AZ, 85030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26460	PRV	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101036	ENR	Barndon U Ray	1944-04-13	UHC-20397-40	7557685776	7693 Sage Ct, Mesa, AZ, 85279	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140561	ENR	Priya Dunn	1959-05-05	UHC-24395-12	7439582379	7821 Oak St, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129290	ENR	Arthur Bowman	1951-12-08	UHC-96737-18	—	9264 Canyon Rd, Sacramento, CA, 95813	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421527	CLM	Maria Montgomery	1949-04-12	—	6323746359	9106 Main St, Austin, TX, 78788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427265	CLM	Doris Ryan	1981-08-24	—	3596909950	2666 Sage Ct, Minneapolis, MN, 55480	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-117497	ENR	Douglas T Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113598	ENR	Betty B Hudson	1996-09-16	UHC-99970-03	6657558125	1505 Canyon Rd, Charlotte, NC, 28272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132738	ENR	Judith Lynch	1961-08-17	UHC-81000-44	9456253043	2473 Palm Dr, Atlanta, GA, 30344	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63020	TPA	Patrick Herrera	1997-08-03	—	7204850317	1704 Forest Ave, Plano, TX, 75060	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104241	ENR	Christian Y Carroll	1994-11-08	UHC-50313-94	—	626 Central Ave, Fresno, CA, 93716	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 99 of 200Previous Next