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
CLM-417570	CLM	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased
TPA-61701	TPA	Tyler Patel	1955-10-09	UHC-72738-99	—	2695 Hillcrest Rd, Dallas, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-58984	TPA	Jerry Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN, 37256	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-116698	ENR	Logan Cole	1954-02-28	UHC-01929-21	5793866357	998 Maple Ave, Mesa, AZ, 85279	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-110035	ENR	Russell Marshall	1998-01-25	UHC-27814-95	2203983496	6756 Camelback Rd, Sacramento, CA, 95828	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-101314	ENR	Angela R Wood	1961-01-17	UHC-29334-95	9334375863	602 Central Ave, Dallas, TX, 75297	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed
TPA-59615	TPA	Julie Carroll	1953-12-25	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59975	TPA	Dennis Hill	1956-09-17	—	—	1492 Ridge Rd, Houston, TX, 77057	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124769	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-124770	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-122022	ENR	Priya Y Warren	1977-09-27	UHC-93448-74	6725404353	7780 Lincoln Way, Columbus, OH	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased
ENR-107961	ENR	Kye Reyes	1998-08-03	UHC-14749-41	—	5854 Baseline Rd, Charlotte, NC, 28274	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-423341	CLM	Robert Watkins	2001-07-07	UHC-29270-37	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-108744	ENR	Adams Frank	1982-12-08	UHC-78584-61	6516430068	710 Broadway, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-105333	ENR	Ana Fuuller	1978-10-18	UHC-64825-97	4338276984	9872 Spring St, Phoenix, AZ, 85042	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-417008	CLM	Charles Porter	2004-04-09	UHC-37973-20	—	9313 Forest Ave, Sacramento, CA, 95829	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-410060	CLM	Yuki F Meyer	1950-06-01	UHC-39552-52	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-121384	ENR	Frances S Morrison	2006-04-09	UHC-14630-02	2715309872	5632 Baseline Rd, Nashville, TN, 37262	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-111343	ENR	Sephen Munoz	1971-04-11	UHC-44645-89	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-416574	CLM	Ethan Welch	1949-09-13	UHC-59122-39	—	1962 Mesa Dr, San Antonio, TX, 78221	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409876	CLM	Jason Guerrero	1949-07-19	UHC-14738-35	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110864	ENR	Robert Q Lawrence	2008-02-10	UHC-31344-05	6654530727	1802 Central Ave, Eden Prairie, MN	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-123884	ENR	Lucia N Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-113644	ENR	Dan Z Larson	1946-12-10	UHC-48509-03	3957739205	9538 Canyon Rd, Mesa, AZ, 85275	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
CLM-402036	CLM	Thomas Chavze	1958-01-21	UHC-08205-93	—	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-113571	ENR	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-62594	TPA	Helen Snyder	1967-06-25	—	—	4492 Ridge Rd, Atlanta, GA, 30333	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-138628	ENR	Sharon V Rose	1956-02-12	UHC-95563-56	6264537870	1190 Grand Ave, Los Angeles, CA, 90044	0.68	Name split from “Last, First”Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-121851	ENR	Ann G Stewart	1946-07-10	UHC-16347-57	2494362532	6460 Valley View Dr # 802, Gilbert, AZ, 85295	0.68	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed
CLM-424731	CLM	Philip Willis	1968-02-27	—	—	8286 Bayshore Dr, Seattle, WA, 98134	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-21293	PRV	Deborah Munoz	1989-05-06	UHC-29058-69	6829536361	5131 Apache Blvd, Gilbert, AZ, 85265	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-23081	PRV	Wayne F Harper	1947-08-10	UHC-60257-75	3389402227	6090 Church St, Columbus, OH	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
TPA-60391	TPA	Janet Hakins	1996-03-26	—	5695896314	7647 Mesa Dr, Tucson, AZ, 85704	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-418018	CLM	Jennifer Santos	1944-02-16	—	—	4465 Hillcrest Rd, Seattle, WA, 98130	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-409267	CLM	Hiroshi Miller	1979-09-12	—	—	8858 Sage Ct, Gilbert, AZ, 85263	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-405725	CLM	Frank Parker	1971-08-04	—	6717940339	4004 Hillcrest Rd, Chandler, AZ, 85251	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
ENR-128801	ENR	Alice U Mills	1965-02-25	UHC-67408-86	3602908120	8784 Ridge Rd, Tucson, AZ, 85768	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-402516	CLM	Ethan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd # 725, Chandler, AZ, 85229	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122891	ENR	Susan X Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-137164	ENR	Pamela A Murray	1977-05-22	UHC-82678-63	2949091835	3967 Park Pl, Phoenix, AZ, 85084	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-104580	ENR	Austin Z Austin	1998-09-19	UHC-36724-12	7742043141	7651 Park Pl, Plano, TX, 75009	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-103038	ENR	Andrew Butler	1999-09-24	UHC-29243-55	8827949220	6448 Palm Dr, Fresno, CA, 93787	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
CLM-428400	CLM	Jeremy Greeen	1999-09-19	—	—	638 Meadow Ln Apt 14, Gilbert, AZ, 85272	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405840	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-64248	TPA	Denise Mills	1982-03-24	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-27584	PRV	Betsy Walker	1958-11-19	—	4463139190	8507 Harbor Blvd, Denver, CO, 80260	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-117785	ENR	Kyle B Dunn	1951-12-01	UHC-09782-78	—	8933 Canyon Rd, Los Angeles, CA, 90064	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-104126	ENR	Ronald F Crawford	1981-11-13	UHC-93325-15	2175870524	4226 Harbor Blvd, Glendale, AZ, 85385	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-425763	CLM	Theresa Olson	1996-07-03	UHC-42656-48	—	9830 Broadway, Houston, TX, 77004	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Whitespace trimmed
ENR-104062	ENR	Jonathan L Sulllivan	1976-01-10	UHC-13997-31	—	7212 Mesa Dr, Gilbert, AZ, 85231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

9,980 rows, page 144 of 200Previous Next