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 “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
ENR-113197	ENR	Keith Garcia	1994-09-05	UHC-31785-44	6957497893	2681 Bayshore Dr, Plano, TX, 75032	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129670	ENR	Willie W Marquez	1974-12-02	UHC-38593-57	9682939855	8486 Apache Blvd, Eden Prairie, MN, 55363	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-117657	ENR	Isabella Nelson	1992-04-21	—	5203335188	2964 Grand Ave, Austin, TX, 78797	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-105725	ENR	Ashley M Harrison	1965-11-09	UHC-58818-16	9376342161	1025 Church St, Charlotte, NC, 28237	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116064	ENR	Dylan C Knight	1984-08-05	UHC-43988-05	6888766580	7595 Highland Ave, Plano, TX, 75016	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-102671	ENR	Charlotte V Moore	2002-02-05	UHC-23929-63	8357656917	3631 Market St, Minneapolis, MN, 55475	0.78	City re-cased State name converted to code Email lower-cased Plan code upper-cased+1 more
ENR-137433	ENR	Emma Le	2002-11-16	UHC-99358-95	5167630412	1690 Desert Sky Blvd, Chandler, AZ, 85285	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
TPA-61839	TPA	Scott Le	1960-06-05	UHC-13697-19	—	586 Canyon Rd, Gilbert, AZ, 85216	0.78	Date of birth reformatted Street suffix standardised Address re-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
ENR-115270	ENR	Austin Morales	—	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.78	Date of birth unreadable Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-106970	ENR	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN, 55446	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-121930	ENR	Keith Q Morales	1973-04-02	UHC-94595-08	5325207136	4911 Desert Sky Blvd, Houston, TX, 77050	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60413	TPA	Eiljah Hunter	1992-05-21	—	—	9432 Broadway, Minneapolis, MN, 55466	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-125766	ENR	Margaret Torres	1983-08-12	UHC-37458-31	3899349643	9526 Camelback Rd, Fresno, CA, 93728	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-104954	ENR	Grace B Welch	1951-12-11	—	9698162203	5334 Lake View Rd, Charlotte, NC, 28299	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-118429	ENR	Joshua V Griffin	1983-10-16	UHC-65735-65	7497250019	4411 Apache Blvd, Phoenix, AZ, 85006	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-136513	ENR	Cheryl U Ward	1988-01-06	UHC-07157-64	3439568671	1620 Lake View Rd, Denver, CO, 80204	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121357	ENR	Donna L Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-141435	ENR	Cynthia Nelson	1993-07-21	UHC-10241-04	—	7284 Lincoln Way, Glendale, AZ, 85387	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-102084	ENR	Gloria X Chapman	1945-07-20	UHC-02870-23	—	9217 Elm St Apt 25, Phoenix, AZ, 85055	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
ENR-111559	ENR	Lisa L Reyes	1997-05-10	UHC-32509-54	9475361192	8968 Elm St, Las Vegas, NV, 89103	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-419740	CLM	Kathryn Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd, Charlotte, NC, 28278	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-416564	CLM	Ana Jackson	1974-07-23	UHC-93432-18	6036832797	1341 Camelback Rd, Glendale, AZ, 85331	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+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
ENR-124306	ENR	Betty L Johnson	1948-12-12	UHC-83574-17	7297806019	8542 Central Ave, Eden Prairie, MN, 55398	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-113768	ENR	Sara U Hicks	2003-11-18	—	6826752224	818 Jefferson Ave, Denver, CO, 80250	0.78	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-411540	CLM	Betty Rose	2004-02-14	UHC-23050-58	—	1454 Grand Ave, Glendale, AZ, 85332	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-133852	ENR	Jean Brooks	1962-06-20	UHC-80162-50	6389567539	9303 Main St, Orlando, FL, 32807	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-425283	CLM	Christina Green	1969-11-10	—	—	8203 Jefferson Ave, Glendale, AZ, 85351	0.78	Name re-cased Two-digit birth year City re-cased Plan code upper-cased+1 more
ENR-112243	ENR	Laura D Wallace	1947-12-10	UHC-16225-98	6426149549	9541 Indian School Rd, Austin, TX, 78733	0.78	Two-digit birth year Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-135842	ENR	Karen A Brooks	1971-09-17	UHC-66452-94	9849133402	784 Sage Ct, Sacramento, CA, 95895	0.78	Phone reformatted Street suffix standardised Address re-cased 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
ENR-121408	ENR	Cheryl Torres	2005-12-27	UHC-89837-37	—	7429 Harbor Blvd, Tucson, AZ, 85713	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-113462	ENR	Barbara Miller	1990-02-19	UHC-20247-89	3037188256	4058 Oak St, Tempe, AZ, 85221	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-410574	CLM	Margaret Spencer	1955-02-23	—	2502905224	4242 Baseline Rd, Plano, TX, 75047	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-105434	ENR	Wayne Luna	1962-06-10	UHC-07761-24	5749302894	9398 Willow Ct, Chandler, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+1 more
CLM-424057	CLM	Carl U Bennett	1968-11-07	UHC-25577-22	2173091566	9430 Sage Ct # 789, San Antonio, TX, 78267	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-135171	ENR	Christina Wallace	1953-01-21	UHC-17035-42	4926780977	2124 Washington St, Chandler, AZ, 85271	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126878	ENR	Nathan A Bennett	1998-08-28	UHC-01939-06	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Date of birth reformatted Phone missing area code City re-cased Plan code upper-cased+1 more
CLM-429170	CLM	Teresa Sims	1970-02-08	UHC-19809-99	—	9686 Indian School Rd, Los Angeles, CA, 90042	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-133234	ENR	Willie L Roberts	1980-05-25	UHC-15064-57	2079058104	5222 Ridge Rd, Miami, FL, 33107	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102770	ENR	Kathryn Stone	1968-08-16	UHC-92523-76	2576336260	428 Central Ave, Eden Prairie, MN, 55304	0.78	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+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
CLM-403928	CLM	Omar Cunningham	1942-12-28	UHC-84013-63	—	6179 Maple Ave, Jacksonville, FL, 32250	0.78	City re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-422162	CLM	Amber Coleman	1974-01-06	—	8352715713	6563 Valley View Dr, Jacksonville, FL, 32255	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-431137	CLM	Kenneth Ryan	1938-12-17	—	6735033629	—	0.78	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-423300	CLM	Sofia Silva	1960-09-16	—	—	7071 Maple Ave, Mesa, AZ, 85288	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-56172	TPA	Kayla Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more
ENR-110914	ENR	Matthew I Hamilton	1992-09-05	UHC-62583-91	5527562708	7984 Main St, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+1 more

3,278 rows, page 47 of 66Previous Next