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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140407	ENR	Martha S Contreras	1989-08-17	UHC-22276-22	9743544292	—	0.80	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised
ENR-134285	ENR	Bruce Y Walsh	1968-01-14	UHC-67693-85	—	8801 Grand Ave, Eden Prairie, MN, 55309	0.80	Phone missing area code Member ID reformatted Email lower-cased Whitespace trimmed
CLM-424349	CLM	Teresa Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ, 85262	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-107515	ENR	Dennis Z Grant	1943-04-27	UHC-94532-67	2117121932	3986 Maple Ave, Los Angeles, CA, 90053	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-118133	ENR	Judy X McDonald	1996-04-10	UHC-13706-10	6649415301	7642 Pine Dr, Austin, TX, 78727	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
ENR-120677	ENR	Carol J Rodriguez	1982-02-25	UHC-29799-24	2149673595	9154 Elm St, Charlotte, NC, 28280	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127572	ENR	Sara K Roberst	1973-03-18	UHC-37486-91	7328855620	2948 Broadway, Atlanta, GA, 30348	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59722	TPA	Kevin J Reynolds	1943-06-27	UHC-73040-31	—	2591 Baseline Rd, Chandler, AZ, 85294	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-139820	ENR	Jeffrey E Miller	2004-07-18	UHC-33912-09	4306541115	466 Ocean Ave, Mesa, AZ, 85245	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
ENR-123845	ENR	Mariia R Walsh	1973-04-18	UHC-02617-66	5337938631	581 Sunset Blvd, Tampa, FL, 33685	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-126527	ENR	Jose X Dean	2007-07-09	UHC-55923-79	5033489285	6550 Lincoln Way, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-411467	CLM	Nicole Elliott	1954-07-08	UHC-60817-81	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132654	ENR	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ, 85367	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-107909	ENR	George Hawkins	1952-08-07	UHC-45207-79	7812624340	6268 Ridge Rd, Chandler, AZ, 85274	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-128431	ENR	Donald Lawson	1970-10-23	UHC-72187-47	6865535177	4184 Elm St, Gilbert, AZ, 85271	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-106334	ENR	Laura Washington	1981-12-06	UHC-58390-27	7643736276	2126 Mesa Dr, Las Vegas, NV, 89127	0.80	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed
ENR-131181	ENR	Alan D Schmidt	1992-10-27	UHC-55876-27	3933005475	5248 Canyon Rd, Minneapolis, MN	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
CLM-425058	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-425059	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
ENR-107564	ENR	Gregory C Hayes	1945-01-13	UHC-09673-34	9067628422	380 Sunset Blvd, Seattle, WA, 98122	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-121684	ENR	Roy Watson	1990-06-04	UHC-83152-41	5238271614	9508 Park Pl, Scottsdale, AZ, 85285	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-428080	CLM	Teresa Vargas	1944-05-14	UHC-52653-73	3254399943	8464 Broadway, Los Angeles, CA, 90090	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-123050	ENR	Madison A Stevens	1949-07-20	UHC-72662-41	5649022914	302 Cedar Ln, Eden Prairie, MN, 55335	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-114923	ENR	Roy Q Rojas	1987-12-17	UHC-27701-82	—	5072 Hillcrest Rd, Seattle, WA, 98119	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129610	ENR	Brittany F Sandoval	1963-09-13	UHC-46932-78	3088895811	9865 Desert Sky Blvd, Eden Prairie, MN, 55339	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-105594	ENR	Cynthia Alvarez	1971-09-07	UHC-79671-18	2346359077	8894 Church St, Las Vegas, NV, 89166	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
TPA-59213	TPA	Kayla Tucker	1958-05-12	UHC-60897-29	—	5351 Desert Sky Blvd, Las Vegas, NV, 89133	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59212	TPA	Kayla Tucker	1958-05-12	UHC-60897-29	—	5351 Desert Sky Blvd, Las Vegas, NV, 89133	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-105611	ENR	Nicholas S Fuller	1983-02-08	UHC-17681-49	3246093501	4462 Sage Ct, Las Vegas, NV, 89144	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-125717	ENR	Abigail Black	2003-09-09	UHC-48689-98	8405843147	3527 Pine Dr, Scottsdale, AZ, 85270	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-141564	ENR	—Junk	1943-11-23	UHC-29336-47	5773985494	227 Jefferson Ave, Austin, TX, 78716	0.80	Phone reformatted Member ID reformatted Email lower-cased No usable name (quarantined)
ENR-122205	ENR	Adam Y Jimenez	1987-02-17	UHC-06052-68	5072707810	263 Lincoln Way, Orlando, FL, 32830	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
CLM-423125	CLM	Jeffrey P Delgado	1978-01-06	UHC-40955-02	9054808362	3273 Spring St, Scottsdale, AZ, 85214	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-126793	ENR	Joan R Cox	1969-05-05	UHC-23212-54	4884376153	4539 Cedar Ln, Orlando, FL, 32840	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-101889	ENR	Amanda B Mashall	1952-06-22	UHC-03865-31	—	1064 Ocean Ave, Gilbert, AZ, 85283	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-141103	ENR	Julia Franklin	1972-08-22	UHC-28885-09	6649961968	7844 Spring St, Miami, FL, 33144	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-108195	ENR	Isabella G Howard	1999-03-14	UHC-57509-85	—	8125 Mesa Dr, Eden Prairie, MN, 55326	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-402914	CLM	Dennis Gutierrez	1984-04-08	UHC-41524-39	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-428352	CLM	Dennis Sims	1988-04-12	UHC-61431-40	—	1106 Jefferson Ave, Gilbert, AZ, 85240	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-138975	ENR	Austin Harris	1949-10-05	UHC-86079-97	6992618190	4002 Desert Sky Blvd, Columbus, OH, 43222	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-137621	ENR	Joe Q Perry	1940-12-09	UHC-87923-85	5905279824	4480 Willow Ct, Denver, CO, 80275	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-128219	ENR	Billy Williams	1950-04-07	UHC-03915-92	2515010182	6354 Baseline Rd, Houston, TX, 77045	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-131911	ENR	Jerry A Edwards	—	UHC-51204-16	8338180022	922 Union St, Atlanta, GA, 30387	0.80	Date of birth missing Member ID reformatted City re-cased Whitespace trimmed
ENR-114969	ENR	Nicole T Jenkins	1998-04-22	UHC-34083-24	2798056924	1519 Lake View Rd, Fresno, CA, 93765	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
CLM-424536	CLM	Ben Thomas	2000-07-14	UHC-38480-29	—	1402 Hillcrest Rd, Tempe, AZ, 85248	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-109951	ENR	Albert Murray	1998-02-28	UHC-91617-74	7974089215	2822 Meadow Ln, Minneapolis, MN, 55429	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-140480	ENR	Patrick Gutierrez	2002-12-23	UHC-45340-01	7509116181	7049 Grand Ave, Houston, TX, 77060	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
ENR-142397	ENR	Amber D Ruiz	1947-11-07	UHC-70601-68	8288418858	9109 Union St, Scottsdale, AZ, 85281	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
PRV-23413	PRV	DorothyJunk	1945-01-19	UHC-03800-59	5283984440	—	0.80	Member ID reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-104226	ENR	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased

7,723 rows, page 117 of 155Previous Next