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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142051	ENR	Heather Jones	1985-02-01	UHC-44914-82	3665428658	1863 Lake View Rd, Phoenix, AZ, 85071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123054	ENR	Santiago Jimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave Apt 28, Chandler, AZ, 85260	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102719	ENR	Diana D Butler	—	UHC-83959-10	3497566507	1810 Indian School Rd, Scottsdale, AZ, 85294	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
ENR-135782	ENR	Hart S Michelle	—	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110605	ENR	Shirley K Ramirez	1978-03-10	UHC-48562-23	4113617855	7240 Valley View Dr # 940, Tempe, AZ, 85274	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142159	ENR	Joan P Kelly	2000-02-05	UHC-83052-16	8794305856	3036 Washington St, Gilbert, AZ, 85208	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118383	ENR	Timothy E Gordon	1977-07-23	UHC-55444-69	8606029744	3979 Bayshore Dr, Jacksonville, FL, 32288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-104584	ENR	Cynhtia E Gardner	1988-06-20	UHC-10851-35	3278814233	3740 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141538	ENR	Douglas D Cruz	1961-04-01	UHC-70015-67	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120076	ENR	Carlos U Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129549	ENR	Benjamin V Payne	1991-12-09	UHC-66516-34	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120567	ENR	Ronald Hoffman	1958-08-16	UHC-16807-53	9892199266	8607 Ocean Ave, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107885	ENR	Abigail George	1993-07-19	UHC-48841-18	8823971842	5368 Lincoln Way, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141874	ENR	Donna Guzman	1957-03-28	UHC-41209-83	6019320912	2470 Meadow Ln Apt 38, Austin, TX, 78738	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131357	ENR	Scott I Tran	1946-11-08	UHC-41541-25	6459847168	1906 Sage Ct, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121721	ENR	William Dixon	1965-10-14	UHC-96330-91	4393239148	9245 Pine Dr, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140790	ENR	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln Apt 3, San Antonio, TX, 78295	0.50	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-101863	ENR	Stephhanie A Black	1984-02-20	UHC-71521-26	8072891271	3602 Meadow Ln, Mesa, AZ, 85278	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103064	ENR	Pamela Jensen	1984-10-04	UHC-45453-81	6344775907	5245 Market St, Las Vegas, NV, 89112	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133102	ENR	Teresa Campbell	—	UHC-61936-67	9319835392	8865 Mountain View Dr, Eden Prairie, MN, 55357	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105499	ENR	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136489	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136490	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-137014	ENR	Becky C Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd, Plano, TX, 75019	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103099	ENR	Daniel Williams	1960-04-16	UHC-03175-49	—	2563 Park Pl, Dallas, TX, 75221	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142303	ENR	Joan Price	1938-10-13	UHC-30347-25	8775217866	5568 River Rd, Seattle, WA, 98144	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113803	ENR	Russell E Murray	1951-06-16	UHC-02728-23	—	8438 Canyon Rd, Fresno, CA, 93736	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-131616	ENR	Sandra Valdez	—	UHC-92310-32	7676699383	4090 Main St, Tampa, FL, 33604	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142382	ENR	Anna E Taylor	1988-07-15	UHC-89479-07	3119953168	6456 Mesa Dr, Minneapolis, MN, 55435	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141928	ENR	Stephanie Elliott	1957-09-15	UHC-77580-07	3688106511	2713 Bayshore Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132546	ENR	Hanson Scott	2000-08-24	—	8436489842	1929 Union St # 655, Tempe, AZ, 85212	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106518	ENR	Joe O Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107357	ENR	Peter Marquez	1975-02-20	UHC-35980-72	—	4952 Jefferson Ave, Jacksonville, FL, 32285	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124822	ENR	Hannah R Ryan	1983-08-14	UHC-82129-98	3147035927	604 Washington St, Minneapolis, MN, 55449	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124559	ENR	Marilyn T Reyes	1975-10-22	UHC-73685-77	3649536284	6140 Baseline Rd # 257, Eden Prairie, MN, 55365	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-121718	ENR	Valentina R Aguilar	—	UHC-88614-93	2386095322	4653 River Rd, Glendale, AZ, 85376	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125794	ENR	Bruce Bryant	2000-02-16	UHC-90920-70	5849927490	2016 Grand Ave Apt 13, Eden Prairie, MN, 55361	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142936	ENR	Elijah Hudson	1984-06-27	UHC-37723-85	3127262858	3818 Sage Ct, Phoenix, AZ, 85000	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114230	ENR	Jerry G Phillips	1991-05-02	UHC-17758-10	2074126546	1057 Meadow Ln, Charlotte, NC, 28280	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108614	ENR	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	205 Central Ave, Jacksonville, FL, 32288	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137575	ENR	Christina P Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134354	ENR	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117538	ENR	Marcus Whitte	1984-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122911	ENR	Noah Ward	1945-03-10	UHC-78806-27	7633427070	3345 Ocean Ave, Mesa, AZ, 85299	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125611	ENR	Kelly V Greene	1963-12-04	UHC-79987-73	3306264325	6586 Market St, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 50 of 532Previous Next