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 “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-132210	ENR	Jon F Fuller	1977-09-20	UHC-26647-36	3007044106	9158 Broadway, Eden Prairie, MN, 55336	0.84	Name split from “Last, First”Date of birth reformatted
ENR-100179	ENR	Merk J Lawrence	1943-03-17	UHC-20563-33	5822177500	358 Baseline Rd, Denver, CO, 80295	0.84	Name split from “Last, First”Phone reformatted
ENR-117857	ENR	Larry R Jacobs	1976-11-17	UHC-05012-29	9449899764	5734 Highland Ave, Columbus, OH, 43226	0.84	Name split from “Last, First”City re-cased
ENR-102544	ENR	Charles Jackson	1947-09-05	UHC-14808-33	3633231835	3030 Central Ave, Dallas, TX, 75256	0.84	Name split from “Last, First”Phone reformatted
ENR-100983	ENR	Emma F Henry	1980-04-13	UHC-50050-99	8829476056	9496 Cedar Ln, Plano, TX, 75032	0.84	Name split from “Last, First”Phone reformatted
ENR-137299	ENR	Roger R Fernandez	1950-07-03	UHC-87047-92	8934818059	3486 Broadway, Dallas, TX, 75214	0.84	Name split from “Last, First”City re-cased
ENR-103691	ENR	Kimberly O Pena	1982-05-28	UHC-27784-32	9612391659	2968 Sage Ct, Las Vegas, NV, 89108	0.84	Name split from “Last, First”Date of birth reformatted
ENR-129936	ENR	Douglas S Matthews	1976-06-02	UHC-71180-40	—	1722 Canyon Rd, Tampa, FL, 33601	0.84	Name split from “Last, First”Placeholder values cleared
ENR-120058	ENR	Priya Nunez	1963-04-10	UHC-86485-54	8555178828	5759 Indian School Rd, Scottsdale, AZ, 85246	0.84	Name split from “Last, First”Phone reformatted
ENR-138801	ENR	Lauren Pierce	1975-02-04	UHC-58226-07	4477615739	2672 Hillcrest Rd, Columbus, OH, 43211	0.84	Name split from “Last, First”Whitespace trimmed
ENR-110675	ENR	Santiago N Carter	1968-04-12	UHC-16958-98	—	1512 Union St, Miami, FL, 33148	0.84	Name split from “Last, First”Placeholder values cleared
ENR-103674	ENR	Santiago M Nunez	1954-08-27	UHC-42554-30	6593579338	8018 Union St, Chandler, AZ, 85236	0.84	Name split from “Last, First”Phone reformatted
ENR-134058	ENR	Paamela S Cooper	1965-04-18	UHC-56199-92	3765126689	5263 Valley View Dr, Gilbert, AZ, 85290	0.84	Name split from “Last, First”Whitespace trimmed
ENR-125959	ENR	Mari Morgan	2007-02-11	UHC-98499-33	—	6055 Willow Ct, Mesa, AZ, 85273	0.84	Name split from “Last, First”Placeholder values cleared
ENR-108314	ENR	Angela X Gonzales	2007-10-14	UHC-43571-53	6109320115	7833 Sage Ct, Tampa, FL, 33670	0.84	Name split from “Last, First”Whitespace trimmed
ENR-123532	ENR	Jeremy X Wallace	1941-09-20	UHC-20150-52	5045177695	7102 Union St, Phoenix, AZ, 85021	0.84	Name split from “Last, First”Phone reformatted
ENR-123531	ENR	Jeremy X Wallace	1941-09-20	UHC-20150-52	5045177695	7102 Union St, Phoenix, AZ, 85021	0.84	Name split from “Last, First”Phone reformatted
ENR-119626	ENR	Christina Wilson	1989-05-09	UHC-86231-01	9248185789	7942 Bayshore Dr, Orlando, FL, 32897	0.84	Name split from “Last, First”Phone reformatted
ENR-138373	ENR	Carolyn Vazquez	1962-08-12	UHC-12396-17	2357681394	1706 Desert Sky Blvd, Glendale, AZ, 85381	0.84	Name split from “Last, First”City re-cased
ENR-136274	ENR	Billy Z Singh	1957-03-05	UHC-37632-95	7256946273	7609 Broadway, Las Vegas, NV, 89189	0.84	Name split from “Last, First”City re-cased
ENR-124582	ENR	Rachel Olson	1989-10-28	UHC-10292-12	—	7502 Church St, Glendale, AZ, 85375	0.84	Name split from “Last, First”Placeholder values cleared
ENR-139660	ENR	Donna P Torres	1957-03-17	UHC-62265-92	6878102635	2673 Park Pl, Tempe, AZ, 85267	0.84	Name split from “Last, First”Phone reformatted
ENR-116633	ENR	Kathleen Q Wright	1949-05-25	UHC-81490-13	—	4168 Oak St, Fresno, CA, 93768	0.84	Name split from “Last, First”Email lower-cased
ENR-131799	ENR	Scott F Sophia	1949-03-16	UHC-50442-67	3436297675	3828 Palm Dr, Charlotte, NC, 28283	0.84	Name split from “Last, First”Phone reformatted
ENR-117551	ENR	Scott R Rose	1985-06-01	UHC-63562-94	7008722117	954 Canyon Rd, San Diego, CA, 92102	0.84	Name split from “Last, First”Phone reformatted
ENR-120290	ENR	Jean O Cruz	1960-10-19	UHC-58083-73	2153460920	6465 Indian School Rd, Jacksonville, FL, 32231	0.84	Name split from “Last, First”Phone reformatted
ENR-116765	ENR	Edward J Hawkins	1963-12-26	UHC-02967-39	2252646439	9094 Sage Ct, Tucson, AZ, 85703	0.84	Name split from “Last, First”Whitespace trimmed
ENR-127424	ENR	Don N Hernandez	1976-04-09	UHC-18780-96	7905633254	8741 Union St, Orlando, FL, 32802	0.84	Name split from “Last, First”Phone reformatted
ENR-130715	ENR	Omar E Silva	1962-06-26	UHC-10513-43	3564993674	4924 Mountain View Dr, Seattle, WA, 98179	0.84	Name split from “Last, First”Whitespace trimmed
ENR-119847	ENR	Amber Burns	1942-07-07	UHC-27318-12	9218102296	7470 Lincoln Way, Chandler, AZ, 85241	0.84	Name split from “Last, First”Placeholder values cleared
ENR-114604	ENR	Mason C Stevvens	1982-02-28	UHC-29349-67	7133343227	4578 Maple Ave, Gilbert, AZ, 85210	0.84	Name split from “Last, First”Phone reformatted
ENR-114179	ENR	Russell Rodriguez	1970-08-16	UHC-07390-28	6038159420	128 Broadway, Columbus, OH, 43201	0.84	Name split from “Last, First”Whitespace trimmed
ENR-125616	ENR	Nicholas Lynch	1975-03-26	UHC-28009-85	7705191854	8167 Meadow Ln, Scottsdale, AZ, 85201	0.84	Name split from “Last, First”Phone reformatted
ENR-121192	ENR	Roy R Henderson	2002-09-12	UHC-88476-80	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-125821	ENR	Maria Foster	1999-08-01	UHC-34710-65	8325077332	2348 Apache Blvd, Las Vegas, NV, 89105	0.84	Name split from “Last, First”Phone reformatted
ENR-127267	ENR	Carl Q Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.84	Name split from “Last, First”Placeholder values cleared
ENR-101330	ENR	Diana Jimenez	1993-07-05	UHC-54965-94	5303617820	8766 Lincoln Way, San Diego, CA, 92175	0.84	Name split from “Last, First”Whitespace trimmed
ENR-133498	ENR	Lauren P Wang	1963-08-19	UHC-75343-29	8896251698	6246 Park Pl, Nashville, TN, 37252	0.84	Name split from “Last, First”Phone reformatted
ENR-137409	ENR	Hannah McDonald	1988-03-19	UHC-53163-98	4688594772	8981 Church St, Phoenix, AZ, 85034	0.84	Name split from “Last, First”Phone reformatted
ENR-122061	ENR	Logan Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.84	Name split from “Last, First”Member ID reformatted
ENR-122062	ENR	Logan Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.84	Name split from “Last, First”Member ID reformatted
ENR-115572	ENR	Tony K Meyer	1985-12-20	UHC-88421-50	2232304602	7567 Harbor Blvd, Dallas, TX, 75269	0.84	Name split from “Last, First”Date of birth reformatted
ENR-119844	ENR	Marilyn Jackson	1975-03-27	UHC-10466-66	5614313140	5334 Hillcrest Rd, Nashville, TN, 37237	0.84	Name split from “Last, First”Phone reformatted
ENR-131206	ENR	Ralph Fisher	1989-03-18	UHC-77097-62	8679350563	5993 Bayshore Dr, Las Vegas, NV, 89157	0.84	Name split from “Last, First”Phone reformatted
ENR-139523	ENR	Amanda Grant	1985-09-24	UHC-63557-36	5774067108	6065 Willow Ct, Jacksonville, FL, 32277	0.84	Name split from “Last, First”Phone reformatted
ENR-100958	ENR	Andrea J Collins	1997-07-26	UHC-59606-22	6439421120	7314 Mountain View Dr, Houston, TX, 77074	0.84	Name split from “Last, First”Phone reformatted
ENR-140332	ENR	Brittany Banks	1948-07-03	UHC-86957-86	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.84	Name split from “Last, First”Whitespace trimmed
ENR-107507	ENR	Arjun T Wallace	1968-07-02	UHC-61535-22	2748667907	5833 Mountain View Dr, Glendale, AZ, 85309	0.84	Name split from “Last, First”Phone reformatted
ENR-109890	ENR	Jeffrey Walsh	2003-04-06	UHC-70159-51	6345939297	9724 Canyon Rd, Seattle, WA, 98184	0.84	Name split from “Last, First”Email lower-cased
ENR-129578	ENR	Carl Burns	1967-04-08	UHC-58968-04	5543241443	8720 Highland Ave, Glendale, AZ, 85393	0.84	Name split from “Last, First”Phone reformatted

4,309 rows, page 85 of 87Previous Next