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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54530	TPA	Janice Dunn	1953-04-18	—	—	3591 Oak St # 418, Denver, CO, 80249	0.06	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+7 more
ENR-137840	ENR	Arthur R Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St # 837, Houston, TX	0.08	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-116726	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ	0.08	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+6 more
TPA-52163	TPA	Dot Sullivan	1975-07-13	—	—	1010 Union St Apt 8, Tucson, AZ, 85755	0.08	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
PRV-23021	PRV	Cheryl Collins	1992-04-14	—	4783251355	5401 Church St # 246, Los Angeles, CA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-27330	PRV	Denise F Anderson	1987-05-16	—	2936129893	3970 Market St, Las Vegas, NV, 89189	0.08	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+6 more
ENR-108630	ENR	Maria Dean	1956-04-23	UHC-74698-76	6763876139	7608 Washington St Apt 1, Seattle, WA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-20940	PRV	Betty West	2001-09-13	—	—	7361 Jefferson Ave # 637, Chandler, AZ, 85278	0.10	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+5 more
CLM-414257	CLM	Ralph Z Green	1993-05-05	—	—	6872 Main St, Dallas, TX	0.10	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-111055	ENR	Randy K Garrett	1948-06-22	—	9764691188	4836 Willow Ct # 850, Phoenix, AZ, 85023	0.10	Name split from “Last, First”Middle initial moved out of first name Phone reformatted SSN last four extracted+5 more
TPA-53089	TPA	Janet Z Fuller	1948-11-25	—	—	1869 Palm Dr, Tempe, AZ	0.12	Name split from “Last, First”Middle initial moved out of first name SSN last four extracted Street suffix standardised+4 more
ENR-119911	ENR	Adam K Espinoza	—	UHC-06637-93	4688521356	7933 Sunset Blvd, Phoenix, AZ, 85026	0.18	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+7 more
PRV-25675	PRV	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 33, Orlando, FL, 32876	0.18	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+7 more
ENR-103386	ENR	Gregory H Richardson	1960-04-11	UHC-32697-71	2909667947	1687 Palm Dr Apt 34, Dallas, TX, 75271	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
CLM-413386	CLM	Elijah Boyd	—	UHC-80648-57	6663958132	5611 Hillcrest Rd, San Diego, CA	0.20	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+6 more
ENR-113612	ENR	Heather T Powell	1976-04-09	UHC-93409-15	6565984051	1816 Spring St # 128, Atlanta, GA	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-425051	CLM	Charles N Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.20	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-428349	CLM	Frances Berry	1968-02-08	—	2047033326	384 Highland Ave # 681, Minneapolis, MN, 55406	0.20	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+6 more
PRV-22700	PRV	Janice Mendoza	1998-10-04	—	4709141900	8684 Main St Apt 23, Scottsdale, AZ, 85226	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
CLM-407362	CLM	Gary Sims	1950-04-10	—	8036631340	7461 Maple Ave Apt 5, Tampa, FL, 33676	0.20	Name re-cased Phone reformatted SSN last four extracted Unit split from street+6 more
CLM-426274	CLM	Stephen Morrison	—	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV	0.20	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
TPA-51065	TPA	Richard Lawson	1947-05-12	UHC-60766-62	—	560 Maple Ave Apt 23, Dallas, TX, 75294	0.20	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
ENR-123658	ENR	Ken Fowler	1989-05-09	UHC-79833-73	6302317839	821 Bayshore Dr, Seattle, WA	0.20	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
CLM-403990	CLM	Andrea Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109410	ENR	Grece Philllips	1939-01-26	UHC-41031-01	—	7250 Pine Dr, Houston, TX, 77002	0.20	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-142191	ENR	George A Wright	1990-07-07	UHC-50766-06	3342029082	7932 Camelback Rd # 949, Miami, FL, 33178	0.20	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-400390	CLM	Abiagil Olson	—	UHC-39205-83	8578754323	2663 Forest Ave Apt 37, Jacksonville, FL, 32270	0.20	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
ENR-110258	ENR	Emily P Armstrong	1959-12-08	—	4608754857	4902 Palm Dr # 432, Chandler, AZ, 85289	0.20	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-120779	ENR	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln Apt 5, Atlanta, GA	0.20	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+6 more
PRV-26203	PRV	Jose J Chapman	1947-03-16	—	9713265250	3582 Pine Dr Apt 40, Sacramento, CA	0.20	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-111270	ENR	Lori Griffin	1993-03-23	UHC-85108-34	—	6431 Harbor Blvd Apt 22, Las Vegas, NV, 89122	0.20	Date of birth reformatted Phone missing area code SSN last four extracted Unit split from street+6 more
CLM-405399	CLM	Virginia Smith	2001-07-22	UHC-62024-73	—	9017 Palm Dr Apt 40, Atlanta, GA	0.20	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
CLM-411453	CLM	Ethan Vasquez	1973-06-11	—	3345595001	9113 Washington St # 595, Las Vegas, NV, 89122	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-62417	TPA	Steven Cole	1982-09-07	—	8198040252	5310 Sunset Blvd Apt 36, Glendale, AZ	0.22	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-121353	ENR	Randy Valdez	—	UHC-41794-23	3289551444	3970 Desert Sky Blvd, Austin, TX, 78744	0.22	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-115164	ENR	Scott Hudson	—	UHC-30149-67	—	6943 Park Pl # 215, Gilbert, AZ, 85290	0.22	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
TPA-57407	TPA	Michelle P Reed	1962-08-23	UHC-33270-80	—	8956 Central Ave, San Diego, CA, 92173	0.22	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-430404	CLM	Bobby Jones	1990-10-25	UHC-20647-08	—	8156 Lake View Rd Apt 37, Austin, TX, 78778	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-20228	PRV	Anna S Fisher	—	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.22	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-403902	CLM	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ, 85205	0.22	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-108109	ENR	Nicole H Walker	1973-11-07	UHC-98415-20	8777034317	1256 Indian School Rd # 357, Austin, TX, 78715	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Unit split from street+5 more
ENR-115676	ENR	Brittany Bennett	—	UHC-10516-42	6175309848	9679 Union St Apt 28, Fresno, CA	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-405849	CLM	Willie Y Coleman	—	UHC-87140-40	3299363193	1964 Lake View Rd, Scottsdale, AZ, 85261	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-124620	ENR	Michelle J Carpenter	—	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-405377	CLM	Mary Ramirez	1960-03-28	—	—	1794 Cedar Ln, Jacksonville, FL	0.22	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+5 more
PRV-20487	PRV	Arjun Brown	1998-12-18	UHC-10496-36	5637054767	1914 Union St # 667, Plano, TX, 75036	0.22	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-64342	TPA	Austin George	1943-06-14	—	—	8288 Apache Blvd # 908, Eden Prairie, MN	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
ENR-127184	ENR	Madison Z Daniels	—	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ	0.22	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-428653	CLM	Charlie Williams	1971-09-12	UHC-34565-98	—	6059 Washington St # 200, Atlanta, GA, 30381	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-110882	ENR	Joan E Hughes	1989-03-07	UHC-74801-99	8585875770	5017 Bayshore Dr # 514, Glendale, AZ, 85364	0.22	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+5 more

71,257 rows, page 1 of 1,426Previous Next