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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136509	ENR	Melissa P Ford	1981-04-14	UHC-87445-89	5123480952	1213 Washington St, Houston, TX, 77047	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105742	ENR	Carl A Hoffman	1941-12-11	UHC-12474-99	9012172683	7522 Indian School Rd, Miami, FL, 33185	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121303	ENR	Aisha Bryant	1957-04-26	UHC-82316-02	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
TPA-57988	TPA	Lucia N Montgmoery	1947-12-09	—	6517390159	2513 Harbor Blvd, Houston, TX, 77084	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27416	PRV	—Junk	1940-02-18	UHC-46209-51	6852917215	3684 Church St, Charlotte, NC, 28202	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129801	ENR	Joe Z Obrien	1938-06-20	UHC-91026-53	2615953563	832 Oak St, Jacksonville, FL, 32288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138668	ENR	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117151	ENR	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	6266 Cedar Ln, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119394	ENR	Emma K Brooks	1972-05-01	UHC-09562-95	2039757599	453 Canyon Rd, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132266	ENR	Marcus Q Brown	1977-03-14	UHC-58114-58	2534390855	3581 Bayshore Dr, Plano, TX, 75045	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21166	PRV	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave Apt 5, Houston, TX, 77030	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-109692	ENR	Stephanie T Bishop	1982-12-17	UHC-68940-41	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24607	PRV	Sofia Carpenter	1954-12-27	UHC-23990-07	9727895012	204 Ocean Ave Apt 9, Dallas, TX, 75271	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-432242	CLM	Priya S Williams	1972-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-402230	CLM	Daniel Obrien	1993-07-25	—	—	3776 Main St # 342, Denver, CO, 80242	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-105258	ENR	Jack P Munoz	1991-10-14	UHC-15695-15	3212263400	6160 Forest Ave, Minneapolis, MN, 55496	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-136078	ENR	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	88 Willow Ct Apt 12, Eden Prairie, MN, 55360	0.50	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-403334	CLM	Janice B Harper	1981-07-04	—	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57099	TPA	Gerald Yang	1963-07-07	—	2459276170	533 Baseline Rd, Columbus, OH, 43261	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130800	ENR	Jerry Webb	1992-10-06	UHC-72023-82	6563385071	6340 Apache Blvd, Charlotte, NC, 28259	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128282	ENR	Diana K Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St, Scottsdale, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
ENR-119804	ENR	Ronald Evans	1987-01-25	UHC-63870-54	2197587715	8732 Meadow Ln, Gilbert, AZ, 85296	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-402729	CLM	Ana I Coleman	1941-03-12	—	—	4247 Grand Ave, Los Angeles, CA, 90003	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-20656	PRV	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-58181	TPA	Ashley Thompsson	1999-11-22	—	—	8765 Central Ave, Eden Prairie, MN, 55320	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-142281	ENR	Justin Ortiz	1979-01-21	UHC-85757-15	2407956489	6818 Ridge Rd, Charlotte, NC, 28209	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Email lower-cased+3 more
CLM-421448	CLM	Emma L Carroll	1984-04-25	UHC-47807-89	—	8499 Indian School Rd, Fresno, CA, 93735	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112772	ENR	Ralph T Mitchell	1990-02-21	UHC-17638-14	6095253763	3670 Spring St, Minneapolis, MN, 55402	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
TPA-61057	TPA	Rogers Ruszell	1989-10-26	—	4227611220	2184 Grand Ave # 413, Nashville, TN, 37248	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-28992	PRV	Timothy Carter	1941-02-01	UHC-21773-28	9864805461	405 Sage Ct, Sacramento, CA, 95803	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-106670	ENR	Sarah E Park	1964-06-27	UHC-57297-32	2248538438	1654 Church St, Atlanta, GA, 30343	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-136884	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.50	Two-digit birth year Phone reformatted City re-cased State name converted to code+3 more
TPA-60605	TPA	Karen D Johnson	1984-11-09	—	—	5052 Sunset Blvd, Tampa, FL, 33662	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-20016	PRV	Smaantha Young	1990-04-28	UHC-43942-38	—	5157 Harbor Blvd, San Antonio, TX, 78231	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-118827	ENR	Steve B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129652	ENR	Debra C Rose	1955-05-23	UHC-38793-80	7968564591	7416 Baseline Rd Apt 36, Mesa, AZ, 85276	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126984	ENR	Carlos Romero	1943-09-23	UHC-75490-39	2945297620	5637 Market St, Tampa, FL, 33647	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-138234	ENR	Alice I Hart	1957-07-10	UHC-33459-59	7732208712	1510 Valley View Dr, Nashville, TN, 37218	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-125631	ENR	Bruce Gardner	2004-09-23	UHC-64895-23	3323250616	5610 Hillcrest Rd, Fresno, CA, 93761	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55985	TPA	Natalie Bell	2005-03-27	—	—	7886 Mountain View Dr, Charlotte, NC, 28264	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-50932	TPA	Santiago Aguilar	1946-01-13	—	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-132573	ENR	Jon Q Dominguez	1965-02-16	UHC-49789-89	8805625569	1946 Valley View Dr, Las Vegas, NV, 89181	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426928	CLM	Sean Howell	1979-03-20	—	—	1203 Sage Ct # 897, Sacramento, CA, 95889	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29073	PRV	Brittany W Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-412685	CLM	Joan D Clark	1939-07-07	UHC-69400-46	—	4377 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425760	CLM	Abbigail Morrison	1950-04-01	UHC-09145-97	—	928 Bayshore Dr, Minneapolis, MN, 55448	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51591	TPA	Mariana Schultz	1987-05-13	—	5904175985	8300 Highland Ave, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22780	PRV	David Martin	2007-09-12	—	3228769904	5526 Ridge Rd # 580, Denver, CO, 80209	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more

6,661 rows, page 23 of 134Previous Next