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

Provider network, 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
PRV-22056	PRV	Carol R Clark	1989-01-03	—	—	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-28365	PRV	Dinaa Freemna	2005-02-21	UHC-59043-73	—	8283 Ocean Ave, San Diego, CA, 92171	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-29469	PRV	Michelle Z Alvarez	—	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Placeholder values cleared
PRV-22652	PRV	Eugene Collins	2005-05-18	—	8643502892	1653 Highland Ave # 905, Tempe, AZ, 85221	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-25069	PRV	Mei Wilson	1978-03-11	UHC-28950-12	—	3147 Lincoln Way, Charlotte, NC	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
PRV-29225	PRV	Maosn Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23544	PRV	Kathleen Bryant	1993-08-19	—	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-20171	PRV	Roger Bell	1986-11-02	UHC-49797-35	9578753466	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24102	PRV	Mary Owens	1943-01-19	—	—	726 Sunset Blvd, Atlanta, GA, 30394	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-26085	PRV	Ann Nunez	1988-07-19	UHC-74358-70	—	2786 Hillcrest Rd, Atlanta, GA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-29069	PRV	Natan G Lee	1995-03-24	—	5087645433	9123 Desert Sky Blvd # 870, Plano, TX, 75098	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-24843	PRV	Willie G Mreno	1965-07-25	—	2845322100	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21497	PRV	Emma Parker	1943-05-15	—	—	3550 Palm Dr # 756, Fresno, CA, 93754	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25624	PRV	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-26463	PRV	Sandra A Stevens	1963-08-22	UHC-88900-39	3853865840	6300 Lake View Rd, Tempe, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-22067	PRV	Heather Vazquez	1979-12-04	—	—	5238 Harbor Blvd Apt 2, Chandler, AZ, 85258	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25353	PRV	Kyle Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St Apt 26, Charlotte, NC, 28268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-28429	PRV	Andrew Montgomery	1945-08-15	—	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25218	PRV	Arthur T Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX, 78736	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26659	PRV	Susan Richards	1983-02-21	UHC-61678-33	9686807594	7732 Mountain View Dr, Tempe, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-24305	PRV	Megan Burke	1908-12-16	—	—	7111 Ocean Ave # 193, Seattle, WA, 98128	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-27084	PRV	Debra Hanson	1952-05-14	UHC-88261-03	—	2273 Main St, San Diego, CA, 92196	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-23339	PRV	Samuel Williamsson	1960-08-28	—	8539419914	1245 Sage Ct, Orlando, FL, 32837	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-27107	PRV	Kevin Ruiz	1971-07-27	—	—	5977 Desert Sky Blvd, Austin, TX, 78758	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20758	PRV	Ruth Vargas	2001-04-09	—	8469270847	7794 Union St, Glendale, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22084	PRV	Andrew Fisher	1976-09-27	UHC-49611-17	6218418223	6348 Bayshore Dr, Tampa, FL, 33622	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-24596	PRV	Rebecca Y Ramirez	1951-02-24	—	—	9399 Grand Ave # 848, Dallas, TX, 75223	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
PRV-24019	PRV	Omar Mason	1987-04-02	UHC-04768-23	5855453290	8246 Union St, Minneapolis, MN, 55445	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-22654	PRV	Joan Mills	1957-12-16	UHC-84014-04	—	1972 Hillcrest Rd Apt 14, Scottsdale, AZ, 85214	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22735	PRV	Charlotte Nunze	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28081	PRV	Josh Gbison	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24837	PRV	Camila Vargas	2001-07-17	—	4423890275	4897 Main St, Dallas, TX, 75294	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-24047	PRV	Gary P Coopeer	—	—	9572674322	7995 Sage Ct, Atlanta, GA, 30321	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-26157	PRV	Stephen M Harrison	1955-03-22	—	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-28896	PRV	Douglas Russell	1997-07-01	—	—	3018 Harbor Blvd Apt 3, Sacramento, CA, 95872	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21954	PRV	Raymond Rodriguez	1980-09-11	—	7043124628	6125 Meadow Ln Apt 11, Denver, CO, 80288	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26842	PRV	Ken James	1941-08-01	—	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20916	PRV	Priya V West	2006-07-03	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23034	PRV	Janice E Dixon	1990-10-08	UHC-72655-75	—	7673 Indian School Rd, Tucson, AZ, 85703	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-23249	PRV	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr Apt 30, Nashville, TN, 37224	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
PRV-23140	PRV	Edward Powell	1968-08-27	—	—	1518 Indian School Rd, Tucson, AZ, 85731	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-22339	PRV	Rebecca F Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-27666	PRV	Justin Rojas	—	—	4103007271	2150 Highland Ave, Atlanta, GA, 30332	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
PRV-26784	PRV	Saniago Gibson	2001-04-19	UHC-15032-49	—	9582 Willow Ct, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-27806	PRV	Dnise Santos	—	UHC-49411-48	—	5029 Jefferson Ave, Columbus, OH, 43255	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-24109	PRV	Jonathan Peterson	—	UHC-80951-24	8668492621	3469 Spring St, Plano, TX, 75019	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
PRV-23584	PRV	—Junk	1940-05-12	—	—	298 Sunset Blvd, Phoenix, AZ, 85012	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-26228	PRV	Wallace Carolyn	1997-07-24	UHC-71193-56	3997914383	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26141	PRV	Elijah Gutierrez	1966-05-09	—	—	8582 Washington St, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared

9,344 rows, page 71 of 187Previous Next