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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130680	ENR	Amy K Jenkins	1970-03-01	UHC-40298-28	8513546174	2438 Cedar Ln, San Diego, CA, 92163	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408822	CLM	Zachary Bryant	2006-07-04	UHC-87908-27	8807407105	1840 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-127767	ENR	Albert C Le	2008-12-24	UHC-06229-79	8388034955	2260 Maple Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-134829	ENR	Masun X Palmmer	2005-01-19	UHC-10433-05	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
PRV-23930	PRV	Eugene Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-137389	ENR	Jason H Owens	1969-09-07	UHC-46988-13	6843323875	7101 Valley View Dr, Tucson, AZ, 85753	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
TPA-63059	TPA	Pamela Kim	1980-03-14	UHC-79074-20	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-121397	ENR	Christina O Rodriguez	1942-05-15	UHC-66261-77	5419616712	6388 Cedar Ln, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
CLM-400853	CLM	Nicholas Colemna	1945-09-10	UHC-80494-31	—	441 Washington St, Chandler, AZ, 85294	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428812	CLM	Rallph Tran	1938-12-26	—	—	9090 Pine Dr, Sacramento, CA, 95876	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-134010	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57273	TPA	Billy Price	1955-12-11	—	—	8964 Willow Ct, Denver, CO, 80285	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-109223	ENR	Joycce C Barnes	2007-10-25	UHC-71080-12	3069456635	3562 Broadway Apt 5, Miami, FL, 33150	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
TPA-53162	TPA	Gloria Rogers	1985-03-18	—	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-140511	ENR	Santos H Grace	—	UHC-38799-01	5604733272	1178 Central Ave, Austin, TX, 78779	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-403708	CLM	Logan Sanchez	1970-12-08	UHC-37017-96	—	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-119255	ENR	Alex Vasquez	1951-09-23	UHC-55510-39	7973625493	4517 Ridge Rd, Seattle, WA, 98176	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55409	TPA	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-120671	ENR	Bobby Hawkins	1965-12-02	UHC-80196-75	—	6630 Maple Ave # 993, Gilbert, AZ, 85211	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-127722	ENR	Denns N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130645	ENR	Brittany Henderson	1993-01-25	UHC-53888-91	5749071503	799 Elm St, Eden Prairie, MN, 55340	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
ENR-115185	ENR	Michael Parker	1924-08-22	UHC-39601-87	—	2195 Church St, Seattle, WA, 98158	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-131653	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137846	ENR	Jean I Schmidt	1939-01-14	UHC-37584-31	4207295348	944 Sage Ct Apt 33, Las Vegas, NV, 89148	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128318	ENR	Larry Mejia	2008-10-26	UHC-51529-52	5785725779	9043 Bayshore Dr, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-138212	ENR	Margaret Z Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-131441	ENR	Jose C Hoffman	1999-02-22	UHC-47347-97	—	2374 Apache Blvd, San Diego, CA, 92124	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-125505	ENR	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116640	ENR	Eric R Pierce	—	UHC-40910-11	—	6563 Sage Ct, Chandler, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-103953	ENR	Wayne Jones	1975-01-24	UHC-18856-20	5299975980	408 Canyon Rd, Jacksonville, FL, 32204	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-411284	CLM	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave, Mesa, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-60477	TPA	Benjamin Cox	1983-03-07	—	—	2173 Main St, San Antonio, TX, 78230	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429198	CLM	Daniel Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-430174	CLM	John Matthews	1957-08-27	UHC-47617-95	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-117478	ENR	Carolyn K Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr # 956, Los Angeles, CA, 90083	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-423189	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	8637155511	2778 Elm St, Miami, FL, 33109	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more

17,850 rows, page 133 of 357Previous Next