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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51568	TPA	Brandon Lopez	1955-02-03	—	—	4254 Desert Sky Blvd, Seattle, WA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-127097	ENR	Barbara Fiels	2004-03-07	UHC-16430-39	3183196559	5933 Oak St, Glendale, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-125113	ENR	Arrjun B Butler	1977-12-11	UHC-43370-30	4777991446	4070 Mountain View Dr, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-114870	ENR	Kathryn G Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-102651	ENR	Kimberly Cunningham	1943-01-17	UHC-50704-33	2817705447	4044 Jefferson Ave, Houston, TX	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-131948	ENR	Scott U Carroll	1982-11-03	UHC-62971-04	5623364329	2582 Baseline Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-133029	ENR	Terry X Butler	1944-04-07	UHC-72146-95	6783996193	4363 Baseline Rd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-110914	ENR	Matthew I Hamilton	1992-09-05	UHC-62583-91	5527562708	7984 Main St, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+1 more
CLM-401805	CLM	Natalie W Herrison	1962-12-17	UHC-82848-19	5344398162	3976 Broadway, Las Vegas, NV	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
CLM-424136	CLM	Noah N Willis	1989-12-23	UHC-78154-98	—	526 Sage Ct, Sacramento, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-410528	CLM	Diego Bowman	1990-12-23	—	9158017164	4924 Sage Ct, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-61029	TPA	Mark Weber	2004-03-02	—	—	7694 Central Ave, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-108487	ENR	Carolyn U Crter	1950-11-24	UHC-48342-14	3942135420	3394 Park Pl, Tampa, FL	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-117638	ENR	Janet U Jnoes	1981-06-08	UHC-89184-92	4027332026	6096 Lake View Rd, Austin, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-432497	CLM	Kelly Gonzalez	1990-11-16	UHC-45875-06	8675531899	6614 Central Ave, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-105668	ENR	Megan Q Fox	1971-06-23	UHC-06501-28	3982561019	7489 Union St, Glendale, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-405151	CLM	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-111044	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-416836	CLM	Terry B Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-60493	TPA	Kevin Fowler	1963-10-01	—	—	5151 Valley View Dr, Chandler, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-429871	CLM	Ronald Mejia	1977-06-28	—	—	2775 Desert Sky Blvd, Nashville, TN	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-120972	ENR	Russell U Jimenez	1972-08-26	UHC-20971-83	3317140263	8370 Harbor Blvd, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-135311	ENR	Diego P Obrien	1972-10-23	UHC-18192-84	9889701161	5933 Camelback Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-417884	CLM	Betty E Patel	1959-02-07	UHC-54842-23	7427794631	1321 River Rd, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-106652	ENR	Anna Martin	1966-05-02	UHC-56138-06	4813589530	766 Park Pl, Chandler, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-53931	TPA	Jamas Garcia	1975-05-23	—	—	1489 Baseline Rd, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25283	PRV	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55486	TPA	Gloria Meyer	1998-04-17	—	—	1137 Pine Dr, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53180	TPA	Wei Day	1964-04-22	—	—	3556 Baseline Rd, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50768	TPA	Samantha Contreras	1946-02-09	—	—	9591 Broadway, Glendale, AZ	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-117992	ENR	Bradley U Fowlr	1996-12-25	UHC-39855-06	—	9853 Lake View Rd, Gilbert, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
TPA-50961	TPA	Christina Bradley	1958-08-26	—	—	934 Apache Blvd, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-135463	ENR	Rebecca Garcia	2001-03-24	UHC-03053-87	5029387613	3630 Baseline Rd, San Diego, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-115855	ENR	Scott D Bryant	2004-04-28	UHC-18362-92	7316249967	6789 Hillcrest Rd, Atlanta, GA	0.80	Phone reformatted Member ID reformatted ZIP missing Plan code upper-cased
CLM-408504	CLM	Diego Hernendez	1949-07-26	UHC-13282-38	3516935004	8049 Jefferson Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
CLM-415996	CLM	Larry Mendoza	1972-11-08	—	5943435727	3521 Maple Ave, Charlotte, NC	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112714	ENR	Christina Gratn	1979-12-28	UHC-88985-87	8279600121	9068 Central Ave, Las Vegas, NV	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402429	CLM	Hiroshi West	1974-08-08	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25653	PRV	Elizabeth Simmons	1985-06-17	—	9257653754	9041 Baseline Rd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-431503	CLM	Martha J Harvey	1988-01-08	—	—	6664 Union St, Denver, CO	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101143	ENR	Yuki V Knight	1961-10-06	UHC-53826-47	2636080778	631 Park Pl, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101790	ENR	Fatima K Ramos	2001-02-12	UHC-91608-71	7762664557	6517 Central Ave, Plano, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-416809	CLM	Janet I Cruz	1955-06-17	—	7995542291	6842 Oak St, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
TPA-62341	TPA	Diane A Stephens	1965-11-18	—	2405788523	6459 Grand Ave, Phoenix, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411733	CLM	Kevin W Andrews	1969-12-10	UHC-24248-55	—	3176 Washington St, San Diego, CA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-425905	CLM	Janet Padilla	1974-06-13	UHC-27801-36	9404981769	5221 Washington St, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-58496	TPA	Ann Kennedy	1955-04-17	—	—	5760 Cedar Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400587	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411395	CLM	Jacob G Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX	0.80	Name re-cased ZIP missing Plan code upper-cased Placeholder values cleared
ENR-137193	ENR	Cheryl Gardner	1950-05-23	UHC-63153-67	7788819708	8161 Ocean Ave, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared

7,146 rows, page 125 of 143Previous Next