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
ENR-116683	ENR	Tyler Barnes	1942-05-11	UHC-01576-41	5726123637	7124 Market St # 346, Chandler, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-25207	PRV	Fatima Daniels	2007-06-08	UHC-51636-63	6599382100	500 Desert Sky Blvd # 185, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-416377	CLM	Bruce T Torres	1958-06-07	UHC-04706-64	2874096040	974 Forest Ave, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101507	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-101506	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-403696	CLM	Christina Burke	1976-06-13	—	—	5791 Cedar Ln, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-51818	TPA	William Garrett	1993-12-01	—	6318431022	368 Desert Sky Blvd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23151	PRV	Michael L Graham	1991-04-09	UHC-80630-55	7128880544	5523 Main St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121735	ENR	Valentina Cooper	1984-09-18	UHC-46542-88	2965939912	1898 Elm St, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139266	ENR	Danielle K Weaver	—	UHC-98676-06	6926129401	724 Palm Dr, Atlanta, GA	0.50	Name re-cased Date of birth missing City re-cased ZIP missing+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
CLM-400293	CLM	Valentina Austin	1980-11-05	UHC-16705-36	4258931839	6663 Highland Ave, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405255	CLM	Alexis Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118987	ENR	Mei B Bradley	—	UHC-98883-33	9696536131	3322 Palm Dr, Denver, CO	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24788	PRV	Karen Cook	—	UHC-61680-99	6046958693	7461 Mountain View Dr, Fresno, CA	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-100180	ENR	Gabriel U Olson	1967-05-06	UHC-29339-51	2349179907	2526 Ridge Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413560	CLM	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407292	CLM	Joyce Thompson	1952-02-17	—	—	2819 Pine Dr, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412224	CLM	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425964	CLM	Ashley Bryant	2006-10-04	UHC-46537-83	5536107150	7372 Pine Dr Apt 13, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53969	TPA	Billy Le	1940-01-19	—	—	5795 Baseline Rd, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431016	CLM	Randy Bishop	1982-05-13	UHC-81792-57	—	7863 Oak St, Tempe, AZ	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-431038	CLM	Jeremy Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409201	CLM	Evelyn Kelley	1980-04-19	UHC-08989-78	—	7191 Park Pl, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139195	ENR	Edward E Davis	1969-12-02	UHC-71730-05	2215709716	3287 River Rd # 623, Sacramento, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414828	CLM	Henry V Perkins	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107926	ENR	Priya Harvey	1989-08-15	UHC-41050-47	5982611718	3080 Apache Blvd Apt 31, Dallas, TX	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-126228	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-430950	CLM	Timothy Robinson	1984-01-20	—	6092418586	2406 Maple Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405135	CLM	Sara Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400896	CLM	Lori C Dixon	—	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-60209	TPA	Sarah Long	1977-08-16	—	—	2128 Ocean Ave, Nashville, TN	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-134319	ENR	Barbara Richards	1996-08-19	UHC-03646-01	2549037805	8224 Grand Ave, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412055	CLM	Priya Miller	1996-01-07	UHC-98912-36	3388282300	9293 Valley View Dr, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116625	ENR	Elizabeth N Chapman	1944-12-23	UHC-12513-30	8676977543	2615 Ridge Rd, San Antonio, TX	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
TPA-57863	TPA	Amy Ferguson	1944-01-22	UHC-39422-02	2068895002	3896 Camelback Rd # 655, Tucson, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430704	CLM	Ahmmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA	0.50	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
CLM-407391	CLM	Dylan Stone	1968-07-11	—	—	4962 Market St # 463, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-20333	PRV	Stephanie Hayes	2007-10-20	UHC-72841-28	—	403 Washington St, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51893	TPA	Stephen Y Hicks	2003-03-01	UHC-10555-56	—	2494 Oak St, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-26751	PRV	Benjamin Brooks	2008-12-09	UHC-58222-55	4489166617	9416 Desert Sky Blvd, San Diego, CA	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106118	ENR	Mary A Wilson	2008-01-16	UHC-13806-99	—	5888 Canyon Rd Apt 34, Los Angeles, CA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-122629	ENR	Eugene K Parker	1988-06-25	UHC-32909-27	7575722235	2035 Ocean Ave, Minneapolis, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405935	CLM	Peter Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way Apt 4, Fresno, CA	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more

7,146 rows, page 32 of 143Previous Next