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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21154	PRV	Greg Barnes	2008-07-05	—	4102328143	1753 Bayshore Dr, Dallas, TX, 75241	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26579	PRV	Maria Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-29194	PRV	Walter Munoz	2002-05-12	—	5025352140	6152 Sage Ct Apt 24, Seattle, WA, 98156	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-26550	PRV	Wei Smith	1975-11-07	—	2963320783	5845 Camelback Rd, Nashville, TN, 37226	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21429	PRV	Josh Castro	2008-03-20	—	6165994210	5488 Union St, Denver, CO, 80218	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
PRV-28860	PRV	Mariana Mitchell	1972-03-12	UHC-47406-20	7717381941	762 Sage Ct, Tempe, AZ, 85203	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26457	PRV	Kayla Rice	1997-11-11	UHC-34816-40	5106258098	3442 Church St, Gilbert, AZ, 85272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24251	PRV	Kelly Patteson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21381	PRV	Katherine Knight	2001-03-26	—	8915077707	7895 Willow Ct, Plano, TX, 75049	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27786	PRV	Alan Ryan	1940-06-15	—	7223484375	5901 Grand Ave, San Diego, CA, 92174	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21972	PRV	Christian Santiago	1987-03-15	—	3947703248	3993 Jefferson Ave, San Antonio, TX, 78202	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24402	PRV	Denise Wells	1998-09-06	—	4648588774	8604 Lincoln Way, Columbus, OH, 43232	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-29243	PRV	Lauren Medina	1962-06-02	—	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29400	PRV	Roger S Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
PRV-23676	PRV	Flores Mateo	1975-04-04	UHC-34251-40	3226007276	486 Highland Ave, Jacksonville, FL, 32249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28544	PRV	Amber Olson	1965-06-20	—	6602446586	1119 Mesa Dr, Tempe, AZ, 85254	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-29455	PRV	Chuck A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-27959	PRV	Jordan Padilla	2000-03-12	—	3954694704	1639 Baseline Rd Apt 29, Phoenix, AZ, 85032	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
PRV-28216	PRV	Ahsley Cook	1970-12-27	UHC-87838-91	2563277536	510 Valley View Dr, Glendale, AZ, 85309	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20034	PRV	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21008	PRV	Robert Holmes	2006-04-09	—	9536015335	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29417	PRV	Ronald Ford	1963-10-11	—	3682391657	2253 Lake View Rd, Columbus, OH, 43254	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-29289	PRV	Matthew Graham	1962-06-15	—	9539710478	5330 Union St, Nashville, TN, 37248	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20984	PRV	Ethan O Arnold	2005-02-01	UHC-72887-01	6176874926	1015 Oak St, Gilbert, AZ, 85286	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-21859	PRV	William V Snyder	1941-06-07	—	9102846823	1256 Baseline Rd, Mesa, AZ, 85266	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21571	PRV	Diana Valdez	2005-07-24	—	8046134231	1783 Cedar Ln, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Email lower-cased
PRV-20897	PRV	Diego Williams	1978-12-01	—	6827659100	1963 Willow Ct, Chandler, AZ, 85252	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20103	PRV	Gloria U Woods	1998-09-16	UHC-12398-94	6929728201	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20958	PRV	Doris Sullivan	1938-05-11	UHC-02605-16	2776544676	2615 Park Pl, Atlanta, GA, 30380	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20959	PRV	Doris Sullivan	1938-05-11	UHC-02605-16	2776544676	2615 Park Pl, Atlanta, GA, 30380	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25826	PRV	Mason Wells	2004-02-13	UHC-76605-77	2822414322	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-27047	PRV	Larry J Medina	1994-12-02	UHC-84410-11	6682384028	9134 Desert Sky Blvd, San Antonio, TX, 78211	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25954	PRV	Laura P Perry	1980-02-09	UHC-48608-36	9038203639	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-22184	PRV	Eric L Palmer	1964-11-24	UHC-87376-84	7423225171	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22128	PRV	Sara Fields	2004-02-19	UHC-44926-42	4174529509	1134 Union St, Austin, TX, 78707	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25775	PRV	Mari Perkins	2001-09-19	UHC-59431-05	9427708233	7167 Mountain View Dr, Tucson, AZ, 85738	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-25484	PRV	Maria Harper	1941-06-14	—	8067183814	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23290	PRV	Kelly F Wheeler	1975-11-17	UHC-91238-92	9579872902	4067 Washington St, Orlando, FL, 32855	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20602	PRV	Natalie T Palmer	1973-09-04	UHC-30236-51	7367744331	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28535	PRV	Jocye Baker	—	—	6037111101	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20944	PRV	Samuel V Santiago	1981-08-01	UHC-16102-10	3854959264	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21940	PRV	Sean Bradley	1941-10-28	—	4213129259	8159 Ridge Rd # 853, San Diego, CA, 92168	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-27360	PRV	Ashley Moore	1966-04-16	—	2739035923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27359	PRV	Ashley Moore	1966-04-16	—	2739035923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20837	PRV	Patrick McDonald	1961-09-01	UHC-20249-57	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-24514	PRV	Brandon Rivera	1991-04-07	UHC-19255-33	7735521965	5041 Jefferson Ave, Glendale, AZ, 85328	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27739	PRV	Stephen Morrison	1999-05-03	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV, 89145	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22211	PRV	Stven Ellis	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26248	PRV	SharonJunk	1980-02-01	—	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.80	Name re-cased Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-27204	PRV	Gerald Olson	2002-01-08	—	3104644629	5297 Pine Dr, Jacksonville, FL, 32246	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 88 of 119Previous Next