IP Library Granted Patent US 10,185,734
Granted Patent B2
US 10,185,734 · App. 14/306,700 · Granted Jan 22, 2019

Timestamp normalized counter data

Inventors: Kamil Ince (Herndon, VA); Kirk Erichsen (Greenwood Village, CO); Tushar Nakhre (Herndon, VA); David Taiyung Kao (Ashburn, VA)
Assignee: TIME WARNER CABLE ENTERPRISES LLC
G06F17/30353G06F17/30563
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Quick Facts
Patent No.
US 10,185,734
App. No.
14/306,700
Granted
Jan 22, 2019
Kind
B2
Abstract

A method including collecting, from a cable modem termination system (CMTS), counter data corresponding to usage of a network resource, wherein the counter data includes timestamp data, converting the counter data into timestamp normalized counter data by dividing the counter data among a plurality of buckets according to the timestamp data, and storing the timestamp normalized counter data.

Claims (36)

1. A method comprising:

collecting, by a computer system, over a time period and from a cable modem termination system (CMTS), counter data corresponding to usage of a network resource, wherein the counter data includes timestamp data;

dividing, by the computer system, the time period into a plurality of buckets, each of the buckets having a stop timestamp;

converting, by the computer system, the counter data into timestamp normalized counter data, wherein the conversion comprises:

dividing the counter data among the plurality of buckets according to the timestamp data of the counter data; and

enforcing a time-range-framing over the timestamp data of the counter data by converting a stop timestamp of the counter data to the stop timestamp of a respective one of the buckets containing the counter data,

wherein different portions of the timestamp normalized counter data are placed in different buckets of the plurality of buckets, and wherein at least one individual occurrence of the counter data overlapping at least a first bucket and a second bucket of the plurality of buckets is divided into a plurality of occurrences of the timestamp normalized counter data placed in at least said first and second buckets with the stop timestamps of the occurrences converted to the stop timestamps of the respective buckets, the timestamp normalized counter data supporting database queries; and

storing, by the computer system, the timestamp normalized counter data comprising the stop timestamps in a data warehouse.

2. The method of claim 1 , further comprising capturing, by the CMTS, the counter data from at least one subscriber device at irregular intervals.

3. The method of claim 1 , further comprising correlating the counter data from multiple sources, the multiple sources comprising one of a plurality of subscribers, at least one subscriber and at least one service group, and a plurality of service groups.

4. The method of claim 1 , further comprising repairing an impairment in the timestamp normalized data, wherein the counter data is Simple Network Management Protocol (SNMP) data and wherein the timestamped normalized data is normalized SNMP data, and wherein the repairing comprises mitigating a missing portion of the normalized SNMP data using Internet Protocol Detail Record (IPDR) data collected from the CMTS and correlated to the SNMP data.

5. The method of claim 1 , further comprising generating a projection of future usage of the network resource using the timestamp normalized counter data.

6. The method of claim 1 , wherein the CMTS provides the network resource to at least one subscriber.

7. A network system comprising:

a cable modem termination system (CMTS) providing a network resource to at least one subscriber of the network system;

a data warehouse;

a collector collecting, from the CMTS, counter data corresponding to usage of the network resource, wherein the counter data includes timestamp data; and

a mediator comprising at least one processor executing instructions stored in a memory to convert the counter data into timestamp normalized counter data, and storing the timestamped normalized counter data in the data warehouse, wherein the conversion of the counter data includes dividing the counter data among a plurality of buckets according to the timestamp data of the counter data and enforcing a time-range-framing over the timestamp data of the counter data by converting a stop timestamp of the counter data to a stop timestamp of a respective one of the buckets containing the counter data, wherein different portions of the timestamp normalized counter data are placed in different buckets of the plurality of buckets, and wherein at least one individual occurrence of the counter data overlapping at least a first bucket and a second bucket of the plurality of buckets is divided into a plurality of occurrences of the timestamp normalized counter data placed in at least said first and second buckets with the stop timestamps of the occurrences converted to the stop timestamps of the respective buckets, the timestamp normalized counter data supporting database queries,

wherein the collector and the mediator are disposed between the CMTS and the data warehouse.

8. The network system of claim 7 , wherein the data warehouse comprises a rollup module configured to repair an impairment in the timestamp normalized counter data, wherein the counter data is Simple Network Management Protocol (SNMP) data and wherein the timestamped normalized data is normalized SNMP data, and wherein the repair comprises mitigating a missing portion of the normalized SNMP data using Internet Protocol Detail Record (IPDR) data collected from the CMTS and correlated to the SNMP data.

9. The network system of claim 7 , wherein the data warehouse comprises a rollup module configured to generate a projection of future usage of the network resource using the timestamp normalized counter data.

10. The network system of claim 7 , wherein the counter data includes first counter data corresponding to usage of the network resource by a service group including the at least one subscriber, and second counter data corresponding to usage of the network resource by a first subscriber of the at least one subscriber.

11. The network system of claim 7 , wherein the collector comprises an Internet Protocol Detail Record (IPDR) collector collecting IPDR data from the CMTS and a Simple Network Management Protocol (SNMP) poller polling SNMP data from the CMTS.

12. The network system of claim 7 , further comprising:

a Deep Packet Inspection (DPI) probe operating at least one tap between the CMTS and a hub router; and

a DPI reporting server collecting SNMP data from the DPI probe,

wherein the DPI probe and DPI reporting server are confirmed as the collector collecting, from the CMTS, the counter data corresponding to usage of the network resource.

13. An article of manufacture comprising a computer program product for timestamp normalizing counter data, the computer program product comprising:

a computer-readable recordable storage medium storing non-transitory computer readable program code, the computer readable program code comprising:

computer readable program code executed by at least one processor to collect, over a time period and from a cable modem termination system (CMTS), counter data corresponding to usage of a network resource, wherein the counter data includes timestamp data;

computer readable program code executed by at least one processor to divide the time period into a plurality of buckets, each of the buckets having a stop timestamp;

computer readable program code executed by the at least one processor to convert the counter data into timestamp normalized counter data by dividing the counter data among the plurality of buckets according to the timestamp data of the counter data and enforcing a time-range-framing over the timestamp data of the counter data by converting a stop timestamp of the counter data to the stop timestamp of a respective one of the buckets containing the counter data, wherein different portions of the timestamp normalized counter data are placed in different buckets of the plurality of buckets, and wherein at least one individual occurrence of the counter data overlapping at least a first bucket and a second bucket of the plurality of buckets is divided into a plurality of occurrences of the timestamp normalized counter data placed in at least said first and second buckets with the stop timestamps of the occurrences converted to the stop timestamps of the respective buckets; and

computer readable program code executed by the at least one processor to store the timestamp normalized counter data in a memory device supporting database queries on the timestamp normalized counter data.

14. The article of manufacture of claim 13 , further comprising computer readable program code executed by the at least one processor to correlate the counter data from multiple sources, the multiple sources comprising one of a plurality of subscribers, at least one subscriber and at least one service group, and a plurality of service groups.

15. The article of manufacture of claim 13 , further comprising computer readable program code executed by the at least one processor to repair an impairment in the timestamp normalized data, wherein the counter data is Simple Network Management Protocol (SNMP) data and wherein the timestamped normalized data is normalized SNMP data, and wherein the repair comprises mitigating a missing portion of the normalized SNMP data using Internet Protocol Detail Record (IPDR) data collected from the CMTS and correlated to the SNMP data.

16. The article of manufacture of claim 13 , further comprising computer readable program code executed by the at least one processor to generate a projection of future usage of the network resource using the timestamp normalized counter data.

Assignments (5)
SECURITY INTEREST Recorded Jul 25, 2018
From: BRIGHT HOUSE NETWORKS, LLC; CHARTER COMMUNICATIONS OPERATING, LLC; TIME WARNER CABLE ENTERPRISES LLC; TIME WARNER CABLE INTERNET LLC
To: WELLS FARGO TRUST COMPANY, N.A.
Reel/Frame 046630/0193 →
SECURITY INTEREST Recorded Jul 17, 2018
From: ADCAST NORTH CAROLINA CABLE ADVERTISING, LLC; ALABANZA LLC; AMERICA'S JOB EXCHANGE LLC; COAXIAL COMMUNICATIONS OF CENTRAL OHIO LLC; DUKENET COMMUNICATIONS HOLDINGS, LLC; DUKENET COMMUNICATIONS, LLC; ICI HOLDINGS, LLC; INSIGHT BLOCKER LLC; INSIGHT CAPITAL LLC; INSIGHT COMMUNICATIONS COMPANY LLC; INSIGHT COMMUNICATIONS COMPANY, L.P; INSIGHT COMMUNICATIONS MIDWEST, LLC; INSIGHT COMMUNICATIONS OF CENTRAL OHIO, LLC; INSIGHT COMMUNICATIONS OF KENTUCKY, L.P.; INSIGHT INTERACTIVE, LLC; INSIGHT KENTUCKY CAPITAL, LLC; INSIGHT KENTUCKY PARTNERS I, L.P.; INSIGHT KENTUCKY PARTNERS II, L.P.; INSIGHT MIDWEST HOLDINGS, LLC; INSIGHT MIDWEST, L.P.; INSIGHT PHONE OF INDIANA, LLC; INSIGHT PHONE OF KENTUCKY, LLC; INSIGHT PHONE OF OHIO, LLC; INTERACTIVE CABLE SERVICES, LLC; INTREPID ACQUISITION LLC; NAVISITE LLC; NEW WISCONSIN PROCUREMENT LLC; OCEANIC TIME WARNER CABLE LLC; PARITY ASSETS, LLC; TIME WARNER CABLE BUSINESS LLC; TIME WARNER CABLE ENTERPRISES LLC; TIME WARNER CABLE INFORMATION SERVICES (ALABAMA), LLC; TIME WARNER CABLE INFORMATION SERVICES (ARIZONA), LLC; TIME WARNER CABLE INFORMATION SERVICES (CALIFORNIA), LLC; TIME WARNER CABLE INFORMATION SERVICES (COLORADO), LLC; TIME WARNER CABLE INFORMATION SERVICES (HAWAII), LLC; TIME WARNER CABLE INFORMATION SERVICES (IDAHO), LLC; TIME WARNER CABLE INFORMATION SERVICES (ILLINOIS), LLC; TIME WARNER CABLE INFORMATION SERVICES (INDIANA), LLC; TIME WARNER CABLE INFORMATION SERVICES (KANSAS), LLC; TIME WARNER CABLE INFORMATION SERVICES (KENTUCKY), LLC; TIME WARNER CABLE INFORMATION SERVICES (MAINE), LLC; TIME WARNER CABLE INFORMATION SERVICES (MASSACHUSETTS), LLC; TIME WARNER CABLE INFORMATION SERVICES (MICHIGAN), LLC; TIME WARNER CABLE INFORMATION SERVICES (MISSOURI), LLC; TIME WARNER CABLE INFORMATION SERVICES (NEBRASKA), LLC; TIME WARNER CABLE INFORMATION SERVICES (NEW HAMPSHIRE), LLC; TIME WARNER CABLE INFORMATION SERVICES (NEW JERSEY), LLC; TIME WARNER CABLE INFORMATION SERVICES (NEW MEXICO) LLC; TIME WARNER CABLE INFORMATION SERVICES (NEW YORK), LLC; TIME WARNER CABLE INFORMATION SERVICES (NORTH CAROLINA), LLC; TIME WARNER CABLE INFORMATION SERVICES (OHIO), LLC; TIME WARNER CABLE INFORMATION SERVICES (PENNSYLVANIA), LLC; TIME WARNER CABLE INFORMATION SERVICES (SOUTH CAROLINA), LLC; TIME WARNER CABLE INFORMATION SERVICES (TENNESSEE), LLC; TIME WARNER CABLE INFORMATION SERVICES (TEXAS), LLC; TIME WARNER CABLE INFORMATION SERVICES (VIRGINIA), LLC; TIME WARNER CABLE INFORMATION SERVICES (WASHINGTON), LLC; TIME WARNER CABLE INFORMATION SERVICES (WEST VIRGINIA), LLC; TIME WARNER CABLE INFORMATION SERVICES (WISCONSIN), LLC; TIME WARNER CABLE INTERNATIONAL LLC; TIME WARNER CABLE INTERNET HOLDINGS III LLC; TIME WARNER CABLE INTERNET HOLDINGS LLC; TIME WARNER CABLE INTERNET LLC; TIME WARNER CABLE MEDIA LLC; TIME WARNER CABLE MIDWEST LLC; TIME WARNER CABLE NEW YORK CITY LLC; TIME WARNER CABLE NORTHEAST LLC; TIME WARNER CABLE PACIFIC WEST LLC; TIME WARNER CABLE SERVICES LLC; TIME WARNER CABLE SOUTHEAST LLC; TIME WARNER CABLE SPORTS LLC; TIME WARNER CABLE TEXAS LLC; TWC ADMINISTRATION LLC; TWC COMMUNICATIONS, LLC; TWC DIGITAL PHONE LLC; TWC MEDIA BLOCKER LLC; TWC NEWCO LLC; TWC NEWS AND LOCAL PROGRAMMING HOLDCO LLC; TWC NEWS AND LOCAL PROGRAMMING LLC; TWC REGIONAL SPORTS NETWORK I LLC; TWC SECURITY LLC; TWC SEE HOLDCO LLC; TWC WIRELESS LLC; TWC/CHARTER DALLAS CABLE ADVERTISING, LLC; TWCIS HOLDCO LLC; WISCONSIN PROCUREMENT HOLDCO LLC; BRIGHT HOUSE NETWORKS, LLC; BRIGHT HOUSE NETWORKS INFORMATION SERVICES (ALABAMA), LLC; BRIGHT HOUSE NETWORKS INFORMATION SERVICES (CALIFORNIA), LLC; BRIGHT HOUSE NETWORKS INFORMATION SERVICES (FLORIDA), LLC; BRIGHT HOUSE NETWORKS INFORMATION SERVICES (INDIANA), LLC; BRIGHT HOUSE NETWORKS INFORMATION SERVICES (MICHIGAN), LLC; BHN SPECTRUM INVESTMENTS, LLC; BHN HOME SECURITY SERVICES, LLC; AMERICAN CABLE ENTERTAINMENT COMPANY, LLC; ATHENS CABLEVISION, LLC; AUSABLE CABLE TV, LLC; BRESNAN BROADBAND HOLDINGS, LLC; BRESNAN BROADBAND OF COLORADO, LLC; BRESNAN BROADBAND OF MONTANA, LLC; BRESNAN BROADBAND OF UTAH, LLC; BRESNAN BROADBAND OF WYOMING, LLC; BRESNAN COMMUNICATIONS, LLC; BRESNAN DIGITAL SERVICES, LLC; BRESNAN MICROWAVE OF MONTANA, LLC; CABLE EQUITIES COLORADO, LLC; CABLE EQUITIES OF COLORADO MANAGEMENT LLC CC 10, LLC; CC FIBERLINK, LLC; CC MICHIGAN, LLC; CC SYSTEMS, LLC; CC V HOLDINGS, LLC; CC VI FIBERLINK, LLC; CC VI OPERATING COMPANY, LLC; CC VII FIBERLINK, LLC; CC VIII FIBERLINK, LLC; CC VIII HOLDINGS, LLC; CC VIII OPERATING, LLC; CC VIII, LLC; CCO FIBERLINK, LLC; CCO HOLDCO TRANSFERS VII, LLC; CCO LP, LLC; CCO NR HOLDINGS, LLC; CCO PURCHASING, LLC; CCO SOCAL I, LLC; CCO SOCAL II, LLC; CCO SOCAL VEHICLES, LLC; CCO TRANSFERS, LLC; CHARTER ADVANCED SERVICES (AL), LLC; CHARTER ADVANCED SERVICES (CA), LLC; CHARTER ADVANCED SERVICES (CO), LLC; CHARTER ADVANCED SERVICES (CT), LLC; CHARTER ADVANCED SERVICES (GA), LLC; CHARTER ADVANCED SERVICES (IL), LLC; CHARTER ADVANCED SERVICES (IN), LLC; CHARTER ADVANCED SERVICES (KY), LLC; CHARTER ADVANCED SERVICES (LA), LLC; CHARTER ADVANCED SERVICES (MA), LLC; CHARTER ADVANCED SERVICES (MD), LLC; CHARTER ADVANCED SERVICES (MI), LLC; CHARTER ADVANCED SERVICES (MN), LLC; CHARTER ADVANCED SERVICES (MO), LLC; CHARTER ADVANCED SERVICES (MS), LLC; CHARTER ADVANCED SERVICES (MT), LLC; CHARTER ADVANCED SERVICES (NC), LLC; CHARTER ADVANCED SERVICES (NE), LLC; CHARTER ADVANCED SERVICES (NH), LLC; CHARTER ADVANCED SERVICES (NV), LLC; CHARTER ADVANCED SERVICES (NY), LLC; CHARTER ADVANCED SERVICES (OH), LLC; CHARTER ADVANCED SERVICES (OR), LLC; CHARTER ADVANCED SERVICES (PA), LLC; CHARTER ADVANCED SERVICES (SC), LLC; CHARTER ADVANCED SERVICES (TN), LLC; CHARTER ADVANCED SERVICES (TX), LLC; CHARTER ADVANCED SERVICES (UT), LLC; CHARTER ADVANCED SERVICES (VA), LLC; CHARTER ADVANCED SERVICES (VT), LLC; CHARTER ADVANCED SERVICES (WA), LLC; CHARTER ADVANCED SERVICES (WI), LLC; CHARTER ADVANCED SERVICES (WV), LLC; CHARTER ADVANCED SERVICES (WY), LLC; CHARTER ADVANCED SERVICES VIII (MI), LLC; CHARTER ADVANCED SERVICES VIII (MN), LLC; CHARTER ADVANCED SERVICES VIII (WI), LLC; CHARTER ADVERTISING OF SAINT LOUIS, LLC; CHARTER CABLE OPERATING COMPANY, LLC; CHARTER CABLE PARTNERS, LLC; CHARTER COMMUNICATIONS ENTERTAINMENT I, LLC; CHARTER COMMUNICATIONS ENTERTAINMENT II, LLC; CHARTER COMMUNICATIONS ENTERTAINMENT, LLC; CHARTER COMMUNICATIONS OF CALIFORNIA, LLC; CHARTER COMMUNICATIONS OPERATING CAPITAL CORP.; CHARTER COMMUNICATIONS OPERATING, LLC; CHARTER COMMUNICATIONS PROPERTIES LLC; CHARTER COMMUNICATIONS V, LLC; CHARTER COMMUNICATIONS VENTURES, LLC; CHARTER COMMUNICATIONS VI, L.L.C.; CHARTER COMMUNICATIONS VII, LLC; CHARTER COMMUNICATIONS, LLC; CHARTER DISTRIBUTION, LLC; CHARTER FIBERLINK - ALABAMA, LLC; CHARTER FIBERLINK - GEORGIA, LLC; CHARTER FIBERLINK - ILLINOIS, LLC; CHARTER FIBERLINK - MARYLAND II, LLC; CHARTER FIBERLINK - MICHIGAN, LLC; CHARTER FIBERLINK - MISSOURI, LLC; CHARTER FIBERLINK - NEBRASKA, LLC; CHARTER FIBERLINK - PENNSYLVANIA, LLC; CHARTER FIBERLINK - TENNESSEE, LLC; CHARTER FIBERLINK AR-CCVII, LLC; CHARTER FIBERLINK CA-CCO, LLC; CHARTER FIBERLINK CC VIII, LLC; CHARTER FIBERLINK CCO, LLC; CHARTER FIBERLINK CT-CCO, LLC; CHARTER FIBERLINK LA-CCO, LLC; CHARTER FIBERLINK MA-CCO, LLC; CHARTER FIBERLINK MS-CCVI, LLC; CHARTER FIBERLINK NC-CCO, LLC; CHARTER FIBERLINK NH-CCO, LLC; CHARTER FIBERLINK NV-CCVII, LLC; CHARTER FIBERLINK NY-CCO, LLC; CHARTER FIBERLINK OH-CCO, LLC; CHARTER FIBERLINK OR-CCVII, LLC; CHARTER FIBERLINK SC-CCO, LLC; CHARTER FIBERLINK TX-CCO, LLC; CHARTER FIBERLINK VA-CCO, LLC; CHARTER FIBERLINK VT-CCO, LLC; CHARTER FIBERLINK WA-CCVII, LLC; CHARTER HELICON, LLC; CHARTER HOME SECURITY, LLC; CHARTER LEASING HOLDING COMPANY, LLC; CHARTER LEASING OF WISCONSIN, LLC; CHARTER RMG, LLC; CHARTER STORES FCN, LLC; CHARTER VIDEO ELECTRONICS, LLC; FALCON CABLE COMMUNICATIONS, LLC; FALCON CABLE MEDIA, A CALIFORNIA LIMITED PARTNERSHIP; FALCON CABLE SYSTEMS COMPANY II, L.P.; FALCON CABLEVISION, A CALIFORNIA LIMITED PARTNERSHIP; FALCON COMMUNITY CABLE, L.P.; FALCON COMMUNITY VENTURES I LIMITED PARTNERSHIP; FALCON FIRST CABLE OF THE SOUTHEAST, LLC; FALCON FIRST, LLC; FALCON TELECABLE, A CALIFORNIA LIMITED PARTNERSHIP; FALCON VIDEO COMMUNICATIONS, L.P.; HELICON PARTNERS I, L.P.; HOMETOWN T.V., LLC; HPI ACQUISITION CO. LLC; INTERLINK COMMUNICATIONS PARTNERS, LLC; LONG BEACH, LLC; MARCUS CABLE ASSOCIATES, L.L.C.; MARCUS CABLE OF ALABAMA, L.L.C.; MARCUS CABLE, LLC; MIDWEST CABLE COMMUNICATIONS, LLC; PEACHTREE CABLE TV, L.P.; PEACHTREE CABLE TV, LLC; PHONE TRANSFERS (AL), LLC; PHONE TRANSFERS (CA), LLC; PHONE TRANSFERS (GA), LLC; PHONE TRANSFERS (NC), LLC; PHONE TRANSFERS (TN), LLC; PHONE TRANSFERS (VA), LLC; PLATTSBURGH CABLEVISION, LLC; RENAISSANCE MEDIA LLC; RIFKIN ACQUISITION PARTNERS, LLC; ROBIN MEDIA GROUP, LLC; SCOTTSBORO TV CABLE, LLC TENNESSEE, LLC; THE HELICON GROUP, L.P.; VISTA BROADBAND COMMUNICATIONS, LLC; VOIP TRANSFERS (AL), LLC; VOIP TRANSFERS (CA) LLC; VOIP TRANSFERS (GA), LLC; VOIP TRANSFERS (NC), LLC; VOIP TRANSFERS (TN), LLC; VOIP TRANSFERS (VA), LLC
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
Reel/Frame 046567/0090 →
CHANGE OF ADDRESS Recorded Nov 15, 2017
From: TIME WARNER CABLE ENTERPRISES LLC
To: TIME WARNER CABLE ENTERPRISES LLC
Reel/Frame 044456/0167 →
SECURITY INTEREST Recorded May 18, 2016
From: BRIGHT HOUSE NETWORKS, LLC; CHARTER COMMUNICATIONS OPERATING, LLC; TIME WARNER CABLE ENTERPRISES LLC
To: BANK OF AMERICA, N.A., AS ADMINISTRATIVE AGENT
Reel/Frame 038747/0507 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 9, 2014
From: INCE, KAMIL; ERICHSEN, KIRK; NAKHRE, TUSHAR; KAO, DAVID TAIYUNG
To: TIME WARNER CABLE ENTERPRISES LLC
Reel/Frame 033919/0015 →
Continuity (1)
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