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Revenue
6 Months Ended
Mar. 31, 2021
Revenue from Contract with Customer [Abstract]  
REVENUE REVENUE
Revenue Disaggregation
The following table summarizes our revenue by geographic location of our customers (in thousands):
Three months ended March 31,Six months ended March 31,
2021202020212020
North America, primarily the United States$56,423 $57,374 $110,441 $104,910 
Europe, Middle East & Africa11,690 9,885 22,226 18,401 
Rest of world9,188 6,188 17,780 12,453 
Total revenue$77,301 $73,447 $150,447 $135,764 
The following table summarizes our revenue by the timing of revenue recognition (in thousands):
Three months ended March 31,Six months ended March 31,
2021202020212020
Transferred at a point in time$69,144 $66,765 $133,332 $123,065 
Transferred over time8,157 6,682 17,115 12,699 
Total revenue$77,301 $73,447 $150,447 $135,764 
Contract Balances
Contract Assets
Contract assets consist of subscriber assets.  These subscriber assets relate to fees in certain contracts that we charge our customers so they can begin using equipment. In these cases, we retain the ownership of the equipment that the customer uses. The total net book value of subscriber assets of $2.4 million and $2.0 million as of March 31, 2021 and September 30, 2020, respectively, are included in property, equipment and improvements, net. Depreciation expense for these subscriber assets, which is included in cost of sales, was $0.5 million and $0.3 million for the three months ended March 31, 2021 and March 31, 2020, respectively and $1.0 million and $0.7 million for the six months ended March 31, 2021 and March 31, 2020, respectively. We depreciate the cost of this equipment over its useful life (typically three years).
Contract Liabilities
The timing of revenue recognition may differ from the timing of invoicing to customers. Customers are invoiced for subscription services in advance on a monthly, quarterly or annual basis. Contract liabilities consist of unearned revenue related to annual or multi-year contracts for subscription services and related implementation fees. These pertain to our IoT Solutions segment and our Digi Remote Manager® services in our IoT Products & Services segment.
Changes in unearned revenue were (in thousands):
Three months ended March 31,Six months ended March 31,
2021202020212020
Unearned revenue, beginning of period$13,066 $6,802 $9,341 $5,025 
Billings13,746 9,706 28,013 19,553 
Revenue recognized(10,376)(7,806)(20,918)(15,876)
Unearned revenue, end of period$16,436 $8,702 $16,436 $8,702 
Remaining Transaction Price
Transaction price allocated to the remaining performance obligations represents contracted revenue that has not been recognized. This includes unearned revenue and unbilled amounts that will be recognized as revenue in future periods. As of March 31, 2021, approximately $12.8 million of revenue is expected to be recognized from remaining performance obligations for subscription contracts. We expect to recognize revenue on approximately $8.1 million of remaining performance obligations over the next twelve months. Revenue from the remaining performance obligations we expect to recognize over a range of two to seven years.