Add transmission datasets and update mining data
Add two new static datasets for cross-region arbitrage calculations: - transmission_capacity: region-to-region capacity limits (20 rows) - transmission_cost: transmission costs per path (20 rows) Update mining dataset with EUR pricing and power metrics: - Change btc_price_usd to btc_price_eur - Add power_efficiency_th_per_mw, power_demand_mw - Add revenue_eur_per_mwh, profit_eur_per_mwh - Remove mining_profitability column Changes include: - scripts/02_fetch_historical.py: rewrite fetch_bitcoin_mining_data() - scripts/01_generate_synthetic.py: add transmission data generators - config/data_config.yaml: add transmission config, update bitcoin config - config/schema.yaml: add 2 new schemas, update bitcoin_mining schema - scripts/03_process_merge.py: add 2 new datasets - scripts/04_validate.py: add 2 new datasets - test/test_data.py: update for new datasets and bitcoin price reference Total datasets: 9 (734,491 rows, 17.89 MB)
This commit is contained in:
@@ -93,4 +93,12 @@ data_center:
|
||||
|
||||
bitcoin:
|
||||
hashrate_range: [150, 250] # EH/s
|
||||
mining_efficiency_range: [25, 35] # J/TH
|
||||
power_efficiency_range: [80, 120] # TH/s per MW
|
||||
eur_usd_rate: 0.92 # For converting to EUR base price
|
||||
|
||||
transmission:
|
||||
capacity_base_range: [1000, 4000] # MW
|
||||
capacity_uk_multiplier: 0.6 # UK connections typically lower
|
||||
efficiency_range: [0.95, 0.99]
|
||||
congestion_surcharge_range: [0.5, 5.0] # EUR/MWh
|
||||
fee_range: [0, 2.0] # EUR/MWh
|
||||
|
||||
@@ -169,18 +169,74 @@ schemas:
|
||||
type: "float32"
|
||||
unit: "TH/s"
|
||||
description: "Mining pool hashrate"
|
||||
- name: "btc_price_usd"
|
||||
- name: "btc_price_eur"
|
||||
type: "float32"
|
||||
unit: "USD"
|
||||
description: "Bitcoin price"
|
||||
- name: "mining_profitability"
|
||||
unit: "EUR"
|
||||
description: "Bitcoin price in EUR"
|
||||
- name: "power_efficiency_th_per_mw"
|
||||
type: "float32"
|
||||
unit: "USD/TH/day"
|
||||
description: "Mining profitability per terahash per day"
|
||||
unit: "TH/s per MW"
|
||||
description: "Mining efficiency"
|
||||
- name: "power_demand_mw"
|
||||
type: "float32"
|
||||
unit: "MW"
|
||||
description: "Power consumption for mining"
|
||||
- name: "revenue_eur_per_mwh"
|
||||
type: "float32"
|
||||
unit: "EUR/MWh"
|
||||
description: "Mining revenue per MWh of electricity"
|
||||
- name: "profit_eur_per_mwh"
|
||||
type: "float32"
|
||||
unit: "EUR/MWh"
|
||||
description: "Mining profit after electricity cost"
|
||||
- name: "electricity_cost"
|
||||
type: "float32"
|
||||
unit: "EUR/MWh"
|
||||
description: "Electricity cost breakeven point"
|
||||
description: "Electricity cost for mining"
|
||||
|
||||
transmission_capacity:
|
||||
columns:
|
||||
- name: "source_region"
|
||||
type: "category"
|
||||
description: "Source region code"
|
||||
- name: "target_region"
|
||||
type: "category"
|
||||
description: "Target region code"
|
||||
- name: "capacity_mw"
|
||||
type: "float32"
|
||||
unit: "MW"
|
||||
description: "Maximum transmission capacity"
|
||||
- name: "direction"
|
||||
type: "category"
|
||||
description: "Transmission direction"
|
||||
- name: "efficiency"
|
||||
type: "float32"
|
||||
description: "Transmission efficiency (0-1)"
|
||||
|
||||
transmission_cost:
|
||||
columns:
|
||||
- name: "source_region"
|
||||
type: "category"
|
||||
description: "Source region code"
|
||||
- name: "target_region"
|
||||
type: "category"
|
||||
description: "Target region code"
|
||||
- name: "cost_eur_mwh"
|
||||
type: "float32"
|
||||
unit: "EUR/MWh"
|
||||
description: "Total transmission cost per MWh"
|
||||
- name: "loss_percent"
|
||||
type: "float32"
|
||||
unit: "%"
|
||||
description: "Transmission loss percentage"
|
||||
- name: "congestion_surcharge_eur_mwh"
|
||||
type: "float32"
|
||||
unit: "EUR/MWh"
|
||||
description: "Additional congestion charge"
|
||||
- name: "fee_eur_mwh"
|
||||
type: "float32"
|
||||
unit: "EUR/MWh"
|
||||
description: "Transmission fee"
|
||||
|
||||
validation_rules:
|
||||
electricity_prices:
|
||||
@@ -229,5 +285,32 @@ validation_rules:
|
||||
bitcoin_mining:
|
||||
- column: "hashrate_ths"
|
||||
min: 0
|
||||
- column: "btc_price_usd"
|
||||
max: 1000000
|
||||
- column: "btc_price_eur"
|
||||
min: 1000
|
||||
max: 200000
|
||||
- column: "power_efficiency_th_per_mw"
|
||||
min: 50
|
||||
max: 150
|
||||
- column: "power_demand_mw"
|
||||
min: 10
|
||||
max: 1000
|
||||
- column: "revenue_eur_per_mwh"
|
||||
min: 0
|
||||
max: 500
|
||||
|
||||
transmission_capacity:
|
||||
- column: "capacity_mw"
|
||||
min: 100
|
||||
max: 10000
|
||||
- column: "efficiency"
|
||||
min: 0.9
|
||||
max: 1.0
|
||||
|
||||
transmission_cost:
|
||||
- column: "cost_eur_mwh"
|
||||
min: 0
|
||||
max: 50
|
||||
- column: "loss_percent"
|
||||
min: 0
|
||||
max: 15
|
||||
|
||||
Reference in New Issue
Block a user