Table 2 Data statistics of the UrbanEV Dataset. This table presents data across three dimensions: EV, Weather, and Others.
From: UrbanEV: An Open Benchmark Dataset for Urban Electric Vehicle Charging Demand Prediction
Feature | Max | Mean | Median | Min | Q1 | Q3 | Std | ||
|---|---|---|---|---|---|---|---|---|---|
EV | Day | o (%) | 1 | 0.24 | 0.21 | 0 | 0.14 | 0.31 | 0.17 |
d (hour) | 175.83 | 9.64 | 5.00 | 0.00 | 1.50 | 12.50 | 12.78 | ||
v (kWh) | 13637.50 | 180.61 | 37.62 | 0.00 | 10.50 | 111.42 | 593.53 | ||
pe (CNY) | 1.80 | 0.98 | 0.99 | 0.23 | 0.86 | 1.10 | 0.18 | ||
ps (CNY) | 1.45 | 0.70 | 0.76 | 0.00 | 0.70 | 0.76 | 0.15 | ||
Night | o (%) | 1.00 | 0.30 | 0.26 | 0.00 | 0.16 | 0.40 | 0.19 | |
d (hour) | 207.58 | 13.58 | 6.00 | 0.00 | 1.92 | 16.58 | 19.54 | ||
v (kWh) | 16732.50 | 275.72 | 46.08 | 0.00 | 12.25 | 147.00 | 968.24 | ||
pe (CNY) | 1.80 | 0.93 | 0.94 | 0.23 | 0.79 | 1.06 | 0.23 | ||
ps (CNY) | 1.45 | 0.73 | 0.76 | 0.00 | 0.74 | 0.76 | 0.14 | ||
Weather | Ta (°C) | 34.70 | 21.18 | 21.40 | 8.30 | 16.40 | 26.30 | 5.92 | |
P (mmHg) | 773.80 | 762.49 | 762.40 | 751.10 | 759.90 | 765.50 | 4.18 | ||
h (%) | 97.00 | 69.33 | 72.00 | 21.00 | 58.00 | 82.00 | 16.49 | ||
Others | Number of Piles | 373.00 | 63.75 | 48.00 | 4.00 | 24.00 | 84.00 | 56.63 | |
Distance (meter) | 78680.32 | 21972.31 | 20476.39 | 0.00 | 12184.82 | 29764.97 | 12721.15 | ||
Number of Neighbors | 10.00 | 4.36 | 4.00 | 0.00 | 3.00 | 6.00 | 1.82 | ||
