Datasets:
license: cc-by-4.0
task_categories:
- tabular-regression
- time-series-forecasting
language:
- en
tags:
- ev-charging
- electric-vehicles
- demand-prediction
- traffic
- weather
- tennessee
pretty_name: EV Charging Demand Prediction Dataset
size_categories:
- 10B<n<100B
EV Charging Demand Prediction Dataset
This is an excerpt of the full dataset used for EV (Electric Vehicle) charging demand prediction. Only a representative subset of the original data has been included.
What Is Included
1. EV Charging Station Sessions — raw_charging_stations/
Monthly session-level data from EV charging stations across Tennessee and neighboring regions (ChargePoint Network and others).
Files included: Se_01_2024.csv through Se_12_2024.csv + Se_01_2025.csv (13 files total, January 2024 – January 2025).
Columns:
| Column | Description |
|---|---|
provider_id |
Network provider (e.g. ChargePoint) |
station_id, site_id, charger_id, evse_id |
Station/charger identifiers |
evse_name |
Human-readable station name |
port_id, connector_id |
Port and connector identifiers |
session_id |
Unique charging session ID |
session_start, session_end |
Session start/end timestamps (UTC) |
session_error |
Error flag if session failed |
energy_kwh |
Energy delivered in kWh |
peak_power_kw |
Peak power during session (kW) |
payment_method |
Payment method used |
Note: The full dataset includes additional months and additional network providers not shown here.
2. Weather Data — raw_weather/2024-04-25/
Hourly weather observations scraped from Weather Underground for Tennessee ZIP codes.
Date included: April 25, 2024 — selected as the day with the highest ZIP code coverage.
ZIP codes included (65 total):
28906, 30512, 35055, 35058, 35601, 35640, 35768, 35801, 35805, 35967, 35976, 37030, 37043, 37110, 37166, 37172, 37185, 37334, 37347, 37380, 37388, 37402, 37416, 37601, 37615, 37620, 37642, 37643, 37659, 37708, 37725, 37745, 37760, 37813, 37814, 37820, 37857, 37862, 37863, 37902, 38004, 38012, 38237, 38242, 38301, 38320, 38340, 38462, 38468, 38478, 38549, 38556, 38570, 38583, 38585, 38611, 38655, 38804, 38834, 38863, 39701, 39759, 42101, 42320, 42754
Columns:
| Column | Description |
|---|---|
Time |
Hour of observation (local time) |
Temperature |
Temperature (°F) |
Dew Point |
Dew point (°F) |
Humidity |
Relative humidity (%) |
Wind |
Wind direction |
Wind Speed |
Wind speed (mph) |
Wind Gust |
Wind gust speed (mph) |
Pressure |
Barometric pressure (in Hg) |
Precip. |
Precipitation (in) |
Condition |
Text weather condition |
date_collector |
Date of collection |
postal_code |
ZIP code |
city |
City name |
Note: The full dataset covers all available dates across 2024–2025 for all 66 Tennessee ZIP codes. Only one representative day is included here.
3. Traffic Data (INRIX TMC) — raw_traffic/TMC_Apr_2024/
Traffic speed and travel time data from INRIX for 17,090 TMC (Traffic Message Channel) segments across Tennessee.
Month included: April 1–30, 2024 — one representative month. The full dataset covers April 2024 through January 2025 (10 months total).
Files:
| File | Description |
|---|---|
Readings.csv (~47 GB) |
Speed, historical average speed, travel time, and confidence scores per TMC segment per 5-minute interval throughout April 2024 |
TMC_Identification.csv |
Metadata for each TMC segment: road name, direction, county, ZIP, coordinates, miles, timezone |
Contents.txt |
Data dictionary / format description from INRIX |
Readings.csv columns:
| Column | Description |
|---|---|
tmc_code |
TMC segment identifier |
measurement_tstamp |
Timestamp of the reading |
speed |
Observed speed (mph) |
historical_average_speed |
Historical average speed for this time slot (mph) |
reference_speed |
Free-flow reference speed (mph) |
travel_time_seconds |
Estimated travel time for segment (s) |
confidence_score |
Data confidence (0–100) |
cvalue |
C-value quality indicator |
TMC_Identification.csv columns:
| Column | Description |
|---|---|
tmc |
TMC segment ID |
road |
Road name / highway |
direction |
Travel direction |
intersection |
Nearest intersection |
state, county, zip |
Location info |
start_latitude/longitude |
Segment start coordinates |
end_latitude/longitude |
Segment end coordinates |
miles |
Segment length |
timezone_name |
Local timezone |
type |
Segment type |
active_start_date, active_end_date |
Validity period |
Note: Only April 2024 is included here. The full dataset covers 10 months (Apr 2024 – Jan 2025) across all 17,090 TMC segments in Tennessee.