| import matplotlib.pyplot as plt |
| import compress_pickle |
| import random |
| import os |
| import glob |
|
|
|
|
| def load_data(filename): |
| return compress_pickle.load(filename) |
|
|
|
|
| class Point: |
| def __init__(self, x, y, timestamp, force=1): |
| self.x = x |
| self.y = y |
| self.timestamp = timestamp |
| self.force = force |
|
|
| def __repr__(self): |
| return f"Point(x={self.x}, y={self.y}, timestamp={self.timestamp})" |
|
|
|
|
| def visualize_touch_data( |
| directory, start_time, end_time, name="raw", if_save=False, save_path=None |
| ): |
| files = glob.glob(os.path.join(directory, "*.gz")) |
| fig, ax = plt.subplots() |
|
|
| all_x_coords = [] |
| all_y_coords = [] |
| all_forces = [] |
|
|
| for file in files: |
| try: |
| data = load_data(file) |
| filtered_data = [ |
| point for point in data if start_time <= point.timestamp <= end_time |
| ] |
| if filtered_data: |
| for point in filtered_data: |
| x_coords = [contact.x for contact in point.contacts] |
| y_coords = [1 - contact.y for contact in point.contacts] |
| force = [contact.force for contact in point.contacts] |
|
|
| all_x_coords.extend(x_coords) |
| all_y_coords.extend(y_coords) |
| all_forces.extend(force) |
| except Exception as e: |
| print(f"Error loading {file}: {e}") |
|
|
| if all_x_coords: |
| sc = ax.scatter(all_x_coords, all_y_coords, c=all_forces, cmap='viridis', s=40) |
| plt.colorbar(sc, label="Force") |
|
|
| ax.set_xlabel("X Coordinate") |
| ax.set_ylabel("Y Coordinate") |
| ax.set_title(name) |
|
|
| if if_save and save_path: |
| os.makedirs(os.path.dirname(save_path), exist_ok=True) |
| plt.savefig(save_path) |
| else: |
| plt.show() |
|
|
|
|
| def plot_board_data(data_dir, user): |
| user_dir = os.path.join(data_dir, user) |
| action_dirs = glob.glob(os.path.join(user_dir, "*")) |
| print(action_dirs) |
| for action_dir in action_dirs: |
| timestamp_files = glob.glob(os.path.join(action_dir, "*_timestamp.txt")) |
| if not timestamp_files: |
| continue |
| j = random.randint(0, len(timestamp_files) - 1) |
| with open(timestamp_files[j], "r") as f: |
| lines = f.readlines() |
| timestamps = [] |
| name = [] |
| for line in lines: |
| timestamps.append(int(line.split()[0])) |
| name.append(line.split()[1]) |
| i = random.randint(0, len(timestamps) - 2) |
| start_time = timestamps[i] |
| end_time = timestamps[i + 1] |
| if not os.path.exists(f"./images/board/{user}"): |
| os.makedirs(f"./images/board/{user}") |
| action = action_dir.split("\\")[-1] |
| if j % 2 == 0: |
| name = name[i] |
| name = name.lower() |
| else: |
| name = name[i] |
| name = name.upper() |
| visualize_touch_data( |
| action_dir, |
| start_time, |
| end_time, |
| f"{user}_{action}_{name}", |
| if_save=True, |
| save_path=f"./images/board/{user}/{user}_{action}_{name}.png", |
| ) |
|
|
|
|
| if __name__ == "__main__": |
| directory = "./data" |
| user = "user_0" |
| plot_board_data(directory, user) |