Upload 2 files
Browse files- board_plot.py +107 -0
- ring_plot.py +41 -0
board_plot.py
ADDED
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import matplotlib.pyplot as plt
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import compress_pickle
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import random
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import os
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import glob
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def load_data(filename):
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return compress_pickle.load(filename)
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class Point:
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def __init__(self, x, y, timestamp, force=1):
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self.x = x
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self.y = y
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self.timestamp = timestamp
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self.force = force
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def __repr__(self):
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return f"Point(x={self.x}, y={self.y}, timestamp={self.timestamp})"
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def visualize_touch_data(
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directory, start_time, end_time, name="raw", if_save=False, save_path=None
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):
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files = glob.glob(os.path.join(directory, "*.gz"))
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fig, ax = plt.subplots()
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all_x_coords = []
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all_y_coords = []
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all_forces = []
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for file in files:
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try:
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data = load_data(file)
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filtered_data = [
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point for point in data if start_time <= point.timestamp <= end_time
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]
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if filtered_data:
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for point in filtered_data:
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x_coords = [contact.x for contact in point.contacts]
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y_coords = [1 - contact.y for contact in point.contacts]
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force = [contact.force for contact in point.contacts]
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all_x_coords.extend(x_coords)
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all_y_coords.extend(y_coords)
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all_forces.extend(force)
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except Exception as e:
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print(f"Error loading {file}: {e}")
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if all_x_coords:
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sc = ax.scatter(all_x_coords, all_y_coords, c=all_forces, cmap='viridis', s=40)
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plt.colorbar(sc, label="Force")
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ax.set_xlabel("X Coordinate")
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ax.set_ylabel("Y Coordinate")
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ax.set_title(name)
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if if_save and save_path:
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os.makedirs(os.path.dirname(save_path), exist_ok=True)
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plt.savefig(save_path)
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else:
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plt.show()
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def plot_board_data(data_dir, user):
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user_dir = os.path.join(data_dir, user)
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action_dirs = glob.glob(os.path.join(user_dir, "*"))
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print(action_dirs)
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for action_dir in action_dirs:
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timestamp_files = glob.glob(os.path.join(action_dir, "*_timestamp.txt"))
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if not timestamp_files:
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continue
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j = random.randint(0, len(timestamp_files) - 1)
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with open(timestamp_files[j], "r") as f:
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lines = f.readlines()
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timestamps = []
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name = []
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for line in lines:
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timestamps.append(int(line.split()[0]))
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name.append(line.split()[1])
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i = random.randint(0, len(timestamps) - 2)
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start_time = timestamps[i]
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end_time = timestamps[i + 1]
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if not os.path.exists(f"./images/board/{user}"):
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os.makedirs(f"./images/board/{user}")
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action = action_dir.split("\\")[-1]
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if j % 2 == 0:
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name = name[i]
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name = name.lower()
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else:
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name = name[i]
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name = name.upper()
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visualize_touch_data(
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action_dir,
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start_time,
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end_time,
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f"{user}_{action}_{name}",
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if_save=True,
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save_path=f"./images/board/{user}/{user}_{action}_{name}.png",
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)
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if __name__ == "__main__":
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directory = "./data"
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user = "user_0"
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plot_board_data(directory, user)
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ring_plot.py
ADDED
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@@ -0,0 +1,41 @@
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import numpy as np
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import matplotlib.pyplot as plt
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import os
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def plot_ring_data(file_path="", if_save=True):
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data_ring0 = np.fromfile(file_path, dtype=np.float64)
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data_ring0 = data_ring0.reshape(-1, 7)
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timestamp_path = file_path.replace("ring_0.bin", "timestamp.txt")
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timestampes = []
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with open(timestamp_path, "r", encoding="utf-8") as f:
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for line in f.readlines():
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timestampes.append(float(line.split(" ")[0]))
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for i in range(len(timestampes)):
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timestamp = timestampes[i]
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closet_idx = np.argmin(np.abs(data_ring0[:, -1] - timestamp))
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timestampes[i] = closet_idx
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plt.figure(figsize=(20, 10))
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plt.subplot(111)
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plt.plot(data_ring0[:, 0], label="acc_x")
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plt.plot(data_ring0[:, 1], label="acc_y")
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plt.plot(data_ring0[:, 2], label="acc_z")
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plt.plot(data_ring0[:, 3], label="gyro_x")
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plt.plot(data_ring0[:, 4], label="gyro_y")
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plt.plot(data_ring0[:, 5], label="gyro_z")
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for timestamp in timestampes:
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plt.axvline(x=timestamp, color="red")
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plt.legend()
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plt.title("ring0")
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if if_save:
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savepath = file_path.replace(".bin", ".png").replace("./data/", "./images/ring/")
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if not os.path.exists(os.path.dirname(savepath)):
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os.makedirs(os.path.dirname(savepath))
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plt.savefig(savepath)
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plt.close()
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else:
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plt.show()
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if __name__ == "__main__":
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plot_ring_data(file_path="./data/user_0/3/0_ring_0.bin")
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