diff --git a/Minecraft plot/MetaGPT_log_Voyager_statistical_caliber.py b/Minecraft plot/MetaGPT_log_Voyager_statistical_caliber.py
new file mode 100644
index 000000000..61ded7cee
--- /dev/null
+++ b/Minecraft plot/MetaGPT_log_Voyager_statistical_caliber.py	
@@ -0,0 +1,378 @@
+import re
+import argparse
+import os
+import matplotlib.pyplot as plt
+from mpl_toolkits.mplot3d import Axes3D
+import math
+import numpy as np
+import random
+import seaborn as sns
+import matplotlib as mpl
+import pandas as pd
+import ast
+mpl.rcParams.update(mpl.rcParamsDefault)
+
+def extract_logs(filename, start_time=None, end_time=None):
+    with open(filename, 'r',encoding='utf-8') as f:
+        lines = f.readlines()
+
+    if start_time is None :
+        # 如果没有提供时间参数，则返回所有日志
+        return lines
+
+    # 截取开始时间和停止时间之间的日志块
+    logs_block = []
+    capture = False
+    for line in lines:
+        if start_time in line:
+            capture = True
+        if capture:
+            logs_block.append(line)
+        if end_time and end_time in line:
+            capture = False
+            break
+
+    return logs_block
+
+def extract_time_from_first_round_zero(log_filename):
+    with open(log_filename, 'r',encoding='utf-8') as f:
+        lines = f.readlines()
+
+    # 正向遍历文件的每一行
+    for line in lines:
+        if "Config loading done" in line:
+            # 正则表达式匹配年月日 小时:分钟的格式
+            match = re.search(r'(\d{4}-\d{2}-\d{2} \d{2}:\d{2})', line)
+            if match:
+                return match.group(1)
+    return None
+def get_last_element_1(list, default=None):
+    if list:
+        return list[-1]
+    else:
+        return default
+def get_last_element_2(list, default=0):
+    if list:
+        return list[-1]
+    else:
+        return default
+def get_last_element_3(list, default={}):
+    if list:
+        return list[-1]
+    else:
+        return default
+def analyze_log_block(logs_block):
+    absolute_rounds_current: list[int] = []
+    items_collected_current :list[int] = []
+    total_items = 0
+    positions_current:list[(int, int, int)] = []
+    completed_tasks_current: list[int] = []
+    failed_tasks_current: list[int] = []
+    items_variety_collected_current :list[int] = []
+    items_collected_dict_current :list[dict] = []
+    
+    absolute_rounds: list[int] = []
+    items_collected :list[int] = []
+    positions:list[(int, int, int)] = []
+    completed_tasks: list[int] = []
+    failed_tasks: list[int] = []
+    items_variety_collected :list[int] = []
+    items_collected_dict :list[dict] = []
+
+    round_start = False
+    check_for_info = False  
+    line_after_message = 0  
+    first_group = True  
+    round_counter = 0
+    
+
+    first_group = True  # 添加一个新变量来跟踪是否已经处理过这一轮的第一组信息
+
+    for line in logs_block:
+        if "***Critic Agent human message***" in line:
+            round_counter += 1
+            if round_counter not in absolute_rounds:
+                absolute_rounds.append(round_counter)
+                items_collected.append(get_last_element_2(items_collected_current))
+                items_variety_collected.append(get_last_element_2(items_variety_collected_current))
+                items_collected_dict.append(get_last_element_3(items_collected_dict_current))
+                positions.append(get_last_element_1(positions_current))
+                completed_tasks.append(get_last_element_2(completed_tasks_current))
+                failed_tasks.append(get_last_element_2(failed_tasks_current))
+        if "round_id:" in line:
+            round_start = True
+        if round_start:
+            if "Curriculum Agent human message" in line:
+                if check_for_info:  # 如果已经开始解析，就跳过这一轮的剩余部分
+                    round_start = False
+                    continue
+                check_for_info = True
+                line_after_message = 0
+                continue
+
+            if check_for_info:
+                line_after_message += 1
+
+                if line_after_message <= 100:
+                    if "Position: x=" in line:
+                        match = re.search(r'Position: x=([\d.-]+), y=([\d.-]+), z=([\d.-]+)', line)
+                        x, y, z = float(match.group(1)), float(match.group(2)), float(match.group(3))
+                        positions_current.append((x, y, z))
+
+                    if "Inventory (" in line:
+                        if ": Empty" in line:
+                            items_collected_current.append(0)
+                            items = None
+                            items_collected_dict_current.append({})  # 将这一轮结束时的物品存储状态添加到列表中
+                            total_items = 0
+                            items_variety_collected_current.append(0)  # 统计物品种类数量
+                        else:
+                            items = re.search(r'Inventory \(\d+/36\): ({.*?})', line).group(1)
+                            items_dict = eval(items)
+                            items_collected_dict_current.append(items_dict)  # 将这一轮结束时的物品存储状态添加到列表中
+                            total_items = sum(items_dict.values())
+                            items_collected_current.append(total_items)
+                            items_variety_collected_current.append(len(items_dict))  # 统计物品种类数量
+
+                    if "Completed tasks so far:" in line:
+                        tasks = line.replace("Completed tasks so far:", "").strip().split("; ")
+                        completed_tasks_current.append(0 if tasks == ['None'] else len(tasks))
+
+                    if "Failed tasks that are too hard:" in line:
+                        tasks = line.replace("Failed tasks that are too hard:", "").strip().split("; ")
+                        failed_tasks_current.append(0 if tasks == ['None'] else len(tasks))
+                        check_for_info = False
+                        round_start = False
+                    if "metagpt.actions.minecraft.design_curriculumn" in line:
+                        check_for_info = False
+                        round_start = False
+    
+    return absolute_rounds, items_collected, items_variety_collected, items_collected_dict, positions, completed_tasks, failed_tasks
+def save_item_results_png(absolute_rounds, items_collected, items_collected_dict, start_time, path_prefix):
+    items_collected_total = {}
+    items_collected_total_list = []
+    for round_index in range(len(absolute_rounds)):
+        for item, quantity in items_collected_dict[round_index].items():
+            if item in items_collected_total:
+                items_collected_total[item] = max(items_collected_total[item], quantity)
+            else:
+                items_collected_total[item] = quantity
+        items_collected_total_list.append(sum(items_collected_total.values()))
+    print("总数",items_collected_total_list)
+    plt.figure(figsize=(10, 5))
+    plt.plot(absolute_rounds, items_collected_total_list,  label="Items Collected")
+    plt.xlabel("# of Rounds")
+    plt.ylabel("Total Items Collected")
+    plt.title("Items Collected Over Rounds")
+    plt.grid(True)
+    plt.legend()
+
+    ax = plt.gca()
+
+    ax.xaxis.set_major_locator(plt.MaxNLocator(integer=True))
+    ax.yaxis.set_major_locator(plt.MaxNLocator(integer=True))
+
+    ax.spines['top'].set_visible(False)
+    ax.spines['right'].set_visible(False)
+    ax.spines['bottom'].set_visible(False)
+    ax.spines['left'].set_visible(False)
+
+    ax.grid(color='gray', linestyle='-', linewidth=0.3, alpha=0.2)
+
+    # 设置x轴和y轴的箭头
+    ax.annotate('', xy=(1, 0), xycoords='axes fraction', xytext=(0, 0), 
+                arrowprops=dict(arrowstyle="->", color='black'))
+    ax.annotate('', xy=(0, 1), xycoords='axes fraction', xytext=(0, 0), 
+                arrowprops=dict(arrowstyle="->", color='black'))
+    
+    plt.savefig(f'{path_prefix}/{start_time}_items_collected_over_rounds.png', dpi=300)
+    plt.close()
+
+    # 物品种类数量png
+    plt.figure(figsize=(10, 5))
+    plt.xlabel("# of Rounds")
+    plt.ylabel("Total Variety of Items Collected")
+    plt.title("Variety of Items Collected Over Rounds")
+    plt.grid(True)
+
+    special_items = ['oak_log', 'spruce_log', 'birch_log', 'jungle_log', 'dark_oak_log', 'acacia_log', 'stick', 'crafting_table', 'wooden_pickaxe', 'cobblestone', 'stone_pickaxe', 'coal', 'charcoal', 'furnace', 'blast_furnace', 'iron_ore', 'iron_ingot', 'iron_pickaxe', 'diamond', 'diamond_sword', 'diamond_pickaxe', 'diamond_axe', 'diamond_shovel', 'diamond_hoe', 'diamond_helmet', 'diamond_chestplate', 'diamond_leggings', 'diamond_boots']
+
+    collected_items_set = set()
+    items_variety_collected = []
+
+    for i in range(0, len(items_collected_dict)):
+        current_round_items_set = set(items_collected_dict[i])
+        diff_items = list(current_round_items_set - collected_items_set)
+        collected_items_set.update(current_round_items_set)
+        items_variety_collected.append(len(collected_items_set))
+        if diff_items:
+            for j, item in enumerate(diff_items):
+                # 判断物品类型，选择不同的背景颜色
+                if item in special_items:
+                    color = 'black'
+                    bgcolor = 'orange'
+
+                else :
+                    color = 'black'
+                    bgcolor = 'green'
+                # 避免文字重叠，通过调整 y 坐标的值
+                y = items_variety_collected[i]-1-1*j
+                plt.text(absolute_rounds[i], y, item, fontsize=4, color=color, ha='center', va='top',
+                         bbox=dict(boxstyle='round,pad=0.5', fc=bgcolor, alpha=0.5))
+                    
+    
+    plt.plot(absolute_rounds, items_variety_collected, label="Variety of Items Collected")
+    plt.legend()
+    
+    ax = plt.gca()
+
+    # 设置坐标显示为整数
+    ax.xaxis.set_major_locator(plt.MaxNLocator(integer=True))
+    ax.yaxis.set_major_locator(plt.MaxNLocator(integer=True))
+
+    # 移除所有边框
+    ax.spines['top'].set_visible(False)
+    ax.spines['right'].set_visible(False)
+    ax.spines['bottom'].set_visible(False)
+    ax.spines['left'].set_visible(False)
+
+    # 设置网格线颜色和透明度
+    ax.grid(color='gray', linestyle='-', linewidth=0.3, alpha=0.2)
+
+    # 设置x轴和y轴的箭头
+    ax.annotate('', xy=(1, 0), xycoords='axes fraction', xytext=(0, 0), 
+                arrowprops=dict(arrowstyle="->", color='black'))
+    ax.annotate('', xy=(0, 1), xycoords='axes fraction', xytext=(0, 0), 
+                arrowprops=dict(arrowstyle="->", color='black'))
+    
+    plt.savefig(f'{path_prefix}/{start_time}_variety_items_collected_over_rounds.png', dpi=600)
+    plt.close()
+
+def save_path_results_png(positions, start_time, path_prefix):
+
+    x_coords = [pos[0] for pos in positions]
+    y_coords = [pos[1] for pos in positions]
+    z_coords = [pos[2] for pos in positions]
+    
+    # 计算总里程数
+    total_distance = 0
+    for i in range(1, len(positions)):
+        dx = positions[i][0] - positions[i - 1][0]
+        dy = positions[i][1] - positions[i - 1][1]
+        dz = positions[i][2] - positions[i - 1][2]
+        distance = math.sqrt(dx ** 2 + dy ** 2 + dz ** 2)
+        total_distance += distance
+
+    # 3D path png
+    fig = plt.figure(figsize=(10, 10))
+    ax = fig.add_subplot(111, projection='3d')
+    ax.plot(x_coords, y_coords, z_coords, '-o', color='blue', markersize=4)
+    ax.set_title("Bot Movement Path in 3D")
+    ax.set_xlabel("X Coordinate")
+    ax.set_ylabel("Y Coordinate")
+    ax.set_zlabel("Z Coordinate")
+    ax.text(min(x_coords), max(y_coords), max(z_coords), f"Total Distance: {total_distance:.2f} units", fontsize=15, color='red')
+    ax.plot(x_coords[0], y_coords[0], z_coords[0], 'ro')  # start point with red color
+    ax.plot(x_coords[-1], y_coords[-1], z_coords[-1], 'go')  # end point with green color
+    
+    plt.savefig(f'{path_prefix}/{start_time}_bot_movement_3D_path.png', dpi=300)
+    plt.close()
+
+def save_task_results_png(absolute_rounds , completed, failed, start_time, path_prefix):
+    plt.plot(absolute_rounds, completed, label='Completed Tasks')
+    plt.plot(absolute_rounds, failed, label='Failed Tasks')
+
+    plt.xlabel("# of Rounds")
+    plt.ylabel("Number of Tasks")
+    plt.title("Completed vs Failed Tasks per Round")
+    plt.legend()
+
+    ax = plt.gca()
+
+    # 设置坐标显示为整数
+    ax.xaxis.set_major_locator(plt.MaxNLocator(integer=True))
+    ax.yaxis.set_major_locator(plt.MaxNLocator(integer=True))
+
+    # 移除所有边框
+    ax.spines['top'].set_visible(False)
+    ax.spines['right'].set_visible(False)
+    ax.spines['bottom'].set_visible(False)
+    ax.spines['left'].set_visible(False)
+
+    # 设置网格线颜色和透明度
+    ax.grid(color='gray', linestyle='-', linewidth=0.3, alpha=0.2)
+
+    # 设置x轴和y轴的箭头
+    ax.annotate('', xy=(1, 0), xycoords='axes fraction', xytext=(0, 0), 
+                arrowprops=dict(arrowstyle="->", color='black'))
+    ax.annotate('', xy=(0, 1), xycoords='axes fraction', xytext=(0, 0), 
+                arrowprops=dict(arrowstyle="->", color='black'))
+
+    plt.savefig(f'{path_prefix}/{start_time}_task_results.png', dpi=300)
+    plt.close()
+
+def main():
+    # parser = argparse.ArgumentParser(description="Analyze game log file between a start and end time.")
+    # parser.add_argument('--start_time', type=str, default=None, nargs='?',
+    #                     help="Start time for analysis in the log file.")
+    # parser.add_argument('--end_time', type=str, default=None, nargs='?', help="End time for analysis in the log file.")
+    # args = parser.parse_args()
+
+    filename = r"D:\MG-MC\input\MG-1.txt"
+    path_prefix = r"D:\MG-MC\results_pic"
+
+    # 自动寻找最新的实验开始时间
+    start_time = extract_time_from_first_round_zero(filename)
+    logs_block = extract_logs(filename, start_time)
+    absolute_rounds, items_collected, items_variety_collected, items_collected_dict, positions, completed_tasks, failed_tasks = analyze_log_block(logs_block)
+    print(len(absolute_rounds))
+    print(len(positions))
+    print(len(items_collected_dict))
+    print(len(items_variety_collected))
+    #print(completed_tasks)
+    #print(failed_tasks)
+    print(positions)
+    print(items_collected_dict)
+    print(items_variety_collected)
+    print(completed_tasks)
+    print(failed_tasks)
+    print(absolute_rounds)
+    
+    positions_0 = [pos for pos in positions if pos is not None]
+        
+    
+    collected_items_set = set()
+    total_items_variety = []
+    for i in range(0, len(items_collected_dict)):
+        current_round_items_set = set(items_collected_dict[i])
+        collected_items_set.update(current_round_items_set)
+        total_items_variety.append(len(collected_items_set))
+    print(total_items_variety)
+    #save png
+    start_time = start_time.replace(":", "_")
+    save_item_results_png(absolute_rounds, items_collected, items_collected_dict, start_time, path_prefix)
+    save_path_results_png(positions_0, start_time, path_prefix)
+    save_task_results_png(absolute_rounds, completed_tasks, failed_tasks, start_time, path_prefix)
+    #save_item_results_png(rounds, items_collected, items_variety_collected, items_collected_dict, start_time, path_prefix)
+    
+    print("种类",total_items_variety)
+    print("轮次", absolute_rounds)
+    print("总数",items_collected)
+    print("成功",completed_tasks)
+    print("失败",failed_tasks)
+    print("位置",positions)
+    
+    data = {'rounds': absolute_rounds,
+            'items_collected': items_collected,
+            'total_items_variety':total_items_variety,
+            'items_variety_collected': items_collected_dict,
+            'positions': positions,
+            'completed_tasks': completed_tasks,
+            'failed_tasks': failed_tasks}
+    # 创建一个DataFrame
+    df = pd.DataFrame(data)
+
+    # 写入到Excel文件中
+    df.to_excel(fr'D\MG-MC\results_pic\{start_time}_results.xlsx', index=False)
+if __name__ == "__main__":
+    main()