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期刊图片复现|Python绘制顶刊文章高颜值桑基图

  • 2026-06-28 22:37:11
期刊图片复现|Python绘制顶刊文章高颜值桑基图

代码绘制成果展示

论文:Public transport accessibility in villages in  and around major Chinese cities
论文原图
这张桑基图由左至右通过多列垂直节点和蜿蜒交错的彩色流带,详细解构了2017年至2023年间中国十个主要城市在城郊公交出行各项指标上的变化细节。最左侧标注了十个城市的名称,其下方括号内的文本代表该市总出行时间(包含步行、乘车、换乘和等待的停靠时间)的中位数减少量,正值表示时间缩短(即情况改善),负值表示时间增加(即情况恶化),并且图中各城市的上下位置是严格依据其“10分钟步行公交覆盖区内人口变化量”由高到低进行降序排列的。紧随其后的第一列节点代表“10分钟步行公交覆盖区内的人口变化(人数)”,图表根据数值将其分为了“大幅增加(Highly increase)”、“增加(Increase)”、“轻微增加(Slight increase)”和“减少(Decrease)”四个层级,并在节点旁边标注了具体的增减人数。向右展开的第二、三、四、五列则分别追踪了总行程中四个具体环节的分钟数变化:步行时间变化(Change in walking time)、乘车时间变化(Change in riding time)、换乘时间变化(Change in transfer time)以及停靠时间变化(Change in stopping time)。在这些时间维度的列中,如果时间变长了则归为负值区域(Increase in time);而对于时间缩短的正值区域,图表利用四分位数进一步将其划分为“无变化(No change)”、“减少(Reduced)”和“大幅减少(Highly reduced)”三个等级,并在彩色流带上标明了具体的分钟数差值。贯穿全图的彩色流动条带从第一列的人口变化颜色类别发端,直观地连接并追踪了各个城市在后续四个出行时间环节上所处的等级路径,使得人口动态与各项时间成本变化的对应轨迹一目了然
仿图
多种配色

代码解释

第一部分

库的导入以及字体设置
# =========================================================================================# ====================================== 1. 环境设置 =======================================# =========================================================================================import matplotlib.pyplot as pltimport matplotlib.patches as patchesimport matplotlib as mplimport pandas as pd

第二部分

设置颜色库
# =========================================================================================# ======================================2.颜色库=======================================# =========================================================================================COLOR_SCHEMES = {    1: ['#B6CBDD''#5B85A8''#25557E''#B5D2E5''#3E2D53''#F0DDD1''#D79691''#A4545B''#92323C''#6E2332''#8C8C8C'],}

第三部分

彩色流动带绘制函数
# =========================================================================================# ======================================3.彩色流动带绘制函数=======================================# =========================================================================================def draw_ribbon(ax, x0, y0_mid, x1, y1_mid, color, thickness_data, points_per_y_unit):    #控制点在X轴上的偏移量    dx = (x1 - x0) * 0.45    patch = patches.PathPatch(path, #路径对象                              facecolor='none'#填充色                              edgecolor=color, #边缘颜色                              linewidth=linewidth_points, #宽                              alpha=0.85#透明度                              capstyle='butt'#线条端点的样式                              zorder=2#层    ax.add_patch(patch) #添加到轴中

第四部分

绘图函数:数据提取以及每个黑色柱子节点定义
# =========================================================================================# ======================================4.桑基图绘制函数=======================================# =========================================================================================def plot_advanced_forest_chart(df, scheme_id):        #需要展示的具体数值字符串列表        display_vals = [            str(row['Pop_Val']),            str(row['Walk_Val']),            str(row['Ride_Val']),            str(row['Trans_Val']),            str(row['Stop_Val'])        ]    #列名称    col_labels = [        "Change in population in\n10-min walking transit zone\n(persons)",        "Change in walking\ntime (min)",        "Change in riding\ntime (min)",        "Change in transfer\ntime (min)",        "Change in stopping\ntime (min)"    ]

第五部分

绘图函数:画布创建,坐标系设定与带状高度初始化
    #创建画布    fig, ax = plt.subplots(figsize=(2614))    PILLAR_HEIGHT = 16.0 #柱子总高度    PILLAR_WIDTH = 0.32 #柱子宽度    ROW_SPACING = 20 #柱子间隔常数    COL_SPACING = 8.0 #列间隔常数    #每一层柱子中心Y坐标    Y_CENTERS = [ROW_SPACING * 1.5,                 ROW_SPACING * 0.5,                 -ROW_SPACING * 0.5,                 -ROW_SPACING * 1.5]            ratio = 0.48        c['render_w'] = PILLAR_HEIGHT * ratio #高度值

第六部分

绘图函数:计算坐标、每个带的厚度,处理每一个柱子内流经数据的堆叠问题
    #遍历列    for col in range(5):        #遍历行        for row in range(4):            cities_in_node = [c for c in cities if c['nodes'][col] == row] #筛选出数据            raw_total_h = sum(c['render_w'for c in cities_in_node) #改柱子的所有带的总高度            current_y_top = Y_CENTERS[row] + total_span / 2 #当前色带堆叠最顶端的初始y坐标            # 遍历属于当前节点层级的所有城市            for c in cities_in_node:                allocated_h = c['render_w'# 高度值                c.setdefault('pos', {})[col] = (current_y_top, current_y_top - allocated_h) #记录当前列该城市色带的上边界与下边界Y坐标                step = allocated_h * scale_factor #利用缩放因子计算下一个城市应当下降的坐标跨度                current_y_top -= step #更新最顶端Y坐标的位置

第七部分

绘图函数:绘制彩色流动带
    #遍历每个城市的数据对象    for city in cities:        for col in range(4): #遍历间隔开始绘制带            x0 = X_COLS[col] + PILLAR_WIDTH #起点x坐标            x1 = X_COLS[col + 1#终点x坐标            draw_ribbon(ax, #轴对象                        x0, #起点x坐标                        y0_mid, #起点y坐标中心点                        x1, #终点x坐标                        y1_mid, #终点y坐标中心点                        city['color'], #颜色                        thickness, #厚度                        points_per_y_unit) #转换系数

第八部分

绘图函数:绘制黑色柱子与标签文本
    #遍历列    for col in range(5):        #遍历行        for row in range(4):            y_bottom = Y_CENTERS[row] - PILLAR_HEIGHT / 2 #根据节点中心计算柱子的底边y坐标            ax.text(text_x, #x                    Y_CENTERS[row], #y                    CATEGORY_LEVELS[col][row], #文本                    rotation=-90#旋转                    ha='center'#水平                    va='center'#垂直                    fontsize=18#大小                    zorder=6#层

第九部分

绘图函数:绘制最左侧的起始处文本标注
    #用于收集最左侧用来标注城市名称的初始y坐标集合    left_label_y_raw = []    #遍历城市信息    for city in cities:        y_top, y_bot = city['pos'][0#提取城市经过第1列时所占的最上和最下位置        ax.text(X_COLS[0] - 0.4#x                adjusted_left_y[i], #y                label, #文本                ha='right'#水平                va='center'#垂直                fontsize=18#大小

第十部分

绘图函数:绘制每一个柱子处的数值文本标注
    #遍历添加数值标注    for col inrange(5):        val_y_raw = [] #用于存放当前所遍历到的这一列下各数值的原始y坐标        #遍历        for city in cities:            y_top, y_bot = city['pos'][col] #边界数据            val_y_raw.append((y_top + y_bot) / 2#中心位置            #其他列            else:                val_x = X_COLS[col] + 1.2 #x坐标                ax.text(val_x, #x                        adjusted_val_y[i], #y                        city['vals'][col], #数值                        ha='left'#水平                        va='center',#垂直                        fontsize=18,#大小                        zorder=6)#层

第十一部分

绘图函数:绘制每一列的标题以及绘图结果保存
    #遍历加列标题    for col inrange(5):        bottom_y = Y_CENTERS[-1] - PILLAR_HEIGHT / 2 - 3.5 #y        ax.text(X_COLS[col] + PILLAR_WIDTH / 2#x                bottom_y, #y                col_labels[col], #文本                ha='center'#水平

第十二部分

执行部分
# =========================================================================================# ======================================5.执行部分=======================================# =========================================================================================if __name__ == "__main__":    df = pd.read_excel(r'data.xlsx')#原始数据    print(df.head())    else:        scheme_id = 1        print('正在绘制并保存方案:', scheme_id)        plot_advanced_forest_chart(df, scheme_id)

如何应用到你自己的数据

1.设置原始数据的保存路径,执行部分:

df = pd.read_excel(r'data.xlsx')#原始数据

2.设置是否要进行批量绘图,执行部分:

plot_all =True#是否批量绘图

3.设置每个柱子的文本标注,绘图函数部分:

CATEGORY_LEVELS = [    ['Highly increase''Increase''Slight increase''Decrease'],['Highly reduced''Reduced''No change''Increase in time'],['Highly reduced''Reduced''No change''Increase in time'],['Highly reduced''Reduced''No change''Increase in time'],['Highly reduced''reduced''No change''Increase in time']]

4.提取数据,绘图函数部分:

for index, row in df.iterrows():    #提取当前城市各项数据在各个节点索引位置    node_indices = [        CATEGORY_LEVELS[0].index(row['Pop_Cat']),        CATEGORY_LEVELS[1].index(row['Walk_Cat']),        CATEGORY_LEVELS[2].index(row['Ride_Cat']),        CATEGORY_LEVELS[3].index(row['Trans_Cat']),        CATEGORY_LEVELS[4].index(row['Stop_Cat'])    ]

5.设置每一列柱子的名称,绘图函数部分:

col_labels = [    "Change in population in\n10-min walking transit zone\n(persons)",    "Change in walking\ntime (min)",    "Change in riding\ntime (min)",    "Change in transfer\ntime (min)",    "Change in stopping\ntime (min)"]

6.设置绘图结果的保存地址,绘图函数部分:

plt.savefig(fr'\{scheme_id}.png', dpi=300, bbox_inches='tight')

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  1. CONNECT:[ UseTime:0.000601s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000668s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.004141s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000751s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000540s ]
  6. SELECT * FROM `set` [ RunTime:0.005349s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000691s ]
  8. SELECT * FROM `article` WHERE `id` = 501727 LIMIT 1 [ RunTime:0.030843s ]
  9. UPDATE `article` SET `lasttime` = 1783016364 WHERE `id` = 501727 [ RunTime:0.005520s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.007378s ]
  11. SELECT * FROM `article` WHERE `id` < 501727 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.022117s ]
  12. SELECT * FROM `article` WHERE `id` > 501727 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002166s ]
  13. SELECT * FROM `article` WHERE `id` < 501727 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.016669s ]
  14. SELECT * FROM `article` WHERE `id` < 501727 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001100s ]
  15. SELECT * FROM `article` WHERE `id` < 501727 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.032084s ]
0.199045s