利用百度接口对人脸进行分析以及可视化

前言

       今天是2021年的七月八日，开始了暑假的第二天。本来暑假是高高兴兴的，是吃喝玩乐的好时候。但是一想到下学期就要变成大四了，在一年就要当社畜了，我也是十分的心慌。

       就很迷茫，不知道要干啥，于是就很羡慕那些刚刚高考完的小朋友们，还有那些大一的小朋友们。想当初我刚刚进入大学的时候也是很开心的，因为一切充满未知，这种感觉很奇妙，真是对啥都好奇🤣

       好奇着好奇着，我就发现我学生卡上面的照片好丑啊😭，（当然那张照片是高一的时候拍的，上了大学后就好看多了hhh，所以就导致有时候，别人照着学生卡上的照片会认不出我。。。）我就想着大伙的照片是不是都挺丑的啊，这样我就不会觉得很失望哈哈哈哈哈哈哈哈哈。但是大家伙都不给我看，所以当时我也没啥办法。

 

        直到有一次去上上机课，老师让我们签到，我签到完了以后发现照片显示在上边了。我就想着我能不能把其他的人的照片给搞到手，然后找了一下规律，用python把学 妹的照片爬下来了，嘿嘿。😎

 

 

 

 

                  然后，图片就在我文件夹里躺了两年，直到最近我偶然发现了这个照片，我就想着反正闲着也是闲着，把照片分析分析吧。于是就有了下面的这个小小的项目哈。

 

废话不多说了，开始搞！！！！

 

 利用百度接口获取接口返回的数据

关于百度接口，我这里就不再赘述，百度即可。

导包

import requests
import csv
import time
import base64

对图片进行从新编码

因为接口接收的数据类型是这样，所以要给图片重新编码。

def encode(img_path):
    with open(img_path, 'rb') as f:
        data = base64.b64encode(f.read())
    return data

调用接口，返回数据

enm，里面的参数什么的，可以根据需要自己改。我在这里贴出接口文档地址 。

def appearance(data, token):
    url = 'https://aip.baidubce.com/rest/2.0/face/v3/detect?access_token={}'.format(
        token)
    headers = {'content-type': 'application/json'}
    params = {"image": data,
              "image_type": "BASE64",
              "face_field": "age,beauty,expression,face_shape,gender,glasses,quality,eye_status,emotion,face_type,mask,spoofing"}
    res = requests.post(url, headers=headers, data=params)
    if res.status_code == 200:
        return res.json()['result']['face_list']

处理返回的数据

说一下哈，因为后边我还因为好奇，然后就去分析了一些女生喜欢的明星们，然后代码就改了一下。原来的代码也和这个差不了太多，下面也一样。

def deal_data(res):
    face_info = []
    # face_info.append(pic_path.format(fmt).split("\\")[-1][:11])
    face_info.append(names[i])
    face_info.append(res[0]['age'])
    face_info.append(res[0]['gender']['type'])
    face_info.append(res[0]['face_type']['type'])
    face_info.append(res[0]['beauty'])
    face_info.append(res[0]['glasses']['type'])
    face_info.append(res[0]['expression']['type'])
    face_info.append(res[0]['face_shape']['type'])
    return face_info

写入csv文件

def wirte_to_csv(face_infos):
    with open('时代少年团人脸分析.csv', 'w', newline='', encoding='utf-8-sig') as f:
        csv_writer = csv.writer(f)
        csv_writer.writerow(["姓名", "年龄", "性别", "人脸类型", "颜值", "戴眼镜", "笑容", "脸型"])
        csv_writer.writerows(face_infos)

主函数

token = 'your token'
    names = ['丁程鑫', '贺峻霖', '刘耀文', '马嘉祺', '宋亚轩', '严浩翔', '张真源']
    pic_path = r"C:\Users\17863\Desktop\时代少年团\{0}.JPG"
    face_infos = []
    for i in range(len(names)):
        print("正在分析第{0}张人像图片".format(i+1))
        # if i < 10:
        #     fmt = "0"+str(i)
        # else:
        #     fmt = i
        data = encode(pic_path.format(names[i]))
        res = appearance(data, token)
        time.sleep(0.5)
        face_info = deal_data(res)
        face_infos.append(face_info)
    wirte_to_csv(face_infos)
    print("数据写入完成！")
    # for face_info in face_infos:
    #     print(face_info)

 

ok!!!,这样一来我们所需要的数据就准备完成了。接下来就是对其简单的分析，以及简单的可视化。（你可能要问，为什么都是简单的xxx？笑死，难得我也不会🤣）

 

简单的数据分析以及简单的可视化

🆗，让我们换个工具，帅气的关掉，打开

 

先把文件读进来看看有啥问题没

ok！！！没啥问题

 

 

接下来就是一顿操作

矢量图地址

symbols = symbols = [
    'circle',  # 实心圆
    'rect',  # 矩形
    'roundRect',  # 圆角矩形
    'triangle',  # 三角形
    'diamond',  # 菱形
    'pin',
    'arrow',  # 箭头
    'line',  # line
    'square',  # 正方形
    'emptyCircle',  # 空心圆
    'emptyRect',  # 空心矩形
    'emptyTriangle',
    'emptyPin',
    'emptyArrow',
    'emptyDiamond',
    'path://m1,153l0,-152l146,152l-146,0z',  # 直角三角形
    'path://M100,0 L41.22,180.90 L195.10,69.09 L4.89,69.09 L158.77,180.90 z',  # 五角星
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    'path://M4.9,17.8c0-1.4,4.5-10.5,5.5-12.4c0-0.1,0.6-1.1,0.9-1.1c0.4,0,0.9,1,0.9,1.1c1.1,2.2,5.4,11,5.4,12.4v17.8c0,1.5-0.6,2.1-1.3,2.1H6.1c-0.7,0-1.3-0.6-1.3-2.1V17.8z',
    'path://M8.2,13.6V3.9H6.3v9.7H3.1v14.9h3.3v9.7h1.8v-9.7h3.3V13.6H8.2z M9.7,24.4H4.8v-1.4h4.9V24.4z M9.7,19.1H4.8v-1.4h4.9V19.1z',
    'path://m43.75,145.74l0,0c0,-51.64 41.86,-93.5 93.5,-93.5l0,0c24.8,0 48.58,9.85 66.11,27.38c17.53,17.53 27.38,41.32 27.38,66.11l0,0c0,51.64 -41.86,93.5 -93.5,93.5l0,0c-51.64,0 -93.5,-41.86 -93.5,-93.5zm46.75,0l0,0c0,25.82 20.93,46.75 46.75,46.75c25.82,0 46.75,-20.93 46.75,-46.75c0,-25.82 -20.93,-46.75 -46.75,-46.75l0,0c-25.82,0 -46.75,20.93 -46.75,46.75z',  # 圆环
    'path://m0.75,72.94l98,-72.19l98,72.19l-37.43,116.81l-121.13,0l-37.43-116.81z',  # 五边形
    'path://m0.75,89.75l43.93,-89l117.14,0l43.93,89l-43.93,89l-117.14,0l-43.93,-89z',  # 六边形
    'path://m0.75,51.71l50.38,-50.96l71.25,0l50.38,50.96l0,72.07l-50.38,50.96l-71.24,0l-50.38,-50.96l0,-72.07z',  # 八边形
    'path://m0.75,199.75l45.19,-199l150.62,0l45.19,199l-241,0z',  # 梯形
    'path://m0.75,19.83l0,0c0,-10.54 7.54,-19.08 16.84,-19.08l7.66,0l0,0l36.75,0l68.91,0c4.47,0 8.75,2.01 11.91,5.59c3.16,3.58 4.93,8.43 4.93,13.49l0,47.70l0,0l0,28.62l0,0c0,10.54 -7.54,19.08 -16.84,19.08l-68.91,0l-48,48.52l11.26,-48.52l-7.66,0c-9.3,0 -16.84,-8.54 -16.84,-19.08l0,0l0,-28.62l0,0l0,-47.70z',  # 聊天泡泡
    'path://m67.25,28.9c27.42,-69.1 134.84,0 0,88.85c-134.84,-88.85 -27.42,-157.96 0,-88.85z',  # 心形
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    'path://M1024 476.279467c0 0 0 33.4848 0 41.591467 0 72.362667 0 136.6528 0 136.6528 0 15.479467-12.100267 28.040533-27.016533 28.040533l-41.284267 0c0-56.610133-45.8752-102.5024-102.4512-102.5024s-102.4512 45.8752-102.4512 102.5024L290.304 682.564267c-0.017067-56.610133-45.8752-102.5024-102.468267-102.5024-56.558933 0-102.434133 45.8752-102.4512 102.5024L27.0336 682.564267c-14.916267 0-27.016533-12.544-27.016533-28.040533L0.017067 318.173867C0.017067 290.423467 17.988267 273.066667 44.100267 273.066667c0 0 811.3152 0 844.032 0s98.4576 43.281067 124.125867 101.870933C1025.655467 406.289067 1024 476.279467 1024 476.279467zM170.786133 324.317867 78.574933 324.317867c-15.086933 0-27.323733 12.219733-27.323733 27.306667l0 81.834667c0 15.086933 12.2368 27.2896 27.323733 27.2896l92.2112 0L170.786133 324.317867zM324.471467 324.317867l-119.534933 0 0 136.413867 119.534933 0L324.471467 324.317867zM477.610667 324.317867l-119.005867 0 0 136.413867 119.005867 0L477.610667 324.317867zM631.210667 324.317867l-119.005867 0 0 136.413867 119.005867 0L631.210667 324.317867zM784.896 324.317867l-119.534933 0 0 136.413867 119.534933 0L784.896 324.317867zM784.8448 524.919467c0-7.0144-7.645867-12.6976-17.083733-12.6976s-17.066667 5.6832-17.066667 12.6976l0 25.361067c0 7.0144 7.6288 12.6976 17.066667 12.6976s17.083733-5.6832 17.083733-12.6976L784.8448 524.919467zM966.024533 404.155733c-11.008-46.728533-71.3728-79.837867-88.1152-79.837867-41.0112 0-58.845867 0-58.845867 0l0 136.413867L971.741867 460.8C971.741867 460.8 974.848 441.719467 966.024533 404.155733zM187.835733 614.2464c37.717333 0 68.3008 30.600533 68.3008 68.352 0 37.7344-30.583467 68.334933-68.3008 68.334933-37.7344 0-68.3008-30.600533-68.3008-68.334933C119.534933 644.846933 150.101333 614.2464 187.835733 614.2464zM853.265067 614.2464c37.717333 0 68.3008 30.600533 68.3008 68.352 0 37.7344-30.583467 68.334933-68.3008 68.334933-37.7344 0-68.317867-30.600533-68.317867-68.334933C784.9472 644.846933 815.530667 614.2464 853.265067 614.2464z',  # 公交车
    'path://M1705.06,1318.313v-89.254l-319.9-221.799l0.073-208.063c0.521-84.662-26.629-121.796-63.961-121.491c-37.332-0.305-64.482,36.829-63.961,121.491l0.073,208.063l-319.9,221.799v89.254l330.343-157.288l12.238,241.308l-134.449,92.931l0.531,42.034l175.125-42.917l175.125,42.917l0.531-42.034l-134.449-92.931l12.238-241.308L1705.06,1318.313z',  # 飞机
    'path://M24 19.999l-5.713-5.713 13.713-10.286-4-4-17.141 6.858-5.397-5.397c-1.556-1.556-3.728-1.928-4.828-0.828s-0.727 3.273 0.828 4.828l5.396 5.396-6.858 17.143 4 4 10.287-13.715 5.713 5.713v7.999h4l2-6 6-2v-4l-7.999 0z',  # 飞机
    'path://M22 2l-10 10h-6l-6 8c0 0 6.357-1.77 10.065-0.94l-10.065 12.94 13.184-10.255c1.839 4.208-1.184 10.255-1.184 10.255l8-6v-6l10-10 2-10-10 2z',  # 火箭
    'path://M917.965523 917.331585c0 22.469758-17.891486 40.699957-39.913035 40.699957-22.058388 0-39.913035-18.2302-39.913035-40.699957l-0.075725-0.490164-1.087774 0c-18.945491-157.665903-148.177807-280.296871-306.821991-285.4748-3.412726 0.151449-6.751774 0.562818-10.240225 0.562818-3.450589 0-6.789637-0.410346-10.202363-0.524956-158.606321 5.139044-287.839661 127.806851-306.784128 285.436938l-1.014096 0 0.075725 0.490164c0 22.469758-17.854647 40.699957-39.913035 40.699957s-39.915082-18.2302-39.915082-40.699957l-0.373507-3.789303c0-6.751774 2.026146-12.903891 4.91494-18.531052 21.082154-140.712789 111.075795-258.241552 235.432057-312.784796C288.420387 530.831904 239.989351 444.515003 239.989351 346.604042c0-157.591201 125.33352-285.361213 279.924387-285.361213 154.62873 0 279.960203 127.770012 279.960203 285.361213 0 97.873098-48.391127 184.15316-122.103966 235.545644 124.843356 54.732555 215.099986 172.863023 235.808634 314.211285 2.437515 5.290493 4.01443 10.992355 4.01443 17.181311L917.965523 917.331585zM719.822744 346.679767c0-112.576985-89.544409-203.808826-199.983707-203.808826-110.402459 0-199.944821 91.232864-199.944821 203.808826s89.542362 203.808826 199.944821 203.808826C630.278335 550.488593 719.822744 459.256752 719.822744 346.679767z',  # 空心人
    'path://path://M621.855287 587.643358C708.573965 540.110571 768 442.883654 768 330.666667 768 171.608659 648.609267 42.666667 501.333333 42.666667 354.057399 42.666667 234.666667 171.608659 234.666667 330.666667 234.666667 443.22333 294.453005 540.699038 381.59961 588.07363 125.9882 652.794383 21.333333 855.35859 21.333333 1002.666667L486.175439 1002.666667 1002.666667 1002.666667C1002.666667 815.459407 839.953126 634.458526 621.855287 587.643358Z',  # 实心人
    'path://M54.227,12.611c-0.338-0.336-0.736-0.505-1.196-0.505c-0.229,0-0.712,0.188-1.446,0.559  c-0.735,0.372-1.515,0.786-2.336,1.248c-0.823,0.459-1.797,0.875-2.921,1.247c-1.123,0.371-2.163,0.559-3.12,0.559  c-0.884,0-1.664-0.168-2.336-0.505c-2.229-1.044-4.168-1.823-5.814-2.337c-1.646-0.513-3.416-0.771-5.311-0.771  c-3.272,0-6.999,1.064-11.177,3.188c-0.862,0.43-1.48,0.763-1.88,1.007l-0.397-2.911c0.897-0.779,1.476-1.914,1.476-3.195  c0-2.347-1.902-4.249-4.249-4.249c-2.347,0-4.249,1.902-4.249,4.249c0,1.531,0.818,2.862,2.032,3.61l5.74,42.09  c0.171,1.253,1.243,2.162,2.474,2.162c0.112,0,0.226-0.007,0.341-0.022c1.368-0.188,2.326-1.447,2.139-2.815L19.69,38.303  c4.186-2.077,7.807-3.124,10.853-3.124c1.293,0,2.554,0.193,3.783,0.583c1.23,0.391,2.253,0.815,3.067,1.274  c0.814,0.46,1.775,0.886,2.88,1.274c1.107,0.39,2.2,0.585,3.279,0.585c2.726,0,5.991-1.027,9.796-3.08  c0.478-0.248,0.828-0.492,1.049-0.731c0.221-0.239,0.332-0.579,0.332-1.021V13.806C54.729,13.347,54.562,12.948,54.227,12.611z',  # 旗子
    'path://M266.048,191.088c50.663,0,92.957,30.761,102.883,71.688c-1.659-0.072-3.339-0.104-5.021-0.104c-55.207,0-99.959,38.572-99.959,86.153c0,7.81,1.204,15.359,3.465,22.554c-0.456,0-0.922,0.011-1.369,0.011c-13.611,0-26.619-2.21-38.559-6.256l-37.043,18.925l10.373-32.126c-24.295-16.517-39.875-42.044-39.875-70.698C160.943,231.442,207.999,191.088,266.048,191.088L266.048,191.088z M360.747,271.463c48.777,0,88.31,33.899,88.31,75.746c0,24.128-13.153,45.62-33.65,59.509l8.132,26.194L393.735,417.5l0.031-0.021c-10.208,3.535-21.349,5.475-33.02,5.475c-48.775,0-88.319-33.909-88.319-75.744C272.428,305.362,311.972,271.463,360.747,271.463L360.747,271.463z M392.864,310.91c6.494,0,11.773,5.287,11.773,11.813c0,6.549-5.279,11.847-11.773,11.847s-11.774-5.298-11.774-11.847C381.09,316.197,386.37,310.91,392.864,310.91L392.864,310.91z M334.513,310.91c6.493,0,11.774,5.287,11.774,11.813c0,6.549-5.281,11.847-11.774,11.847c-6.504,0-11.763-5.298-11.763-11.847C322.75,316.197,328.009,310.91,334.513,310.91L334.513,310.91z M229.523,234.299c8.081,0,14.637,6.58,14.637,14.704c0,8.112-6.556,14.702-14.637,14.702c-8.081,0-14.627-6.59-14.627-14.702C214.896,240.879,221.442,234.299,229.523,234.299L229.523,234.299z M302.055,234.299c8.08,0,14.626,6.58,14.626,14.704c0,8.112-6.546,14.702-14.626,14.702c-8.082,0-14.637-6.59-14.637-14.702C287.418,240.879,293.973,234.299,302.055,234.299L302.055,234.299z',  # 微信
    'path://M124.302,345.927c0.08,59.373,76.261,95.476,150.779,95.476c97.736,0,162.761-56.793,162.761-101.885 c0-27.233-22.951-42.698-43.563-49.094c-5.053-1.503-8.537-2.54-5.877-9.188c5.73-14.441,6.329-26.901,0.106-35.783 c-11.676-16.662-43.589-15.771-80.184-0.452c0-0.014-11.489,5.026-8.551-4.083c5.625-18.098,4.774-33.243-3.976-42.006 c-19.854-19.854-72.644,0.758-117.922,46.009c-33.815,33.828-53.482,69.679-53.575,100.701V345.927L124.302,345.927z M275.268,420.101c-59.493,5.864-110.848-21.023-114.717-60.092c-3.856-39.055,41.262-75.476,100.754-81.354 c59.493-5.891,110.848,20.997,114.704,60.052C379.865,377.788,334.773,414.209,275.268,420.101L275.268,420.101z M459.185,181.664 c-23.604-26.17-58.416-36.143-90.569-29.308l0,0c-7.433,1.582-12.181,8.909-10.585,16.329c1.583,7.42,8.896,12.181,16.33,10.585 c22.871-4.854,47.604,2.247,64.386,20.837c16.768,18.59,21.329,43.948,14.135,66.168l0.014,0.014 c-2.34,7.233,1.609,14.986,8.856,17.326c7.233,2.327,14.999-1.622,17.34-8.843c0-0.014,0-0.04,0-0.053 C489.17,243.443,482.787,207.807,459.185,181.664L459.185,181.664z M422.936,214.376c-11.489-12.739-28.443-17.579-44.107-14.255 c-6.409,1.356-10.479,7.659-9.109,14.068c1.37,6.383,7.673,10.479,14.056,9.096v0.013c7.646-1.622,15.943,0.731,21.568,6.955 c5.611,6.236,7.128,14.72,4.708,22.18h0.026c-2.021,6.21,1.383,12.898,7.605,14.906c6.237,1.995,12.912-1.396,14.92-7.632 C437.522,244.481,434.451,227.114,422.936,214.376L422.936,214.376z M278.565,349.345c-2.088,3.563-6.688,5.279-10.292,3.79 c-3.537-1.463-4.654-5.439-2.633-8.937c2.074-3.471,6.488-5.173,10.025-3.763C279.257,341.738,280.547,345.768,278.565,349.345 L278.565,349.345z M259.604,373.679c-5.758,9.188-18.085,13.204-27.366,8.976c-9.149-4.175-11.835-14.84-6.091-23.789 c5.691-8.909,17.606-12.885,26.808-9.016C262.289,353.813,265.255,364.41,259.604,373.679L259.604,373.679z M281.225,308.708c-28.311-7.367-60.317,6.741-72.617,31.688c-12.513,25.438-0.412,53.682,28.19,62.923c29.64,9.548,64.56-5.093,76.7-32.552C325.479,343.919,310.519,316.273,281.225,308.708L281.225,308.708z',  # 微博
    'path://M404.32,355.807c-8.773,2.607-17.837,8.488-24.154,15.163 c-12.469,13.167-19.628,38.858-39.74,43.198c-16.484,3.591-34.486-12.308-40.914-25.328c25.837-27.934,48.791-65.215,65.577-98.464 c9.657-19.173,19.864-41.305,21.948-63.506c2.179-23.071-3.919-40.964-19.534-51.492c-13.284-8.94-30.747-14.788-43.934-19.378 c-16.181,25.498-31.906,51.323-47.189,77.557c6.331,2.583,12.027,4.962,17.905,7.355c8.179,3.32,16.634,5.722,17.905,16.034 c1.131,9.52-3.215,20.5-7.339,30.098c-7.421,17.236-17.173,32.897-30.914,46.11c-6.827,6.561-16.138,14.335-25.229,14.709 c-14.388,0.612-25.34-6.618-34.996-12.035c-15.782,25.611-32.044,51.845-47.205,76.878c15.547,4.85,26.9,13.541,43.949,17.371 c6.566,1.496,17.739,2.278,26.029,0.681c17.547-3.377,33.19-13.938,45.935-25.09c19.836,26.992,60.57,40.933,88.903,15.967 c17.243-15.23,25.243-48.365,48.225-48.002c15.808,0.238,26.347,14.765,30.802,24.147c7.119-1.846,16.319-4.521,23.299-6.481 C466.104,367.456,431.522,347.728,404.32,355.807L404.32,355.807z',  # 电话
    'path://M164,210.677v33.47l154.656,66.356L468,243.681v-33.004H164L164,210.677z M164,282.255L164,282.255v134.76h304V282.061l-149.012,66.615L164,282.255L164,282.255z',  # 短信
    'path://M42.677,26.583l15.466-0.022l-2.798,4.447l-9.855-0.027 L42.677,26.583L42.677,26.583z M45.562,31.912h9.769c-0.023,2.716,0.075,5.745-3.027,7.152c-1.931,0.875-3.87,0.294-4.639-0.339 C45.447,36.907,45.579,34.432,45.562,31.912L45.562,31.912z M35.709,46.547l0.152,26.248c0,0-0.305,2.039,1.091-0.605l4.001-7.576 c0.297-0.561-0.01-10.404,0.137-9.811c0.229,0.949,0.881,6.957,1.055,6.957l1.744,0.002L57.34,41.876L39.852,41.92 C36.746,41.928,35.543,44.057,35.709,46.547L35.709,46.547z M59.908,41.899c0.068-0.102,5.194-0.532,5.137,3.662 C65.01,48.129,65.29,73.16,65.29,73.16s0.033,0.725-0.579-0.25c-0.61-0.979-4.638-8.297-4.638-8.297l-0.138-9.928 c0,0-0.264,0.959-0.684,3.332c-0.418,2.373-0.688,3.744-0.688,3.744l-12.322-0.014L59.908,41.899L59.908,41.899z M42.545,64.125 h15.896l5.54,9.967l-26.003,0.004c-0.279,0-0.333-0.486,0.008-1.145L42.545,64.125z',  # 墨水瓶
    'path://M32 18.451l-16-12.42-16 12.42v-5.064l16-12.42 16 12.42zM28 18v12h-8v-8h-8v8h-8v-12l12-9z',  # 房子
    'path://M12 20l4-2 14-14-2-2-14 14-2 4zM9.041 27.097c-0.989-2.085-2.052-3.149-4.137-4.137l3.097-8.525 4-2.435 12-12h-6l-12 12-6 20 20-6 12-12v-6l-12 12-2.435 4z',  # 铅笔
    'path://M0 32c4-12 14.469-32 32-32-8.219 6.594-12 22-18 22s-6 0-6 0l-6 10h-2z',  # 鹅毛笔
    'path://M31.818 9.122l-8.939-8.939c-0.292-0.292-0.676-0.226-0.855 0.146l-1.199 2.497 8.35 8.35 2.497-1.199c0.372-0.178 0.438-0.563 0.146-0.855zM19.231 4.231l-8.231 0.686c-0.547 0.068-1.002 0.184-1.159 0.899-0 0.001-0 0.001-0.001 0.002-2.232 10.721-9.84 21.183-9.84 21.183l1.793 1.793 8.5-8.5c-0.187-0.392-0.293-0.83-0.293-1.293 0-1.657 1.343-3 3-3s3 1.343 3 3-1.343 3-3 3c-0.463 0-0.902-0.105-1.293-0.293l-8.5 8.5 1.793 1.793c0 0 10.462-7.608 21.183-9.84 0.001-0 0.001-0 0.002-0.001 0.714-0.157 0.831-0.612 0.898-1.159l0.686-8.231-8.538-8.539z',  # 钢笔
    'path://M30.828 1.172c-1.562-1.562-4.095-1.562-5.657 0l-5.379 5.379-3.793-3.793-4.243 4.243 3.326 3.326-14.754 14.754c-0.252 0.252-0.358 0.592-0.322 0.921h-0.008v5c0 0.552 0.448 1 1 1h5c0 0 0.083 0 0.125 0 0.288 0 0.576-0.11 0.795-0.329l14.754-14.754 3.326 3.326 4.243-4.243-3.793-3.793 5.379-5.379c1.562-1.562 1.562-4.095 0-5.657zM5.409 30h-3.409v-3.409l14.674-14.674 3.409 3.409-14.674 14.674z',  # 吸管
    'path://M27.020 14.786c-2.055-5.732-6.41-10.88-11.020-14.786-4.61 3.907-8.965 9.054-11.020 14.786-1.271 3.545-1.396 7.393 0.393 10.794 2.058 3.911 6.207 6.42 10.626 6.42s8.569-2.509 10.626-6.42c1.79-3.401 1.664-7.249 0.393-10.794zM23.086 23.717c-1.369 2.602-4.15 4.283-7.086 4.283-1.723 0-3.391-0.579-4.753-1.583 0.414 0.054 0.832 0.083 1.254 0.083 3.67 0 7.146-2.1 8.856-5.351 1.402-2.665 1.281-5.433 0.746-7.636 0.455 0.88 0.841 1.756 1.151 2.623 0.706 1.971 1.251 4.886-0.168 7.581z',  # 水滴
    'path://M29.996 4c0.001 0.001 0.003 0.002 0.004 0.004v23.993c-0.001 0.001-0.002 0.003-0.004 0.004h-27.993c-0.001-0.001-0.003-0.002-0.004-0.004v-23.993c0.001-0.001 0.002-0.003 0.004-0.004h27.993zM30 2h-28c-1.1 0-2 0.9-2 2v24c0 1.1 0.9 2 2 2h28c1.1 0 2-0.9 2-2v-24c0-1.1-0.9-2-2-2v0zM26 9c0 1.657-1.343 3-3 3s-3-1.343-3-3 1.343-3 3-3 3 1.343 3 3zM28 26h-24v-4l7-12 8 10h2l7-6z',  # 图片
    'path://M9.5 19c0 3.59 2.91 6.5 6.5 6.5s6.5-2.91 6.5-6.5-2.91-6.5-6.5-6.5-6.5 2.91-6.5 6.5zM30 8h-7c-0.5-2-1-4-3-4h-8c-2 0-2.5 2-3 4h-7c-1.1 0-2 0.9-2 2v18c0 1.1 0.9 2 2 2h28c1.1 0 2-0.9 2-2v-18c0-1.1-0.9-2-2-2zM16 27.875c-4.902 0-8.875-3.973-8.875-8.875s3.973-8.875 8.875-8.875c4.902 0 8.875 3.973 8.875 8.875s-3.973 8.875-8.875 8.875zM30 14h-4v-2h4v2z',  # 相机
    'path://M9 18h-2v14h2c0.55 0 1-0.45 1-1v-12c0-0.55-0.45-1-1-1zM23 18c-0.55 0-1 0.45-1 1v12c0 0.55 0.45 1 1 1h2v-14h-2zM32 16c0-8.837-7.163-16-16-16s-16 7.163-16 16c0 1.919 0.338 3.759 0.958 5.464-0.609 1.038-0.958 2.246-0.958 3.536 0 3.526 2.608 6.443 6 6.929v-13.857c-0.997 0.143-1.927 0.495-2.742 1.012-0.168-0.835-0.258-1.699-0.258-2.584 0-7.18 5.82-13 13-13s13 5.82 13 13c0 0.885-0.088 1.749-0.257 2.584-0.816-0.517-1.745-0.87-2.743-1.013v13.858c3.392-0.485 6-3.402 6-6.929 0-1.29-0.349-2.498-0.958-3.536 0.62-1.705 0.958-3.545 0.958-5.465z',  # 耳机
    'path://M30 0h2v23c0 2.761-3.134 5-7 5s-7-2.239-7-5c0-2.761 3.134-5 7-5 1.959 0 3.729 0.575 5 1.501v-11.501l-16 3.556v15.444c0 2.761-3.134 5-7 5s-7-2.239-7-5c0-2.761 3.134-5 7-5 1.959 0 3.729 0.575 5 1.501v-19.501l18-4z',  # 音乐
    'path://M25.549 10.88c-6.049-4.496-8.133-8.094-9.549-10.88v0c-0 0-0-0-0-0v0c-1.415 2.785-3.5 6.384-9.549 10.88-10.314 7.665-0.606 18.365 7.93 12.476-0.556 3.654-2.454 6.318-4.381 7.465v1.179h12.001v-1.179c-1.928-1.147-3.825-3.811-4.382-7.465 8.535 5.889 18.244-4.811 7.93-12.476z',  # 桃形（扑克牌里的黑桃）
    'path://M24.588 12.274c-1.845 0-3.503 0.769-4.683 2.022-0.5 0.531-1.368 1.16-2.306 1.713 0.441-1.683 1.834-3.803 2.801-4.733 1.239-1.193 2-2.87 2-4.734 0-3.59-2.859-6.503-6.4-6.541-3.541 0.038-6.4 2.951-6.4 6.541 0 1.865 0.761 3.542 2 4.734 0.967 0.93 2.36 3.050 2.801 4.733-0.939-0.553-1.806-1.182-2.306-1.713-1.18-1.253-2.838-2.022-4.683-2.022-3.575 0-6.471 2.927-6.471 6.541s2.897 6.542 6.471 6.542c1.845 0 3.503-0.792 4.683-2.045 0.525-0.558 1.451-1.254 2.447-1.832-0.094 4.615-2.298 8.005-4.541 9.341v1.179h12v-1.179c-2.244-1.335-4.448-4.726-4.541-9.341 0.995 0.578 1.922 1.274 2.447 1.832 1.18 1.253 2.838 2.045 4.683 2.045 3.575 0 6.471-2.928 6.471-6.542s-2.897-6.541-6.471-6.541z',  # 梅花
    'path://M15 22c2.761 0 5-2.239 5-5v-12c0-2.761-2.239-5-5-5s-5 2.239-5 5v12c0 2.761 2.239 5 5 5zM22 14v3c0 3.866-3.134 7-7 7s-7-3.134-7-7v-3h-2v3c0 4.632 3.5 8.447 8 8.944v4.056h-4v2h10v-2h-4v-4.056c4.5-0.497 8-4.312 8-8.944v-3h-2z',  # 麦克风
    'path://M28 4v26h-21c-1.657 0-3-1.343-3-3s1.343-3 3-3h19v-24h-20c-2.2 0-4 1.8-4 4v24c0 2.2 1.8 4 4 4h24v-28h-2zM7.002 26v0c-0.001 0-0.001 0-0.002 0-0.552 0-1 0.448-1 1s0.448 1 1 1c0.001 0 0.001-0 0.002-0v0h18.997v-2h-18.997z',  # 书本
    'path://M26 30l6-16h-26l-6 16zM4 12l-4 18v-26h9l4 4h13v4z',  # 文件夹
    'path://M22 0c-5.523 0-10 4.477-10 10 0 0.626 0.058 1.238 0.168 1.832l-12.168 12.168v6c0 1.105 0.895 2 2 2h2v-2h4v-4h4v-4h4l2.595-2.595c1.063 0.385 2.209 0.595 3.405 0.595 5.523 0 10-4.477 10-10s-4.477-10-10-10zM24.996 10.004c-1.657 0-3-1.343-3-3s1.343-3 3-3 3 1.343 3 3-1.343 3-3 3z',  # 钥匙
    'path://M18.5 14h-0.5v-6c0-3.308-2.692-6-6-6h-4c-3.308 0-6 2.692-6 6v6h-0.5c-0.825 0-1.5 0.675-1.5 1.5v15c0 0.825 0.675 1.5 1.5 1.5h17c0.825 0 1.5-0.675 1.5-1.5v-15c0-0.825-0.675-1.5-1.5-1.5zM6 8c0-1.103 0.897-2 2-2h4c1.103 0 2 0.897 2 2v6h-8v-6z',  # 锁-关闭状态
    'path://M24 2c3.308 0 6 2.692 6 6v6h-4v-6c0-1.103-0.897-2-2-2h-4c-1.103 0-2 0.897-2 2v6h0.5c0.825 0 1.5 0.675 1.5 1.5v15c0 0.825-0.675 1.5-1.5 1.5h-17c-0.825 0-1.5-0.675-1.5-1.5v-15c0-0.825 0.675-1.5 1.5-1.5h12.5v-6c0-3.308 2.692-6 6-6h4z',  # 锁-开启状态
    'path://M24.11 10c0.566-0.402 1.11-0.851 1.608-1.348 1.044-1.044 1.742-2.328 1.966-3.616 0.246-1.412-0.115-2.723-0.988-3.597-0.697-0.697-1.641-1.065-2.73-1.065-1.551 0-3.185 0.744-4.483 2.043-2.077 2.077-3.288 4.945-3.94 6.991-0.482-2.056-1.444-4.833-3.313-6.702-1.003-1.003-2.285-1.518-3.495-1.518-0.989 0-1.931 0.344-2.633 1.046-1.562 1.562-1.351 4.306 0.471 6.128 0.65 0.65 1.409 1.189 2.21 1.638h-6.782v8h2v14h24v-14h2v-8h-5.89zM21.073 4.007c0.866-0.866 1.948-1.384 2.892-1.384 0.334 0 0.803 0.070 1.139 0.406 0.813 0.813 0.357 2.697-0.977 4.031-1.373 1.373-3.221 2.318-4.826 2.939h-1.584c0.58-1.798 1.627-4.264 3.356-5.993zM7.31 5.028c-0.022-0.285-0.002-0.82 0.381-1.203 0.32-0.32 0.743-0.387 1.042-0.387v0c0.664 0 1.358 0.313 1.904 0.859 1.059 1.058 1.93 2.743 2.521 4.871 0.016 0.057 0.031 0.115 0.047 0.171-0.057-0.015-0.114-0.031-0.171-0.047-2.128-0.591-3.813-1.462-4.871-2.521-0.495-0.495-0.805-1.13-0.853-1.743zM14 30h-8v-13h8v13zM14 16h-10v-4h10v4zM26 30h-8v-13h8v13zM28 16h-10v-4h10v4z',  # 礼物
    'path://M30 10h-6v-3c0-2.761-5.373-5-12-5s-12 2.239-12 5v20c0 2.761 5.373 5 12 5s12-2.239 12-5v-3h6c1.105 0 2-0.895 2-2v-10c0-1.105-0.895-2-2-2zM5.502 8.075c-1.156-0.381-1.857-0.789-2.232-1.075 0.375-0.286 1.075-0.694 2.232-1.075 1.811-0.597 4.118-0.925 6.498-0.925s4.688 0.329 6.498 0.925c1.156 0.381 1.857 0.789 2.232 1.075-0.375 0.286-1.076 0.694-2.232 1.075-1.811 0.597-4.118 0.925-6.498 0.925s-4.688-0.329-6.498-0.925zM28 20h-4v-6h4v6z',  # 杯子
    'path://M16 0c-8.837 0-16 7.163-16 16s7.163 16 16 16c8.837 0 16-7.163 16-16s-7.163-16-16-16zM22 7.375c1.999 0 3.625 1.626 3.625 3.625 0 0.199-0.017 0.402-0.051 0.604-0.051 0.301-0.311 0.521-0.616 0.521s-0.566-0.22-0.616-0.522c-0.192-1.146-1.177-1.666-2.341-1.666s-2.149 0.52-2.341 1.666c-0.050 0.301-0.311 0.522-0.616 0.522-0 0 0 0-0 0-0.305 0-0.566-0.22-0.616-0.521-0.034-0.201-0.051-0.404-0.051-0.604 0-1.999 1.626-3.625 3.625-3.625zM10 7.375c1.999 0 3.625 1.626 3.625 3.625 0 0.199-0.017 0.402-0.051 0.604-0.051 0.301-0.311 0.521-0.616 0.521s-0.566-0.22-0.616-0.522c-0.193-1.146-1.177-1.666-2.341-1.666s-2.149 0.52-2.341 1.666c-0.051 0.301-0.311 0.522-0.616 0.522 0 0 0 0 0 0-0.305 0-0.566-0.22-0.616-0.521-0.034-0.201-0.051-0.404-0.051-0.604 0-1.999 1.626-3.625 3.625-3.625zM6 18h6v7.745c-3.44-0.894-6-4.035-6-7.745zM14 26v-8h4v8h-4zM20 25.745v-7.745h6c0 3.71-2.559 6.851-6 7.745z',  # 露齿笑
    'path://M32 13.414c0-6.279-1.837-11.373-4.109-11.413 0.009-0 0.018-0.001 0.027-0.001h-2.592c0 0-6.088 4.573-14.851 6.367-0.268 1.415-0.438 3.102-0.438 5.047s0.171 3.631 0.438 5.047c8.763 1.794 14.851 6.367 14.851 6.367h2.592c-0.009 0-0.018-0.001-0.027-0.001 2.272-0.040 4.109-5.134 4.109-11.413zM27.026 23.102c-0.293 0-0.61-0.304-0.773-0.486-0.395-0.439-0.775-1.124-1.1-1.979-0.727-1.913-1.127-4.478-1.127-7.223s0.4-5.309 1.127-7.223c0.325-0.855 0.705-1.54 1.1-1.979 0.163-0.182 0.48-0.486 0.773-0.486s0.61 0.304 0.773 0.486c0.395 0.439 0.775 1.124 1.1 1.979 0.727 1.913 1.127 4.479 1.127 7.223s-0.4 5.309-1.127 7.223c-0.325 0.855-0.705 1.54-1.1 1.979-0.163 0.181-0.48 0.486-0.773 0.486zM7.869 13.414c0-1.623 0.119-3.201 0.345-4.659-1.48 0.205-2.779 0.323-4.386 0.323-2.096 0-2.096 0-2.096 0l-1.733 2.959v2.755l1.733 2.959c0 0 0 0 2.096 0 1.606 0 2.905 0.118 4.386 0.323-0.226-1.458-0.345-3.036-0.345-4.659zM11.505 20.068l-4-0.766 2.558 10.048c0.132 0.52 0.648 0.782 1.146 0.583l3.705-1.483c0.498-0.199 0.698-0.749 0.444-1.221l-3.853-7.161zM27.026 17.148c-0.113 0-0.235-0.117-0.298-0.187-0.152-0.169-0.299-0.433-0.424-0.763-0.28-0.738-0.434-1.726-0.434-2.784s0.154-2.046 0.434-2.784c0.125-0.33 0.272-0.593 0.424-0.763 0.063-0.070 0.185-0.187 0.298-0.187s0.235 0.117 0.298 0.187c0.152 0.169 0.299 0.433 0.424 0.763 0.28 0.737 0.434 1.726 0.434 2.784s-0.154 2.046-0.434 2.784c-0.125 0.33-0.272 0.593-0.424 0.763-0.063 0.070-0.185 0.187-0.298 0.187z',  # 喇叭
    'path://M20 18c3.308 0 6.308 1.346 8.481 3.519l-2.827 2.827c-1.449-1.449-3.449-2.346-5.654-2.346s-4.206 0.897-5.654 2.346l-2.827-2.827c2.173-2.173 5.173-3.519 8.481-3.519zM5.858 15.858c3.777-3.777 8.8-5.858 14.142-5.858s10.365 2.080 14.142 5.858l-2.828 2.828c-3.022-3.022-7.040-4.686-11.314-4.686s-8.292 1.664-11.314 4.686l-2.828-2.828zM30.899 4.201c3.334 1.41 6.329 3.429 8.899 6v0l-2.828 2.828c-4.533-4.533-10.56-7.029-16.971-7.029s-12.438 2.496-16.971 7.029l-2.828-2.828c2.571-2.571 5.565-4.589 8.899-6 3.453-1.461 7.12-2.201 10.899-2.201s7.446 0.741 10.899 2.201zM18 28c0-1.105 0.895-2 2-2s2 0.895 2 2c0 1.105-0.895 2-2 2s-2-0.895-2-2z',  # 信号强度
    'path://M12 29c0 1.657-1.343 3-3 3s-3-1.343-3-3c0-1.657 1.343-3 3-3s3 1.343 3 3zM32 29c0 1.657-1.343 3-3 3s-3-1.343-3-3c0-1.657 1.343-3 3-3s3 1.343 3 3zM32 16v-12h-24c0-1.105-0.895-2-2-2h-6v2h4l1.502 12.877c-0.915 0.733-1.502 1.859-1.502 3.123 0 2.209 1.791 4 4 4h24v-2h-24c-1.105 0-2-0.895-2-2 0-0.007 0-0.014 0-0.020l26-3.98z',  # 购物车
    'path://M22 20c-2 2-2 4-4 4s-4-2-6-4-4-4-4-6 2-2 4-4-4-8-6-8-6 6-6 6c0 4 4.109 12.109 8 16s12 8 16 8c0 0 6-4 6-6s-6-8-8-6z',  # 电话
    'path://M31.793 18c0.25 1.734 0.413 4.106-0.364 5.014-1.286 1.501-9.428 1.501-9.428-1.501 0-1.512 1.339-2.504 0.053-4.006-1.265-1.477-3.532-1.501-6.054-1.501s-4.789 0.024-6.054 1.501c-1.286 1.501 0.054 2.493 0.054 4.006 0 3.003-8.143 3.003-9.429 1.501-0.777-0.908-0.615-3.28-0.364-5.014 0.193-1.157 0.679-2.406 2.236-4 0-0 0-0 0-0 2.336-2.179 5.87-3.961 13.432-3.999v-0.001c0.042 0 0.083 0 0.125 0s0.083-0 0.125-0v0.001c7.562 0.038 11.096 1.82 13.432 3.999 0 0 0 0 0 0 1.557 1.594 2.043 2.842 2.236 4z',  # 电话
    'path://M29 4h-26c-1.65 0-3 1.35-3 3v20c0 1.65 1.35 3 3 3h26c1.65 0 3-1.35 3-3v-20c0-1.65-1.35-3-3-3zM12.461 17.199l-8.461 6.59v-15.676l8.461 9.086zM5.512 8h20.976l-10.488 7.875-10.488-7.875zM12.79 17.553l3.21 3.447 3.21-3.447 6.58 8.447h-19.579l6.58-8.447zM19.539 17.199l8.461-9.086v15.676l-8.461-6.59z',  # 信件，邮件
    'path://M0 2v20h32v-20h-32zM30 20h-28v-16h28v16zM21 24h-10l-1 4-2 2h16l-2-2z',  # 电脑显示器
    'path://M23 0h-14c-1.65 0-3 1.35-3 3v26c0 1.65 1.35 3 3 3h14c1.65 0 3-1.35 3-3v-26c0-1.65-1.35-3-3-3zM12 1.5h8v1h-8v-1zM16 30c-1.105 0-2-0.895-2-2s0.895-2 2-2 2 0.895 2 2-0.895 2-2 2zM24 24h-16v-20h16v20z',  # 智能手机
    'path://M25 0h-20c-1.65 0-3 1.35-3 3v26c0 1.65 1.35 3 3 3h20c1.65 0 3-1.35 3-3v-26c0-1.65-1.35-3-3-3zM15 31c-0.552 0-1-0.448-1-1s0.448-1 1-1 1 0.448 1 1-0.448 1-1 1zM24 28h-18v-24h18v24z',  # 平板电脑--pad
    'path://M30.662 9.003c-2.775-0.399-5.731-0.688-8.815-0.851l5.153-5.153-2-2-7.017 7.017c-0.656-0.011-1.317-0.017-1.983-0.017v0l-8-8-2 2 6.069 6.069c-3.779 0.133-7.386 0.454-10.731 0.935-0.86 3.366-1.338 7.086-1.338 10.997s0.477 7.63 1.338 10.997c4.489 0.645 9.448 1.003 14.662 1.003s10.173-0.358 14.662-1.003c0.86-3.366 1.338-7.086 1.338-10.997s-0.477-7.63-1.338-10.997zM26.997 27.331c-3.367 0.43-7.086 0.669-10.997 0.669s-7.63-0.239-10.997-0.669c-0.645-2.244-1.003-4.724-1.003-7.331s0.358-5.087 1.003-7.331c3.366-0.43 7.086-0.669 10.997-0.669s7.63 0.239 10.996 0.669c0.645 2.244 1.004 4.724 1.004 7.331s-0.358 5.087-1.003 7.331z',  # 电视机
    'path://M24 24.082v-1.649c2.203-1.241 4-4.337 4-7.432 0-4.971 0-9-6-9s-6 4.029-6 9c0 3.096 1.797 6.191 4 7.432v1.649c-6.784 0.555-12 3.888-12 7.918h28c0-4.030-5.216-7.364-12-7.918zM10.225 24.854c1.728-1.13 3.877-1.989 6.243-2.513-0.47-0.556-0.897-1.176-1.265-1.844-0.95-1.726-1.453-3.627-1.453-5.497 0-2.689 0-5.228 0.956-7.305 0.928-2.016 2.598-3.265 4.976-3.734-0.529-2.39-1.936-3.961-5.682-3.961-6 0-6 4.029-6 9 0 3.096 1.797 6.191 4 7.432v1.649c-6.784 0.555-12 3.888-12 7.918h8.719c0.454-0.403 0.956-0.787 1.506-1.146z',  # 用户
    'path://M12 23c0-4.726 2.996-8.765 7.189-10.319 0.509-1.142 0.811-2.411 0.811-3.681 0-4.971 0-9-6-9s-6 4.029-6 9c0 3.096 1.797 6.191 4 7.432v1.649c-6.784 0.555-12 3.888-12 7.918h12.416c-0.271-0.954-0.416-1.96-0.416-3zM23 14c-4.971 0-9 4.029-9 9s4.029 9 9 9c4.971 0 9-4.029 9-9s-4.029-9-9-9zM28 24h-4v4h-2v-4h-4v-2h4v-4h2v4h4v2z',  # 添加用户
    'path://M12 23c0-4.726 2.996-8.765 7.189-10.319 0.509-1.142 0.811-2.411 0.811-3.681 0-4.971 0-9-6-9s-6 4.029-6 9c0 3.096 1.797 6.191 4 7.432v1.649c-6.784 0.555-12 3.888-12 7.918h12.416c-0.271-0.954-0.416-1.96-0.416-3zM23 14c-4.971 0-9 4.029-9 9s4.029 9 9 9c4.971 0 9-4.029 9-9s-4.029-9-9-9zM28 24h-10v-2h10v2z',  # 删除用户
    'path://M31.342 25.559l-14.392-12.336c0.67-1.259 1.051-2.696 1.051-4.222 0-4.971-4.029-9-9-9-0.909 0-1.787 0.135-2.614 0.386l5.2 5.2c0.778 0.778 0.778 2.051 0 2.828l-3.172 3.172c-0.778 0.778-2.051 0.778-2.828 0l-5.2-5.2c-0.251 0.827-0.386 1.705-0.386 2.614 0 4.971 4.029 9 9 9 1.526 0 2.963-0.38 4.222-1.051l12.336 14.392c0.716 0.835 1.938 0.882 2.716 0.104l3.172-3.172c0.778-0.778 0.731-2-0.104-2.716z',  # 扳手
    'path://M31.568 28.617l-17.145-15.608 0.798-0.8c0.653-0.655 1.006-1.501 1.060-2.363 0.031-0.014 0.063-0.028 0.092-0.045l3.218-2.013c0.435-0.512 0.404-1.321-0.071-1.797l-5.598-5.613c-0.475-0.476-1.281-0.508-1.792-0.071l-2.007 3.227c-0.016 0.030-0.031 0.061-0.045 0.093-0.859 0.054-1.703 0.408-2.356 1.063l-3.045 3.053c-0.653 0.655-1.006 1.501-1.060 2.363-0.031 0.014-0.063 0.029-0.093 0.045l-3.218 2.013c-0.436 0.512-0.404 1.321 0.071 1.797l5.598 5.613c0.475 0.476 1.281 0.508 1.792 0.071l2.007-3.227c0.017-0.030 0.031-0.061 0.045-0.093 0.859-0.054 1.703-0.408 2.356-1.063l0.884-0.887 15.566 17.191c0.451 0.498 1.147 0.579 1.546 0.178l1.574-1.578c0.399-0.4 0.319-1.098-0.178-1.55z',  # 锤子
    'path://M10.031 32c-2.133-4.438-0.997-6.981 0.642-9.376 1.795-2.624 2.258-5.221 2.258-5.221s1.411 1.834 0.847 4.703c2.493-2.775 2.963-7.196 2.587-8.889 5.635 3.938 8.043 12.464 4.798 18.783 17.262-9.767 4.294-24.38 2.036-26.027 0.753 1.646 0.895 4.433-0.625 5.785-2.573-9.759-8.937-11.759-8.937-11.759 0.753 5.033-2.728 10.536-6.084 14.648-0.118-2.007-0.243-3.392-1.298-5.312-0.237 3.646-3.023 6.617-3.777 10.27-1.022 4.946 0.765 8.568 7.555 12.394z',  # 火焰
    'path://M32 18l-4-8h-6v-4c0-1.1-0.9-2-2-2h-18c-1.1 0-2 0.9-2 2v16l2 2h2.536c-0.341 0.588-0.536 1.271-0.536 2 0 2.209 1.791 4 4 4s4-1.791 4-4c0-0.729-0.196-1.412-0.536-2h11.073c-0.341 0.588-0.537 1.271-0.537 2 0 2.209 1.791 4 4 4s4-1.791 4-4c0-0.729-0.196-1.412-0.537-2h2.537v-6zM22 18v-6h4.146l3 6h-7.146z',  # 货车
    'path://M18 3c0 1.657-1.343 3-3 3s-3-1.343-3-3c0-1.657 1.343-3 3-3s3 1.343 3 3zM18 8h-6c-1.105 0-2 0.895-2 2v10h2v12h2.5v-12h1v12h2.5v-12h2v-10c0-1.105-0.895-2-2-2z',  # man
    'path://M18 3c0 1.657-1.343 3-3 3s-3-1.343-3-3c0-1.657 1.343-3 3-3s3 1.343 3 3zM22.469 16l1.531-1.109-4.165-6.441c-0.185-0.281-0.499-0.45-0.835-0.45h-8c-0.336 0-0.65 0.169-0.835 0.45l-4.165 6.441 1.531 1.109 3.458-4.487 1.202 2.804-4.191 7.683h3.833l0.667 10h2v-10h1v10h2l0.667-10h3.833l-4.191-7.683 1.202-2.804 3.458 4.487z',  # women
    'path://M8 3c0 1.657-1.343 3-3 3s-3-1.343-3-3c0-1.657 1.343-3 3-3s3 1.343 3 3zM26 3c0 1.657-1.343 3-3 3s-3-1.343-3-3c0-1.657 1.343-3 3-3s3 1.343 3 3zM8 8h-6c-1.105 0-2 0.895-2 2v10h2v12h2.5v-12h1v12h2.5v-12h2v-10c0-1.105-0.895-2-2-2zM30.469 16l1.531-1.109-4.165-6.441c-0.185-0.281-0.499-0.45-0.835-0.45h-8c-0.336 0-0.65 0.169-0.835 0.45l-4.165 6.441 1.531 1.109 3.458-4.487 1.202 2.804-4.191 7.683h3.833l0.667 10h2v-10h1v10h2l0.667-10h3.833l-4.191-7.683 1.202-2.804 3.458 4.487z',  # man——women
    'path://M16 32c8.837 0 16-7.163 16-16s-7.163-16-16-16-16 7.163-16 16 7.163 16 16 16zM16 3c7.18 0 13 5.82 13 13s-5.82 13-13 13-13-5.82-13-13 5.82-13 13-13zM25 8c0.55 0 1 0.45 1 1v3c0 1.1-0.9 2-2 2h-4c-1.1 0-2-0.9-2-2h-4c0 1.1-0.9 2-2 2h-4c-1.1 0-2-0.9-2-2v-3c0-0.55 0.45-1 1-1h6c0.55 0 1 0.45 1 1v1h4v-1c0-0.55 0.45-1 1-1h6zM16 24c2.913 0 5.462-1.557 6.861-3.884l1.715 1.029c-1.749 2.908-4.935 4.855-8.576 4.855-1.514 0-2.95-0.337-4.236-0.94l1.036-1.727c0.98 0.429 2.061 0.668 3.199 0.668z',  # 戴墨镜
    'path://M16 2.899l13.409 26.726h-26.819l13.409-26.726zM16 0c-0.69 0-1.379 0.465-1.903 1.395l-13.659 27.222c-1.046 1.86-0.156 3.383 1.978 3.383h27.166c2.134 0 3.025-1.522 1.978-3.383h0l-13.659-27.222c-0.523-0.93-1.213-1.395-1.903-1.395v0zM18 26c0 1.105-0.895 2-2 2s-2-0.895-2-2c0-1.105 0.895-2 2-2s2 0.895 2 2zM16 22c-1.105 0-2-0.895-2-2v-6c0-1.105 0.895-2 2-2s2 0.895 2 2v6c0 1.105-0.895 2-2 2z',  # 警告
    'path://M27.314 4.686c-3.022-3.022-7.040-4.686-11.314-4.686s-8.292 1.664-11.314 4.686c-3.022 3.022-4.686 7.040-4.686 11.314s1.664 8.292 4.686 11.314c3.022 3.022 7.040 4.686 11.314 4.686s8.292-1.664 11.314-4.686c3.022-3.022 4.686-7.040 4.686-11.314s-1.664-8.292-4.686-11.314zM28 16c0 2.588-0.824 4.987-2.222 6.949l-16.727-16.727c1.962-1.399 4.361-2.222 6.949-2.222 6.617 0 12 5.383 12 12zM4 16c0-2.588 0.824-4.987 2.222-6.949l16.727 16.727c-1.962 1.399-4.361 2.222-6.949 2.222-6.617 0-12-5.383-12-12z',  # 禁止通行
    'path://M31.708 25.708c-0-0-0-0-0-0l-9.708-9.708 9.708-9.708c0-0 0-0 0-0 0.105-0.105 0.18-0.227 0.229-0.357 0.133-0.356 0.057-0.771-0.229-1.057l-4.586-4.586c-0.286-0.286-0.702-0.361-1.057-0.229-0.13 0.048-0.252 0.124-0.357 0.228 0 0-0 0-0 0l-9.708 9.708-9.708-9.708c-0-0-0-0-0-0-0.105-0.104-0.227-0.18-0.357-0.228-0.356-0.133-0.771-0.057-1.057 0.229l-4.586 4.586c-0.286 0.286-0.361 0.702-0.229 1.057 0.049 0.13 0.124 0.252 0.229 0.357 0 0 0 0 0 0l9.708 9.708-9.708 9.708c-0 0-0 0-0 0-0.104 0.105-0.18 0.227-0.229 0.357-0.133 0.355-0.057 0.771 0.229 1.057l4.586 4.586c0.286 0.286 0.702 0.361 1.057 0.229 0.13-0.049 0.252-0.124 0.357-0.229 0-0 0-0 0-0l9.708-9.708 9.708 9.708c0 0 0 0 0 0 0.105 0.105 0.227 0.18 0.357 0.229 0.356 0.133 0.771 0.057 1.057-0.229l4.586-4.586c0.286-0.286 0.362-0.702 0.229-1.057-0.049-0.13-0.124-0.252-0.229-0.357z',  # wrong
    'path://M27 4l-15 15-7-7-5 5 12 12 20-20z',  # right
    'path://M28 12c-1.1 0-2 0.9-2 2v8c0 1.1 0.9 2 2 2s2-0.9 2-2v-8c0-1.1-0.9-2-2-2zM4 12c-1.1 0-2 0.9-2 2v8c0 1.1 0.9 2 2 2s2-0.9 2-2v-8c0-1.1-0.9-2-2-2zM7 23c0 1.657 1.343 3 3 3v0 4c0 1.1 0.9 2 2 2s2-0.9 2-2v-4h4v4c0 1.1 0.9 2 2 2s2-0.9 2-2v-4c1.657 0 3-1.343 3-3v-11h-18v11zM24.944 10c-0.304-2.746-1.844-5.119-4.051-6.551l1.001-2.001c0.247-0.494 0.047-1.095-0.447-1.342s-1.095-0.047-1.342 0.447l-1.004 2.009-0.261-0.104c-0.893-0.297-1.848-0.458-2.84-0.458s-1.947 0.161-2.84 0.458l-0.261 0.104-1.004-2.009c-0.247-0.494-0.848-0.694-1.342-0.447s-0.694 0.848-0.447 1.342l1.001 2.001c-2.207 1.433-3.747 3.805-4.051 6.551v1h17.944v-1h-0.056zM13 8c-0.552 0-1-0.448-1-1s0.447-0.999 0.998-1c0.001 0 0.002 0 0.003 0s0.001-0 0.002-0c0.551 0.001 0.998 0.448 0.998 1s-0.448 1-1 1zM19 8c-0.552 0-1-0.448-1-1s0.446-0.999 0.998-1c0 0 0.001 0 0.002 0s0.002-0 0.003-0c0.551 0.001 0.998 0.448 0.998 1s-0.448 1-1 1z',  # 安卓
    'path://M16 0c-5.523 0-10 4.477-10 10 0 10 10 22 10 22s10-12 10-22c0-5.523-4.477-10-10-10zM16 16c-3.314 0-6-2.686-6-6s2.686-6 6-6 6 2.686 6 6-2.686 6-6 6z',  # location
    'path://M16 2c-4.418 0-8.418 1.791-11.313 4.687l-4.686-4.687v12h12l-4.485-4.485c2.172-2.172 5.172-3.515 8.485-3.515 6.627 0 12 5.373 12 12 0 3.584-1.572 6.801-4.063 9l2.646 3c3.322-2.932 5.417-7.221 5.417-12 0-8.837-7.163-16-16-16z',  # undo
    'path://M0 18c0 4.779 2.095 9.068 5.417 12l2.646-3c-2.491-2.199-4.063-5.416-4.063-9 0-6.627 5.373-12 12-12 3.314 0 6.314 1.343 8.485 3.515l-4.485 4.485h12v-12l-4.687 4.687c-2.895-2.896-6.895-4.687-11.313-4.687-8.837 0-16 7.163-16 16z',  # redo
    'path://M23.808 32c3.554-6.439 4.153-16.26-9.808-15.932v7.932l-12-12 12-12v7.762c16.718-0.436 18.58 14.757 9.808 24.238z',  # undo
    'path://M18 7.762v-7.762l12 12-12 12v-7.932c-13.961-0.328-13.362 9.493-9.808 15.932-8.772-9.482-6.909-24.674 9.808-24.238z',  # redo
    'path://M8.192 0c-3.554 6.439-4.153 16.259 9.808 15.932v-7.932l12 12-12 12v-7.762c-16.718 0.436-18.58-14.757-9.808-24.238z',  # forward
    'path://M14 24.238v7.762l-12-12 12-12v7.932c13.961 0.327 13.362-9.493 9.808-15.932 8.772 9.482 6.909 24.674-9.808 24.238z',  # replay
    'path://M16 2c8.837 0 16 5.82 16 13s-7.163 13-16 13c-0.849 0-1.682-0.054-2.495-0.158-3.437 3.437-7.539 4.053-11.505 4.144v-0.841c2.142-1.049 4-2.961 4-5.145 0-0.305-0.024-0.604-0.068-0.897-3.619-2.383-5.932-6.024-5.932-10.103 0-7.18 7.163-13 16-13z',  # 气泡
    'path://M22.781 16c4.305-2.729 7.219-7.975 7.219-14 0-0.677-0.037-1.345-0.109-2h-27.783c-0.072 0.655-0.109 1.323-0.109 2 0 6.025 2.914 11.271 7.219 14-4.305 2.729-7.219 7.975-7.219 14 0 0.677 0.037 1.345 0.109 2h27.783c0.072-0.655 0.109-1.323 0.109-2 0-6.025-2.914-11.271-7.219-14zM5 30c0-5.841 2.505-10.794 7-12.428v-3.143c-4.495-1.634-7-6.587-7-12.428v0h22c0 5.841-2.505 10.794-7 12.428v3.143c4.495 1.634 7 6.587 7 12.428h-22zM19.363 20.925c-2.239-1.27-2.363-2.918-2.363-3.918v-2.007c0-1 0.119-2.654 2.367-3.927 1.203-0.699 2.244-1.761 3.033-3.073h-12.799c0.79 1.313 1.832 2.376 3.036 3.075 2.239 1.27 2.363 2.918 2.363 3.918v2.007c0 1-0.119 2.654-2.367 3.927-2.269 1.318-3.961 3.928-4.472 7.073h15.677c-0.511-3.147-2.204-5.758-4.475-7.075z',  # 沙漏
    'path://M16 9.472c-1.030 0-1.865-0.835-1.865-1.865v-5.596c0-1.030 0.835-1.865 1.865-1.865s1.865 0.835 1.865 1.865v5.596c0 1.030-0.835 1.865-1.865 1.865zM16 31.155c-0.644 0-1.166-0.522-1.166-1.166v-5.596c0-0.644 0.522-1.166 1.166-1.166s1.166 0.522 1.166 1.166v5.596c0 0.644-0.522 1.166-1.166 1.166zM11.805 10.48c-0.604 0-1.192-0.314-1.516-0.875l-2.798-4.846c-0.483-0.836-0.196-1.906 0.64-2.389s1.906-0.196 2.389 0.64l2.798 4.846c0.483 0.836 0.196 1.906-0.64 2.389-0.275 0.159-0.576 0.235-0.873 0.235zM22.995 29.164c-0.363 0-0.715-0.188-0.91-0.525l-2.798-4.846c-0.29-0.502-0.118-1.143 0.384-1.433s1.143-0.118 1.433 0.384l2.798 4.846c0.29 0.502 0.118 1.143-0.384 1.433-0.165 0.095-0.346 0.141-0.524 0.141zM8.729 13.436c-0.277 0-0.557-0.070-0.814-0.219l-4.846-2.798c-0.781-0.451-1.048-1.449-0.597-2.229s1.449-1.048 2.229-0.597l4.846 2.798c0.781 0.451 1.048 1.449 0.597 2.229-0.302 0.524-0.851 0.816-1.415 0.816zM28.114 23.927c-0.158 0-0.319-0.040-0.465-0.125l-4.846-2.798c-0.446-0.258-0.599-0.828-0.341-1.274s0.828-0.599 1.274-0.341l4.846 2.798c0.446 0.258 0.599 0.828 0.341 1.274-0.173 0.299-0.486 0.466-0.809 0.466zM7.607 17.515h-5.596c-0.837 0-1.516-0.678-1.516-1.515s0.678-1.515 1.516-1.515h5.596c0.837 0 1.516 0.678 1.516 1.515s-0.678 1.515-1.516 1.515zM29.989 16.933c-0 0 0 0 0 0h-5.596c-0.515-0-0.933-0.418-0.933-0.933s0.418-0.933 0.933-0.933c0 0 0 0 0 0h5.596c0.515 0 0.933 0.418 0.933 0.933s-0.418 0.933-0.933 0.933zM3.886 24.394c-0.483 0-0.954-0.251-1.213-0.7-0.386-0.669-0.157-1.525 0.512-1.911l4.846-2.798c0.669-0.387 1.525-0.157 1.911 0.512s0.157 1.525-0.512 1.911l-4.846 2.798c-0.22 0.127-0.461 0.188-0.698 0.188zM23.27 12.736c-0.322 0-0.636-0.167-0.809-0.466-0.258-0.446-0.105-1.016 0.341-1.274l4.846-2.798c0.446-0.257 1.016-0.105 1.274 0.341s0.105 1.016-0.341 1.274l-4.846 2.798c-0.147 0.085-0.307 0.125-0.465 0.125zM9.004 29.397c-0.218 0-0.438-0.055-0.64-0.172-0.613-0.354-0.823-1.138-0.469-1.752l2.798-4.846c0.354-0.613 1.138-0.823 1.752-0.469s0.823 1.138 0.469 1.752l-2.798 4.846c-0.237 0.411-0.668 0.641-1.112 0.641zM20.196 9.664c-0.158 0-0.319-0.040-0.465-0.125-0.446-0.258-0.599-0.828-0.341-1.274l2.798-4.846c0.258-0.446 0.828-0.599 1.274-0.341s0.599 0.828 0.341 1.274l-2.798 4.846c-0.173 0.299-0.486 0.466-0.809 0.466z',  # loading
    'path://M32 12h-12l4.485-4.485c-2.267-2.266-5.28-3.515-8.485-3.515s-6.219 1.248-8.485 3.515c-2.266 2.267-3.515 5.28-3.515 8.485s1.248 6.219 3.515 8.485c2.267 2.266 5.28 3.515 8.485 3.515s6.219-1.248 8.485-3.515c0.189-0.189 0.371-0.384 0.546-0.583l3.010 2.634c-2.933 3.349-7.239 5.464-12.041 5.464-8.837 0-16-7.163-16-16s7.163-16 16-16c4.418 0 8.418 1.791 11.313 4.687l4.687-4.687v12z',
    'path://M31.008 27.231l-7.58-6.447c-0.784-0.705-1.622-1.029-2.299-0.998 1.789-2.096 2.87-4.815 2.87-7.787 0-6.627-5.373-12-12-12s-12 5.373-12 12 5.373 12 12 12c2.972 0 5.691-1.081 7.787-2.87-0.031 0.677 0.293 1.515 0.998 2.299l6.447 7.58c1.104 1.226 2.907 1.33 4.007 0.23s0.997-2.903-0.23-4.007zM12 20c-4.418 0-8-3.582-8-8s3.582-8 8-8 8 3.582 8 8-3.582 8-8 8z',  # search
    'path://M31.008 27.231l-7.58-6.447c-0.784-0.705-1.622-1.029-2.299-0.998 1.789-2.096 2.87-4.815 2.87-7.787 0-6.627-5.373-12-12-12s-12 5.373-12 12 5.373 12 12 12c2.972 0 5.691-1.081 7.787-2.87-0.031 0.677 0.293 1.515 0.998 2.299l6.447 7.58c1.104 1.226 2.907 1.33 4.007 0.23s0.997-2.903-0.23-4.007zM12 20c-4.418 0-8-3.582-8-8s3.582-8 8-8 8 3.582 8 8-3.582 8-8 8zM14 6h-4v4h-4v4h4v4h4v-4h4v-4h-4z',  # 放大
    'path://M31.008 27.231l-7.58-6.447c-0.784-0.705-1.622-1.029-2.299-0.998 1.789-2.096 2.87-4.815 2.87-7.787 0-6.627-5.373-12-12-12s-12 5.373-12 12 5.373 12 12 12c2.972 0 5.691-1.081 7.787-2.87-0.031 0.677 0.293 1.515 0.998 2.299l6.447 7.58c1.104 1.226 2.907 1.33 4.007 0.23s0.997-2.903-0.23-4.007zM12 20c-4.418 0-8-3.582-8-8s3.582-8 8-8 8 3.582 8 8-3.582 8-8 8zM6 10h12v4h-12z',  # 缩小
    'path://M32 0h-13l5 5-6 6 3 3 6-6 5 5z M32 32v-13l-5 5-6-6-3 3 6 6-5 5z M0 32h13l-5-5 6-6-3-3-6 6-5-5z M0 0v13l5-5 6 6 3-3-6-6 5-5z',  # 全屏， 屏幕放大
    'path://M32 0v13l-5-5-6 6-3-3 6-6-5-5zM14 21l-6 6 5 5h-13v-13l5 5 6-6z',  # 屏幕放大
    'path://M14 18v13l-5-5-6 6-3-3 6-6-5-5zM32 3l-6 6 5 5h-13v-13l5 5 6-6z',  # 屏幕缩小
    'path://M29.181 19.070c-1.679-2.908-0.669-6.634 2.255-8.328l-3.145-5.447c-0.898 0.527-1.943 0.829-3.058 0.829-3.361 0-6.085-2.742-6.085-6.125h-6.289c0.008 1.044-0.252 2.103-0.811 3.070-1.679 2.908-5.411 3.897-8.339 2.211l-3.144 5.447c0.905 0.515 1.689 1.268 2.246 2.234 1.676 2.903 0.672 6.623-2.241 8.319l3.145 5.447c0.895-0.522 1.935-0.82 3.044-0.82 3.35 0 6.067 2.725 6.084 6.092h6.289c-0.003-1.034 0.259-2.080 0.811-3.038 1.676-2.903 5.399-3.894 8.325-2.219l3.145-5.447c-0.899-0.515-1.678-1.266-2.232-2.226zM16 22.479c-3.578 0-6.479-2.901-6.479-6.479s2.901-6.479 6.479-6.479c3.578 0 6.479 2.901 6.479 6.479s-2.901 6.479-6.479 6.479z',  # 设置
    'path://M28 8h-6v-4c0-1.1-0.9-2-2-2h-8c-1.1 0-2 0.9-2 2v4h-6c-2.2 0-4 1.8-4 4v16c0 2.2 1.8 4 4 4h24c2.2 0 4-1.8 4-4v-16c0-2.2-1.8-4-4-4zM12 4h8v4h-8v-4zM24 22h-6v6h-4v-6h-6v-4h6v-6h4v6h6v4z',  # 急救包
    'path://M32 18v-2h-6.040c-0.183-2.271-0.993-4.345-2.24-6.008h5.061l2.189-8.758-1.94-0.485-1.811 7.242h-5.459c-0.028-0.022-0.056-0.043-0.084-0.064 0.21-0.609 0.324-1.263 0.324-1.944 0-3.305-2.686-5.984-6-5.984s-6 2.679-6 5.984c0 0.68 0.114 1.334 0.324 1.944-0.028 0.021-0.056 0.043-0.084 0.064h-5.459l-1.811-7.242-1.94 0.485 2.189 8.758h5.061c-1.246 1.663-2.056 3.736-2.24 6.008h-6.040v2h6.043c0.119 1.427 0.485 2.775 1.051 3.992h-3.875l-2.189 8.757 1.94 0.485 1.811-7.243h3.511c1.834 2.439 4.606 3.992 7.708 3.992s5.874-1.554 7.708-3.992h3.511l1.811 7.243 1.94-0.485-2.189-8.757h-3.875c0.567-1.217 0.932-2.565 1.051-3.992h6.043z',  # bug
    'path://M14 18v-14c-7.732 0-14 6.268-14 14s6.268 14 14 14 14-6.268 14-14c0-2.251-0.532-4.378-1.476-6.262l-12.524 6.262zM28.524 7.738c-2.299-4.588-7.043-7.738-12.524-7.738v14l12.524-6.262z',  # 饼图
    'path://M4 28h28v4h-32v-32h4zM9 26c-1.657 0-3-1.343-3-3s1.343-3 3-3c0.088 0 0.176 0.005 0.262 0.012l3.225-5.375c-0.307-0.471-0.487-1.033-0.487-1.638 0-1.657 1.343-3 3-3s3 1.343 3 3c0 0.604-0.179 1.167-0.487 1.638l3.225 5.375c0.086-0.007 0.174-0.012 0.262-0.012 0.067 0 0.133 0.003 0.198 0.007l5.324-9.316c-0.329-0.482-0.522-1.064-0.522-1.691 0-1.657 1.343-3 3-3s3 1.343 3 3c0 1.657-1.343 3-3 3-0.067 0-0.133-0.003-0.198-0.007l-5.324 9.316c0.329 0.481 0.522 1.064 0.522 1.691 0 1.657-1.343 3-3 3s-3-1.343-3-3c0-0.604 0.179-1.167 0.487-1.638l-3.225-5.375c-0.086 0.007-0.174 0.012-0.262 0.012s-0.176-0.005-0.262-0.012l-3.225 5.375c0.307 0.471 0.487 1.033 0.487 1.637 0 1.657-1.343 3-3 3z',  # 线图
    'path://M0 26h32v4h-32zM4 18h4v6h-4zM10 10h4v14h-4zM16 16h4v8h-4zM22 4h4v20h-4z',  # 柱图
    'path://M30.5 24h-0.5v-6.5c0-1.93-1.57-3.5-3.5-3.5h-8.5v-4h0.5c0.825 0 1.5-0.675 1.5-1.5v-5c0-0.825-0.675-1.5-1.5-1.5h-5c-0.825 0-1.5 0.675-1.5 1.5v5c0 0.825 0.675 1.5 1.5 1.5h0.5v4h-8.5c-1.93 0-3.5 1.57-3.5 3.5v6.5h-0.5c-0.825 0-1.5 0.675-1.5 1.5v5c0 0.825 0.675 1.5 1.5 1.5h5c0.825 0 1.5-0.675 1.5-1.5v-5c0-0.825-0.675-1.5-1.5-1.5h-0.5v-6h8v6h-0.5c-0.825 0-1.5 0.675-1.5 1.5v5c0 0.825 0.675 1.5 1.5 1.5h5c0.825 0 1.5-0.675 1.5-1.5v-5c0-0.825-0.675-1.5-1.5-1.5h-0.5v-6h8v6h-0.5c-0.825 0-1.5 0.675-1.5 1.5v5c0 0.825 0.675 1.5 1.5 1.5h5c0.825 0 1.5-0.675 1.5-1.5v-5c0-0.825-0.675-1.5-1.5-1.5zM6 30h-4v-4h4v4zM18 30h-4v-4h4v4zM14 8v-4h4v4h-4zM30 30h-4v-4h4v4z',  # 树图
    'path://M16 2c8.837 0 16 7.163 16 16 0 6.025-3.331 11.271-8.25 14h-15.499c-4.92-2.729-8.25-7.975-8.25-14 0-8.837 7.163-16 16-16zM25.060 27.060c2.42-2.42 3.753-5.637 3.753-9.060h-2.813v-2h2.657c-0.219-1.406-0.668-2.755-1.33-4h-3.327v-2h2.009c-0.295-0.368-0.611-0.722-0.949-1.060-1.444-1.444-3.173-2.501-5.060-3.119v2.178h-2v-2.658c-0.656-0.102-1.324-0.155-2-0.155s-1.344 0.053-2 0.155v2.658h-2v-2.178c-1.887 0.617-3.615 1.674-5.060 3.119-0.338 0.338-0.654 0.692-0.949 1.060h2.009v2h-3.327c-0.662 1.245-1.111 2.594-1.33 4h2.657v2h-2.813c0 3.422 1.333 6.64 3.753 9.060 0.335 0.335 0.685 0.648 1.049 0.94h6.011l1.143-16h1.714l1.143 16h6.011c0.364-0.292 0.714-0.606 1.049-0.94z',  # 仪表盘
    'path://M26 6v-4h-20v4h-6v4c0 3.314 2.686 6 6 6 0.627 0 1.232-0.096 1.801-0.275 1.443 2.063 3.644 3.556 6.199 4.075v6.2h-2c-2.209 0-4 1.791-4 4h16c0-2.209-1.791-4-4-4h-2v-6.2c2.555-0.519 4.756-2.012 6.199-4.075 0.568 0.179 1.173 0.275 1.801 0.275 3.314 0 6-2.686 6-6v-4h-6zM6 13.625c-1.999 0-3.625-1.626-3.625-3.625v-2h3.625v2c0 1.256 0.232 2.457 0.655 3.565-0.213 0.039-0.431 0.060-0.655 0.060zM29.625 10c0 1.999-1.626 3.625-3.625 3.625-0.224 0-0.442-0.021-0.655-0.060 0.423-1.107 0.655-2.309 0.655-3.565v-2h3.625v2z',  # 奖杯
    'path://M24.306 0.527c-0.174-0.324-0.513-0.527-0.881-0.527h-14.85c-0.368 0-0.707 0.202-0.881 0.527-1.108 2.063-1.694 4.474-1.694 6.973 0 3.294 1.012 6.401 2.849 8.748 1.42 1.814 3.203 3.017 5.151 3.505v10.247h-3c-0.552 0-1 0.448-1 1s0.448 1 1 1h10c0.552 0 1-0.448 1-1s-0.448-1-1-1h-3v-10.247c1.949-0.488 3.732-1.691 5.151-3.505 1.837-2.347 2.849-5.454 2.849-8.748 0-2.499-0.586-4.91-1.694-6.973zM9.191 2h13.619c0.78 1.653 1.191 3.542 1.191 5.5 0 0.168-0.003 0.334-0.009 0.5h-15.981c-0.006-0.166-0.009-0.332-0.009-0.5-0-1.958 0.41-3.847 1.191-5.5z',  # 玻璃杯
    'path://M31.604 4.203c-3.461-2.623-8.787-4.189-14.247-4.189-6.754 0-12.257 2.358-15.099 6.469-1.335 1.931-2.073 4.217-2.194 6.796-0.108 2.296 0.278 4.835 1.146 7.567 2.965-8.887 11.244-15.847 20.79-15.847 0 0-8.932 2.351-14.548 9.631-0.003 0.004-0.078 0.097-0.207 0.272-1.128 1.509-2.111 3.224-2.846 5.166-1.246 2.963-2.4 7.030-2.4 11.931h4c0 0-0.607-3.819 0.449-8.212 1.747 0.236 3.308 0.353 4.714 0.353 3.677 0 6.293-0.796 8.231-2.504 1.736-1.531 2.694-3.587 3.707-5.764 1.548-3.325 3.302-7.094 8.395-10.005 0.292-0.167 0.48-0.468 0.502-0.804s-0.126-0.659-0.394-0.862z',  # 树叶
    'path://M29.884 25.14l-9.884-16.47v-6.671h1c0.55 0 1-0.45 1-1s-0.45-1-1-1h-10c-0.55 0-1 0.45-1 1s0.45 1 1 1h1v6.671l-9.884 16.47c-2.264 3.773-0.516 6.86 3.884 6.86h20c4.4 0 6.148-3.087 3.884-6.86zM7.532 20l6.468-10.779v-7.221h4v7.221l6.468 10.779h-16.935z',  # 实验室
    'path://M4 10v20c0 1.1 0.9 2 2 2h18c1.1 0 2-0.9 2-2v-20h-22zM10 28h-2v-14h2v14zM14 28h-2v-14h2v14zM18 28h-2v-14h2v14zM22 28h-2v-14h2v14zM26.5 4h-6.5v-2.5c0-0.825-0.675-1.5-1.5-1.5h-7c-0.825 0-1.5 0.675-1.5 1.5v2.5h-6.5c-0.825 0-1.5 0.675-1.5 1.5v2.5h26v-2.5c0-0.825-0.675-1.5-1.5-1.5zM18 4h-6v-1.975h6v1.975z',  # 删除
    'path://M6 32h20l2-22h-24zM20 4v-4h-8v4h-10v6l2-2h24l2 2v-6h-10zM18 4h-4v-2h4v2z',  # 垃圾箱
    'path://M30 8h-8v-2c0-1.1-0.9-2-2-2h-8c-1.1 0-2 0.9-2 2v2h-8c-1.1 0-2 0.9-2 2v18c0 1.1 0.9 2 2 2h28c1.1 0 2-0.9 2-2v-18c0-1.1-0.9-2-2-2zM12 6.004c0.001-0.001 0.002-0.003 0.004-0.004h7.993c0.001 0.001 0.003 0.002 0.004 0.004v1.996h-8v-1.996zM30 16h-4v3c0 0.55-0.45 1-1 1h-2c-0.55 0-1-0.45-1-1v-3h-12v3c0 0.55-0.45 1-1 1h-2c-0.55 0-1-0.45-1-1v-3h-4v-2h28v2z',  # 公文包
    'path://M22 32h10l-8-32h-6l1 8h-6l1-8h-6l-8 32h10l1-8h10l1 8zM11.5 20l1-8h7l1 8h-9z',  # 路
    'path://M32 14h-3.154c-0.864-5.57-5.276-9.982-10.846-10.846v-3.154h-4v3.154c-5.57 0.864-9.982 5.276-10.846 10.846h-3.154v4h3.154c0.864 5.57 5.276 9.982 10.846 10.846v3.154h4v-3.154c5.57-0.864 9.982-5.276 10.846-10.846h3.154v-4zM24.776 14h-3.118c-0.603-1.705-1.953-3.056-3.658-3.658v-3.118c3.36 0.765 6.010 3.416 6.776 6.776zM16 18c-1.105 0-2-0.895-2-2s0.895-2 2-2c1.105 0 2 0.895 2 2s-0.895 2-2 2zM14 7.224v3.118c-1.705 0.603-3.056 1.953-3.658 3.658h-3.118c0.765-3.36 3.416-6.010 6.776-6.776zM7.224 18h3.118c0.603 1.705 1.953 3.056 3.658 3.658v3.118c-3.36-0.765-6.010-3.416-6.776-6.776zM18 24.776v-3.118c1.705-0.603 3.056-1.953 3.658-3.658h3.118c-0.765 3.36-3.416 6.010-6.776 6.776z',  # 靶子
    'path://M12 0l-12 16h12l-8 16 28-20h-16l12-12z',  # 闪电
    'path://M20 4.581v4.249c1.131 0.494 2.172 1.2 3.071 2.099 1.889 1.889 2.929 4.4 2.929 7.071s-1.040 5.182-2.929 7.071c-1.889 1.889-4.4 2.929-7.071 2.929s-5.182-1.040-7.071-2.929c-1.889-1.889-2.929-4.4-2.929-7.071s1.040-5.182 2.929-7.071c0.899-0.899 1.94-1.606 3.071-2.099v-4.249c-5.783 1.721-10 7.077-10 13.419 0 7.732 6.268 14 14 14s14-6.268 14-14c0-6.342-4.217-11.698-10-13.419zM14 0h4v16h-4z',  # 开关
    'path://M32 8.828l-2.828-2.828-5.586 5.586-3.172-3.172 5.586-5.586-2.828-2.828-5.586 5.586-3.586-3.586-2.707 2.707 16 16 2.707-2.707-3.586-3.586 5.586-5.586zM24.814 21.056l-13.87-13.87c-2.994 3.591-6.391 9.139-4.044 13.913l-4.133 4.133c-0.972 0.972-0.972 2.563 0 3.535l0.464 0.464c0.972 0.972 2.563 0.972 3.536 0l4.133-4.133c4.774 2.348 10.322-1.049 13.913-4.043z',  # 插头
    'path://M32 20.548c0-2.565-1.771-4.716-4.156-5.296-0.101-4.022-3.389-7.252-7.433-7.252-2.369 0-4.477 1.109-5.839 2.835-0.764-0.987-1.959-1.624-3.303-1.624-2.307 0-4.176 1.871-4.176 4.179 0 0.201 0.015 0.399 0.043 0.592-0.351-0.063-0.711-0.098-1.080-0.098-3.344-0-6.054 2.712-6.054 6.058s2.71 6.058 6.054 6.058l20.508-0c3.004-0.006 5.438-2.444 5.438-5.451z',  # 云
    'path://M16 0c-8.837 0-16 7.163-16 16s7.163 16 16 16 16-7.163 16-16-7.163-16-16-16zM16 30c-1.967 0-3.84-0.407-5.538-1.139l7.286-8.197c0.163-0.183 0.253-0.419 0.253-0.664v-3c0-0.552-0.448-1-1-1-3.531 0-7.256-3.671-7.293-3.707-0.188-0.188-0.442-0.293-0.707-0.293h-4c-0.552 0-1 0.448-1 1v6c0 0.379 0.214 0.725 0.553 0.894l3.447 1.724v5.871c-3.627-2.53-6-6.732-6-11.489 0-2.147 0.484-4.181 1.348-6h3.652c0.265 0 0.52-0.105 0.707-0.293l4-4c0.188-0.188 0.293-0.442 0.293-0.707v-2.419c1.268-0.377 2.61-0.581 4-0.581 2.2 0 4.281 0.508 6.134 1.412-0.13 0.109-0.256 0.224-0.376 0.345-1.133 1.133-1.757 2.64-1.757 4.243s0.624 3.109 1.757 4.243c1.139 1.139 2.663 1.758 4.239 1.758 0.099 0 0.198-0.002 0.297-0.007 0.432 1.619 1.211 5.833-0.263 11.635-0.014 0.055-0.022 0.109-0.026 0.163-2.541 2.596-6.084 4.208-10.004 4.208z',  # 地球
    'path://M20.807 10.22l-2.030-2.029-10.15 10.148c-1.682 1.681-1.682 4.408 0 6.089s4.408 1.681 6.090 0l12.18-12.178c2.804-2.802 2.804-7.346 0-10.148-2.802-2.803-7.347-2.803-10.149 0l-12.788 12.787c-0.009 0.009-0.019 0.018-0.027 0.026-3.909 3.909-3.909 10.245 0 14.153 3.908 3.908 10.246 3.908 14.156 0 0.009-0.009 0.016-0.018 0.026-0.027l0.001 0.001 8.729-8.728-2.031-2.029-8.729 8.727c-0.009 0.008-0.018 0.018-0.026 0.026-2.784 2.783-7.312 2.783-10.096 0-2.783-2.783-2.783-7.31 0-10.093 0.010-0.009 0.019-0.018 0.028-0.026l-0.001-0.002 12.79-12.786c1.678-1.679 4.411-1.679 6.090 0s1.678 4.411 0 6.089l-12.18 12.178c-0.56 0.56-1.47 0.56-2.030 0-0.559-0.559-0.559-1.47 0-2.029l10.15-10.149z',  # 附件
    'path://M16 6c-6.979 0-13.028 4.064-16 10 2.972 5.936 9.021 10 16 10s13.027-4.064 16-10c-2.972-5.936-9.021-10-16-10zM23.889 11.303c1.88 1.199 3.473 2.805 4.67 4.697-1.197 1.891-2.79 3.498-4.67 4.697-2.362 1.507-5.090 2.303-7.889 2.303s-5.527-0.796-7.889-2.303c-1.88-1.199-3.473-2.805-4.67-4.697 1.197-1.891 2.79-3.498 4.67-4.697 0.122-0.078 0.246-0.154 0.371-0.228-0.311 0.854-0.482 1.776-0.482 2.737 0 4.418 3.582 8 8 8s8-3.582 8-8c0-0.962-0.17-1.883-0.482-2.737 0.124 0.074 0.248 0.15 0.371 0.228v0zM16 13c0 1.657-1.343 3-3 3s-3-1.343-3-3 1.343-3 3-3 3 1.343 3 3z',  # 眼睛
    'path://M6 0v32l10-10 10 10v-32z',  # 书签
    'path://M23.6 2c4.637 0 8.4 3.764 8.4 8.401 0 9.132-9.87 11.964-15.999 21.232-6.485-9.326-16.001-11.799-16.001-21.232 0-4.637 3.763-8.401 8.4-8.401 1.886 0 3.625 0.86 5.025 2.12l-2.425 3.88 7 4-4 10 11-12-7-4 1.934-2.901c1.107-0.68 2.35-1.099 3.665-1.099z',  # 心碎
    'path://M16 32c8.837 0 16-7.163 16-16s-7.163-16-16-16-16 7.163-16 16 7.163 16 16 16zM16 3c7.18 0 13 5.82 13 13s-5.82 13-13 13-13-5.82-13-13 5.82-13 13-13zM16 18.711c3.623 0 7.070-0.963 10-2.654-0.455 5.576-4.785 9.942-10 9.942s-9.544-4.371-10-9.947c2.93 1.691 6.377 2.658 10 2.658zM8 11c0-1.657 0.895-3 2-3s2 1.343 2 3c0 1.657-0.895 3-2 3s-2-1.343-2-3zM20 11c0-1.657 0.895-3 2-3s2 1.343 2 3c0 1.657-0.895 3-2 3s-2-1.343-2-3z',  # 笑脸
    'path://M16 0c-8.837 0-16 7.163-16 16s7.163 16 16 16 16-7.163 16-16-7.163-16-16-16zM22 8c1.105 0 2 1.343 2 3s-0.895 3-2 3-2-1.343-2-3 0.895-3 2-3zM10 8c1.105 0 2 1.343 2 3s-0.895 3-2 3-2-1.343-2-3 0.895-3 2-3zM16 28c-5.215 0-9.544-4.371-10-9.947 2.93 1.691 6.377 2.658 10 2.658s7.070-0.963 10-2.654c-0.455 5.576-4.785 9.942-10 9.942z',  # 笑脸
    'path://M6 4l20 12-20 12z',  # play
    'path://M4 4h10v24h-10zM18 4h10v24h-10z',  # pause
    'path://M4 4h24v24h-24z',  # stop
    'path://M18 5v10l10-10v22l-10-10v10l-11-11z',  # backward
    'path://M16 27v-10l-10 10v-22l10 10v-10l11 11z',  # forward
    'path://M4 28v-24h4v11l10-10v10l10-10v22l-10-10v10l-10-10v11z',  # first
    'path://M28 4v24h-4v-11l-10 10v-10l-10 10v-22l10 10v-10l10 10v-11z',  # last
    'path://M27.814 28.814c-0.384 0-0.768-0.146-1.061-0.439-0.586-0.586-0.586-1.535 0-2.121 2.739-2.739 4.247-6.38 4.247-10.253s-1.508-7.514-4.247-10.253c-0.586-0.586-0.586-1.536 0-2.121s1.536-0.586 2.121 0c3.305 3.305 5.126 7.7 5.126 12.374s-1.82 9.069-5.126 12.374c-0.293 0.293-0.677 0.439-1.061 0.439zM22.485 25.985c-0.384 0-0.768-0.146-1.061-0.439-0.586-0.586-0.586-1.535 0-2.121 4.094-4.094 4.094-10.755 0-14.849-0.586-0.586-0.586-1.536 0-2.121s1.536-0.586 2.121 0c2.55 2.55 3.954 5.94 3.954 9.546s-1.404 6.996-3.954 9.546c-0.293 0.293-0.677 0.439-1.061 0.439v0zM17.157 23.157c-0.384 0-0.768-0.146-1.061-0.439-0.586-0.586-0.586-1.535 0-2.121 2.534-2.534 2.534-6.658 0-9.192-0.586-0.586-0.586-1.536 0-2.121s1.535-0.586 2.121 0c3.704 3.704 3.704 9.731 0 13.435-0.293 0.293-0.677 0.439-1.061 0.439zM13 30c-0.26 0-0.516-0.102-0.707-0.293l-7.707-7.707h-3.586c-0.552 0-1-0.448-1-1v-10c0-0.552 0.448-1 1-1h3.586l7.707-7.707c0.286-0.286 0.716-0.372 1.090-0.217s0.617 0.519 0.617 0.924v26c0 0.404-0.244 0.769-0.617 0.924-0.124 0.051-0.254 0.076-0.383 0.076z',  # volume-high
    'path://M22.485 25.985c-0.384 0-0.768-0.146-1.061-0.439-0.586-0.586-0.586-1.535 0-2.121 4.094-4.094 4.094-10.755 0-14.849-0.586-0.586-0.586-1.536 0-2.121s1.536-0.586 2.121 0c2.55 2.55 3.954 5.94 3.954 9.546s-1.404 6.996-3.954 9.546c-0.293 0.293-0.677 0.439-1.061 0.439v0zM17.157 23.157c-0.384 0-0.768-0.146-1.061-0.439-0.586-0.586-0.586-1.535 0-2.121 2.534-2.534 2.534-6.658 0-9.192-0.586-0.586-0.586-1.536 0-2.121s1.535-0.586 2.121 0c3.704 3.704 3.704 9.731 0 13.435-0.293 0.293-0.677 0.439-1.061 0.439zM13 30c-0.26 0-0.516-0.102-0.707-0.293l-7.707-7.707h-3.586c-0.552 0-1-0.448-1-1v-10c0-0.552 0.448-1 1-1h3.586l7.707-7.707c0.286-0.286 0.716-0.372 1.090-0.217s0.617 0.519 0.617 0.924v26c0 0.404-0.244 0.769-0.617 0.924-0.124 0.051-0.254 0.076-0.383 0.076z',  # volume-medium
    'path://M17.157 23.157c-0.384 0-0.768-0.146-1.061-0.439-0.586-0.586-0.586-1.535 0-2.121 2.534-2.534 2.534-6.658 0-9.192-0.586-0.586-0.586-1.536 0-2.121s1.535-0.586 2.121 0c3.704 3.704 3.704 9.731 0 13.435-0.293 0.293-0.677 0.439-1.061 0.439zM13 30c-0.26 0-0.516-0.102-0.707-0.293l-7.707-7.707h-3.586c-0.552 0-1-0.448-1-1v-10c0-0.552 0.448-1 1-1h3.586l7.707-7.707c0.286-0.286 0.716-0.372 1.090-0.217s0.617 0.519 0.617 0.924v26c0 0.404-0.244 0.769-0.617 0.924-0.124 0.051-0.254 0.076-0.383 0.076z',  # volume-low
    'path://M13 30c-0.26 0-0.516-0.102-0.707-0.293l-7.707-7.707h-3.586c-0.552 0-1-0.448-1-1v-10c0-0.552 0.448-1 1-1h3.586l7.707-7.707c0.286-0.286 0.716-0.372 1.090-0.217s0.617 0.519 0.617 0.924v26c0 0.404-0.244 0.769-0.617 0.924-0.124 0.051-0.254 0.076-0.383 0.076z',  # volume-mute
    'path://M30 19.348v2.652h-2.652l-3.348-3.348-3.348 3.348h-2.652v-2.652l3.348-3.348-3.348-3.348v-2.652h2.652l3.348 3.348 3.348-3.348h2.652v2.652l-3.348 3.348 3.348 3.348zM13 30c-0.26 0-0.516-0.102-0.707-0.293l-7.707-7.707h-3.586c-0.552 0-1-0.448-1-1v-10c0-0.552 0.448-1 1-1h3.586l7.707-7.707c0.286-0.286 0.716-0.372 1.090-0.217s0.617 0.519 0.617 0.924v26c0 0.404-0.244 0.769-0.617 0.924-0.124 0.051-0.254 0.076-0.383 0.076z',  # volume-mute
    'path://M27.802 5.197c-2.925-3.194-7.13-5.197-11.803-5.197-8.837 0-16 7.163-16 16h3c0-7.18 5.82-13 13-13 3.844 0 7.298 1.669 9.678 4.322l-4.678 4.678h11v-11l-4.198 4.197zM29 16c0 7.18-5.82 13-13 13-3.844 0-7.298-1.669-9.678-4.322l4.678-4.678h-11v11l4.197-4.197c2.925 3.194 7.13 5.197 11.803 5.197 8.837 0 16-7.163 16-16h-3z',  # loop
    'path://M9 0l8 8-17 17 7 7 17-17 8 8v-23h-23z',  # arrow-up-right
    'path://M31 16l-15-15v9h-16v12h16v9z',  # arrow-right
    'path://M32 9l-8 8-17-17-7 7 17 17-8 8h23v-23z',  # arrow-down-right
    'path://M16 31l15-15h-9v-16h-12v16h-9z',  # arrow-down
    'path://M23 32l-8-8 17-17-7-7-17 17-8-8v23h23z',  # arrow-down-left
    'path://M1 16l15 15v-9h16v-12h-16v-9z',  # arrow-left
    'path://M28.557 21.24c-2.084-3.256-5.659-4.689-7.985-3.201-0.201 0.129-0.385 0.275-0.555 0.437l-2.483-3.883 5.733-8.999c0.469-0.867 0.642-1.899 0.415-2.937-0.218-0.992-0.766-1.826-1.503-2.413l-0.384-0.244-6.796 10.629-6.796-10.629-0.384 0.244c-0.737 0.587-1.285 1.421-1.503 2.413-0.228 1.038-0.055 2.070 0.415 2.937l5.733 8.999-2.483 3.883c-0.169-0.162-0.354-0.308-0.554-0.437-2.326-1.488-5.901-0.055-7.985 3.201s-1.887 7.103 0.438 8.591c2.326 1.488 5.901 0.055 7.985-3.201l5.134-8.058 5.134 8.058c2.084 3.256 5.659 4.689 7.985 3.201s2.522-5.335 0.438-8.591zM7.339 25.013c-0.938 1.466-2.142 2.179-2.955 2.358-0 0-0 0-0 0-0.265 0.058-0.634 0.094-0.885-0.067-0.278-0.178-0.463-0.648-0.494-1.259-0.050-0.989 0.301-2.151 0.965-3.189 0.938-1.466 2.142-2.179 2.955-2.358 0.266-0.058 0.635-0.094 0.886 0.066 0.278 0.178 0.463 0.648 0.494 1.259 0.051 0.989-0.301 2.151-0.965 3.189zM15 16c-0.552 0-1-0.448-1-1s0.448-1 1-1 1 0.448 1 1-0.448 1-1 1zM26.995 26.046c-0.031 0.61-0.216 1.081-0.494 1.259-0.251 0.161-0.62 0.125-0.885 0.067 0 0 0 0-0 0-0.814-0.179-2.017-0.892-2.955-2.358-0.664-1.037-1.016-2.2-0.965-3.189 0.031-0.61 0.216-1.081 0.494-1.259 0.251-0.16 0.62-0.125 0.886-0.066 0.814 0.179 2.017 0.892 2.955 2.358 0.664 1.037 1.016 2.2 0.965 3.189z',  # 剪刀
    'path://M29 0h-26c-1.65 0-3 1.35-3 3v26c0 1.65 1.35 3 3 3h26c1.65 0 3-1.35 3-3v-26c0-1.65-1.35-3-3-3zM16.238 28c-6.631 0-12-5.369-12-12s5.369-12 12-12c3.238 0 5.95 1.181 8.037 3.138l-3.256 3.138c-0.894-0.856-2.45-1.85-4.781-1.85-4.1 0-7.438 3.394-7.438 7.575s3.344 7.575 7.438 7.575c4.75 0 6.531-3.413 6.806-5.175h-6.806v-4.113h11.331c0.1 0.6 0.188 1.2 0.188 1.988 0.006 6.856-4.588 11.725-11.519 11.725z',  # 谷歌
    'path://M29 0h-26c-1.65 0-3 1.35-3 3v26c0 1.65 1.35 3 3 3h13v-14h-4v-4h4v-2c0-3.306 2.694-6 6-6h4v4h-4c-1.1 0-2 0.9-2 2v2h6l-1 4h-5v14h9c1.65 0 3-1.35 3-3v-26c0-1.65-1.35-3-3-3z',  # facebook
    'path://M32 7.075c-1.175 0.525-2.444 0.875-3.769 1.031 1.356-0.813 2.394-2.1 2.887-3.631-1.269 0.75-2.675 1.3-4.169 1.594-1.2-1.275-2.906-2.069-4.794-2.069-3.625 0-6.563 2.938-6.563 6.563 0 0.512 0.056 1.012 0.169 1.494-5.456-0.275-10.294-2.888-13.531-6.862-0.563 0.969-0.887 2.1-0.887 3.3 0 2.275 1.156 4.287 2.919 5.463-1.075-0.031-2.087-0.331-2.975-0.819 0 0.025 0 0.056 0 0.081 0 3.181 2.263 5.838 5.269 6.437-0.55 0.15-1.131 0.231-1.731 0.231-0.425 0-0.831-0.044-1.237-0.119 0.838 2.606 3.263 4.506 6.131 4.563-2.25 1.762-5.075 2.813-8.156 2.813-0.531 0-1.050-0.031-1.569-0.094 2.913 1.869 6.362 2.95 10.069 2.95 12.075 0 18.681-10.006 18.681-18.681 0-0.287-0.006-0.569-0.019-0.85 1.281-0.919 2.394-2.075 3.275-3.394z',  # twitter
    'path://M13.287 0.331c-7.537 1.269-13.287 7.825-13.287 15.725 0 3.925 1.425 7.519 3.775 10.3 5.581-2.7 9.488-8.813 9.512-15.931v-10.094zM18.712 0.331c7.538 1.269 13.288 7.825 13.288 15.725 0 3.925-1.425 7.519-3.775 10.3-5.581-2.7-9.488-8.813-9.512-15.931v-10.094zM15.944 20.081c-0.994 4.113-3.963 7.625-7.656 9.963 2.275 1.244 4.881 1.956 7.656 1.956s5.381-0.712 7.656-1.956c-3.694-2.337-6.663-5.85-7.656-9.963z',  # 人人
    'path://M13.444 28.063c-5.3 0.525-9.875-1.875-10.219-5.35-0.344-3.481 3.675-6.719 8.969-7.244 5.3-0.525 9.875 1.875 10.213 5.35 0.35 3.481-3.669 6.725-8.963 7.244zM24.038 16.519c-0.45-0.137-0.762-0.225-0.525-0.819 0.512-1.287 0.563-2.394 0.006-3.188-1.038-1.481-3.881-1.406-7.137-0.037 0 0-1.025 0.444-0.762-0.363 0.5-1.613 0.425-2.956-0.356-3.738-1.769-1.769-6.469 0.069-10.5 4.1-3.013 3.006-4.763 6.213-4.763 8.981 0 5.288 6.787 8.506 13.425 8.506 8.7 0 14.494-5.056 14.494-9.069 0-2.431-2.044-3.806-3.881-4.375zM29.819 6.831c-2.1-2.331-5.2-3.219-8.063-2.612v0c-0.663 0.144-1.081 0.794-0.938 1.45 0.144 0.662 0.788 1.081 1.45 0.938 2.038-0.431 4.238 0.2 5.731 1.856s1.9 3.912 1.256 5.888v0c-0.206 0.644 0.144 1.331 0.788 1.544 0.644 0.206 1.331-0.144 1.544-0.787v-0.006c0.9-2.762 0.331-5.938-1.769-8.269zM26.587 9.75c-1.025-1.137-2.538-1.569-3.925-1.269-0.569 0.119-0.931 0.688-0.813 1.256 0.125 0.569 0.688 0.931 1.25 0.806v0c0.681-0.144 1.419 0.069 1.919 0.619 0.5 0.556 0.637 1.313 0.419 1.975v0c-0.175 0.55 0.125 1.15 0.681 1.331 0.556 0.175 1.15-0.125 1.331-0.681 0.438-1.356 0.163-2.906-0.863-4.037zM13.738 21.769c-0.188 0.319-0.594 0.469-0.912 0.337-0.319-0.125-0.412-0.488-0.231-0.794 0.188-0.306 0.581-0.456 0.894-0.337 0.313 0.113 0.425 0.469 0.25 0.794zM12.044 23.931c-0.512 0.819-1.613 1.175-2.438 0.8-0.813-0.369-1.056-1.319-0.544-2.119 0.506-0.794 1.569-1.15 2.387-0.806 0.831 0.356 1.1 1.3 0.594 2.125zM13.969 18.144c-2.519-0.656-5.369 0.6-6.463 2.819-1.119 2.262-0.037 4.781 2.506 5.606 2.637 0.85 5.75-0.456 6.831-2.894 1.069-2.394-0.262-4.85-2.875-5.531z',  # 微博
    'path://M24.734 17.003c-0.040-4.053 3.305-5.996 3.454-6.093-1.88-2.751-4.808-3.127-5.851-3.171-2.492-0.252-4.862 1.467-6.127 1.467-1.261 0-3.213-1.43-5.28-1.392-2.716 0.040-5.221 1.579-6.619 4.012-2.822 4.897-0.723 12.151 2.028 16.123 1.344 1.944 2.947 4.127 5.051 4.049 2.026-0.081 2.793-1.311 5.242-1.311s3.138 1.311 5.283 1.271c2.18-0.041 3.562-1.981 4.897-3.931 1.543-2.255 2.179-4.439 2.216-4.551-0.048-0.022-4.252-1.632-4.294-6.473zM20.705 5.11c1.117-1.355 1.871-3.235 1.665-5.11-1.609 0.066-3.559 1.072-4.713 2.423-1.036 1.199-1.942 3.113-1.699 4.951 1.796 0.14 3.629-0.913 4.747-2.264z',  # apple
    'path://M12.882 15.997c-1.491-0.766-2.94-1.155-4.309-1.155-0.186 0-0.373 0.006-0.561 0.022-1.746 0.145-3.341 0.605-4.367 0.963-0.272 0.1-0.551 0.205-0.838 0.322l-2.807 9.731c1.928-0.713 3.634-1.061 5.196-1.061 2.526 0 4.36 0.944 5.875 1.916 0.718-2.435 2.439-8.315 2.953-10.073-0.373-0.228-0.752-0.455-1.141-0.666zM16.511 18.471l-2.826 9.817c0.838 0.48 3.659 2.002 5.819 2.002 1.744 0 3.695-0.447 5.964-1.369l2.699-9.437c-1.832 0.591-3.59 0.891-5.233 0.891-2.998 0-5.097-0.972-6.422-1.905zM9.151 11.525c2.41 0.025 4.192 0.944 5.669 1.891l2.899-9.917c-0.611-0.35-2.213-1.222-3.371-1.519-0.762-0.178-1.563-0.269-2.413-0.269-1.619 0.030-3.387 0.436-5.403 1.244l-2.764 9.706c2.025-0.764 3.77-1.136 5.378-1.136 0.001 0 0.004 0 0.004 0zM32 6.191c-1.838 0.713-3.631 1.077-5.345 1.077-2.865 0-4.978-0.994-6.347-1.949l-2.873 9.945c1.93 1.241 4.009 1.871 6.191 1.871 1.78 0 3.623-0.427 5.483-1.271l-0.006-0.069 0.117-0.028 2.779-9.576z',  # windows
    'path://M0.011 16l-0.011-9.752 12-1.63v11.382zM14 4.328l15.996-2.328v14h-15.996zM30 18l-0.004 14-15.996-2.25v-11.75zM12 29.495l-11.99-1.644-0.001-9.851h11.991z',  # windows8
    'path://M22.944 19.651h7.377c0.057-0.512 0.080-1.034 0.080-1.569 0-2.507-0.673-4.858-1.848-6.883 1.215-3.228 1.172-5.968-0.455-7.606-1.547-1.54-5.697-1.29-10.388 0.787-0.347-0.026-0.697-0.040-1.051-0.040-6.439 0-11.841 4.431-13.335 10.402 2.020-2.586 4.145-4.461 6.984-5.826-0.258 0.242-1.764 1.739-2.018 1.993-7.486 7.484-9.847 17.26-7.306 19.8 1.931 1.93 5.43 1.604 9.449-0.364 1.869 0.952 3.984 1.488 6.226 1.488 6.035 0 11.15-3.885 13.003-9.295h-7.433c-1.023 1.887-3.023 3.171-5.319 3.171s-4.296-1.284-5.319-3.171c-0.455-0.852-0.716-1.83-0.716-2.864v-0.023h12.071zM10.884 16.025c0.171-3.035 2.694-5.456 5.774-5.456s5.604 2.421 5.774 5.456h-11.548zM28.030 5.119c1.048 1.059 1.021 3.007 0.125 5.438-1.535-2.341-3.766-4.186-6.4-5.239 2.816-1.207 5.106-1.367 6.274-0.199zM2.921 30.227c-1.337-1.337-0.934-4.144 0.788-7.526 1.072 3.008 3.161 5.534 5.854 7.161-2.982 1.354-5.423 1.584-6.643 0.365z',  # IE
    'path://M-189.787,67.678c1.072,0.77-0.162,2.091-1.133,2.356c-0.809,0.184-0.858,0.419-0.912-1.61c-0.756-5.107-3.699-14.439-5.325-17.021c-0.503-0.736-0.738-1.273-0.738-1.273s-0.669,1.977-0.669,2.346c0,0.368-0.636,1.574-0.771,2.043s-3.279,9.141-3.948,10.146c-0.806,3.151,0.393,2.136-0.31,2.998c-0.091,0.776-1.762,1.158-2.553,0.815c-0.037-0.076,0.626-3.135,0.712-3.393c0.737-2.211,3.452-8.893,3.687-9.461c0.234-0.569,0.838-3.148,0.636-4.321c-0.201-1.173-0.603-2.814-1.842-3.552c-1.24-0.736-2.479-2.546-2.914-3.115c-0.436-0.568-0.738-2.713-2.412-2.311c-0.901,1.084-7.669,4.75-13.299,3.383c-2.345-0.569-4.188-1.072-4.858-1.072c-0.669,0-1.742-0.838-1.91,0.904c-0.166,1.742-0.736,4.154-0.803,5.159c0.711,2.651-0.865,14.542,1.148,18.295c0.959,1.786,0.509,1.983,0.383,1.995c-0.761,0.211-2.06,0.611-2.72,0.007c-0.208-0.19,0.162-1.132,0.212-1.565c0.685-2.406-1.993-16.574-2.105-19.166c-1.102,19.925,0.827,14.424,0.974,18.172c-0.586,0.369-1.503,0.747-2.542,0.512c-0.22-0.01-0.371-0.197-0.331-0.992c0.067-1.323,0.334-1.763,0.246-3.627c-0.235-5.023-1.443-12.921-1.33-13.932c0-1.439-0.235-3.584-0.435-4.422c-0.202-0.837-0.502-2.646-1.474-3.081c-5.729-1.687-10.635-21.806-11.088-26.466c-0.369-1.541-0.074-4.396-0.042-4.866c-0.368-0.436-1.466-0.241-2.404-1.097c-1.14-1.139-1.692-2.621-1.858-3.458c-0.083-0.493-0.36-0.126-1.458-1.099c-1.742-1.305-3.986-3.482-4.287-5.191c-0.206-0.83-0.462-3.273-0.33-3.174c0.099,0.031,0.782,3.25,1.15,3.299c0.786-0.419-0.018-2.387-0.018-3.826c0-1.44,0.018-2.479-0.971-3.803c-0.302-1.039,0.033-2.714,0.469-3.216c-0.268,1.388-0.26,2.369,0.36,3.333c0.712,0.947,1.247,1.089,2.353,0.184c1.221-0.836,2.266-1.81,2.411-2.102c0.034-0.07,0.023,0.258-0.379,0.906c-1.441,1.768-2.781,1.878-2.328,2.516c0.276,0.359,0.814,0.061,1.068-0.182c0.284-0.293,0.389,0.277-0.637,0.805c-1.048,0.447-1.507,0.335-1.44,2.279c0.036,1.062,0.039,2.916,0.727,4.478c0.567,1.294,1.671,2.353,3.087,2.877c0.927-0.044,1.388,0.569,2.106,0.974c0.475,0.268,1.169,0.301,1.65,0.448c1.207,0.368,1.575,0.904,1.575,0.904s0.569,0.503,0.067-0.437c-0.503-0.938-1.428-2.25-1.406-3.617c-0.035-1.406-0.134-2.277,0.401-0.302c0.662,3.159,2.396,3.702,2.278,5.243c0.479,0.4,0.888,0.041,1.399,0.092c0.678,0.041,1.014,0.469,1.716,0.168c0.461-0.303,0.896-0.41,1.475-0.311c0.746-0.436,0.469-1.816,1.239-2.479c1.071-1.406,1.624-3.551,1.574-4.221c0.065-1.512,0.21-1.324,0.436-0.368c0.427,2.103-0.771,4.204-1.172,4.79c-0.561,0.854-1.039,1.516-0.502,1.44c0.536-0.167,1.892-0.72,2.194-1.089c0.762-0.662,1.039-1.193,1.29-1.592c0.352-0.477,0.786-0.57,0.871,0.168c0.024,0.67-0.218,0.837-0.034,1.273c3.625-1.412,6.235-3.173,7.512-8.818c0.09-1.268-0.25-2.324-0.754-3.422c-0.645-1.412-1.642-3.612-2.467-4.98c-0.032-0.107,0.551,0.364,1.034,1.207c0.403,1.039,1.823,3.604,2.145,4.02c0.468,0.438,0.905,1.039,1.14,0.168c0.185-1.055,0.871-1.727,0.736-3.484c-0.016-1.59,0.093-1.557,0.427,0.62c-0.101,1.474-0.527,2.898-0.561,3.602c-0.201,0.637-0.537,3.351-1.072,4.255c-2.306,5.33-3.644,5.936-8.436,8.561c0.058,0.1,0.119,1.941-2.25,3.197c-0.77,0.426-0.872,1.14-0.872,2.58c-0.117,2.209,0.85,2.994,1.051,3.563c0.201,0.569,0.373,3.337,1.999,4.142c1.18,0.428,2.477,0.804,4.421,1.004c3.083-0.008,5.577,0.889,8.091,1.189c2.512,0.301,5.878-0.754,8.324-0.754c2.445,0,6.919-0.217,9.967-0.117c3.048,0.101,5.605,0.592,8.458,2.094c2.353,1.469,2.569,6.314,1.454,6.99c0.091-1.138-0.522-0.649-0.49-2.748c0.028,0.553-0.083,2.197-0.812,3.917l-1.408,4.22c0,0-1.724,4.036-0.051,6.381c1.676,2.346,2.715,3.25,3.049,3.585c0.336,0.335,0.67,1.173,0.771,3.249c0.1,2.078,0.703,4.455,0.938,5.562C-193.166,56.301-190.61,66.523-189.787,67.678z',  # 梅花鹿
    'path://M2.3,2.2h22.8V25H2.3V2.2z M35,2.2h22.8V25H35V2.2zM2.3,35h22.8v22.8H2.3V35z M35,35h22.8v22.8H35V35z',
    'path://M15.2,30 M19.7,15.6V1.9H29 M34.8,1.9H40.4 M55.3,15.6V1.9H45.9 M19.7,44.4V58.1H29 M34.8,58.1H40.4 M55.3,44.4 V58.1H45.9 M12.5,20.3l-9.4,9.6l9.6,9.8 M3.1,29.9h16.5 M62.5,20.3l9.4,9.6L62.3,39.7 M71.9,29.9H55.4z',
    'path://M7.3,34.7 M0.4,10V-0.2h9.8 M89.6,10V-0.2h-9.8 M0.4,60v10.2h9.8 M89.6,60v10.2h-9.8 M12.3,22.4V10.5h13.1 M33.6,10.5h7.8 M49.1,10.5h7.8 M77.5,22.4V10.5h-13 M12.3,31.1v8.2 M77.7,31.1v8.2 M12.3,47.6v11.9h13.1 M33.6,59.5h7.6 M49.1,59.5 h7.7 M77.5,47.6v11.9h-13z',
    'path://M22,14.7l30.9,31 M52.9,14.7L22,45.7 M4.7,16.8V4.2h13.1 M26,4.2h7.8 M41.6,4.2h7.8 M70.3,16.8V4.2H57.2 M4.7,25.9v8.6 M70.3,25.9v8.6 M4.7,43.2v12.6h13.1 M26,55.8h7.8 M41.6,55.8h7.8 M70.3,43.2v12.6H57.2z',
    'path://M4,10.5V1h10.3 M20.7,1h6.1 M33,1h6.1 M55.4,10.5V1H45.2 M4,17.3v6.6 M55.6,17.3v6.6 M4,30.5V40h10.3 M20.7,40 h6.1 M33,40h6.1 M55.4,30.5V40H45.2 M21,18.9h62.9v48.6H21V18.9z',  # lineX
    'path://M38.8,7.7 M52.7,12h13.2v9 M65.9,26.6V32 M52.7,46.3h13.2v-9 M24.9,12H11.8v9 M11.8,26.6V32 M24.9,46.3H11.8v-9 M48.2,5.1l-9.3-9l-9.4,9.2 M38.9-3.9V12 M48.2,53.3l-9.3,9l-9.4-9.2 M38.9,62.3V46.4z',
    'path://M55.2,34.9c1.7,0,3.1,1.4,3.1,3.1s-1.4,3.1-3.1,3.1 s-3.1-1.4-3.1-3.1S53.5,34.9,55.2,34.9z M50.4,51c1.7,0,3.1,1.4,3.1,3.1c0,1.7-1.4,3.1-3.1,3.1c-1.7,0-3.1-1.4-3.1-3.1 C47.3,52.4,48.7,51,50.4,51z M55.6,37.1l1.5-7.8 M60.1,13.5l1.6-8.7l-7.8,4 M59,19l-1,5.3 M24,16.1l6.4,4.9l6.4-3.3 M48.5,11.6 l-5.9,3.1 M19.1,12.8L9.7,5.1l1.1,7.7 M13.4,29.8l1,7.3l6.6,1.6 M11.6,18.4l1,6.1 M32.8,41.9 M26.6,40.4 M27.3,40.2l6.1,1.6 M49.9,52.1l-5.6-7.6l-4.9-1.2z',
    'path://M4.7,22.9L29.3,45.5L54.7,23.4M4.6,43.6L4.6,58L53.8,58L53.8,43.6M29.2,45.1L29.2,0z',
    'path://M4.1,28.9h7.1l9.3-22l7.4,38l9.7-19.7l3,12.8h14.9M4.1,58h51.4z',  # line
    'path://M6.7,22.9h10V48h-10V22.9zM24.9,13h10v35h-10V13zM43.2,2h10v46h-10V2zM3.1,58h53.7z',  # bar
    'path://M8.2,38.4l-8.4,4.1l30.6,15.3L60,42.5l-8.1-4.1l-21.5,11L8.2,38.4z M51.9,30l-8.1,4.2l-13.4,6.9l-13.9-6.9L8.2,30l-8.4,4.2l8.4,4.2l22.2,11l21.5-11l8.1-4.2L51.9,30z M51.9,21.7l-8.1,4.2L35.7,30l-5.3,2.8L24.9,30l-8.4-4.1l-8.3-4.2l-8.4,4.2L8.2,30l8.3,4.2l13.9,6.9l13.4-6.9l8.1-4.2l8.1-4.1L51.9,21.7zM30.4,2.2L-0.2,17.5l8.4,4.1l8.3,4.2l8.4,4.2l5.5,2.7l5.3-2.7l8.1-4.2l8.1-4.2l8.1-4.1L30.4,2.2z',  # stack
    'path://M17.5,17.3H33 M17.5,17.3H33 M45.4,29.5h-28 M11.5,2v56H51V14.8L38.4,2H11.5z M38.4,2.2v12.7H51 M45.4,41.7h-28z',
    'path://M0,13.5h26.9 M13.5,26.9V0 M32.1,13.5H58V58H13.5 V32.1z',  # zoom
    'path://M22,1.4L9.9,13.5l12.3,12.3 M10.3,13.5H54.9v44.6 H10.3v-26z',  # back
    'path://M3.8,33.4 M47,18.9h9.8V8.7 M56.3,20.1 C52.1,9,40.5,0.6,26.8,2.1C12.6,3.7,1.6,16.2,2.1,30.6 M13,41.1H3.1v10.2 M3.7,39.9c4.2,11.1,15.8,19.5,29.5,18 c14.2-1.6,25.2-14.1,24.7-28.5z',  # Restore
    'path://M10.7,11.9v-1.3H9.3v1.3c-4.9,0.3-8.8,4.4-8.8,9.4c0,5,3.9,9.1,8.8,9.4h1.3c4.9-0.3,8.8-4.4,8.8-9.4C19.5,16.3,15.6,12.2,10.7,11.9z M13.3,24.4H6.7v-1.2h6.6z M13.3,22H6.7v-1.2h6.6z M13.3,19.6H6.7v-1.2h6.6z',
    'path://M10.7,11.9v-1.3H9.3v1.3c-4.9,0.3-8.8,4.4-8.8,9.4c0,5,3.9,9.1,8.8,9.4v1.3h1.3v-1.3c4.9-0.3,8.8-4.4,8.8-9.4C19.5,16.3,15.6,12.2,10.7,11.9z M13.3,24.4H6.7V23h6.6V24.4z M13.3,19.6H6.7v-1.4h6.6V19.6z',
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]

对数据一些特定的字段进行统计

sex = []
glass = []
expression = []
face_shape = []
for i in range(count):
    sex.append(df['性别'][i])
    glass.append(df['戴眼镜'][i])
    expression.append(df['笑容'][i])
    face_shape.append(df['脸型'][i])

c_sex = collections.Counter(sex)
c_glass = collections.Counter(glass)
c_expression= collections.Counter(expression)
c_face_shape = collections.Counter(face_shape)
print(c_face_shape)
print(type(c_glass))

关于一些参数的饼图

       做到这一步，我就不得不要吐槽一下pyecharts在jupyter里边的渲染了，这个js文件有时候死活就是引用不成功。我也找了好多方法也没啥效果，最后只能导出图片，然而这样就失去了pyecharts这个库的意义了，就做不到交互的效果了😑

from pyecharts.charts import *
from pyecharts import options as opts
from pyecharts.faker import Faker
from pyecharts.commons.utils import JsCode
from pyecharts.render import make_snapshot
from snapshot_selenium import snapshot
import random
import math
from pyecharts.globals import CurrentConfig,OnlineHostType
# CurrentConfig.ONLINE_HOST = OnlineHostType.NOTEBOOK_HOST
CurrentConfig.ONLINE_HOST = "https://cdn.kesci.com/lib/pyecharts_assets/"

def pie_multiple():
    pie = Pie(init_opts=opts.InitOpts(theme='light',
                                      width='1000px',
                                      height='800px'))
    pie.add("性别",
            c_sex.most_common(2),
            radius=["15%", "40%"],
            center=["25%", "30%"])

    # 添加多个饼图
    pie.add("是否戴眼镜(none为不戴，common带普通眼镜)",
            c_glass.most_common(2),
            radius=["15%", "40%"],
            center=["25%", "75%"])
    pie.add("是否有笑容(none为没笑容，smile为微笑)",
            c_expression.most_common(3),
            radius=["15%", "40%"],
            center=["75%", "30%"])
    pie.add("脸型",
            c_face_shape.most_common(4),
            radius=["15%", "40%"],
            center=["75%", "75%"])
    
    pie.set_global_opts(title_opts=opts.TitleOpts(title="各指标比例"))
    
    pie.set_series_opts(
        # 自定义数据标签
        label_opts=opts.LabelOpts(position='top',
                                  color='red',
                                  font_family='Arial',
                                  font_size=12,
                                  font_style='italic',
                                  interval=1,
                                  formatter='{b}:{d}%'))

    return pie


chart = pie_multiple()
make_snapshot(snapshot, chart.render(), "pie.png")
# chart.render_notebook()

 

颜值分数分布图

x_data = [str(df['学号'][i]) for i in range(count)]
y_data = [df['颜值'][i] for i in range(count)]
color_js = """
            new echarts.graphic.LinearGradient(
                                0, 
                                1, 
                                0, 
                                0,
                                [{offset: 0, color: '#9796f0'}, 
                                 {offset: 1, color: '#fbc7d4'}], 
                                false)
           """
chart = Scatter(init_opts=opts.InitOpts(theme='light', width='2000px', height='600px'))
chart.add_xaxis(x_data)
chart.add_yaxis("颜值分数", y_data, itemstyle_opts=opts.ItemStyleOpts(color=JsCode(color_js)),
                # 设置symbol
                symbol=symbols[33])
chart.set_global_opts(
    title_opts=opts.TitleOpts(title="颜值对比"),
    visualmap_opts=opts.VisualMapOpts(is_show=False, type_='size',
                                      min_=30, max_=70, range_size=[20, 50]),
)
make_snapshot(snapshot, chart.render(), "颜值分数分布图.png")
# chart.render_notebook()

颜值分数柱状图

zz = list(zip(x_data,y_data))
result = sorted(zz,key=lambda x:x[1],reverse=True)

def bar_datazoom_both_way():
    bar = Bar(init_opts=opts.InitOpts(theme='light',
                                      width='1000px',
                                      height='600px'))
    bar.add_xaxis(x_data)
    bar.add_yaxis("",y_data)
    # 通过list传入两个datazoom_opts
    bar.set_global_opts(datazoom_opts=[opts.DataZoomOpts(),
                                       opts.DataZoomOpts(type_='inside', range_start=50, range_end=100)],
                                       visualmap_opts=opts.VisualMapOpts())
    return bar


chart = bar_datazoom_both_way()
# chart.render_notebook()
make_snapshot(snapshot, chart.render(), "颜值分数图.png")

 

 

看到这里你是不是以为快要结束了？？？

是的，确实快结束了。

 

结论

      通过上面那张饼图，我们可以看出，我分析的那个班，小姐姐比较多（真羡慕😤，我们计算机女生都没几个），还有大家伙拍照的时候都不笑的嘛，笑起来，才会好看嘛hhh，还有就是戴眼镜，这个班戴眼镜的人居然比不戴眼镜的人少？？？什么鬼（我推了一下滑下来的👓）在脸型这一块的话，大家脸型都挺好的，没有出现大饼脸啊方脸啥的，但是国字脸的我为什么心这么疼。

      最后，我们再来看看最受人瞩目的颜值，最高的是76.59分，诶，这个时候有人会说了：就这？才76分？？我想说的是，能被打到70分以上的都可以了，因为明星也差不多这个分数。然而，我学生卡上的照片竟然只有40来分😭，我不要面子的吗？？？

      然后，因为最近我周围有些女生在追时代少年团，我就去分析了一波，结果奉上👇

最后的最后

       感谢AwesomeTang💥 💥大佬的文章，让我学习了很多。这里附上地址。