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本文采用比特币网站作为爬取目标(https://www.ibtctrade.com/),从中获取prices、CNY、市值等,然后导出所得到的数据到excel、sqlite数据中。使用pyarm中的flask框架搭建可视化平台,使用sqlite数据库的数据制作简单的网页,并制作折线图、柱状图、散点图等等。
代码如下:
from bs4 import BeautifulSoup
import re
import urllib.error,urllib.request
import xlwt
import sqlite3
代码如下:
baseURL = 'https://www.ibtctrade.com/cryptocurrency/p_' #比特币交易网的数据一共有27页,分别在此网址上加上后缀,即可实现每个网页的获取
head = {'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.3904.108 Safari/537.36'
}
request = urllib.request.Request(url,headers=head)
html = ""
response = urllib.request.urlopen(request)
html = response.read().decode('utf-8')
# print(html)
return html
该处使用的url网络请求的数据。
代码如下:
findjname = re.compile(r'<strong data-v-2dd1dc90="">(.*?)</strong>')
findname = re.compile(r'<span data-v-2dd1dc90="">(.*?)</span>')
findnewprice = re.compile(r'<li data-v-2dd1dc90="">\n(.*?)</li>',re.S)
findtwofourzhangdie = re.compile(r'<li class=".*" data-v-2dd1dc90="">(.*?)</li>',re.S)
# findtwofourdie = re.compile(r'<li class="down" data-v-2dd1dc90="">(.*?)</li>',re.S)
findcny = re.compile(r'<li data-v-2dd1dc90="">\n(.*?)</li>',re.S)
findshizhi = re.compile(r'<li data-v-2dd1dc90="">\n(.*?)</li>',re.S)
def getdata(baseURL):
datalist = []
for i in range(1,28):
url = baseURL + str(i)+'.html'
html = askurl(url)
soup = BeautifulSoup(html,'html.parser')
for item in soup.select('.content>a'):
data =[]
# print(item)
item = str(item)
jname = re.findall(findjname,item)[0]
data.append(jname)
name = re.findall(findname,item)[0]
data.append(name)
# print(data)
newprice = re.findall(findnewprice,item)[0]
data.append(newprice.strip())
twofourzhangdie = re.findall(findtwofourzhangdie,item)[0]
data.append(twofourzhangdie.strip())
cny = re.findall(findcny,item)[1]
data.append(cny.strip())
shizhi = re.findall(findshizhi,item)[2]
data.append(shizhi.strip())
datalist.append(data)
# print(datalist)
return datalist
# print(html)
return html
使用正则表达式进行数据的筛选和清洗
代码如下:
path = "比特币简易数据.xls"
dbpath = "比特币.db"
# askurl(baseURL)
def savedata(datalist,path):
print('正在saving·······')
book = xlwt.Workbook(encoding='utf-8',style_compression=0)
sheet = book.add_sheet('比特币数据',cell_overwrite_ok=True)
col = ('简称','全称','最新价格','24H涨跌幅','24H成交额','市值')
for i in range(0,6):
sheet.write(0,i,col[i])
for i in range(0,700):
data = datalist[i]
for j in range(0,6):
sheet.write(i+1,j,data[j])
book.save(path)
代码如下:
path = "比特币简易数据.xls"
dbpath = "比特币.db"
# askurl(baseURL)
ef savedb(datalist,dbpath):
init_db(dbpath)
conn = sqlite3.connect(dbpath)
cur = conn.cursor()
for data in datalist:
for i in range(len(data)):
data[i] = '"' +data[i]+'"'
sql = """
insert into bitebi750
(jname, name,newprice,twofourzhangdie,cny,shizhi)
values(%s)"""%','.join(data)
cur.execute(sql)
conn.commit()
cur.close()
conn.close()
def init_db(dbpath):
sql = '''
create table bitebi750
(id integer primary key autoincrement,
jname text,
name text,
newprice text,
twofourzhangdie text,
cny text,
shizhi text)
'''
conn =sqlite3.connect(dbpath)
cursor =conn.cursor()
cursor.execute(sql)
conn.commit()
conn.close()
提示:这里对文章进行总结:
在app.py中对sqlite数据库的数据进行提取处理,主要把参数,传给所需要的数据,来制作图表,每个html的代码过多,不在贴出,可根据index.html自行修改.
from flask import Flask,render_template
import sqlite3
app = Flask(__name__)
@app.route('/')
def index():
return render_template('index.html')
@app.route('/shuju')
def e():
datalist = []
con = sqlite3.connect("比特币.db")
cur = con.cursor()
sql = "select*from bitebi750"
data = cur.execute(sql)
for item in data:
datalist.append(item)
cur.close()
con.close()
return render_template('shuju.html',movies = datalist)
@app.route('/zhangdie')
def zhangdie():
num = []
sum = []
con = sqlite3.connect("比特币.db")
cur = con.cursor()
sql = "select jname,twofourzhangdie from bitebi750 limit 0,70"
data = cur.execute(sql)
for item in data:
num.append(str(item[0]))
sum.append(float(item[1][:-1]))
cur.close()
con.close()
return render_template("zhangdie.html",num = num ,sum = sum)
@app.route('/wordcloud')
def wordcloud():
return render_template('wordcloud.html')
@app.route('/qujian')
def qujian():
num = []
sum = []
con = sqlite3.connect("比特币.db")
cur = con.cursor()
sql = "select jname,newprice from bitebi750 limit 0,15"
data = cur.execute(sql)
for item in data:
num.append(str(item[0]))
sum.append(float(item[1][1:]))
cur.close()
con.close()
return render_template('qujian.html',num = num ,sum = sum)
@app.route('/sandian')
def sandian():
num = []
sum = []
yum = []
con = sqlite3.connect("比特币.db")
cur = con.cursor()
sql = "select jname,twofourzhangdie,shizhi from bitebi750 limit 0,50"
data = cur.execute(sql)
for item in data:
num.append(str(item[0]))
sum.append(float(item[1][:-1]))
yum.append(float(item[2][1:-1]))
cur.close()
con.close()
return render_template('sandian.html',num = num ,sum = sum ,yum =yum)
@app.route('/shuliang')
def shuliang():
q = 0
w = 0
e = 0
r = 0
t = 0
y = 0
u = 0
sum = []
con = sqlite3.connect("比特币.db")
cur = con.cursor()
sql = "select jname,shizhi from bitebi750 limit 0,204"
data = cur.execute(sql)
for item in data:
sum.append(float(item[1][1:-1]))
for i in sum:
if i>500 and i<1000:
q += 1
elif i>100 and i<500:
w+=1
elif i>1 and i<100:
e+=1
sql = "select jname,shizhi from bitebi750 limit 204,700"
data = cur.execute(sql)
for item in data:
sum.append(float(item[1][1:-1]))
for i in sum:
if i>100 and i<=1000:
r+=1
elif i>1000 and i<9999:
y+=1
elif i > 1 and i < 10:
t+=1
elif i > 10 and i < 100:
u+=1
cur.close()
con.close()
return render_template("shuliang.html",q=q,w=w,e=e,r=r,t=t,y=y,u=u)
if __name__ == '__main__':
app.run()
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<h1 class="text-light"><a href="index.html"><span>爬取成果分析及展示</span></a></h1>
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<h2 class="animated fadeInDown">关于<span>比特币</span></h2>
<p class="animated fadeInUp">比特币(Bitcoin)的概念最初由中本聪在2008年11月1日提出,并于2009年1月3日正式诞生。根据中本聪的思路设计发布的开源软件以及建构其上的P2P网络。比特币是一种P2P形式的虚拟的加密数字货币。点对点的传输意味着一个去中心化的支付系统。</p>
<a href="https://baike.baidu.com/item/%E6%AF%94%E7%89%B9%E5%B8%81/4143690?fr=aladdin" class="btn-get-started animated fadeInUp scrollto">点击了解更多</a>
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<h2 class="animated fadeInDown">比特币交易网</h2>
<p class="animated fadeInUp">比特币交易网App实时跟踪比特币交易动态,比特币相关行业资讯,交易行情,支持比特币交易信息发布,并开通分析专栏提供权威的比特币行情解析,汇集和总结业界观点,为比特币交易提供专业的、权威的、具有参考价值的比特币交易平台。
</p>
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<h2 class="animated fadeInDown">比特币风险评估</h2>
<p class="animated fadeInUp">自2009年比特币诞生以来,因其特有的流通方式与价格波动规律,迅速受到资本家与金融投资者的关注与追捧.比特币的实质是当代网络信息技术与密码学的结合,颠覆了人们对货币流通方式的认知观念.本文以传统货币的货币职能对比特币进行讨论,同时对比特币在流通当中所暴露出的风险进行分析..</p>
<a href="https://xueshu.baidu.com/usercenter/paper/show?paperid=100q0p70du0s0e107v6g08a0h4317190&site=xueshu_se" class="btn-get-started animated fadeInUp scrollto">Read More</a>
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<div class="section-title">
<h2>Services</h2>
</div>
<div class="row">
<div class="col-lg-4 col-md-6 icon-box" data-aos="fade-up">
<div class="icon"><a href="/shuju"><i class="icofont-computer"></a></i></div>
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<p class="description">共整合了741条数据供分析</p>
</div>
<div class="col-lg-4 col-md-6 icon-box" data-aos="fade-up" data-aos-delay="100">
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<h4 class="title"><a href="">最具竞争力的币种</a></h4>
<p class="description">看看那个最厉害</p>
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<h4 class="title"><a href="">热门币种市值与涨跌幅关系</a></h4>
<p class="description">只要热门肯定就会涨的啦</p>
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</div>
<div class="row">
<div class="col-lg-12">
<ul id="portfolio-flters">
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</ul>
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<h4>App 1</h4>
<p>App</p>
<div class="portfolio-links">
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<div class="portfolio-wrap">
<img src="static/assets/img/portfolio/2.jpg" class="img-fluid" alt="">
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<h4>Web 3</h4>
<p>Web</p>
<div class="portfolio-links">
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<div class="portfolio-wrap">
<img src="static/assets/img/portfolio/3.jpg" class="img-fluid" alt="">
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<h4>App 2</h4>
<p>App</p>
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<p>Card</p>
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<div class="portfolio-wrap">
<img src="static/assets/img/portfolio/5.jpg" class="img-fluid" alt="">
<div class="portfolio-info">
<h4>Web 2</h4>
<p>Web</p>
<div class="portfolio-links">
<a href="static/assets/img/portfolio/5.jpg" data-gall="portfolioGallery" class="venobox" title="Web 2"><i class="icofont-eye"></i></a>
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<div class="portfolio-wrap">
<img src="static/assets/img/portfolio/6.jpg" class="img-fluid" alt="">
<div class="portfolio-info">
<h4>App 3</h4>
<p>App</p>
<div class="portfolio-links">
<a href="static/assets/img/portfolio/6.jpg" data-gall="portfolioGallery" class="venobox" title="App 3"><i class="icofont-eye"></i></a>
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<div class="portfolio-wrap">
<img src="static/assets/img/portfolio/7.jpg" class="img-fluid" alt="">
<div class="portfolio-info">
<h4>Card 1</h4>
<p>Card</p>
<div class="portfolio-links">
<a href="static/assets/img/portfolio/7.jpg" data-gall="portfolioGallery" class="venobox" title="Card 1"><i class="icofont-eye"></i></a>
<a href="#" title="More Details"><i class="icofont-external-link"></i></a>
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<div class="portfolio-info">
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<p>Card</p>
<div class="portfolio-links">
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<img src="static/assets/img/portfolio/9.jpg" class="img-fluid" alt="">
<div class="portfolio-info">
<h4>Web 3</h4>
<p>Web</p>
<div class="portfolio-links">
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<h4>xiangbo zhu</h4>
<span>队长</span>
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<div class="section-title">
<h2>比特币数据展示</h2>
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<script type="text/javascript">
var dom = document.getElementById("main");
var myChart = echarts.init(dom);
var app = {};
option = null;
option = {
title: {
text: ‘比特币价格饼图’,
subtext: ‘前15位’,
left: ‘center’
},
tooltip: {
trigger: ‘item’,
formatter: ‘{a}
{b} : {c} ({d}%)’
},
legend: {
orient: ‘vertical’,
left: ‘left’,
data: [{{ num[0]|tojson }}, {{ num[1]|tojson }},{{ num[2]|tojson }},{{ num[3]|tojson }}, {{ num[4]|tojson }},{{ num[5]|tojson }},{{ num[6]|tojson }},{{ num[7]|tojson }},{{ num[8]|tojson }},{{ num[9]|tojson }},
{{ num[10]|tojson }},{{ num[11]|tojson }},{{ num[12]|tojson }},{{ num[13]|tojson }},{{ num[14]|tojson }}]
},
series: [
{
name: ‘访问来源’,
type: ‘pie’,
radius: ‘55%’,
center: [‘50%’, ‘60%’],
data: [
{value: {{ sum[0]|tojson }}, name: {{ num[0]|tojson }}},
{value: {{ sum[1]|tojson }}, name: {{ num[1]|tojson }}},
{value: {{ sum[2]|tojson }}, name: {{ num[2]|tojson }}},
{value: {{ sum[3]|tojson }}, name: {{ num[3]|tojson }}},
{value: {{ sum[4]|tojson }}, name: {{ num[4]|tojson }}},
{value: {{ sum[5]|tojson }}, name: {{ num[5]|tojson }}},
{value: {{ sum[6]|tojson }}, name: {{ num[6]|tojson }}},
{value: {{ sum[7]|tojson }}, name: {{ num[7]|tojson }}},
{value: {{ sum[8]|tojson }}, name: {{ num[8]|tojson }}},
{value: {{ sum[9]|tojson }}, name: {{ num[9]|tojson }}},
{value: {{ sum[10]|tojson }}, name: {{ num[10]|tojson }}},
{value: {{ sum[11]|tojson }}, name: {{ num[11]|tojson }}},
{value: {{ sum[12]|tojson }}, name: {{ num[12]|tojson }}},
{value: {{ sum[13]|tojson }}, name: {{ num[13]|tojson }}},
{value: {{ sum[14]|tojson }}, name: {{ num[14]|tojson }}}
],
emphasis: {
itemStyle: {
shadowBlur: 10,
shadowOffsetX: 0,
shadowColor: 'rgba(0, 0, 0, 0.5)'
}
}
}
]
};
if (option && typeof option === “object”) {
myChart.setOption(option, true);
}
</div>
</div>
</section><!-- End Counts Section -->
</div>
</section><!-- End Our Team Section -->
<div class="container">
<div class="section-title">
<h2>比特币数据展示</h2>
</div>
<!-- 为 ECharts 准备一个具备大小(宽高)的 DOM -->
<div id="main" style="width : 1000px ;height:800px;"></div>
<script type="text/javascript">
var dom = document.getElementById("main");
var myChart = echarts.init(dom);
var app = {};
option = null;
var data = [[1,{{ sum[0]|tojson }},{{ yum[0]|tojson }},{{ num[0]|tojson }}],
[2,{{ sum[1]|tojson }},{{ yum[1]|tojson }},{{ num[1]|tojson }}],
[3,{{ sum[2]|tojson }},{{ yum[2]|tojson }},{{ num[2]|tojson }}],
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[10,{{ sum[9]|tojson }},{{ yum[9]|tojson }},{{ num[9]|tojson }}],
[11,{{ sum[10]|tojson }},{{ yum[10]|tojson }},{{ num[10]|tojson }}],
[12,{{ sum[11]|tojson }},{{ yum[11]|tojson }},{{ num[11]|tojson }}],
[13,{{ sum[12]|tojson }},{{ yum[12]|tojson }},{{ num[12]|tojson }}],
[14,{{ sum[13]|tojson }},{{ yum[13]|tojson }},{{ num[13]|tojson }}],
[15,{{ sum[14]|tojson }},{{ yum[14]|tojson }},{{ num[14]|tojson }}],
[16,{{ sum[15]|tojson }},{{ yum[15]|tojson }},{{ num[15]|tojson }}],
[17,{{ sum[16]|tojson }},{{ yum[16]|tojson }},{{ num[16]|tojson }}],
[18,{{ sum[17]|tojson }},{{ yum[17]|tojson }},{{ num[17]|tojson }}],
[19,{{ sum[18]|tojson }},{{ yum[18]|tojson }},{{ num[18]|tojson }}],
[20,{{ sum[19]|tojson }},{{ yum[19]|tojson }},{{ num[19]|tojson }}],
[21,{{ sum[20]|tojson }},{{ yum[20]|tojson }},{{ num[20]|tojson }}],
[22,{{ sum[21]|tojson }},{{ yum[21]|tojson }},{{ num[21]|tojson }}],
[23,{{ sum[22]|tojson }},{{ yum[22]|tojson }},{{ num[22]|tojson }}],
[24,{{ sum[23]|tojson }},{{ yum[23]|tojson }},{{ num[23]|tojson }}],
[25,{{ sum[24]|tojson }},{{ yum[24]|tojson }},{{ num[24]|tojson }}],
[26,{{ sum[25]|tojson }},{{ yum[25]|tojson }},{{ num[25]|tojson }}],
[27,{{ sum[26]|tojson }},{{ yum[26]|tojson }},{{ num[26]|tojson }}],
[28,{{ sum[27]|tojson }},{{ yum[27]|tojson }},{{ num[27]|tojson }}],
[29,{{ sum[28]|tojson }},{{ yum[28]|tojson }},{{ num[28]|tojson }}],
[30,{{ sum[29]|tojson }},{{ yum[29]|tojson }},{{ num[29]|tojson }}]
],
option = {
backgroundColor: new echarts.graphic.RadialGradient(0.3, 0.3, 0.8, [{
offset: 0,
color: ‘#f7f8fa’
}, {
offset: 1,
color: ‘#cdd0d5’
}]),
title: {
text: ‘排名前五十市值与涨跌幅关系’
},
legend: {
right: 10,
data: [‘1’, ‘2’]
},
xAxis: {
itemStyle: {
normal: {
label: {
show: true,
positiong: ‘top’,
formatter: ‘{c}%’
}
}
},
splitLine: {
lineStyle: {
type: ‘dashed’
}
}
},
yAxis: {
axisLabel: {
formatter: ‘{value} %’
},
splitLine: {
lineStyle: {
type: ‘dashed’
}
},
scale: true
},
series: [{
name: '-',
data: data,
type: 'scatter',
symbolSize: function (data) {
return Math.sqrt(data[2]) ;
},
emphasis: {
label: {
show: true,
formatter: function (param) {
return param.data[3];
},
position: 'top'
}
},
itemStyle: {
shadowBlur: 10,
shadowColor: 'rgba(120, 36, 50, 0.5)',
shadowOffsetY: 5,
color: new echarts.graphic.RadialGradient(0.4, 0.3, 1, [{
offset: 0,
color: 'rgb(251, 118, 123)'
}, {
offset: 1,
color: 'rgb(204, 46, 72)'
}])
}
}]
}
if (option && typeof option === "object") {
myChart.setOption(option, true);
}
</script>
</div>
</div>
</section><!-- End Counts Section -->
</div>
</section><!-- End Our Team Section -->
<section class="counts section-bg">
<div class="container">
<table class="table table_striped">
<tr>
<td>排名</td>
<td>简称</td>
<td>全称</td>
<td>当前价格</td>
<td>24小时涨跌幅</td>
<td>交易额</td>
<td>市值</td>
</tr>
{% for movie in movies %}
<tr>
<td>{{ movie[0] }}</td>
<td>
{{ movie[1] }}
</td>
<td>{{ movie[2] }}</td>
<td>{{ movie[3] }}</td>
<td>
{{ movie[4] }}
</td>
<td>{{ movie[5] }}</td>
<td>{{ movie[6] }}</td>
</tr>
{% endfor %}
</table>
</div>
</section><!-- End Counts Section -->
</div>
</section><!-- End Our Team Section -->
<div class="container">
<div class="section-title">
<h2>比特币数据展示</h2>
</div>
<!-- 为 ECharts 准备一个具备大小(宽高)的 DOM -->
<div id="main" style="width : 1000px ;height:800px;"></div>
<script type="text/javascript">
var dom = document.getElementById("main");
var myChart = echarts.init(dom);
var app = {};
option = {
color: [‘#3398DB’],
tooltip: {
trigger: ‘axis’,
axisPointer: { // 坐标轴指示器,坐标轴触发有效
type: ‘shadow’ // 默认为直线,可选为:‘line’ | ‘shadow’
}
},
grid: {
left: ‘3%’,
right: ‘4%’,
bottom: ‘3%’,
containLabel: true
},
xAxis: [
{
type: ‘category’,
data: [‘500亿-1000亿’, ‘100亿-500亿’, ‘1亿-100亿’, ‘1000万-9999万’, ‘100万-1000万’,‘10万-100万’,‘1万-10万’],
axisTick: {
alignWithLabel: true
}
}
],
yAxis: [
{
type: ‘value’
}
],
series: [
{
name: ‘数据’,
type: ‘bar’,
barWidth: ‘60%’,
data: [{{ q }}, {{ w }}, {{ e }}, {{ y }}, {{ r }}, {{ u }}, {{ t }},]
}
]
};
if (option && typeof option === "object") {
myChart.setOption(option, true);
}
</script>
</div>
</div>
</section><!-- End Counts Section -->
</div>
</section><!-- End Our Team Section -->
<div class="section-title">
<h2>比特币数据展示</h2>
</div>
<!-- 为 ECharts 准备一个具备大小(宽高)的 DOM -->
<div id="main" style="width: 1000px ;height:750px;"></div>
<script type="text/javascript">
var dom = document.getElementById("main");
var myChart = echarts.init(dom);
var app = {};
option = null;
option = {
tooltip: {
trigger: ‘axis’,
position: function (pt) {
return [pt[0], ‘10%’];
}
},
title: {
left: ‘center’,
text: ‘排名前七十比特币市值涨跌图’,
},
toolbox: {
feature: {
dataZoom: {
yAxisIndex: ‘none’
},
restore: {},
saveAsImage: {}
}
},
xAxis: {
type: ‘category’,
boundaryGap: false,
data: {{ num|tojson }}
},
yAxis: {
axisLabel: {
formatter: ‘{value} %’
},
type: ‘value’,
boundaryGap: [0, ‘100%’]
},
dataZoom: [{
type: ‘inside’,
start: 0,
end: 10
}, {
start: 0,
end: 10,
handleIcon: ‘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’,
handleSize: ‘80%’,
handleStyle: {
color: ‘#fff’,
shadowBlur: 3,
shadowColor: ‘rgba(0, 0, 0, 0.6)’,
shadowOffsetX: 2,
shadowOffsetY: 2
}
}],
series: [
{
name: ‘数据’,
type: ‘line’,
smooth: true,
symbol: ‘none’,
sampling: ‘average’,
itemStyle: {
color: ‘rgb(255, 70, 131)’
},
areaStyle: {
color: new echarts.graphic.LinearGradient(0, 0, 0, 1, [{
offset: 0,
color: ‘rgb(255, 158, 68)’
}, {
offset: 1,
color: ‘rgb(255, 70, 131)’
}])
},
data: {{ sum|tojson }}
}
]
};
;
if (option && typeof option === "object") {
myChart.setOption(option, true);
}
</script>
</div>
<div class="row no-gutters">
<div class="col-lg-6 video-box">
<img src="static/assets/234.jpg" class="img-fluid" alt="">
</div>
<div class="col-lg-6 d-flex flex-column justify-content-center about-content">
<div class="section-title">
<h2>词云</h2>
<p>采用比特币的名称来制作图云,当中network, 币,比特,coin,chain等词出现的频率很高,说明了比特币的命名与本身所包含的意义相关</p>
</div>
<div class="icon-box" data-aos="fade-up" data-aos-delay="100">
<div class="icon"><i class="bx bx-fingerprint"></i></div>
<h4 class="title"><a href="">Lorem Ipsum</a></h4>
<p class="description">222</p>
</div>
</div>
</div>
</div>
</section><!-- End About Us Section -->
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