適用抖音、快手視頻和標題獲取
1、前言
本篇介紹從電腦如何安裝多版本Chrome到Java結(jié)合selenium爬蟲實現(xiàn)網(wǎng)頁、API數(shù)據(jù)獲取技術(shù)，抖音和快手也會不定期會更新請求方式，注意版本適配。適用win10，win11，有需要的小伙伴可以繼續(xù)往下看。
2、環(huán)境配置
2.1、瀏覽器環(huán)境
瀏覽器安裝參考鏈接：點擊鏈接
首先電腦任意盤創(chuàng)建文件夾（根據(jù)自己喜好命名），暫且命名為old_chrome，在網(wǎng)上下載主啟動GoogleChromePortable.exe文件放置到old_chrome文件下
GoogleChromePortable.exe下載地址：點擊鏈接
通過360壓縮或其他壓縮軟件右擊打開，不是解壓，是右擊選擇360壓縮軟件打開，把GoogleChromePortable.exe拖出來（如上圖所示）
在old_chrome下創(chuàng)建一個新的文件夾，為了方便查看，我使用的114版本，文件命名為old_chrome114，在網(wǎng)上下載對應Chrome版本的離線安裝包(一般文件大小>50MB為離線安裝包),后綴為.exe的文件，放到old_chrome114文件下。
如果找不到離線安裝包，可參考Chrome 的107以前版本下載地址：點擊鏈接
然后查看安裝包按照下圖所示步驟，右擊點擊屬性，點擊數(shù)字前面，雙擊下面簽名者名稱，查看數(shù)字簽名信息是否正常，此處必須數(shù)字簽名正常的情況才可以進行后續(xù)操作。
然后用同樣的方法，右擊選擇360壓縮軟件打開看到chrome.7z。
新建文件夾APP，把chrome.7z文件拖拽到APP文件下進行解壓，得到Chrome-bin文件。chrome.7z壓縮包就可以刪除了
把開始下載好的GoogleChromePortable.exe文件復制到old_chrome114文件下，我這里名字改加了版本號改成了GoogleChromePortable114.exe。
然后雙擊GoogleChromePortable114.exe就可以啟動114版本的瀏覽器了，啟動之后會在當前文件夾里面創(chuàng)建一個Data文件夾存放數(shù)據(jù)。之后可以在瀏覽器里面查看關(guān)于Chrome，查看版本，下圖我兩個不同谷歌瀏覽器的運行展示。也可以右擊GoogleChromePortable114.exe點擊發(fā)送到——桌面快捷方式，即可在桌面創(chuàng)建快捷訪問，如果想安裝多個版本的瀏覽器可以按照這種操作逐個添加。
2.2、瀏覽器驅(qū)動
百度下載對應的Chrome驅(qū)動chromedriver，放到對應版本的文件下，然后進行解壓，拿到chromedriver.exe，記住這個路徑。
2.3、開發(fā)環(huán)境
開發(fā)使用的jdk1.8，搭建的spring項目
爬蟲使用依賴4.10版本
<!--爬蟲-->
<dependency>
<groupId>org.seleniumhq.selenium</groupId>
<artifactId>selenium-java</artifactId>
<version>4.10.0</version>
</dependency>
<dependency>
<groupId>org.seleniumhq.selenium</groupId>
<artifactId>selenium-chromium-driver</artifactId>
<version>4.10.0</version>
</dependency>
<dependency>
<groupId>org.seleniumhq.selenium</groupId>
<artifactId>selenium-devtools-v114</artifactId>
<version>4.10.0</version>
</dependency>
3、抖音爬蟲獲取
因為抖音改版后不能直接通過API獲取視頻鏈接和標題，視頻鏈接可以通過API獲取，標題需要通過請求前端html，通過截取獲得。文章來源：http://www.zghlxwxcb.cn/news/detail-805724.html
3.1、視頻獲取
package cn.executor;
import cn.hutool.http.HttpUtil;
import cn.perfectlinks.node.properties.RemoveWatermarkProperties;
import cn.perfectlinks.node.utils.RemoveWatermarkConstant;
import cn.perfectlinks.node.vo.VideoRemoveWatermarkVo;
import cn.perfectlinks.node.vo.VideoUrlVo;
import com.alibaba.fastjson2.JSONObject;
import lombok.RequiredArgsConstructor;
import lombok.SneakyThrows;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.StringUtils;
import org.openqa.selenium.chrome.ChromeDriver;
import org.openqa.selenium.chrome.ChromeOptions;
import org.openqa.selenium.devtools.DevTools;
import org.openqa.selenium.devtools.v114.network.Network;
import org.openqa.selenium.devtools.v114.network.model.Request;
import org.springframework.stereotype.Component;
import java.io.IOException;
import java.util.Objects;
import java.util.Optional;
import java.util.concurrent.TimeUnit;
import java.util.regex.Matcher;
import java.util.regex.Pattern;
@Component
@Slf4j
@RequiredArgsConstructor
public class DYVideo{
private final RemoveWatermarkProperties removeWatermarkProperties;
@SneakyThrows
public VideoRemoveWatermarkVo executor(String oldVideoUrl) throws IOException {
log.info("請求參數(shù)："+ oldVideoUrl);
VideoRemoveWatermarkVo videoRemoveWatermarkVo = new VideoRemoveWatermarkVo();
// 拿到分享鏈接中的視頻地址
String filterUrl = this.filterUrl(oldVideoUrl);
// 視頻解析
if (oldVideoUrl.contains(RemoveWatermarkConstant.D_Y_COM)) {
// dou_yin由于有真人驗證問題需要多掉幾次接口
Integer n = RemoveWatermarkConstant.ZERO;
do {
n++;
// videoRemoveWatermarkVo = this.douYinParseUrl(filterUrl);
VideoUrlVo videoUrlVo = this.getTrueAddress(filterUrl, RemoveWatermarkConstant.D_Y_TYPE);
//去水印
videoRemoveWatermarkVo.setUrl(videoUrlVo.getResponseVideoUrl().replaceAll(RemoveWatermarkConstant.PLAY_WM, RemoveWatermarkConstant.PLAY));
} while (
StringUtils.isBlank(videoRemoveWatermarkVo.getUrl())
&& n <= RemoveWatermarkConstant.FIVE
);
} else {
throw new Exception(RemoveWatermarkConstant.ONLY_SUPPORT_ERR);
}
if (videoRemoveWatermarkVo.getUrl() == null){
throw new Exception(RemoveWatermarkConstant.SHARING_FAILURE);
}
return videoRemoveWatermarkVo;
}
/**
* 方法描述: 抖音視頻去水印
*/
private VideoRemoveWatermarkVo douYinParseUrl(String url) {
VideoRemoveWatermarkVo videoRemoveWatermarkVo = new VideoRemoveWatermarkVo();
try {
VideoUrlVo trueAddress = this.getTrueAddress(url, RemoveWatermarkConstant.D_Y_TYPE);
log.info(RemoveWatermarkConstant.D_Y_DATA, trueAddress);
if (StringUtils.isBlank(trueAddress.getResponseVideoUrl())) return videoRemoveWatermarkVo;
// 調(diào)抖音接口獲取視頻數(shù)據(jù)
String jsonStr = HttpUtil.get(trueAddress.getResponseVideoUrl());
log.info(RemoveWatermarkConstant.D_Y_API_DATA, jsonStr);
if (StringUtils.isBlank(jsonStr)) return videoRemoveWatermarkVo;
JSONObject obj = JSONObject.parseObject(jsonStr);
// 獲取當前的視頻的真實url
String videoAddress = obj.getJSONArray(RemoveWatermarkConstant.ITEM_LIST)
.getJSONObject(RemoveWatermarkConstant.ZERO)
.getJSONObject(RemoveWatermarkConstant.VIDEO)
.getJSONObject(RemoveWatermarkConstant.PLAY_ADDR)
.getJSONArray(RemoveWatermarkConstant.URL_LIST)
.get(RemoveWatermarkConstant.ZERO)
.toString();
// 把playwm替換成play
videoAddress = videoAddress.replaceAll(RemoveWatermarkConstant.PLAY_WM, RemoveWatermarkConstant.PLAY);
// 視頻標題
String title = obj.getJSONArray(RemoveWatermarkConstant.ITEM_LIST)
.getJSONObject(RemoveWatermarkConstant.ZERO)
.getString(RemoveWatermarkConstant.DESC);
videoRemoveWatermarkVo.setUrl(videoAddress)
.setTitle(title);
} catch (Exception e) {
log.error(RemoveWatermarkConstant.D_Y_API_ERR, e.getMessage());
}
log.info("videoRemoveWatermarkVo參數(shù)：{}",videoRemoveWatermarkVo.toString());
return videoRemoveWatermarkVo;
}
/**
* 方法描述: 過濾分享鏈接的中文漢字
*/
private String filterUrl(String url) {
Matcher m = Pattern.compile(RemoveWatermarkConstant.REGEX).matcher(url);
if (m.find()) {
return url.substring(m.start(), m.end());
}
return "";
}
/**
* 爬取原視頻需要的地址和入?yún)? */
private VideoUrlVo getTrueAddress(String url, Integer type) {
VideoUrlVo videoUrlVo = new VideoUrlVo();
//本地測試驅(qū)動路徑
// System.setProperty(RemoveWatermarkConstant.DRIVER_URL, "D:\\Program Files\\old_chrome\\old_chrome114\\chromedriver114win32\\chromedriver.exe");
System.setProperty(RemoveWatermarkConstant.DRIVER_URL, removeWatermarkProperties.getDriver_url());
// 設(shè)置谷歌瀏覽器入?yún)?/span>
ChromeOptions options = new ChromeOptions();
//本地瀏覽器路徑
// options.setBinary("D:\\Program Files\\old_chrome\\old_chrome114\\APP\\Chrome-bin\\chrome.exe");
options.addArguments(RemoveWatermarkConstant.CHROME_USER_AGENT + RemoveWatermarkConstant.CHROME_USER_AGENT_ANDROID);
options.addArguments(RemoveWatermarkConstant.DISABLE_BLINK_FEATURES);
options.addArguments(RemoveWatermarkConstant.DISABLE_EXTENSIONS);
options.addArguments(RemoveWatermarkConstant.DISABLE_POPUP_BLOCKING);
// 設(shè)置瀏覽器選項，模擬移動設(shè)備
options.addArguments(RemoveWatermarkConstant.WINDOW_SIZE);
// 創(chuàng)建 ChromeDriver 并傳入 ChromeOptions
ChromeDriver driver = new ChromeDriver(options);
// 啟用 Chrome DevTools
DevTools devTools = driver.getDevTools();
devTools.createSession();
// 抖音是GET請求直接拿URL就行
//爬蟲更新后的抖音視頻獲取
devTools.addListener(Network.requestWillBeSent(), response -> {
Request request = response.getRequest();
if (Objects.nonNull(request) && request.getUrl().contains(RemoveWatermarkConstant.D_Y_VIDEO_URL)) {
videoUrlVo.setResponseVideoUrl(request.getUrl());
}
if (Objects.nonNull(request) && request.getUrl().contains(RemoveWatermarkConstant.D_Y_RE_VIDEO_URL)) {
videoUrlVo.setRedirectUrl(request.getUrl());
}
});
// 啟用監(jiān)聽器
devTools.send(Network.enable(Optional.empty(), Optional.empty(), Optional.empty()));
// 訪問目標網(wǎng)頁
driver.get(url);
try {
TimeUnit.SECONDS.sleep(2);
} catch (InterruptedException e) {
throw new RuntimeException(e);
}
// 關(guān)閉瀏覽器
driver.quit();
return videoUrlVo;
}
}
3.2、標題獲取
package cn.executor;
import cn.perfectlinks.node.properties.RemoveWatermarkProperties;
import cn.perfectlinks.node.utils.RemoveWatermarkConstant;
import com.perfectlinks.applink.common.core.exception.Assert;
import lombok.RequiredArgsConstructor;
import lombok.extern.slf4j.Slf4j;
import org.apache.http.HttpEntity;
import org.apache.http.HttpStatus;
import org.apache.http.client.ClientProtocolException;
import org.apache.http.client.methods.CloseableHttpResponse;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.utils.HttpClientUtils;
import org.apache.http.impl.client.CloseableHttpClient;
import org.apache.http.impl.client.HttpClients;
import org.apache.http.util.EntityUtils;
import org.springframework.stereotype.Component;
import java.io.IOException;
@Component
@Slf4j
@RequiredArgsConstructor
public class Title{
public String titleFetch(String redirectUrl){
CloseableHttpClient httpClient = HttpClients.createDefault();
CloseableHttpResponse response = null;
//2.創(chuàng)建get請求
HttpGet request = new HttpGet(redirectUrl);
//設(shè)置請求頭，將爬蟲偽裝成瀏覽器
request.setHeader("User-Agent", RemoveWatermarkConstant.CHROME_USER_AGENT_ANDROID);
try {
//3.執(zhí)行g(shù)et請求
response = httpClient.execute(request);
//4.判斷響應狀態(tài)為200，進行處理
Assert.isTrue(response.getStatusLine().getStatusCode() == HttpStatus.SC_OK, "視頻標題獲取失敗");
//5.獲取響應內(nèi)容
HttpEntity httpEntity = response.getEntity();
Assert.isTrue(httpEntity != null, "視頻標題獲取失敗");
String html = EntityUtils.toString(httpEntity, "utf-8");
String extractedContent = extractContent(html);
Assert.isTrue(!"".equals(extractedContent), "視頻標題獲取失敗");
return extractedContent.split("\"")[3].split(" - ")[0];
} catch (ClientProtocolException e) {
e.printStackTrace();
} catch (IOException e) {
e.printStackTrace();
} finally {
//6.關(guān)閉
HttpClientUtils.closeQuietly(response);
HttpClientUtils.closeQuietly(httpClient);
}
return null;
}
//截取字符串
public static String extractContent(String htmlString) {
String startTag = "name=\"description\" content=\"";
String endTag = "\"/><meta data-react-helmet=\"true\" name=\"keywords\"";
int startIndex = htmlString.indexOf(startTag);
int endIndex = htmlString.indexOf(endTag);
if (startIndex == -1 || endIndex == -1) {
return "";
}
return htmlString.substring(startIndex, endIndex);
}
}
4、快手爬蟲獲取
package cn.perfectlinks.node.executor;
import cn.hutool.http.HttpRequest;
import cn.hutool.http.HttpResponse;
import cn.hutool.json.JSONUtil;
import cn.perfectlinks.node.properties.RemoveWatermarkProperties;
import cn.perfectlinks.node.utils.RemoveWatermarkConstant;
import cn.perfectlinks.node.vo.VideoRemoveWatermarkVo;
import cn.perfectlinks.node.vo.VideoUrlVo;
import com.alibaba.fastjson2.JSONObject;
import lombok.RequiredArgsConstructor;
import lombok.SneakyThrows;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.StringUtils;
import org.openqa.selenium.chrome.ChromeDriver;
import org.openqa.selenium.chrome.ChromeOptions;
import org.openqa.selenium.devtools.DevTools;
import org.openqa.selenium.devtools.v114.network.Network;
import org.springframework.stereotype.Component;
import java.io.IOException;
import java.net.HttpURLConnection;
import java.net.URL;
import java.util.Objects;
import java.util.Optional;
import java.util.concurrent.TimeUnit;
import java.util.regex.Matcher;
import java.util.regex.Pattern;
@Component
@Slf4j
@RequiredArgsConstructor
public class KSVideo {
private final RemoveWatermarkProperties removeWatermarkProperties;
@SneakyThrows
public VideoRemoveWatermarkVo executor(String oldVideoUrl) throws IOException {
log.info("請求參數(shù)："+ oldVideoUrl);
VideoRemoveWatermarkVo videoRemoveWatermarkVo = new VideoRemoveWatermarkVo();
// 拿到分享鏈接中的視頻地址
String filterUrl = this.filterUrl(oldVideoUrl);
// 視頻解析
if (oldVideoUrl.contains(RemoveWatermarkConstant.K_S_COM)) {
videoRemoveWatermarkVo = this.ksParseUrl(filterUrl);
} else {
throw new Exception(RemoveWatermarkConstant.ONLY_SUPPORT_ERR);
}
if (videoRemoveWatermarkVo.getUrl() == null){
throw new Exception(RemoveWatermarkConstant.SHARING_FAILURE);
}
return videoRemoveWatermarkVo;
}
/**
* 方法描述: 快手視頻去水印
*/
private VideoRemoveWatermarkVo ksParseUrl(String url) {
VideoRemoveWatermarkVo videoRemoveWatermarkVo = new VideoRemoveWatermarkVo();
// 爬取請求數(shù)據(jù)
VideoUrlVo trueAddress = this.getTrueAddress(url, RemoveWatermarkConstant.K_S_TYPE);
log.info(RemoveWatermarkConstant.K_S_DATA, trueAddress.getResponseVideoUrl(), trueAddress.getReferer());
if (StringUtils.isBlank(trueAddress.getResponseVideoUrl()) || StringUtils.isBlank(trueAddress.getReferer()))
return videoRemoveWatermarkVo;
// 獲取快手cookie
this.getCookieInfo(trueAddress);
log.info(RemoveWatermarkConstant.K_S_COOKIE, trueAddress.getCookieInfo());
if (StringUtils.isBlank(trueAddress.getCookieInfo())) return videoRemoveWatermarkVo;
try {
if (StringUtils.isBlank(trueAddress.getVideoPostBody())) return videoRemoveWatermarkVo;
String videoPostBody = trueAddress.getVideoPostBody();
JSONObject obj = JSONObject.parseObject(videoPostBody);
// post請求設(shè)置請求體
cn.hutool.json.JSONObject map = JSONUtil.createObj();
this.setPostParams(obj, map);
if (StringUtils.isBlank(trueAddress.getResponseVideoUrl())) return videoRemoveWatermarkVo;
HttpResponse execute = HttpRequest.post(trueAddress.getResponseVideoUrl())
.header(RemoveWatermarkConstant.USER_AGENT, RemoveWatermarkConstant.CHROME_USER_AGENT_IPHONE)
.header(RemoveWatermarkConstant.COOKIE, trueAddress.getCookieInfo())
.header(RemoveWatermarkConstant.REFERER, trueAddress.getReferer())
.body(map.toString())
.execute();
String body = execute.body();
if (StringUtils.isBlank(body)) return videoRemoveWatermarkVo;
JSONObject jsonObject = JSONObject.parseObject(body);
// 獲取標題
String title = jsonObject.getJSONObject(RemoveWatermarkConstant.SHARE_INFO)
.getString(RemoveWatermarkConstant.SHARE_TITLE);
// 獲取無水印視頻鏈接
String videoAddress = jsonObject.getString(RemoveWatermarkConstant.MP4_URL);
videoRemoveWatermarkVo.setTitle(title)
.setUrl(videoAddress);
} catch (Exception e) {
log.error(RemoveWatermarkConstant.K_S_API_ERR, e.getMessage());
}
return videoRemoveWatermarkVo;
}
private void setPostParams(JSONObject obj, cn.hutool.json.JSONObject map) {
map.set(RemoveWatermarkConstant.FID, obj.getString(RemoveWatermarkConstant.FID));
map.set(RemoveWatermarkConstant.SHARE_TOKEN, obj.getString(RemoveWatermarkConstant.SHARE_TOKEN));
map.set(RemoveWatermarkConstant.SHARE_OBJECT_ID, obj.getString(RemoveWatermarkConstant.SHARE_OBJECT_ID));
map.set(RemoveWatermarkConstant.SHARE_METHOD, obj.getString(RemoveWatermarkConstant.SHARE_METHOD));
map.set(RemoveWatermarkConstant.SHARE_ID, obj.getString(RemoveWatermarkConstant.SHARE_ID));
map.set(RemoveWatermarkConstant.SHARE_RESOURCE_TYPE, obj.getString(RemoveWatermarkConstant.SHARE_RESOURCE_TYPE));
map.set(RemoveWatermarkConstant.SHARE_CHANNEL, obj.getString(RemoveWatermarkConstant.SHARE_CHANNEL));
map.set(RemoveWatermarkConstant.KPN, obj.getString(RemoveWatermarkConstant.KPN));
map.set(RemoveWatermarkConstant.SUB_BIZ, obj.getString(RemoveWatermarkConstant.SUB_BIZ));
map.set(RemoveWatermarkConstant.ENV, obj.getString(RemoveWatermarkConstant.ENV));
map.set(RemoveWatermarkConstant.H5_DOMAIN, obj.getString(RemoveWatermarkConstant.H5_DOMAIN));
map.set(RemoveWatermarkConstant.PHOTO_ID, obj.getString(RemoveWatermarkConstant.PHOTO_ID));
map.set(RemoveWatermarkConstant.IS_LONG_VIDEO, obj.getString(RemoveWatermarkConstant.IS_LONG_VIDEO));
}
/**
* 方法描述: 過濾分享鏈接的中文漢字
*/
private String filterUrl(String url) {
Matcher m = Pattern.compile(RemoveWatermarkConstant.REGEX).matcher(url);
if (m.find()) {
return url.substring(m.start(), m.end());
}
return "";
}
/**
* 爬取原視頻需要的地址和入?yún)? */
private VideoUrlVo getTrueAddress(String url, Integer type) {
VideoUrlVo videoUrlVo = new VideoUrlVo();
// System.setProperty(RemoveWatermarkConstant.DRIVER_URL, "D:\\Program Files\\old_chrome\\chrome114\\chromedriver114win32\\chromedriver.exe");//本地測試驅(qū)動路徑
System.setProperty(RemoveWatermarkConstant.DRIVER_URL, removeWatermarkProperties.getDriver_url());
// 設(shè)置谷歌瀏覽器入?yún)?/span>
ChromeOptions options = new ChromeOptions();
// options.setBinary("D:\\Program Files\\old_chrome\\chrome114\\APP\\Chrome-bin\\chrome.exe");
options.addArguments(RemoveWatermarkConstant.CHROME_USER_AGENT + RemoveWatermarkConstant.CHROME_USER_AGENT_ANDROID);
options.addArguments(RemoveWatermarkConstant.DISABLE_BLINK_FEATURES);
options.addArguments(RemoveWatermarkConstant.DISABLE_EXTENSIONS);
options.addArguments(RemoveWatermarkConstant.DISABLE_POPUP_BLOCKING);
// 設(shè)置瀏覽器選項，模擬移動設(shè)備
options.addArguments(RemoveWatermarkConstant.WINDOW_SIZE);
// 創(chuàng)建 ChromeDriver 并傳入 ChromeOptions
ChromeDriver driver = new ChromeDriver(options);
// 啟用 Chrome DevTools
DevTools devTools = driver.getDevTools();
devTools.createSession();
// 快手是POST請求需要拿請求體
devTools.addListener(Network.requestWillBeSent(), request -> {
if (Objects.nonNull(request.getRequest()) && RemoveWatermarkConstant.POST.equals(request.getRequest().getMethod())) {
if (request.getRequest().getUrl().contains(RemoveWatermarkConstant.K_S_URL)) {
videoUrlVo.setResponseVideoUrl(
request.getRequest()
.getUrl()
);
request.getRequest()
.getPostData()
.ifPresent(videoUrlVo::setVideoPostBody);
String referer = Objects.requireNonNull(
request.getRequest()
.getHeaders()
.get(RemoveWatermarkConstant.REFERER)
).toString();
videoUrlVo.setReferer(referer);
}
}
});
// 啟用監(jiān)聽器
devTools.send(Network.enable(Optional.empty(), Optional.empty(), Optional.empty()));
// 訪問目標網(wǎng)頁
driver.get(url);
try {
TimeUnit.SECONDS.sleep(2);
} catch (InterruptedException e) {
throw new RuntimeException(e);
}
// 關(guān)閉瀏覽器
driver.quit();
return videoUrlVo;
}
private void getCookieInfo(VideoUrlVo trueAddress) {
try {
URL urlOne = new URL(RemoveWatermarkConstant.GET_COOKIE_URL);
HttpURLConnection connection = (HttpURLConnection) urlOne.openConnection();
connection.setRequestMethod(RemoveWatermarkConstant.POST);
connection.setRequestProperty(RemoveWatermarkConstant.USER_AGENT, RemoveWatermarkConstant.USER_AGENT_V);
String cookieHeader = connection.getHeaderField(RemoveWatermarkConstant.SET_COOKIE);
String[] cookies = cookieHeader.split(RemoveWatermarkConstant.SPLIT);
String cookie = cookies[RemoveWatermarkConstant.ZERO];
connection.disconnect();
trueAddress.setCookieInfo(cookie);
} catch (IOException e) {
log.error(RemoveWatermarkConstant.GET_COOKIE_ERR, e.getMessage());
}
}
}
5、結(jié)語
java爬蟲限制較多還是建議用python會更便捷，本篇僅供參考，如有問題可瀏覽探討。文章來源地址http://www.zghlxwxcb.cn/news/detail-805724.html
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