建筑兔零基础自学记录49|python爬取百度地图POI实战-3
本次利用python进行爬取,目前暂时只能实现全市信息的部分爬取,信息不全。有待继续补充其他方式建筑兔零基础自学记录45|获取高德/百度POI-1-CSDN博客但之前查到的工具POIKIT又对搜索分类有限制,不知道大家有没有什么更好的方式?
本次是基于一个现有代码的改造,省略了获取不同区域的经纬度坐标的步骤,仅以地名来限制范围,不知是否会造成获取数据不全或者超出范围的问题。
原始代码是还需导入一个不同区域的经纬度坐标这样的文件:
以下为尝试代码:
import urllib.request
import urllib.error
from urllib.parse import quote
import json
import time
import math
baseURL = 'https://api.map.baidu.com/place/v2/search?query=&output=json&'
ak = 'XXXXXXXXXXXXXXXXXXXXXXXX'#申请的码
query = quote('烧烤店')
scope = '2'
region = quote('北京') # 对 region 进行 URL 编码
path = 'M:/python/workspace/PythonProject2_POI/json output/'
outputFile = path + 'BaiduPOI_1.txt'
def fetch(url):
try:
feedback = urllib.request.urlopen(url)
data = feedback.read()
response = json.loads(data)
time.sleep(2)
return response
except (urllib.error.URLError, ValueError) as e:
print(f"请求失败: {e}")
return None
poiList = []
# 构建基于地区的初始请求URL
initialURL = f"{baseURL}ak={ak}&query={query}&scope={scope}®ion={region}&page_size=20&page_num=0"
response = fetch(initialURL)
if not response or 'total' not in response:
print("未获取到有效数据")
else:
totalNum = response['total']
numPages = math.ceil(totalNum / 20.0) # 修正页码计算
print(f"{numPages} pages in Total")
for i in range(numPages):
print(f"Fetching page {i}")
URL = f"{baseURL}ak={ak}&query={query}&scope={scope}®ion={region}&page_size=20&page_num={i}"
page_response = fetch(URL)
if not page_response or 'results' not in page_response:
continue
for content in page_response['results']:
# 爬取店名,经纬度,uid,地址
name = content.get('name', '')
location = content.get('location', {})
lat = location.get('lat', '')
lng = location.get('lng', '')
uid = content.get('uid', '')
address = content.get('address', '') # 提取地址信息
poiInfo = f"{name};{lat};{lng};{uid};{address}" # 更新 poiInfo 字符串
poiList.append(poiInfo)
# 统一写入文件
try:
with open(outputFile, 'w', encoding='utf-8') as f:
for poiInfo in poiList:
f.write(poiInfo + '\n')
except Exception as e:
print(f"写入文件时出错: {e}")
注:在content部分可以根据自己的需求增添字段。其中的uid是 Unique Identifier(唯一标识符) 的缩写,用于唯一标识每个 POI(兴趣点)。每个 POI 在百度地图中都有唯一的uid
,可避免重复记录或混淆相同名称的不同地点。在数据清洗或合并时,uid
可作为主键用于去重或关联其他数据集。
获得的POI数据是这样的:
全市只获得了84条数据,肯定不全。
原始代码如下:
import urllib.request
import urllib.error
from urllib.parse import quote
import json
import time
import math
baseURL = 'https://api.map.baidu.com/place/v2/search?query=&output=json&'
ak = 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXX'
query = quote('车')
scope = '2'
region = quote('北京') # 对 region 进行 URL 编码
path = 'M:/python/workspace/PythonProject2_POI/json output/'
outputFile = path + 'BaiduPOI_1.txt'
def fetch(url):
try:
feedback = urllib.request.urlopen(url)
data = feedback.read()
response = json.loads(data)
time.sleep(2)
return response
except (urllib.error.URLError, ValueError) as e:
print(f"请求失败: {e}")
return None
# 读取坐标文件
poiList = []
try:
with open(path + 'BaiduCoord.txt', 'r') as coordinateFile:
coordinates = coordinateFile.readlines()
except FileNotFoundError:
print(f"未找到文件: {path + 'BaiduCoord.txt'}")#这里的BaiduCoord.txt就是坐标范围
else:
for c in range(0, 10):
# for c in range(len(coordinates)):
coord_parts = coordinates[c].split(',')
if len(coord_parts) < 3:
continue # 跳过无效行
current_lat = coord_parts[1].strip()
current_lng = coord_parts[2].strip()
locator = coord_parts[0]
print(f"This is {locator} of {len(coordinates)}")
initialURL = f"{baseURL}ak={ak}&query={query}&scope={scope}&location={current_lat},{current_lng}&radius=700&page_size=20&page_num=0" # 半径取700,一页返回20个数据
# print(initialURL)
response = fetch(initialURL)
if not response or 'total' not in response:
continue
totalNum = response['total']
numPages = math.ceil(totalNum / 20.0) # 修正页码计算
print(f"{numPages} pages in Total")
for i in range(numPages):
print(f"Fetching page {i}")
URL = f"{baseURL}ak={ak}&query={query}&scope={scope}&location={current_lat},{current_lng}&radius=70&page_size=20&page_num={i}"
page_response = fetch(URL)
if not page_response or 'results' not in page_response:
continue
for content in page_response['results']:
# 爬取店名,经纬度,uid,地址
name = content.get('name', '')
location = content.get('location', {})
lat = location.get('lat', '')
lng = location.get('lng', '')
uid = content.get('uid', '')
address = content.get('address', '') # 提取地址信息
poiInfo = f"{name};{lat};{lng};{uid};{address}" # 更新 poiInfo 字符串
poiList.append(poiInfo)
# 统一写入文件
try:
with open(outputFile, 'w', encoding='utf-8') as f:
for poiInfo in poiList:
f.write(poiInfo + '\n')
except Exception as e:
print(f"写入文件时出错: {e}")
哎头秃如何获取完整数据呢o(╥﹏╥)o