Requests: SSLError: EOF occurred in violation of protocol (_ssl.c:590)

Please bear with me as I'm quite new with Python and github in general.

I have been using requests to scrape data from the Play Store. I need to make a large amount of requests (about 20k). It works great for about 3000-4000 requests but gets stuck after that (SSL Error). I am not familiar with SSL and requests, so I don't know what causes this.

Error:

(SSLError                                  Traceback (most recent call last)
<ipython-input-23-1da544640d89> in <module>()
     53         time.sleep(0.1)
     54 
---> 55         r = requests.get('https://play.google.com' + link + '&hl=en')
     56         link_tree = html.fromstring(r.content)
     57         description = link_tree.xpath('//div[@jsname="C4s9Ed"]/text()') + link_tree.xpath('//div[@jsname="C4s9Ed"]/p/text()')

C:\Users\Nathan\AppData\Local\Enthought\Canopy\User\lib\site-packages\requests\api.pyc in get(url, params, **kwargs)
     65 
     66     kwargs.setdefault('allow_redirects', True)
---> 67     return request('get', url, params=params, **kwargs)
     68 
     69 

C:\Users\Nathan\AppData\Local\Enthought\Canopy\User\lib\site-packages\requests\api.pyc in request(method, url, **kwargs)
     51     # cases, and look like a memory leak in others.
     52     with sessions.Session() as session:
---> 53         return session.request(method=method, url=url, **kwargs)
     54 
     55 

C:\Users\Nathan\AppData\Local\Enthought\Canopy\User\lib\site-packages\requests\sessions.pyc in request(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)
    466         }
    467         send_kwargs.update(settings)
--> 468         resp = self.send(prep, **send_kwargs)
    469 
    470         return resp

C:\Users\Nathan\AppData\Local\Enthought\Canopy\User\lib\site-packages\requests\sessions.pyc in send(self, request, **kwargs)
    574 
    575         # Send the request
--> 576         r = adapter.send(request, **kwargs)
    577 
    578         # Total elapsed time of the request (approximately)

C:\Users\Nathan\AppData\Local\Enthought\Canopy\User\lib\site-packages\requests\adapters.pyc in send(self, request, stream, timeout, verify, cert, proxies)
    445         except (_SSLError, _HTTPError) as e:
    446             if isinstance(e, _SSLError):
--> 447                 raise SSLError(e, request=request)
    448             elif isinstance(e, ReadTimeoutError):
    449                 raise ReadTimeout(e, request=request)

SSLError: EOF occurred in violation of protocol (_ssl.c:590) )

The-efi, on this github, seemed to have the same problem on this thread: https://github.com/kennethreitz/requests/issues/3006 (see below, he was not the OP) but I was not able to find the thread he opened for further assistance. I use Python 2.7. as well.

I have been stuck on this for quite a while now and I can't find any answer here nor StackOverflow (the answer was probably right under my nose but I've had trouble understanding them because of my lack of knowledge in SSL & requests).

Thank you in advance for your help, and sorry if something is unclear -- please let me know.