Thank you very much for your help Gordon. The problem is that there is no error during the installation as far as I can judge:
sudo pip3 install gensim
xxxxxx password:
Collecting gensim
Using cached
https://files.pythonhosted.org/packages/04/a6/82ee7b14c204b82ec00e91fc6b67331cc7b28460ad72b2214384abd0e0a3/gensim-3.4.0.tar.gzRequirement already satisfied: numpy>=1.11.3 in /usr/lib64/python3.4/site-packages (from gensim) (1.14.3)
Requirement already satisfied: scipy>=0.18.1 in /usr/lib64/python3.4/site-packages (from gensim) (1.1.0)
Requirement already satisfied: six>=1.5.0 in /usr/lib/python3.4/site-packages (from gensim) (1.11.0)
Requirement already satisfied: smart_open>=1.2.1 in /usr/lib/python3.4/site-packages (from gensim) (1.5.7)
Requirement already satisfied: boto>=2.32 in /usr/lib/python3.4/site-packages (from smart_open>=1.2.1->gensim) (2.48.0)
Requirement already satisfied: bz2file in /usr/lib/python3.4/site-packages (from smart_open>=1.2.1->gensim) (0.98)
Requirement already satisfied: requests in /usr/lib/python3.4/site-packages (from smart_open>=1.2.1->gensim) (2.18.4)
Requirement already satisfied: boto3 in /usr/lib/python3.4/site-packages (from smart_open>=1.2.1->gensim) (1.7.19)
Requirement already satisfied: idna<2.7,>=2.5 in /usr/lib/python3.4/site-packages (from requests->smart_open>=1.2.1->gensim) (2.6)
Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/lib/python3.4/site-packages (from requests->smart_open>=1.2.1->gensim) (1.22)
Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3.4/site-packages (from requests->smart_open>=1.2.1->gensim) (2018.4.16)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/lib/python3.4/site-packages (from requests->smart_open>=1.2.1->gensim) (3.0.4)
Requirement already satisfied: botocore<1.11.0,>=1.10.19 in /usr/lib/python3.4/site-packages (from boto3->smart_open>=1.2.1->gensim) (1.10.19)
Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /usr/lib/python3.4/site-packages (from boto3->smart_open>=1.2.1->gensim) (0.9.3)
Requirement already satisfied: s3transfer<0.2.0,>=0.1.10 in /usr/lib/python3.4/site-packages (from boto3->smart_open>=1.2.1->gensim) (0.1.13)
Requirement already satisfied: docutils>=0.10 in /usr/lib/python3.4/site-packages (from botocore<1.11.0,>=1.10.19->boto3->smart_open>=1.2.1->gensim) (0.14)
Requirement already satisfied: python-dateutil<3.0.0,>=2.1; python_version >= "2.7" in /usr/lib/python3.4/site-packages (from botocore<1.11.0,>=1.10.19->boto3->smart_open>=1.2.1->gensim) (2.7.3)
Installing collected packages: gensim
Running setup.py install for gensim ... done
Successfully installed gensim-3.4.0