diff --git a/.coveragerc b/.coveragerc
index 8cddf91c..189ab3f4 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -1,3 +1,4 @@
 [run]
 plugins = covimerage
 data_file = .coverage_covimerage
+branch = 1
diff --git a/.travis.yml b/.travis.yml
index 34a3e7f9..b0dd3dc7 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -20,30 +20,42 @@ jobs:
       - VIM_VERSION=master
       - MAKE_TARGET=vim/test
       - TEST_PROFILE=vim-profile-master.txt
+      - TEST_PYTHON=python3
     - name: Installed Vim with checks
       env:
       - VIM_VERSION=installed
       - MAKE_TARGET=test
       - TEST_PROFILE=vim-profile-installed.txt
-      - TEST_PYTHON=python3
+      - TEST_PYTHON="python -m coverage run --append"
 
 install:
   - |
     if [ "$VIM_VERSION" = 'installed' ]; then
-      pip install -q --user flake8 git+https://github.com/Kuniwak/vint
+      python -m pip install -q --user flake8 git+https://github.com/Kuniwak/vint
     else
       bash scripts/install-vim.sh
       export PATH=$HOME/vim/bin:$PATH
     fi
-  - pip install covimerage --user
+  - python -m pip install -q --user covimerage
+  - python -m pip freeze
 
 script:
   - uname -a
   - which -a vim
-  - vim --cmd version --cmd quit
+  - vim --version
   - make --keep-going $MAKE_TARGET
 
 after_success:
+  - curl -s https://codecov.io/bash > /tmp/codecov.sh
+  # Coverage from Python (cannot be combined with non-branch data).
+  - |
+    if [[ -f .coverage_covimerage ]]; then
+      coverage report -m
+      coverage xml
+      bash /tmp/codecov.sh -f coverage.xml -F python
+    fi
+  # Coverage from Vim.
   - covimerage write_coverage $TEST_PROFILE
+  - coverage report -m
   - coverage xml
-  - bash <(curl -s https://codecov.io/bash) -f coverage.xml
+  - bash /tmp/codecov.sh -f coverage.xml -F vimscript