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Google Colab で Cartopy (環境構築編)

Last updated at Posted at 2022-06-24

2022年06月時点の情報です。

Google Colab で Cartopy を使って「逆さ地図」を描画する際に試行錯誤した過程を記します。 Python はあんまりよくわかってない人で、とりあえず動く状況を探しました。

結論 : condacolab パッケージを使うといけました。

ソースビルドで pip からいれる

まずは Google Colaboratoryでバグに悩まされずにcartopyを使うの方法を試してみました。

コード
!grep '^deb ' /etc/apt/sources.list | \
  sed 's/^deb /deb-src /g' | \
  tee /etc/apt/sources.list.d/deb-src.list
!apt-get -qq update

!apt-get -qq build-dep python3-cartopy
!pip uninstall -y shapely
コード
!pip install --no-binary cartopy cartopy

記事中のパターン1の、バージョン指定なしで実行してみます。

結果を開く
出力
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting cartopy
  Downloading Cartopy-0.20.2.tar.gz (10.8 MB)
     |████████████████████████████████| 10.8 MB 4.6 MB/s 
  Installing build dependencies ... done
  Getting requirements to build wheel ... error
WARNING: Discarding https://files.pythonhosted.org/packages/f6/55/1e1c737dc9436b320deead73d1c455ddbb74b8b6992081863492f6f6378a/Cartopy-0.20.2.tar.gz#sha256=4d08c198ecaa50a6a6b109d0f14c070e813defc046a83ac5d7ab494f85599e35 (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmp42fe82_q Check the logs for full command output.
  Downloading Cartopy-0.20.1.tar.gz (10.8 MB)
     |████████████████████████████████| 10.8 MB 24.1 MB/s 
  Installing build dependencies ... done
  Getting requirements to build wheel ... error
WARNING: Discarding https://files.pythonhosted.org/packages/fc/59/aa52698e3838f4cd0e7eaa75bd86837e9e0b05041dbdaee3cda2fffced06/Cartopy-0.20.1.tar.gz#sha256=91f87b130e2574547a20cd634498df97d797abd12dcfd0235bc0cdbcec8b05e3 (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpgu19nsww Check the logs for full command output.
  Downloading Cartopy-0.20.0.tar.gz (10.8 MB)
     |████████████████████████████████| 10.8 MB 20.2 MB/s 
  Installing build dependencies ... done
  Getting requirements to build wheel ... error
WARNING: Discarding https://files.pythonhosted.org/packages/0f/c0/58453b036e79046d211f083880d58dcce787e7e07647ac25dc46c6555099/Cartopy-0.20.0.tar.gz#sha256=eae58aff26806e63cf115b2bce9477cedc4aa9f578c5e477b2c25cfa404f2b7a (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpj_wusw3f Check the logs for full command output.
  Downloading Cartopy-0.19.0.post1.tar.gz (12.1 MB)
     |████████████████████████████████| 12.1 MB 24.8 MB/s 
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
    Preparing wheel metadata ... done
Collecting pyshp>=2
  Downloading pyshp-2.3.0-py2.py3-none-any.whl (46 kB)
     |████████████████████████████████| 46 kB 3.7 MB/s 
Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.7/dist-packages (from cartopy) (1.21.6)
Collecting shapely>=1.5.6
  Downloading Shapely-1.8.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (2.0 MB)
     |████████████████████████████████| 2.0 MB 42.2 MB/s 
Building wheels for collected packages: cartopy
  Building wheel for cartopy (PEP 517) ... done
  Created wheel for cartopy: filename=Cartopy-0.19.0.post1-cp37-cp37m-linux_x86_64.whl size=12516293 sha256=ecffcf94cfab354744946cda615d9b9188e39952f3fa52304fbbbe9d8737378f
  Stored in directory: /root/.cache/pip/wheels/98/01/f7/bd10aeb96fe4b518cde5f7c4f5e12c7202f85b7353a5017847
Successfully built cartopy
Installing collected packages: shapely, pyshp, cartopy
  Attempting uninstall: pyshp
    Found existing installation: pyshp 1.2.12
    Uninstalling pyshp-1.2.12:
      Successfully uninstalled pyshp-1.2.12
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.
Successfully installed cartopy-0.19.0.post1 pyshp-2.3.0 shapely-1.8.2

入っている Python は 3.7 ですが、よくわかりませんが cartopy 0.20.2 のインストールが requires-python:>=3.7 で失敗し、ひとつずつバージョンを下げてリトライしていき、最終的に cartopy 0.19.0.post1 がインストールされました。

Cartopy 0.19.0.post1 で逆さ地図を作ってみる

Cartopy は様々な投影法をサポートしていますが、南北を反転させるには cartopy.crs.RotatedPole を使うか、あるいは任意の proj4_params で投影法を指定できる cartopy.crs.Projection を使い、斜軸(あるいは軸の回転)の投影を行う必要があります。

ただドキュメントを読むと cartopy.crs.RotatedPole は斜軸の円筒投影っぽい感じ1です。円筒でもうまく作ればちゃんとした「逆さ地図」になると思いますが、今回は富山県の『環日本海・東アジア諸国図(通称:「逆さ地図」)』 を参考に、「富山中心正距方位図」を目指し、 cartopy.crs.Projection を使ってみます。

しかし、 Cartopy 0.19.0 以前での cartopy.crs.Projection はプロパティの多くが @abstractproperty で基底クラス用のような位置付けっぽく、使用しようとするとエラーが発生したりしました。

自分がよくわかってないだけかもしれませんが、とりあえず 0.20.0 以降をインストールできないか別の方法を探ってみます。

conda !

miniconda でのインストールを試みてみます。 Google Colaboratoryにcondaをインストールしケモインフォマティクスしてみるを参考にさせてもらいました。

コード
%env PYTHONPATH=
!wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
!bash Miniconda3-latest-Linux-x86_64.sh -b -f -p /usr/local
結果を開く
出力
env: PYTHONPATH=
--2022-06-24 13:36:41--  https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
Resolving repo.anaconda.com (repo.anaconda.com)... 104.16.130.3, 104.16.131.3, 2606:4700::6810:8303, ...
Connecting to repo.anaconda.com (repo.anaconda.com)|104.16.130.3|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 76607678 (73M) [application/x-sh]
Saving to: ‘Miniconda3-latest-Linux-x86_64.sh’

Miniconda3-latest-L 100%[===================>]  73.06M   167MB/s    in 0.4s    

2022-06-24 13:36:42 (167 MB/s) - ‘Miniconda3-latest-Linux-x86_64.sh’ saved [76607678/76607678]

PREFIX=/usr/local
Unpacking payload ...
Collecting package metadata (current_repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: /usr/local

  added / updated specs:
    - _libgcc_mutex==0.1=main
    - _openmp_mutex==4.5=1_gnu
    - brotlipy==0.7.0=py39h27cfd23_1003
    - ca-certificates==2022.3.29=h06a4308_1
    - certifi==2021.10.8=py39h06a4308_2
    - cffi==1.15.0=py39hd667e15_1
    - charset-normalizer==2.0.4=pyhd3eb1b0_0
    - colorama==0.4.4=pyhd3eb1b0_0
    - conda-content-trust==0.1.1=pyhd3eb1b0_0
    - conda-package-handling==1.8.1=py39h7f8727e_0
    - conda==4.12.0=py39h06a4308_0
    - cryptography==36.0.0=py39h9ce1e76_0
    - idna==3.3=pyhd3eb1b0_0
    - ld_impl_linux-64==2.35.1=h7274673_9
    - libffi==3.3=he6710b0_2
    - libgcc-ng==9.3.0=h5101ec6_17
    - libgomp==9.3.0=h5101ec6_17
    - libstdcxx-ng==9.3.0=hd4cf53a_17
    - ncurses==6.3=h7f8727e_2
    - openssl==1.1.1n=h7f8727e_0
    - pip==21.2.4=py39h06a4308_0
    - pycosat==0.6.3=py39h27cfd23_0
    - pycparser==2.21=pyhd3eb1b0_0
    - pyopenssl==22.0.0=pyhd3eb1b0_0
    - pysocks==1.7.1=py39h06a4308_0
    - python==3.9.12=h12debd9_0
    - readline==8.1.2=h7f8727e_1
    - requests==2.27.1=pyhd3eb1b0_0
    - ruamel_yaml==0.15.100=py39h27cfd23_0
    - setuptools==61.2.0=py39h06a4308_0
    - six==1.16.0=pyhd3eb1b0_1
    - sqlite==3.38.2=hc218d9a_0
    - tk==8.6.11=h1ccaba5_0
    - tqdm==4.63.0=pyhd3eb1b0_0
    - tzdata==2022a=hda174b7_0
    - urllib3==1.26.8=pyhd3eb1b0_0
    - wheel==0.37.1=pyhd3eb1b0_0
    - xz==5.2.5=h7b6447c_0
    - yaml==0.2.5=h7b6447c_0
    - zlib==1.2.12=h7f8727e_1


The following NEW packages will be INSTALLED:

  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main
  _openmp_mutex      pkgs/main/linux-64::_openmp_mutex-4.5-1_gnu
  brotlipy           pkgs/main/linux-64::brotlipy-0.7.0-py39h27cfd23_1003
  ca-certificates    pkgs/main/linux-64::ca-certificates-2022.3.29-h06a4308_1
  certifi            pkgs/main/linux-64::certifi-2021.10.8-py39h06a4308_2
  cffi               pkgs/main/linux-64::cffi-1.15.0-py39hd667e15_1
  charset-normalizer pkgs/main/noarch::charset-normalizer-2.0.4-pyhd3eb1b0_0
  colorama           pkgs/main/noarch::colorama-0.4.4-pyhd3eb1b0_0
  conda              pkgs/main/linux-64::conda-4.12.0-py39h06a4308_0
  conda-content-tru~ pkgs/main/noarch::conda-content-trust-0.1.1-pyhd3eb1b0_0
  conda-package-han~ pkgs/main/linux-64::conda-package-handling-1.8.1-py39h7f8727e_0
  cryptography       pkgs/main/linux-64::cryptography-36.0.0-py39h9ce1e76_0
  idna               pkgs/main/noarch::idna-3.3-pyhd3eb1b0_0
  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.35.1-h7274673_9
  libffi             pkgs/main/linux-64::libffi-3.3-he6710b0_2
  libgcc-ng          pkgs/main/linux-64::libgcc-ng-9.3.0-h5101ec6_17
  libgomp            pkgs/main/linux-64::libgomp-9.3.0-h5101ec6_17
  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-9.3.0-hd4cf53a_17
  ncurses            pkgs/main/linux-64::ncurses-6.3-h7f8727e_2
  openssl            pkgs/main/linux-64::openssl-1.1.1n-h7f8727e_0
  pip                pkgs/main/linux-64::pip-21.2.4-py39h06a4308_0
  pycosat            pkgs/main/linux-64::pycosat-0.6.3-py39h27cfd23_0
  pycparser          pkgs/main/noarch::pycparser-2.21-pyhd3eb1b0_0
  pyopenssl          pkgs/main/noarch::pyopenssl-22.0.0-pyhd3eb1b0_0
  pysocks            pkgs/main/linux-64::pysocks-1.7.1-py39h06a4308_0
  python             pkgs/main/linux-64::python-3.9.12-h12debd9_0
  readline           pkgs/main/linux-64::readline-8.1.2-h7f8727e_1
  requests           pkgs/main/noarch::requests-2.27.1-pyhd3eb1b0_0
  ruamel_yaml        pkgs/main/linux-64::ruamel_yaml-0.15.100-py39h27cfd23_0
  setuptools         pkgs/main/linux-64::setuptools-61.2.0-py39h06a4308_0
  six                pkgs/main/noarch::six-1.16.0-pyhd3eb1b0_1
  sqlite             pkgs/main/linux-64::sqlite-3.38.2-hc218d9a_0
  tk                 pkgs/main/linux-64::tk-8.6.11-h1ccaba5_0
  tqdm               pkgs/main/noarch::tqdm-4.63.0-pyhd3eb1b0_0
  tzdata             pkgs/main/noarch::tzdata-2022a-hda174b7_0
  urllib3            pkgs/main/noarch::urllib3-1.26.8-pyhd3eb1b0_0
  wheel              pkgs/main/noarch::wheel-0.37.1-pyhd3eb1b0_0
  xz                 pkgs/main/linux-64::xz-5.2.5-h7b6447c_0
  yaml               pkgs/main/linux-64::yaml-0.2.5-h7b6447c_0
  zlib               pkgs/main/linux-64::zlib-1.2.12-h7f8727e_1


Preparing transaction: done
Executing transaction: done
installation finished.

インストールされる(?) Python のバージョンごとにインストーラのシェルスクリプトが用意されていますが、 latest は Python 3.9 でした。

コード
!python -V
出力
Python 3.9.12

conda のアップデートもしときます。

コード
!conda update -y -n base -c defaults conda
出力
(略)

タイミングにもよるかもしれませんが、アップデートしとかないと Warning がでるのと、インストールされる Cartopy のバージョンが 0.18.0 でした。バージョン指定でインストールすると最新版も入りますが。

ライブラリのインストール

コード
!conda install -y -c conda-forge cartopy
結果を開く
出力
Collecting package metadata (current_repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: /usr/local

  added / updated specs:
    - cartopy


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    brotli-1.0.9               |       h166bdaf_7          18 KB  conda-forge
    brotli-bin-1.0.9           |       h166bdaf_7          19 KB  conda-forge
    c-ares-1.18.1              |       h7f98852_0         113 KB  conda-forge
    ca-certificates-2022.6.15  |       ha878542_0         149 KB  conda-forge
    cartopy-0.20.2             |   py39hc85cdae_3         2.0 MB  conda-forge
    certifi-2022.6.15          |   py39hf3d152e_0         155 KB  conda-forge
    conda-4.13.0               |   py39hf3d152e_1         998 KB  conda-forge
    cycler-0.11.0              |     pyhd8ed1ab_0          10 KB  conda-forge
    fonttools-4.33.3           |   py39hb9d737c_0         1.6 MB  conda-forge
    freetype-2.10.4            |       h0708190_1         890 KB  conda-forge
    geos-3.10.2                |       h9c3ff4c_0         1.6 MB  conda-forge
    jpeg-9e                    |       h166bdaf_1         268 KB  conda-forge
    keyutils-1.6.1             |       h166bdaf_0         115 KB  conda-forge
    kiwisolver-1.4.2           |   py39h295c915_0          83 KB
    krb5-1.19.3                |       h3790be6_0         1.4 MB  conda-forge
    lcms2-2.12                 |       hddcbb42_0         443 KB  conda-forge
    libblas-3.9.0              |15_linux64_openblas          12 KB  conda-forge
    libbrotlicommon-1.0.9      |       h166bdaf_7          65 KB  conda-forge
    libbrotlidec-1.0.9         |       h166bdaf_7          33 KB  conda-forge
    libbrotlienc-1.0.9         |       h166bdaf_7         287 KB  conda-forge
    libcblas-3.9.0             |15_linux64_openblas          12 KB  conda-forge
    libcurl-7.82.0             |       h0b77cf5_0         342 KB
    libedit-3.1.20191231       |       he28a2e2_2         121 KB  conda-forge
    libev-4.33                 |       h516909a_1         104 KB  conda-forge
    libgfortran-ng-12.1.0      |      h69a702a_16          23 KB  conda-forge
    libgfortran5-12.1.0        |      hdcd56e2_16         1.8 MB  conda-forge
    liblapack-3.9.0            |15_linux64_openblas          12 KB  conda-forge
    libnghttp2-1.46.0          |       hce63b2e_0         680 KB
    libopenblas-0.3.20         |pthreads_h78a6416_0        10.1 MB  conda-forge
    libpng-1.6.37              |       h21135ba_2         306 KB  conda-forge
    libssh2-1.10.0             |       ha56f1ee_2         233 KB  conda-forge
    libtiff-4.2.0              |       h85742a9_0         502 KB
    libwebp-base-1.2.2         |       h7f98852_1         824 KB  conda-forge
    lz4-c-1.9.3                |       h9c3ff4c_1         179 KB  conda-forge
    matplotlib-base-3.5.2      |   py39h700656a_0         7.3 MB  conda-forge
    munkres-1.1.4              |     pyh9f0ad1d_0          12 KB  conda-forge
    numpy-1.22.3               |   py39hc58783e_2         6.8 MB  conda-forge
    olefile-0.46               |     pyh9f0ad1d_1          32 KB  conda-forge
    packaging-21.3             |     pyhd8ed1ab_0          36 KB  conda-forge
    pillow-7.2.0               |   py39h6f3857e_2         678 KB  conda-forge
    proj-8.2.1                 |       ha227179_0         2.6 MB
    pyparsing-3.0.9            |     pyhd8ed1ab_0          79 KB  conda-forge
    pyproj-3.3.0               |   py39h6de3afc_0         454 KB
    pyshp-2.3.0                |     pyhd8ed1ab_0         862 KB  conda-forge
    python-dateutil-2.8.2      |     pyhd8ed1ab_0         240 KB  conda-forge
    python_abi-3.9             |           2_cp39           4 KB  conda-forge
    scipy-1.8.1                |   py39he49c0e8_0        24.9 MB  conda-forge
    shapely-1.8.2              |   py39h73b9895_1         351 KB  conda-forge
    six-1.16.0                 |     pyh6c4a22f_0          14 KB  conda-forge
    unicodedata2-14.0.0        |   py39hb9d737c_1         498 KB  conda-forge
    zstd-1.4.9                 |       ha95c52a_0         431 KB  conda-forge
    ------------------------------------------------------------
                                           Total:        70.5 MB

The following NEW packages will be INSTALLED:

  brotli             conda-forge/linux-64::brotli-1.0.9-h166bdaf_7
  brotli-bin         conda-forge/linux-64::brotli-bin-1.0.9-h166bdaf_7
  c-ares             conda-forge/linux-64::c-ares-1.18.1-h7f98852_0
  cartopy            conda-forge/linux-64::cartopy-0.20.2-py39hc85cdae_3
  cycler             conda-forge/noarch::cycler-0.11.0-pyhd8ed1ab_0
  fonttools          conda-forge/linux-64::fonttools-4.33.3-py39hb9d737c_0
  freetype           conda-forge/linux-64::freetype-2.10.4-h0708190_1
  geos               conda-forge/linux-64::geos-3.10.2-h9c3ff4c_0
  jpeg               conda-forge/linux-64::jpeg-9e-h166bdaf_1
  keyutils           conda-forge/linux-64::keyutils-1.6.1-h166bdaf_0
  kiwisolver         pkgs/main/linux-64::kiwisolver-1.4.2-py39h295c915_0
  krb5               conda-forge/linux-64::krb5-1.19.3-h3790be6_0
  lcms2              conda-forge/linux-64::lcms2-2.12-hddcbb42_0
  libblas            conda-forge/linux-64::libblas-3.9.0-15_linux64_openblas
  libbrotlicommon    conda-forge/linux-64::libbrotlicommon-1.0.9-h166bdaf_7
  libbrotlidec       conda-forge/linux-64::libbrotlidec-1.0.9-h166bdaf_7
  libbrotlienc       conda-forge/linux-64::libbrotlienc-1.0.9-h166bdaf_7
  libcblas           conda-forge/linux-64::libcblas-3.9.0-15_linux64_openblas
  libcurl            pkgs/main/linux-64::libcurl-7.82.0-h0b77cf5_0
  libedit            conda-forge/linux-64::libedit-3.1.20191231-he28a2e2_2
  libev              conda-forge/linux-64::libev-4.33-h516909a_1
  libgfortran-ng     conda-forge/linux-64::libgfortran-ng-12.1.0-h69a702a_16
  libgfortran5       conda-forge/linux-64::libgfortran5-12.1.0-hdcd56e2_16
  liblapack          conda-forge/linux-64::liblapack-3.9.0-15_linux64_openblas
  libnghttp2         pkgs/main/linux-64::libnghttp2-1.46.0-hce63b2e_0
  libopenblas        conda-forge/linux-64::libopenblas-0.3.20-pthreads_h78a6416_0
  libpng             conda-forge/linux-64::libpng-1.6.37-h21135ba_2
  libssh2            conda-forge/linux-64::libssh2-1.10.0-ha56f1ee_2
  libtiff            pkgs/main/linux-64::libtiff-4.2.0-h85742a9_0
  libwebp-base       conda-forge/linux-64::libwebp-base-1.2.2-h7f98852_1
  lz4-c              conda-forge/linux-64::lz4-c-1.9.3-h9c3ff4c_1
  matplotlib-base    conda-forge/linux-64::matplotlib-base-3.5.2-py39h700656a_0
  munkres            conda-forge/noarch::munkres-1.1.4-pyh9f0ad1d_0
  numpy              conda-forge/linux-64::numpy-1.22.3-py39hc58783e_2
  olefile            conda-forge/noarch::olefile-0.46-pyh9f0ad1d_1
  packaging          conda-forge/noarch::packaging-21.3-pyhd8ed1ab_0
  pillow             conda-forge/linux-64::pillow-7.2.0-py39h6f3857e_2
  proj               pkgs/main/linux-64::proj-8.2.1-ha227179_0
  pyparsing          conda-forge/noarch::pyparsing-3.0.9-pyhd8ed1ab_0
  pyproj             pkgs/main/linux-64::pyproj-3.3.0-py39h6de3afc_0
  pyshp              conda-forge/noarch::pyshp-2.3.0-pyhd8ed1ab_0
  python-dateutil    conda-forge/noarch::python-dateutil-2.8.2-pyhd8ed1ab_0
  python_abi         conda-forge/linux-64::python_abi-3.9-2_cp39
  scipy              conda-forge/linux-64::scipy-1.8.1-py39he49c0e8_0
  shapely            conda-forge/linux-64::shapely-1.8.2-py39h73b9895_1
  six                conda-forge/noarch::six-1.16.0-pyh6c4a22f_0
  unicodedata2       conda-forge/linux-64::unicodedata2-14.0.0-py39hb9d737c_1
  zstd               conda-forge/linux-64::zstd-1.4.9-ha95c52a_0

The following packages will be UPDATED:

  ca-certificates    pkgs/main::ca-certificates-2022.4.26-~ --> conda-forge::ca-certificates-2022.6.15-ha878542_0
  conda              pkgs/main::conda-4.13.0-py39h06a4308_0 --> conda-forge::conda-4.13.0-py39hf3d152e_1

The following packages will be SUPERSEDED by a higher-priority channel:

  certifi            pkgs/main::certifi-2022.6.15-py39h06a~ --> conda-forge::certifi-2022.6.15-py39hf3d152e_0



Downloading and Extracting Packages
brotli-bin-1.0.9     | 19 KB     | : 100% 1.0/1 [00:00<00:00, 11.49it/s]
libedit-3.1.20191231 | 121 KB    | : 100% 1.0/1 [00:00<00:00, 12.36it/s]
freetype-2.10.4      | 890 KB    | : 100% 1.0/1 [00:00<00:00,  4.11it/s]
libtiff-4.2.0        | 502 KB    | : 100% 1.0/1 [00:00<00:00,  7.41it/s]
fonttools-4.33.3     | 1.6 MB    | : 100% 1.0/1 [00:00<00:00,  1.71it/s]
libgfortran-ng-12.1. | 23 KB     | : 100% 1.0/1 [00:00<00:00, 24.31it/s]
libbrotlienc-1.0.9   | 287 KB    | : 100% 1.0/1 [00:00<00:00, 11.39it/s]
libssh2-1.10.0       | 233 KB    | : 100% 1.0/1 [00:00<00:00,  8.18it/s]
pyparsing-3.0.9      | 79 KB     | : 100% 1.0/1 [00:00<00:00, 14.78it/s]
matplotlib-base-3.5. | 7.3 MB    | : 100% 1.0/1 [00:01<00:00,  1.54s/it]               
libcblas-3.9.0       | 12 KB     | : 100% 1.0/1 [00:00<00:00, 26.05it/s]
python_abi-3.9       | 4 KB      | : 100% 1.0/1 [00:00<00:00, 27.96it/s]
packaging-21.3       | 36 KB     | : 100% 1.0/1 [00:00<00:00, 22.94it/s]
cartopy-0.20.2       | 2.0 MB    | : 100% 1.0/1 [00:00<00:00,  2.57it/s]
libbrotlidec-1.0.9   | 33 KB     | : 100% 1.0/1 [00:00<00:00, 29.51it/s]
unicodedata2-14.0.0  | 498 KB    | : 100% 1.0/1 [00:00<00:00,  9.35it/s]
pyproj-3.3.0         | 454 KB    | : 100% 1.0/1 [00:00<00:00,  6.37it/s]
ca-certificates-2022 | 149 KB    | : 100% 1.0/1 [00:00<00:00, 15.54it/s]
cycler-0.11.0        | 10 KB     | : 100% 1.0/1 [00:00<00:00, 26.56it/s]
munkres-1.1.4        | 12 KB     | : 100% 1.0/1 [00:00<00:00, 20.45it/s]
libblas-3.9.0        | 12 KB     | : 100% 1.0/1 [00:00<00:00, 21.05it/s]
liblapack-3.9.0      | 12 KB     | : 100% 1.0/1 [00:00<00:00, 20.16it/s]
numpy-1.22.3         | 6.8 MB    | : 100% 1.0/1 [00:01<00:00,  1.93s/it]
six-1.16.0           | 14 KB     | : 100% 1.0/1 [00:00<00:00, 34.20it/s]
libgfortran5-12.1.0  | 1.8 MB    | : 100% 1.0/1 [00:00<00:00,  2.64it/s]
jpeg-9e              | 268 KB    | : 100% 1.0/1 [00:00<00:00,  9.63it/s]
keyutils-1.6.1       | 115 KB    | : 100% 1.0/1 [00:00<00:00, 17.34it/s]
kiwisolver-1.4.2     | 83 KB     | : 100% 1.0/1 [00:00<00:00, 15.70it/s]
pyshp-2.3.0          | 862 KB    | : 100% 1.0/1 [00:00<00:00,  3.19it/s]
libcurl-7.82.0       | 342 KB    | : 100% 1.0/1 [00:00<00:00, 13.69it/s]
lcms2-2.12           | 443 KB    | : 100% 1.0/1 [00:00<00:00,  8.50it/s]
libbrotlicommon-1.0. | 65 KB     | : 100% 1.0/1 [00:00<00:00, 17.27it/s]
libev-4.33           | 104 KB    | : 100% 1.0/1 [00:00<00:00, 20.60it/s]
proj-8.2.1           | 2.6 MB    | : 100% 1.0/1 [00:00<00:00,  4.77it/s]
brotli-1.0.9         | 18 KB     | : 100% 1.0/1 [00:00<00:00, 24.29it/s]
pillow-7.2.0         | 678 KB    | : 100% 1.0/1 [00:00<00:00,  5.60it/s]
libpng-1.6.37        | 306 KB    | : 100% 1.0/1 [00:00<00:00,  8.02it/s]
geos-3.10.2          | 1.6 MB    | : 100% 1.0/1 [00:00<00:00,  1.56it/s]
libnghttp2-1.46.0    | 680 KB    | : 100% 1.0/1 [00:00<00:00,  8.44it/s]
olefile-0.46         | 32 KB     | : 100% 1.0/1 [00:00<00:00, 17.93it/s]
krb5-1.19.3          | 1.4 MB    | : 100% 1.0/1 [00:00<00:00,  2.08it/s]
python-dateutil-2.8. | 240 KB    | : 100% 1.0/1 [00:00<00:00, 10.68it/s]
certifi-2022.6.15    | 155 KB    | : 100% 1.0/1 [00:00<00:00, 15.21it/s]
conda-4.13.0         | 998 KB    | : 100% 1.0/1 [00:00<00:00,  2.13it/s]
libopenblas-0.3.20   | 10.1 MB   | : 100% 1.0/1 [00:02<00:00,  2.53s/it]
shapely-1.8.2        | 351 KB    | : 100% 1.0/1 [00:00<00:00,  6.32it/s]
zstd-1.4.9           | 431 KB    | : 100% 1.0/1 [00:00<00:00,  7.58it/s]
c-ares-1.18.1        | 113 KB    | : 100% 1.0/1 [00:00<00:00, 13.49it/s]
scipy-1.8.1          | 24.9 MB   | : 100% 1.0/1 [00:05<00:00,  5.28s/it]               
lz4-c-1.9.3          | 179 KB    | : 100% 1.0/1 [00:00<00:00, 12.87it/s]
libwebp-base-1.2.2   | 824 KB    | : 100% 1.0/1 [00:00<00:00,  4.59it/s]
Preparing transaction: done
Verifying transaction: done
Executing transaction: done

cartopy-0.20.2 / proj-8.2.1 / pyproj-3.3.0 などがインストールされました。

import できるように

Python のバージョンが 3.9 だったので

コード
import sys
sys.path.append(r"/usr/local/lib/python3.9/site-packages")

pyproj の import でエラー

Cartopy 0.20.0 以上から Pyproj が依存関係にあり、 Cartopy を読み込むときに Pyproj を呼び出しますが、エラーが発生します。更に確認すると Cartopy 関係なく Pyproj 単体の読み込みでもエラーがでます。

コード
import pyproj
出力
---------------------------------------------------------------------------
ModuleNotFoundError                       Traceback (most recent call last)
<ipython-input-6-98cb605ea9de> in <module>()
----> 1 import pyproj

1 frames
/usr/local/lib/python3.9/site-packages/pyproj/network.py in <module>()
      8 import certifi
      9 
---> 10 from pyproj._network import (  # noqa: F401 pylint: disable=unused-import
     11     _set_ca_bundle_path,
     12     is_network_enabled,

ModuleNotFoundError: No module named 'pyproj._network'

---------------------------------------------------------------------------
NOTE: If your import is failing due to a missing package, you can
manually install dependencies using either !pip or !apt.

To view examples of installing some common dependencies, click the
"Open Examples" button below.
---------------------------------------------------------------------------

これが Pyproj の特定のバージョンにおける問題なのか、よくわかりません。検索してみると Visual C++ Redistributable Package 絡みっぽい回答はありましたが、 Windows でもないし。

最新の Pyproj 3.3.1 にアップデートしても同様のエラーが生じました。このイシュー自体比較的最近のものなので、もしかするとそのうち解消するかもしれません。

condacolab をつかう

もう少し情報を集めていると Google ColaboratoryにminiforgeをインストールしてRDkitを走らせたという記事内で condacolab を使ったインストールが紹介されていました。

コード
!pip install -q condacolab
import condacolab
condacolab.install_miniforge()
出力
⏬ Downloading https://github.com/jaimergp/miniforge/releases/latest/download/Miniforge-colab-Linux-x86_64.sh...
📦 Installing...
📌 Adjusting configuration...
🩹 Patching environment...
⏲ Done in 0:00:23
🔁 Restarting kernel...

途中でカーネルの再起動のためセッションが再起動しますが、問題ありません。

コード
!conda update -y -n base -c defaults conda
出力
(略)

ライブラリのインストール

コード
!conda install -y -c conda-forge cartopy
結果を開く
出力
Collecting package metadata (current_repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: /usr/local

  added / updated specs:
    - cartopy


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    brotli-1.0.9               |       h166bdaf_7          18 KB  conda-forge
    brotli-bin-1.0.9           |       h166bdaf_7          19 KB  conda-forge
    c-ares-1.18.1              |       h7f98852_0         113 KB  conda-forge
    ca-certificates-2022.6.15  |       ha878542_0         149 KB  conda-forge
    cartopy-0.20.2             |   py37h9a08e6e_0         1.7 MB  conda-forge
    certifi-2022.6.15          |   py37h89c1867_0         155 KB  conda-forge
    conda-4.13.0               |   py37h89c1867_1         989 KB  conda-forge
    cudatoolkit-11.1.1         |      ha002fc5_10        1.20 GB  conda-forge
    cycler-0.11.0              |     pyhd8ed1ab_0          10 KB  conda-forge
    fonttools-4.33.3           |   py37h540881e_0         1.6 MB  conda-forge
    freetype-2.10.4            |       h0708190_1         890 KB  conda-forge
    geos-3.10.1                |       h9c3ff4c_1         1.4 MB  conda-forge
    jbig-2.1                   |    h7f98852_2003          43 KB  conda-forge
    jpeg-9e                    |       h166bdaf_1         268 KB  conda-forge
    keyutils-1.6.1             |       h166bdaf_0         115 KB  conda-forge
    kiwisolver-1.4.2           |   py37h7cecad7_1          73 KB  conda-forge
    krb5-1.19.3                |       h3790be6_0         1.4 MB  conda-forge
    lcms2-2.12                 |       hddcbb42_0         443 KB  conda-forge
    lerc-2.2.1                 |       h9c3ff4c_0         213 KB  conda-forge
    libblas-3.9.0              |15_linux64_openblas          12 KB  conda-forge
    libbrotlicommon-1.0.9      |       h166bdaf_7          65 KB  conda-forge
    libbrotlidec-1.0.9         |       h166bdaf_7          33 KB  conda-forge
    libbrotlienc-1.0.9         |       h166bdaf_7         287 KB  conda-forge
    libcblas-3.9.0             |15_linux64_openblas          12 KB  conda-forge
    libcurl-7.79.1             |       h2574ce0_1         335 KB  conda-forge
    libdeflate-1.7             |       h7f98852_5          67 KB  conda-forge
    libedit-3.1.20191231       |       he28a2e2_2         121 KB  conda-forge
    libev-4.33                 |       h516909a_1         104 KB  conda-forge
    libgfortran-ng-12.1.0      |      h69a702a_16          23 KB  conda-forge
    libgfortran5-12.1.0        |      hdcd56e2_16         1.8 MB  conda-forge
    liblapack-3.9.0            |15_linux64_openblas          12 KB  conda-forge
    libnghttp2-1.43.0          |       h812cca2_1         790 KB  conda-forge
    libopenblas-0.3.20         |pthreads_h78a6416_0        10.1 MB  conda-forge
    libpng-1.6.37              |       h21135ba_2         306 KB  conda-forge
    libssh2-1.10.0             |       ha56f1ee_2         233 KB  conda-forge
    libtiff-4.3.0              |       hf544144_1         668 KB  conda-forge
    libwebp-base-1.2.2         |       h7f98852_1         824 KB  conda-forge
    lz4-c-1.9.3                |       h9c3ff4c_1         179 KB  conda-forge
    matplotlib-base-3.5.2      |   py37hc347a89_0         7.3 MB  conda-forge
    munkres-1.1.4              |     pyh9f0ad1d_0          12 KB  conda-forge
    numpy-1.21.6               |   py37h976b520_0         6.1 MB  conda-forge
    olefile-0.46               |     pyh9f0ad1d_1          32 KB  conda-forge
    openjpeg-2.4.0             |       hb52868f_1         444 KB  conda-forge
    openssl-1.1.1o             |       h166bdaf_0         2.1 MB  conda-forge
    packaging-21.3             |     pyhd8ed1ab_0          36 KB  conda-forge
    pillow-8.3.2               |   py37h0f21c89_0         692 KB  conda-forge
    proj-8.2.0                 |       h277dcde_0         3.0 MB  conda-forge
    pyparsing-3.0.9            |     pyhd8ed1ab_0          79 KB  conda-forge
    pyproj-3.2.1               |   py37hb589d83_5         526 KB  conda-forge
    pyshp-2.3.0                |     pyhd8ed1ab_0         862 KB  conda-forge
    python-dateutil-2.8.2      |     pyhd8ed1ab_0         240 KB  conda-forge
    scipy-1.7.3                |   py37hf2a6cf1_0        21.8 MB  conda-forge
    shapely-1.8.0              |   py37h9b0f7a3_4         373 KB  conda-forge
    six-1.16.0                 |     pyh6c4a22f_0          14 KB  conda-forge
    typing-extensions-4.2.0    |       hd8ed1ab_1           8 KB  conda-forge
    typing_extensions-4.2.0    |     pyha770c72_1          27 KB  conda-forge
    unicodedata2-14.0.0        |   py37h540881e_1         496 KB  conda-forge
    zstd-1.5.0                 |       ha95c52a_0         490 KB  conda-forge
    ------------------------------------------------------------
                                           Total:        1.27 GB

The following NEW packages will be INSTALLED:

  brotli             conda-forge/linux-64::brotli-1.0.9-h166bdaf_7
  brotli-bin         conda-forge/linux-64::brotli-bin-1.0.9-h166bdaf_7
  c-ares             conda-forge/linux-64::c-ares-1.18.1-h7f98852_0
  cartopy            conda-forge/linux-64::cartopy-0.20.2-py37h9a08e6e_0
  cudatoolkit        conda-forge/linux-64::cudatoolkit-11.1.1-ha002fc5_10
  cycler             conda-forge/noarch::cycler-0.11.0-pyhd8ed1ab_0
  fonttools          conda-forge/linux-64::fonttools-4.33.3-py37h540881e_0
  freetype           conda-forge/linux-64::freetype-2.10.4-h0708190_1
  geos               conda-forge/linux-64::geos-3.10.1-h9c3ff4c_1
  jbig               conda-forge/linux-64::jbig-2.1-h7f98852_2003
  jpeg               conda-forge/linux-64::jpeg-9e-h166bdaf_1
  keyutils           conda-forge/linux-64::keyutils-1.6.1-h166bdaf_0
  kiwisolver         conda-forge/linux-64::kiwisolver-1.4.2-py37h7cecad7_1
  krb5               conda-forge/linux-64::krb5-1.19.3-h3790be6_0
  lcms2              conda-forge/linux-64::lcms2-2.12-hddcbb42_0
  lerc               conda-forge/linux-64::lerc-2.2.1-h9c3ff4c_0
  libblas            conda-forge/linux-64::libblas-3.9.0-15_linux64_openblas
  libbrotlicommon    conda-forge/linux-64::libbrotlicommon-1.0.9-h166bdaf_7
  libbrotlidec       conda-forge/linux-64::libbrotlidec-1.0.9-h166bdaf_7
  libbrotlienc       conda-forge/linux-64::libbrotlienc-1.0.9-h166bdaf_7
  libcblas           conda-forge/linux-64::libcblas-3.9.0-15_linux64_openblas
  libcurl            conda-forge/linux-64::libcurl-7.79.1-h2574ce0_1
  libdeflate         conda-forge/linux-64::libdeflate-1.7-h7f98852_5
  libedit            conda-forge/linux-64::libedit-3.1.20191231-he28a2e2_2
  libev              conda-forge/linux-64::libev-4.33-h516909a_1
  libgfortran-ng     conda-forge/linux-64::libgfortran-ng-12.1.0-h69a702a_16
  libgfortran5       conda-forge/linux-64::libgfortran5-12.1.0-hdcd56e2_16
  liblapack          conda-forge/linux-64::liblapack-3.9.0-15_linux64_openblas
  libnghttp2         conda-forge/linux-64::libnghttp2-1.43.0-h812cca2_1
  libopenblas        conda-forge/linux-64::libopenblas-0.3.20-pthreads_h78a6416_0
  libpng             conda-forge/linux-64::libpng-1.6.37-h21135ba_2
  libssh2            conda-forge/linux-64::libssh2-1.10.0-ha56f1ee_2
  libtiff            conda-forge/linux-64::libtiff-4.3.0-hf544144_1
  libwebp-base       conda-forge/linux-64::libwebp-base-1.2.2-h7f98852_1
  lz4-c              conda-forge/linux-64::lz4-c-1.9.3-h9c3ff4c_1
  matplotlib-base    conda-forge/linux-64::matplotlib-base-3.5.2-py37hc347a89_0
  munkres            conda-forge/noarch::munkres-1.1.4-pyh9f0ad1d_0
  numpy              conda-forge/linux-64::numpy-1.21.6-py37h976b520_0
  olefile            conda-forge/noarch::olefile-0.46-pyh9f0ad1d_1
  openjpeg           conda-forge/linux-64::openjpeg-2.4.0-hb52868f_1
  packaging          conda-forge/noarch::packaging-21.3-pyhd8ed1ab_0
  pillow             conda-forge/linux-64::pillow-8.3.2-py37h0f21c89_0
  proj               conda-forge/linux-64::proj-8.2.0-h277dcde_0
  pyparsing          conda-forge/noarch::pyparsing-3.0.9-pyhd8ed1ab_0
  pyproj             conda-forge/linux-64::pyproj-3.2.1-py37hb589d83_5
  pyshp              conda-forge/noarch::pyshp-2.3.0-pyhd8ed1ab_0
  python-dateutil    conda-forge/noarch::python-dateutil-2.8.2-pyhd8ed1ab_0
  scipy              conda-forge/linux-64::scipy-1.7.3-py37hf2a6cf1_0
  shapely            conda-forge/linux-64::shapely-1.8.0-py37h9b0f7a3_4
  six                conda-forge/noarch::six-1.16.0-pyh6c4a22f_0
  typing-extensions  conda-forge/noarch::typing-extensions-4.2.0-hd8ed1ab_1
  typing_extensions  conda-forge/noarch::typing_extensions-4.2.0-pyha770c72_1
  unicodedata2       conda-forge/linux-64::unicodedata2-14.0.0-py37h540881e_1
  zstd               conda-forge/linux-64::zstd-1.5.0-ha95c52a_0

The following packages will be UPDATED:

  ca-certificates    pkgs/main::ca-certificates-2022.4.26-~ --> conda-forge::ca-certificates-2022.6.15-ha878542_0
  conda              pkgs/main::conda-4.13.0-py37h06a4308_0 --> conda-forge::conda-4.13.0-py37h89c1867_1

The following packages will be SUPERSEDED by a higher-priority channel:

  certifi            pkgs/main::certifi-2022.6.15-py37h06a~ --> conda-forge::certifi-2022.6.15-py37h89c1867_0
  openssl              pkgs/main::openssl-1.1.1o-h7f8727e_0 --> conda-forge::openssl-1.1.1o-h166bdaf_0



Downloading and Extracting Packages
openssl-1.1.1o       | 2.1 MB    | : 100% 1.0/1 [00:00<00:00,  2.15it/s]
certifi-2022.6.15    | 155 KB    | : 100% 1.0/1 [00:00<00:00, 15.07it/s]
libtiff-4.3.0        | 668 KB    | : 100% 1.0/1 [00:00<00:00,  5.79it/s]
libdeflate-1.7       | 67 KB     | : 100% 1.0/1 [00:00<00:00, 17.43it/s]
unicodedata2-14.0.0  | 496 KB    | : 100% 1.0/1 [00:00<00:00,  8.62it/s]
zstd-1.5.0           | 490 KB    | : 100% 1.0/1 [00:00<00:00,  7.83it/s]
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Preparing transaction: done
Verifying transaction: done
Executing transaction: \ By downloading and using the CUDA Toolkit conda packages, you accept the terms and conditions of the CUDA End User License Agreement (EULA): https://docs.nvidia.com/cuda/eula/index.htmldone

cartopy-0.20.2 / proj-8.2.0 / pyproj-3.2.1 などがインストールされました。

実行した時期と、そのときのバージョンの差異なのかよくわかりませんが、今度は Pyproj の読み込みでエラーは生じませんでした。

なんやかんやあって

image.png

作図のパラメータ決定などは別の記事に書きます。

  1. cylindrical topology とはあるけど、円筒の何かということは書いてない

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