Rerun all notebooks, refactor, update requirements.txt and install guide

Author: jiwidi

01-Analysis&transforms.ipynb

@@ -5,7 +5,7 @@ If you want to run the notebooks on your computer make sure you install the requ
 
 Create the environment
 ```
-conda create --name {YOURENVNAME} python=3.6
+conda create --name {YOURENVNAME} python=3.7
 ```
 
 Activate the environment
@@ -30,4 +30,4 @@ conda install -c anaconda ipykernel
 python -m ipykernel install --user --name={KERNELNAME}
 ```
 
-The `{KERNELNAME}` should now appear on your jupyter kernel list! 
+The `{KERNELNAME}` should now appear on your jupyter kernel list!

02-Forecasting_models.ipynb

@@ -1,218 +1,141 @@
-name: timeseries
-channels:
-  - anaconda
-  - conda-forge
-  - defaults
-dependencies:
-  - absl-py=0.9.0=py36_0
-  - attrs=19.3.0=py_0
-  - backcall=0.1.0=py36_0
-  - blas=1.0=mkl
-  - bleach=3.1.0=py36_0
-  - ca-certificates=2019.11.28=hecc5488_0
-  - certifi=2019.11.28=py36_0
-  - colorama=0.4.3=py_0
-  - console_shortcut=0.1.1=4
-  - convertdate=2.1.3=py_1000
-  - cycler=0.10.0=py_2
-  - cython=0.29.15=py36h6538335_0
-  - decorator=4.4.1=py_0
-  - defusedxml=0.6.0=py_0
-  - entrypoints=0.3=py36_0
-  - ephem=3.7.7.0=py36hfa6e2cd_0
-  - fbprophet=0.5=py36h6538335_3
-  - freetype=2.10.0=h563cfd7_1
-  - gast=0.3.3=py_0
-  - h5py=2.10.0=nompi_py36h422b98e_102
-  - hdf5=1.10.5=nompi_ha405e13_1104
-  - icc_rt=2019.0.0=h0cc432a_1
-  - icu=64.2=he025d50_1
-  - importlib_metadata=1.5.0=py36_0
-  - intel-openmp=2019.4=245
-  - ipykernel=5.1.4=py36h39e3cac_0
-  - ipython=7.12.0=py36h5ca1d4c_0
-  - ipython_genutils=0.2.0=py36_0
-  - jedi=0.16.0=py36_0
-  - jinja2=2.11.1=py_0
-  - jpeg=9c=hfa6e2cd_1001
-  - json5=0.9.1=py_0
-  - jsonschema=3.2.0=py36_0
-  - jupyter_client=5.3.4=py36_0
-  - jupyter_core=4.6.1=py36_0
-  - jupyterlab=1.2.6=pyhf63ae98_0
-  - jupyterlab_server=1.0.6=py_0
-  - keras-applications=1.0.8=py_1
-  - keras-preprocessing=1.1.0=py_0
-  - kiwisolver=1.1.0=py36he980bc4_0
-  - libblas=3.8.0=14_mkl
-  - libcblas=3.8.0=14_mkl
-  - libclang=9.0.1=default_hf44288c_0
-  - liblapack=3.8.0=14_mkl
-  - libpng=1.6.37=h7602738_0
-  - libprotobuf=3.11.4=h1a1b453_0
-  - libsodium=1.0.16=h9d3ae62_0
-  - libtiff=4.1.0=h56a325e_0
-  - lunardate=0.2.0=py_0
-  - m2-base=1.0.0=3
-  - m2-bash=4.3.042=5
-  - m2-bash-completion=2.3=2
-  - m2-catgets=1.1=3
-  - m2-coreutils=8.25=102
-  - m2-dash=0.5.8=2
-  - m2-diffutils=3.3=4
-  - m2-file=5.25=2
-  - m2-filesystem=2016.04=4
-  - m2-findutils=4.6.0=2
-  - m2-gawk=4.1.3=2
-  - m2-gcc-libs=5.3.0=4
-  - m2-gettext=0.19.7=4
-  - m2-gmp=6.1.0=3
-  - m2-grep=2.22=4
-  - m2-gzip=1.7=2
-  - m2-inetutils=1.9.2=2
-  - m2-info=6.0=2
-  - m2-less=481=2
-  - m2-libasprintf=0.19.7=4
-  - m2-libbz2=1.0.6=3
-  - m2-libcatgets=1.1=3
-  - m2-libcrypt=1.3=2
-  - m2-libgettextpo=0.19.7=4
-  - m2-libiconv=1.14=3
-  - m2-libintl=0.19.7=4
-  - m2-liblzma=5.2.2=2
-  - m2-libpcre=8.38=2
-  - m2-libreadline=6.3.008=8
-  - m2-libutil-linux=2.26.2=2
-  - m2-libxml2=2.9.2=3
-  - m2-make=4.1=5
-  - m2-mintty=1!2.2.3=2
-  - m2-mpfr=3.1.4=2
-  - m2-msys2-launcher-git=0.3.28.860c495=2
-  - m2-msys2-runtime=2.5.0.17080.65c939c=3
-  - m2-ncurses=6.0.20160220=2
-  - m2-sed=4.2.2=3
-  - m2-tar=1.28=4
-  - m2-tftp-hpa=5.2=2
-  - m2-time=1.7=2
-  - m2-ttyrec=1.0.8=2
-  - m2-tzcode=2015.e=2
-  - m2-unzip=6.0=3
-  - m2-util-linux=2.26.2=2
-  - m2-which=2.21=3
-  - m2-zip=3.0=2
-  - m2-zlib=1.2.8=4
-  - m2w64-binutils=2.25.1=5
-  - m2w64-bzip2=1.0.6=6
-  - m2w64-crt-git=5.0.0.4636.2595836=2
-  - m2w64-gcc=5.3.0=6
-  - m2w64-gcc-ada=5.3.0=6
-  - m2w64-gcc-fortran=5.3.0=6
-  - m2w64-gcc-libgfortran=5.3.0=6
-  - m2w64-gcc-libs=5.3.0=7
-  - m2w64-gcc-libs-core=5.3.0=7
-  - m2w64-gcc-objc=5.3.0=6
-  - m2w64-gmp=6.1.0=2
-  - m2w64-headers-git=5.0.0.4636.c0ad18a=2
-  - m2w64-isl=0.16.1=2
-  - m2w64-libiconv=1.14=6
-  - m2w64-libmangle-git=5.0.0.4509.2e5a9a2=2
-  - m2w64-libwinpthread-git=5.0.0.4634.697f757=2
-  - m2w64-make=4.1.2351.a80a8b8=2
-  - m2w64-mpc=1.0.3=3
-  - m2w64-mpfr=3.1.4=4
-  - m2w64-pkg-config=0.29.1=2
-  - m2w64-toolchain=5.3.0=7
-  - m2w64-toolchain_win-64=2.4.0=0
-  - m2w64-tools-git=5.0.0.4592.90b8472=2
-  - m2w64-windows-default-manifest=6.4=3
-  - m2w64-winpthreads-git=5.0.0.4634.697f757=2
-  - m2w64-zlib=1.2.8=10
-  - markdown=3.2.1=py_0
-  - markupsafe=1.1.1=py36he774522_0
-  - matplotlib=3.1.3=py36_0
-  - matplotlib-base=3.1.3=py36h2981e6d_0
-  - mistune=0.8.4=py36he774522_0
-  - mkl=2019.4=245
-  - mkl-service=2.3.0=py36hfa6e2cd_0
-  - msys2-conda-epoch=20160418=1
-  - nbconvert=5.6.1=py36_0
-  - nbformat=5.0.4=py_0
-  - notebook=6.0.3=py36_0
-  - numpy=1.18.1=py36hc71023c_0
-  - olefile=0.46=py36_0
-  - openssl=1.1.1d=hfa6e2cd_0
-  - pandoc=2.2.3.2=0
-  - pandocfilters=1.4.2=py36_1
-  - parso=0.6.1=py_0
-  - pickleshare=0.7.5=py36_0
-  - pillow=7.0.0=py36hcc1f983_0
-  - pip=20.0.2=py36_1
-  - posix=1.0.0=2
-  - prometheus_client=0.7.1=py_0
-  - prompt_toolkit=3.0.3=py_0
-  - pygments=2.5.2=py_0
-  - pyparsing=2.4.6=py_0
-  - pyqt=5.12.3=py36h6538335_1
-  - pyreadline=2.1=py36_1001
-  - pyrsistent=0.15.7=py36he774522_0
-  - pystan=2.17.1.0=py36hb8a7f35_1004
-  - python=3.6.10=h9f7ef89_0
-  - python-dateutil=2.8.1=py_0
-  - pytz=2019.3=py_0
-  - pywin32=227=py36he774522_1
-  - pywinpty=0.5.7=py36_0
-  - pyzmq=18.1.1=py36ha925a31_0
-  - qt=5.12.5=h7ef1ec2_0
-  - send2trash=1.5.0=py36_0
-  - setuptools=45.2.0=py36_0
-  - six=1.14.0=py36_0
-  - sqlite=3.31.1=he774522_0
-  - termcolor=1.1.0=py_2
-  - terminado=0.8.3=py36_0
-  - testpath=0.4.4=py_0
-  - tk=8.6.8=hfa6e2cd_0
-  - tornado=6.0.3=py36he774522_3
-  - traitlets=4.3.3=py36_0
-  - vc=14.1=h0510ff6_4
-  - vs2015_runtime=14.16.27012=hf0eaf9b_1
-  - wcwidth=0.1.8=py_0
-  - webencodings=0.5.1=py36_1
-  - werkzeug=1.0.0=py_0
-  - wheel=0.34.2=py36_0
-  - wincertstore=0.2=py36h7fe50ca_0
-  - winpty=0.4.3=4
-  - xz=5.2.4=h2fa13f4_4
-  - zeromq=4.3.1=h33f27b4_3
-  - zipp=2.2.0=py_0
-  - zlib=1.2.11=h2fa13f4_1006
-  - zstd=1.3.7=h508b16e_0
-  - pip:
-    - astor==0.8.1
-    - bayesian-optimization==1.1.0
-    - beautifultable==0.8.0
-    - chardet==3.0.4
-    - google-pasta==0.1.8
-    - grpcio==1.27.2
-    - holidays==0.9.12
-    - idna==2.8
-    - joblib==0.14.1
-    - keras==2.3.1
-    - opt-einsum==3.1.0
-    - pandas==1.0.0
-    - patsy==0.5.1
-    - pmdarima==1.5.3
-    - protobuf==3.11.3
-    - pyqt5-sip==4.19.18
-    - pyqtwebengine==5.12.1
-    - pyyaml==5.3
-    - scikit-learn==0.22.1
-    - scipy==1.4.1
-    - setuptools-git==1.2
-    - statsmodels==0.11.0
-    - tabulate==0.8.6
-    - torch==1.4.0
-    - torchvision==0.5.0
-    - tqdm==4.42.1
-    - urllib3==1.25.8
-    - xgboost==0.90
-
+name: time
+channels:
+  - anaconda
+  - defaults
+dependencies:
+  - appnope=0.1.0=py37_0
+  - backcall=0.2.0=py_0
+  - ca-certificates=2020.10.14=0
+  - certifi=2020.6.20=py37_0
+  - decorator=4.4.2=py_0
+  - ipykernel=5.3.4=py37h5ca1d4c_0
+  - ipython=7.18.1=py37h5ca1d4c_0
+  - ipython_genutils=0.2.0=py37_0
+  - jedi=0.18.0=py37hecd8cb5_1
+  - jupyter_client=6.1.7=py_0
+  - jupyter_core=4.6.3=py37_0
+  - libcxx=10.0.0=1
+  - libffi=3.3=hb1e8313_2
+  - libsodium=1.0.18=h1de35cc_0
+  - ncurses=6.2=h0a44026_1
+  - openssl=1.1.1k=h9ed2024_0
+  - parso=0.8.0=py_0
+  - pexpect=4.8.0=py37_0
+  - pickleshare=0.7.5=py37_0
+  - pip=21.0.1=py37hecd8cb5_0
+  - prompt-toolkit=3.0.8=py_0
+  - ptyprocess=0.6.0=py37_0
+  - pygments=2.7.1=py_0
+  - python=3.7.10=h88f2d9e_0
+  - pyzmq=19.0.2=py37hb1e8313_1
+  - readline=8.1=h9ed2024_0
+  - setuptools=52.0.0=py37hecd8cb5_0
+  - six=1.15.0=py_0
+  - sqlite=3.35.4=hce871da_0
+  - tk=8.6.10=hb0a8c7a_0
+  - tornado=6.0.4=py37h1de35cc_1
+  - traitlets=5.0.5=py_0
+  - wcwidth=0.2.5=py_0
+  - wheel=0.36.2=pyhd3eb1b0_0
+  - xz=5.2.5=h1de35cc_0
+  - zeromq=4.3.3=hb1e8313_3
+  - zlib=1.2.11=h1de35cc_3
+  - pip:
+    - absl-py==0.12.0
+    - astunparse==1.6.3
+    - attrs==21.2.0
+    - autoflake==1.4
+    - autopep8==1.5.7
+    - bayesian-optimization==1.2.0
+    - beautifultable==1.0.0
+    - cachetools==4.2.2
+    - chardet==3.0.4
+    - cleanipynb==0.4.2
+    - cloudpickle==1.6.0
+    - cmdstanpy==0.9.5
+    - convertdate==2.3.2
+    - cycler==0.10.0
+    - cython==0.29.17
+    - ephem==3.7.7.1
+    - fbprophet==0.7
+    - flatbuffers==1.12
+    - gast==0.3.3
+    - gluonts==0.6.0
+    - google-auth==1.30.0
+    - google-auth-oauthlib==0.4.4
+    - google-pasta==0.2.0
+    - grpcio==1.32.0
+    - h5py==2.10.0
+    - hijri-converter==2.1.1
+    - holidays==0.11.1
+    - idna==2.10
+    - importanize==0.7.0
+    - importlib-metadata==4.0.1
+    - jinja2==2.11.0
+    - joblib==1.0.1
+    - jsonschema==3.2.0
+    - jupytext==1.11.2
+    - keras-preprocessing==1.1.2
+    - kiwisolver==1.3.1
+    - korean-lunar-calendar==0.2.1
+    - lightgbm==3.2.0
+    - llvmlite==0.36.0
+    - lunarcalendar==0.0.9
+    - markdown==3.3.4
+    - markdown-it-py==1.1.0
+    - markupsafe==1.1.1
+    - matplotlib==3.4.0
+    - mdit-py-plugins==0.2.8
+    - mxnet==1.8.0.post0
+    - nbformat==5.1.3
+    - numba==0.53.1
+    - numpy==1.19.5
+    - oauthlib==3.1.0
+    - opt-einsum==3.3.0
+    - pandas==1.2.0
+    - pathlib2==2.3.5
+    - patsy==0.5.1
+    - pillow==8.2.0
+    - pmdarima==1.8.0
+    - protobuf==3.16.0
+    - pyasn1==0.4.8
+    - pyasn1-modules==0.2.8
+    - pycodestyle==2.7.0
+    - pydantic==1.4
+    - pyflakes==2.3.1
+    - pymeeus==0.5.11
+    - pyparsing==2.4.7
+    - pyrsistent==0.17.3
+    - pystan==2.19.1.1
+    - python-dateutil==2.8.0
+    - python-graphviz==0.8.4
+    - pytz==2021.1
+    - pyyaml==5.4.1
+    - requests==2.25.0
+    - requests-oauthlib==1.3.0
+    - rsa==4.7.2
+    - scikit-learn==0.24.0
+    - scipy==1.4.0
+    - setuptools-git==1.2
+    - shap==0.39.0
+    - slicer==0.0.7
+    - statsmodels==0.12.1
+    - tabulate==0.8.0
+    - tensorboard==2.5.0
+    - tensorboard-data-server==0.6.1
+    - tensorboard-plugin-wit==1.8.0
+    - tensorflow==2.4.0
+    - tensorflow-estimator==2.4.0
+    - termcolor==1.1.0
+    - threadpoolctl==2.1.0
+    - toml==0.10.2
+    - toolz==0.11.1
+    - tqdm==4.59.0
+    - typing-extensions==3.7.4.3
+    - ujson==1.35
+    - urllib3==1.26.4
+    - werkzeug==1.0.1
+    - wrapt==1.12.1
+    - xgboost==1.1.0
+    - zipp==3.4.1
+prefix: /Users/jaimeferrando/miniconda3/envs/time