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‎README.md‎

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@@ -594,97 +594,311 @@ With the validation loss and validation MSE metrics:
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# 4) Usage
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This has been built using Python 3.6.8 version.
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This has been built using Python 3.8 version.
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Download the source code and install the following packages:
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```cmd
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C:\Users\thund\Source\Repos\stock-prediction-deep-neural-learning>pip list
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Package Version
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-------------------- ---------
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absl-py 0.8.0
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astor 0.8.0
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astroid 2.3.3
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backcall 0.1.0
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beautifulsoup4 4.9.3
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certifi 2020.6.20
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chardet 3.0.4
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colorama 0.4.1
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cycler 0.10.0
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decorator 4.4.0
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Django 2.2.6
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gast 0.2.2
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google-pasta 0.1.7
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graphviz 0.13.2
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grpcio 1.23.0
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h5py 2.10.0
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html5lib 1.1
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idna 2.10
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image 1.5.27
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imageio 2.6.1
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imbalanced-learn 0.5.0
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imblearn 0.0
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ipython 7.8.0
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ipython-genutils 0.2.0
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isort 4.3.21
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jedi 0.15.1
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joblib 0.14.0
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Keras 2.3.1
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Keras-Applications 1.0.8
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Keras-Preprocessing 1.1.0
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kiwisolver 1.1.0
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lazy-object-proxy 1.4.3
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lxml 4.5.1
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Markdown 3.1.1
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matplotlib 3.1.1
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mccabe 0.6.1
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multitasking 0.0.9
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networkx 2.4
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numpy 1.17.2
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opencv-python 4.1.1.26
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opt-einsum 3.1.0
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pandas 0.24.0
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pandas-datareader 0.5.0
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parso 0.5.1
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pickleshare 0.7.5
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Pillow 6.2.0
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pip 21.2.4
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prompt-toolkit 2.0.10
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protobuf 3.9.2
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pydot 1.4.1
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Pygments 2.4.2
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pylint 2.4.4
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pyparsing 2.4.2
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python-dateutil 2.8.0
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pytz 2019.2
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PyWavelets 1.1.1
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PyYAML 5.1.2
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requests 2.24.0
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requests-file 1.5.1
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requests-ftp 0.3.1
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scikit-image 0.16.2
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scikit-learn 0.21.3
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scipy 1.3.1
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seaborn 0.9.0
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setuptools 41.2.0
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six 1.12.0
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soupsieve 2.2
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sqlparse 0.3.0
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tensorboard 2.0.0
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tensorflow 2.0.0
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tensorflow-estimator 2.0.1
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tensorflow-gpu 2.0.0
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termcolor 1.1.0
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traitlets 4.3.3
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typed-ast 1.4.0
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urllib3 1.25.9
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wcwidth 0.1.7
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webencodings 0.5.1
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Werkzeug 0.16.0
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wheel 0.33.6
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wrapt 1.11.2
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xlrd 1.2.0
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yfinance 0.1.63
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absl-py 0.13.0
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alabaster 0.7.12
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anaconda-client 1.7.2
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anaconda-navigator 2.0.3
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anaconda-project 0.9.1
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anyio 2.2.0
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appdirs 1.4.4
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argh 0.26.2
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argon2-cffi 20.1.0
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asn1crypto 1.4.0
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astroid 2.6.6
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astropy 4.2.1
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astunparse 1.6.3
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async-generator 1.10
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atomicwrites 1.4.0
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attrs 20.3.0
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autopep8 1.5.5
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Babel 2.9.0
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backcall 0.2.0
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backports.functools-lru-cache 1.6.4
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backports.shutil-get-terminal-size 1.0.0
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backports.tempfile 1.0
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backports.weakref 1.0.post1
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bcrypt 3.2.0
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beautifulsoup4 4.9.3
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bitarray 1.9.2
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bkcharts 0.2
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black 19.10b0
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bleach 3.3.0
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bokeh 2.3.2
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boto 2.49.0
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Bottleneck 1.3.2
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brotlipy 0.7.0
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cachetools 4.2.2
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certifi 2020.12.5
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cffi 1.14.5
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chardet 4.0.0
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clang 5.0
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click 7.1.2
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cloudpickle 1.6.0
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clyent 1.2.2
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colorama 0.4.4
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comtypes 1.1.9
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conda 4.10.1
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conda-build 3.21.4
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conda-content-trust 0+unknown
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conda-package-handling 1.7.3
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conda-repo-cli 1.0.4
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conda-token 0.3.0
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conda-verify 3.4.2
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contextlib2 0.6.0.post1
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cryptography 3.4.7
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cycler 0.10.0
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Cython 0.29.23
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cytoolz 0.11.0
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dask 2021.4.0
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decorator 5.0.6
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defusedxml 0.7.1
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diff-match-patch 20200713
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distributed 2021.4.0
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docutils 0.17
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entrypoints 0.3
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et-xmlfile 1.0.1
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fastcache 1.1.0
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filelock 3.0.12
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flake8 3.8.4
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Flask 1.1.2
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flatbuffers 1.12
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fsspec 0.9.0
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future 0.18.2
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gast 0.4.0
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gevent 21.1.2
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glob2 0.7
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google-auth 1.35.0
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google-auth-oauthlib 0.4.6
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google-pasta 0.2.0
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greenlet 1.0.0
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grpcio 1.40.0
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h5py 3.1.0
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HeapDict 1.0.1
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helpdev 0.7.1
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html5lib 1.1
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idna 2.10
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imagecodecs 2021.3.31
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imageio 2.9.0
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imagesize 1.2.0
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importlib-metadata 3.10.0
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iniconfig 1.1.1
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intervaltree 3.1.0
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ipykernel 5.3.4
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ipython 7.22.0
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ipython-genutils 0.2.0
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ipywidgets 7.6.3
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isort 5.8.0
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itsdangerous 1.1.0
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jdcal 1.4.1
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jedi 0.17.2
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Jinja2 2.11.3
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joblib 1.0.1
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json5 0.9.5
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jsonschema 3.2.0
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jupyter 1.0.0
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jupyter-client 6.1.12
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jupyter-console 6.4.0
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jupyter-core 4.7.1
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jupyter-packaging 0.7.12
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jupyter-server 1.4.1
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jupyterlab 3.0.14
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jupyterlab-pygments 0.1.2
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jupyterlab-server 2.4.0
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jupyterlab-widgets 1.0.0
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keras 2.6.0
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Keras-Preprocessing 1.1.2
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keyring 22.3.0
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kiwisolver 1.3.1
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lazy-object-proxy 1.6.0
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libarchive-c 2.9
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llvmlite 0.36.0
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locket 0.2.1
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lxml 4.6.3
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Markdown 3.3.4
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MarkupSafe 1.1.1
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matplotlib 3.3.4
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mccabe 0.6.1
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menuinst 1.4.16
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mistune 0.8.4
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mkl-fft 1.3.0
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mkl-random 1.2.1
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mkl-service 2.3.0
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mock 4.0.3
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more-itertools 8.7.0
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mpmath 1.2.1
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msgpack 1.0.2
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multipledispatch 0.6.0
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multitasking 0.0.9
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mypy-extensions 0.4.3
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navigator-updater 0.2.1
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nbclassic 0.2.6
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nbclient 0.5.3
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nbconvert 6.0.7
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nbformat 5.1.3
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nest-asyncio 1.5.1
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networkx 2.5
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nltk 3.6.1
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nose 1.3.7
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notebook 6.3.0
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numba 0.53.1
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numexpr 2.7.3
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numpy 1.21.2
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numpydoc 1.1.0
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oauthlib 3.1.1
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olefile 0.46
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openpyxl 3.0.7
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opt-einsum 3.3.0
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packaging 20.9
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pandas 1.2.4
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pandocfilters 1.4.3
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paramiko 2.7.2
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parso 0.7.0
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partd 1.2.0
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path 15.1.2
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pathlib2 2.3.5
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pathspec 0.7.0
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patsy 0.5.1
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pep8 1.7.1
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pexpect 4.8.0
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pickleshare 0.7.5
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Pillow 8.2.0
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pip 21.2.4
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pkginfo 1.7.0
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pluggy 0.13.1
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ply 3.11
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prometheus-client 0.10.1
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prompt-toolkit 3.0.17
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protobuf 3.18.0
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psutil 5.8.0
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ptyprocess 0.7.0
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py 1.10.0
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pyasn1 0.4.8
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pyasn1-modules 0.2.8
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pycodestyle 2.6.0
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pycosat 0.6.3
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pycparser 2.20
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pycurl 7.43.0.6
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pydocstyle 6.0.0
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pyerfa 1.7.3
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pyflakes 2.2.0
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Pygments 2.8.1
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pylint 2.7.4
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pyls-black 0.4.6
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pyls-spyder 0.3.2
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PyNaCl 1.4.0
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pyodbc 4.0.0-unsupported
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pyOpenSSL 20.0.1
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pyparsing 2.4.7
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PyQt5 5.12.3
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PyQt5-sip 12.9.0
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PyQtWebEngine 5.12.1
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pyreadline 2.1
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pyrsistent 0.17.3
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PySocks 1.7.1
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pytest 6.2.3
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python-dateutil 2.8.1
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python-jsonrpc-server 0.4.0
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python-language-server 0.36.2
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pytz 2021.1
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PyWavelets 1.1.1
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pywin32 227
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pywin32-ctypes 0.2.0
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pywinpty 0.5.7
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PyYAML 5.4.1
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pyzmq 20.0.0
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QDarkStyle 2.8.1
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QtAwesome 1.0.2
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qtconsole 5.0.3
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QtPy 1.9.0
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regex 2021.4.4
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requests 2.25.1
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requests-oauthlib 1.3.0
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rope 0.18.0
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rsa 4.7.2
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Rtree 0.9.7
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ruamel-yaml-conda 0.15.100
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scikit-image 0.18.1
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scikit-learn 0.24.1
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scipy 1.6.2
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seaborn 0.11.1
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Send2Trash 1.5.0
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setuptools 52.0.0.post20210125
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simplegeneric 0.8.1
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singledispatch 0.0.0
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sip 4.19.13
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six 1.15.0
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sniffio 1.2.0
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snowballstemmer 2.1.0
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sortedcollections 2.1.0
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sortedcontainers 2.3.0
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soupsieve 2.2.1
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Sphinx 4.0.1
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sphinxcontrib-applehelp 1.0.2
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sphinxcontrib-devhelp 1.0.2
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sphinxcontrib-htmlhelp 1.0.3
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sphinxcontrib-jsmath 1.0.1
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sphinxcontrib-qthelp 1.0.3
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sphinxcontrib-serializinghtml 1.1.4
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sphinxcontrib-websupport 1.2.4
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spyder 4.2.5
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spyder-kernels 1.10.2
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SQLAlchemy 1.4.7
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statsmodels 0.12.2
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sympy 1.8
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tables 3.6.1
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tblib 1.7.0
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tensorboard 2.6.0
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tensorboard-data-server 0.6.1
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tensorboard-plugin-wit 1.8.0
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tensorflow 2.6.0
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tensorflow-estimator 2.6.0
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termcolor 1.1.0
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terminado 0.9.4
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testpath 0.4.4
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textdistance 4.2.1
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threadpoolctl 2.1.0
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three-merge 0.1.1
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tifffile 2021.4.8
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toml 0.10.2
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toolz 0.11.1
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tornado 6.1
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tqdm 4.59.0
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traitlets 5.0.5
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typed-ast 1.4.2
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typing-extensions 3.7.4.3
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ujson 4.0.2
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unicodecsv 0.14.1
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urllib3 1.26.4
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watchdog 1.0.2
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wcwidth 0.2.5
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webencodings 0.5.1
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Werkzeug 1.0.1
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wheel 0.36.2
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widgetsnbextension 3.5.1
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win-inet-pton 1.1.0
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win-unicode-console 0.5
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wincertstore 0.2
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wrapt 1.12.1
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xlrd 2.0.1
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XlsxWriter 1.3.8
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xlwings 0.23.0
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xlwt 1.3.0
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xmltodict 0.12.0
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yapf 0.31.0
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yfinance 0.1.63
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zict 2.0.0
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zipp 3.4.1
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zope.event 4.5.0
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zope.interface 5.3.0
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```
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Then edit the file "stock_prediction_deep_learning.py" to include the Stock you want to use and the relevant dates and execute:
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