From 2573edd2d57c26b5838bfa787f170ee8327ce236 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Fri, 26 May 2023 23:52:11 +0200 Subject: [PATCH 01/11] Created using Colaboratory --- notebooks/tutorials/colab_intro.ipynb | 9221 +++++++++++++------------ 1 file changed, 4640 insertions(+), 4581 deletions(-) diff --git a/notebooks/tutorials/colab_intro.ipynb b/notebooks/tutorials/colab_intro.ipynb index 5bd067c0ef7..6aa8c29594b 100644 --- a/notebooks/tutorials/colab_intro.ipynb +++ b/notebooks/tutorials/colab_intro.ipynb @@ -1,4597 +1,4656 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": " colab_intro.ipynb", - "provenance": [], - "toc_visible": true, - "machine_shape": "hm", - "include_colab_link": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "24_OboyL7tqe" - }, - "source": [ - "# Introduction to colab\n", - "\n", - "Kevin Murphy, August 2021.\n", - "\n", - "Colab is Google's version of Jupyter notebooks, but has the following advantages:\n", - "- it runs in the cloud, not locally, so you can use it from a cheap laptop, such as a Chromebook. \n", - "- The notebook is saved in your Google drive, so you can share your notebook with someone else and work on it collaboratively.\n", - "- it has nearly all of the packages you need for doing ML pre-installed\n", - "- it gives you free access to a GPU or TPU\n", - "- it has a [file editor](https://colab.research.google.com/github/probml/pyprobml/blob/master/book1/supplements/colab_intro.ipynb#scrollTo=DdXlYCe1AlJa&line=7&uniqifier=1), so you can separate your code from the output of your code, as with other IDEs, such as [Jupyter lab](https://jupyterlab.readthedocs.io/en/stable/).\n", - "- it has various other useful features, such as collapsible sections (cf. code folding), and ways to specify parameters to your functions via [various GUI widgets](https://colab.research.google.com/notebooks/forms.ipynb) for use by non-programmers. (You can automatically execute parameterized notebooks with different parameters using [papermill](https://papermill.readthedocs.io/en/latest/).)\n", - "\n", - "More details can be found in the [official introduction](https://colab.research.google.com/notebooks/intro.ipynb). Below we describe a few more tips and tricks, focusing on methods that I have found useful when developing the book. (More advanced tricks can be found in [this blog post](https://amitness.com/2020/06/google-colaboratory-tips/) and [this blog post](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#4cf4).)\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ZjFsGQJ41k32", - "outputId": "ba36c760-3d87-4b96-ea62-0fe44d308d95" - }, - "source": [ - "IS_COLAB = \"google.colab\" in str(get_ipython())\n", - "print(IS_COLAB)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "True\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "B4KQOCig_xf1" - }, - "source": [ - "# Standard Python libraries\n", - "from __future__ import absolute_import, division, print_function, unicode_literals\n", - "\n", - "import os\n", - "import time\n", - "import glob\n", - "\n", - "from typing import Any, Callable, Dict, Iterator, Mapping, Optional, Sequence, Tuple\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "8lAbDqny-vDq" - }, - "source": [ - "# How to import and use standard libraries" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XHO2_uKXMbD4" - }, - "source": [ - "Colab comes with most of the packages we need pre-installed. \n", - "You can see them all using this command.\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "0C54AJx40vJq", - "outputId": "accb047b-6ac3-4e3c-97c5-6f3e1ccf7823" - }, - "source": [ - "!pip list -v" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Package Version Location Installer\n", - "----------------------------- --------------- -------------------------------------- ---------\n", - "absl-py 0.10.0 /usr/local/lib/python3.6/dist-packages pip \n", - 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"MarkupSafe 1.1.1 /usr/local/lib/python3.6/dist-packages pip \n", - "matplotlib 3.2.2 /usr/local/lib/python3.6/dist-packages pip \n", - "matplotlib-venn 0.11.6 /usr/local/lib/python3.6/dist-packages pip \n", - "missingno 0.4.2 /usr/local/lib/python3.6/dist-packages pip \n", - "mistune 0.8.4 /usr/local/lib/python3.6/dist-packages pip \n", - "mizani 0.6.0 /usr/local/lib/python3.6/dist-packages pip \n", - "mkl 2019.0 /usr/local/lib/python3.6/dist-packages pip \n", - "mlxtend 0.14.0 /usr/local/lib/python3.6/dist-packages pip \n", - "more-itertools 8.6.0 /usr/local/lib/python3.6/dist-packages pip \n", - "moviepy 0.2.3.5 /usr/local/lib/python3.6/dist-packages pip \n", - "mpmath 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", - "msgpack 1.0.2 /usr/local/lib/python3.6/dist-packages pip \n", - "multiprocess 0.70.11.1 /usr/local/lib/python3.6/dist-packages pip \n", - "multitasking 0.0.9 /usr/local/lib/python3.6/dist-packages pip \n", - "murmurhash 1.0.5 /usr/local/lib/python3.6/dist-packages pip \n", - "music21 5.5.0 /usr/local/lib/python3.6/dist-packages pip \n", - "natsort 5.5.0 /usr/local/lib/python3.6/dist-packages pip \n", - "nbclient 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "nbconvert 5.6.1 /usr/local/lib/python3.6/dist-packages pip \n", - "nbformat 5.0.8 /usr/local/lib/python3.6/dist-packages pip \n", - "nest-asyncio 1.4.3 /usr/local/lib/python3.6/dist-packages pip \n", - "networkx 2.5 /usr/local/lib/python3.6/dist-packages pip \n", - "nibabel 3.0.2 /usr/local/lib/python3.6/dist-packages pip \n", - "nltk 3.2.5 /usr/local/lib/python3.6/dist-packages pip \n", - "notebook 5.3.1 /usr/local/lib/python3.6/dist-packages pip \n", - "np-utils 0.5.12.1 /usr/local/lib/python3.6/dist-packages pip \n", - "numba 0.48.0 /usr/local/lib/python3.6/dist-packages pip \n", - "numexpr 2.7.2 /usr/local/lib/python3.6/dist-packages pip \n", - "numpy 1.19.5 /usr/local/lib/python3.6/dist-packages pip \n", - "nvidia-ml-py3 7.352.0 /usr/local/lib/python3.6/dist-packages pip \n", - "oauth2client 4.1.3 /usr/local/lib/python3.6/dist-packages pip \n", - "oauthlib 3.1.0 /usr/local/lib/python3.6/dist-packages pip \n", - "okgrade 0.4.3 /usr/local/lib/python3.6/dist-packages pip \n", - "opencv-contrib-python 4.1.2.30 /usr/local/lib/python3.6/dist-packages pip \n", - "opencv-python 4.1.2.30 /usr/local/lib/python3.6/dist-packages pip \n", - "openpyxl 2.5.9 /usr/local/lib/python3.6/dist-packages pip \n", - "opt-einsum 3.3.0 /usr/local/lib/python3.6/dist-packages pip \n", - "osqp 0.6.2 /usr/local/lib/python3.6/dist-packages pip \n", - "packaging 20.8 /usr/local/lib/python3.6/dist-packages pip \n", - "palettable 3.3.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pandas 1.1.5 /usr/local/lib/python3.6/dist-packages pip \n", - "pandas-datareader 0.9.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pandas-gbq 0.13.3 /usr/local/lib/python3.6/dist-packages pip \n", - "pandas-profiling 1.4.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pandocfilters 1.4.3 /usr/local/lib/python3.6/dist-packages pip \n", - "panel 0.9.7 /usr/local/lib/python3.6/dist-packages pip \n", - "param 1.10.1 /usr/local/lib/python3.6/dist-packages pip \n", - "parso 0.8.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pathlib 1.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "patsy 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pexpect 4.8.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pickleshare 0.7.5 /usr/local/lib/python3.6/dist-packages pip \n", - "Pillow 7.0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pip 19.3.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pip-tools 4.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "plac 1.1.3 /usr/local/lib/python3.6/dist-packages pip \n", - "plotly 4.4.1 /usr/local/lib/python3.6/dist-packages pip \n", - "plotnine 0.6.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pluggy 0.7.1 /usr/local/lib/python3.6/dist-packages pip \n", - "portpicker 1.3.1 /usr/local/lib/python3.6/dist-packages pip \n", - "prefetch-generator 1.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "preshed 3.0.5 /usr/local/lib/python3.6/dist-packages pip \n", - "prettytable 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "progressbar2 3.38.0 /usr/local/lib/python3.6/dist-packages pip \n", - "prometheus-client 0.9.0 /usr/local/lib/python3.6/dist-packages pip \n", - "promise 2.3 /usr/local/lib/python3.6/dist-packages pip \n", - "prompt-toolkit 1.0.18 /usr/local/lib/python3.6/dist-packages pip \n", - "protobuf 3.12.4 /usr/local/lib/python3.6/dist-packages pip \n", - "psutil 5.4.8 /usr/local/lib/python3.6/dist-packages pip \n", - "psycopg2 2.7.6.1 /usr/local/lib/python3.6/dist-packages pip \n", - "ptyprocess 0.7.0 /usr/local/lib/python3.6/dist-packages pip \n", - "py 1.10.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pyarrow 0.14.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pyasn1 0.4.8 /usr/local/lib/python3.6/dist-packages pip \n", - "pyasn1-modules 0.2.8 /usr/local/lib/python3.6/dist-packages pip \n", - "pycocotools 2.0.2 /usr/local/lib/python3.6/dist-packages pip \n", - "pycosat 0.6.3 /usr/local/lib/python3.6/dist-packages pip \n", - "pycparser 2.20 /usr/local/lib/python3.6/dist-packages pip \n", - "pyct 0.4.8 /usr/local/lib/python3.6/dist-packages pip \n", - "pydata-google-auth 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pydot 1.3.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pydot-ng 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pydotplus 2.0.2 /usr/local/lib/python3.6/dist-packages pip \n", - "PyDrive 1.3.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pyemd 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pyglet 1.5.0 /usr/local/lib/python3.6/dist-packages pip \n", - "Pygments 2.6.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pygobject 3.26.1 /usr/lib/python3/dist-packages \n", - "pymc3 3.7 /usr/local/lib/python3.6/dist-packages pip \n", - "PyMeeus 0.3.7 /usr/local/lib/python3.6/dist-packages pip \n", - "pymongo 3.11.2 /usr/local/lib/python3.6/dist-packages pip \n", - "pymystem3 0.2.0 /usr/local/lib/python3.6/dist-packages pip \n", - "PyOpenGL 3.1.5 /usr/local/lib/python3.6/dist-packages pip \n", - "pyparsing 2.4.7 /usr/local/lib/python3.6/dist-packages pip \n", - "pyrsistent 0.17.3 /usr/local/lib/python3.6/dist-packages pip \n", - "pysndfile 1.3.8 /usr/local/lib/python3.6/dist-packages pip \n", - "PySocks 1.7.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pystan 2.19.1.1 /usr/local/lib/python3.6/dist-packages pip \n", - "pytest 3.6.4 /usr/local/lib/python3.6/dist-packages pip \n", - "python-apt 1.6.5+ubuntu0.5 /usr/lib/python3/dist-packages \n", - "python-chess 0.23.11 /usr/local/lib/python3.6/dist-packages pip \n", - "python-dateutil 2.8.1 /usr/local/lib/python3.6/dist-packages pip \n", - "python-louvain 0.15 /usr/local/lib/python3.6/dist-packages pip \n", - "python-slugify 4.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "python-utils 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", - "pytz 2018.9 /usr/local/lib/python3.6/dist-packages pip \n", - "pyviz-comms 2.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "PyWavelets 1.1.1 /usr/local/lib/python3.6/dist-packages pip \n", - "PyYAML 3.13 /usr/local/lib/python3.6/dist-packages pip \n", - "pyzmq 20.0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "qdldl 0.1.5.post0 /usr/local/lib/python3.6/dist-packages pip \n", - "qtconsole 5.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "QtPy 1.9.0 /usr/local/lib/python3.6/dist-packages pip \n", - "regex 2019.12.20 /usr/local/lib/python3.6/dist-packages pip \n", - "requests 2.23.0 /usr/local/lib/python3.6/dist-packages pip \n", - "requests-oauthlib 1.3.0 /usr/local/lib/python3.6/dist-packages pip \n", - "resampy 0.2.2 /usr/local/lib/python3.6/dist-packages pip \n", - "retrying 1.3.3 /usr/local/lib/python3.6/dist-packages pip \n", - "rpy2 3.2.7 /usr/local/lib/python3.6/dist-packages pip \n", - "rsa 4.6 /usr/local/lib/python3.6/dist-packages pip \n", - "ruamel.yaml 0.16.12 /usr/local/lib/python3.6/dist-packages pip \n", - "ruamel.yaml.clib 0.2.2 /usr/local/lib/python3.6/dist-packages pip \n", - "scikit-image 0.16.2 /usr/local/lib/python3.6/dist-packages pip \n", - "scikit-learn 0.22.2.post1 /usr/local/lib/python3.6/dist-packages pip \n", - "scipy 1.4.1 /usr/local/lib/python3.6/dist-packages pip \n", - "screen-resolution-extra 0.0.0 /usr/lib/python3/dist-packages \n", - "scs 2.1.2 /usr/local/lib/python3.6/dist-packages pip \n", - "seaborn 0.11.1 /usr/local/lib/python3.6/dist-packages pip \n", - "Send2Trash 1.5.0 /usr/local/lib/python3.6/dist-packages pip \n", - "setuptools 51.1.2 /usr/local/lib/python3.6/dist-packages pip \n", - "setuptools-git 1.2 /usr/local/lib/python3.6/dist-packages pip \n", - "Shapely 1.7.1 /usr/local/lib/python3.6/dist-packages pip \n", - "simplegeneric 0.8.1 /usr/local/lib/python3.6/dist-packages pip \n", - "six 1.15.0 /usr/local/lib/python3.6/dist-packages pip \n", - "sklearn 0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "sklearn-pandas 1.8.0 /usr/local/lib/python3.6/dist-packages pip \n", - "smart-open 4.1.0 /usr/local/lib/python3.6/dist-packages pip \n", - "snowballstemmer 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "sortedcontainers 2.3.0 /usr/local/lib/python3.6/dist-packages pip \n", - "spacy 2.2.4 /usr/local/lib/python3.6/dist-packages pip \n", - "Sphinx 1.8.5 /usr/local/lib/python3.6/dist-packages pip \n", - "sphinxcontrib-serializinghtml 1.1.4 /usr/local/lib/python3.6/dist-packages pip \n", - "sphinxcontrib-websupport 1.2.4 /usr/local/lib/python3.6/dist-packages pip \n", - "SQLAlchemy 1.3.22 /usr/local/lib/python3.6/dist-packages pip \n", - "sqlparse 0.4.1 /usr/local/lib/python3.6/dist-packages pip \n", - "srsly 1.0.5 /usr/local/lib/python3.6/dist-packages pip \n", - "statsmodels 0.10.2 /usr/local/lib/python3.6/dist-packages pip \n", - "sympy 1.1.1 /usr/local/lib/python3.6/dist-packages pip \n", - "tables 3.4.4 /usr/local/lib/python3.6/dist-packages pip \n", - "tabulate 0.8.7 /usr/local/lib/python3.6/dist-packages pip \n", - "tblib 1.7.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorboard 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorboard-plugin-wit 1.7.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorboardcolab 0.0.22 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-addons 0.8.3 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-datasets 4.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-estimator 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-gcs-config 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-hub 0.11.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-metadata 0.26.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-privacy 0.2.2 /usr/local/lib/python3.6/dist-packages pip \n", - "tensorflow-probability 0.12.1 /usr/local/lib/python3.6/dist-packages pip \n", - "termcolor 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", - "terminado 0.9.2 /usr/local/lib/python3.6/dist-packages pip \n", - "testpath 0.4.4 /usr/local/lib/python3.6/dist-packages pip \n", - "text-unidecode 1.3 /usr/local/lib/python3.6/dist-packages pip \n", - "textblob 0.15.3 /usr/local/lib/python3.6/dist-packages pip \n", - "textgenrnn 1.4.1 /usr/local/lib/python3.6/dist-packages pip \n", - "Theano 1.0.5 /usr/local/lib/python3.6/dist-packages pip \n", - "thinc 7.4.0 /usr/local/lib/python3.6/dist-packages pip \n", - "tifffile 2020.9.3 /usr/local/lib/python3.6/dist-packages pip \n", - "toml 0.10.2 /usr/local/lib/python3.6/dist-packages pip \n", - "toolz 0.11.1 /usr/local/lib/python3.6/dist-packages pip \n", - "torch 1.7.0+cu101 /usr/local/lib/python3.6/dist-packages pip \n", - "torchsummary 1.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "torchtext 0.3.1 /usr/local/lib/python3.6/dist-packages pip \n", - "torchvision 0.8.1+cu101 /usr/local/lib/python3.6/dist-packages pip \n", - "tornado 5.1.1 /usr/local/lib/python3.6/dist-packages pip \n", - "tqdm 4.41.1 /usr/local/lib/python3.6/dist-packages pip \n", - "traitlets 4.3.3 /usr/local/lib/python3.6/dist-packages pip \n", - "tweepy 3.6.0 /usr/local/lib/python3.6/dist-packages pip \n", - "typeguard 2.7.1 /usr/local/lib/python3.6/dist-packages pip \n", - "typing-extensions 3.7.4.3 /usr/local/lib/python3.6/dist-packages pip \n", - "tzlocal 1.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "umap-learn 0.4.6 /usr/local/lib/python3.6/dist-packages pip \n", - "uritemplate 3.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "urllib3 1.24.3 /usr/local/lib/python3.6/dist-packages pip \n", - "vega-datasets 0.9.0 /usr/local/lib/python3.6/dist-packages pip \n", - "wasabi 0.8.0 /usr/local/lib/python3.6/dist-packages pip \n", - "wcwidth 0.2.5 /usr/local/lib/python3.6/dist-packages pip \n", - "webencodings 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "Werkzeug 1.0.1 /usr/local/lib/python3.6/dist-packages pip \n", - "wheel 0.36.2 /usr/local/lib/python3.6/dist-packages pip \n", - "widgetsnbextension 3.5.1 /usr/local/lib/python3.6/dist-packages pip \n", - "wordcloud 1.5.0 /usr/local/lib/python3.6/dist-packages pip \n", - "wrapt 1.12.1 /usr/local/lib/python3.6/dist-packages pip \n", - "xarray 0.15.1 /usr/local/lib/python3.6/dist-packages pip \n", - "xgboost 0.90 /usr/local/lib/python3.6/dist-packages pip \n", - "xkit 0.0.0 /usr/lib/python3/dist-packages \n", - "xlrd 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", - "xlwt 1.3.0 /usr/local/lib/python3.6/dist-packages pip \n", - "yellowbrick 0.9.1 /usr/local/lib/python3.6/dist-packages pip \n", - "zict 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", - "zipp 3.4.0 /usr/local/lib/python3.6/dist-packages pip \n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "U9PghW_NT1HY" - }, - "source": [ - "To install a new package called 'foo', use the following (see [this page](https://colab.research.google.com/notebooks/snippets/importing_libraries.ipynb) for details):\n", - "\n", - "```\n", - "!pip install foo\n", - "```\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "fOBdg02-_Jws" - }, - "source": [ - "## Numpy" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "AzP2LAtN_L1m", + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "cbdc24bf-ea76-4192-c17d-a6d97c14f322" - }, - "source": [ - "import numpy as np\n", - "\n", - "np.set_printoptions(precision=3)\n", - "\n", - "A = np.random.randn(2, 3)\n", - "print(A)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "[[ 0.958 -0.542 0.332]\n", - " [-0.613 1.633 -2.432]]\n" - ], - "name": "stdout" + "name": " colab_intro.ipynb", + "provenance": [], + "toc_visible": true, + "machine_shape": "hm" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "76jPgsuk_1IP" - }, - "source": [ - "## Pandas" - ] }, - { - "cell_type": "code", - "metadata": { - "id": "GimloDqo_4No", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 197 - }, - "outputId": "1ddca722-d652-4b44-c4e0-982c722dabeb" - }, - "source": [ - "import pandas as pd\n", - "\n", - "pd.set_option(\"precision\", 2) # 2 decimal places\n", - "pd.set_option(\"display.max_rows\", 20)\n", - "pd.set_option(\"display.max_columns\", 30)\n", - "pd.set_option(\"display.width\", 100) # wide windows\n", - "\n", - "url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\"\n", - "column_names = [\"MPG\", \"Cylinders\", \"Displacement\", \"Horsepower\", \"Weight\", \"Acceleration\", \"Year\", \"Origin\", \"Name\"]\n", - "df = pd.read_csv(url, names=column_names, sep=\"\\s+\", na_values=\"?\")\n", - "\n", - "df.head()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
MPGCylindersDisplacementHorsepowerWeightAccelerationYearOriginName
018.08307.0130.03504.012.0701chevrolet chevelle malibu
115.08350.0165.03693.011.5701buick skylark 320
218.08318.0150.03436.011.0701plymouth satellite
316.08304.0150.03433.012.0701amc rebel sst
417.08302.0140.03449.010.5701ford torino
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" + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "24_OboyL7tqe" + }, + "source": [ + "# Introduction to colab\n", + "\n", + "Kevin Murphy, August 2021.\n", + "\n", + "Colab is Google's version of Jupyter notebooks, but has the following advantages:\n", + "- it runs in the cloud, not locally, so you can use it from a cheap laptop, such as a Chromebook. \n", + "- The notebook is saved in your Google drive, so you can share your notebook with someone else and work on it collaboratively.\n", + "- it has nearly all of the packages you need for doing ML pre-installed\n", + "- it gives you free access to a GPU or TPU\n", + "- it has a [file editor](https://colab.research.google.com/github/probml/pyprobml/blob/master/book1/supplements/colab_intro.ipynb#scrollTo=DdXlYCe1AlJa&line=7&uniqifier=1), so you can separate your code from the output of your code, as with other IDEs, such as [Jupyter lab](https://jupyterlab.readthedocs.io/en/stable/).\n", + "- it has various other useful features, such as collapsible sections (cf. code folding), and ways to specify parameters to your functions via [various GUI widgets](https://colab.research.google.com/notebooks/forms.ipynb) for use by non-programmers. (You can automatically execute parameterized notebooks with different parameters using [papermill](https://papermill.readthedocs.io/en/latest/).)\n", + "\n", + "More details can be found in the [official introduction](https://colab.research.google.com/notebooks/intro.ipynb). Below we describe a few more tips and tricks, focusing on methods that I have found useful when developing the book. (More advanced tricks can be found in [this blog post](https://amitness.com/2020/06/google-colaboratory-tips/) and [this blog post](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#4cf4).)\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZjFsGQJ41k32", + "outputId": "4051527e-c54d-42f9-b0ec-8fb93eb84608" + }, + "source": [ + "IS_COLAB = \"google.colab\" in str(get_ipython())\n", + "print(IS_COLAB)" ], - "text/plain": [ - " MPG Cylinders Displacement Horsepower Weight Acceleration Year Origin \\\n", - "0 18.0 8 307.0 130.0 3504.0 12.0 70 1 \n", - "1 15.0 8 350.0 165.0 3693.0 11.5 70 1 \n", - "2 18.0 8 318.0 150.0 3436.0 11.0 70 1 \n", - "3 16.0 8 304.0 150.0 3433.0 12.0 70 1 \n", - "4 17.0 8 302.0 140.0 3449.0 10.5 70 1 \n", - "\n", - " Name \n", - "0 chevrolet chevelle malibu \n", - "1 buick skylark 320 \n", - "2 plymouth satellite \n", - "3 amc rebel sst \n", - "4 ford torino " - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 1 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hUCC261x_7zZ" - }, - "source": [ - "## Sklearn" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "RCSwx_lE_7Jn", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 285 - }, - "outputId": "4036c988-bb39-4ad4-d9af-f45bc6330231" - }, - "source": [ - "import sklearn\n", - "\n", - "from sklearn.datasets import load_iris\n", - "\n", - "iris = load_iris()\n", - "# Extract numpy arrays\n", - "X = iris.data\n", - "y = iris.target\n", - "\n", - "import matplotlib.pyplot as plt\n", - "\n", - "plt.scatter(X[:, 0], X[:, 1])" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 5 - }, - { - "output_type": "display_data", - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PJXF4csdBhsN" - }, - "source": [ - "## JAX" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "8JiSxcJJ79Bv", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "97f3ebb7-93b8-4255-bccb-781d01ccb4cc" - }, - "source": [ - "# JAX (https://github.com/google/jax)\n", - "\n", - "import jax\n", - "import jax.numpy as jnp\n", - "\n", - "A = jnp.zeros((3, 3))\n", - "\n", - "# Check if JAX is using GPU\n", - "print(\"jax backend {}\".format(jax.lib.xla_bridge.get_backend().platform))" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jax backend gpu\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "l99YLyorBdYE" - }, - "source": [ - "## Tensorflow" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "StpReaSICLUm", - "outputId": "5dfac104-8e5a-49cd-8400-eadb56650acd" - }, - "source": [ - "import tensorflow as tf\n", - "from tensorflow import keras\n", - "\n", - "assert tf.__version__ >= \"2.0\"\n", - "\n", - "print(\"tf version {}\".format(tf.__version__))\n", - "print([d for d in tf.config.list_physical_devices()])\n", - "\n", - "if not tf.config.list_physical_devices(\"GPU\"):\n", - " print(\"No GPU was detected. DNNs can be very slow without a GPU.\")\n", - " if IS_COLAB:\n", - " print(\"Go to Runtime > Change runtime and select a GPU hardware accelerator.\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "tf version 2.4.0\n", - "[PhysicalDevice(name='/physical_device:CPU:0', device_type='CPU'), PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "grUUK1GrBfIY" - }, - "source": [ - "## PyTorch" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "Oi4Zmzla73A_", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "558ed73a-5dfe-491a-be1c-64c949283e48" - }, - "source": [ - "import torch\n", - "import torchvision\n", - "\n", - "print(\"torch version {}\".format(torch.__version__))\n", - "if torch.cuda.is_available():\n", - " print(torch.cuda.get_device_name(0))\n", - "else:\n", - " print(\"Torch cannot find GPU\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "torch version 1.7.0+cu101\n", - "Tesla T4\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "M4ayVFuc0FD9" - }, - "source": [ - "# Plotting\n", - "\n", - "Colab has excellent support for plotting. We give some examples below." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ENCT0EqifCDO" - }, - "source": [ - "## Static plots\n", - "\n", - "Colab lets you make static plots using matplotlib, as shown below.\n", - "Note that plots are displayed inline by default, so\n", - "```\n", - "%matplotlib inline\n", - "```\n", - "is not needed.\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 295 - }, - "id": "j_k4tv4D1VaC", - "outputId": "e1d38639-8a61-43dd-9c85-9091dc2d1f0d" - }, - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "plt.figure()\n", - "plt.plot(range(10))\n", - "plt.title(\"my plot\")\n", - "plt.xlabel(\"x axis\")\n", - "plt.savefig(\"myplot.png\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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RP9m6P48JCUl8kbmfwR2aMGV0HO2baIiSnDsVtcg5KvU5Zn6+mWnLMqhZrRrP3BjHzf3b6fRv8RsVtcg5yNidy7iERNZlHeLy7s2ZfEMcLRvU9jqWhBgVtchZKCrx8dLHG/nzJxupX7smL97Sl2t7t9IqWgJCRS1yhtZmHWLcrHWs33OEG85rzWMje9K4ToTXsSSEqahFKqigqJTfL8vg9c8306J+bV7/cTzDummIkgSeilqkAlZu2seEhCS2HcjnRwOjeejqbtTTECWpJCpqkVM4XFjMM4vT+NtXWcQ0ieK9sYMY1KGJ17EkzKioRb7H8tQ9PDw3iezco9xzUQfuv7yLhiiJJ1TUIifYd+QoTyxIZcG6nXRrWY8Zd8TTu62GKIl3VNQi5ZxzzFu7kycWpJB3tJQHrujCPRd31BAl8ZyKWgTYeaiAR+Ym81H6XvpGlw1R6txCQ5QkOKioJaz5fI53v9rGlCXplPocj13bgzuHxGiIkgQVFbWErc378piQkMiqzQe4oFNTnrkxjnaNo7yOJfJfVNQSdkpKfbz2r8384cP1RNSoxrOje/PD+LY6/VuClopawkrarsOMT0gkcXsOV/ZowZM39KJFfQ1RkuCmopawcLSklP/7aCMvf7KJhlE1eelH/bgmrqVW0VIlqKgl5K3ZepDxCYls3HuEG/u14dERPWikIUpShaioJWTlF5Xw3AcZvLFyC63q12bmXf25tGtzr2OJnDEVtYSkf23Yx4TZiWw/WMAdg9sz7qpu1K2lb3epmvSdKyElJ7+Ypxan8v7q7XRoWof37xnMgNjGXscSOScqagkZS5N38+i8ZA7kFfHzSzpy32WdqV1TQ5Sk6lNRS5WXnXuUSfNTWJS0ix6t6jPzx/3p1aaB17FE/EZFLVWWc47Z3+zgdwtTKSgq5cHhXRl7UQdqVtcQJQktKmqpknYcKmDi7CQ+XZ/N+e0bMXV0bzo1r+t1LJGAqHBRm1l1YDWwwzl3beAiiXw/n8/x9qqtTF2SjgOeuK4ntw9qTzUNUZIQdiYr6vuANKB+gLKInNKm7CNMSEjk6y0HubBzU54epSFKEh4qVNRm1hYYATwF/CagiUROUFzqY8aKTJ5fvoHImtWZ9sM+jO7XRqd/S9io6Ir6eWAc8L2T1M1sLDAWIDo6+tyTiQDJO3IYn5BIys7DXN2rJU9c35Pm9TREScLLaYvazK4F9jrn1pjZJd+3nXNuOjAdID4+3vktoYSlwuJSXvxoA698mkmjqAhevrUfV8e18jqWiCcqsqIeClxnZtcAtYH6Zva2c+62wEaTcLV6ywHGJSSSmZ3HD89vy8MjutMwSkOUJHydtqidcw8BDwGUr6h/q5KWQDhytITnlqbz1pdbad0gkrfGDOCiLs28jiXiOb2PWoLCp+uzmTg7iZ05Bdw5OIYHh3eljoYoiQBnWNTOuU+ATwKSRMLSofwinlyYRsI32+nYrA7/uGcw8TEaoiRyLC1ZxDNLknbx6LwUDuYXce+lnbh3WCcNURI5CRW1VLq9hwt5bF4KS1N207N1fd4c05+erTVESeT7qKil0jjn+Mea7UxemEphiY/xV3XjpxfGUkNDlEROSUUtlSLrQD4T5ySxYsM+BsQ0ZsroODo00xAlkYpQUUtAlfocb32xhec+yMCAJ6/vya0DNURJ5EyoqCVgNu7NZXxCEmu2HuTiLs14+sY42jSM9DqWSJWjoha/Ky718eqnm/jTPzcSVas6f/ifPozqqyFKImdLRS1+lbQ9hwdnrSN9dy4jerdi0sieNKtXy+tYIlWailr8orC4lOeXb2DGikya1Ing1dvPZ3jPll7HEgkJKmo5Z6sy9zNhdhKb9+VxU3w7Jo7oToPIml7HEgkZKmo5a7mFxTy7NIO/frmVdo0jeefugQzt1NTrWCIhR0UtZ+XjjL08PDuJXYcLGTM0lt8O70JUhL6dRAJBP1lyRg7kFfHkwlTmfLuDzs3rkvDzIfSLbuR1LJGQpqKWCnHOsShpF4/PSyGnoJhfX9aZX17akVo1NERJJNBU1HJaew4X8sjcZD5M3UPvtg14++6BdG+li9GLVBYVtXwv5xzvr85i8qI0ikp8TLymG2OGaoiSSGVTUctJbdufz4TZiazctJ+BsY2ZOro3MU3reB1LJCypqOU4pT7HGyu3MO2DDKpXMybf0IsfDYjWECURD6mo5d/W78ll3KxE1mYd4tKuzXhqVBytNURJxHMqaqGoxMfLn2zi/z7eQN1aNXjh5vO4rk9rDVESCRIq6jC3LusQ4xMSSd+dy8g+rZk0sgdN6mqIkkgwUVGHqYKiUv64fD1/WZFJs3q1mHFHPFf0aOF1LBE5CRV1GPpi034emp3Ilv353DKgHQ9d0536tTVESSRYqajDyOHCYqYsSefdVduIbhzFu3cPZIiGKIkEPRV1mPhn2h4enpPM3txCfnphLL+5oiuRETr9W6QqUFGHuP1HjvLEglTmr9tJ1xb1eOX28zmvXUOvY4nIGVBRhyjnHPPX7eSJBankFhZz/+Wd+cUlnYioodO/RaoaFXUI2pVTwCNzkvln+l76tGvIs6N707VlPa9jichZUlGHEJ/P8d7XWTyzOI1in49HRnTnrqGxVNfp3yJVmoo6RGzZl8eE2Yl8mXmAwR2aMGV0HO2baIiSSChQUVdxJaU+Xv98M79ftp6I6tWYcmMcN/Vvp9O/RUKIiroKS999mPGzElm3PYfLuzdn8g1xtGxQ2+tYIuJnKuoq6GhJKS99vIk/f7yRBpE1efGWvlzbu5VW0SIhSkVdxXy77SDjExJZv+cIN5zXmsdG9qRxnQivY4lIAKmoq4j8ohJ+v2w9r3++mZb1a/P6j+MZ1k1DlETCwWmL2szaAW8BLQAHTHfOvRDoYPIfKzfuY8LsJLYdyOe2QdGMv6ob9TRESSRsVGRFXQI84Jz7xszqAWvM7EPnXGqAs4W9nIJinlmcxntfZxHTJIr3xg5iUIcmXscSkUp22qJ2zu0CdpV/nGtmaUAbQEUdQB+m7uGRuUlk5x7lnos78L+Xd6F2TQ1REglHZ3SM2sxigL7AqpM8NhYYCxAdHe2HaOFp35GjTJqfwsLEXXRrWY8Zd8TTu62GKImEswoXtZnVBRKA+51zh0983Dk3HZgOEB8f7/yWMEw455i7dgdPLEgl/2gpD1zRhXsu7qghSiJSsaI2s5qUlfQ7zrnZgY0UfnYeKuDhOUl8nJFN3+iyIUqdW2iIkoiUqci7Pgx4DUhzzv0h8JHCh8/neOerbUxdkk6pz/HYtT24c0iMhiiJyHEqsqIeCtwOJJnZ2vL7JjrnFgcuVujLzD7ChIQkvtpygAs6NeWZG+No1zjK61giEoQq8q6PfwFa4vlJSamPv/xrM3/8cD0RNarx7Oje/DC+rU7/FpHvpTMTK1HqzsOMS1hH8o7DXNmjBU/e0IsW9TVESUROTUVdCY6WlPJ/H23k5U820TCqJn++tR9X92qpVbSIVIiKOsDWbC0borRx7xFu7NeGR0f0oJGGKInIGVBRB0je0RKmLcvgjZVbaN0gkjfu6s8lXZt7HUtEqiAVdQCs2JDNQ7OT2H6wgDsGt2fcVd2oW0u7WkTOjtrDj3Lyi3lqcSrvr95Oh6Z1eP+ewQyIbex1LBGp4lTUfrI0eTePzkvmQF4RP7+kI/dd1llDlETEL1TU52hvbiGT5qewOGk3PVrVZ+aP+9OrTQOvY4lICFFRnyXnHLO/2cHvFqZSUFzKg8O7MvaiDtSsriFKIuJfKuqzsP1gPhPnJPPZ+mzOb9+IqaN706l5Xa9jiUiIUlGfAZ/P8faqrUxdko4DnriuJ7cPak81DVESkQBSUVfQpuwjTEhI5OstB7mwc1OeHqUhSiJSOVTUp1Fc6mPGikyeX76ByJrVmfbDPozu10anf4tIpVFRn0LyjhzGJySSsvMw18S1ZNJ1PWleT0OURKRyqahPorC4lD/9cwOvfpZJo6gIXrmtH1f1auV1LBEJUyrqE6zecoBxCYlkZufxw/Pb8siIHjSIqul1LBEJYyrqckeOlvDc0nTe+nIrrRtE8taYAVzUpZnXsUREVNQAn67PZuLsJHbmFHDn4BgeHN6VOhqiJCJBIqzb6FB+EU8uTCPhm+10bFaHWT8bzPntNURJRIJL2Bb14qRdPDYvmUP5xdx7aSfuHdZJQ5REJCiFXVHvPVzIY/NSWJqym15t6vPmmAH0bK0hSiISvMKmqJ1z/GPNdiYvTKWwxMf4q7rx0wtjqaEhSiIS5MKiqLMO5DNxThIrNuxjQExjpoyOo0MzDVESkaohpIu61Od464stPPdBBgY8eX1Pbh2oIUoiUrWEbFFv3JvLuFmJfLPtEJd0bcZTo+Jo0zDS61giImcs5Iq6uNTHq59u4k//3EhUrer88aY+3HCehiiJSNUVUkWdtD2HB2etI313LiN6t+KJ63rStG4tr2OJiJyTkCjqwuJSnl++gRkrMmlSJ4JXbz+f4T1beh1LRMQvqnxRr8rcz4TZSWzel8dN8e2YOKI7DSI1RElEQkeVLercwmKmLk3n7S+30a5xJO/cPZChnZp6HUtExO+qZFF/nL6Xh+cksetwIT+5IJYHruxCVESV/FJERE6rSrXbgbwinlyYypxvd9C5eV0Sfj6EftGNvI4lIhJQVaKonXMsTNzFpPkp5BQU8+vLOvPLSztSq4aGKIlI6Av6ot5zuJCH5ySzPG0Pvds24O27B9K9VX2vY4mIVJqgLWrnHH//OounFqdRVOJj4jXdGDNUQ5REJPxUqKjN7CrgBaA68Bfn3JRAhtq2P58JsxNZuWk/A2MbM3V0b2Ka1gnkpxQRCVqnLWozqw68BFwBbAe+NrP5zrlUf4cp9Tlmfr6ZacsyqFGtGk+N6sUt/aM1RElEwlpFVtQDgI3OuUwAM3sPuB7wa1Hn5Bdz58yvWJt1iGHdmvPUqF60aqAhSiIiFSnqNkDWMbe3AwNP3MjMxgJjAaKjo884SP3IGrRvEsVdQ2O4rk9rDVESESnntz8mOuemA9MB4uPj3Zk+38x44ea+/oojIhIyKvIWih1Au2Nuty2/T0REKkFFivproLOZxZpZBHAzMD+wsURE5DunPfThnCsxs3uBDyh7e97rzrmUgCcTERGggseonXOLgcUBziIiIieh0/xERIKcilpEJMipqEVEgpyKWkQkyJlzZ3xuyulf1Cwb2HqWT28K7PNjnKpM++J42h/H0/74j1DYF+2dc81O9kBAivpcmNlq51y81zmCgfbF8bQ/jqf98R+hvi906ENEJMipqEVEglwwFvV0rwMEEe2L42l/HE/74z9Cel8E3TFqERE5XjCuqEVE5BgqahGRIBc0RW1mV5lZhpltNLMJXufxkpm1M7OPzSzVzFLM7D6vM3nNzKqb2bdmttDrLF4zs4ZmNsvM0s0szcwGe53JS2b2v+U/J8lm9jczq+11Jn8LiqI+5gK6VwM9gFvMrIe3qTxVAjzgnOsBDAJ+Geb7A+A+IM3rEEHiBWCpc64b0Icw3i9m1gb4NRDvnOtF2Sjmm71N5X9BUdQccwFd51wR8N0FdMOSc26Xc+6b8o9zKftBbONtKu+YWVtgBPAXr7N4zcwaABcBrwE454qcc4e8TeW5GkCkmdUAooCdHufxu2Ap6pNdQDdsi+lYZhYD9AVWeZvEU88D4wCf10GCQCyQDcwsPxT0FzOr43UorzjndgDTgG3ALiDHObfM21T+FyxFLSdhZnWBBOB+59xhr/N4wcyuBfY659Z4nSVI1AD6AS875/oCeUDY/k3HzBpR9tt3LNAaqGNmt3mbyv+Cpah1Ad0TmFlNykr6HefcbK/zeGgocJ2ZbaHskNgwM3vb20ie2g5sd8599xvWLMqKO1xdDmx2zmU754qB2cAQjzP5XbAUtS6gewwzM8qOQaY55/7gdR4vOececs61dc7FUPZ98ZFzLuRWTBXlnNsNZJlZ1/K7LgNSPYzktW3AIDOLKv+5uYwQ/ONqha6ZGGi6gO5/GQrcDiSZ2dry+yaWX7tS5FfAO+WLmkzgLo/zeMY5t8rMZgHfUPZuqW8JwdPJdQq5iEiQC5ZDHyIi8j1U1CIiQU5FLSIS5FTUIjoqbxYAAAHBSURBVCJBTkUtIhLkVNQi5cxspdcZRE5Gb88TEQlyWlFLlWNm/c0s0cxqm1md8lnEvU6y3VwzW1P++Njy+9qb2QYza2pm1cxshZldWf7YkfL/tjKzz8xsbfmM4wsr9ysUOZ5W1FIlmdlkoDYQSdnsi2dOsk1j59wBM4ukbEzBxc65/WZ2NzAc+Aro5Jy7p3z7I865umb2AFDbOfdU+az0qPJxsyKeUFFLlVR++vTXQCEwxDlXepJtJgGjym/GAMOdc1+WP/YB0Ak477sSPqaoLwJeB94G5jrn1p742iKVSYc+pKpqAtQF6lG2sj6OmV1C2WS1wc65PpTNgKhd/lgUZRMaKX+N4zjnPqNsOP8O4A0zuyMA+UUqTEUtVdWrwKPAO8DUkzzeADjonMs3s26UXdLsO1PLn/cYMOPEJ5pZe2CPc24GZVeVCecxohIEgmJ6nsiZKF/hFjvn3i0/hrzSzIY55z46ZrOlwM/MLA3IAL475HEx0B8Y6pwrNbPRZnaXc27mMc+9BHjQzIqBI4BW1OIpHaMWEQlyOvQhIhLkVNQiIkFORS0iEuRU1CIiQU5FLSIS5FTUIiJBTkUtIhLk/h9NYogFtNh7GwAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "eUCPm29t6VZf" - }, - "source": [ - "## Seaborn\n", - "\n", - "Seaborn is a library that makes matplotlib results look prettier. We can also update font size for plots, to make them more suitable for inclusion in papers." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "1w9nRoF96cxy" - }, - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn\n", - "import seaborn as sns\n", - "\n", - "seaborn.set()\n", - "seaborn.set_style(\"whitegrid\")\n", - "\n", - "# Font sizes\n", - "SIZE_SMALL = 14\n", - "SIZE_MEDIUM = 18\n", - "SIZE_LARGE = 24\n", - "\n", - "# https://stackoverflow.com/a/39566040\n", - "plt.rc(\"font\", size=SIZE_SMALL) # controls default text sizes\n", - "plt.rc(\"axes\", titlesize=SIZE_SMALL) # fontsize of the axes title\n", - "plt.rc(\"axes\", labelsize=SIZE_SMALL) # fontsize of the x and y labels\n", - "plt.rc(\"xtick\", labelsize=SIZE_SMALL) # fontsize of the tick labels\n", - "plt.rc(\"ytick\", labelsize=SIZE_SMALL) # fontsize of the tick labels\n", - "plt.rc(\"legend\", fontsize=SIZE_SMALL) # legend fontsize\n", - "plt.rc(\"figure\", titlesize=SIZE_LARGE) # fontsize of the figure title" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "LjXEXYe17I2t", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 307 - }, - "outputId": "a7e2ae2d-67d9-4270-f981-40700c6a9f06" - }, - "source": [ - "plt.figure()\n", - "plt.plot(range(10))\n", - "plt.title(\"my plot\")\n", - "plt.xlabel(\"x axis\")\n", - "plt.savefig(\"myplot.png\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "iFwo8LA4fIh9" - }, - "source": [ - "## Interactive plots\n", - "\n", - "Colab also lets you create interactive plots using various javascript libraries - see [here](https://colab.research.google.com/notebooks/charts.ipynb#scrollTo=QSMmdrrVLZ-N) for details.\n", - "\n", - "Below we illustrate how to use the [bokeh library](https://docs.bokeh.org/en/latest/index.html) to create an interactive plot of a pandas time series, where if you mouse over the plot, it shows the corresponding (x,y) coordinates. (Another option is [plotly](https://plotly.com/graphing-libraries/).)" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "SiKRxZyo3Fa1" - }, - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from bokeh.plotting import figure, show\n", - "from bokeh.io import output_notebook\n", - "from bokeh.models import ColumnDataSource, HoverTool\n", - "\n", - "# Call once to configure Bokeh to display plots inline in the notebook.\n", - "output_notebook()" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "7_4CJ3mQhLNa", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 616 - }, - "outputId": "88eb0172-352f-46bd-8303-1baf898e0a79" - }, - "source": [ - "np.random.seed(0)\n", - "dates = pd.date_range(start=\"2018-04-24\", end=\"2018-08-27\")\n", - "N = len(dates)\n", - "vals = np.random.standard_t(1, size=N)\n", - "dd = pd.DataFrame({\"vals\": vals, \"dates\": dates}, index=dates)\n", - "dd[\"days\"] = dd.dates.dt.strftime(\"%Y-%m-%d\")\n", - "\n", - "\n", - "source = ColumnDataSource(dd)\n", - "hover = HoverTool(\n", - " tooltips=[(\"Date\", \"@days\"), (\"vals\", \"@vals\")],\n", - ")\n", - "p = figure(x_axis_type=\"datetime\")\n", - "p.line(x=\"dates\", y=\"vals\", source=source)\n", - "p.add_tools(hover)\n", - "show(p)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "application/javascript": [ - "\n", - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - "\n", - " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", - " root._bokeh_onload_callbacks = [];\n", - " root._bokeh_is_loading = undefined;\n", - " }\n", - "\n", - " var JS_MIME_TYPE = 'application/javascript';\n", - " var HTML_MIME_TYPE = 'text/html';\n", - " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", - " var CLASS_NAME = 'output_bokeh rendered_html';\n", - "\n", - " /**\n", - " * Render data to the DOM node\n", - " */\n", - " function render(props, node) {\n", - " var script = document.createElement(\"script\");\n", - " node.appendChild(script);\n", - " }\n", - "\n", - " /**\n", - " * Handle when an output is cleared or removed\n", - " */\n", - " function handleClearOutput(event, handle) {\n", - " var cell = handle.cell;\n", - "\n", - " var id = cell.output_area._bokeh_element_id;\n", - " var server_id = cell.output_area._bokeh_server_id;\n", - " // Clean up Bokeh references\n", - " if (id != null && id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - "\n", - " if (server_id !== undefined) {\n", - " // Clean up Bokeh references\n", - " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", - " cell.notebook.kernel.execute(cmd, {\n", - " iopub: {\n", - " output: function(msg) {\n", - " var id = msg.content.text.trim();\n", - " if (id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - " }\n", - " }\n", - " });\n", - " // Destroy server and session\n", - " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", - " cell.notebook.kernel.execute(cmd);\n", - " }\n", - " }\n", - "\n", - " /**\n", - " * Handle when a new output is added\n", - " */\n", - " function handleAddOutput(event, handle) {\n", - " var output_area = handle.output_area;\n", - " var output = handle.output;\n", - "\n", - " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", - " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - "\n", - " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - "\n", - " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", - " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", - " // store reference to embed id on output_area\n", - " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " }\n", - " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", - " var bk_div = document.createElement(\"div\");\n", - " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", - " var script_attrs = bk_div.children[0].attributes;\n", - " for (var i = 0; i < script_attrs.length; i++) {\n", - " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", - " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", - " }\n", - " // store reference to server id on output_area\n", - " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", - " }\n", - " }\n", - "\n", - " function register_renderer(events, OutputArea) {\n", - "\n", - " function append_mime(data, metadata, element) {\n", - " // create a DOM node to render to\n", - " var toinsert = this.create_output_subarea(\n", - " metadata,\n", - " CLASS_NAME,\n", - " EXEC_MIME_TYPE\n", - " );\n", - " this.keyboard_manager.register_events(toinsert);\n", - " // Render to node\n", - " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", - " render(props, toinsert[toinsert.length - 1]);\n", - " element.append(toinsert);\n", - " return toinsert\n", - " }\n", - "\n", - " /* Handle when an output is cleared or removed */\n", - " events.on('clear_output.CodeCell', handleClearOutput);\n", - " events.on('delete.Cell', handleClearOutput);\n", - "\n", - " /* Handle when a new output is added */\n", - " events.on('output_added.OutputArea', handleAddOutput);\n", - "\n", - " /**\n", - " * Register the mime type and append_mime function with output_area\n", - " */\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " /* Is output safe? */\n", - " safe: true,\n", - " /* Index of renderer in `output_area.display_order` */\n", - " index: 0\n", - " });\n", - " }\n", - "\n", - " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", - " if (root.Jupyter !== undefined) {\n", - " var events = require('base/js/events');\n", - " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", - "\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " }\n", - "\n", - " \n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " var NB_LOAD_WARNING = {'data': {'text/html':\n", - " \"
\\n\"+\n", - " \"

\\n\"+\n", - " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", - " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", - " \"

\\n\"+\n", - " \"
    \\n\"+\n", - " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", - " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", - " \"
\\n\"+\n", - " \"\\n\"+\n", - " \"from bokeh.resources import INLINE\\n\"+\n", - " \"output_notebook(resources=INLINE)\\n\"+\n", - " \"\\n\"+\n", - " \"
\"}};\n", - "\n", - " function display_loaded() {\n", - " var el = document.getElementById(null);\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS is loading...\";\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(display_loaded, 100)\n", - " }\n", - " }\n", - "\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls == null || js_urls.length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - "\n", - " function on_error() {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", - "\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " if (url in hashes) {\n", - " element.crossOrigin = \"anonymous\";\n", - " element.integrity = \"sha384-\" + hashes[url];\n", - " }\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", - " var css_urls = [];\n", - " \n", - "\n", - " var inline_js = [\n", - " function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - " function(Bokeh) {\n", - " \n", - " \n", - " }\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " \n", - " if (root.Bokeh !== undefined || force === true) {\n", - " \n", - " for (var i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " } else if (force !== true) {\n", - " var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n", - " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", - " }\n", - "\n", - " }\n", - "\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", - " run_inline_js();\n", - " } else {\n", - " load_libs(css_urls, js_urls, function() {\n", - " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - " run_inline_js();\n", - " });\n", - " }\n", - "}(window));" + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "True\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "B4KQOCig_xf1" + }, + "source": [ + "# Standard Python libraries\n", + "from __future__ import absolute_import, division, print_function, unicode_literals\n", + "\n", + "import os\n", + "import time\n", + "import glob\n", + "\n", + "from typing import Any, Callable, Dict, Iterator, Mapping, Optional, Sequence, Tuple\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(null);\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" - }, - "metadata": { - "tags": [] - } - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
\n" - ] - }, - "metadata": { - "tags": [] - } - }, - { - "output_type": "display_data", - "data": { - "application/javascript": [ - "(function(root) {\n", - " function embed_document(root) {\n", - " \n", - " var docs_json = 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Application\",\"version\":\"2.1.1\"}};\n", - " var render_items = [{\"docid\":\"afd130d0-6934-426f-a481-1bd2caf8cab8\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"cda42fc9-7afa-45dd-b436-85368f36d25f\"}}];\n", - " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", - "\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " embed_document(root);\n", - " } else {\n", - " var attempts = 0;\n", - " var timer = setInterval(function(root) {\n", - " if (root.Bokeh !== undefined) {\n", - " clearInterval(timer);\n", - " embed_document(root);\n", - " } else {\n", - " attempts++;\n", - " if (attempts > 100) {\n", - " clearInterval(timer);\n", - " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", - " }\n", - " }\n", - " }, 10, root)\n", - " }\n", - "})(window);" + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8lAbDqny-vDq" + }, + "source": [ + "# How to import and use standard libraries" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XHO2_uKXMbD4" + }, + "source": [ + "Colab comes with most of the packages we need pre-installed. \n", + "You can see them all using this command.\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0C54AJx40vJq", + "outputId": "accb047b-6ac3-4e3c-97c5-6f3e1ccf7823" + }, + "source": [ + "!pip list -v" ], - "application/vnd.bokehjs_exec.v0+json": "" - }, - "metadata": { - "tags": [], - "application/vnd.bokehjs_exec.v0+json": { - "id": "1003" - } - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "nHGH3o_R28G9" - }, - "source": [ - "We can also make plots that can you pan and zoom into." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "q1jy_cQl3AYc", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 616 - }, - "outputId": "ae8fc2f4-a7e5-48e9-f8f0-f9fd32331ded" - }, - "source": [ - "N = 4000\n", - "np.random.seed(0)\n", - "x = np.random.random(size=N) * 100\n", - "y = np.random.random(size=N) * 100\n", - "radii = np.random.random(size=N) * 1.5\n", - "colors = [\n", - " \"#%02x%02x%02x\" % (r, g, 150) for r, g in zip(np.floor(50 + 2 * x).astype(int), np.floor(30 + 2 * y).astype(int))\n", - "]\n", - "\n", - "p = figure()\n", - "p.circle(x, y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n", - "show(p)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "application/javascript": [ - "\n", - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - "\n", - " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", - " root._bokeh_onload_callbacks = [];\n", - " root._bokeh_is_loading = undefined;\n", - " }\n", - "\n", - " var JS_MIME_TYPE = 'application/javascript';\n", - " var HTML_MIME_TYPE = 'text/html';\n", - " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", - " var CLASS_NAME = 'output_bokeh rendered_html';\n", - "\n", - " /**\n", - " * Render data to the DOM node\n", - " */\n", - " function render(props, node) {\n", - " var script = document.createElement(\"script\");\n", - " node.appendChild(script);\n", - " }\n", - "\n", - " /**\n", - " * Handle when an output is cleared or removed\n", - " */\n", - " function handleClearOutput(event, handle) {\n", - " var cell = handle.cell;\n", - "\n", - " var id = cell.output_area._bokeh_element_id;\n", - " var server_id = cell.output_area._bokeh_server_id;\n", - " // Clean up Bokeh references\n", - " if (id != null && id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - "\n", - " if (server_id !== undefined) {\n", - " // Clean up Bokeh references\n", - " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", - " cell.notebook.kernel.execute(cmd, {\n", - " iopub: {\n", - " output: function(msg) {\n", - " var id = msg.content.text.trim();\n", - " if (id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - " }\n", - " }\n", - " });\n", - " // Destroy server and session\n", - " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", - " cell.notebook.kernel.execute(cmd);\n", - " }\n", - " }\n", - "\n", - " /**\n", - " * Handle when a new output is added\n", - " */\n", - " function handleAddOutput(event, handle) {\n", - " var output_area = handle.output_area;\n", - " var output = handle.output;\n", - "\n", - " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", - " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - "\n", - " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - "\n", - " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", - " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", - " // store reference to embed id on output_area\n", - " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " }\n", - " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", - " var bk_div = document.createElement(\"div\");\n", - " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", - " var script_attrs = bk_div.children[0].attributes;\n", - " for (var i = 0; i < script_attrs.length; i++) {\n", - " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", - " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", - " }\n", - " // store reference to server id on output_area\n", - " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", - " }\n", - " }\n", - "\n", - " function register_renderer(events, OutputArea) {\n", - "\n", - " function append_mime(data, metadata, element) {\n", - " // create a DOM node to render to\n", - " var toinsert = this.create_output_subarea(\n", - " metadata,\n", - " CLASS_NAME,\n", - " EXEC_MIME_TYPE\n", - " );\n", - " this.keyboard_manager.register_events(toinsert);\n", - " // Render to node\n", - " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", - " render(props, toinsert[toinsert.length - 1]);\n", - " element.append(toinsert);\n", - " return toinsert\n", - " }\n", - "\n", - " /* Handle when an output is cleared or removed */\n", - " events.on('clear_output.CodeCell', handleClearOutput);\n", - " events.on('delete.Cell', handleClearOutput);\n", - "\n", - " /* Handle when a new output is added */\n", - " events.on('output_added.OutputArea', handleAddOutput);\n", - "\n", - " /**\n", - " * Register the mime type and append_mime function with output_area\n", - " */\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " /* Is output safe? */\n", - " safe: true,\n", - " /* Index of renderer in `output_area.display_order` */\n", - " index: 0\n", - " });\n", - " }\n", - "\n", - " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", - " if (root.Jupyter !== undefined) {\n", - " var events = require('base/js/events');\n", - " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", - "\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " }\n", - "\n", - " \n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " var NB_LOAD_WARNING = {'data': {'text/html':\n", - " \"
\\n\"+\n", - " \"

\\n\"+\n", - " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", - " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", - " \"

\\n\"+\n", - " \"
    \\n\"+\n", - " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", - " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", - " \"
\\n\"+\n", - " \"\\n\"+\n", - " \"from bokeh.resources import INLINE\\n\"+\n", - " \"output_notebook(resources=INLINE)\\n\"+\n", - " \"\\n\"+\n", - " \"
\"}};\n", - "\n", - " function display_loaded() {\n", - " var el = document.getElementById(null);\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS is loading...\";\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(display_loaded, 100)\n", - " }\n", - " }\n", - "\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls == null || js_urls.length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - "\n", - " function on_error() {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", - "\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " if (url in hashes) {\n", - " element.crossOrigin = \"anonymous\";\n", - " element.integrity = \"sha384-\" + hashes[url];\n", - " }\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", - " var css_urls = [];\n", - " \n", - "\n", - " var inline_js = [\n", - " function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - " function(Bokeh) {\n", - " \n", - " \n", - " }\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " \n", - " if (root.Bokeh !== undefined || force === true) {\n", - " \n", - " for (var i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " } else if (force !== true) {\n", - " var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n", - " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", - " }\n", - "\n", - " }\n", - "\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", - " run_inline_js();\n", - " } else {\n", - " load_libs(css_urls, js_urls, function() {\n", - " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - " run_inline_js();\n", - " });\n", - " }\n", - "}(window));" + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Package Version Location Installer\n", + "----------------------------- --------------- -------------------------------------- ---------\n", + "absl-py 0.10.0 /usr/local/lib/python3.6/dist-packages pip \n", + "alabaster 0.7.12 /usr/local/lib/python3.6/dist-packages pip \n", + "albumentations 0.1.12 /usr/local/lib/python3.6/dist-packages pip \n", + "altair 4.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "argon2-cffi 20.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "asgiref 3.3.1 /usr/local/lib/python3.6/dist-packages pip \n", + "astor 0.8.1 /usr/local/lib/python3.6/dist-packages pip \n", + "astropy 4.1 /usr/local/lib/python3.6/dist-packages pip \n", + "astunparse 1.6.3 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pip \n", + "matplotlib 3.2.2 /usr/local/lib/python3.6/dist-packages pip \n", + "matplotlib-venn 0.11.6 /usr/local/lib/python3.6/dist-packages pip \n", + "missingno 0.4.2 /usr/local/lib/python3.6/dist-packages pip \n", + "mistune 0.8.4 /usr/local/lib/python3.6/dist-packages pip \n", + "mizani 0.6.0 /usr/local/lib/python3.6/dist-packages pip \n", + "mkl 2019.0 /usr/local/lib/python3.6/dist-packages pip \n", + "mlxtend 0.14.0 /usr/local/lib/python3.6/dist-packages pip \n", + "more-itertools 8.6.0 /usr/local/lib/python3.6/dist-packages pip \n", + "moviepy 0.2.3.5 /usr/local/lib/python3.6/dist-packages pip \n", + "mpmath 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "msgpack 1.0.2 /usr/local/lib/python3.6/dist-packages pip \n", + "multiprocess 0.70.11.1 /usr/local/lib/python3.6/dist-packages pip \n", + "multitasking 0.0.9 /usr/local/lib/python3.6/dist-packages pip \n", + "murmurhash 1.0.5 /usr/local/lib/python3.6/dist-packages pip \n", + "music21 5.5.0 /usr/local/lib/python3.6/dist-packages pip \n", + "natsort 5.5.0 /usr/local/lib/python3.6/dist-packages pip \n", + "nbclient 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "nbconvert 5.6.1 /usr/local/lib/python3.6/dist-packages pip \n", + "nbformat 5.0.8 /usr/local/lib/python3.6/dist-packages pip \n", + "nest-asyncio 1.4.3 /usr/local/lib/python3.6/dist-packages pip \n", + "networkx 2.5 /usr/local/lib/python3.6/dist-packages pip \n", + "nibabel 3.0.2 /usr/local/lib/python3.6/dist-packages pip \n", + "nltk 3.2.5 /usr/local/lib/python3.6/dist-packages pip \n", + "notebook 5.3.1 /usr/local/lib/python3.6/dist-packages pip \n", + "np-utils 0.5.12.1 /usr/local/lib/python3.6/dist-packages pip \n", + "numba 0.48.0 /usr/local/lib/python3.6/dist-packages pip \n", + "numexpr 2.7.2 /usr/local/lib/python3.6/dist-packages pip \n", + "numpy 1.19.5 /usr/local/lib/python3.6/dist-packages pip \n", + "nvidia-ml-py3 7.352.0 /usr/local/lib/python3.6/dist-packages pip \n", + "oauth2client 4.1.3 /usr/local/lib/python3.6/dist-packages pip \n", + "oauthlib 3.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "okgrade 0.4.3 /usr/local/lib/python3.6/dist-packages pip \n", + "opencv-contrib-python 4.1.2.30 /usr/local/lib/python3.6/dist-packages pip \n", + "opencv-python 4.1.2.30 /usr/local/lib/python3.6/dist-packages pip \n", + "openpyxl 2.5.9 /usr/local/lib/python3.6/dist-packages pip \n", + "opt-einsum 3.3.0 /usr/local/lib/python3.6/dist-packages pip \n", + "osqp 0.6.2 /usr/local/lib/python3.6/dist-packages pip \n", + "packaging 20.8 /usr/local/lib/python3.6/dist-packages pip \n", + "palettable 3.3.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pandas 1.1.5 /usr/local/lib/python3.6/dist-packages pip \n", + "pandas-datareader 0.9.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pandas-gbq 0.13.3 /usr/local/lib/python3.6/dist-packages pip \n", + "pandas-profiling 1.4.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pandocfilters 1.4.3 /usr/local/lib/python3.6/dist-packages pip \n", + "panel 0.9.7 /usr/local/lib/python3.6/dist-packages pip \n", + "param 1.10.1 /usr/local/lib/python3.6/dist-packages pip \n", + "parso 0.8.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pathlib 1.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "patsy 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pexpect 4.8.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pickleshare 0.7.5 /usr/local/lib/python3.6/dist-packages pip \n", + "Pillow 7.0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pip 19.3.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pip-tools 4.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "plac 1.1.3 /usr/local/lib/python3.6/dist-packages pip \n", + "plotly 4.4.1 /usr/local/lib/python3.6/dist-packages pip \n", + "plotnine 0.6.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pluggy 0.7.1 /usr/local/lib/python3.6/dist-packages pip \n", + "portpicker 1.3.1 /usr/local/lib/python3.6/dist-packages pip \n", + "prefetch-generator 1.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "preshed 3.0.5 /usr/local/lib/python3.6/dist-packages pip \n", + "prettytable 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "progressbar2 3.38.0 /usr/local/lib/python3.6/dist-packages pip \n", + "prometheus-client 0.9.0 /usr/local/lib/python3.6/dist-packages pip \n", + "promise 2.3 /usr/local/lib/python3.6/dist-packages pip \n", + "prompt-toolkit 1.0.18 /usr/local/lib/python3.6/dist-packages pip \n", + "protobuf 3.12.4 /usr/local/lib/python3.6/dist-packages pip \n", + "psutil 5.4.8 /usr/local/lib/python3.6/dist-packages pip \n", + "psycopg2 2.7.6.1 /usr/local/lib/python3.6/dist-packages pip \n", + "ptyprocess 0.7.0 /usr/local/lib/python3.6/dist-packages pip \n", + "py 1.10.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pyarrow 0.14.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pyasn1 0.4.8 /usr/local/lib/python3.6/dist-packages pip \n", + "pyasn1-modules 0.2.8 /usr/local/lib/python3.6/dist-packages pip \n", + "pycocotools 2.0.2 /usr/local/lib/python3.6/dist-packages pip \n", + "pycosat 0.6.3 /usr/local/lib/python3.6/dist-packages pip \n", + "pycparser 2.20 /usr/local/lib/python3.6/dist-packages pip \n", + "pyct 0.4.8 /usr/local/lib/python3.6/dist-packages pip \n", + "pydata-google-auth 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pydot 1.3.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pydot-ng 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pydotplus 2.0.2 /usr/local/lib/python3.6/dist-packages pip \n", + "PyDrive 1.3.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pyemd 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pyglet 1.5.0 /usr/local/lib/python3.6/dist-packages pip \n", + "Pygments 2.6.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pygobject 3.26.1 /usr/lib/python3/dist-packages \n", + "pymc3 3.7 /usr/local/lib/python3.6/dist-packages pip \n", + "PyMeeus 0.3.7 /usr/local/lib/python3.6/dist-packages pip \n", + "pymongo 3.11.2 /usr/local/lib/python3.6/dist-packages pip \n", + "pymystem3 0.2.0 /usr/local/lib/python3.6/dist-packages pip \n", + "PyOpenGL 3.1.5 /usr/local/lib/python3.6/dist-packages pip \n", + "pyparsing 2.4.7 /usr/local/lib/python3.6/dist-packages pip \n", + "pyrsistent 0.17.3 /usr/local/lib/python3.6/dist-packages pip \n", + "pysndfile 1.3.8 /usr/local/lib/python3.6/dist-packages pip \n", + "PySocks 1.7.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pystan 2.19.1.1 /usr/local/lib/python3.6/dist-packages pip \n", + "pytest 3.6.4 /usr/local/lib/python3.6/dist-packages pip \n", + "python-apt 1.6.5+ubuntu0.5 /usr/lib/python3/dist-packages \n", + "python-chess 0.23.11 /usr/local/lib/python3.6/dist-packages pip \n", + "python-dateutil 2.8.1 /usr/local/lib/python3.6/dist-packages pip \n", + "python-louvain 0.15 /usr/local/lib/python3.6/dist-packages pip \n", + "python-slugify 4.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "python-utils 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", + "pytz 2018.9 /usr/local/lib/python3.6/dist-packages pip \n", + "pyviz-comms 2.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "PyWavelets 1.1.1 /usr/local/lib/python3.6/dist-packages pip \n", + "PyYAML 3.13 /usr/local/lib/python3.6/dist-packages pip \n", + "pyzmq 20.0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "qdldl 0.1.5.post0 /usr/local/lib/python3.6/dist-packages pip \n", + "qtconsole 5.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "QtPy 1.9.0 /usr/local/lib/python3.6/dist-packages pip \n", + "regex 2019.12.20 /usr/local/lib/python3.6/dist-packages pip \n", + "requests 2.23.0 /usr/local/lib/python3.6/dist-packages pip \n", + "requests-oauthlib 1.3.0 /usr/local/lib/python3.6/dist-packages pip \n", + "resampy 0.2.2 /usr/local/lib/python3.6/dist-packages pip \n", + "retrying 1.3.3 /usr/local/lib/python3.6/dist-packages pip \n", + "rpy2 3.2.7 /usr/local/lib/python3.6/dist-packages pip \n", + "rsa 4.6 /usr/local/lib/python3.6/dist-packages pip \n", + "ruamel.yaml 0.16.12 /usr/local/lib/python3.6/dist-packages pip \n", + "ruamel.yaml.clib 0.2.2 /usr/local/lib/python3.6/dist-packages pip \n", + "scikit-image 0.16.2 /usr/local/lib/python3.6/dist-packages pip \n", + "scikit-learn 0.22.2.post1 /usr/local/lib/python3.6/dist-packages pip \n", + "scipy 1.4.1 /usr/local/lib/python3.6/dist-packages pip \n", + "screen-resolution-extra 0.0.0 /usr/lib/python3/dist-packages \n", + "scs 2.1.2 /usr/local/lib/python3.6/dist-packages pip \n", + "seaborn 0.11.1 /usr/local/lib/python3.6/dist-packages pip \n", + "Send2Trash 1.5.0 /usr/local/lib/python3.6/dist-packages pip \n", + "setuptools 51.1.2 /usr/local/lib/python3.6/dist-packages pip \n", + "setuptools-git 1.2 /usr/local/lib/python3.6/dist-packages pip \n", + "Shapely 1.7.1 /usr/local/lib/python3.6/dist-packages pip \n", + "simplegeneric 0.8.1 /usr/local/lib/python3.6/dist-packages pip \n", + "six 1.15.0 /usr/local/lib/python3.6/dist-packages pip \n", + "sklearn 0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "sklearn-pandas 1.8.0 /usr/local/lib/python3.6/dist-packages pip \n", + "smart-open 4.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "snowballstemmer 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "sortedcontainers 2.3.0 /usr/local/lib/python3.6/dist-packages pip \n", + "spacy 2.2.4 /usr/local/lib/python3.6/dist-packages pip \n", + "Sphinx 1.8.5 /usr/local/lib/python3.6/dist-packages pip \n", + "sphinxcontrib-serializinghtml 1.1.4 /usr/local/lib/python3.6/dist-packages pip \n", + "sphinxcontrib-websupport 1.2.4 /usr/local/lib/python3.6/dist-packages pip \n", + "SQLAlchemy 1.3.22 /usr/local/lib/python3.6/dist-packages pip \n", + "sqlparse 0.4.1 /usr/local/lib/python3.6/dist-packages pip \n", + "srsly 1.0.5 /usr/local/lib/python3.6/dist-packages pip \n", + "statsmodels 0.10.2 /usr/local/lib/python3.6/dist-packages pip \n", + "sympy 1.1.1 /usr/local/lib/python3.6/dist-packages pip \n", + "tables 3.4.4 /usr/local/lib/python3.6/dist-packages pip \n", + "tabulate 0.8.7 /usr/local/lib/python3.6/dist-packages pip \n", + "tblib 1.7.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorboard 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorboard-plugin-wit 1.7.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorboardcolab 0.0.22 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-addons 0.8.3 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-datasets 4.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-estimator 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-gcs-config 2.4.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-hub 0.11.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-metadata 0.26.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-privacy 0.2.2 /usr/local/lib/python3.6/dist-packages pip \n", + "tensorflow-probability 0.12.1 /usr/local/lib/python3.6/dist-packages pip \n", + "termcolor 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "terminado 0.9.2 /usr/local/lib/python3.6/dist-packages pip \n", + "testpath 0.4.4 /usr/local/lib/python3.6/dist-packages pip \n", + "text-unidecode 1.3 /usr/local/lib/python3.6/dist-packages pip \n", + "textblob 0.15.3 /usr/local/lib/python3.6/dist-packages pip \n", + "textgenrnn 1.4.1 /usr/local/lib/python3.6/dist-packages pip \n", + "Theano 1.0.5 /usr/local/lib/python3.6/dist-packages pip \n", + "thinc 7.4.0 /usr/local/lib/python3.6/dist-packages pip \n", + "tifffile 2020.9.3 /usr/local/lib/python3.6/dist-packages pip \n", + "toml 0.10.2 /usr/local/lib/python3.6/dist-packages pip \n", + "toolz 0.11.1 /usr/local/lib/python3.6/dist-packages pip \n", + "torch 1.7.0+cu101 /usr/local/lib/python3.6/dist-packages pip \n", + "torchsummary 1.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "torchtext 0.3.1 /usr/local/lib/python3.6/dist-packages pip \n", + "torchvision 0.8.1+cu101 /usr/local/lib/python3.6/dist-packages pip \n", + "tornado 5.1.1 /usr/local/lib/python3.6/dist-packages pip \n", + "tqdm 4.41.1 /usr/local/lib/python3.6/dist-packages pip \n", + "traitlets 4.3.3 /usr/local/lib/python3.6/dist-packages pip \n", + "tweepy 3.6.0 /usr/local/lib/python3.6/dist-packages pip \n", + "typeguard 2.7.1 /usr/local/lib/python3.6/dist-packages pip \n", + "typing-extensions 3.7.4.3 /usr/local/lib/python3.6/dist-packages pip \n", + "tzlocal 1.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "umap-learn 0.4.6 /usr/local/lib/python3.6/dist-packages pip \n", + "uritemplate 3.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "urllib3 1.24.3 /usr/local/lib/python3.6/dist-packages pip \n", + "vega-datasets 0.9.0 /usr/local/lib/python3.6/dist-packages pip \n", + "wasabi 0.8.0 /usr/local/lib/python3.6/dist-packages pip \n", + "wcwidth 0.2.5 /usr/local/lib/python3.6/dist-packages pip \n", + "webencodings 0.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "Werkzeug 1.0.1 /usr/local/lib/python3.6/dist-packages pip \n", + "wheel 0.36.2 /usr/local/lib/python3.6/dist-packages pip \n", + "widgetsnbextension 3.5.1 /usr/local/lib/python3.6/dist-packages pip \n", + "wordcloud 1.5.0 /usr/local/lib/python3.6/dist-packages pip \n", + "wrapt 1.12.1 /usr/local/lib/python3.6/dist-packages pip \n", + "xarray 0.15.1 /usr/local/lib/python3.6/dist-packages pip \n", + "xgboost 0.90 /usr/local/lib/python3.6/dist-packages pip \n", + "xkit 0.0.0 /usr/lib/python3/dist-packages \n", + "xlrd 1.1.0 /usr/local/lib/python3.6/dist-packages pip \n", + "xlwt 1.3.0 /usr/local/lib/python3.6/dist-packages pip \n", + "yellowbrick 0.9.1 /usr/local/lib/python3.6/dist-packages pip \n", + "zict 2.0.0 /usr/local/lib/python3.6/dist-packages pip \n", + "zipp 3.4.0 /usr/local/lib/python3.6/dist-packages pip \n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "U9PghW_NT1HY" + }, + "source": [ + "To install a new package called 'foo', use the following (see [this page](https://colab.research.google.com/notebooks/snippets/importing_libraries.ipynb) for details):\n", + "\n", + "```\n", + "!pip install foo\n", + "```\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fOBdg02-_Jws" + }, + "source": [ + "## Numpy" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AzP2LAtN_L1m", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "cbdc24bf-ea76-4192-c17d-a6d97c14f322" + }, + "source": [ + "import numpy as np\n", + "\n", + "np.set_printoptions(precision=3)\n", + "\n", + "A = np.random.randn(2, 3)\n", + "print(A)" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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\n" - ] - }, - "metadata": { - "tags": [] - } - }, - { - "output_type": "display_data", - "data": { - "application/javascript": [ - "(function(root) {\n", - " function embed_document(root) {\n", - " \n", - " var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1045\"},\"selection_policy\":{\"id\":\"1044\"}},\"id\":\"1032\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1033\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1002\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1018\"},{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"}]},\"id\":\"1025\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1004\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1001\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n", - " var render_items = [{\"docid\":\"b358b63c-5ed4-4f26-aea0-0203364ce482\",\"root_ids\":[\"1001\"],\"roots\":{\"1001\":\"6d84e490-f911-435d-9016-a132650e7717\"}}];\n", - " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", - "\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " embed_document(root);\n", - " } else {\n", - " var attempts = 0;\n", - " var timer = setInterval(function(root) {\n", - " if (root.Bokeh !== undefined) {\n", - " clearInterval(timer);\n", - " embed_document(root);\n", - " } else {\n", - " attempts++;\n", - " if (attempts > 100) {\n", - " clearInterval(timer);\n", - " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", - " }\n", - " }\n", - " }, 10, root)\n", - " }\n", - "})(window);" + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[[ 0.958 -0.542 0.332]\n", + " [-0.613 1.633 -2.432]]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "76jPgsuk_1IP" + }, + "source": [ + "## Pandas" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "GimloDqo_4No", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 197 + }, + "outputId": "1ddca722-d652-4b44-c4e0-982c722dabeb" + }, + "source": [ + "import pandas as pd\n", + "\n", + "pd.set_option(\"precision\", 2) # 2 decimal places\n", + "pd.set_option(\"display.max_rows\", 20)\n", + "pd.set_option(\"display.max_columns\", 30)\n", + "pd.set_option(\"display.width\", 100) # wide windows\n", + "\n", + "url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\"\n", + "column_names = [\"MPG\", \"Cylinders\", \"Displacement\", \"Horsepower\", \"Weight\", \"Acceleration\", \"Year\", \"Origin\", \"Name\"]\n", + "df = pd.read_csv(url, names=column_names, sep=\"\\s+\", na_values=\"?\")\n", + "\n", + "df.head()" ], - "application/vnd.bokehjs_exec.v0+json": "" - }, - "metadata": { - "tags": [], - "application/vnd.bokehjs_exec.v0+json": { - "id": "1001" - } - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "FwIG5xw8ad8I" - }, - "source": [ - "## Viewing an image file\n", - "\n", - "You can either use PIL or OpenCV to display (and manipulate) images.\n", - "According to [this notebook](https://www.kaggle.com/vfdev5/pil-vs-opencv), OpenCV is faster, but for a small number of images, it doesn't really matter." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "AqitJZE1bAi8", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 514 - }, - "outputId": "6e8ebecb-c6ab-45c6-bb2b-782585a3d648" - }, - "source": [ - "from PIL import Image\n", - "import requests\n", - "from io import BytesIO\n", - "\n", - "# url = \"https://github.com/probml/probml-notebooks/blob/master/images/cat_dog.jpg?raw=true\"\n", - "url = \"https://raw.githubusercontent.com/probml/probml-notebooks/main/images/cat_dog.jpg\"\n", - "\n", - "response = requests.get(url)\n", - "img = Image.open(BytesIO(response.content))\n", - "print(type(img))\n", - "display(img)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "t0EbaZr9bSZL" - }, - "source": [ - "#!wget https://github.com/probml/probml-notebooks/blob/master/images/cat_dog.jpg?raw=true -q -O cat_dog.jpg\n", - "!wget https://raw.githubusercontent.com/probml/probml-notebooks/main/images/cat_dog.jpg -q -O cat_dog.jpg" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "Hbb1T75kuaPG", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "09de66d9-fb6c-4df4-941c-62950cd558bc" - }, - "source": [ - "!ls -l" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "total 124\n", - "-rw-r--r-- 1 root root 121477 Aug 3 17:06 cat_dog.jpg\n", - "drwxr-xr-x 1 root root 4096 Jul 16 13:20 sample_data\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "_268HOki-6qw", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 497 - }, - "outputId": "8a30a1ac-fc10-43d2-c685-fca5169aac9a" - }, - "source": [ - "from IPython.display import Image\n", - "\n", - "fname = \"cat_dog.jpg\"\n", - "Image(fname)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "image/jpeg": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 3 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "64X5Xv_Kaf_Q", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 496 - }, - "outputId": "e6345129-8241-49fd-daa4-f9adf9c749f0" - }, - "source": [ - "from google.colab.patches import cv2_imshow\n", - "import cv2\n", - "\n", - "\n", - "def show_image(img_path, size=None, ratio=None):\n", - " img = cv2.imread(img_path, cv2.IMREAD_UNCHANGED)\n", - " cv2_imshow(img)\n", - "\n", - "\n", - "show_image(\"cat_dog.jpg\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "y4_LLDBWGkE4" - }, - "source": [ - "## Visualizing arrays\n", - "\n", - "If you use imshow, be careful of aliasing which can occur for certain figure sizes." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "grpgCI4IG2pb", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 182 - }, - "outputId": "5455f0f5-7109-49c3-fa64-14bbbbd9b662" - }, - "source": [ - "np.random.seed(0)\n", - "fig, axs = plt.subplots(1, 3, figsize=(8, 8))\n", - "for t in range(3):\n", - " X = np.random.binomial(1, 0.5, (128, 128))\n", - " axs[t].imshow(X, cmap=\"Accent\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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g2jWufTfCLsNH51Rtb29yshFHW/vFMNDCgkYhad4LUrVxF941TepoAXPUWkDyexRENpx5VSbPaWiPS3iRdGYbmto41AaB3gv9ndTyIfmd+3HgeEZwQR6Ynwkg9KzDlfvXuNb4b5mImeNgHwF2VX0TgFPQBrjlHb3f6LWngkeNZx0hHC1fx9HWfmP4KrwQbH6218xXnRcGnPC5ngcVYvricxxt7S8oeNQGoNf4xeStPRc9PgtMtXEAGGeMcxi5vyS/EydedO/Fc3pMW/aQ7/ijZS0NUhrn3Af+MI2ioxh0Rt4VvrJzzBp2VX3TEOqEIdTckSR8E6Z4xoSvjWBILR8ySiG/UcZTNWGscyvDCO6cwtnWfjxsBULPDAOiog2ZSAwL5VEZY6Hf2RDkmSJVG0foSBJQhSYR2cQYKpMDSJXH7akDQJ5AIJYTuoHIxC2szkYxudEoBQKhZx2YrcjCD4cZhUEr2owgAgQPeh7NJwawFo6jMjmA3PKhPFMPuOYQemaIK4d+HKiNI/TqMZoSdZ5V63JsqqINEVXUxjldn5sQ4UgLlCGllkgMvhsxtACo2hgzHssGXOHsoe4sHvWZQomFzhhO7ZwCjpu9a5m4IHiFUojEw8cEEwkw6+ccKGD0cbCjywa3o+VxRXdTqH99ByP7nDqHwGwUqSOH4MMFNJ8YAC5fwEKt8QRb4OwpFR5tdqYqjgJIwQiRhqAxCGLHBjBaHgcSHRhvj6MXDxB5OYwzJwZEMJ1OPkH96zsY6s5iPOxUxOcSSQDxAoFEQ2ShPypj52D23a9y7LNzznGZUKIDkRthtFwdw92bTQCAhvY4Wk8GcDa8F/7aOPCqDLMVbYi8vIWHiQ4AjrE93h5HKu2ahstL4+9ZlbYZDAKpNEQORG6EDZ8i7uQ799VgoXMYvYp25i5lcP54Bkh0AMvA9YqniCg+c1Iq5hX/x3/1Psjp7bDyMwCQ8Ykfyre1cByz3W7jTIfs797sx8j9OM68KsO9yxdwamcAB44b+RU7tgf3LpthuH8GGROuY1h+uOnen1dalLmZSAy4DDSfMLImB0OXABDse4JzK2G0AGjaOYWzrcYgaN61B5i4gMAsUJkcACYuCF1hbsLFV1y/ngsQlzkNdbchcvkWfLhgZD/2ADARyqPP+vEo+QT7Dy8idd88i/RDA/AeAFS0GZoLmu8ZWgdC+TEW+qNiCGvjj3gY6m4D0Obal6HuLGKpMrSeDKD+dTbvBN1Cy9UxbKZu495lI9fWZqOIJc1eGINpQsbnGFvln4FPxGNe+2xFCFVb6wDwMNGBo639GC1fF+Tdu3wBZ16V4e7NJlEGgdko0hefY//hRQDA6eQT5I4kxVOmB6M9Etszt615fma2og33Ll8Qr+VhogORl7dw7/IFtEzExHMuCe2WMCefffdmEyIvb6H5xIBYyIBjQeo5+W6EXXigFcew1sOE8QB8N8Ku94J91bI+340w9h9eFMalB01PlRagDvXosTgn7VHT6hstX5cQ02xFG1qujmHk/hLOhveKYuLRFcCENxc6hzFb0SbzWAuvy/r0/nDdH9Nrrvzlr4TWyJy5I0kMBh2lPNSdRWr5EE4nn4gnB0DCiUylEN+AYx1rL6b5xICL3rT1zDVz//gMekqkvVRtHA8THRi/4sdsRRtKQrsxsq/G5ZkzSkODoqHdUXq5I0mZhy4M455rT5J7QjyEnnXgdPIJZivasNA5LJ+v2jDem6Y55nUBiOd8tLU/r6jda3Z5w7WOAUFcVyYNb1EOMHrFkPWZV6Yy2+bloW6TJjmdfCLv0bgkz3HvU7VxUZgfHHZ+122I5oHyjbJFw2bqBQDjLRMvTYk6nNo5hblLGamhIf0ZB8Csi/jVdE5ZQX7j380nHEOfxX58xunkE4R2mVNgp3ZOGUMbQGjXbReOHyY6kFo+5JJpAA0BdxSSwDVpWdh8YkDmR/oDDJ3xBAgjBwxzh3bddsl1eq+DQWc87bl6RWR0hAgwvOe7ERYP3k6j8llNiTq0XB1z4YDjUcYBkNz32+TcB7nE4otCwFeT29fzA/i7/KJAGL6wYTAIVG04zRVCzzoQ2nUbqeVD2H94Eb29DxB5eQuzFW2uM6YaKLQYhtFJe4ZnuDE6bxN5eQuB2SgeJjokvEklNHcpg0wkJuPqPGtl0ggsbg5zGyxmix3bI2NGrz11/Z+eDwAJC4Z23UZTok5COxTgHCu1fAihXcaCa7k6JjhZ6I8W4IL4YPEElRHDNUPdWTEsRsvXxSol8XIeLBA5t2KaatiCMvLSWJYLncMSCTmfduOAiv/rmz9+kMvlvl+MXt4XfP8Pv5X7yyfdQmuck643oDCjMthMvUBTog6L7eaOAu4raW78il/oA3D2j88FIHRu45n7z73iXt+7fAG5I0mcTj7B2fBeAEYgcj9I/6QL0p6eE+lbj0se8Hf5he71+zpiwFeumUpB13Bog+zRjoM4G94rCkALvzOvDL6JZ685AY5xdD5tjqnMXcoIbknnp5NPpMED8U06JO3zuXq/SG/ZaTPuP9p7BT/597/4IJ2/NNT8UU3uB80/EJxr/HKdi+2PXfKC+wgYHjcem4PjVK3xoEtCuwv2nTix95F7zf/bdKf3jUeEHK+9yUQY87TH79pj2vtoy3TuP2WSloGMAp0N75X9Jr1r2bvYbqKCXngg3RPPGih7NF/YdK+LDPXJH84hE4khMBtF60k3flZLl4Qv9JFJ0qGeSzFZ90mEsn/xjTfYBwc5gFEWsMJe8zMBZLvvIJYqw0ioJs+McawB2L+xiLs3m/BoR7XE9ktCz7FaCqzBQcT5NJDNh/tiyT3mzWMA8p9ZC68D3RAC0vmKe5fziuoGQx0QRcTQB2CU9Ga7ydFUbYyJ1yieJ9adtV4zY8aSe+SV/x/qzsJf7kc2fxxpUK03vfEcm+0GV+NhP4a6s8hEYmgJjSF1P44UTNhm5L4J+fX2AuNBNy4IQ91Z+OE0bohhTx4nAK4hH0ZfxyCA8+k4zuRDtMAA5i5lDE4u30L66hhWSw0hNicdA8AwCnCqrxqLJwYQCLJi3iF+KsbKZBnQsgWxvEdYKtl0GCWdVw5BP4a6ndCpYco4GmA8l5LQbtRfu4N7l42h0YwBNANoSkxJKDlyI4xMxMGboel1ETqAY0xpYUCaYwiOez3b3YajAM6G94qw4mdTtXGE8tWoTSeZOhhGBGb8ltBuLLwcBhB1jTukeGAtuI7RdH5+eCrvj5av4ww7jeU91LPhvWiYXce5SA+qNsYQKI26cqDGEDa8F+wD0lfHEOx7ggPHzf8Hg8Bo2qFB7jlpjvwHQMYfDK4j230HQ92me8fDRAdOJ57gbN7hXOgcBiLm95bQGA6UZ5B7lsRm6rbwIOd+vcLgn3seO2bGXfpvN780PX1RoPAnj48H/ch230FquR8+XMDkZCM2Uy9w7zIcJbSjDgBD38ZIG8zzdSYyLCFcwC1L9Tj+cr/r/05e1vDm+XTcxYImIpYBYGppqADX2uO4F4m5xqQhn1tOApiQ8bVSthUiZZKWgWvhOOq7swD61X7vxf7Di1iIxEBZWxLajblwBg/DezEYBJpO1uHs8l4AD0TGrGFdDF/AGAB++OX/59MOP1D2U+YudA5jofMWQnkjZWRfDTZTt9F0MoC5S1FUJstwdnkvNlOPUf/6ARY6b+VTEXlDShzNPULflUo2FpN1n0QoGzCERiHJ6rr5mYB40ICjBBmyqUyWySIXOoddYbvR8nWM3F9C1UYNhrqz8jMYhIT7RsvNWLRgtGEwGMwTTX4+JKpHOw6i+cSAFGmc2jklf49f8YvHNFq+jparRiAwxLEWXkdTok7mzsIUEq0m3spkmRASO4xVJstkHVQSFJoMby50DkuIh14K84HEBfHGvwnECdfM+ZGxiT/OkWMTD3dvNuFhokPWb3Iz6+LNnFvpkUp5rlcft2AI9mPCaPm6rAswOOKesOOSLrziWgKz0YKiP32Ou/nEAFLLhzDUnZU9pwDkWFTGdsvDyclG115PTjbidPIJGtrjcm4YcI5GNSXqjIDIpxSaTwyg5eoYmhJ1uHuzCbMVbULPHNemOz0/7gP3OhOJ4e7NJiy2P3YVaC50Dgvt2TjlOdfV0iXUv76DwaAxrDV/Ac6ek8e0l8LxiQPA5LQb2uOof30HvhthnFvpwWxFGwKzUQnFDgbN5xhepCdzOvkEsWN7hP8Bh7+rf/pO5PKlofqnEBrQvEe8c42zFW3C4wBk39MXn7sMM9+NMDIRE/KnnCGu1sLrBYpA0x9xzopmLXdbro6Z8PWzDuw/vIjBIMRb1mmbUzunxBEi/TefGECqNi7zsJWyXjfpvGqjRvaa8oZ0Dxhnh2HxwGxUik0XOocBGFlXmSxD+uJz0QNablGO6eIw3e9C4586gimSUzunXLKUERl6xanaOFLLhxA7tkd0AX8oY5sSdS4Zz70pBp+EYv7Od76GpkQdmhJ1GOo2pe88N2dX9j7acdBVfAIArScDmK1ow1B3FudWenA6+QTzMwHMzwREkE5ONgpD2gKVY2ohWrVRIz96/LlLGaSWD6EktFsYgZCJxNB6MiBhntXSJZxb6XEpRoZAR8vXhRi14Oa87ff5SsHSlKiTytiFzmFkIjGMX/ELbkLPOlxHuCIvb0m+m0zI8IzdIMPGhxaMVGItV8eQicRcSje067bknOZnAhJyohVNZqcA1XOYnwlgcrJRcpYfA37z4msyLtcY7KsWJmJY+HTyCao2atCUqEPVRg0mJxvRejKAcys9uHf5Au5dviBGI+sLKFABSJUw6VpHCfgegXPQAoTKjQbZ/sOLJuesctgM6/J5/A6FlDbCyGsctylRJzSu6Z97zZMNTYk6hJ51uAwqTXsSZn/WIbxHvA51m3PXfL5WwKQ37gVgCglJCzRMKegoEE/tnELL1THZDwKjRzq8yD76Ns1xjNLG373ByBeB0sbPhPe5Vhog3O/WkwEXj5/aOYVgXzXuXb6Ahc5hyfUSB1JvkD9PS56kwtP0RRoGIHuuO7aNlq+LzFpsfyyKMROJydip5UNouTqGh4kOLLY/NgWPeVqkkTk/E0Cwr9r1N2WKljdNiToJFdu8OHLfyE/KEV131HoyIE4PDY/U8iEXzWn6Ic41v2n5pnHEVOm5lR4xNjh/Ao3BktBunHlVJsq5JLRbXkfL1+Wst5b7HNvrVAPhk8gxM+/CDWMVM4VU/es7ONraL3k1AJJLIOMBkNj+qZ0mrEhPrv71HVcFJ8fQOTET7n0gr/wfm/OP3F+SnKPOmQCOUJy7lJE8JHPe/J1VidzcA8czLsbQDdEBU1yUnc66Lgjg/O/ebBJiHb/il9w2c8E69wYYK4/j8zkE/Td/z05nXfjQ8wHc/aHvXb6AwGzUOQ6WN1bIIBqYe+fzAKfFnT4b+eM//kg55u9/J9fY2Oo6V8m1c78Ds1HBsw7nAnApPZ3jdC6RMBXtxCUAF15Juza96fOmpNeFzmGc2jmFs+G9kksGHHrRCkgfn+IZZ133oEE3n9D7o/mK8zu30oPmEwMoCe02xt+u22L1k+6ZB2QRpn6WnPlXNGbP19/ll2NPpAfigTSj6e5hokPyoMSH3f2LYWB9AQLHJJ6n/skUlv566YPnmH//m3tz/+l//T+51mXLIuaR6RHSkNXGHg0N8jr3mKklbeAQJ5rOOa6/y+/qQ0AcalzzNAwAlwFE0PUWlHGajkjTpH1N23rt2pDSspqw0DksBafzM8YwPrVzynNv7bWQPryaIAFu54RzZj9wrmWhc1hkHXPLXP9o+brUafDZlIFeXRmpc3y+3k83x/ybF18TJiXBmmpXCp5GBPueAHCS/ADyx6R6sNBpwicPEx0I7SrDIh4jes08+2x4L67P5fNQ/dGCm6Ckm03e2gz2VaNevT8/cxCA2SRcHUMLjKILJW+7ig6AgDk2ctPkQUKp2xi5vw6UA/PJJ6ivaMMjJRDmZ9xKKn0R8rs0akc2/3l//jsBjOx7bjzyZBkil2+hMjmAZpic72xFG04l6nA27Nx4konEcHrnFNJXx7DgcQuWITxImz2OG+yrRlrdoAJUox5uIhstX8fgrMmzNMMR2ADQgMKjZQyFUVmN3Dde3ch9v/w/2MPsJbgAACAASURBVFf8ApD3DT/9m8/kRi4gbyRMug0XHo0Y6s5ivBQ4FxlGoD0qVvu5lR6c6pvCHPJGYWIK6cndIM0Sh2ktKPNrT1+E+h9pAS5eID20XB3D2Zt7xWMBjCF4N2zC7Ivtht4W218I7bP70Mg+83w9D4J5z7kliGvn3ADk1wAnLBx6ns91H0IomS+8xKLww+nkEyDpRKVspeyisTx/A3DNYTKPk5H77j0TYXl1DAsYRkM7cDqvxDZTL3D35iFMTgKYzKcdujn+ukt5c0yukVd4fmgoz61adO4cZaRCGeq+g/rXWayW+tGSz48DABLOc+YuZbB2CUil41hsL0P0mvl+68mDqH/tRAW1kgUc2pqfAerhNlL4evdmP5DPp0qhV77YbnHXbZSEdots0UWh+6/uxkI+hcEx618/wPzMwSIyJSP7DMDFEweOL8l7hDMnBvKGcRNCYSDQHkV9t6n3OJN3SObxJL9GE8UbuR8VPBgg/bvxop0TLXPrX9/B3Zv5o3uzznGvqo0akfXBPmMkzwOYu7KOoe47CPYdBE5Wy7EqwDGS7TG94JMIZZfnVh0hnbeSDhzP5IU2N/gO6l/fQWjXbfGWmV/icab9hxdREtotx5YAE/9/tOMgTu2ccrW04xgEvqetLf4tn8krr1CeOAlnXpVJhXSqNp4v2LhQcBMKQbeSE4KwrvDj5x7tOFhgOY7sq3GNP1q+LrkeAC5vZbaiTcKsfLaNB45Hoixm4QHG0Dm30iM3arWeDAjOCfsPL0r4+tGOgxi/Yvo9j9xfwv7Di65ubXoeXxWM7Ktx70m+kxtDZ8X6kNNTOLfSg9aTAZzaOSVCiZ6g9ghJ4zJuEcFgz437k6qNm6Mj+VBm1UaNHGdJLR8SuiDt26kWWZ8alzymIzMa9Bru3mwyhY2pF7J2wOw3IwahXbdxbqUHc5cywrPFgGPbAsqLHviZhc5h1L++g83UCzSfGHB5cDzeM3J/SQxE0p3XmNyP+td3XHfrfkh45atyjUvao+I4G94rfedbTwYE53OXMji30oP613eEnzORmOw5e9MzmsO1EihH9Nj6hjT9s//wonizOmwOOOmnh4kOic6xqprHugBnD71kqV67V/SOuODzzrwqc9V57D+8WCDj7l2+gNPJJzi30oPN1AucDe/FbEVbIT9Z9Kb7rAPuSCrhdPIJRva5UyicB1NG9a/vyKmB8Sv+AtzrPdZHSovBJ6GYX/mqPJUEXxmaIqyF18W6frTjoCikhc5h9PY+kKIUCiZez0VlEOyrLkAMb4ciAjXybAXCELr23ltPmmMOoWcdKAntRmA2Kl2IJicbceB4RpjmwPGMO0Sn1k5PiT+ctw5J8UfndhbbH6P5xAAW2x/L56s2DNNzLuzcQxzrsfTdqumLz3HgeMZ1tZnGV8vVMTlLqOcd7KtGaNdtbKZeSC3AgeMZCfmHnnVgoXPYtS4qae6BVzOUDwXf+/Yb2Xeuk+shzdW/voOz4b0SXgQguSvWGTSfGHDwmFfsNNT4qs9dahrXdKn31g4pL3QOY34mIMKBijH0rENCx6ulS0L7j3YcFMG2WrrkeqZeo52y4Tz157WQqdqoEUNs/+FFc6NPPs+sQStMvfaRfTUFe6x5kmOTngCnJzxfx6/4JZd3NrxXokO6Ox/PBNMgJ669BOKjHQfxyldVSCAfAL737TeijHl9INuKilK8v4TF9seCf9a6BGadHtrMuS50DrvCrTR8uVbtOXMfdJiXvM4fyg/SP+XLWngdDe3Gi+aZeqbrSkK75Vjf/ExA9o9j6L7Wur5Hyw/SvVbWPL+/Fl7H6eQTqfkgnbeeDCDy8pYcY61/fQendk4VhPw5lkRklLGr0zUE+4ht/es7rrz93KWMzCETiYkD0nrSnKV+mOiQtILGM8ek/NvKIfkkFPP3dv5WCGGx/TEe7TiI1dIluU2E59EiL2+hKVEnG8L8QmA2KoUgJNzV0iURkkQiGWCx/bEgXyt8vk9C13PhxoaedUiPXjm8nxcQzMXoatXIy1vYTL1wbbQWNHw2x6fAPfOqTJoncC7Eha7+1s9LLR8y4ab8MxY6h7HY/ljmMn7FL8r4zKsyl9ejjR8SId/XQpqCI/LylssyPBveKzjgHDZTLwouDqAVS4GkBdBWV7t9CNh48EZobrV0SdbNfdeFaFUbTuvLzdQLhHbdxmqp8YxTy4dEQZ55VYaFzmGcTxuBr5tqaBpnl7jV0iUZH4BrD0b21YignK1ow9yljHjxLHRpaI/nw2lOsdRqqWn60pSow5lXZTIH0hn3fvyK+y5zLcT4HALntZl64TKAAZNGolFIQW63CdVGx8i+GmnEw3GoGLTAJJ7YircpUYfAbBRVGzVSiKS9dQBSSQwY7/1seK/gWdM+4I6cfW/nb99OMO8BNh68EX6iwqKxwr0e2VcjhV+nk0+kkdJQd1YMQcq5wGxUZAP3RMs58jhxRFyPX/G7aJ7yhsqPtMujUTS0VktNxFDXEVCRkkYjL2+5crRsm8qojJZhWg5xTuw/PVvRhtPJJ3JuW8ur5hMDOBvei5arY1IAFnl5S+QOI6WL7Y9ln8ev+F2yh+shbWvjMXrtqfyP9SWMSrJwKzAbRcvVMdFD6YvPjcFYG8di+2Ppc65pj0CaLAafhGL++bLTQGMtvC6LonDjmTcWcvF3VsXSWt9MvRAF3XoyIK36qjZMWJIEwoIVHuoHINd6AYZRV0uXZC7skwoYxcTOYxTEPMKx//CiFGJxXMCcm2tK1CFVG3eNowvIKIDY/3ctvC7XjPX2PpA58zhSZbJMKqBZer//8CIa2uOuZuvRa08R7KtGZdL0eCZxcywNJCQeytegGZuCj3g5t9IjYzPMxOf7boRREtqNUzunhJG1daqjH17jfkgo/W4JzqedvuPcC7YxDfZVY/yKX4r4GAWg8cGq1NP5FoG06gEIrRFIP6TxtfC6q0CJdMg9qEwaxa2vNuTRtKZEnTQ40JXxq6VLUiiUqo3jbHivHGvRc+D4xDd/OF89V6YiqNz1807tnHIVQLLJiTaQzTniGpcw7u01Z0ypJPU8tNKwaZRyAXAa2PBmofNpwxusotfpnsjLW0L7FLrSPjcPlEEfGp5/z7yuli6JUuL+Ra89xdnwXix0DkuUhrwFuA1XhlOZSiK++f6B4xmXPOE+VSbL5G9N86QJ7ZjwdAmV9cNEh/TlbmiPGyNChYW516d2TiH0rEMUoJar3G/+UM5xbufTELofv+LH3KWMhPdZw0JapEHKY2WB2ajrSCplPfeZPKWBYwKOXNLFg5wnYIzFUzunhI4zkZjgKnrtKRY6h7GZeiGGlX6+V6MrfSOdDZ+EYgYcouP5Xi6CwiL0rEM8mblLJhRATzmQT8qPlhtFutA5LKGb2Yo2QbTuoKWJlcqIFhznQaEdvfZUwhPcvJLQbpxOPkH02lNXGI/W7GxFG4J91XKnKMPYejP4fM6NG05Bbc/50Y6DCO26bfrBXr4giptCid4GvdnckaR0B+JRFwrWYt4pGVefsdOdk5jXZMio9aQ588hikM3UC2ymXshaAMh+0MPS/9N74NWh50OCFsb6XCFp7mx4LyqTxgO+d/kCzob3YrV0Sc4UN7SbcJ7uPFX/+o7kvM68MsaTxh/g0JbujgS4FSIruwEHf/Sc61/fMc1kro5JlShPBAAm93jmVRn2H17EbEWb5Am18icPkL71PLQhShywLeNsRRuaTwxItCR67anUdzCcqQ2EwGwUq6VLItQ5B46nX7USIf1rg5itGUfuG09GH3HhZ7gPFJLi1eUVMmlQ09nHNAYBh5+i154WOAc6p6t5K33xOc6njfOxFjZHmjR/tVwdc0VjdNhfKz+Oyff0xSzsLEhjYWRfjauzGnEZ2nVbaE5SB/lICT120j3nQNCX/wBuWtN7wstgSHt3bza5eI9yjF3SVkuXRA6aewPMvPRVkZrGdbcxjSvC+TSkTgiARC20vGVNyWbqhcj8tfC66+SGbifK8Rmp3YruPgnFvGvzb4Uo7l2+4GpbxhAhPcHF9sd4mOgQRXBupafgWA6VMfMPVLwPE064kYqNtyTxVec1AEg4mmExnselpcSGI7wCMrV8SJSzLsTQfXHHr/hls9jsn/PTrUH5Hv8+G94rN/xQOFLhsvnE+bRT9JOqjUvIncdsCJohOA8AImg1Qev9YCjybHiv64gOw2w8I01G18endC/ZhwlnH4gD7Tl+DNi1+beydo170tz1uQkRAJw7w2qZiLlxh8dISIv2PbqMity7fEGYkXTnFbEgjF/xy728uSNJYXa7sIshtYeJDil4mq1oQ/TaUzEiObYNxL2eMw3DymSZi++45/ysDvOzuUxq+ZB4bKnlQxLtOp+G5H/PvCpzjWf/Tr5kCJ70v9A57KpVIL51no50yOIo4kDLg4X+qMtQ4g1KHxMoZwC41kQPktEA8hgNXgDSH599BFgAu1q6JHRGHHIsvVZGD/S9wToKQpqvTJaJQcBcKlNTPMecicQkdWDfnqQNDspdgsa3viVPG+kL/VFZi26BycYePDbFwlfAyEjfjbBEMTW+dQTH3nMawZr/GEpf6BzGmVdlro577BvPQk8t8x8mOqQVLfe0oT0uSphj0/guBr+zYvb5fH/P5/Pd9fl8j30+37/z+Xz/ff79EZ/P98zn8/1V/mfr8jMA2Pld6c/KDeFmNrTH4bsRFo8VcLrdtFwdw0J/VM6gsfAKMN7lQn8UC/1Redb1/C0n0WtPRehRYRKRC/1RXJ+bEIFwPm06ia2F1+WWJXowJFyeoaOFCThNGVK1cVdzeDZouD434RpPz0ETju9GWJjn+tyE5FII51Z6cH1uQhqnkAGYE6Iw5LoZXSCOCeyRq38nQWsPPvLyljTTpweZvvjcJfj5HObIF/pNXpDC8frcBK7PTcg+sKF/5OWtgpy0DR+C7njemGOTTgCnmT4vbuBaW66O5Y+2ZCUywrWMX/GL4URhmzuSxMNEhyhDrlfvpeRGn3UIzQZmo2IUpmrjsq8MI05ONiITMRcAnE4+cRW+AJDIiTY69J5zzgTt0ZLeAMj6AUhIkYWX9a/vyJ6yQp3GIOFhosO154TckaTMiRdt6PGJp+YTA3KhAPmF3qR9+mGhP+rKw+p8LOCOVFAObAXvk+Yq3+yUcQG4FA+Ncc6nod3kKhf6o65zutfnJrBaumQuhsh7yjSeNQ7JT1S83G/tFPDzmi4o7xgt4oU1o+WmCOv63ITQPFMHgPGkiWPp65+X69wzL3qnLNLGBGmfXcQYPSCf6XPWNMTotWvZxjkQJ6R3W1FrnFHeku7WwuvCf9wrwHjRlPklod0i8xmpIr/oCJjmta3o7st4zP8BwD/N5XJ1AP4zAD/y+XyMLZ3P5XL/MP9T/LwEYeVn6ho0gzzeXvMw0SHN1HV+uDl/po1n7dIXn+P63ISErc+G97pywPQWNSNyk7lxVIwAXNdyUVHr79E616ArDglkDBIsw9BUUFTEWkFowuEcOe/otaeuCyLImABEQOoiF1rA2qLTOOYcabhwLly/nsv5NMTj4J60ngy4qnIpONi9jGGlhc5h+Z6NH66Z638LvFe600qYr2Qgeo80yJpPDEjTAO41u/poz4EKmMr1fBqiuLhO7ql9FR5fNf3TKAs965AiGn3chM9hPQKB4UB+l0KSv+v3inmxFCjNJwZknNXSJVyfmzDeVH/UdexmoT8qtKf5ST9bv0ehTWNFz4Ue7kJ/1MX3nI9XExtWwo6Wr4txxL2k0UFFxbnY9wh7wHujueXVX7pwQT6kAUeFRNCG1si+GtWbPwvfjbDUj6yF1+WCj1RtXGhYy1WC7YRoHrBrIShrdGX95GSjyFsWkzH6pQ1APlvjl79reaNv2tIRUp3WZPSAsoXA1scAxAmigtTOmKYr8iHnwz2gDKbyzh1JSvSAczudfIJMJOaStYwqPNpx0JXH1vuo95rP2oru3lvnL5/P978A+J8BNAH4/3K53P/4rt/9w73/SS5yrQPZ6WzBNVzsSsQbfuwbSrSlzLwyN4DdsLTAZ9cZ7aHrW4T05eW8mut6/j5TfasNADk3x9C2PQ8tDLxAr41Eat9ApbtA6ZuY9O0zBN3tR+fmbWXH59nzIPHoeel7VPVRFP6tf2cHIsDprGNXIxLv9twJkZe3sP9f//KdO399GbrTN/3YtKev5tPd3ljcBzi3zrBC1es2MY1TrfBsAeV1DSKBPdxtuteNO5j/8qILDbrTF+AYIfa45AnAzXs08lgQxPF1p67QM/etQ/aNRTYvEvd6/ZruvebFm81IY/pWM+1BevEfca47Yf3L//Jf4le/+tU7df76MjT3+eef5/58asG1Vq8oEe+i1jevEbjfVIhcp82f+j51wOCbPMu7uPWNZzaOOAfd1c/uzKVp3sa3fjbHs/nf7rpHoIzjNZ/EA1s1s3ZG8x2jMprmNG8RtEFgvw9sfV+ybjFqdzfTt4WxC5otI+1xwj/8B56y7r0oZp/PtwfAPQD/AMD/AOC/AfAbAD+BsTRXtvr+559/nvvR//ojTyLhe/paQC2ktFBgeFnnaTXRaiVjM749tiYSAK6L22ml603SSlnnexiC04KY87DH0EQKwGUwaGYjUb/tejLC25Sz19ptZWWPq6/PI7NMqq4+XkrZBiorW0C8a0vOL0t3tmK28WJf+0i68zIGAYiwaGiPu2iOwtHGuS2MAEcoaBqgcKLwq0yWuZQS4G6WQ++l+cRAQR7Lpm+b5jTo6y9tI0ULJ93ycLH9sev6SHpyXjTvxWv2Xug5kJcYXmQrVH0NLI9H2orC3gtNd19EMb8PWffDH/5Q1qf5SoMt77bab65Ph4u1YrJxuxXvA95yB3CcIN06mUeJtNzVc9Iyl+PZ86Cc8VKGWu7a/KdBG4Va8RZTsF68x/dtR03LPT0+8UAaJN3ZLXm5Dm0gceypqakPo5h9Pt/vA0gB+Be5XO4vfD5fNYBfA8gBGAPgz+Vyf+rxvR4APQDw+7//+43/9C//qaeFZVtRXsoZQIHVTuGkrTQvArH/toWEvUlaSGrhpDs88fycV3KfTMMx9Vj2POz56DmQYez7qTUuAHh67cStPQd7HnrcVG284LP2PateViTgNpAItoGi1/wuivlD0F2x9WuPhfjWEZJiQrKYcPCKhngpaO61F90BhdEies2kO01rWkh7GSJeQkr/n2u3jUAtJL0MU5v/NO1pKEaHtlGg90MLSM1/Ns1rpVzMOH8Xxfy+aO7YsWMFhhDxUswIAlAU13b4mPu+Fa69ZJ3Gtx1BeRc5Y58yAAoVEsf3+puf34ruvSJFW/FfMUfMxoXX73o+2gnRvbm9ogakfZv3vSKVxRTzl6rK9vl8nwG4AeBf53K5vwCAXC73PJfLbeRyuU0AlwHs8/puLpebyuVy38/lct+v/Fala/LZ6awg1M53Zaeznko52FcNf5dflLIudAJMiCv0zITLiXQvwrRB56QX+qNCsKxUtUEL6vErftd9zsUIhWsu5kX5u/zwd/mRqo275mADb0DhTTyAEaQtEzGEnnWgZcK5vFszh/7xsqBtxXK0tV/yr0PdWZSEdhdYsbzqz45acJ127skecyt4n3RXzGPQQLrLTrtvhGGubX4mIFcwAqYIRitljV97vXrfNTAPRqGgK+oHg4Z+dCerkftLLrpj+I4413vI8bwEksaFHQI8nzb/41lkew7skKTPGnNsKlXbONb8yLE1HTIPSuPY32WO/2Sns1hsf2x6gefbOLItpQbmunX9hhfOP/vG1rdLvW9Zp9eu5R3zkDp9ws+kLz4X/NAQ47G37LTJOfu7/K5n2VDMAOP/7Fob8rANWiHpq0KPtvYj8vKWKw1o0xpQnPa5RxL+tejeDqMDzvoHg4VGMXnZlqtbzUMrZc6DBtKB4xkxELT85/ptpaxxYe/5VvLud/aYfT6fD8CfAVjO5XID6n1/LpfL5n8fBPDHuVzu6FbPYkgR8LaqvKw4Wu/61ijbS/QK4eoxNNhK0SusbHuqenzdIJ/CiV67banr9Xmt2WueXuElrznYXhyNFMBtGHjN4V1CmjrvqEP7Ooyuc54Ma261HzYUsyKB90t3TKFoXNg4LxbC9fJUyZhbHYPwitLo370E51YhNd1S8G01DV7gtW6v+dk3q+lrMrWw1OE8nffT6y/mpXjNxxaSDGkzcuZFe/btUu8S1tzKY37fsq7nz3o8Q7paxtghbjsqoCODXvRWzMjeisc12DSnwb4FEHi7zNXz0uN5eZHvMr5dW6HpzY6ObGWMbDU3PQ+mT7zShqR7ynydvtHGuVc09EN4zE0AjgMIW8cFxn0+37/1+XyPAOwHMPiuSLGtdv7t5SWy4YaGRzsOwt9VKJy01eIl/GyE6c/oz7K6laF0f5dpcUlrlkK6MmksOFZQ2+GzrYSh7UXzO7o6umUiJlZs7Nge1xzINNqDi7y85bKk7fHtV9uyIzB6oI0DHqOiB8VKYVqWtKbpOXEuW3mRb4H3Sndbjau9F8BpRqAro9kP3Usp67XqMWzLvViEhLjWhgE9RrZxpHBgRSg9BwCuKEmxsbzWrj/DZ+SOJOHv8kukinRn5/roOZAPU7Vx8aK8IkT2mDb/aeA86EWSB22D0PbgyINeMoZjv8Vjfm809+bXb1xj67VrObfQH5XoBO+jBpx75QnkMS3j+Myt+MuWb/Zn6bna59+1QqK85V4zZaDnYT/3bYYg4A5nU+aR9tnkKTuddfGeLfcZXfQaywsvXrjwd/kLjAPOgzKXEUrynk7ZzVa0iZGi8W3LAy/4na99zOVy/zsALwvz7cdUioCXB6ctZbtCD8czBdfC6dBpqjZuFBKiAOKuMbw8FC8rMzudzYd1YkIwQ91tQP5qvXq4LfYDx5cwCrOBW1myXh5qsY3yd/nhmzAEchT5En+su6SAfd/0aPk6kAbOvDL/13m+YgrCi2BsAWlyV2GErAiGU/iVv8It77msXfHDn/a78nzZaXeucytv3YYPQXdbwUJ/FJG8l7YWXkcUTwEgfz2kX5RBZfJxgVK2DSE7GkMopqgkQpOfAzAgRqHxVN03VI2WGwFVeawM2emnuI4JROCuQvYCrzAeX6/PTeCoR84xeu0p6vFUeXIP0DudFU81O+3ggvOwceA1vv7bi/aAOBrg1DeMbLjvzDWC2o9Ycg/Wrqy7vr9Vnv3NX7zxxA3wfmnus298VlTmAIVRmsqks04gg2BfPmW046DTKS/pMZCCYoafF++5jlmh36Qv4HfVF8zPBJCdNnMgnHlVhujcBFDRhsiNMPweaSoveef13vVp8xzkac9fG8cozF6aSKCbjknvxmPOn8YpUkdTzOgrFsEhRK89RSy5x6orMsZ5dhqIAi7av46JLSOUb4NP4j5moJAZ+ff1vBCnUiKhjMJdCECgQvKCYp7BVptSjFA0ofLie/4+fsXvYpbZijZgOluwUcXCTcWEUmQihhwca/R8GhgMriO98dwlqNMXgdXSwl6smmCLKQkvIa3flxDb3ISEVM+nAdxfAqBvLMoYK7bLwoNHRexXCbZB4hXGMl5a3HV0pRDf64gl97hCpy0TxQ2hrd4j8KgHhfTstadAN4BrQD2eAmgUIVkPYDBYWIAzqwSlvefF1m3PwzcRRlZ5DUPd5tUdyjZGyuqVJTEQNBjj2Hl+MYPMS4noORxt7cf5dByDQROhMNGZJYzcd67vrEw+VnUNKIB38Vg+FLz59RvP9fKVPIItjrwBjgFieHwd6I8i9Mw7XWXjeSvep+FN5Xwmnzag3CW+AT8m9z13yRnS/ewcAA/Z6jUn+z2C8B76xRjVKRQdysbxjHGE8NTgDo7M1ev0wkMxRQ2gIJ0QvfYUsWN7MG99jsW+a1fWhfZDzzqAG7c8jeK3jQt8Ii05NegwAxegQ3rZ6WzRHqPGenFCsCx64u8aiikg/X9bSLMpiB6fd6fyqrPJyUYMdWddeV1+16vwZavQnT0/fRAegMt7YljVK7RCJvN3+T0NAy9CtQ0Gm2n8XX45/O9ZjLSvRp4zGHSHNO0QkxZOX8SqfB/g5a1yXrpoCVBeWj6MzHAWi3AAp9MWv6vp0aZtPb4XDTCUpkN6GhjKI+gwMn+8woq2MvBS0l70z+8zvFoslK1D6TbveRnfXvOw/0cDhy0XCSzC4XWDAESRsMGOnWP2ore3FX99CChG6+QTbfjqdJW/yy9yhvwFuMO3+vn2er2cD/0ZWxlpHrev4+UcmLaz01V6DC/a2woPBDY7qUyWudKXLPrj+ONX3HSv0yf2Wr0MQlv+6YJD0vxaeN3lDOp6HuKiZSImLUopd4s5YMXgk/GYgeIhB4awWuAIxzPJMuA4QzsPEJwJID3Z6CoAe5hIuhgzO11oueixvIQj/76et2KPtvZjLWzK98fDfmDShFfmZ9z5bhZD5J4VFn55bYiXVWcTj+2trqnwzvzMQbmwe37mIHBce6xxhJQH58UcxaIGXnNxDu0XVofr694W1XEqhnegLFl7/QJTBf/+IGCHFTmPgugAIJ7JIJyil3o439XNBXyXC0N5wLudAuDnOI9iHpRX0SEF5Xjw7UVgXkbRuwoN4oJ019trlHNwJoDFvOcyHjRhRaAwtOj1/HfFjRf09j5Avcf79F5yz7ybmvDv7HRWcr8fC4pFi1omYsbjzEdI7OYiAAr4SxddeUXlvMbcKmogNST9UfgBrAXdxX5a3nqdGdfRka34y0tZ2Z/nvjGkX999B7295n/mysznImsrj5WhZcLpGUGv2ctI2EoG8rUlH6FsmYhhqLsNMeyRz7oLL7OSsgOMzDeyFoCHHPCS7TZ8Uop5KwVpQ/SayW/Nz2irpUY2iQrpaGu/IXTLWtZj2q/FQj0ECR/lQ7jukHrhESqvnIcXw3iFGDUs5BkFMMxChhjZqBE8mNwHCrrQ5I50eApIL8vVi2H4PhXVQfL+QQAAIABJREFU9bkJhPI5F6SBRzMHwfwygPzNQ8A4TMGQDgt7nev92J6yDcUEBYGpi6HuwgpZe61QzR3sCMFWAkG/b+PDq8ENwURL4CmgKGDtZ261x7bysiuFdWW2Nk4YXvWn/S7+sw1Tr/V5zUt/hrlXwHjftnHgbvCDAmUhXvN0kVMaf+E5nfcOXsagBs3jgOHzrMKzVELvOOhK2zEiNTsH4fFi8tTLISHYTUUAuMLYgGlwUv/6DoJ9B3EgvYQzr/I0OV24nq2U0FYOinaEUswx5+fh1WAEMIaY44C4z1C/Tb54ySBd4zEehAmVdwPozeYNQWMc+7tMXQfTK/fy9F6swUuxtWv4JELZzLsUIyL+6Obq/i6/CMf0xediRequXwzxELTlpBVhMWHJvxkWASChbIZ2stNZF5Fwo84rhvF3+T3P1NnhQi9vXXtvdus+3szCsAqNAx1aYSj7usq9FPOUbRzZuCMQHzzfq0OL+ky5faaU+NAV8ltZ7h8avLwkr1BWqjYu1ecM4eozpfxh+iA7nZXqVB3OtsfR49nvExhKYxrHvhXswPGMpFO0lzxb0eZK5XiNb9Ohlyfj7/J7Fn6RB/1d/oLTEYA3/+l5vM079/ocK4V1sxfNf0znAEZIcz+YVmBYsdiYHwMo6zTfef2Q13l2fCs8Z6ezBbi2Qe83wUve8uQJaYc41jzOamye4dfgVR2uXzmXYpHJ7HTWdRZapy4Gg5A0kj4VQTwQB+Q5vd96bP1aDE+ke+JB74PeC6ZRSG9r4XUxQrWs0/i29Y4XfBKKWVuRevKAI5iY32X+Njvt5FuCfdWSb9OEMtTtbqzgpRjfRQlpwaRDS5OTjUUZhqAbPFBYcgybQYt50bpSk/OmYPQKc5FQ7OYm/i4n5/iuDOMFOveqD97rfchOZyXMxRwzjRMaK/b4nMPHAuYV37ZuCifSHo/FjeyrEXwDcOFcH5UgbEVvW0VKAOfyECpFjq+BQlr3qLaFw9vA9lL5SkURO7ZH5sHxaRxoYG5U5z29BLatoG1jrWUiJka5v8svtzDpM8w2/zHPrffDSWd557c/Fuhctm0A2UoBcBp86LPz/i6/GN9SiZ+/rMQGWwl8UXlHg5T7feB4RtJVvb0PMHcpI3Pwd/kLaM7eU657K+WsGykt9Edd3R6ZaycumGv36otuy1t7bBsneo6a7hipooHg6j5m5bkJdmMf2xB7G3wSoWztudiMmrLymLotZy+cXJ8Txsrg/HHzWV36v9AfVbF/d2jRa2OIPH3Lki7bdyqR83nV+4WNNQBzVIRz4Ryy0+7wxlaWLImdOXbigHl2u02dmY95dUJdcc8Qjz2OFw68PBs2eVgLrwPHHEKdn3H2yXhwGQBmntnpp/C9dI5LFWtN+lWAF7NqyERiiB1z+jPbTTV4ZAKA5/EwL4G5VYiRYB8V9Mrp67aE+pge0xak/6PvcHOXvfezFW2usKo+pudUZMNVCHM+nfFssmB40N0L3AvXNj5yR5KShgKckwiVyTL4y53wKtNZuslJdvop1q74cTSRD/EqPNhr/VjFX7ass6NiBQ1t0uty8mLkvh+PZtw4YvpCp4u8OurZBokGHRn03TBHIYEYrvPkRXpdQtk0EIIzARzo8qNqsgZZdYmE3m//W/i7mFMCFDZU4r7Xd7t78vPq0148AKaBhitxpNLOs7S8LRadsseXc/u1caQQd1WF69qm9EXz+WBfNQ7kv8+Q9sMECooO7XEBFK2n+WQ8Zi9rxd5Q3aJO59nsywTYDcf2WuwqW6CQaL2Eo23B0nswR1XMd7T3QguSB/+156oP4NuM6WXV6vkwb0RvhLhgSMf24IqFuexmC15KycuypufEa/hIrAwlMsREsD04URL5EK8ey7aqPyZ4KQl73wFIdazdq3dyshHjV5xKWR1SI66LNV3QrzYOaDzZleE6SsJ0DvePVdmxY3tc9G+Ho71o3d5/Kgs+R0drvCqyAXenOV2ZSmWxVWV0sfC1PpGhIxf0YGwvTgOvR/R3+V1C0o5cfRXFXzZoL9Hf5Zx6INi5VefcrHPyodhVgsVkih3G1q1TKWu8vHZ67JupF/J9vd926s6Lv71woD1Vpg+1t6qP6LHzGY+oMnKgUwJeDU+KGQq6ZbEXvfEyETYZYoRQgx0pYvTAxvnbnJFPQjHbQKKgYKAykPN0XX4RhAzr0HIiEhm6pYBqmYgVhHHtMAcAl9IE4BJIFEqp2rirgf5WoezZijbJO4SemQIsW0h6eU7aiiWxMuej80/MNz7acVA8F4b0dZiroT3umoNeU8tErIBxbcKxBbTuV05myU476QW7sTzvSPU6tvJVgi0sdI9fndNn+oSCUYdxAaMAyKS8Jk+DrRAIXtY65+Hv8rtqG/T9tIApBOIRNQomVuhqHtAhXHudXnjQc9S8SCOTxpirLaHq9sZ5AIXKQo9bzFjJTmdd/+MzOL59dIwGKQC57Uiv3y7EsQ3Dj0mHdijb7qNsH4W0U1XFgAahrikgb9ugI1+A+ygc4JZ5zK/q6xYBg3OvdqDFlLPX+Fw3wT43vNAflYZSBNI86W60fF3SKKFnHVgLu1N4lLeatjTov7VcZOpE82D02tN8oedTT1lHR4SGEnP1lPfaQH+bE/JJKWYqIYLu9kUFzQsDAPfl3RrGr/jRfGKgIM9E64U/mnCouBk65HzsH15mfuB4Bkdb+90eVD7fwDmSSCiovfJ99pr1uPyOvjeU1hhgLGgSrS6AO9raL9akLkzQnrMewzZc9P8IDK2RSHknNb1IKizuid2jW+OBY3wK0DIRc62dFvbR1n6hO7tnMfe6mNcMOHtNGtO45rhekDuSFA+RQLzTareF9YHjGVfRY0N73GWQaq+Ba9PP13vhdQ3hYNB5n3NgG9aWiZiLB0lzNCJt0Dyg52Xvg9dFLYzUNJ8YwNHWfjQl6tAyERODaOS+uX6PHhRlgB5Xr90e82OBli8aB7Fje4TmdJctfavTox0HCxwBFkpRNtiKSY+p50Ba07gmjsiz/B/lHZVQb+8DNCXq5POVyTLBJ0PxWjnzh2NvNR8CjRPSvm7oxGfMzwTEa0/VOlejEgdavtpyXf9tr5/9IgaDBoeTk4042tovPM7eFZR1LRMxrIUdI2GoOyuOCGmMuPHaDxs+CcVc+ctfuQ5lE7i5Q91ZNJ8YQEN7HPWv7+De5QsY6s66vEQd0niYMFYnrcjU8iGXkPLdCCNVGxcCotCxm8enauNoaI/L51O1cTxMdEgByunkEwkjk1CoqO9dvgDAGAbNJwbk/w3tboGTqo1LLgVwmFUzC7+jiaVlIob0xedCLL29D0RAhXbdRstEDE2JOpwN70XoWYfgrKE97hqDhKg9eXt8wmj5umezi7lLjnfMPWHO62hrv+SjubeRl7dcz7cZ92NB5S9/hdmKNtflJKQ5TXe6Kp9CQHtpgFEKDxMd2Ey9wGxFm4QW+Ux7vVr56XWTLokrnkRoPjEgc2BO31aOZ16ZUNvDRIcYTgDQfGJAFADXpvnMdyMsc7CFI2AiADTMjrb2S+Rq/IofsxVtLgHFe4OJP3oOVJDagyDeSX/EE4WYVtqA24sk781WtOHRjoOexXCj5esiC7xwyzF9N8LYVfVNbyJ5z0CaA+C6wpVG/1C3O3VxNrzX1dlQX2Ix1J2Ve9FPJ5/IZ+zCTwCyZuKWXq020ABH5vGikPmZANibP1Ubx8i+GlcjoVRtHKFdt4W/+UPDkGvkD41VTWda/mj5mInEZH1aMQLO3mmgnMtEYkgtHxI5Q+Wor+/l+9ow4e/8H6+bjLy8hYXOYfhuhF1XvgLGKSkJ7UZgNoqHiQ6J3HL+dgRB8/VW8Eko5uWSr7uUIZmYmwgY5ZqJxDA52SjN1c+t9ODMqzKM7KtBU6JOiPV08okoBs2YFMIaOXZYS1uYLRMxVCbL5MpIzg8A7l2+IIrxaGs/Tu2cwmxFW/58XzVyR5IyNpXzbEWbCCvbYiODaCvzaGu/69wqjRMy72bqBU4nn6BqowZHW/uFWUbL13Fq5xTmLmWE0JpPmEtxKpNlrsbs/L8WxrqaUc9xMAiXNWwf4bJvtfLdCIvAYK6PTK+fmzuS9GS0Dw3LJV8HgALvdLaiTRTyWth4p6QV5piYX5KISV4p0IugB2ELPk1v3GPSI2mO+0wlpgUU6S7YVy37zu/fu3wB9a/vCM6Z16dhSguegoJAvtCK28tISi0fwunkE4lccfyjrf1ijFGRtFwdQ+TlLUmjEB9cuxaIWjByzaQxzi/0rEMErjZMALjuAB+5vyR8H3rWIfOlTLFvqSP+1j5beVey+VJAmiMdcI00+gEnQkLjXkcJAaOcz630SJe5yclG1L++g5aJmKxTG8aaDsm/VBia52jwD3VnBc80fgiMFB04nhG61wZQQ7uRJ5w7jULtDGlHh2un/NFha628KOvokOmrRjlWqjaOlqtjglftjGmlrE+H0Bnj5/TvNHwoO1uujrkiF0db+4UXuf6WiRhWS5fEIaGBTpzr/d4KfudrH98nfP7557kf/vCH8Hf5C3Ir+m8KLVrlq6VLEh49tXMq32zAENP4FT9aTwZwNrxXBAPbttmg/2c3b4i8vOWyHucuZVxdcOgt0qvQHntDexytJwM4cDwjOa7YsT1ILR9CqjaO7HRWqiqz01mpqPV3+SUULhd2AIIDfVSJlcK6CxTD2KyMpRWqL/LmOGRkfdTAzh3xczZu9Bx0D1tedxmYjYqFudj+GCWh3a4r+QCI4tNz+vEf/7jotY/vE77/h9/K3Z/6kWvvud+6o5K24olrvt96MiCFh492HMTZ8F7jRaj95vNJx8xrEXcApIUkANdnOJ97ly+g5eoYNlMvPCvx7cInfYe4phm9l6Qr4h1w5qDpg3u7WrokOKKQYhW0DrdSIRIXpAfOwet6SvICcaTnwfVQuDa0x4XfKKDPrfSIDCDtt54MyHWcDxMdrgJOWx780XensPTXS57XPr5PoKwjvWkaAAyudai/+cSAyIvQsw6Edt1GU6IOc5cyqNowuCcNLnQOF1xNS7rifpKuuAdyEQYgPAnkm3Xkx+PfI/tqJGJUEtrt2n/KWvskAveNY1KG6Jyvlsn8Pw03vWad46ZC1MVw5D/fjTBaro4VFGZxfP1K2Qt4XzxEmTYYNDKe+ufcSg+aTwygJLRb5Bv1EmUcaZQ48JJ7X9/0lnWfhMf8nV3OAXKeSSPYOTV6BZupF3iY6EBgNuqy6A7kG5pXJstwNrwXgPuZlcmyfAcn86NzEpowAbNRVMqAYf6qjRq5hm3uUgatJ40yDMxGETu2RwRAqjaOqo0anFvpcT1zLbzuEvR6TL1u5oVZhatxMDnZiNixPWhK1IlAZIjJtmKZd6naqHFVUseO7RF82+vWY1F4Uzhz/MjLW5icbJQ5aOYqCe2WPRm5v2QE9PIhLHQOu/ZjtHxd9oHht7c1SnifsFSy6bqaEnCK9XRO/mGiA5XJMlczl1RtXPb+7s0maXjQ0B4XAyny8pY8n3Q8GDQ41QaNZlb7MxQELVfHEOyrxlrY/N+rIpp5Qe5T7khSiv00aLqyi2U4B+4F53b3ZpMYwbMVbVjoHMaZV2W4e7NJPsMGEKnaONIXnwsu6LFzTRq3g0HIejWOSPP8jg7/DnVncWrnFCIvb4m3HJiNuiIXmYhJ9UhoX3koWh6Q/j4WfGdXmayVe0Aa4Hup2jhOJ5/ImvcfXjQpgbySPLfSg9aTJrc61J3F3CVT/EqlTPojnjW/E59csx6fe0/Dr6E9jtTyIZSEdiP0rAN3bzahKVGHktBuAGbfFjqHZQ6EVG1caFDvu8Yz95+44Bw0LXIO7E8dO7YHB45ncDa8F8G+aokaPNpxEJGXt8QQzB1JYuT+koyrxwEco5T44WeIJz2H1VJjhD9MdLh0AaNXjJgxbUjDRackiAPKOZvvveCTUMwbP9ssQBw3rilRJ8w7W9EmDAkYgqVSOLfSI4JhtHwdqeVDaGh3chYkCp2g18KRCOP7tkKcnwlgtqINq6VLSC0fwsi+GlRtOEKAQiu067bT6D0f0hsMwuW1aoLQSlATJhmKTMI50FMpCe1G+uJz3L3ZBMAITv4ATtXwYNCxbin4+Mr56zkQ18QDx2eEQFfibqZeYO5SBgudw8hEYljoHMZgEHInbtWGk4dtaI8LobJ6nkChQSHxsaD6p+bVZkgKbubkKaA0ns68KhOjiwLz0Y6DyERiWGx/7BpnLbwuCpXP1peu87mkfx7L4P4vtj8WQ5CK5NGOg7h7swlnXpWJgmTYOthXjZarYzidfCLFQHp9ej4UyATyHiMxVI5Mh+jnlIR2S36RAnq11KnSrkyWYbH9scyB/KT3mevhnDQeWLg4Wr4uhiCBuF/oHMa5lR6hv2BfNVLLh0Q4c/zBIAqaDxFix/YILXxoWCrZlH3V8ma0fF32nIbXo3zbTXqkqeVDSC0fQmA231lq+ZDITUZw+F3iThu+5Hu93+R17jdhsf0xKpOmjqa394Gpb8nTuYbmEwOep1JIB3QgbGNfG6OcD3EwOdmIVG0c51Z6ZP4LncMidzmP2Yo2iYowVUPDkM9uStQVyHJtlNqOGedD54encPYfXpS9YRqF8uzuzSZxAjmeptXJyUaXAWzzvRd8Eg1GShs/c8JzkybcWbVRg3nes3qxRkKFB45n0PzKhHdO9z0xDBqBEOtC5zDmd05h8JIJd53aOYX618bb6+194PJ6RstNn+lJmHBrVh1eZ1hch8cBmNB0bRwNpWbu6Q1gtTRqkH35Ak7tnMIiHiO03IH9hxeNN5sn+FjK8f6z3Vn4y42XOT8TQD2yro1idakfftS/voPBoB/Z7jtYLfUjlOjAamlciAaAhHsW2x/j7s1D2H94UUJ+zakBoByC43lAjphxfEK226xTK+D613cwct+PxfYXCPbVAajGSN5AOJMsAy5Dwta4Cpy9uRep5b1oKM3nkNJx7M/jGcgzbbez/02JOtR334Hfumf1Q8MvvvHG3E604b46FDD4n0SNNLGJ7bqNlPp/U6IOc7NRnE2YtS62G2GxFo5itH8dqI1j5OoYAvnwL5C/5B41wKRzVShvBAMg+zJabo4jVW00AvncrQ3pi8+xmXos3svpvidiqDHNcy4yjAVE0ZSoEzoGCvd4ZKPG6fk+6azZn7/rnOOXhHbj7s0mo+hmo8BVoxwaEEdgNoqANUc9b86hGEiIE375rOE5QxPNJwaMd3J1DC0AFjqd8CBDunwGQ6CkdRo0i+1lGM2PR9wTB6WNH6fByG9efM0YVjMHkc3TPPFU//qOXKmJ/LxbEUBLpAfpi2PYTJlw6blIDMCU4f1nRs7gJlx0tpl6jFG1TsDhf+4/aZ907r8PFy2eDRu6Lgk1YqHzlqG1hDO/1pMBnF3eC8DUuTSUxjHU3YZH+eeiNysXT3AftVzRcyEYI9TMc0T2etjsdXsc2KiRUPJsRRvOrfSgKTGF9ORuBHdUo77XGDTc8/TFmrzMco42Et9DeRmsZfGZZJmEp4Fq+Y6mr0hnDC0bY3l5ZviQoX8TwdntKgLjdx8lDkqXPM33XvClPWafz/fU5/P9W5/P91c+n+8n+fd2+Xy+/83n8/1f+dedWz3jp39jmMIoALNpDBGwoINhDBZ6nU4aQdRydQwtV8fwMGHCDS1XxwA4oQSGWOjtaQ8QMJY9xyLR0OLk0ScdNqRlRLh7swkPEx2YnGxEYDaaJ5Q6NLTHXd4Dq/cAyPjzMwEZx25paCsK7WEQeHSLOby5SxmUhHbjdPIJgn3VaD0ZQGA26liazzqktziJgoUjDINPTjaKcWITzmj5uhMuz4fPmxKG6Ks2TP4p2FeN08knUpSmQ6HBvmoXgeubkYgPr/7aNrwPmiOQxvR8vPAPQHB45lUZ0hefo/VkwBQX7botURodJbh7s8m1X8G+aqFnHYHgrWDcF86De8AfO5pA3AOGd0hv3HtWh9O75Dh6Pnqtmv/0mjmfhc5hiQhlIqbIJbTrNlpPBtB6MuDyuKgYiQtNc/YrgXvPz2paKAntljVy3qwjCfZVS8Tq3EqPhEDPrfQgffG5MbLyaRc7+sNnUQZtBe+D7r737TeCay9gm8nJyUbX8cLV0iVJ41EhcZ29vQ9wOvlEvgc4SlgrCN17gXRH2UTQfceJ97s3m8TxORveK1E5wDgEc5cy2Ey9kOJc8pSOjGm8c985BuczPxMQmj630iPjsJAQgLwXmI26ZC4AiVQZA8fUQvAIK1MetifLV/LYaPm66IP613ekuJXV2eNX/Gi5Ooa7N5swcn8Jd282oSS0W2oiVkuXROmS35kGpF4hvjknL3hfoez9uVzuH6ok9j8D8Je5XO7vA/jL/N9F4XvffuNiVk00nDyV2mbqhSCayJGik123JafJnCfDfpoRWDlNocGx7GMJLC5gqObRjoNSzFK1UWMqP/NhFeYWWJmdicRESFMhcn1UbFrJaebgvEgwHJuvp5NPCppYtFwdQ+vJgPGUVnqw2P4YZ8N7UbVRI1W6zP1wXZpIOAf+kDBtI8L2srk/FBxzlzKYu5TBuZUebKZeILV8SI5acD/IiFTIHJM4f0f4UjRH4Fq1AfZox0FPa5aKqClRJ3iWcHa+SGUz9UKODxHfer3Mg3L/teDke/qmJP4NQATD5GQj7t5sykdHmgrmudj+WLqw0UCdnwm4Qo6cjwYtqLjn9LaYymHYmhGS1PKhvGdl5lK1USNCis8f2VeDuzebZB08bqOVBNdPoHDX+0BBryuFz630iPHNorS5Sxkp1NFnzjW/af6enwmgPLf6NlIhfCm6W3ppFDP3wqYzGv7kg7lLGbRcHZNCIr1OvX/nVnoK5IjgXxlefLamOy2bbMN4tXQJDe2mXobRktCu21LwREgtH5I0m+7t4FWspeWK7gug/9dydUxkBlMzlLfpi8/laBKdMd2BTOOX69eNcLhWL4NEWo5a8ji1fAjNJwbEEGS1P3F07/IF15E1rkUaEll7oN/zgg+VY/7HAP4s//ufAdjyHMzSyzcuBUgg0bLidH4mIAraC3iUhUcPxq+Yri0UUrYy1g1KeC5Vn4XU7ef02d218LpROnnCYf6BVpouhOIm0nrzAj0HwLnazb6MWwvT2Yo2k1vadRup5UOS79VeVao2LqFNHYmwrWIN9nvaQKIFudA5jLlLGTGMArNRUQBVGzVuzymfgyQQD5pRtEL8EvCFaE6vTwMVov4bMLRFY2ix/bEIylM7p5BaNqmDpkSdy4sl2ELB9lQ5DhU24E41aGAqRtMe4HSAS9XGJVRHBUglqNelG6S4zmOr+gh+/8DxjBTasOANgAhqwBjOnEtTok6MZEKqNu5ao20U8H8aP4CTL7WBVa80EE7tnBJFzEIdGoUauGab1l75qgrGeEf4nejObl/LOe0/vCiXQ/B45WbqheRyH+04iFM7p7CZeiGGEN9jASjXyOcS7DVr+eIFdAA4B11At9j+WKJEuojJnoNOX9jOke0MaVqVWpl8bYVtsO8/vIiRfTXYf3hRHADyHmU+o6c2fbO/Pf+mvGX6pBg+WO8BGEPo/2fu/WOj7tY7sc8X9sUlLiKY+waNnU2Qls29l0RUhojW8ooxk67wJQ31W+wVg6BRYoM13OKa/oEWJFwXqyaiVUGmF68NjjaCi63YFNbZINM083qsWrOLArOlW5p0vRVp1571vRcIS7jEvIXpH+f7Od/nPHO+Y7+XHy+PZHlmPP6ec57znOc8vx/Gn5DnzrY+woOJNluJj0Bhh+sjTnzFsQjvw8dcAvA/B0FQAjBUKpWGAWwqlUq8If4t2MRzGYi0x3ogRA6RZpgCnBD4oSEgdy/6/6nLBcw8G0TPkW6crRvH6WP12Pa6BUM7a9Hz6lFopqh3mqo3HN+EbXAvLAAOM+u9Z9KxAKMZrX9jGFDyViNyALavNr7ch2uGTaDM/n3Y3gpM4wywYdjkGF7vw3SY/9fZGfm8ORYlyj2HjZQ5tHPRYWC994xWnrnxGAg3eFXSpEhsH13CC8DOIf3ytjFzhxJm7z3DqHt31uJEQwEnO6LDyH62QzsXARRQHIGdI7/DuRCarvcB14HdmAVuGXw8PG6Yp/R78vf6NwZXdzFn8cC9HRraYZquC0Yd/I/Lksp7oblXwfqwgs8d5Id2oLMTYh9Mofo9hwtoGjBCWf1oBquumzXVpzJAehAP1+w1bgsAs9kntk+4rAqWv2TWmmg3BUHyQzsg+3ZLtw33PwFzeKcPnQFCK8xodQt2qTVMHzqDUxuGw1iHaI+MND9rmcCJhoT1HUtg7Eb+knsGEu2JMHjqCVbtrEXDhmHk3yxiz70C6huMIHa+1cQOPF89js6OKA2nf6IRq5KLSN5qRMPxOcPM1sKmkhAPRlg2THpPe8I2BujduWhx0tnp9ptmbMK6bBWakn34cn8jTh+fMzn7qTZACgqYRcNxE3dhsgJSQFfGPtvg3jDKv/xffrocuQDvge5qqz+z+6trrlu3ypq9WP9mEelDRvDINZtiMf1h6vn21nHMPBvE6Q1bce7mGcyGQsj0oaOY7sqUpc5FWnB0vgnmcjA8gOOb33stzZ2/mkCueR+SMBciL82kWFeyZhKdnY/teFFzleis6wvP8BwJZl7FETPObkSCqsnP34v8pY1O2t6pDcOmmcQtxhKElbqY2rUW9gz23ltw8CL7K8gzR9ro7AxxdG/B0hX/3nB8GDhGN1EL6kej2JL8pVrgUq3DE7EW1hUL1KJzpOjMRcP70Jj/XqlU2g7gewC+HwSBwztKJlG6LFk6CIKjQRD8WRAEf/bTv/qprWJEKWu29RFmWx/ZzXww0Wbfn7+asBJJcr7NRiRSa6PvlSYumhqAiCgZZs/3lIT4XOn05/vZ1kfWXEl/G7WEput9Ni0IgC1MMnW54GjLUivmOmZbH+H56gVnLs9XL9gDxjnMXLmI81dxfz+pAAAgAElEQVQTmLpsUgaer17AaHWL1eR2HelGf2qL9QcBcCwM7FfNdevxdM9VmkS1tEpfMufFqMQ9hwt2/fWjGesPpLS953DBqZx1/mrCXoL0zVQiVgE/E80BLt39rdU/sfvOcVmLt+eViSiWOKEZi/nz9aMZazZtPmb8Y+evJhzNmGvjmjnG89ULds3EMXNw+bvnVZUVCAFDm7KiFwvXAO6lbKs03Yv2VOcN8/PzVxN2jvJs8DuZG4/R2Xkf/aktNkWKQD9zIT2I9MvbUbnWunFnz6nJPF8dmTY1DRLfxI30/XM+69/UWotU7uk+x4xfSA/idHbOVuTjc/pTW9A4sRW7v5jFqQ3DFr/EP/e/9u2KWOE787q/+Iunlq5Ic5EguMnihAFPzcfqkayZxOnsnBPQSdoDYM2oo9UtlmdIHkk68wGtiHL86UNnkL+0aHHNdLPT2TlMHzpj50HTreQx568m7LnXwX7kofzNefE3q8cBsLzg7rV6FNKDlu9Jett1pBt7DhvLXbJm0knbZMlQIBK2tYYq8cQzJ8eWwPM4c+WitWj0p7Zg15Fua0lisSuuh+5EmRst+XkleK8FRoIg6AXw1wCOAGgqlUrFIAgSAKZLpdK34/6v9ru1paN/cLSs8AL9kZ2d93GgucsGfLHAA99LRikvqVXJjTbpnh1uZLI9QSbdy0IXxRG3aAYT+4EoF46Mkr5HwEhRNKN8eavRji0L6XOdAMp6ieo0FqY53L1Wb31QTAGRhT2SYYSmLvhA6HnlL4ovi5vI4g/8nMD0Aubscd0zYTR6f2qLEx0OwEZQsooPcSFzZOXzT3YUMTw8vOICIz8rzQGmwMifznWUBVXJQgi6+AEFFum6oI9LasvEdc+rKltYRT5f5uzqXPYL+cjXxWpFLKZBE6KsuCb3/MtbjTidnbMFXaYPnbF0L10KQPllDURFKQCUFdShds6IWBZ04J5T03ibe2LXEUdz8oLX8+IZJE2SB8gLmkUfmo/VOzm05APye7I1JjMtdCGVH/zmD/DjH/94xQVGfla6+/zzz0tzT7/vrNWHH1ZeY4EK5rPr7k7kZ7KQB/8ueZ3kKaQ3XcSJIHO8Jc1JVwNrOMiCOqezc868OIYsHuMrcLRcgSfSGp9NumQhJ9K/LvYjixrJYkpcmyyyotdNkMVepI8fgA0CS9ZMYlVyo3MGx6ai1raySBbPF+cSV2DknS7mIAiqAawqlUovwtd/AuAsgN8A8KRUKv1eEAT/EEBNqVQ6GfccXwUmiUhWw+FlJHvi8lKWlYgobUoEkkH5Kgzp6lOSiOTnshoNmR8ZEsfu7LyP9MvbqB/N4EIedj6aOZIw+HydIyuFB3lByqpPLNhBf5rMlQbgVAwCjAlMFluQzEniXc5BArt98SJiNSd5eIiTba/v2M+5D6yoxTnoamIUyOKI9X3SHADUB7Wl//SfHy07sBTKbEnLEIf6cNK/2RumGmkBhNWHdPUjefHwsJIedNU7eUlLPFEIJIMk02IQGveUzNP21lWXgBQgNA3KHH4pkBIolJA5SYGNlb/IrJPzbTZwUlY243rk2Dyj8owAEV2zChrPvg6KkgKpvJTlHCRtDx7cjB1Nl1AoxVf+el909/nnn5cWJ/6rKG0y7C4mBRV5xhlkxc/0xSwVFNkrQJY21peCbK+pK6wB7mUEwDnbkicyrUhWeKOiMjY1UFbVUF7K8lLk2LLyFs8XKxdSEaKAwEsQgO2/TUEUgFN9TFbc8uGdQjZ5n+QH67JV1toqBT7pemClyXXZaP3Enew5r+m851UVVjed/iCVvzYB+F+DIPjfANwD8MelUmkKwO8B+PtBEPwrAP9x+D4W/vLpkpX6GLTV86oKF/KGkMjYWS+XphaGostLGTCb8nDNXmvm6+y875h3L+QjQszceIwHE6a12cyVi0i/vG17HV/IGxP6i9SSE/zFg8D0IZpn3+ae4OGavTZCmuaqUxuGbYH1C3nY7jx8/syVi2UtBgHX3Dhz5SIyNx4jOd9mzYoy+IjEW0gPInPjMTI3HlvTHolkXbbKtjPkgSDRaTxzP6SJEjDE2dl537mUm6732SIvbI02NLTDmnlYJ5wHUwoQcgzuxcegOQD46d/ZYNva8UfiXZY3pKmQuDi1YRgPJtpskQ9qkTIyUwpO3EfSHtcrcU9a0+ZnGSiUfmnySacuF2xaCDVVmnFXJTdaBr3ncAHJmsko7iB0/RDkOQAi15DUYvtTWyx+5DyYW3w6O4fc033IX1rE7i9mkasbtxd0f2qL7XjFcXpeVTk0RfrnvCQjXZetsuezcWKrnSeL2jRd77Nzqh/NOObtnldVmD50xl7KPAekeYmDxe9gOXhvdCdxTV7Hs0hc8Iz7LCQEChpSS3ww0WbPOHkNx/OdrRepJcv3+JOsmbT7JfsSZG48tsWUZq5ctC6H09k59O6stTyH8GCize41zzZpX7YnJXAeHJfdspqP1Vu6T86baOwLeWONZJoW52N7K9SN22fxcpV4l2PK9rkALF/meRytbkHT9T77uUxLPPfsKNIvb9s5sFY4a3aT1/L8+ejAB+8U/FUqlf5vAP+B5/MnMJLkiqDm7V8BYF3fFC7kM2gauAiE5t/6UeDBfsMct4XlzaL6y2GqRSgZkyFQc+vfn0X6ZgoPJrLoeTWJF1cTuNDujh/cTCG5P4vS/jarHT2YAJLzYV/e7GaUnkZM2vioTDJ6770FYK15Di/q56sXsCe/ALyqChmkmVP9aAbTXYYYShNZJOcj027TgAlMIRhibhE9drNAKAGezs7hXPi9c8+OYnSqBWMdLCyw2RY62XO4AIRMfmxqAGPhc3HzNjKhllHab56bnG9DaX8bgHEraTpN10eKRtvJLyE9YC5jHDpjS0Vu67iPoSFTEAAIo1+TtWg+tgmzeBQyjS3YnhoPD6zR6hLhGMn5NqRvpoCbbucqDe+L5gAAz/4vu/dWK36ZwswVAKqMpdH+9mLw4GY0JTdi+pDB+/mrCeQm2rD7+kbUr17AhXwBmN9iymHWTAJXLiJzo8Veysn5NoxhwOA21FxMv3GgacDQaXAlZWlf0tyJhgTWv4nwDcBxY+QAzLZOouH4VvRPGBdKDzt7TWRxoWvc0Blgnx+8TGEaptfxNDJ273P5hGVgY1MD1lpkahFH9eNp6h6bAra3GmGgp2YSmdCUBwAvQs2n59UkMoDd93RYw5vaTfrlbaDLfHfsxoA9A+mXZh0IA/EoiCfnTaGd/BsA2IHpl2dwOluP/lTYcAbA9tEllPYbK8JMuJe7jnRjVGhmAPBHWF2RVN4r3YV7PjY1gFw+gaaBi0gD1t0FRKbTXXC14obje0NloAqN2TnMthrhIw23feH21nEks5GZuzSftfsYvEzZS+PBBJCrc+eVuTGAwZDnAQira3WjKbkRgKiHj4s4dXzYCgbsf5189Qhj4RpejGYwnTe0TtoypWLh1NPm57m6cWCkaLJNwvkkU8B0XQanjm/CuWeGFoxfe9YEtoYBbw0bNqFf7k3I2zI3HuPA/oh/BjdTSAMozWcxHaLMND2JitNYl+NEFx5m5zB96Ch6r/fh+erxMGWPLsRoz5I1k2jcsBX981vQ2RmNlaluwYH9WTzYDwCVm1cQPokmFrXfrS391q7f8vZFlUwB8DcQlzm12pSsTZAcg8+1xKo6kMj6wjRFSlME5yFN2TxAU5cL1hT+YKLNXr4AnIMHuJefZIQ0p8r5yoYanIMsZC/NWzQtafMRzVw01UotEIDTeUjOmeOzHZo2QUs8AHDMTdKUKNfO8Tgf7vPHamLx7S2/WvpH/90fOrSQaE/Y9crewMS1NJNqEzM1PWn60m4Q4p3NJfibkr6cg2xRyBrItEZQWmcsg6yMB0R0D5iLSM6BIHEuaQ+AY84n7eee7rNng3uu082kG0hqaGPiogbgrBcQnbDqon7ovLC1j5RmTcYv0JzOtoQ06VpBSIwtm3rIMYd/++M1sRjfs8qOL89YnHuHZ0vmB/N/ANgUK+kmIT1zjdw3jildCTreRrpeANi8eVmHW5qvqfmRv0j/qqYrH88hDngeiAPJi31uGAL5nGw6Q9rTvFyvlfRPmiNupPuN5mnyPd3ERdIb9yUO9/I8Nw0MYvcPf/T+fczvC7695VdLTb/x9wCgjCiAyAfF7lKs68pAF1mQQUa3zly56ARd+Z5NkK0XdUceTSBsBUZC4YVMJqWZ0/bW8TImMa00IimlcQNloBjnwU5Z9LPJFBemRUgmLceUDJpMXwoNABxhgCCFFiC6qFjEgf4rGQyiCVbuhwSOJ3H/sS5mdvrRTEJeDDzk2s8FRPEDEigQAuV7ykMvmYMWVkarW6wvn7iSwih92dKXKv2omklJGpIXEQDHj67bU2rBIY5Ry0hXfSEGN1PWT+ijMz0vKQwBrpBAPHAv6M/jHGzamEiBkZ3CeGFI/6m8+D/mxfyHw9MVz52kORnDQKFMXggEeSlLkAK+HFO29dQCuAy+JfAykvyG5VBZcEbuO58r95nzoSAqeR/gtkIkr5e8lsIx3RUyVkb6rTWfjWs3yrn5+J2MFfHRPoFCEfGh/eb63EsBAEAsr/skLmbZ9hGIiFRHMMuLTtaFlRW6fNGK8gLSzEqCZJhAeUN7CTpwR16KgNvajpeSZARcJ8eVr+XfCNpqwPVLzYVzoJlfRsbGBXLJ4AQ5D/1d+bnWvLSUTyFJS/EAHC1B44DwMS/m7//x95f/Ygg+a40GeTECEZOQmrgvI4CfaaZFIKOSAVm6SMfz1QtlkdaS3jWdyT3XtK/Hli0X5dnTgVZae+AcIpfNYJnQGUd3QDmtEXRGAseP8p+jy1mfey34fuyLWfI6Hz40b5HNZHztDuMEEPmb64wDzevkXsvxfRYSX3Q/QdK8pDMfv5Haq9Q0iRNtodF7L+lfnzXN9zX9S/BZTX3CChDP6/S9E3fG4njdJ9Fd6rNvldepJRIPNHc5wQNxDaaJoOJI0Ymq0xDcTFkESURpZlkcKaK0P4tEewKJdlNB7EBzF85fTdhNKo4ULXNgWclEe8IpaxenKVYaX3/Gw1UcKdqgDgYrrEpuLKsiRDjZYdYhL0UpHZJgJNFwvXJ8GSwho+OLod9ZVoNidTJfL1SOnZxvcy4IHo445vwhgeNy7KaBQee1XPuFvGgEMFIsy4vU2iqbsVMj1wIh8S6Zw3RXpkx7JdPM3Hhsx2WUtKyexP0+0RCNT+Ac5P5yDnG/uU8+C5asOyDre5M5cQ5F4VsEUCacasaozwEDmbgX3J912Sok2k3OLPdPX8oAnKBPPYdvEjhn334zyJOwKrmx7FJmTW0gakHISxmA81sL+75zNt2VsTTCi+nBRBsS7QknIHFoaIetYMXxe15VOXRXHCla2uM8fJegFkrJ43yCaebGY+QvLSLRnrBjk+5lTrgPz3HKmLycNa+d7so4vD9z47EN2h0a2mH/JgPvaCWVlkUf318JfBIaM33MgIssKalrDU36+6Qk55NapFkDiIhEvvZJND5ikmH/cX5uSm5Sa6fUvpwEJceOAzkHme9dyXIAuGYV4nolOCDov0mJXqeN+QoMECpJr8DH1ZipvcTtB2lQ+7i436zmo7VVudcSND5XqrUStHWCINNZKpnT5NiV4OtYSDi+1Bx8/jZJ93Haik+zkvOgGVtrL7ramsRF3LrkWB9TY/7+H3+/bL+l9Yoao1yrTNHxmbKBcmsU4OcjPsEMQJmVUuJba8zadUjw0b1vz+OsRj66k/Tms5DInG2JB20t0uA7Dz4LVpzVlHjw8Tkf3fsgrmbDJ6Exf/UTU9hdS9Fyc7X20tl536u1nOwoOmbbXN04Eu0J51nLaaqAn6APNHdh5spFJy9Qalsk1PVvalEcMS3PODY3Ks7PJj+TUpzECSVaSm+8nBPtibIa2NJqoDVlfSjitBf9NwL3QmrurO0szYmUonteVdn/kRqU3odvQmvW69Oac2l/1krMPa+q7J6zQH1xxJTWYx9jrlWDthDIz3xaRBweLuTh0Ia0zrDnbnGkiJkrF5FoT5T5z7SGzrEk7n1jEx+69jS1B9I+G8LzecHNFA40d1nmJsf+OpcyYDQqprCQ7qX2JBm1xIXcD20xWIkw9KFArk9fyrm6cZu2yfro+owl2hPWeiH5DNcbJ+zJvZb0ry9lOQdWTJOaorwU+cw4S4TeSz0H36Uc3ExZni+tNNJCspJLWY+peWwcTrgv5LucA2meVsrenbXOc4l/n6Cknx8Hn5TGHCdJ+6KytRQJINac4QOtLUrwMQefr0sWO6nke1mpX3s57SnO/0jwRQnLgAwd7FVJc670uYaVaMy+Ofgk50R74hvxMfsOpfR10YcnI/F1IIzPnx9nqfGN6dt/n3/Xh+/laD9uDN/l6AMf7clOaQQdiAOU+7kl+Obhm6sMWNSxFtJaBLjBl5XO4DehMfusg3ytcezTFLnXy2lqlTTEOJ4DoCKeOQ8gqu8urYOMo/HxGLlevW7fOZBz4dmTMQXLBTzGBdBKqHQWCdJiJs+/thywyImO5YmLqeFYn7SPWYJPmpX+VSDSGH2NJ2QJSa0p8plaO4uT3OX3g5spOwdqRhLYwoxzoAbFC4m+ch9jkhLcckCfG+dADU5bDnRQxmh1S0U/i+9S8GlyB5q7rPY+eHAzEu3GB6Xbmfkk6dHqFufQ6vV+U9pLnMZKJlPan60Y8PVwzd7YS7m0P+vd30rajNwTauxjUwOWOdLfxvq/vfcWHC1angH53OVozKdJUwPTl/KJhvIObYDR2hPtCUdbzdWNO+fQp6H75iXnQ/oZmxqwdE98sL45z1/cpew7fxyfVruPCfpyor+ZOJemeuJZtmsEIh4AuMKH5m2+y8935semBpy0NRZ6Im0xpoHaO/f5RWrJOS/UGn0WIvm5z3IDuAFY0r8r8UCrHC/MEw2RhZRz0feJ/JHjyX0AIqug1JgB2AJKQBRP03B8k6U5Ppv8XmvMcvxK8D66S31wsJs0BYx1RJ+zMxLgRqfyUmJSfRyCJMRpEHxfCguVlNAV1joNfVydReSF32PP4QVb1CMOlpMc9XzkXKm5b0dYOSbER9S1aEfYrEJKkuNl6RJxz/fhRQMZ9dm1K0uWJ2gzU5zJ8mMBgw4rCSQGX2ad3Pf8m/LIWAJzOWU6jgS935UsEYn2BIIBNzLVNW2GndiwyYkpeJFaQiIfBe5JC4WeizYta1oYGxkwxVZUPYELeSAB813TbMI1K2YgBZMBjMG9MCQOfHPR35URu5kbLRjMbkZibcKxEhlmDXR2PsZ5uHSseYA04X5T9BdH/2NTA2UFboCoG1u0ziIygOEBI7A4jjOhcix9KWr6DwZM0Z3pLqC+YQk9Hp++L6YgOW8UAEwNIK3GlOPIeWhc8G/EAff9RcOSI4gBQMO1euxpT2DdwRhBLGbtGge+/WfRp2JYAOdFyvjaz6cSUQ32kOdrmpPWwaaBcp4rcRIHn4zGvNIDIrW04kixzJQGRNGplcwYPo1Za8l8DUSSZHAzZaVI2cmkOFK0AUFn1y6VaS25uvFY7UmOpcfVFyU1ZuKCc5ANx7WJyxeQUUlzl9/Rc9NpBL60FcD4XV6kIjyQSVOD8pmwViJJvk/46idfla1Zaw/UXrSFRAJ9zbw0pXYnYSWWGf19HXhCnx/nLYUDWVBGWyp8F55PMIujgUR7wjFtaiuN7JvMzAUfDuI0Y44d93eZRkOaP9EQ9Zwm9N5bcM4emTRxEHfxf0zwmVD5mhYSoPx8W401NONq6yD3yWdGluPGWU/4fWruxZGivQxlOdahoR0OjyG/pYYq5yDH1hejj/YqweDBzc4cpMasg/yktUqv30dvWmjgXki6Jx6YV87vyVQpfe/Is+fjeXHwSVzM0ozkuzAJB5q7bCACzStEkk621xfCSi4dn3lFAi9nMkYGoCTaywMBNLHwcowz7fg0B/0jzZq+iGx+7+61eodJkzH5gpIkaIKNwwO1b3lwCUydoZlLBsBJiNvjj80s4xhDoj1hcc09913OD9fsRaI94WWSNN/6hDDJHCtpL0DkPqA5XTJJCQx4YiaANKv5nu2z2sjvVYLBg5uFlcgEBeUvLTqV5ogLnztJgg8Pvu8BKKN9mrEbjm8ydBfWbKYrScNyZ/xjgD7r8oealkzRSbQnnLaFWvg+fzVhhV4Z/KXpTl9Eci5ag2RcA+mOQpAUDnghUYCQc5D81qds+C5lH83LqGy6cEwP9ag1oy/wUguFWjuO4ztyDlIJkkFwPtBBx3Tbkfb12HFCKOGTNGXrjcthHE0I6z13ALjhfj8/VIveewkM7Vw0zbo7gPOpBA5MdGF0CrZGKsEnuXFcOT5BmvCCgRROdhgthi3pdABaJD09xhj8JhU9Thyz0AdouiuDBIAXDWFk6lr2/91kA0ISKOAsAOQBYMmmQYxWtyAdpmX4CNGHD01ANPHIgAhf+g5gLoqebBVONESFD6Dm8HUug/cNMn/eJyxJkO6LIdQKN0pUWIN0V5ow5tvgZQoH9meNOTgEjfdKWgM/p2lRSu6GMYfa1M5FdHaaTkxn80thl54WYITlP/3M0Qe+PdcBaLwYe0Xg48M1e9G7c9HQwo3InTSNDJLz0fPlZaTHlFCJFujCYQqbnAMQjX2hHc7YGt/f5AUdt+ej1S04AHPOzjcAGZguZHcRmbIRvn5xNYHB7GZk8NjwuOoW424L3QdaCfDtrR5fgqwCRvcJXQedI8UwtqIAYAnIR7hmTAFjg5bTDokPSRuk+eBmCuuy3TifSlhBbBtQlhL64uqSEVy7DL35gq6Wm0cc37fFffJLZq2I3Ki+9FQGwcm6/z6cV6K9T0JjBsoZ1ko2EyjPXyThnuwolgVd+S5j31h6E6XkNN2VseYlag0MhABgg098nUNo1tDauo9Z++YlTatkjpTgZK9SGb4fV2xFa276b/py5o8vIEJqTwQWnqAWR2sBU2d8loGPDTpNzwcyl9KnvQAoC8ghY/JJ7XHWkjhmyUuRTI4/xG9ckROO5bMWaa1hOaGE+y0D0CRIfyOB5s24VCWpNegzobU4CSzyQ/C1QpQalNRafOv3jfExoZJpU6cjkvaYKsWCN9JiI2lO77PW2HzrJ7/UVhoWt6HWTAuJj8fEWQd9VkEfPqixU5kgLhLtkWUyf2nR8jnJa5dzXWi+vxwNyDxmX9CvBJ69Sv79lfK5TyJdSpepA+KZBCU4nSol03N0XlulIiOVNFZJVDqNwFeesVL92pUmvUvwzU2Xi/s6xd11QJJPQJGXhMaRrhnuK/LgSyEixM1Brzku6f59g4/ugKjYw0pShKRJr1LjElmWkOATyvQ8ZISsrBMv+8EC8KaN6HrQQGVrTZwWL+eh0xV1XMHXKa5TiUlxfFl4Q0Jc0Qk5D1+hIV1Eg+P84Dd/gB//+MffaLoU4Fon4oprxBXw8Z0vCctpz3FWQg0yZctX5c8Hy9G65DG+spy6LKjec10KN+75Phr3/U2uP67IkMZHpUYW+gzy9SedLkWTYpwWSylOXgbsgUxfgww+AdwAFF3kwDeOlJyWuzD1pcxAAKmxc5Mo0ZK5yAOjtcVKmoz0uQBREByJVWtOEqQUGReMow+onosUTBLtCedSloEpsggBGTTTxjg2g7+0NL1Ss9f7AmnKlhoqC9gDUaoe1zHb+sia9IhzpkudXetnDFyvD6QlR0vUpFdZklPTfv7SIvKXFq11gjiX+y2tG3EXtP5czseXO38hD9fvGTInasoy8E+uR++xxoumCe07lT4/4k5bMN7mnuBkR7EsviH98nbZOr4JSw1QHvDoi/+QgZU8X3E563GV5vR4er2S7iVouqemyHgefSmT38qYAp0i5+MxPmFAWol4BqTGruMrfKVwCdrfHqeIScFIxtDQQiitB8RDHM+VKbIAyoJdNe598ElozLLAiAapreoIVa2hraSJBeAvCcmxNKPylWST0hv7PgNR5S9NsF+nsYCch1y/JFgpoOgC9wDKEu91+o7WGiTI9WvJ0SfVsrGCTFsxfaGfoHFia5kmp/dW7wHw8Upy1n63tnT0D47aucRJ9VJb1R2mNGicyzZyy1V982lNcW3vZO1kIKK92dZHlu7ZnUdaieLKskrQ+yyhUiMP2eozrlxkXKEPjuujO40TWSZS4gJwG7jENU/xCYDfRBMLzkNbZnRJTt28QZbD5FplnWwN+kJcTlsGUNZFL64cpyyu4bMWVbJI6jnSOiJ5vu4sJcswm77UTxxTtmw9KcHX3a2SRVI30SBOZMOg5Yop+SxFek8+aY1Zg2wkQJBFxfmj/ZqAYYzUHqS0LIEHQGvHPpOmNBkn2hOO9sHSf4BJF5HmRenrpmRI6Y0S1IHmrljTopyTLHJPBk2NoXFiq5VmpfWAvpeTHUVsbx2P1Roq+d90r1Lia3vruJUkuX6pKffeW8DZtUvWB5W58RiFtD8iXOLh6/hg3gfIdCkZuUwmIeMKuM6hoR1onNjqaIq01MhIeOKcz5A+r0pr9NWHpyCWnG+zEfd7DhccoZQFF6T5+Oxa198lrUZcq7aMSODeU3MAokYeEujrYzla2dlJ+j6ZKifxrBk2X5OxcnzOm1HZvCwkLnj+SPfancUzqIWujw1aQx6tbnFS0XYd6XaC7PKXFq2vWWqq217fcTIvgPKMgAPNXWV+fvlb8lpa5aR2KDVVzkF2NaN1gjiX/l3iWvM5n1WS1hEN7IUMuGWYeRGyyhz5bSE96FjkiAdZElbiQlsu2HjCZ8ZncRFtRtfW2lzdOHYd6UZxpBhrxViOz/3MF3MQBN8OguBfiJ9/FwRBdxAEvUEQzIvPy/M6YkD2wZXvWQ3nRIP5TP7QtCG1ZSKK/8McYvlMSbBxh7O0P2s3dubKRadWN4GS28M1e20lpKnLJhjsQHOXN4+XP7xw9eWo50OmNlrdgtzTfRYPZEqU4h6u2YsDzV3Oz7Vlx1wAACAASURBVNDQDhTSg06fVAnS5OLrS6qDHxh4xstZQu/OWvvDlCnOAYjMTPzhWnkIOOdK8D7prmb9L5StlXOSa5aXkq5ZrDVDyaRIe3I/NJ71eklznA81hkJ6EGNTA5htfeRYSA40dyF/aRFNA4NWIKwfjWomy8AczoXmOrlevudrjQcCL0P+BmC1dgDWzA7Amt/l2vTz9RmU+KDmSFcWIXPjMZoGBrHt9R1kbjy2jJr7IgPxOA/SvqxKxb8tB++b5uS65FplUKf83XB8E052FC2Pk+eK9EYTMvkc9zpXN+64RHy8RZpcecZJ80NDO3CgucuZg69eAoWwSsKYFhLkeSDNrxRksC+jtSVI3i/Pns/M7cMLAJu2xnURFzz7PHMHmrssLuy4QqDQ41b6jPBeTNlBEKwGMA/gPwTwOwD+ulQq/fcr/f9vb/ys1NT6uwAiiYaEwZD9s2uXyhiFrhcr6/Q+mIj+Xx5q2RSeTemlSUmbH2i6k+ZBacaWTFI38E7Ot9mm5wTZzlJKuZxbrm687BKVkiQl6ZkrFwHAMfWc7CjaZ53aMIzZ1kf2e9NdmTLzPiFXN27NnPzcZ26UDc2T81ELTokLwA0O4RxGq1ucfUnWTCJz47FjruUe7P7hj1Zkyn5Xuqv9bm3ph/1/Ys37AMpM/sQ5W47evVaPc8+OYteR7rKaudKMXNqfRbJmssyEr821sik7NVSavWQPcrlXxLmU3uV+8LXcbwmydKJ0qVSqM0wmL8chaDNnf2oLgKiJPJ9HOvP5O+XloHsnA7Bmef5uut6H56sX0Hys3nb4mj50Bk3X+6x5U9O5fL68qHN14xj93n+Lv3jy1bKm7PdBc7+167ecPaGrIvd0n2OmJ65PNMC2VqX5dlVyo913Cdtbx8PUPiNIkmfGWeQ4hvxN2qcpWQr+AHDu2VGLZ9ZsZ9CffI7Gufwt840lz5e8iO6jQnqwbL8Bt/+2dKFI3OpGSKPVLY5bRc5Vnj/A7cugXVgyG0DyWa6JvC5ZM2nTpzRPPdDchdR/9msf1JT9GwD+dalU+suf6b83/IojPVLS2d46XuZbo9Ry/moC554dtVJ7zyvjiznQ3GUZmbyAS/uz9hDyNYGSnGSQFAAeTLTh7FrRYzOUhGw/3J21Nko3WTOJ4GbKmjmTNZPWtJKrG7fzGTy42dFUS/uzVqqnJj1a3WJ/iIvgZgonO4rIPd1n5zpz5SKaBgax/k0tDjR34dSGYdSPZtCf2mKEmet9Zi7zbbZXKE1lnJM8JMHNVJmUSeD/AMDp7Jwl6KnLBcxcueikEpy/atIpGie2oul6H9Ivb1tNO1c3bveU+6H3YIXwTnS37kc/djQL7rvNWQ/3q5AeRLJm0gpgrJ2953ABB5q78HDNXkxdNm4Nqa3NXLnoFLrQGirHC26mHFptGhgsi3o/nZ2ze+VL2ZCXJV+TVklHu4502/XxLEhNgv/H78j9p9VK7ju1BmrutBpxPdOHztjnbW/1R/jKC5mMUZrwOe+za5dsoZfR6hZMHzqDkx1FmzYDGGG0s/M+Zq5cdC5lzof429467vADAHi66udjqKQM3o3XhcAzL+MHtO+ccyM/o5ssc+OxtVIQb1znyQ5jQibdSG3ZZ6kg3fEZ5LnbWyMe2J/aYvkt6R8AGie2oj+1Bb33FswlFAo8xDH5Fp9P3sZzrq2Y21vHLe2zx/S6rKH16UNnsP6N2eeeV1XOpdxwfBMeTLQ51pLS/ix2Hel2rEbkM1yXnJMU1AiF9KA9w0NDO7xxFdte37GKB3/4v7m6cVtDXLsPl7MQvK+L+QCAUfH+vwiC4GEQBL8fBMGG5f755/71M+Tqxq0JhER1sqPoSCKl/Vn03lvA6ewc1r+ptdJcz6sqrEpuBGAuw+2t4zidnbOXEv2qkvhIMBQCyIy4iZwLPyOhylZknFvD8U3oeWUO1KkNw3i+2vV907yx60g3DjR34ezaJew60h0xUMEQyTzlHABzOHcd6bbSYK5uHPWjGYcYkjWTAEyQxPZWo929zT2x86a/WRZ955iDBzfbA8HnE0eDBzdbjZxmrnPPjtrL6mSH8QFyD7h38uCU9meRe7qvrCKTFMIoMHwNeCe6W/ctw9y2t0b7Ls1rxBvpjALY7i9m7eWYqxvHnsMFy5gajm/CriPdTtAW8Ubc6nVyz080wGFKZAjbW8ex7fUdNF3vs5cUYfrQGZxogPNDN44++KRX4px0DcCOTyBzJV1wzvlLizidnbPfrR/NYPrQGYdWdh3ptmeP/y+1fs6BuJfvdx3ptnhgZPeLVHRRMVah6XofBg9uthfUl7casedwwRn/dHbOwTHxLAVEjv3LNfH5qQreieY2/TnsxUf8cD8pdN+9Vm9dKHev1dtzTaDQaxUAsddDQzu85nkKR8SPpEXiAIgUkQcTbTbYiZ/LvZ4+dAbbXt+xZ+d0ds76Vncd6ca6bJUjIEheI5UNyXPIR0infE0eN33oDPKXFp2iMpwH9/rLW40YrW4x83m6D6PVLXYOmu9z/RIf8lzykmaQcXK+Db07a20DF0L9aAaDBzdboYDa/okGWEubNFuT9oh7H7yzKTsIgjUAFgD8aqlUWgyCYBOAnwAoAegDkCiVSr/r+b+jAI4CwC9t+vkdvzP5X9q/SXPf0NAO56J7MGHMw4X0IOpHMzan89wzE11LEy61BZoPZFECbhQvPu3TISPQ3weiTaJJqXFiqzXt0LS0+4tZa3bJX1rE9KEzGK1ucUzvJIyTHWatNDvq18WRohPZrf3wPLS8OIDI57ft9R2kX9625pum633WF6NNW3o+Mn/y/NWEkxolG7bTzMbo9KnLBWt2m7pccKI1T2fnMNv6yOKcz5TuhJ5XVVjddHpZU/b7oLu/jfU7fvefdzv4lpeTrAF+ogEOzX15q9GaqhktKqPPaVqVJizS29m1S06gGH/zb9wXjk0hQLoKgMifS7zzGauSGy3N8Tmdnfft+JrOpADI9/QN08xI0x3pCYClKZ5PXr7bW8fRfKwe/aktjqagTYPEiRxLRn1T2OUZYMQv6bl+NGPdN9yXt7kneJFasuMDcNxSJzuKlp65tp5XVdjRdAmFUuWo7PfJ67jHPNs6P3z60BkjvD/dZ10odJft/mLW7u/5qwkrrGg3lNxjglyzdLMQ14S71+oxdblg8Vvan8Xp7FxZ45b0y9s4tWEYU5cL1pR9OjvnNDRhjj+Asn2VPI7f0cDLmab0qcsFexYlzZPnksdwLEnvACw+eCdcyMPhP8SLzHywVtHQPUk6Iq/z9YUGIlO6b+wL+fio7PdRkvN7AB6USqVFAOBvAAiC4AqAf+r7p1KpNAxgGDB+F8kQ12U340XDEta/CdOhOiLH/mDNJF7AXMBTMJdcf2oL6lvNIZ26XMDZw0AShkGwG9W6rNGqeTFJSZyMoNhRRGJtAj2hT5kMDYiY2/PVC8i/MZdff6oRwJxhVIfOoOdIN87WjSOZq8LJjiK2vS6i4fhezB7pRlNyI6YPHcW06QfjRK+eaEBY7i16PXhwc9hRJbwsYTrpFEmg2TlMXS7gRTj//tQWNByHxQcAJGs2o3Fi2InctZcDokNIpgAAg9hsy30OwnwXBwHccC9lrv/BBNAP4Ozaghn3cgHnnh3FqQ3DUSGMN4vYvnoc2zqKaJwIA1je1AKdbmTiiQbgBVyhqAK8M919/vnnJcCNMtZCmIy+PLVhGLPZR2GayqTxvXXcwcPj9ehPNWLmZgqjHS0435BAw7FNyF/vQ8PxOeRD2uE4XOfJjqItNXg+5abVcey71+pxInSbnIC5/L68Zb7DSy9/aRHTzwbRlOzDl7cacfr4HLDB7DursknNbPDgZpzFkqH/DlhGdKIBGMyGmmp2M4CITs49O4rR6hYr+BroDvfXvNu+2gjMhTSQv9QHYBG5e0oIXZuwe6/dVPJyOgGDoxMA1r/ZgU7cx4Hwe2ytOoOLeLhm2F60D4/XI38JKKTPIH+pD89XsxJYC84LQZO0fRZLdi9W/8qKjIfvTHP1Qa3VhAYPmnKaCSQcWjhwqw3J0ErTn2JQpTlzU5fHMZ2OfKXrst3YhW6sSm5Ew/E5azXg3sk9l/sZCYPmPWNlqDjMtj7CzLNBPFwzjPTL2whupnAOkWmclxIvoPVvanFi9QIAc87vXtsLHC4Yvon7SKyNFCPu77qs2QOLh7WREGhKXhrhoOlNH3DojBUE37ZWoT6VMb7nkOaDQykgpLuG41vt/yPEh6V3wHbkY+zQ+YaEvXPO5k0ZYWAprFmwhNnWJ+i9txSmA45j/ZtanF+NUCAaNgIoCrZ5Ea0MQ0M7cCpMpWLqqN2Lg6bE738TQ2jvw5SdhjDtBEEg4+C/APAvl3vAv3vyc1j/phYnO0xThMaJrTjZUTSXYNhndWhoB9Ivb1uJEoBl/Kezc2g+Vo+hoR32gqF/d2hoh2UAlOyZ8sIxZSoMU60A4PnqyGfB/2WBh4g5GSKtH804flZG8dHPKrX+u9fqrVY7NLQD69+YKGa+BsxBocYGRJ102NmF0izN/aezc7bYBLXoVcmNmG19ZE0rfK4kHK7p7Nol+7P+Ta193TixNdLU7i3g3LOjdl9oPmKgUbJmEs3H6q2P+23uif0+mSKLYfDC4xy49ri62x54Z7ojyFQHMjCZp5icb7N0RcsELTI0K9IE9nDNXhTSg06eKX1fHIf7BsDu98mOom0AAsDi59yzo2g+Vo/1b2pRSA9aNw0QpQZSe3q+2sQ5bHt9x8ZANE5stTTN53P/fXPg2ePe83+kxpJ7us/SBLU4Bj6ScT9fvWB9zNxX4oD44POJbzm+5Ac8h9I9xTWce3YUhfSg3Qe6Et7mnqCQNrEXpC3yEUnT69/UYv2bWvz5s39vJaTyzjS3ekdU1IZrIEjaX5XcaE3FAJwqh/WjGQwN7UDT9T40Tmy1/IVWQ3nGAVj/KD+7e63ennFJ++RpkgdOXS6g6Xqf/Tl/NWGtF/2pLVZb1viW55xnXNL/+je1dv8bJ7Y63+E6Z1sfWWtU/WgGpzYMW75JPgNEbsb60Qx67y1gtvURkvNtNjtH7rW0/DEmRNId8cf/691Za886NXKmBTZd7yuzCp1du4T+1BakX962KYzS9E364/0TB+90MQdBUA3g7wP4n8TH54Mg+N+DIHgIYDeMoF8RvvNLX9kN5KbyMMm+l/QXvM09wdTlgiXGqcsFp9gCgUyCiCbie+8t2LxjICIYSfwcnyH5Goln1y4hVzeO2dZHaD5Wj0Ioxc5cuYjGia3YdaQbvfcW8OWtRmx7fcduJGA2iWtsOL7JbmDvvQVnTlJjI0HwspCHuH404zDIVcmNlnlTSpSMWWrQxDnH5GGS3+Vc7l6rR9P1PrsvUjgBokuLfhXuAQUkuiVk3h/XyzzUlcD7ortf/uWfs/vB9ZF5Ec8ArL9qtvWRFTQoCJFGuA97DhtGxkuZeKdPjLgEIgsEYdvrO2WmQtLMl7casetIN9a/qbU0ShM2GSYh/fI21r+ptcFY/D5fSxoHYDszybMn58M58Zydzs7h7rV66wvM1Y1bYZBaDWNAOHcyKp13zfeyUArpnvNoPlZv6Y1nVF5STdf7HB/22bVLyD3dh11HuvHlrUb7bJ4vmYdLuvvOL0Ud7nzwvmjuz/+fzxxcA65gSHibe2JTHakIfHmr0fKahuOb7Fk69+yo5S+kWfls2XyCf5PuLi2w8VIdrW6xfOfLW402yKv5WOT3plmZQXnEp8Rz1Ld40Tn3kr5Ig+SDvTuN4MDXhfSg5TerkhvRn9qC9W9MQRvyFyo4MtZFro+8XPJV/pY8QOKPwiUQWSYJDPjteVVl/c8AHP8x08z4bLnuSvzunUzZpVLpJYCN6rPDX/c5Cy/NoYirpKJLn0mtuQl9+HJ/I3ZjFueeHcWqZB/uHt+EuwCwZiumDx1Fcn8WxdcDllFpMJu3162BHM5FEgpgNKLc0y2AkJLMJvahCQCwA7M54+O+m53DXRhTpjSJSjOlOST1uHsNAOjLgDNu50ikbfbeC4lF+JfWvzH+bc5pN2rDCyQTXuAteCjC+wmGYPluk0i/gf2uYY6un4Vwdu0SemomcfpaPe4CocTeZ1MQGrNzmLq6BCCD3q6wYs+xemx7HQkVcr0A0NlZTh8a3ifd3b1Wj/xQ1CUJMHv88BrQu3MxtBKcwa6aMC1tlC4ToAHmEM+2PgJaq2wRkIbjxhe3KrkDEAefvxuO78U2UEB08y9ZQELSYf4S0HAc6E/tQzI3idzTfUjWTCJ/aSO+TLUBt4DtiCKxd1/f6FhkNPDZDcc3YRsipuQyik3YhqIzp07cx2CuCrOtT0Lm12ddGqu+mEUhHaUrnV27BKw1T8rVjaP3eh+mw8s2EvyAbXaOiwDkHDYBoauKvGBVciO23biD56uNxrY99Cv33ltAT80kGo5vNfEloZ8T2ArACKiyjCTH534MDe1A7XcrX8zvi+a+80tfOWfbuMgiumMg057DS8C9BZwYzeDF6JJNvTn3zPhbt72+g5MdkSAkL1p2+uJ7IOGk1kXuqHq7x1F8itkXU8RE+HNbMzh9rB53MYdzz45i5gpwesNW5N/Uon51Jrwc+9BwXAZGGdrr3RkpWNte37drlrTZ2XnH5kgDhscl92ex+4tZAEZA/fJWI2ZbzT73p4zAR7o3Zv4CtnXcR2cn8HDNJktbck6991xzOcGMXQjPYyTkNoXuKMDwuP4wnvL56gXcPWbcTMavPYnnq5fCjn6GVpO3GlF8PWDnx/2IOoTdwT+LoZNPqvKXr2ADP+PCpMMdMJuTqxu3GgXNp4Ahrqbr5qKgCZgXEwOx+N5unKr9yzq8LFK+53AByZpJJ09PmvIAsymMpD337KhzsQNwLjeO7RMYKKTo2rDUoiQemEIgK00V0oN4uGYvzl+NDqaU+PT4sqe0LGZATYfr4A9ghCSaTU9tGMbb3BMbIMF9kMDxZc1biRtfn+EPBbXVn9l1cf1cNyXa3p21OLVhuKxgABClzFFDo7mbn3d23i9bm1yfFPb4W+Zoyv67554dxensnCl0E2orpH0NUshoOL4JnZ337UXE89W7s9ZLc4CfHnvvLVh/4tm1S3ibexIyykdI1kw6548CSu/OWuva0U0m4mhezoHr59ypvZzsKCJZMxm5rcRZXJXcaJk5YOiM51yfRUnztdWRiflDg1RAeu8t2DnsOVxA+uVtbHt9B8n5NvS8qkIhPWizKajRpl/ethaS+tEM3uaeOPhkoSOeYwD20pP7zvVLC4K2pjUfq8epDcOW1zDWAIjqxj+YaMOpDcMAonP9cM1ee36sxaJCPX/Lb8LvNF3vs3nwb3NPrHYqs29ydcbfGwkqkSAJRAoQ16f5jTxjHNsINbX2zPDsEb/JmknMtj5CIT1o3SiAEYibj9Vb7RkwAqm8X+R9I/fdB59Erexf//VfLv0nl3/HiUYlSEnj/NWE1ZR5SJk+Ig8nzYwAyi5FCWQWstABCURGTXLDmXvau7PWYYpJK6HDXkYyYnS6K+P4TiRILYXjSu1FSnXM/0vWTNpocEZmNh+rt0FXLNlHaZrjyKhtqZXRzKUjtSXeOjvv2wIgXBsD6GQELCPSC+lB57BKZiT9LXJ/Oe7HqpUt6xbr/fHVYGevVV3kpj+1xbkM+P8ExgPIwg66tjjxKxnZttd3cKC5y+63rlVMYZA4B9xiOKfCADDNAGxgDNzLicxJm9j4HUlfLOYhL1xmJACwRT44V2rRxZGiY7nSc4ssJ/cdpnaguQu7v5i1c6NvjwFC0qyp58W5jU0NOAGM7G/ccHwT5sY6Pkp3qX//F7aU/vpHJ50zKK2Edz2WLSAq6iHXTz7nqxftVArb6daYlqBdgLrkZM+rKhsZTj5HOthzuGD3nOdFxmYAUd1+qXT59l/uO5/BFENZm/vcs6NOZgRg+D3PmBxf0hzgWiolj5fPl2dD40fSv4wZIs1xfryTiDvdSU9q63G87pO4mOuD2tL96eNlbQR5EROZ/aktTp6Z3Bx+Tl/T7i9m7QbpvGIA9mIB3BB2G6EdhvDTh8h0ACAKfacWxbEZ+a2r0ZDIZXSqHo/PpE9YpzGwgIqUKjkvjk2JmoXtCUzbIrMjUTI9gJXDGJnL8XU9V17MJEISLVN1KCwwjYEmVyBKZ5Agq/hIgeCbuJjlHIDosgSiwvgyTYVAGpFrY8qGTj+RnzEtQ6bv8JKQODnQ3IXT2Tl7+cs61MyvJs6p1ZDp8bkMftSFSeS+EygYytKa9GXLucoqeATZ9lFq+7JLEtfHz2T6DhDVPgZg059YIS5ZM+mk29AyI+uwn9ow7ATkyDQgOabc68GDm7Gp9X/4KBfzr3/7F0t/OtfhpOhosyqFX8Zq8EKUMR3kPRROqLgQz0yPYyaKpAH5W49NQYddyhg3wjQtIGoUIvcAiOheZr9Q2JQBoFoB4DhcAwCbriRpWQpfQLTXBOJIjk9cUHnRTY6YtkS6Z3oiaaZpYNAKIUyBlOefqXqMMaJ7sel6X1m6pKR17kFcauj7SJd6Z1j8TpSygRE3v+zu8U3Yc3ghJIQCdsvLePU4dr+ZxdvcE8wQMWFJuty9KJd0Oh+VZbPM6QbKpEyzQSaP80V4aT5fvYA9+QWsa61CzyvzXTIqTBhi2MZSmFeA+lQGOLbJbMpEFrl741Eeat5sxvmUzJ8zOXZk0om8DPSETdt6vnoBs9lHwKsqs94rF4ENw/YCxFOA/jQgSn/KPd2HfsD6sWZbH2GV8Fu/SBm/yLpsuL6syLMNDzr3Y93BKrwYzaCz+j7yQzuM1ULOASZq1viTl5CEyEGc2IrZ7BPnYtqztuAcgvNXE1h3sCo2heBDgZ4Da+9y3RT2eu8toPe6Sd0gFNLAqePDmM2ai4z4nrlyFD0iEn7P4QIyI9ElSXo3qRqGJp5fXTDPUTmlew4XkEMBuNWG9MszNm2p/+kWzLZOAujG2a4l9M9vsXm+D9fsxfo3izi/Gph5eRHoypTlb/Zkq4AswJSZnldVyACOkHGyo4j+5n24cLiAh9fMM9OHBp1LOTnfZgWw5mP1yO9kOp2JxeA65fqQBXAjwr/O7wSAohCM1h2ctJWmVn0xi14A04dSKKThaJJAWMAhD0cT7QnHfDixFwkUnGC5F1eXgJoVk8s7wV8+ddOUgCgHlvg8tWEY/RPRhbO9dRz5N7X48lbkTqHmeldYRR5MbAGmBsz+dVDIj14zDZT8pidbBaiSxjhcwLpWM7+ZKxcxe6QbgHEPMHc/fwlmLmHRplx4ieeTi3i+egknO+S+VVlhDSPROC+EJTJz4zH2tC+hOBJ1kOp5VYWe1keYuWLcJw8mstgNIxjYwhwTsMJC770F9KfaMHPlKEZvtNhz/Hz1As7DnLFZGP4JGHzwc+4FrVbkuTIzomlnnz3/9eH5oFVwT76A5HwWD7NzaD4GbHvdgvrVCzh1bBj5L2YxNhXh4uzaJWcP4uCT8THzMPJg8j0lInb0IbIoKb/NPUHu6T5rNqWpm5eyhhepJYcJ2EsnW2UuzasJyzSZ60fthv+bv7RoLv86Uwnp/NUEmq734dSGYZzsKFoTMxs98H9l8jolUsD8vpA385FaDefT2XnfmigzNx7by+7cs6N4kVrC7i9mbVUmasv8kdWPAHMIiJeeV1V2fXx25sZj+557sC5b5eCDcwKMmfZFaik8sIv2uaxDW9qfteZeWcWNREm8cBwpLH1o+MWffFY2B66ZJUS5zyxF+eWtRpu6wd/5S6ajkcY390qCzJ3nvmduPHZwzO+cv5qwGlPPqyqnDd25Z0ctU5LaU9P1PotvWmxGq1ssLfF8MV9Yrl3OjT+cAwDbxclWmgvntb113JaJnG19ZCs0nc7OWVogzUva5Nnja3kpc078rHFiq/VnM4CJAgrT9xg1Dxht6/nqBaft6IvUkn1PfBMXHwt+8SefOfyn51XEXwjU6khz5GnbW8ex+4tZJGsmMXW5gPrRDKYuF5z65OmXty0v4R4CImc3HJPvOb6cQ+PEVsc12HtvwWYiAEZjJu2RBrj/67JVNhZBF88h6MImpAPJVxontiJz47GtFgYY9wi7m8kUJhnfw8YTxAH3l7yNdEDcSPrnfAA3GpuCH++fBxMmfZLpWkB0F3A/mE7G9ZD25ViV6O6TuZgBs8m6dN/Y1IDtojR96IxlBIX0oK2MQ+nx4Zq9RqoLSyPSv8pnAwZB6Ze3kX55Gw8m2iyBkIleyEca0oOJNruhDybM3NIvb6Oz834UIn9vwT7j3LOjGBraUVY6kxvJ5xPoC2TnKjLp5Lwp70iGDaCsNOnDNXvRdL3PNqxnCczc0312rhfyKPN/nr+asPObuXLRuTw4ZznW+asJy0hIXMTDriPdFl9n1y7Z1BTmVRPnew4XnIPMtQJwGnKwxvHHgsXvRIxMS6/TXRm7L8n5NmseZdWfc8+OlrldHky0WabKKkzs9EQGxOpIM1cuOh3LJA1I+mO5RenbJu4bjpu6ycQtc5o51wcTbTbWgIKWHJ90wrE5LmmCtYqJAwA2gIUpeeyklX55G1OXTSEF5lRTGBubGnDOH3/kOuVZBFwhgeM2Tmy1c2X95m2v71jTJkvdFtKm81TzsXpnrXz+zJWL9vk8ZzVv/+pnJ6SvAaQ5APa8c2/kZRjcTJl8+bpxq4zIPFvi7MFEG/KXFhHcTGH3F7MYrW6xefc839x/wOVp5AH8Hvea9HNqw7CJLp43KVKsC03Tdu/OWpzOzmFVciPOX03Y/eZFynXJC4nnTdK9pAMAlt9LPztpjQGurEJWSA/idHbOzkXyOj5P8jPiTPJ72ehFNisiUNDk/cMgTHn+e15VYfrQGXshSwH9/NWEw9/lWHHwSVzM674yJWbHpgacWtT8TckOML5K2vDPrjXaYv7SIqa7MrbQA/OLKfXIWrLJ+TaU9mcx3ZVxagnbjkDiu/ydcWSQdQAAIABJREFUfnnbNqhgxR0KBNKXVtqfNUFhT/c5zSPGpgYwc+WiI2HJMTmX5Ly58MamBmyXH00o3NT+1BZMHzqD3p211s+87fUd+7/bW8etlkU8UAt8kTJ9enl5sGwc39tyn/MuswRQ9h6ArcvNYJTprgxmWx8huJmyFzTnwD0msPMKx/2aTSzeGdhlhusizfW8qjJMLtx3CoisdkTNFIAtriBxnqyZtPgemxpwLBBjUwMW//Q/TXdl7Gvih3sJRMIYYCT43NN9Vjr/8laj44/TTGG6K2OZg+ycxr0g/QU3U04pwemuDF6kluzfKIyaKnObrLWIxS4osADGpM18zvTL29YPKS95uV7SP38kU+XZ33O4YGn1dHbOMkZZDpdnjxkUQHkTjemujN0LS4sbfuXrEc47gK8/LxUO4rh+NONE9cu8btIY6ZJaGc9YcDNlLGNdGctjqIxwjyXv4d9nrly0z0zOGyHz+eoFjE0N2Ghr8qGx0GTOC0tmiMjLh3vpdF0LaZDvNb8lv2ehDuYtk/55KZ+/mkBpf9bG85Dn14+aTnpch16/7KBGnktcya5WpLvS/qy10KxKbsTU5QJObRh2BIdVyY2WznJ14+hPbbHuHfIAOdZy8EkEf33++eelPxyeLmu5J1s2+gqzDw3tcMwYjM5jkAClRm4+2+kBbusz2WoPQFlXnemujFOEXHYLkfVUZfoHo2IZsCaLbhB4acvgIwZGcAPl3GT7PN0CkzWM2YaM/jgAtvUYYDQ4Sqyyo4pus8dnswsKLzDiRHbFkcE9vmhYGYhDzU92FZJrSb+8veK2j+8Ktd+tLR39g6NO208NEsdyfWz/yD1mZGp/aksZLvkcX2tJfo/vJV3K9neMjJU1zDVIUzAQCRmy1SHnIVvc6VaOxIf8XP4/AFt6UOZl0pTNIEWaRyu1PZUt/+TzNV5k+U72qZZ16vX5Y5Ajn+tr/yjXOz3x+ytq+/iuQJqT7Q8p7Jf2Zx1rIM+KLl3KfWUwoM4a2HWk2wbM6VaGur2jrFPP57LLVe7pvrI9161dNc3JPdf7Kc+YbK8ru/qR5okTff5k0KlOt5MWKdliUfJNwOWznJe2VkiBQbfWlc+lAqaDMnX2hsSB5KNxvO6TCP6qeftXhki6MmgaSJm6d1PmbySo8w2R2XO0usVu0rbXEXPbVt2Ckx0wtYsnGjF2YwDpmDEl07FE8tIQktOHdn8WCJPYo4CX6FAbv1ukrfBCTrQnsAdh0E5IpEnV/iu4adY6jWj8aURSLjBu5zaGAUtcpqFCxPiNxpDA0M5aAIthfddHJhCiugWBkNKmu6Kx+VlxJMIhP0vzkroZfWYvkvC7uadZW9QkOjTm36L+qAPWzDsTdmoavfHYiVSc7soAsh/0D38tZtfeL6z7aoPFbXK+zeJGQnogYpKdndGFZFJdMsjvXERn5x1sb02gf8IIiYMHNzuWAACA0H4TXRmLc8AVjCRdEh8vUuMY6zCXE2uJR/TvzwXueVWFTCjYJkX/Zc7jQHOXQwtJMdfgZQql+ZAxhXsvrUUGuu08ZHoMSxImX5ketbuy3Ri7IQSVkFmV0b6Yn1x7cDMFVLfY5homSLIFTcmN6H+6BdN1GZwSqToAaW8R04cGsetIFTLVLc5zAdh1EV78wudePL5voHWQOC/tbwNCC0pxZACY6EKuDsCAeynLdL7pQ+RTbipf5sZjoLoFo6GJlBevFqoRWkjSgNlnud8wgVbBlRTGqs3zfBH4GhgAOHPlIkoTWe9+TiPjaItjUwM4IC5AhFrrdFcG6TA1NC2UANmnwOBihxMlbVwaGTseP9f91bneMQw4cyHY8xmOO3PlInqOdOMFllQTnwSmQ9qnT3/mijHd78p2A8r9BBh653qnuzLAD/2hrp+Exszm4VpbkBIfDyk3idW/ZL6vTCkCIg3NpzETfNoqP5evKdlyo6QUJc04e1SUIwMdpBQn1ynX61u/lDqJDw2cgxxbzoFmpDgTirYi6LkAUZNxPQdKkUzNIMhKS89Xm4AJqSFKKwBfE+fDw8MfNV2KsBz+AXgZpS6KsxzodB0NWpsE4NWU9eWsmbTsyOSjfblm+Tc9ftzeS2sRUN5hRwL3WZrSCb6zx885F+4FtUpZ85hgK+XF7Ic+A3LcP5r5Iyz8n5W7S70P+Pzzz0vf/+Pv2/EJ5DHSIkYeI0tVEnTEud5vbYHxWQr5ucSttmD59hxgZbD7No1J4lxaOqTFjeMtNycgsoqQ18pUWm2Zk3uuNfg4mvfRmn7vO/9yfNnlTaZe6c5d0mKh4ZPOY9b5pEA5o/AhSJrTZNUkwE3BqHQgfRujGUUcU9BgSxfGEAkv55VekpIxaSbN/GfpW+QcdEK/Bj6T4FvzSg6PnIcPpLlLuhV8Jls5j491MVMgJMRdzGQMGud6v4EoCEz6sSSuJVTCgfw7mZSegy7GIQVSKRBq07mP9uPmIoViySB1WVkAzkUhzZnW6iNovxKdSdeCdqlIq5F2n/CyYmaCLLYiz5tklBzrB7/5g4+SxyzdJ3q9nJvGt+3S5ilIovNxgXJTroZKe+0TQnUeuo/248zIcjwf35VziAM5D1nXQgqk3HNfDMxyvE3PU9MdTfukKdmbXYJvLwCUCaNy3Dhe90kEf332rc9iJfdEu0nXmO7KINFuUioGD25Goj3hvRB6XlWZ1olrl3CgucuR1H3MT0utehMBY+bgRl3Iw84DMNITa0pTe2DhkpMdxTK/pWRM/CFwbEm00sRJYMoAYLSURHvCzkFeyuevmmcNHtyM9Mvb1pTDi7GShixxIr9XHCk6c5GBeU53JHUpM/WB69F4jxv/Q8JXP3HrI/toAoCNPCYwYpRlOzl/7nuubhwHmruMG+Fmqmx9vvXyMx3nQCbBqNkXqaWy8q5Sa4y7lOU8fJeypEc5t+mujD1/Umvp7LyP4kjRy6DOrl2yaWbyUrZuC5TTFT+TwDMvIVkzaQVCptf07qy1DQL2HDbt94grGS8in6vX+tm3Pl5JTt95S863lV2MpLvOzvuWt7BMpFRC5KVYHCmWCd0cy3fG9F4n2hNO1HBxpIh12Sok2hNWOPCVkiSvy9WNI9GeKMO7PFs+/qvnRt5N8FmMHq7Za1yGYs9PNER4kLxX836fMMDPS/uzFm+5MA9f1xVoOL4JxZGi5Xc8d4l2w+84NmnfJ4xW4nmfhMasTdkaaVpaBuBITwQtMWuzDsF3IVV6LcfXmrvUHIDK5jyO7bv8K2nwGidaipMSNQAnKKPSXHzP1/PTv7X1QDe+lxAnyVYKeku0f9zKX9qsGGcpoZYmLQRSc5brrCQh+zQG/R2Cz3WhGZTWGGXQY5zpWIOeX9zf5Hx4/nx0VykfXWtKcXRfCejKknvBsy9NrFKDk1qz72x9LFO2T2PmHLSFwhf4JLVV7rW0DPoqTS3HV+J4TFywH0FbaaR1QmvOlaxDenw5tqY5H59ZiYYax2tWQoOcA8+/T2PmxazPns8yKeGT1piB8klTYqmU16qbBEhJ8mRH0blMKcFpzUUjSmuwgNEw+ZzS/qxTNcgHZ9cueTVV+UxJCFqC9GnOEsamBnCyo2i1KBmpSA2O0iPnQglUrz9uzfLvcn7SegBEUj0tBwQeWkqyUiPzmdnitNUPDZJJyAOaaE+UMUfmZHIdskUiYGiuOFIsuwh92qEc37fmRHsCY1MD1kLRNDDoFCeQ+O7dWYviiNGsSBej1S1lc5Fjydea1uL2gPPhPDo775c1PeD4tNZo7SluvT5cEWg5Iz+QFoy71+pt4QdpsTrZUcSJBtd6QS1GW4AS7Yky68mHgq9+8lWshcoEIEYWCloHaRlggBuFj5MdRbxILVk+s5zwFaedajqQKXOS1+kmQOw1DER8prQ/a8+4j6YqzYGfkd/G8f6hoR12rqS54kjRasvk03J/47RV/TsOF7yUX6SW3O5vobWGfG4lAmklTZnwyVzMPskFiExpQMQYiiNFr3/J19cUQFmktQ+W2yCpObGqzODBzdakwR6xd6/VO+Z0zl+blHyXXtxlHMfIZPoCzV2cA82JPa+qyszpehy+jzOx+Ih1bGrAmhOJBzKORHvCHlpKkmTOPkFlJYT6IUCaL32aBE1aUmu9kId1G8i+s7yMBg9utpcAL1Tf8yX4aMOntWtTMi8i+pj5vzSpay2xklbqE4zkHPhsyai1cKDdODQn+uh/JQIxQRYoIVBrpmCgTdkUTjm+z6Qt8fGxTNl6HEkXXCdpRwLPFbu96XaeFMRoHdB0FndJ6u/pADSasWVcgxTAKQAB0aVIXPv2WNO3b376zGnQChngas3ahSTvFp9gqucnccG7g+eOBZ1kfvlyVlLf85fjeZ/ExfzVT76KvRgJTACnBMnLQCMIMBei9vdJkNqbj0gIlZCn/Q6Eba/vWImejEkyaEkgPu04bk5SeiOj1CXe2KZSXoqSWKTWoBlxJaKN02JouqEU+XDNXqfFIOD6G33MUY7xTUAlTVEySmqKJxrgSMz0M1NLoxBC5qA1Z/7W+K40LymcAuZSkh2hKglC8nk+rUELXT7BlMU/mgYGyxiUtNTkLy1aDU4CfX6+iyDOOrRSBga4mjsQxZnI8bUWVWnsDw0+BcRnkYrjMYDhd4n2hP2O72z5cO7jr5IOWGymOFK0sQ2ywAv3mS1h5V6zBG+cCVuP6/s7QZr0pZWGAgr97YB7Kfv4jMS3xoW2JPjO4oHmLlsBUVqLiiNFa7Ghf5mCOa1VPoVnJVbBT9LHTJBExY1iVLSbT7pQFmy0En+fD+IuSF+akC9KV0fG+tKE9Pr0IdF/82lQOoWAIFNmKkWmSlz4mLGGOM02rrhIpYjs5fx931S6FOcRJzkDOo+5cnqOfq4PKmmyiXY3hUb62Hz4lj5HmQcsI+E1E/LRmKZBCXF+dgk6Qtjn417JWPq7vjOoI5aBcoE0LjpejvexorIZ1+Dbd7nfviwUIEoP07xOxtPI9Li4y8a335yLL45Ed0qTXZ80j4lLiZNjxY3t47lxWSi+TByZHlspE0GOJ+cjIS6eRkeG63l8nbiOd/IxB0Hw+0EQ/CgIgn8pPqsJguBPgiD4V+HvDeHnQRAEA0EQzAVB8DAIgu3LPV/6d5a7OGlGZjMJIojmPN+lrP0NQOVoRZ9ZXWtPcSlT9PeRMUgzHudBiDscGhdS2pMRsjQzJdrLo7LlpQxEpi4tIcpxtJkpTquWPxSSuA9sPu6rCgSUm1fj1v6haQ6IsgFWqjFp1wF9m1LbpL8v0Z5w4ho03pYD/o8MePTB3Wv1KI6YOukS1z73TZzG7JPo5RylaZUa2omGqLWj9PnRcsBnxM1B40XTorYo0X0itScCNTnSn2wSkWhPxFotJNDE/KHpTrtP4miBEdKJdtd90Nl53wqC9Ocznkb6pyXE0bgP57SQaK1d7jcQuXOkn1tqipLXVboAV3Im5BykELjt9R0nKlqbkrULRY/vsyTI1/R18/zJmJ7iSNFrpWEpUL1G39iV+M5KTdn/GECz+uwfAvjTUqn0dwH8afgeAL4H4O+GP0cBlNc5VCDTpbR5gSBNLLyQpMagpRbAb1rxgSYcPRcGTunAJ4I0J8o0JZnCIE0bvo2Kk2rl36VgQAGEz46rAOWD5Q5JHOOWQPOOvKzIICXjoK9dSrHS5x2HD3xgmgOiQBzfPhDfBJlLKc32NGdpkBGZcRYR+V6CpDuakYFIKAXcdCXSXnGk6JiSfVYSn4XGxxzlPKXP0Xcp6nQp0r9MV9S41ePo+VRiXEzjYSoRLwyZvqbN6WTShApn7x/jA9Ndpb3n5cpzrpUAXogAnAA7fa74/OX4ihTGqbGTx7E+PC01kuZ0aiiB+018+y4j32caF6R9CmLSMvdwzV4HD0DkvqwkkMr3vnMvaV6m6kpfu3Tb+dK1aNKW+xGnrVeCFZuygyDYDOCflkqlXwvf/wWAplKpVAyCIAFgulQqfTsIgqHw9aj+XtyzpUlxJYxrucIWusCBNuXFmfT0uBJ5cVW3fKYVbUYm+EzZK10zUG5SleZEX/1YmTLlC+GPM19K8Jm5fCk8vtSZ5SCOYGne+ZA0B5TTXZxkL9PTZBCMr+KVr9DCSjVyiQP+j2/PtUkbwIpShVbCHHx7Eld4Is6MLc2rPvOxj+YqzYsXhq/6nyx8Afj3AigvfKF5gUyX+hi8To/vw7dOC9OFbWyfYw/ECdSVcB03B13cAyivPOZzHfrGWgm/lRUfJe1r153mt5LXLdcfodJn/FxWvNMmfV+BE1l9rRLdS/gQ6VKbBAH+WwDsVF4H4P8V3/s34WcVIU4rA+BIj5TY2QKMIKOyGXAERCY9GXofdwHGXdYEOQ/+SOlJmpFpfpEmTW1OrmRekvPhuIwSZsqIxIcMgKEkxzQlKRz4ImQ5lo9wfNKlbz80aImWIKOypQa1nAQZwnulOaDcpMS56AIHsn0dLQPbXt+x5jQZcKjXWwmWwwGDHgG34APxK4PQfMIQ/atNA4Ox2rHGg2QivBAZeEmtQQbjyBQaeVFIWvMF5PheS21Z0iYZtEzhYYQ8I9R5/rSAVByJN6l/bLqrFP3ti8YmH9ER0Ww3S21SRnNrTdDHcyopAfpS5jzoriqOFK0gSP5C94UuiKTHjhN+CdpKxGBfXeSHwgmtRKQ7WucqXYw+3is/k7Sqa0bIQDjyfWZlSJB87kBz14qsBBLeS1R2yajdXyuKLAiCo0EQ/FkQBH/21d/6ytk4LkK2xNNMkrl9xZGic0FrWz/9fZVMepIh+ZgT5yIrwrDdHRl0/tKilSLXv6mNTSGQ4/iYoyYeyZQIMsfx7Nolh0hkazid4yjN6hLPet2+94AbDEEccD+cQKQwQv5t7ok3n1VHTmpz2krgZ6E5wKW7v/mbv4k9rDKXkiY9DcT3ttd3LINg/vhy2QC+MX3fZW6rpH/GV8jm7dK8KbVlCqYUCiUspz2T9vj/bE4vgQKhrtNNN4a+GLXFSq9Xv9Z7QsFEuk90NgC19uJIEdtb3UpUWkhYjkFqeFde99O/+mnZujm+9BEn2hNWU6UCwHPlq4mvfcu8DOLW5rNW6D2hIOhTROg2GBraEZuzHjdWJWGI66BlhDRHoZCCiXRbxJU9lgKpxLdvrXKuuj+DL/iNuOA5TLS7lf+kcKD5/0rgXS7mxdCsg/D3j8LP5wH8bfG9Xww/c6BUKg2XSqVfL5VKv/7Z/xdJkSs5JL4KMCww0DixtSwIpjhSXhqToKVL+VteSIn2hPV5sH8vD4ouUdd7b8EyaM6B/uUDzV1eH2vcPGQOKSMUiyNFG/jB/7XCgcIDc6kB97LQGok+NFpDBtxCK8SBLlXHSOXiSNHZC21K1Jr7CjWXd6I5wKW7db+4zn7OtWt8SyYJuCVI47TUQnowNkVHgtz7OA0SMPTOvsZAFJEt/bsMQuOFJIXSShqrbw+aBgYtHoCI/re3jjsanSwHC5QH4BTS5TnEWvCV69c/0kdHjV1bi6hJJtoTFh/r39RaoZR7IQUDneNaHCkuV2DkvfG6n/v5n7Pz0Osk7slj4uqBF0fcuAaZS8xzpX3qEuccn6Bfa7eF3BPJ83g5Sl7HMxOXtiTH0e91GdrBg5u9TVNIcxSI+cM5SJehtFLqeWi6l9+RKYpSIM3ceGzrNch4GglaGRutbrHPqmS1kvAuF/MkgN8OX/82gH8iPv/Pw4jF/wjA8+V8fdK8QyIlM5DmHe1XIrFIzUEW2JAEpSOiKUn5JEf+JoOSphUAZRqUvZBULvW6bJWV2Cm9UZqqpC1LEwg3dLlo8Idr9jp44Dx4wDUsJ6xIxkwil6XyGKXOgiqMiAWiKlA08ybn27C9ddyJ3OSP3O8VwHujOb1eAI7wJX8kkwRMU3R9Kfki0IGIUWqNrdLBlPvCQi4vUkvYdaTbMkdK7YyC5/OklWTXkW6HYUocy3x2H2OOKwWarJnEhTzQOLHVMetRGJTui9HqFms98AmCxEccDrSWz4pmNG9qoDuLZl7OgbQHwOaYEzivZQqMvDe60wKAb51AVN1PlvyVWQC6qIW0UOhzLV1H0jJF/ia/QxcOaQiINERpnWQsydTlQtn4PNeShnw0L19LXkdhmMGt1Fg5Vu/OWqu503KpQcd4+IoacT4rqUwn67P7+s5LSxEtTMtpypWU0BX1Yw6CYBRAE4BvBUHwbwD81wB+D8AfBkHQDuAvAfyD8Ot3AOwFMAfgpwB+ZyVjAG57ueBmCk2AyCEL2ywiqht77tkZNF3vw91rxqSWfnkbndUt2AagacAQVf1oxilwwc0arW6xPYe1mZvdZ0arW5CW7dBghIPc0304u9ZlXPJSAsqbCWxvHceDiSyaBlIABgGucyBlC3/I2rASB5wLxw5uptB0vQ9f3mq04yfqxm3aGA/UqQ3D6GmdxIzoU0o40NyFErrQNFBeS5xjoytjcSEvZdv6smYz9hxewllEfanPPTsDAOisbglNio+QuXEHYx0AbqBsDqNT7P08aHv1Ah+P5nhwggHTI5V7AMBJG5HQ2XnfMoPiiPHrn+woIj1wG5nqFqRh6K3nSDfqG6ICK3ZtN1M4oHvEhvvA3wfEeC9SYUezG27QH6H33oJ9zrqDk3iRWsJ0PoPS/D4E6RS49/IMjFa3gGxBNjfR+NC1A9zgt6049+yowUl1C7Bmr3VfPJgI+/O+vIjkvHnGhbx7xsemBqI8bYw7F4rEO7trQTWfz9x4jPzQRi+TbJzYChwu4EBzF9YdNH2CETJL0lmTOP/rfvRjs+4PTHc1638hculg3LvOUnjGR6tb8Db3BFgb/X/vzlpMHzJnrHHDMPqb92H3F7O2RCf7F0veptdMfI9WtyBBrVDwHNt7uSuD+oYlzGYfIffU+FoxFM4jFL6fX12wBU4utI8DGLe8ha8DxfMI5Dma3xDWZbtx4GkXXqTG0ZOtsr3Iud97Di9g/aUw6HRoBzpxH+fDu2LmSsrlJyEOJN0R91qA4LzMZdxtz98gNhuBT2UDmaDLxwBgBWKZLnuguQs5gQv2ac8hPg3ykygw8u2Nn5X+0dV/ASDqfCQlal5shbQhXBZ4+PJWo0Xq3Wv1mLpcwIMJo9mSWOlrIGOQEhIZUa5uvCyaUDbapmTjm8ds66MyRknGMNtqmsXXj2bsvDQxyouAaydxyibbOjrQV8SfEbnNx0zEoE7+p5CSnG+zeONrrplCiP5cNluX/WIbJyLmPFrdYjXIqcsFJ0qy6XpfmdmH40m8pF/exu4f/uijtX28seONszYZxayjMte/MUU8ZES0FI40cH8pKPG1TB2T+6AbZlzIR5I6BTLZsF6bOolr0psenyALvXAucn76OzJCuJAeRNP1Phv8w/Wfzs4BgLeZhy9CVp4vPaZkjgQpLO060m3Ni7m6cXtZndow7G07Kc+f3BvSXnAzhc5/9i38xdz/8cELjHx742eloe/VWPrimgcPbi4rDMP9kHvOaGCdcaEFSBnPoS1xms/FNWkBDI1pvivN6qwf0Z/agtPZOcf/TT5GPHM+FPa1P1jOlfOlUJh+eRtN1/usq2z60Bn7HnCjsXN142Vtf6XSwztAatSysY7k/1ZBCml+tvURViU34m3uiRH+YJQS8o9kzaSlvWRNKBCG4ItUj2vY80mU5MSGX0GubtwyCG6odKY/mGhDaX/WmjTe5p7YQ0nTxsmOInZ/MYtc3Tje5p44jJ+mFm4OxyKh5Opc6VVLsnIeADBz5SK2vb6DmSsX0fOqCr07a9E0MIimgUH7t8aJrSjtz2JdtgrBzZQdE3C1Mf5N+iRK+7POe8KDiTacXbtkfxOYLnKyo2gvSgmj1S0opKN1NA0MWjMjEGrQ4qIIbqasqYsafa5uvMzP2J/agtL+rJ0vzZonO4zZ6+zaJTRd77NSPsc60NyFXUe6nbVrM+PHAK4tuJmya991pNv5TnAzhZMdRUwfOoOTHUVrQuvsvI/gZgq7v5hFsmbSriW4mcL2VuOyoPme+PFdyhxfM0hevDNXLlp6mbly0dKZrJtNi81odYstOEFc7jrSbefAMYhrjstzwtfbW11c5J7uQyE9aLW4/tQW9N5bwO4vZhHcTP3/7X19TF3bld/vQGPkII9jyCu6OJ28GZE08VQo2JU7iKkv3JFqhrYOzgPJPOFOWzAEKiy7f9CBkRliS0Z1/7CFJ0ZgM03GHmOJa+ESiYHJzDXX0tWN3Ni0zNRNZsjoRS3ckjxwCCIIHHP6xz6/fdbZnIv93rP5ylkSutzL5ey91157fe31oSPUyYioxPK5shwsccI9l/MiviX0vP+ung8hfnBQf7/z8QzaDvShcHXEEwgazhkGAH3+DlcN6rNPd72uQ/6p5x+VdD4WzGd8xoMTrpVWp0n/3HN5bXCq/KxH0ZAKDnkm10qggJEKCQBNj6QnvxRUPp97Tp5LGL0xgXDOMApXRzRf4bO5r/J8SX4i52ACzx3/Zy0+B0DxuoHsSs3ziD+ui7UTiAvSsORpkufwb4DL64+dOedxr6/F57QrvbglT981k+bCOcNoj015rjDj8ycwkF2pf/hs89UPtoXFXGTl2+MZDZ68X2ro5r2dzCFNVD3TmnPZyQQWMmd0Pi2tVbqpZW4jAD3WlVshtNanPPmXdNvJQJZT5WfRHpvC6I0J7H+pNDYSrIzOJlDDY64ftUs+l0QjxwjVhTxdTGjhEx9Sa74cKfAcPDJCErJ0J8oxpKYNwGN9SVyn+lPrcgepRUorSlrsC5lKey1vLtKa5ULmjGbopnYu94Frb63fvJKcRVa+/WS8BQA8tCA9BGTuEmg5kFFkhHO1BUlNXloS1MTlmhlxC0DTm9xz6TXq7T2in7sWn8NiZAXlzcpDRNp9Gq3WlkJGOFd7i1i6lX+XYOb70tLkHLkvtOwA12KVVsPojQnsi2Vp3BSujmgauXIrpPefkC4Cn7TP/SCYdCfpCHCvkXgG6R2S3iIzL9g2sJ8XAAAgAElEQVQ8+1/+Yt+mtH2UrUaJfzM/ncKCtMcykIASEFJ40lKUXgRpCUorWJ5pYP3n3G8Cee147QWP1U7FXPJcKt4UgibvlvsteQ9prrXepXnORdI9n1800IT9L/OVYTZ/wpcHkn+S7kJ1IY8FTV5vep4AeDwXlB30DsbnT6A9NuU5+4A6/+O1F7RHkmskrUmQ+92xnIXM0vbtazFnfjFjnbZ2ca8rEMZuF+F8MXTVJTLBkughhHOGEc4ZRnFLHp5Gqz1Ryer+WUUvkmj3xbI8m8IxWFpuXyzL9x4PUG46lmQjo5ncU4GHQyW4HCnQltTkngoUDTRhLT6HwtURnC8GFjJn9KHgK7U6/pjzIOPm9xlcQbcR3wOuNc9nScteAp/L8YlXSUAc1ySs0juX9Dx7e4/g4t4VpS1OV6O4JQ+t9SltsS9GVjBee0G7PqmoHK5yaz5zz+XaNxMyv5jh2QeulUFL1HpLooewGFlxYgtWcDlSgOKWPCxGVrAYWUFxS562Juz3Yng4VIKapQdIVD3zWHqt9W7FNsClRdIb94b44F7yuRyTOJ6o6cGVWyHsf5mvrPbpai0wCbR0/YK5uG5ZoY1zlEzr2Jlz2lVdNKCY1ULmDB7dvIbk9VlNawyKm9xToc8H91+uR65RBiaSHmT1sp7338WxM+c8OeID2ZUI5wyj82g+OpbVeSTj5vfpUertPaLnYl7/kN5M5vk24fM5aiziG4BnPr29R7Q3oCR6CPH5E3gardZrzAjnag9deLpaX13E50/gcJXyaDH+gedMKoHEAfkMwUwHYvlLaYB0HlVpoJLn0hDiHl/cu6JpmXOQe8x1czzJY0gXF/euoGbpgb4mWYvPoWigCW0H+jy4LDuZ8OCiPTaF/S/z8ejmNbTWp/SczPWZijHPIL9HGpL89dHNazhcNajlD3F3ce8KHg6VrJsbzx3pma9cs9x/P9gWgvnl364BgOfASkhUPUNrfQrlzUVaKx6vvYDk9VmlNc2fQPL6rGZO47UXdCg/u+6QQZZED3kQIhkAN4wIlEKoPTalmTNdGgDQ9bwB4ZxhxA8O4nKkAE+j1UhUPQOgED+5pwKt9SmdwsGDIvslm2NKyx1wNeZ9sSx9aEdvTKC82U2Z6FjO0mu8uHdF3RM7GrcU/vH5E1oo8uBKQuVnEh/EQ+djFehx7Mw5FLfk4XwxtDs3eX1Wj3HszDmUNxdhILsSRQNN6Hw8g9I7l/T9rNROOV85z82CmYw1jQcKWakk7H+Zj/jBQXQ9b9ARyYBiCPK6oOt5Aw5XqWsV7g8tjH2xLPT2HtG0LRmR3HvSghQckoGVnUwgeX1WM5FjZ85pASTveeWd90B2JdpjUyi9cwnni+GbYsM1S+EkzwcZePL6LNpjU3rvnkarNR0crhpU3qnaC+g8mq+FMy12diHiWuUaeQ78BDQbhnBvTDcvlYOu5w0oGmjC5UiBB2fni6HLRvb2HtGMEvCeiYt7V5D3g49EOh8bZjLWPIqwSe8LmTMeIyR+cFDv/bEz51RcjWNktMemcOzMOc0X9r/MR2t9SucX8xzL8aRiaCrCnAv57eSeCp2mx/0FFA+l12i89gJGb0zoMy6LPAHQcwK8BoDpPeJ3GVxYeueSpt2S6CG01qeQqHqmeV58/oTGBWONElXP8HCoBAPZlSowLdMN0pL0xfMmFVJTSSmJHtLnn16A8uYibYQx7gNQigp5hHTxU8HnOPR6kOf6ZcsQtoVgzjzyKfT2HsH+l/n6Ql0CNajLkQKM3nDzhsdrL2jtbbz2AsZrL+BwlXtX3PW8Qec1EikUmgSmeEiBTULi+4XMGRSujqC8uUhrZQxYobbasZylBXR8/gT2xbIQnq7G6I0J1Cw90POQwkh6BOSYJAoCtVJaqGO3i/Tf22NTCE9Xa7xlhHN1akV8/oQWEPyh8ObBJQ44B/kZ1y/3ZOx2kT6UEzU9mNxToV32EqcUXBM1PbpXrlQkZIQvnyuZ6mYB8cAfHlBeT5BJyACqh0Ml2qXGfeArD6bEHfee+0p8jt0u0njn/5vrJ37W4nNaMcoI52rmSJp7OFSiabskekifETIrMjb5TK6Zez12uwi9vUf030mrLMXIPZVMLHl9Fvtf5qP0ziVtoVA4k/ZIMxyTn/FzMm85NumhcHVE46e39whqlh5gck+FxlPRQBNK71zyddUzCDIjnKsZthQcct2ZRzanH/PP5z7twYGkBcAVZK31KbXnDj09HCrxKNzyKi8jnIvwdLUWROR7XCf3mF4u4pKWNV/JBzin0RsT2vPIvZ2o6UHX8wZ0PW/QljJ5HedEYOoaxyDtk+a5x1w708JkeeGHQyWa58fnT+BypEALYt7rtsemMHa7CBnhXMQPqtQ40rzpjZPnnZ9LfkoFtnB1BAuZMxofpXcu4fjpCa14cy94lcBn01sVPziox+IrFSa5D+ngtdKl3jbMLL0QpQWfePLExm4X6Ug/RsZCXQuqC3Xn0JXdyfVEzEqQxMHNP356Ar29R9DYOILOxyEUrj7B2G2nqgzcZ/Q6YfiACn6w7kewFlfWSmk4F8V78pDIGdbCaOxAH8YwheT1XMQfD6LsZT5KcQltLXkYuw0AeXo9ZP4q3N5dKyMfeWCUex7ofKwYdPK6WxsZAIpb4Lg2AdQChdmVGK99gLI7l9D5eEW7eQBgrBkoXE25KQailKc3H3AWxS3qwMj58bsLmSEM1FciUfUMa3EgeR14OHTC+X4CwCWUAgCOAC3Q1aHkmtR+jwAIOWt+PXp5U/DzuU9rPADQKSekk+R19b3iljwUZlfiGJyI+9gUki/zFd2dTKDtQB8uDxW4bmvnnolMpvOxt3exei3Sta1JB8dPz3joXeUnjyA8fRYXxX3qeO0FjDqKwcOhE+jIGQZyhrU7cxRw6vUqRQ1Daj4l0UOavhobHdrW+x/SdKfoqwg47Qa7AHlIOQpveXMREJtC1/NrKA27kbGAuKd2is+Ep6uRWu121liEQqTW1dgubqlA0sF54ao6a5yTrAUOAMk7l3D8seux4n1jOGcYcUDHBcQB5w4ezn0/99mla7nu/C9vWGDkjcFeewGASxuAOtfqdydWBXCUjwmcd1p5SqUjI5wLRKH3u7E+hSu3ZrSV61cG1q3tngdgQs9Bvic96nPaCyShIu/DOcMerxegeM5a3Ll7PjiI5PV8ALk6nUjTea9bY5tnCnD3ggU7eA1pxusAai+firgaZr6wZvhETQ/W4ueAvdDzkXJE8h3SPaFwVckA8vrCVVdoF66mdI0IVmK9HClA2OH5Y1A0SZCK9ULmDFAPwWNmdcyRUkzTEAm2icX887lP69/N5O3C1RHt56cWaVq98YOD6Hw8g6fRaq2R9PYeUeH0jsYp3XjugfDmP/oJKG4k734AZTGURA9ptyFdfUUDTShcHXEIdk7//8OhEh3BxzFkQRRqUiyOIqs5yXl0HlUap0xV4Xd49weo4IaB7EqM115Ax7J7qLueN6yr2gPAU39X/iSvz3q+R5jcU6G1brpzpBZb3JKHtfgcHg6V6AjeyT0VHk1e7rcEv05Nbwu+9OsvnEM549lnHXnqUR4ULEZWtDbdHpvSVko4ZxgTNT3Y/zJfW4NyvcSjfOXfuJ9k1vx/M72MQTO0ENfic2iPTWkLR86hPTalS1W2x6Y0fcl1ke4AaK8GQbbU43sy7MuRAiSqnulc+o7lLOUxcjw3tKDGbhfpsSWzJSPmj0zBMemhUzB5WlAsaDNR04OFzBntQeB4JsgxlPB399Nc99uGz3/+07r4TnFLnofW6JXgeQxPV2NfLEuvLTxdre/Uk9dndeomg9iIO3m3Kq1R4pD0JWu9k++YijNxsxhZ0QLwyi23HC89dB3LWXg4VKJLo3JNks753OKWPL12P15MWgOgPZS0LiWdAfBc3ZRED3lcybIVqHw+1yRpzVw/4K33z/KbXc8bUHYyoYMcOfe1+BzGay/o8cLT1XpP5BqJb1ZqTAfbQjAD8ITgm30/y04mtHuaARFSEAGupiwDBswcU9lDVz6fr0wW952f+J/W+hRGb0yg7GQCgLIg1uJzHtdERjhXr6nsZEKPIxudpyVeg7gIvM8pXB3RVgKVlv0v83UAwv6X+ZjcU4G2A31Ku4YiLB5Ys9auLCvKOXMOFOKshWwSWjhnGBnhXH2/DygFgG7WxciKvn/nPvGuSu7363SjetMws/TCU07V7JwDKJwzoI9KCHPFea/U9bwBGeFcfQdIkK5dSWd8lfsMeBUAfmdyT4XHZVbckqctGHpp5H03gw67njd4mh5wfaYyxt+lwij3gmdCno2ykwnE5094gsxKoodQdjKh3as8G1LomjiQSiDHNhU3QJ0VBtRREeG9MlMAqaxz/HDOMJ5GqzHpFD2hADTXJJXlzQSJf1nnmy5T4prpoTKuBYDHci1vLtLBUuZaeHbl2uUcPPQh2mdSYSlcHUF7bErjue1AnxaUbQf6sJA5o+l/o3XKs+5H5xIXgLJKyStpgDAgTgZUlp1MoLy5SBtFJm+Rz2RlRI5p0qUfjqgsrcXnNL1TGa9ZeqCU76P5yAjnrpsDQZbu9OM3frAtXNm/lvsLTQSc+PHTM6KqilqU0gxH0B6rQFdND2qWAOCIg9AEilsOAZhC130VYh9/PIgyqMhNnJ7A2O0KFLeoZwPciAnPK105dLl0Pp7xVHoad+a8L5aFhcwZJF86QVEAOqE2q+1AH0Yz3VSWiZoeXH4vBuv+A3Q+DinGf7sIjY3Kcmjsd/NR6V5maoEUom0H+nA8OYHeo85cai8gfAZIVAFrcSBRNYeSaB8S8We4HFHMm67s8VpVVKBjOUsHpSlrvQK9R2fXrV8K41Q/GSx0igz/PgYAUSWMy+5cwsOhEzg8sIKumgZkhC+hvDkPyaOzan9ifUiedF6Pel1Wk3vceXzvj98gcW0A+dmfchigVxEqXB1xXE/5aMyuhB2txvGDgwgvP0NJs0pVuwygLdan557ErHahHT+taItVm+i+AnyULkHjysIdwXGRstKxnIWMo256nmKUFeh6fg3JO5dQ3NKnFSEA6KppQFu0D4XZlRhofIKEE/DX2DiCUJ17ZeBeg+TpPWb1NrpSKVSLW+hedxWW5PUExmuv4fDACuLRaiSqhlHccgjJ60AZlFBWjUyygL0QKYPuOK5bU4F26zsWBXHV2K/qExQ7+FZBR45LHYreGS0fn1cKYEZYXSVJ96q6A50D9PjKpU9a2Az48Y9/gcbGJ3qPO4/mo7FfKfr7r4u2io9n0JEzjLKj+ShuztOKrQp0TWD8eQ8m9/Thyq0QCuu9gk5Z1ApvPMONjam0hodrHbvFS8qblXA8XKV4LmMqLg8VoLhFuZZHMeOkF0ILLbZA7HysXLqke3llUwiXn7hXcmrt5P+hg4OIP1a8Ou642juWszAGdc89eqPJkxqLqizgruKRuK0q8rlXVC6vb2xM6c95debOUfHh43UhpPqpoFRg7EAfLs+rq6qB+koM1KcwegMAmtBan8KAk5pY+vISrmRCXSk6sJA5g8J6dbZDcBUu0l062DYWM5Fz/PQEElXP0LGchUTVM4/FSM1w9MYEigaacOzMOazF57CQOePcvSpXAyvCMCCCjQf4bMC1DDqWs7TgX8icwZVbId3Wj5rR5J4KLGTOYCFzxmO501KW0HagD5cjBShvLtL5pQPZlfoukuMmr8/qIhVXbqk8O/kecF2XfCVe6DZh4NnFvSs6Op0HuD025SlMQGuaNY4pDCSO5fp5wDqWs7RLlC31aG2M3pjA5UgBjp+e0Dm2Mu93IXMGiapnaGx84snzvRwp8ODgyq2Qnk+6NpJvA8gk5Q/X1tj4xBPVCSh3HunncJWKjE9UPdMBKXTp0g1NXEvliuMQN4mqZxrviapn2rohHkqihzx0B0BbiwD0WRi9MaE/H70xoWlIpstJa5j0zD3m3zkHqRBrpeKx+v7x0xMe3EjrmJ/z/PHsMc9dBqVxDvwh/XO8hcwZfR4WMt3OSsRH1/MGXXmPOayHqwa156xjOQvjtRf0GWUapZwr6e/HP/Z2fXqbwPMOwNM/WxaKARS98YzymiicM4y1+ByOnTmn+QwhfnBQC2LiOlH1TD9T4pw0KPeRe7//pQreC+cM6+czTdQs9CLpLJwzjOOnJzx11AFXGZV7K2lLWpTcY54lgqym2Hagz7lTntP1EuLzJ/Q1C70Lcn3SC8S1k+fy+RKY+lq4OqLvlCdqelCz9AA1Sw/QWp9a59Yfr72gAyG5F2xNKtdNutsItkWBkfwv59sN327wFNegtXk16ZbbBNxUHrqrZMg6XVyyLBuLXADKxUtr1CxULpO+eYFvJsJf3LuiyzTKqmIEEi1LN+53AoR4F2TWpGYBABaVMNNp+DuT9SUeOI4sSUd3kjxsLPZBiM+fwL3R7nWFVbhGrhdwU6f88CVjAWQuNa8UOBcGSD0cKsG90e51TJ945/Ov3ArhM2v+ZereNLzzzjv21Px/8BRlAdziGiwqQ8vxfDF0YQ+69gCl9EihxL/JUpTErVlMQeKfRRhkKgng9uNl8QxZaIQFUYoGmlDe7BaeoRAmnXLP5XMBeIruEA9+xVAIxAEAHefAKwvSGgs/mB3FZEYC6Z7niq/kASx24VeYgiUozaI70kXKcqmHqwY1XrgXXIcc/5v/8pv46U9/+tYLjLCojSwmIzMUCldHdIGR9tgUCldHNL+TIMsIsxSuTNMEvAVjAPcsb1T8IlQX0gWM2mNTuBwp0IoX75hZbINKOHms3H+WGeVzAbewB+ck8W/WUiBdMrhPFvVh+ihpTxYaIR+kJS15iyyYJAuqyCInZvERFtdh8SZZcthMmWJRFMmTCXye3O9tX2Akfy0DHctZuhk9N4j1do+fVjWw2Yc5I5yr84qpRS5GVtD1vEFbp6z0UtySh6tJFaW60T2mTP4mNN39QBOV1AKlUG6PTaHsZEIHnTAg5WrSDYii1RzOGdYRk9SaWSmGzcCJAx5cWXeYBU72xdT/8c6E86LlezXp/iSvz2IxsoJHN695rCd2SpEHZTGy4qm4xH0wtcmapQfaumXEN++7aakvZM7o9bN0o7SMJY75/HQdmt4WfO7DT2maAlycSRywmEh4utpTbavtQB/aDvSh9M4lLZT5/7xbDucMa8tW7qnUlrnHUnvnHvN/WFRGpqbJPHdWuQKUcii9QG0H+hA/OKj3muNJ2ua8AX9c0OIhDgpXR7SnhffNzN9fjKzoFD4+78qtkG7XKJky8eJXcQyAxgmtJ5nPXLP0QBfb6FjO0mmJsvsPzx6tlYHsSj0vji/pbzNg9kvrq2JJjx75g3U/gkTVM70fTAviD2vZtx3oQ83SAySvz+o95Rqb7n6gaUmeZX7O73NfOBbTgoi3tficLiDUdqBPC2XylfHaC3gaVTRaEj2E+MFBvd8UsDzb5O/7Yu6edix76Z20wMIq9NLR+0nFtz02haa7H2jFgQVXxmsvaFqUe8t1k9cSpMwhXkxPI5VRemlYVIf7AbjGCmny0c1rGgfSA8Cx5RxM2BZ3zIsfzmrt5Wm0Gocjg6ipeYBxNKnqS0lFqJ13LqG4OQ9dtQ1InDmHeKQa8b1uisrY7T6M3pjAw3IVgHPl1iCeRguA6QLPeB3LWXhkpBQ8jcYQngaeRoHwtFtDumZJzeNypACPbjbo5PWHQ9DW1ELmDNCc55TAzELGnVx0xOew6Mw9nDMMa+kBFiNNOBY7hyJRFpDa8dMoAMe6kDmZPMCHqwbxSJQ27Hn/XYQj6r6HKSbY40SKO9p02ckExmsvwI7GUHYy3xOU0HT3A/TEHK0xqYq4yznwO/JVNhuYjE0hPl8gLMoVjOlydefwCNdwuAqIJ90Un9KXlzzdr7gWKSAUU/nG65LOJ4LZL6nXp9Fqz7q51mM5qotW8s4lPBwqUAVkIgWYdCwZVn1rj01hFG7cAvGsi9lPA1eTjjdB0Ji1FME4nIYTNyMYT7pCfKKmB8ecjmrhabX/SZY+PNCnApucebTWp1Bz8wEKsytR3lyBZHgWuPuBx4VGxheOVuNqchA13S7929NOIxF0OwxqRTP3w7cG0Ygn2nvAe8eSPW5uO0vVxqPViCcHkVh+hkc3leeKexrOyUKRwIek79Lua7Cd8/fofgS8omu6W4lQMoTzxUoJORVVZ2UyNuWcm4RbcrO+ElduKVzGH8vUMtW1iGewqCqEuHOmOpaz0ARFfzlrP/tkxPQRQOKAMSiPbgIdZ86hKbsSp+Bcic0XoL15CgkoS5jR7GvxOWSEZxGOZyG1OqLOUe0FgE1I7j8AzjY5hUHccWsA9T67cp1QkH3TAdciV1b7B0i8D5REVWZF6UmVhokk0LF8TlfFupoEjp92AjzPqq5xbCDC/Sat8+yfip7FvbtOCVGHDwHAlapBPC2Hk1pUgfHaBgzUV3pKHctrS8650ymHS1rjswnkd+j3rj3Vr/Dx6OY11EDR3qnyswhH4ASvVsO67zYUGXPw0rV0DW0H+tQ5HSpBp8NzAdW0gl2+mu56i+OEp6txD965Sdg2ruy7R15ql5tfn0q/TiXSTcVuUoBbJxqA7i7DlnOA29pPdlGSLmrA7QRCNxLd0bJgPGsGy4g7dhopO5nQpRpZOJ7uDlmP1ez+w3FldxjZNILF1t12mFm6VitrE8vatWaN4WNnzq0r0yk7zfA9AM9n0nUo58O61zIine5rea8s8SZxYXbxKu3u2dTuUg3fbvB02QGgmQw76xCIQzIG6TqlK1F6OGSdctk1jCDrT+tWcCJflXSgWoZWa9emHJOQqHqm7+BklyLpUibdydZ7pH25Rtn5TNZbpstQdrUC3Ps7mWrGbk+sFU6LnW5oSd9cK/FEYI1iXiGx7jddjRQcMveV9cnJD6RXiDxBjkn63qzuUuR1EgcE2XlOzlPWwZcdzah4U/iRH3CPzYIrfJZf1zN+nzRvvxfTilh7bErf5QJYd4XFa0TeDbPLE9egW02K32XTCnn+ZeVB7rFUEmgIyWs8zkV2FOT1Ec+CBNk5jvRmvpfd3YhbOS8ziJPnjvTHaxOTDwDezmrp+gJsG8H8Z5e/qzfLbDHo9jNWmyTvk7hIMkYefFmEHIBng83WfrL1oCRoKax5ryLbPsrSeNRmARY0cIW02VZPzk+OL8fl98nQZfCPPETyPoR4MdsAyv6gUgClazkoWz7KlpSyKYIsq8k7HxZvIYOkoFLFLty2jhIPZotPIH0rtDcNFMxsQyeVPz+mRgWE92kAdBTr02i1LurPdoOAt9WjqWRt1AKUfzeZt5+CSAFotruTzS1MxVNbLIYCKAWyyVBlqUNZiIXpZRSIdOsDrlChYixbP8rx5ZmUwDtmuTcUFKQ7CmVak+adpnkGSGek7/jBwU27Yyavky01JaMGvKVbef9KfEuFUCrhZhtFP8EPuDQlBYfkuwTZGpbvAbe9JwBP5ga/I8cH4BF8cjxpYEmaA1yFSSpifnst73JNwWe2NiX4Kb5SLphKEUHSv2w3TNqncshAMSon6ZQgzi2dEbItBPM/Lvgtu/e3P/QQhjyIZh9aQAkhXu4zB1AyJxZ3p/Vi9nmVAtgMbJIETQKWmqS0GgC3kxSFYUn00LruTyQezsG0DAD3YMjewJJY5fxMDQ4QuYJORKz0InCekmBl9xSzF65fwBc1WlODpKUmk+79LEgqV8SpHFfOZ7MFswTZl5tgBiUSTIsRgGcdcs/JjKSCAngFpNmDGPAGrPA9aZ7BV7ScGIQmO0tJ68WPGXMOco5y/dLCMYWH7M8rlWXTSvVjcnLtpqeG+wC4Z4B0x2exgAu9VoAb0yEjeM1rGDmO9JR8vf4r+OHci7ffj7ngt+zS3/0dAN4uW/KscU60gIlnv4pY/D7jDLjffrTE7wLrvTV+eyRLqjJ+RwKFMiPuyRekIs5exwSpGEjhLYP86KnkWmTHKApnt5IZfHtwSzqWHiGz9zrHT2f8AFinGNGFDngr+vkZhrLPM/Eq55KO171SMFuW9ScA/hWAn9i2/U+cz/4LgH8NYBXAjwD8O9u2f2ZZ1rsA/jeAHzr//j3btr++4QDwtkIz28FJxmC6soD10ZhSgyOY0aES/ASQ+XcTyKh5+M36xoyIle30TI3OtAwIfsJQfm4SjOnSkeMTaDlJ4SC15nTjppuLiQdzL+SBlTm8G61XHs5v/LNvPAEwibdMd6Zg9sMxgYyKyofU2LlOCgLi24zAl/iU+2r+zRTSVMTInIhzP3ynC3BMxyjkujkP2VBeMi05D6kQA+uLo0gcvIreTbp6Fd35gczBJ71JV6ZUekn3EvffefQdpH6Q+q/YBF73ta99Ta/L9CKYtCd5jcw9pwKWjseY+DO9UvI950CQQsqMfJd50PSWyHkQx1Lo+fFXc04mrRHk+H6eA0n7bE9p7rkJ6ehL0rmpsMixzWJQ0kMEuNHwNEhMRV9COsH8OsFf3wLwxwD+VHz2XQBttm3/0rKs/wygDcB/cv72I9u2v/Iaz9Xwqc+6yf0SSfZ7MYyfBUq7FZIe3YzogBi3fKFbDIFCwO9Ayt9NIjWZJH8/VX4WcXjd2gCwL6asmORLJ+hJ10Se0RsVSoZwtc7tlxoSGzOO9fN4lWCkFm3dj+iaxfti7+qiCZ5i8EdnPQzqah0ADKogmGn1vHuj3QgJ5iTHNBmhn6CSVmRKNyBw/048HE/OeAjVBD+PgAPfwlumOz+QHgNvqoSqla1wGlonlI+fnsBFZz3Etylg0wlD+fdUf8rD1ADA6o7gaTSGw5FBjyJEKFwdQapfFZSQ1qrEtz0dQ6q/G/fQ7UvvEuScGcgTAhDHoBM45Y5P5hiqC/kw6UGE6kKa3uXaTVz4zSPdPan0VgHu3bZi2CJNSGQzUlhYS14madDdt7AJvE7iPx3DlsDa2IBbN58KWGt9CugHFm+FcCq63jND8KM9gjX5UG4AAAvaSURBVJ9QJu4Xi9X5BuCpeQ0I2q/z8rrxs17lMp1i5ff5+Nkm8NPS7h403fWmxRFYHMmjkGZXAg6vJc2lUxLSjV3T3YOBUTj82r3C2Rd7F6G9Kp8+ZQho7gFh0aF/7al9T529V40v4ZXpUrZtPwIwb3z2F7Zt/9J5+z0An3vVczaCFx++0BNO9ac0wVr3I0j1p9a50s4XQ6drsKSetMzYMq5ooMlXYwnVhdYJBFMoA4pBSTfMqfKzCNWFNJE0Nj5Bqj/lEco8MB3LWUj1q25FtFS4Nrk5Uhj6zYswfrYJ8YODinCd77FGt1RUpIIigeOn8xyYIOfk9z9Xk952jfLuh2O31qc0DkioZgAU8WES6mbQnRyfwLXKfb+ahMY3v88uX7K1aMey28rN9NJstPd874cHMoZwzrAH5wTWm6Zw5HckvnkG/MaUcyHI380zAKjzR7pnlTgqhWbKmx/dS5z47QPHl/gr7e7R3/FrVMO9OH56wlMe8sqt0LrrEpPm+LrZNOfnRfFTRFj4RpaUlOsL1SllTArldLwknRLEOdnvxVCz9AD3RruR6lftCUN1bhENXXta3K2S9v0sdrmv5jxMXPiBn1AGlIIi3eihupDm+YBLdybdp8MJX8edaHbC+NkmvXbTamYhock9Feh5/13PXkhey1fJU/3Og4Q3kcf87wH8uXj/G5ZlTViWFbcs65+/zgOkFgm4TEoiiQKJTIdCKVTndqABXObI71GY+TEIv8NpHhRTKJV29+j8YyK5uCUPqX7VsYkbQ5fmvljWOmH0OtaCxIMcm8xWVg7iYTWL8VM5IIGeKj+LmqUH6xixySTSEUyqP6WZNBklrTMZ/EYmTYKlgJZ3nH6M+CPCJ6a7Fx++8OBCvt4b7V53p8Y9Z2UwKkIb5ccT33yuPJQS7yYdmDhpuvuB/h73nlWTTEWM+841mFcWJl2Z+55uXyTtp6tcxN6znAPpTsJG1ySvYlinys/qsXvef1dHprNBQ6o/pfeD/a05B7mf5hxefPha3aU+Mc1xbCkoOA+ebUkfzLslvcn6zizgQaE4kF3pEQLpwG/vCaQZ8grSXWt9Ss8BgO5K9qoa935CkZ+bf+dciAPlJb2mefq+mFuFkAoCO8JJAwBQfD9UF/K9qvNz55vCWQLlDWNqzJrbpiFiXluaHsmN9obwiQSzZVl/COCXAP7M+SgF4Ndt2y4C8B8B3LUs69fS/G+DZVnftyzr+7/42S98tXgAHss5PF2tD70EqT3xDu58sVdbl+4MUyilY0jywHAe9nux1+4Z3Fqf0gdGam5yXJP5+REL4FpO90a7PXOQ1io9B9Ri6Tl4XfBTjtIBFSUzIErvhfMq5zCQXenRYv3W/DrwpujuxT9wmbF5YKgQ0nKgQGQDe85VdmgC3MNJejMDXNKt1Q/3VILoqZGeElrsyeuzmvb5/MXIiuf7G7lL/RiWnAOBbn0/2qeXpPPxjFZMOQd6evwEbzoaSOvirAvBuh9J29qVngNTYKVbrzmHjeBt8DoT/JRBFsWgAmJ2HWMPcan8UBj4WYimImp+jwKZfEYqQaG6kKcTm5yDxLP00MixTV5rGkr8nHtteg+a7n7g6VAm02P9+Bz5P8HvDJrjy8+kx0kCaV1265J8Tho/9nuxdYagKeP84GMXGLEs699CBUr8ru1EkNm2vQLnAsq27SeWZf0IwBcBfN/8f9u2+wD0ASoIhxMnyE2134uh5n4EA6PAvXqgB+8qzUg01gace5d64ErEce3cjCB01uvO9tuEV2k0bhh9j84HlQyK9469R2fR2JhCE9a79MbhDbzxs9DNtcuNk3cvcYio8LtAIT7Q31PCuQKJ2BzOF3vv2eIHBxE27jvSWcobWfKAqyi01rufyWYf5tWCDDbjfadc4+sK5zdJd++8845tupekQljT7Y3Cx/vedSrlYwZsgsHDaUbGmmOYuDaFIL9rdTspVM7n3PPWegBOMX7ZY5dzv1rnH3RiMoiNcC5xwXnAoX2tjDlzMK9xmgCgHqjpfrDuCikdvW9kQUuQ+fSLxYzzcOtzHz89AwjF3Q1623i8jeBN0xzXlU54SpC8prHxCQrTzDF+cNBzxtLxUr+9lp/xTtTDb31KnxbfLlrXbEWmCKVTBk3etpGiRB5zzHiGmaZ3NTmBjmXvd9IF/KbjN+bZABSfxdkmlHZH0Fpfue5ZMq5BwkB2JWqMgDo/D+VG8LEEs2VZ5QBaAYRt2/6F+PwdAPO2bb+0LOs3AXwBwN9/lGf7TfjeaLe62IebPtLhRCoqzclxKTj/u+99pbHbUSUAZMDHqyxWcw7cMEmwrOJi1rhtdL6bLkLRr9JLukPj915GCwKDvvcvikGOoOkugHoAd9XnA9mVQH8qbbWZdAzCj1nQegr53IfxwDAgSeeSOvNmAJI57uswy7dBdyb+5asMtmt1FEKCLCrTeXRW1dktDmlFaCNGyXH9lEA5B60cQFlDV5NACCEjGj9Pd8GRUeFXk64SRuGUzqX4OoKawIpxVyIhkVf6xNPJiCAVMDkH4nsj5SSdJQ8AF+HWVu70Uc4XdaSy+z/Sat8I/ya8aZpLd20nQQa9XYT3fFMohTABOCVLZaBRjc/6NlJ8gPVCynKCbUNCIaVSWAgWlplFcUuRprnFWyHY0Zjnuup177r9/i55zGKx60YuiR5CY6Oymhv7UygEkOp3A64kyJgC85z70buJM3MeAHQwHCPDx25707VCSUexx3rF5FVKmITXSZcaAFAK4LMAZgH8EVRkYhYAtlb6nm3bX7cs6z0AFwG8ALAG4I9s2/7OhgOoMX4KYAnAh6/67g6BzyJYyyeBzwP4S7x9uluEm+6yGyCgu48Pm0VzAa/b3rDpdGfb9jvmh9uiwAgAWJb1/c0oKrEZEKxlZ8BuW9tuWs9uWosJu2ltu2ktwPZZz7boLhVAAAEEEEAAASgIBHMAAQQQQAABbCPYToK5b6sn8AYhWMvOgN22tt20nt20FhN209p201qAbbKebXPHHEAAAQQQQAABbC+LOYAAAggggAB+5WHLBbNlWeWWZf3Qsqwpy7L+YKvn83HAsqwPLMv6a8uy/odlWd93PsuxLOu7lmX9nfN6YKvn6QeWZf2JZVk/sSzrb8RnvnO3FHQ7ezVpWdbhrZv5J4OdTnc7meaAX0262+k0B+xsuttJNLelgtmyrEwA3wTwewAOAaixLOvQVs7pE0CZbdtfEaH2fwDgr2zb/gKAv3Leb0f4FoBy47N0c/89qEIKXwDQAKAHOxB2Ed3tVJoDfsXobhfRHLBz6e5b2CE0t9UW81EAU7Zt/71t26sA7gH46hbP6U3BVwF82/n92wDW13TbBuDXUQfp5/5VAH9qK/gegM9YlvWxOlBsMexWutsRNAf8StLdbqU5YIfQ3U6iua0WzAcB/B/x/v86n+00sAH8hWVZTyzLanA+y7Ntm3XX/h9UQeOdAunmvlv2azesY7fRHLC76W43rAHYfXS3LWnuYzexCMADv2Pb9rRlWf8QwHcty/qB/KNt27ZlWTsy/H0nz32Xw66lOWDnz38Xw66lu+009622mKcB/CPx/nPOZzsKbNuedl5/AmAIym01S9eH8/qTrZvhR4Z0c98V+4VdsI5dSHPA7qa73bCG3Uh325Lmtlow/3cAX7As6zcsy9oD4BSA4S2e00cCy7KyLcvax98B/AsAfwO1jt93vvb7AP7b1szwY0G6uQ8D+DdOxOJvA1gQbqCdBDua7nYpzQG7m+52NM0Bu5butifN2ba9pT8AKgD8LYAfAfjDrZ7Px5j/bwL4n87P/+IaAORCRfn9HVTXmpytnmua+Q9ANX1/AXWPUpdu7gAsqMjSHwH4awD/dKvn/wnWvWPpbqfTnDPXXzm628k058x/R9PdTqK5oPJXAAEEEEAAAWwj2GpXdgABBBBAAAEEICAQzAEEEEAAAQSwjSAQzAEEEEAAAQSwjSAQzAEEEEAAAQSwjSAQzAEEEEAAAQSwjSAQzAEEEEAAAQSwjSAQzAEEEEAAAQSwjSAQzAEEEEAAAQSwjeD/Axj1xDSSZl3KAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kKo7IkOzHMRo" - }, - "source": [ - "You can solve this by specifying `interpolation=nearest`:" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "4aoE3HkuHQt-", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 182 - }, - "outputId": "93829355-ebb8-474a-a6ea-e61e18a8d437" - }, - "source": [ - "np.random.seed(0)\n", - "fig, axs = plt.subplots(1, 3, figsize=(8, 8))\n", - "for t in range(3):\n", - " X = np.random.binomial(1, 0.5, (128, 128))\n", - " axs[t].imshow(X, cmap=\"Accent\", interpolation=\"nearest\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "K7MgGBEvHTlB" - }, - "source": [ - "Alternatively, you can call `matshow`, which is an alias for imshow with `interpolation=nearest`:\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "M3nsqSA3HZxC", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 182 - }, - "outputId": "f7600549-b0f3-4fef-8c02-a276a8ea8274" - }, - "source": [ - "np.random.seed(0)\n", - "fig, axs = plt.subplots(1, 3, figsize=(8, 8))\n", - "for t in range(3):\n", - " X = np.random.binomial(1, 0.5, (128, 128))\n", - " axs[t].matshow(X, cmap=\"Accent\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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E2FyUKg7IlyovWPPA9sT4sRirnFfcreRgXkFH8MKG4+z5EFaAWVIr/W5+HqvswPWKFPJhzditQKOKHQKuslXFHH1gRYfNw3EGZJyzb6JUcXd+jEc3xnQznxV5KXxXuGVnoM6dFV8kWEfuqvlgc1TesWvms4sDI9qqQNw07wSf4t5UGP6zuKarKmS43o2rvdg8Z68Sd+bIaQxXjjOYPVWhVfmpcKbwO1M/WC7esK74FPdOvot7XTl79mx/6BMPRYQHY1Wg2JgaV2SjCAFtY9dujgKKAr8SRcQzMVBElXWoR9StQK7sxbUqRpcuXYorV66s/Z3Im8i5e8/18VWf2b4sKhYqBgqzKuYoCv8VMTtdFTbYujzXFVHXOOLcPF7dn8Gh8smRu8r59337+/aCu8F1rnCg7ehHFlUA3BlWRcNhHu3ctAFz58J0V0W1algq3lExQ91M/2w+MRsvXLjwWO/9PrX2IAr0uXvP9be/8e10TB1khO/imZ6xxt3DMbZPRR5Vp4biSHmd7tU1C1UMmZ+o2xGzusfGHclceOBCfOHxL+ylQJ89e7bff//9JRFURJKlapzc3CFuH0dQs3vN2OvmZztnxly+rEOMqNsRv9pX6dgX7kZTqOyYPVvni4unK7ru+UxTWTUBaLtrLtZp5NAW5ReOuxxmvuO6Kl6Ow2cL9EH8DnrI0Xn/HbSu+8lrUceYj3tcvsj/GF2NKZvxmu2V7R7j4/lYk33J89mjikmeVyU2XrPnzAeMFYKTrVE2zRS9XYl6O13FXxGV8pfpyzFD31VBZPFGvDDs5DWu2cu+Kn2uIOQ1aDf66fKb2Yx7qvEZv5iufYv6qk/FC3kexpQVCuQede4K42zf/HzMyT+M4xQmmA3Ig7N8gj4rnWyeiy9raFgdqfzHuOYfFg8mB/EKOr/to7oP5tRsV6nWqm4IRQG96hgrInGgY/MY0bA9qnuObFW3iPcq4p8hXnbW+3qrMeLmX61kG8c9V0Sqc3Wkg3ugqDVMJ1uLtqi9nD53TjPE5OIxa5/yrSJ/nMuu8719/WoF3+JWsR1S4U/lVJ43xmcbm9mmbp3zYv44/M6OsVjN2p/XuzhWuafOqzrLo/NH8d5vfO8L5xX0IossssgiiyxyLBt/iru19qqI+DsR8YqI6BFxoff+o621l0fET0XEqyPityLiO3vvvzerl3V3eE91gK6TGeOqI5155Yhzq4505hUsm1+9klHiukDXsTu/lI+zr2RwPdOZH6tPcW8Td+PPrNDu7I975ejOlPnG5rtXTmx/J+yM8T7z0e13+aJ+653pyePoO/rMbMfnzmeHXbZPlT9Kto25LNW7Csp2ltdsfo49YmjmHRi0E/dAH5B3Va47351ed4Yu1xS3YZzyHIb/yga2zuVhJRu/xd1aO4qIo977P2utvSQiHouIPxkR746If9l7/6HW2nsi4mW99x9wuvKHxGbe0pl5W8KNu7cnxj1FQDPBVXaibrTN6drEFrWWrWO6q7ePZu3ItlTNwc888jP2wzrbxB1+SCz74kihItSKUCrcqnnsviOimSLtivam9szo2cROtsbFjfmlzsp9SGxXmMv7O19ZXCo8VjynYlLlp5qv5jiMOn9ULCp8VLZVPOZydp08VHFD/dWHxDZ+Bd17vxwRl1fPn22tPR4Rr4yId0TEm1bTPhARn4oIC9rx5RRVkPM1djZZcgCq5GZzXYI4m/I8ZmdF/gqIFcHgGNrq1uX7LP44P49j9zlbwJl91+cVf4+6Tdzlr5h1JJl9zb6z+RhPFKdX4cJhxc1R56kw4RqRmXNFXCi9Lk4ut2dsyPpnzmuI+4KcbWMu21Cdv8rHqhHCs3PxGPbkdY6D3X3FvcMG3HuGv1RhZjYwn5ltbE+WU8oOnKc4nsXthr338f+gW2uvjoivj4hPR8QrVoCOiPhiHL8tNC2uILEuRQGkIjOlO1+zJMEDyrodsNWeaBuuU2DJ+6Gt6JPahwnzU9nP/GDCwI16h6zzTWInxR37BrtsE8MAi6PDHPMTzwxFFbSKQCpBv7LfLucUFvPamTxgunAd7plFkTTOcY3JbB4o2RbXVQUY5yEWVUFVccM4Mz2KLxgeVfwqf1xesDFlE+Ykw1ilX93D/fI12wP1uXqxrpy4QLfW7oyIvx8R39d7/1d5rB+/f07fQ2+tPdhae7S19ujVq1dvKr7oDB5ClWjusLO+MTYenV6ch4TnirE7nLxekSPapzpJBVDWgDBhpKGKA56VKkLZPvQL9c1+k9i2cIf2sligb6yo5Pu4nhEcm6/OiBUcRiAK37M5ku9jEWb2sb2ZD1UDh3uzoqEKrtKBuliuV3pQtoG55770nM0ZVhSyuEZHFXB1Jsx/xKyzAdeypgzvs/3YvOwL+ok2qNxkdikbqnmu6cxrEe+qls3mxIm+6rO1diaOAfvB3vv4R4G/21o76r1fXv3u5mm2tvd+IVYv8M/de66j4YrA8V6+RnHAwM4Liz8GnoFKkQaSStWNKb9dYWQ+OVEgYbHCwlDZ4sDGzpIlzzrd5bZxpzDH7GM+q+R1eK78nWmoXE5Ua/E++qeu3d5OvyIthrtqP7zH8quyyxEok11hTvHPsL/isDxPYXhdbLC4Vrnh8Fo1eCwGTI9bz/Qpn9gaFWfG8+664v9ZvA05yae4W0RcjIjHe+8/koY+HhEPRMQPrR4/Vukaf7yPhWE8H8Ic3aSbc7pdoDcNsiqorEiqxBjzZ4nSFRZ2rWxTSerWZRtco8XicO2Sf4t7F7hjdrDCpM69iq06z7xv3l/tmc+DkVnWpWyrSF/Z5gh3Ju8q/cqOmQZJSdUk3bCH+T/k28bcjI1MWN44HSpWLLfHfLQL1+R5s7yguHOGExwPMVtZ48PiyHxR+cR8cjk60xhe33tX38XdWvvjEfG/RcQ/j4h/t7r938fx72Y+EhH/QUT8dhz/6cG/dLrydyKv08nk8TwHxRU8F1xWoCsAuv1Q3KGqRqHyE9fkdTiPjasmaEaq4qDmZam+MGLbuHv7G98uz7ZKvAqreZ5bO0PMM8SxTtFyfmRf8pqZglcV8pmGT91Dnc7nCrvoh/uCnG1iLn85TiVVU+fihz6iHjfGbBhzKg6cGXPYcvedL2q8qinqviuyqJc9r7A3dO3si0p67/9777313v+T3vsfW/38XO/9/+m9v7n3/tre+7dWgI24+cM6SmYIaMzDbsgRgOqiRieG++cOzQFL+aSuVYeKPlRJxTpMtz+bx5Iqx4M9d+txH3U21e+gt4k7lJlGRRHhzNyMS+zEMZ5ZN5uPe2fsII5Q2DmpORWB4p7MJuYHivMf77FGgeU82wN1zci2McdyB3+Gn8x2lmuoa9yvuKayj2GW6WK5rmys8Jl1Oz3IzziO/rDYuJgpfxyGMU6OJ2dweFD/bjKLSnAEQ1UIqy4ziyOhrEN1TMoGvK+KFrOdJWxVgNl+Kk7MP/RHFRUVC3zOrrNtFXnvSq49c03u6xJfnUueyxIeSY8lq8Mb4l7hHc8ujysidbFX2HTrqgZN7e8KSJWbbh+Xu6chmMvsrHFexUVqDu7r8k3FxOly58AaOZdvzL51eSXb5c5a5SCur2Ka76vY4rpZvjuIAp1fNbnEVsnL7rsuJz+vujnVUbnkdgcxk5CqODg7s2+qyLImZ4Z8FbgqglSkqHw5On+01//Li98kVjVZKOos8zgjFBzH56gTRa1RuKvIQmFQNYLYnDgCc1h2RZXhkBEpW+8aF5XP+/o/5PnvoLOwIuvOd+hwMamaHDa2ThPjChorkmwNPq/2YzxS6UXOy7pm8aUaKhc/Fp8sR+ePXhj/Dxq/SSyifvukKsrqIHFNXutIygHN2avIe8ZWt5+zQc2r7s90h8pmB1bnI8o+/x/0uv8sQ/msEpOJavLc2qrJU/bPiFun9LvcVHmEvmySV7M+V0UA5ej8/v5JC37eRsWCcYHihwozCnNZZvar9p3J8U3OTukY8xUmZ/Kxsl/pqZolZQc+vmD+3eToZtg1A5QiItSD89mBYeCwo8vz8nzsEln3mOeP544UmZ1VcUcb1DyVHKw7zD/MNrxXzUW/80+Wfb2SQVFnwc6f+aTIgOEYdVZrMG4KP4i7mb2YHpUfeO6K+HA+e1R2oo9Mr8J7nqOeK+zuC3f5WxOzzXhP8R/zmc1T8UEMYtxxPQrTh9zi7K0awjHm9CA3Vb4qm93+CofI+2iz4mrG5aqGZTmIt7iHzHTaClCoRwXBESojPzWuuinXCKBfDIRMmJ1sTnUPgYwEqRJd2e9szGvdGd4Uiz2+xT0jaCMjGFecx3h+VLhz58Fw685cFVkmmGf4OEOmaIMr3tlOtkcVz7wHi4Var+w+On9U/nnftiT/WgXtGPapHFE5VhG9KzKKhxwPVmfr+EGdIdtb6XF7q+aM6Wd6Hd4Vjzn9jktn5GAKNHO6StLZLk/dd4ea1zDAKDJVHaLqkqv7M/cQ6I7AFQE4X9i6qqCrBooRz2mKKoT5WhEWi7ci1rEm61b30DZWNPMcNV/dV3hxdjBRxZHpUOvUerQFcaXwp+xiOk8De+ODiUOqM3WiYqCaFRZLhR8XY8fBY11V4B3voG0qB/MY7sv8ZHFQBRttZjZmcU3NOg0kysG8xT0ECQ1JpHJqzMlz2TpViFBPtovNzfdd15Yfcf5MV5djgD4wP3O8WLHIcxhgEWy4ju3LiN3pYkBe57u4tyEMV+6sWXwrcsGzzrpZcUc9ihQUbsc+7LxVwWd5hjHJ+maJjelRxOvIU+WJynGXO2zNafxqxTU++IgYQt7BtVl/lacsNkzHzBieV95D7VNxussDxleIUzVf8THT5+xgenA+ciCzjcnBvIKO0G8VqKKCCeuuWXBnSJIBjwW9KrDVwbAuT9nrCkIeV3FjSaJsZba4osEIltmn1p15ZH9EiW83DjuYzewcUNS5sXUuOd054XpVgKrkZ83RLHmwwpHHFAE6/bOxYeIInsUJry9f3H9j6DAyc44qLyPmXu2qAsbGFM85rsp7om5XtBT/VrxV8Zfiy0oXswn3UX7gviwGlRxUgXaFEoWBLetBnSrYDLCzhXemYDF7HYhm/WKJoUi32hufM8CxuSxmar4723xv30TJbJgpropI8nrUVxFDvq9w6poDnKdwwebn+7NFTdmhGkNmr/ND4S3btE7RsPlsvupzm8KawptsSeJwhvOxOaoaZBWjyqasp2pcXTFyxcs1G1X80P9qTV7H7JutIa5pwj1mm9CDKND5CyMUmCJuPmwGXtUxjvV4X4FVFeqZBkIVVgYctJ9dO5KrgK9iqshbxZbFw3XALpnWIc9dCmsGGOHn+1X3y/CqyEY1WVWxV+MKH67JVOc8cKp8rIi5mqfyC+e6fJ5tCnH9TA7vStTvoFEwP93cGdJXTdpsjFQRZ7hjhZFhXPGUyo2q8LrmEm1TsVI55Bon1hCpWMw0GVkO4nfQuavEgOTneQ4GRXU3rnOcKXCq2KJtTph9Y60iWHboQ88MgSrbWSzz+AxwXAFDnxURK6Du83eBY6/Kbzy/qolk9/NaFFak2Ry1v7LV6VPC/HINw7jnbHbFhuUTYsoR8zo5wMhy30U645txAcay4o18zzXDLl4zfKcaJrSBnTnzyTVluB7XzDaozG6mR+FTFVRVhJk/bP91MHcwr6CHOLDke8xRduiqC2NjVWIwO9g6lyxZ57jHCD/bVnWBDDD4HPVhAVUxYLrQx6rRWbdI71tU8mfBRgn9daTBdFaFnulRtue5qgjNFCPXXOC4igPznWHPxSU/x3nVvmydw/uYv++/g3Z2YTFWhSLryfoUX4z1CruKV1xRVusrm3G9swl9UJhQXO3Wsf3VNcNwtV7VpOtSfJPYiQt0a+1FEfFoRHy+9/621tprIuLDEfHVEfFYRPyZ3vu/cTrO3H3mJhANYaSAorocdQ/XssRg+w8dqtAqm2ZIU+2viqcq6srGqvC6hMB1imTVGhxXiRIR038HvQ3cObtVw6Fii0V+9ixUwciPlV04N++nyNE1DaiD6XfF3hVU1MfyU+VLZeuMX6h33J/5O+htYs41GY74UVhBZ6LyX/Fj1fAoUU0Z22OmWcB5Ll9UQ+CKO+6d+Y2NuTl5P3xUOK9kG29xfzEPE8EAACAASURBVG9EPJ6ufzgi/nrv/Q9FxO9FxPl1FY4AqMLBnuc5DLCOJJgOJDlGvLhWCQMi+osHiICaaV5wzxwDBmrmF+6P+th8LEyKKFizcgLZCu5cY5UFY1KRD4ry2ZGNI0lmA+I936saEOUHnqcj6iovq+eqMKFulIqQq5xdA4cnxhy+xa2aqYozmGCOqgZNYYRx3hif4aOsXzVWeX9c784xz6mwy+Lm8hqvFY8xDmRzHF87HDM5UYFurd0TEd8eET+xum4R8S0R8dHVlA9ExJ+c1acISDnsEksRSQ6q6tIYcFnDwAqf0pnHnc9ZN1vjCgICB31RYEFbVYFV91RzoZoJpWtWtok71njls1WFzcUuz2UYGWuYsILqChfOwXnon9Ov7MIzVUUFdTgfKzvVupnzqTDvmk0l28Yc+pOvXaF2ublOE8MaTKeHzcUixYqTuj9jD+PkvN6dP8Y062Bcjn6qNXk+84nZX9UxJyd9Bf03IuL74yv/xPyrI+JLvffnV9dPRcQrKyXXnrlGgxWh3/Ko5uK98ZwFyRV9BAGzAwHDiEEBKs9B/WgTA4PrDBnA0T6VeEoqMkMguyKFts6CNraIu2Enswf9wTkoVaFTY4qshk6V+NlWVkCzXUgSqK/yF8fUesSXyzVVUNBn1Rzg/OpMVHwuX5z6HfRWMYe2sLxX9qvYuHUMTypmDF84VhVrbMLUD9qqcsPhks1H31kdQZ34nMVBnVNe7/DsmigmGxfo1trbIuLp3vtjG65/sLX2aGvt0atXr94w5g6FFSUF2pkOsSoabhyBxsbyvjiumg9MoqxDkblKSLxehwjyI+sAK1JgyT3TIDjZBe5U0WB2Vv7k86hixJosRZ4KH9gEKX+YbWhX3leREPOTEY8qCMyufI/5zGxwmFEcwfadwd8uMKcaDTamiijaj+fGcOjOQGEuCytizuYZ3mC2KPvcfWUH2qLyGH/GGCuqmHcshxVfryMn+ZDYN0fEd7TW3hoRt0fEvx8RPxoRd7XWblt1lvdExOfZ4t77hVh9hu3s2bPX/+clJp/qeB0BukNxHdZMN4lrmLBGAceYftfpnUQcQJWNJwUW23PcV83U5B5bw925e891RiBYABWJqmYpS9avxsZzds5oz6w4olWkyu6x83E5gXbjWhxjvjo7mA9VAVOc4hoRkK1zXWU/y3/lQ+Wnw6rjGce7Y7ziqdmGS4niCYY/h7k8l+FYrVGYXqcuVXnjZOMC3Xt/OCIejohorb0pIv673vt3t9Z+OiLeGcefbnwgIj5W6cJ/Yq66ljxnjM12Yyoh3IHPdHWOPB1IVNJVfuT7CjA5+dh8lmhKGIDVY6WjIumj8/V/Fdom7tAvtA3jOKOjaspUc8L2ZfbM2IH7qDlsHhK3K4AYm4q4qwLDbJppGJTfLjfXaTi3zXUzvMIIfp08Y2fgCoQaxzyYLTLsbFmOKf7C+a6Qol2K99CvPDZyl9mgOMA1Ry4eN9iw6z+zIvIDEfHh1tpfjohfioiL1YL87ToYGAUkNscBYogrLDOdoFqvDmuGSHBM6XMdnCuk4x4DsGogmK0V2VVr0T5m7wlkI9xlG5kvChMsbsoPF+Ms7FwUOTDCUefl7FENAdqDMWBnrmzE50ycH2gr25/xRH50uX10fuN/N7k25oYt7HyUD/m582emAWbz2HzFxyjKdle8lM1un4qDcE92zWx2jQnTnX1yOqsYzMpWCnTv/VMR8anV89+IiG9YZ31+BT1TkNQB504I76kguWCq4pL3ZkUebZ4lJ7RrJpFUHJDkcZ5LEhxnNmExmbFJ7edI3slJcTf2Xod42Bx8nu/NYEfNmcGNKtQMkzNFjM1j+zEf11074xfuo4iU7VsVvKxv9otKToq53BRWMpsnM8060+Ea07F2Jg8QNwrbaJvjHWUbwxjOVcV0Bn8zDR1raBkfKvtVbJgc3DeJDZnpMmeIlRU2F2C2vxLVMDiyYIV/k86K2aiaDfQR46r8Z7atU2hdF8r2uHxxf9/oNEQ1Ytm+fF01bjMNC8ZdFbhNGxdHkGxepWvYhveq9ZW/rmFgOYprVH5WjSFrwvf1T1oqfM80cXkc5+I6xp2uKI9xdcYVXlSz5zjPFUX0RcXJYdE1L+ivy2+1xyy2WfNQvcXdeu9+xh7k3L3n+tvf+Pbr1ypBZ8jEJSQ+d3tlYd27AqJap4DGbGfd40xhd8Q007m6zlM9V/syu5ktuP7SpUtx5cqVdpOBO5CzZ8/2+++/32KiStwxFuFJKItrCNl4hZ0xh+3pzrQSlTPV+ln7Z3NqHew6nDHfhuwLd4PrnM2uYOZ7Q1SuoVSNC+5VnUGFV7yuMDTDX+s0hbP5UuGc8TH6j/NRFJe89xvf+1jv/T7lz0H8s4xFFllkkUUWWeRGOYi3uIdUb71UHRh2O9WrPbcX24N1ZK7rqt4qmXkLBd+Sqd46YrbOvDvgbGN+zrwCcx2ysvHMI/t9izvb4R6rLlm96pt5B6Uay49srLJpPHc62PkqLGZsM9uUvwq/OOZiX+3BbFVnke+dBu7cq8wq35wv4zmudbGqMK/sztfulbXS5fQwf2deoTJ9677aZf7gmNpPra/4kMlBFeh8CPlehD88nOtIYN2CyWxiaxTo1bgrzkr/jH8qFrhO+YM+oA60hRE52qAAynzZ1+8CI278Jy0sXlUz5gpU1sUKJ9Pr4sREEQzaUc11jRkroMoPtnfV9LE9lL2uaCmecHhHHfsQ/IsV1Wi4Rm8Iw2y+j9cu/1SRRhuUTe4shlQFqtLhiul47ji/4mC3zzp2nbRRyXIwBRoLoitMQ1Tio05HDlkX7ofzZrstVmyZDlUAXfFnSTYLPNfJucZFzWfXCsCzTcK+he2p7EA/WLyyIAZccVdEXBUTlvgs3soXholZMnEFljUcDscKe/nREZ+zmelDHftsDB1O1NyKl1hhGtezHDlbZB2XVg2PakowP5wdrtiqxkLFYN3CzGxQeaBybx2uO5gCnUUdmuvyxvhY70hWCQtc1SWyhM/3Kz+z3cxPtUeVzGo/N8bWqvjjmIqD2lsm+iVq3k5kvJphdihiqJJ8lhRyvBiGFRZxvWriqvgrUb5gAcg6HS4rrOKeeawqOmyO0jdTyPclVbHJ89Y5NxYnpgvnzfBoxqqy3xV4x9mqCcn3FP8qTqoaCbUG48auUXfFu6wJuj63+BT3QXxITP2zDOzqhjCgseRVAc9rGVE6AsU9mKiujB2SI2K8V3WJOJcRHJuHNisb2Dq0gelURYvtuc8/sxp7jXNgjVK2DcdUY4ZrVPGcJcqqqVL30Cc332HQxceRbX5U+6h7mCOZqPMad2ZjXmXDvnHn8lsVHieqyDFeU/sqG1WTlosm3s92ZX0zvJXXuoLHsK3ihdhBPxmGWOywSUGdjk/RP3bN5CAK9BDVZQ2pwIvFWXV3Tq8qKopkFWnhfGXnrL+u6Kt5DMBsDc5noMQ5rKg4n1lscmzHvX2+1ZgbwyxVwRhzXDPCireLT4V9V8QZNpE4WZFjwoiuahqQsPEe08dsZkVGxRjJktmqZKbo7UNY0WKFK8/Fe/mRxUEVwCE5lhhTlfdop+IAhok8B+1RRVk1aIr30OZ18exsZzmlGgbUswnuDuIt7ty9qgI57rFkZYmd5ww9eC/PUzqqta7LzeDF4q+IndmUbchzUb/ym+3HAKd8ZL4iUFWCon2uGTk6v99P0+YPibHmgdkXUb8qxLNyerNu1cCwuQ6j7gxUoVTYdvecL6hTFQdWgDEXVVxmct3F6oZ1j9xk3k6lsh3nujzPcax4MeuaLeyoU+UB6nC8mIXh3TUvTLfjYeWPah6cfWx/1yi4WM/IQb2CHo7kHxx3hWsIJibr6vLaihRVUcIxZrPykR2m8rlKNIyDWqNILXeAishxPupw/rIkYORZxW7bkl9BKzvWtS/HT50PxhGTOOvJaxGjFU6rRgLHVC7hOLO/IqY8T425wqoKVNY1VYjj5rjvW1wDo3JMnZ3jh3zPNWLKPtxH7avWsbWMc9gY0zvDrWM+Niwza2awxbCOuvCeyvOZszjRN4m11u6KiJ+IiD8SET0ivicinoiIn4qIV0fEb0XEd/bef8/pyd/oFKE7ZHc/Xw9RIFUHzYCppCJDZouygzUTDvyO2Kq9cJ2LOdsDbWG6mV0zZxQRceGBC/GFx79gv9Fpm7h76BMPuSk3yEzCs3muAVRnN6tTYRzX5jk4v/Jr5hyVP8zeKoezVGTo9kEdLm8q3O2b65iPs/msYj1zxqiP2YMyUwRn+GaG/93eLu/QfoVFtVeF0U1zbNffJPajEfGPeu//UUT80Yh4PCLeExGf7L2/NiI+ubq2wj6gMUtcWbBDYaK6STzIMS93TK4TwjVqT7SXPcd7VedVJZ4iVdZpMn/ZXirOufNUa8d6nF91yEm2grvsx9gbnzP7na2ORNk1xovFjtmWbWLYZfup+TOPqMPZlX1QY4ht1O3sw7jlH0ekzL41ZGuYQz8qnIx7jgdQV35k54XCeIHlcsWZ7DmzL49hXrkGlfGU8mnGZ6aXcT/jSJW7Fa+vIxu/gm6tvTQifjkivrYnJa21JyLiTb33y621o4j4VO/965yu/F3cM52f64yyDvYc17sOx3VyikhYp8j2rhoORyAqRiqRFHnOxoDpdD5nnTP+5fUTr2S2hjv8Lm5FDMr3yt+ZeM7iga1HUdjLY/l6dh/nA9sf1zCcqOI044Nal/ebxfMM7raNuYc+8ZDFD4uRyjGUmbOa4YZ8rRrOijfxuvJDYbTCopun8nd2/kwjp3JJ+ZXlwoUL9hX0ST4k9pqIuBIRf7u19kcj4rGI+N6IeEXvfVjzxYh4RaVofHKXdTGsExzXeU0Wl7x4XQUX180AwhHVDKmrdawbVUBinRwDDHaGM81L7jAVoFVn6ZqFyxcvz3yKe2u4y3a787t8kb/aUTF3pJX3yWcwoyPbqWxwZ8L8ZOMM+yrfFE6rc3a2V5hmGMU5KhYzxE1kq5hTtir7cQ7OmymIuO/Q53ITbZgtjspXZwPOYb4jrrKdVWFn1ywX8/28L7PJcQE7M6azkpO8xX1bRLw+In6s9/71EfHlgLd4Vt0mfYneWnuwtfZoa+3Ra7d9hZSV0xWAXaFlP7jHbAFSBMUIlzUUDGS4LwoChtniGhWWhCpxsSDhuPJDJb0jG7bHxN+jbg13V69evck3d85uHO8xLDgSwDNSuGJ6FdG4Qol2oh/5B21W+cZixmKCuh3JO6wrX/Mji48jViFb5TrEBNqLtrkzzfFAUeeFMWE8h8JwOMOPruiibmUX7uP8VfzlztnxqOJQh9W8zjUiyo8sJynQT0XEU733T6+uPxrHIP7d1ds9sXp8mi3uvV/ovd/Xe7/vjrvuuH5fJSKCVHUhqoDma5YYOIcVHDU/z0O7s73MnkwaMwfGSEiBzyUL+qqKA65FP6tzQFKsiuCEbA13t99+u/STxcOJKjKOMFRTxdZU+FdFNa+pfEGdqnDgGNODOYO+u8LE7FGPeb1r/hwpXr5YvnOzE65T5I/+4VyX11W8MC9ZzrNCwvI+2z5TUBleVfOBsVA2qWaBYQBzBLmTxb9qONBnFqssLkeZbFyge+9fjIjPtda+bnXrzRHxqxHx8Yh4YHXvgYj42KZ7DHHk59a4zosd1tiDgQbXKnJZh8yZTkdEuKYiqTyH3UdQMfsZAc8WLSaq4Iyf6i3ubeIuf5PYeGSFLz93zSGuYfMUmbnmienN42yPiijyPHXtCoYjOka0TE/VsDAyRP9Q3NmwPJ3B8a64juEtQr/aY8VE8ZbyixUe5AFVJPFH6XPNhZqDeGXFNq/NeeQaMmYHa1ZQVOORbcK5uBezG32o5KRfVPJfR8QHW2svjojfiIg/F8dF/yOttfMR8dsR8Z0ziliQ1byI+m2CynkFQtSpDkqRlyNnBD9bM/S5gsn2qJqEqpFwhYB1sLjO7YmxxqTKzye/qGQruGPfJIZFcxaXDk84Zwg7P5XQbI2yoyJ9dh4qB9S5sjGGTecz3lNxZk2l81URozrrSdk616FNKl/Gc2a7K8ouzk7nOtyFe6l4ItYU9tx5uHyZadYUr1U5gDrzHLffEMd5lZyoQPfefzki2CfQ3ryOnvyqyREUOqjm5bnseX7E50PfbMFxdld6VXKqw2OFA/3DuZskQFWYHLiyTU6Hsmnmqz63hbthp2q0Zos0S1pVVBRJsiRWOHLxd/hE3a6BmsEKe64Kh7vOe7Ein6Uq0hXeHcE62SbmnH3sfNhchQlVBNTZIp+qgq9sVbqRB7I+hi/nHztrhwvli+PLCj8zOeFskvWh+GcZB/FVnygqGIxIx3w2Z/YwWfF2QFV68vhsEavmM715bxUH5U/VZKikzjpnfMT5ygZHxrsW9hWzM4WPXc8UjDxPnaMr8mhPFtYYVSTp/GQ2OSJGe9UeWBBYjDAOTAfbD/1Qa08Tc0PUmedxV6TxTFRu4VrHqyhV0ct+qIahKmo4P+NXcQfbj92vGgxlA66fwazjUWXvDPYO5qs+WZGcEXcImIwVsTg9bG4FTiZ42KxYViBUPmCiOhDkvVjSMQJQdjkyzDoUYcyCdduCf97HhCXpTEFghIb+D5lpRnOccAwl24q4YLpnmpNqXBVZ578rJjgfbUFfcC7mClvDiHff4poZ5BoseshtqNM9Mj15T6YTccWwleez885jah3Dtzontj/6qeYy7DH97LkS1whswnMn+qrPbQl+/V1E/UqGFVtXVBkZsUKEe+Fc1s1mqYpdnlMRA7Otai6YjlmflY8zdrh7zB4Vg/d9+/viypUr9qs+tyUMd2hj1byNexH6bUTUOcTFAfdimHe4Vn64s1TYrnQ6m5ltjqBzbJgteR+cy+xQZ4Nr94U79qVM2Q7XNKkzyeJiW53hLK8oDDuZwbqyEe87HVWhVXmixqo93ZyZ/Nr1V31uRcZbjQoguatT3RI+z+tmgIjdoROmL3eYzG6WcHldHlOAQd1Mp7OZzc02ol1oS7YDY4i+MvvUmhyH0/h/0Giji4WKOYsjG2f3RzzzXlnU2bHzcDFn46qAK0xnPSoX3TqVI8w+JGmGH1cgWN6wOachmC/u3FmuMHEFSuHWYYuNueKMOeAaCoZ3h12HKdTP7HUNKo7nfBxjuG+FG4ZzV7uUHNTvoFmyKnC4ThHXIgmxA0CdCiyqE6oOGH1E29ZJLvTNdWgsJmgf08067KxbxYnt5XShj/v+t3+uiKiEZ80SW48YrYi2Omdmuzo3vKf0ou5qT2YvrkV8KZLMscL7jtxmibryM8u+GkP8QKzipmwn4ziVp2quWquE4Qj1MZwr3arRquKguJbZpuxV93Fv3Jc1ECw3Ku62GH8hfkjMFbbZ9azrQWEgYnbkMZXwjihdl8nWMXLCdQy4VTOjYsDWseRQ1xgLpVvtn/ed+RT3tiT/mZWLqzsPnFs1N5Uo7KNeFltGIK7QVaTK7HFz3B5jHtPDMIw5pOZiLFzerUuuuxKXF67ojbVjHs7P+pmuPFbxWbanshntwXXsGveeOYesQ/En82WmSZupNa5xRfsV3tR8JQfxFvcQB8LxiD8qsDNAUR1d1seAjDY7MLBDyz9ot9oLwcz8GPvhT6VXkS92kDnmMzayGKDvGK/TfIub2VQ1Vy4O7Fzyenye5zJ8q+Lk5qsizgon6pjxrRLVEKB9rng6XDKcnaTQ7FrO3H2G+oW55YrzeM44zWFL4dVhhjVASr9qvvK4yqd1z2UdrCoex7qCwpoaxK46S2VLdQ/lIF5Bs1dNSERMHCBmQZIlB5sliSJIZ6MaYw1C9sd1g2hPvlZ75GtlUwV41wwpImWFQI1H7PcVdIR+Kw0JnZFhFvRtFr+uCOfx6rzY3hUuKnzMkJazaVy7+ag324HrVQHL81QsmP95fN+4Y2cy7qszVfyDetX5MmFFCNeo5sY1EVXxnmkUXB6yfFV4Rz8wdir/ZmPI/JnRc3T+qHyL+yBeQZ+5+wxNakZuqhvK81XSsk5oXLtCmh9RGCFVAHFgU+tZZ5vvD59YwqGtSICsq1TJz56za+WnmjfG9vkKuvozqwpfGHPUhUXGNSoYW4yVw8asqCLOfK18yTZhHJitym6HMVc8WLxUE5XtQZtPS9Zp5jYpQGwM48HmqsYtj+V8rThMYZidVx5jNjPeUnZkGytOwzkspg4rLiddDZvJ5YMo0I4oK6C4YuaI1wEUbXGAU2Bme6quLYsi+xlCQdAygsQ5WbcDZxUv5zMrSMyuo/NHe30lk/96AM9ddeho/xBFJKpZdLjO89k5ZWHFpzorxAKO5zFGyIxIVbGusIWPuM9MU8fyhMVYNYqXL+6vMbz2zDWKjyzuDIcwH5S+PEc1lAz/CsdoHyuCM/YpjnaYrHDE1uV7DG+Km1Rj6PCYrxVnzJzVkIN4i9slhyMzNj5z6ExXRQhoT0XWqripdWoN84klGupmRdr55gDOdLgkV3tVcYvY36dpI25sDFWis+RV/uI6p4sVIhTVzCmickTjij/DUVXc2VxF9k63w7oj8wqfan+cP+Zdu7SfxhDxzbjH+YAxdhgc9xxHOYyhjUrUGbJmTtnp9lC8iLpYzBw+3XyVn04fsxntZLXAyUG8go64uQuviiXrmplONUeBJ+tWRUgRmDooZl9FNo4ks+3sHnbBuK8izpxU+RrBqQhEET0rgOq89v27QCcqdlWTw3CM8zAeLqHZWVf7I4ZdQ4XrFGZzDBhWGB7RX2UT7o98wGxwsUB7FBeMOafxZ1auKGL8WM6PeYjLmbxXuETbXBFinDib5zPNAc5juGT7KRsUDhWnsRigPaz5YMWcnZnikSwnKtCttb/YWvuV1tpnW2sfaq3d3lp7TWvt0621J1trP7X67y9Wxts+QxCYmFBI/DlQDph4iGwuFksFUFeYcG8EBhKZI0UHTtSHB8/AiHFgovzJ91isZnTgOtdMKNkW7pR9+dE1QMwn1swwv3G/sZeaw0iGETb6NDNfnRVrDFR+OD0sBqyg53VVs8dImOU1NhQMf0fn61+tbAtz7MtxmKimCe1WZ6oKUdZZzctzsfCo4qoaBrYXa8IwZ9Bnht11uAefK35nHJr3w5goYXhTPMJk47e4W2uvjIj/JiJe13v/1621j0TEuyLirRHx13vvH26t/XhEnI+IH3O68P/yMnEkNJvcaj1LAgYYRZ7scFWhxWssvC4hlS+qYFRFFNdWROwIWTU9zF98VOfDZBe4Yz4zv11RYcXHEd6s3655yzbgPgy/OF/5o6SyeVYP7q/WqiZH+cb0o25cM8bcK+htYm787T1ruCrbsygOcHyS57oi7bDMxrIOVRDVfPRnHd5V63BvZxOzbybX0HZXP7Ju5rOTk/4O+raI+AOttWsRcUdEXI6Ib4mIP70a/0BE/A9RgDbLTJGtCoEKirtmOhlI3JwZX/K1Sh6co/apCJ4VZ5ckaCs7A7cHG3PkwAAdl6S6LFvD3QyBMUGcoc6se6ZRynrVXip2qLNqFhQxK7sq8ptp1BSumT4ViypXnf5RCOX+9TfYbQVz+S9WVGPHzrY6H5XrOE/ty9bm5oHtXeFKYVXhV/HLTNM2U/ArvWxc8XNVXN0ZzuqIOMFb3L33z0fEX4uI34ljsP5+RDwWEV/qvT+/mvZURLxy0z0WWQRlwd0i+5YFc4uclpzkLe6XRcQ7IuI1EfGliPjpiHjLGusfjIgHIyJe+jUvjQj/9sTMWxlVp6Ue2R7uLRv3VoaSmVfA+AqJxSJ3depVGYuJe1XD/K7eFchz3CtrFRf1qqD6sM42cXfnnXfeMFa9KmNjbH2Fn3HfvcpVa5St6+BYXc++2sj3qlchzgfnF756q95ZcLyQ52Z9+dH9DnoXmGOvAlEwv9mrbSeOp5yembzG8Yqz2N6OW5ldFTcxu9g6xT14fwZ3qB/x6Dj+6PzRTr+L+1sj4jd771ciIlprlyLimyPirtbabavO8p6I+Dxb3Hu/ECvzzp49e8P/vHQH50gKD7cqnir4eK0AjPviNTuYGRsUMJR+Bbgxhvurt4nUWmazIw/l2zpFwchOcOfOy8VX+Vb5roqnIrSqADubHM4VdlFP1XCp9Yy4XSOocl/5wWzaJHeKX61sDXPn7j3XWYOAsWHngqL8ZPynii7bR611hQ1tYkUR7VPjyvccm6xL2Yr+sqaSxcs1GGineo46cb9ZOUmB/p2IeENr7Y6I+NcR8eaIeDQifjEi3hkRH46IByLiY5Wi/P20tttI9yM4YHC+ChIGG/dj13ltHs/33DrXcTnCmrWL7cVsZvpVAjNxAJwh3BPK1nDnhNntGpmK+BRp5scqoR1OHBG6BkrlhtI9gz30n/nH8tb5wvafaT5P0ogm2Rrm8C9Wsr/qXlU8VAFzRcMVK7VmJuddfqg4K1xVZ4zrXfMww4fKDqc/68BcVlLFI8vGBbr3/unW2kcj4p9FxPMR8Utx3CV+IiI+3Fr7y6t7F2f0sQKcn7PCy+ZkWScZq4OqCg3rslQCqfUzAGa+OFuZb8putMUVFSQBRdgzujL5VF8YsW3cZVuyvegTIylFGKwRY3owPmpNXqv05L1VIavsU/aibmeXOm+FTbYehemawb6L6037mFfQ28Zc1dCx5kL5w87M5Zqag/OUPpcfea7aQ9njxtiZqRg5vsmi1qMdzH/0GfdG/SoWR+ePyre4W+/dz9iDnLv3XH/wAw/SMQe0qlg7gFTrq7lq3hhz5KzWVP6i/hlSr+xzomLtGo0qltWaS5cuxZUrV1pp3Bbk3L3n+tvf+HZJKg47WdbBmUrcPA/F7ZmvcQ9c68i+IjK0R2FINS4Om0yqIlD5hvZUevaFu4w5Zku20dmMMlOUxnqV+86GCkeqKVT3lE+zOeI4cZZnXTxcgZ0p9jM+X754OS5cuPBY7/2+mwxYycF8k1jEja8+8T4KBoJ1d9hN57VVoNm+7jrbsN0TdgAAHNpJREFUkHU5v5Qteb5KTGb/WIfrFWGhra5TVdfZRnYW6Afag53qPr/qc+yZH5mw86vikOeN9QyzDK8sVupM8jkq3CrizXYxnOT7rugxG3Bvl9cuvswmdp+tdSSNevaJu9lGzPmocj2PzcYhxwIxx3TleYqH0N+qUKH9aHflA7NFNQAzOcXwjj4xUbrdWTo5iO/ixq+/c8FmxYBJBR5cy0CkbKnGmTA7sViyrqvqxFTz4uYr0lQxRlFk64q5I/C832l81SeLSVXsnB9uPe7LxBUc1uCssxbnzJC4uu+wh80I6pjBBtOXdbo4MD3q/mnhLovKfVVoWaFzelQeq/iqubgXrkXOUphh+GDFGn1E/3CeymOHH+aXKtIqr911xadODqJAR9wclFngzeiqhHWnbMwVWadTJYmzbyYp3f2qa1OFep2CjjYwYlbJhY3SuN73K+gsFYlVhMYatzxHYddh1RXWCt8u9rlBrQg862L2qXsuDxmhubiocdSFvlY5M2TfuMtn4OydiaVrLvM5V3oct84WFvTF6XGFsuKPGU7Ke1bF0TUSrIlwtaCqPzf4u8M/s9qa4FcuRtxMDjOHheumg2T2UHa4dbgPFiFWfBUIquKPe7B56AfTwWLh4oX3mTAfXHyPzu/vvwpFfOVrF7OtaHu2echswzXbIGJ8FCmoeU6nwpJqkJh/6uyZLuZP1pttV76ofFMNHrMNixXawOzYh7D/oKaExavC6Mx5M90K74prUByGGV8qfa7wufmqKclYYQ2I4ky2L+6v8OqeKx+VHMTvoNXbS6obYUTIAs6CqhIa5zHBA1MkMMYqMKFu5rNKTOYjI3F1rWxUvrAGAO+jr4yEZubsS2ZfNTFSm5mPz4dgcVSkkOdnGxRGHdlU/mRbGNnma1YMXAOax1WRZc9zrGb9VDmDpI327+st7vw/yJmN6uwdJljcGU/luWoP1VAxHmH7q4LJfEFcIIcxW9AmtEVhQ91ntaOqG8xfhvG8F4vfDO8dRIHG76cdwgKAz5koomAkgPtVDQEj1Hy/Knh5HwZ81F8RlIqLAhHbxzUmOI8RhbLVxdvFdF+CpOwariysmVK4YGfK/FVFDsmC2YK6FCkyjCI5M3IZj46kUSrMKaxWvjH/mD0sF7NenL/Pt7iVXQp37OxnCs64r4oU3mPco3Cj/GJ6nC/u7Nl6Zv86jQlrRJS/rrhX/M3uq7rk5CDe4o7gzmFQWVFR5KQKZQU4R2BZD1sznjPfmH7WqeEaJCKmY3atAixes2RSxMfAyGLjEi7vc1qf4nbdLGtkqjixIpLXVQSk8J3noj3MFrYfPmfEr2xH+1iesUYC7XX2q3i4fdlctZfLrX0Ii7mLWxbGiez+eD7GXCwcTt0cpldhm3Fx3guvWTFjhdUVPfYc8aNy19k306gwPFdcyeQgXkFHcNBWHYYqlnmcFRS1J+pchxSYHWxPRa75viNnZxeuzeB1AFagUfYxW5itLLlYkmU9+/40LcaIxW8I+sHOiJFUnsfip3Ccx2ZIA+eiLTiH4YPtpWxVNqFeRuJKWExRD7OBNSOqEGM8js7v7y1u/HeTKJinKqauSWOC541jWTfa4q4ZZ7McQGy6olfxbMaDwjbaoQp5FWe0TzUgLB5oM3teycEUaBUAltwV0JR+JzMJwQ5VFUUGCPVcgaKynQGIgZERKSsgKtGZfarByLoYiSi7T0Pyq3UWM1UsxqMjAFYs8zjqRGxg0mPyIwnltSzWrHBlYY2A08t8YaSsmkTV6DH7XAODe7k4Mh1j7b7eucF9GLkrfyuSd9yoiuVMoawKJ8Ml84NxFLOv4oNN+BBzhTWKVVMx9qgaU2e34lglB1Gg8/fTuqKCj7OHzEDIyBWl6uKUMBBgIqINmASVb4rkcL0iO/aowKvImTVVDPgzoDytIs0SEq9Zd47zVCFkOGRk4exyZDvTEOU9mR2oJ9uksMSID7GAMXKxc41QJa7hwH3YWe4beyxOKsaVHhcnFnPGr6whrM5c7Yu8xM4b5zNh55V9ZveVTmY381XVAhazzN/ZXuRBFquqkGc5mK/6zF9/N4SRHQaTgZwVjdnguP2cbbie6VhnHAmP+VY1FjM+4Hw2D/11OtSYsgWv3/ft79vbV32ePXu233///Tfcc7iaGVdSERHTw3Ds9FVYWWcMbWP2Ot8ZzlFPtZeay/ydKQSuOOwLd2fPnu0PfeIheq7r5jZb484V9bC4Kh1ZXGzVec5wzQwOqwI/g3ecy/TiGhaPqhFxDdZYe+Kv+myt/WRr7enW2mfTvZe31n6htfbrq8eXre631trfbK092Vr7TGvt9ZX+iBt/77huAR3Pq+KM3aTrAt1hYOfGRHV9rBjPFDjWieV7zCeWnNj1sWTJa9gj/jA9qBNlpiHYB+7GXw+4RGJ2Z9vHfXcWGX8z+MlrKtuyzopIMd64B8sn5uuM/8pXhn+XZyrPs2Q9yja0H2M13nreNe7w1yquEDNsqrNh56hikO8zHdV5szE8I+QRpWcmJ5wNCqd5rctb91wVdGUvw5+6P8s7M29xvz9u/ufk74mIT/beXxsRn1xdR0T8iYh47ernwYj4sQn9N/yZlQoAJrMDHFvnhBX0vNYBZMzD4qbIihVApZsBC/XMEj7Tq5JF+c90ILAVgbCuNt8n9rw/doy78YEdRXjMX0ZGKv4qMfM9h1lFlnlvxB6eFyNrVSSVnTMkze6zwq/iwXxXulUxzvZW/GBy7/2xY9xVZz/mKB7E80XuyWPVmeW1OB9jjJib4QZWlFRzx2xHG1gDjPu6pjD7gb4i5tk18iPiHOfifWWTkqm3uFtrr46In+29/5HV9RMR8abe++XW2lFEfKr3/nWttb+1ev4hnOf057caZwhMAYPNcY9DPyMhR464TxY8VDXOfHQ+416qs0NxRItxcP6gDrRrtplB3agzv9W4b9wp+9mYi93seSpxdrh7lU0zJDEzrzpjRfh5jNnu9lN563Tma9SLOn/mkZ+JLzz+hZ3jbmCOcRLauQ4mUapcVTFhNih9LCfyc7bXDN86f1Fm9ndYqPCRn89gVNmq7K/e4t7076BfkUD4xYh4xer5KyPic2neU6t7JVu7YuYIKQt2N/k+zsM5eN91lMxuVcjQhwp0rvBmXbOF1YE626DIlt2faVyybnUfYzJRyHaCuyyuQWPd8VjD7s+IIxG0wxFGHmc+uiYO91UNLcu9qpGdKQauCURsMiJ0BU7FheWjka3hzn1anJ2pasDUWMVZuIZhgmFxpmjOcIVqONQcxU+uEXMF0sWJ5ZXKgaogs7Voe0SU38V94k9x9+OX4Gt/0qy19mBr7dHW2qPXbrt2gyMVcbNClYWtd8SXg66IJwNazcnz2Nq8d9VlOULF4s/sx30xZljkUYeLCe7DCivzV63J8Zj9c5dt4O7q1as3xXtIRSTZ7jGnKrYYd0bIOFfpcUmPdqtipIon3nNFTBUMfKxwjXOY76wYKy7A4q1yhHGDk01wlzH33Jeeu2GM5ajCVWWvKixursM5coXLEZbjaq+qKVLcqLDA8kPFoMK0anpQPzY4DFczeV7Jpq+gf7e1dpTe8nl6df/zEfGqNO+e1b2bpPd+IVb9w9mzZ68DfuYAXXBVQMc406UOBfWpgjbTCarnjNDdwWLhn4lDlbgM0GwfFh/cl+lU9lYFgshWcXfu3nM34c75NOysCjfOrc7JPWd62Lnma1W42X3VYFS4Vfu5XMB9lZ3oN+LSETDeV00K2l58UcmJcMcw52KsYpbH2X1W6F1cZs6vKrhM38wZs/NhMcjC5ih7K95RulTsUFdVp1Tuz9S3LJu+gv54RDywev5ARHws3f+zq083viEifr/6PWCE/sIIdsA4rpIW5yjSU0Uz32OdZRZGWtkW3L86OAUyd7AsDsreSh/GhiWcesQ4qATMP2ivka3iLvub/WP2Mf+wSVE+YCzxrJQ94zlrinB9tneWIJWeyiamVxVLzEXcsyJCZpvDisK/K1pH54+qd262hrt1v/+dFS2MZaWL8ZkrqvlxrKv4B/dX/KawhnmU56tCvU4xVc0B6ld+rlO8GecxmeG88hV0a+1DEfGmiLi7tfZURPyliPihiPhIa+18RPx2RHznavrPRcRbI+LJiHguIv5caUESVWTR0Znukh0+K9KoY9xnhZvNdbqYHkV0rDirgl0dvAJ+lhm7ZhoMFVvnI46xdfvCHSM6di/LOo2bIxiFD1Xk3Lkr3LF5FYHnPdlZK/+VTraGEeQm8Xb5yAqZyv9ROHeNu/wXK8pmtBPnZFH+sfPDPVBY0XY2KR5WXI1jjONVHlb6EU+u4XHNBvKVs9/56OrPTGEeUhbo3vt3iaE3k7k9Ih6a3n0l+ZvEKpJXBXusdQXbFboKjJUdjoTZuCI+tjfzw/laAVSBXfmDZKdsQ19couKcMTaIch+4yzZkO1QSseStdOfHvE7FxxVsdsYKQ2p/XMsIXOl3Ocj2mYkN23Om2XPYZ/uo/BzPxyvoXeMufxc3e2R5rXKv4io3v3qepcJ6xUkq9spnnMvszD4xPsNcRTuqoqpyRmFf8WhV3Cs5iP9mhf8jterKsihAs3UqcLMAHPoycTlCcQVfERTarQpgZW8luKcjNiTzmXMZOnIisjU3+X6pNH3rMhsLVbzyvSyucXQxQEw54qh0ZtsYQTmyVn6hrWjHjJ8zpOzsZ+NsTxxnRHx0/ijiEap6J7JOYz3mzOR91qHOG3WoPZ3dqvDiWIV55NSTNHxoX+Yd1Wyyc3C+KduQGyt/XM1AOZjv4naAyoLOuWTE+2M9I6JKL1tbCdOXH123qsg+26zG3T2XQM7+PEedS/7BDhltYrFcNyFPKuOdG4aFYSv7yf6xhHTFC7FXFcKsL9vKcI9zsl6HD9WMqfnoG8YCYzl7rjmueJ89qnWqacBYODzvQxxeMJ44znQ5PsnzVAGv1qq9kOeq4oM4VlzH4oO5p2xWvMP8UvzE7Ga5r3xgc5lfTg6iQFd/WoPEj0UMAcfmDFEHO/S4cXYYM+TpbFeJiHMYmSvfHFnhWlcoWRJXRQh9xhgpu09Dztx9xjYsqshkPxj2cF4Wd/as0KvYKUJcpxhmeysyU00Zw03VPLAiqfRWZJyfM/J2xMz83bXgu4XOFte8sfNmDSCbv07uMv35Gs8T/WBrcK88152Fy0+0B+cr28Y14zkV23U5jNk5m6cH8c8y1Dc6scNTROLmqGAqgLl9nT5mi9Kh5uT1bo+ZLpDNc7pnYjtrX57jmgWUCw9cuP6NTruW8U9a0CZld3Wd76E4MqsIJa93osjX+YT7rqMD56A+5avD40wBR3vQJtQ7UwD29c8y1D8GGvZlqeyusISYc/zozsnhYCbG7JxmOZftN5sHjrOzzPhR7at8dPtcvnj55P8sYx+S/2nBTGeBAVAdX57POuoxv9rXAUR1igrcM4nJ9kBfWSeXY6hIX5Ess0E9z/bhuY1xt4bFZ7aj3LZUBMcSk52hwq8izDFWFWd3XjOE7mKOe6hGUsVozMcfRnZsT4YlhQeVwyqnlL/s+eWL+/t/0PiPgdDfmYYG78/kEMtZjCfiKp+PiiWOqeaNcROzW/GxwyLazTCvrtFu5v9scUYssvi6WsTkID4khjLTWbn5ld4cKJW8eY26j/ahDgVsJCQsBo5c2b4qQdkc3IvZhb6wZoAlFdOR5zigz4B124KffVCFifm9bqOV4z3zyPS5/VVuMBtYs4B+OztUTjhxxXcGF1XcGWcojFL+2OOHxNCe6zbE3LspqAfXVTzm8F41BO7scD3T5zjG2a94VvEw7oXP1+V6zBOWN8rGmRqm5CBeQeeucgaYbk7uDpEUZsCPXRC7x4qV6p6UYEKxhiHPy/uuA0bXVVbxcImsGgnsZtkeCtwR5Tc6bVXwVRNrqFQioZ9ZB7vvdLIi7Ugq28jwwAqsakhRF7MTz53FSpGRIiTM03xf+Z2vcT8WC2Yr7qNivSvJfwet8IDFFP3FmLqCqHKN8QruzeaNObin0sfEcbEqvDNNq7KjwrW6h83sTG1CG1TeMd+ZHESBXmSRRRZZZJFFbpSDeIs7f5p2iHrLQ70Fk8eqTo917O5VpXrFWtlSzVfX7FUA6nGxYPedD8x/ZTfr7vNc1+kyO1H29bvAIVUHz+YwH92ZuXMa82fONI8j1qszx1cBeJ+90mVz8hh7dcOeu/1m4sTmqFeROA/nsnv7FPYnpWhvhMacwh7TldfOvGpjeGavdhluVb4oDCmcMJ+ZnQpzak62t8pnVStYDqp44Bq1VyUHUaAj9O8rGCm4AuHApJKCgacqXJUvqF/tWx0o06uIdIbwHHE5ILO5LAlUkqNeF/N9ySDLLOpcInwBYnOHPpbkYwznzuCB3WOEweysCpsqaDiXNQYVAatcRd/YGSisVYWO2ZfxP2Sfv1pBe9E2NjauVfHL4gqnwo6yAdcqLDNeYb4id6CtVU6pGsAwOFOwK3G+OPuGoH3rctzBFOgsKpGrbo3dQ0Co7sfprYip8iHPZ10Ye1RzlJ8KBIxkFXBVMmNSMN8dibN9lc2nRZRDqpiPOfkxgvs3Q3jjOe497qvihvdYbrhiX+lQRMLwonKosq0iPhc/pk/t53LruuzxG+xYURky668rzmq8ajAdJ1X2saI7W5QUN6AfFT+rRkM1JW4OawbRVhY/dq6KK2fkoAq0KlSqQOY1WRjR5TVMVBKjXdlWtle+h34pn53dKg64TwUc3M8loirmam8F9Krw49qI03mL2+GkwgSbgzrUOrWW7VU1DQ6PSq+7vw6RM7+rQq2KZ4W5WVE5M+PfLmX8Oo/lffYdz7HKUYVjxZ0znFRxS4WXmYbVnTvLMRSVu26vUUjZfbYO96t42MUH96uk/JBYa+0nW2tPt9Y+m+791dbar7XWPtNa+wettbvS2MOttSdba0+01r6ttCBufKuREXh+zA7moOD1kNnkm0lolQDZnoqkVfFDm9GeAaoMrgw2RpZ5z4pkme8s9jiPFWqWoA6ULPn3gbvRDDiMYHyUr8wftRbXsCaAxVIVxbwGpSJZNb/yR+2NZOtyU/me9WaMox7Mh7wf2q6u8719YI7FQNnF5rBCjuvxeY6Ry2l3tqqJY4URfXTnxs6X8Tfui5hj8xnfMAy7eLJmJcdFNSmsOZg5Y5SZV9Dvj4j/KSL+Trr3CxHxcO/9+dbaD0fEwxHxA62110XEuyLiP46IcxHxj1trf7j3/m/dBvj/oFWBVR1Rvs73XeenihHuq4hjjLEDdR0WAkcRBgMRs0PZoBJW+TwDHnYuSLB5vAI92zO9xf3+2DHuhqjC5shMJZzCJCMLxIS6P3PObB7DPCvwDlMz+pzvM7rcHjiOTQ+LjcuVLHn8zN1nIp7ZD+YUVzCyV82Ua3SqRszlusOT0qlwwPBd8d9s0a18c02oE8SOKvRq7rhfcd1ssZ75d5OPtNZeDff+l3T5TyLinavn74iID/fe/9+I+M3W2pMR8Q0R8X9U+6gg4JwIXVhYoqqDZoTlkth1ijMgcwXeddSO2FVcqoSYTXrUXSUsG1NErtakf/u3F9wxOxQ5qoKp5rI92JyKVBXWKlyoZgHtZp3+TGFVY65hw+bGESnmB4u/wpzaF/ccz69durZ3rqsKJeMc1Szic8crLK6OL1lDhHa5YlXxLDuvmbNGv9S9maZC5fM6XMnuKx6YLdDb+Dvo74mIf7h6/sqI+Fwae2p1rxTWdSmw5eAxInCFXBVYRV44J4MMiYbZiGMK9I40XQFn4kDC9nNdLfo40706myrgryFbwR3a5Bqu/NzhNesaz/M6FX83zkh0PFeEr5oOVpDRDlyP/qNuhSvcG2W2WKMe5qvKrWwL238N2RrXoZ04XhUQ1MV4K+NGnTMrzKiPrWdNGe6fhTVZGdNsvirSzE4VS8bVbD3zje3B4oA2qhrCGptKTvQhsdbaD0b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" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "qLh3fxl63IHW" - }, - "source": [ - "## Graphviz\n", - "\n", - "You can use graphviz to layout nodes of a graph and draw the structure." - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "33v9WeNjfb2k", - "outputId": "2567027c-8c11-4517-94b8-3ae984b1d328" - }, - "source": [ - "!apt-get -y install python-pydot\n", - "!apt-get -y install python-pydot-ng\n", - "!apt-get -y install graphviz" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Reading package lists... Done\n", - "Building dependency tree \n", - "Reading state information... Done\n", - "The following additional packages will be installed:\n", - " python-pyparsing\n", - "Suggested packages:\n", - " python-pyparsing-doc\n", - "The following NEW packages will be installed:\n", - " python-pydot python-pyparsing\n", - "0 upgraded, 2 newly installed, 0 to remove and 13 not upgraded.\n", - "Need to get 71.7 kB of archives.\n", - "After this operation, 347 kB of additional disk space will be used.\n", - "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 python-pyparsing all 2.2.0+dfsg1-2 [52.1 kB]\n", - "Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 python-pydot all 1.2.3-1 [19.6 kB]\n", - "Fetched 71.7 kB in 0s (891 kB/s)\n", - "Selecting previously unselected package python-pyparsing.\n", - "(Reading database ... 146374 files and directories currently installed.)\n", - "Preparing to unpack .../python-pyparsing_2.2.0+dfsg1-2_all.deb ...\n", - "Unpacking python-pyparsing (2.2.0+dfsg1-2) ...\n", - "Selecting previously unselected package python-pydot.\n", - "Preparing to unpack .../python-pydot_1.2.3-1_all.deb ...\n", - "Unpacking python-pydot (1.2.3-1) ...\n", - "Setting up python-pyparsing (2.2.0+dfsg1-2) ...\n", - "Setting up python-pydot (1.2.3-1) ...\n", - "Reading package lists... Done\n", - "Building dependency tree \n", - "Reading state information... Done\n", - "The following NEW packages will be installed:\n", - " python-pydot-ng\n", - "0 upgraded, 1 newly installed, 0 to remove and 13 not upgraded.\n", - "Need to get 19.8 kB of archives.\n", - "After this operation, 96.3 kB of additional disk space will be used.\n", - "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 python-pydot-ng all 1.0.0-3 [19.8 kB]\n", - "Fetched 19.8 kB in 0s (541 kB/s)\n", - "Selecting previously unselected package python-pydot-ng.\n", - "(Reading database ... 146392 files and directories currently installed.)\n", - "Preparing to unpack .../python-pydot-ng_1.0.0-3_all.deb ...\n", - "Unpacking python-pydot-ng (1.0.0-3) ...\n", - "Setting up python-pydot-ng (1.0.0-3) ...\n", - "Reading package lists... Done\n", - "Building dependency tree \n", - "Reading state information... Done\n", - "graphviz is already the newest version (2.40.1-2).\n", - "0 upgraded, 0 newly installed, 0 to remove and 13 not upgraded.\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 498 - }, - "id": "ZXTgGVkaffjf", - "outputId": "2037bb22-88c1-4013-cf8e-03c8ebe349d5" - }, - "source": [ - "from graphviz import Digraph\n", - "\n", - "dot = Digraph(comment=\"Bayes net\")\n", - "print(dot)\n", - "dot.node(\"C\", \"Cloudy\")\n", - "dot.node(\"R\", \"Rain\")\n", - "dot.node(\"S\", \"Sprinkler\")\n", - "dot.node(\"W\", \"Wet grass\")\n", - "dot.edge(\"C\", \"R\")\n", - "dot.edge(\"C\", \"S\")\n", - "dot.edge(\"R\", \"W\")\n", - "dot.edge(\"S\", \"W\")\n", - "print(dot.source)\n", - "dot.render(\"test-output/graph.jpg\", view=True)\n", - "dot" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "// Bayes net\n", - "digraph {\n", - "}\n", - "// Bayes net\n", - "digraph {\n", - "\tC [label=Cloudy]\n", - "\tR [label=Rain]\n", - "\tS [label=Sprinkler]\n", - "\tW [label=\"Wet grass\"]\n", - "\tC -> R\n", - "\tC -> S\n", - "\tR -> W\n", - "\tS -> W\n", - "}\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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MPGCylindersDisplacementHorsepowerWeightAccelerationYearOriginName
018.08307.0130.03504.012.0701chevrolet chevelle malibu
115.08350.0165.03693.011.5701buick skylark 320
218.08318.0150.03436.011.0701plymouth satellite
316.08304.0150.03433.012.0701amc rebel sst
417.08302.0140.03449.010.5701ford torino
\n", + "
" + ], + "text/plain": [ + " MPG Cylinders Displacement Horsepower Weight Acceleration Year Origin \\\n", + "0 18.0 8 307.0 130.0 3504.0 12.0 70 1 \n", + "1 15.0 8 350.0 165.0 3693.0 11.5 70 1 \n", + "2 18.0 8 318.0 150.0 3436.0 11.0 70 1 \n", + "3 16.0 8 304.0 150.0 3433.0 12.0 70 1 \n", + "4 17.0 8 302.0 140.0 3449.0 10.5 70 1 \n", + "\n", + " Name \n", + "0 chevrolet chevelle malibu \n", + "1 buick skylark 320 \n", + "2 plymouth satellite \n", + "3 amc rebel sst \n", + "4 ford torino " + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 1 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hUCC261x_7zZ" + }, + "source": [ + "## Sklearn" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RCSwx_lE_7Jn", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 285 + }, + "outputId": "4036c988-bb39-4ad4-d9af-f45bc6330231" + }, + "source": [ + "import sklearn\n", + "\n", + "from sklearn.datasets import load_iris\n", + "\n", + "iris = load_iris()\n", + "# Extract numpy arrays\n", + "X = iris.data\n", + "y = iris.target\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.scatter(X[:, 0], X[:, 1])" ], - "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\nC\n\nCloudy\n\n\n\nR\n\nRain\n\n\n\nC->R\n\n\n\n\n\nS\n\nSprinkler\n\n\n\nC->S\n\n\n\n\n\nW\n\nWet grass\n\n\n\nR->W\n\n\n\n\n\nS->W\n\n\n\n\n\n" - }, - "metadata": { - "tags": [] - }, - "execution_count": 16 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DaSY50JzpWnC" - }, - "source": [ - "## Progress bar\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "RNoYKY34Iqu6", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "07194dcd-35de-47b0-b7b4-8158f83631c0" - }, - "source": [ - "from tqdm import tqdm\n", - "\n", - "for i in tqdm(range(20)):\n", - " x = np.random.randn(1000, 1000)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "100%|██████████| 20/20 [00:00<00:00, 23.02it/s]\n" - ], - "name": "stderr" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "lyWwltzKlAHS" - }, - "source": [ - "# Filing system issues\n", - "\n", - "\n", - "Details here:\n", - "- https://colab.research.google.com/notebooks/io.ipynb\n", - "- https://neptune.ai/blog/google-colab-dealing-with-files\n", - "\n", - "Many other sources." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7aCgO-moU2WA" - }, - "source": [ - "## Accessing local files\n", - "\n", - "Clicking on the file folder icon on the left hand side of colab lets you browse local files. Right clicking on a filename lets you download it to your local machine. Double clicking on a file will open it in the file viewer/ editor, which appears on the right hand side. \n", - "\n", - "The result should look something like this:\n", - "\n", - "\n", - "\n", - "\n", - "You can also use standard unix commands to manipulate files, as we show below." - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dRh4BOIxHpEX", - "outputId": "718b8efd-1988-4633-db29-6a414a350415" - }, - "source": [ - "!pwd" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/content\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "T7i8bvaghwy7", - "outputId": "bb0012d2-bc82-4d5d-dfe3-acf2ba3e77a7" - }, - "source": [ - "!ls" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "myplot.png sample_data\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "HDNijfMPjPsE", - "outputId": "d2bb4d90-86fc-44b2-9900-6050507e082b" - }, - "source": [ - "!echo 'foo bar' > foo.txt\n", - "!cat foo.txt" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "foo bar\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "5bnSVjwTr_bg" - }, - "source": [ - "However, !cd does not work. You need to use the magic %cd." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "voUDbPTUsDI3", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "b8e3f19f-244a-407f-9fe7-94b64f60ef4b" - }, - "source": [ - "!pwd\n", - "!mkdir dummy\n", - "%cd dummy\n", - "!ls\n", - "%cd .." - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/content\n", - "/content/dummy\n", - "/content\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AhyYxQ8mrzev" - }, - "source": [ - "To make a new (local) file in colab's editor, first create the file with the operating system, and then view it using colab." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "LtbGecLQrysw", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 17 - }, - "outputId": "17613167-0d6d-4f6e-b66f-129eb2552b6a" - }, - "source": [ - "from google.colab import files\n", - "\n", - "file = \"bar.py\"\n", - "!touch $file\n", - "files.view(file)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "application/javascript": [ - "\n", - " ((filepath) => {{\n", - " if (!google.colab.kernel.accessAllowed) {{\n", - " return;\n", - " }}\n", - " google.colab.files.view(filepath);\n", - " }})(\"/content/bar.py\")" + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PJXF4csdBhsN" + }, + "source": [ + "## JAX" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8JiSxcJJ79Bv", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "97f3ebb7-93b8-4255-bccb-781d01ccb4cc" + }, + "source": [ + "# JAX (https://github.com/google/jax)\n", + "\n", + "import jax\n", + "import jax.numpy as jnp\n", + "\n", + "A = jnp.zeros((3, 3))\n", + "\n", + "# Check if JAX is using GPU\n", + "print(\"jax backend {}\".format(jax.lib.xla_bridge.get_backend().platform))" ], - "text/plain": [ - "" + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "jax backend gpu\n" + ], + "name": "stdout" + } ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PMet3XdcVF9O" - }, - "source": [ - "If you make changes to a file containing code, the new version of the file will not be noticed unless you use the magic below." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "0ufY8AO1VEUh" - }, - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "6a6nkLsKWQpu" - }, - "source": [ - "## Syncing with Google drive\n", - "\n", - "Files that you generate in, or upload to, colab are ephemeral, since colab is a temporary environment with an idle timeout of 90 minutes and an absolute timeout of 12 hours (24 hours for Colab pro). To save any files permanently, you need to mount your google drive folder as we show below. (Executing this command will open a new window in your browser - you need cut and paste the password that is shown into the prompt box.)\n", - "\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "cYZpcMiQkl15", - "outputId": "f4cf4b76-100a-428f-8c63-14aad3207235" - }, - "source": [ - "from google.colab import drive\n", - "drive.mount('/content/gdrive')\n", - "!pwd\n", - "\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Mounted at /content/gdrive\n", - "/content\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "wycWRaVxPh5P", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "5571799c-360b-446f-9f70-375f7d14527b" - }, - "source": [ - "with open(\"/content/gdrive/MyDrive/foo.txt\", \"w\") as f:\n", - " f.write(\"Hello Google Drive!\")\n", - "!cat /content/gdrive/MyDrive/foo.txt" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Hello Google Drive!" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "CeGz5P_RUyzG" - }, - "source": [ - "To ensure that local changes are detected by colab, use this piece of magic." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "K6RR9dfoUyMG" - }, - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_x4_RdSfh272" - }, - "source": [ - "## Uploading data to colab from your local machine" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "IgQe1zgYh4hF" - }, - "source": [ - "from google.colab import files\n", - "\n", - "# GUI lets you select the file\n", - "# the return value is a dict, mapping filename to bytes\n", - "uploaded = files.upload()" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "2mUVyvAblY3v" - }, - "source": [ - "## Downloading data from colab to your local machine" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "fwdVtkGqlblY" - }, - "source": [ - "from google.colab import files\n", - "\n", - "files.download(\"checkpoints/gan-mlp-mnist-epoch=02.ckpt\")" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "bIqJtkFnlF8I" - }, - "source": [ - "## Loading data from the web into colab\n", - "\n", - "You can use [wget](https://www.pair.com/support/kb/paircloud-downloading-files-with-wget/) \n", - "\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "3oypH8Vclu86" - }, - "source": [ - "!rm timemachine.*" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "H0dvvsUclgdu", - "outputId": "924597b5-451d-4eb3-d6dd-6e45763828dc" - }, - "source": [ - "\n", - "#!wget https://github.com/probml/pyprobml/blob/master/data/timemachine.txt\n", - "#!wget https://github.com/probml/pyprobml/blob/master/data/timemachine.txt\n", - "!wget https://raw.githubusercontent.com/probml/probml-data/main/data/timemachine.txt\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "--2021-07-19 17:42:46-- https://raw.githubusercontent.com/probml/probml-data/main/data/timemachine.txt\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 178887 (175K) [text/plain]\n", - "Saving to: ‘timemachine.txt’\n", - "\n", - "\rtimemachine.txt 0%[ ] 0 --.-KB/s \rtimemachine.txt 100%[===================>] 174.69K --.-KB/s in 0.03s \n", - "\n", - "2021-07-19 17:42:46 (6.65 MB/s) - ‘timemachine.txt’ saved [178887/178887]\n", - "\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "kj3fMYuwlyNR", - "outputId": "f4a55c24-854b-4655-a48f-6284f10460a4" - }, - "source": [ - "!head timemachine.txt" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "The Time Machine, by H. G. Wells [1898]\n", - "\n", - "I\n", - "\n", - "The Time Traveller (for so it will be convenient to speak of him) was expounding a recondite matter to us. His grey eyes shone and twinkled, and his usually pale face was flushed and animated. The fire burned brightly, and the soft radiance of the incandescent lights in the lilies of silver caught the bubbles that flashed and passed in our glasses. Our chairs, being his patents, embraced and caressed us rather than submitted to be sat upon, and there was that luxurious after-dinner atmosphere when thought roams gracefully free of the trammels of precision. And he put it to us in this way--marking the points with a lean forefinger--as we sat and lazily admired his earnestness over this new paradox (as we thought it) and his fecundity.\n", - "\n", - "'You must follow me carefully. I shall have to controvert one or two ideas that are almost universally accepted. The geometry, for instance, they taught you at school is founded on a misconception.'\n", - "\n", - "'Is not that rather a large thing to expect us to begin upon?' said Filby, an argumentative person with red hair.\n", - "\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "ZawrQx644OyW", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "dd6e15a0-71d0-4471-8fe0-06bf3248d144" - }, - "source": [ - "datadir = \".\"\n", - "import re\n", - "\n", - "fname = os.path.join(datadir, \"timemachine.txt\")\n", - "with open(fname, \"r\") as f:\n", - " lines = f.readlines()\n", - " sentences = [re.sub(\"[^A-Za-z]+\", \" \", st).lower().split() for st in lines]\n", - "for i in range(5):\n", - " words = sentences[i]\n", - " print(words)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "['the', 'time', 'machine', 'by', 'h', 'g', 'wells']\n", - "[]\n", - "['i']\n", - "[]\n", - "['the', 'time', 'traveller', 'for', 'so', 'it', 'will', 'be', 'convenient', 'to', 'speak', 'of', 'him', 'was', 'expounding', 'a', 'recondite', 'matter', 'to', 'us', 'his', 'grey', 'eyes', 'shone', 'and', 'twinkled', 'and', 'his', 'usually', 'pale', 'face', 'was', 'flushed', 'and', 'animated', 'the', 'fire', 'burned', 'brightly', 'and', 'the', 'soft', 'radiance', 'of', 'the', 'incandescent', 'lights', 'in', 'the', 'lilies', 'of', 'silver', 'caught', 'the', 'bubbles', 'that', 'flashed', 'and', 'passed', 'in', 'our', 'glasses', 'our', 'chairs', 'being', 'his', 'patents', 'embraced', 'and', 'caressed', 'us', 'rather', 'than', 'submitted', 'to', 'be', 'sat', 'upon', 'and', 'there', 'was', 'that', 'luxurious', 'after', 'dinner', 'atmosphere', 'when', 'thought', 'roams', 'gracefully', 'free', 'of', 'the', 'trammels', 'of', 'precision', 'and', 'he', 'put', 'it', 'to', 'us', 'in', 'this', 'way', 'marking', 'the', 'points', 'with', 'a', 'lean', 'forefinger', 'as', 'we', 'sat', 'and', 'lazily', 'admired', 'his', 'earnestness', 'over', 'this', 'new', 'paradox', 'as', 'we', 'thought', 'it', 'and', 'his', 'fecundity']\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "memojWlxuAyH" - }, - "source": [ - "## Loading code from the web into colab\n", - "\n", - "We can also download python code and run it locally." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "siXx1f8et98t", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "d0a115c5-3a81-4237-bf45-d1c8bd0d9d06" - }, - "source": [ - "!wget -q https://raw.githubusercontent.com/probml/pyprobml/master/scripts/pyprobml_utils.py\n", - "\n", - "import pyprobml_utils as pml\n", - "\n", - "pml.test()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "welcome to python probabilistic ML library\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "57S7dQXbPSh6" - }, - "source": [ - "## Viewing all your notebooks\n", - "\n", - "You can see the list of colab notebooks that you have saved as shown below." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "cTJGGK29PYM4", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "dbb73578-2dd8-4f3c-f270-4dfbdedb60ff" - }, - "source": [ - "import re, pathlib, shutil\n", - "from pathlib import PosixPath\n", - "\n", - "# Get a list of all your Notebooks\n", - "notebooks = [\n", - " x\n", - " for x in pathlib.Path(\"/content/gdrive/MyDrive/Colab Notebooks\").iterdir()\n", - " if re.search(r\"\\.ipynb\", x.name, flags=re.I)\n", - "]\n", - "print(notebooks[:2])\n", - "\n", - "# n = PosixPath('/content/gdrive/MyDrive/Colab Notebooks/covid-open-data-paper.ipynb')" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "[PosixPath('/content/gdrive/MyDrive/Colab Notebooks/saining-cvpr18-video-3d.ipynb'), PosixPath('/content/gdrive/MyDrive/Colab Notebooks/Copy of Getting started with pytorch.ipynb')]\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "buZsxpmUS37n" - }, - "source": [ - "# Working with github\n", - "\n", - "You can open any jupyter notebook stored in github in a colab by replacing\n", - "https://github.com/probml/.../intro.ipynb with https://colab.research.google.com/github/probml/.../intro.ipynb (see [this blog post](https://amitness.com/2020/06/google-colaboratory-tips/#6-open-notebooks-from-github).\n", - "\n", - "It is possible to download code (or data) from githib into a local directory on this virtual machine. It is also possible to upload local files back to github, although that is more complex. See details below." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "rVvGT6GUBg2Q" - }, - "source": [ - "## Cloning a repo from github\n", - "\n", - "You can clone a public github repo into your local colab VM, as we show below,\n", - "using the repo for this book as an example.\n", - "(To clone a private repo, you need to specify your password,\n", - "as explained [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70). Alternatively you can use the ssh method we describe below.)" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "uVZWqzdW7_ZG", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "cbae2714-3da4-405e-93d6-32fe1d4bbf4e" - }, - "source": [ - "\n", - "!rm -rf pyprobml # Remove any old local directory to ensure fresh install\n", - "!git clone https://github.com/probml/pyprobml\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Cloning into 'pyprobml'...\n", - "remote: Enumerating objects: 11604, done.\u001b[K\n", - "remote: Counting objects: 100% (349/349), done.\u001b[K\n", - "remote: Compressing objects: 100% (200/200), done.\u001b[K\n", - "remote: Total 11604 (delta 181), reused 282 (delta 143), pack-reused 11255\u001b[K\n", - "Receiving objects: 100% (11604/11604), 564.09 MiB | 38.35 MiB/s, done.\n", - "Resolving deltas: 100% (6412/6412), done.\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "sL0CLHTm7HSH", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "d23ce0d0-3403-4bfd-e666-34f715da765a" - }, - "source": [ - "!pwd" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/content\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "XdC34HzKT8L8", - "outputId": "49d5d474-7af0-4a4d-adb3-3a11b049f3e3" - }, - "source": [ - "!ls" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "cat_dog.jpg pyprobml\t\tsample_data\n", - "__pycache__ pyprobml_utils.py\ttimemachine.txt\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MNWWINngc5rn" - }, - "source": [ - "We can run any script as shown below.\n", - "(Note we first have to define the environment variable for where the figures will be stored.)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 873 - }, - "id": "aYXkQP-DdApw", - "outputId": "50b98443-467b-4ab9-ee6c-773cc80530ab" - }, - "source": [ - "import os\n", - "\n", - "os.environ[\"PYPROBML\"] = \"pyprobml\"\n", - "\n", - "%run pyprobml/scripts/activation_fun_plot.py" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "saving image to pyprobml/figures/activationFuns.pdf\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "qItn37RW7R3N", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "903c2f05-dafb-4db6-d5b9-9874a3b0cc1d" - }, - "source": [ - "!ls pyprobml/figures" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "activationFuns2.pdf activationFuns.pdf sigmoid_saturation_plot.pdf\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "YTT5eJ_qUDFe" - }, - "source": [ - "We can also import code, as we show below." - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "0jUdrHWLd95C", - "outputId": "a6ba93bc-118c-42e7-c894-34eeef80c95b" - }, - "source": [ - "!ls" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "pyprobml sample_data\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-NkBCWPdePFj", - "outputId": "b33684a4-cd62-46fb-ab15-ef650f12d5c2" - }, - "source": [ - "import pyprobml.scripts.pyprobml_utils as pml\n", - "\n", - "pml.test()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "welcome to python probabilistic ML library\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "yaISmcnNmnS7" - }, - "source": [ - "## Pushing local files back to github\n", - "\n", - "You can easily save your entire colab notebook to github by choosing 'Save a copy in github' under the File menu in the top left. But if you want to save individual files (eg code that you edited in the colab file editor, or a bunch of images or data files you created), the process is more complex.\n", - "\n", - "There are two main methods. You can either specify your username and password every time, as explained [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70). Or you can authenticate via ssh. The latter is more secure, but more complex, as we explain below.\n", - "\n", - "You first need to do some setup to create SSH keys on your current colab VM (virtual machine), manually add the keys to your github account, and then copy the keys to your mounted google drive so you can reuse the same keys in the future. This only has to be done once.\n", - "\n", - "After setup, you can use the `git_ssh` function we define below to securely execute git commands. This works by copying your SSH keys from your google drive to the current colab VM, executing the git command, and then deleting the keys from the VM for safety. \n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "0gOzFmcKoUuO" - }, - "source": [ - "### Setup\n", - "\n", - "Follow these steps. (These instructions are text, not code, since they require user interaction.)\n", - "\n", - "```\n", - "!ssh-keygen -t rsa -b 4096\n", - "!ssh-keyscan -t rsa github.com >> ~/.ssh/known_hosts\n", - "!cat /root/.ssh/id_rsa.pub\n", - "```\n", - "The cat command will display your public key in the colab window.\n", - "Cut and paste this and manually add to your github account following [these instructions](https://github.com/settings/keys).\n", - "\n", - "Test it worked\n", - "```\n", - "!ssh -T git@github.com\n", - "```\n", - "\n", - "Finally, save the generated keys to your Google drive\n", - "\n", - "```\n", - "from google.colab import drive\n", - "drive.mount('/content/drive')\n", - "!mkdir /content/drive/MyDrive/ssh/\n", - "!cp -r ~/.ssh/* /content/drive/MyDrive/ssh/\n", - "!ls /content/drive/MyDrive/ssh/\n", - "```\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "oSiVyBG1xm44" - }, - "source": [ - "### Test previous setup\n", - "\n", - "Let us check that we can see our SSH keys in our mounted google drive." - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "cCUxHiHAxcY2", - "outputId": "9555ac68-2dc8-4b9a-9049-b8174ddfbf4c" - }, - "source": [ - "from google.colab import drive\n", - "drive.mount('/content/drive')\n", - "\n", - "!ls /content/drive/MyDrive/ssh/\n", - "\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Mounted at /content/drive\n", - "id_rsa\tid_rsa.pub known_hosts\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "C-lPchgDpD7t" - }, - "source": [ - "### Executing git commands from colab via SSH\n", - "\n", - "The following function lets you securely doing a git command via SSH.\n", - "It copies the keys from your google drive to the local VM, excecutes the command, then removes the keys.\n", - "\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ONJ0Ump4wEho", - "outputId": "ef47e2d3-18fd-4917-c9c5-77315c4fd0b6" - }, - "source": [ - "!rm -rf pyprobml_utils.py # remove any old copies of this file\n", - "!wget https://raw.githubusercontent.com/probml/pyprobml/master/scripts/pyprobml_utils.py" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "--2021-03-25 16:12:17-- https://raw.githubusercontent.com/probml/pyprobml/master/scripts/pyprobml_utils.py\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 1901 (1.9K) [text/plain]\n", - "Saving to: ‘pyprobml_utils.py’\n", - "\n", - "pyprobml_utils.py 100%[===================>] 1.86K --.-KB/s in 0s \n", - "\n", - "2021-03-25 16:12:18 (36.1 MB/s) - ‘pyprobml_utils.py’ saved [1901/1901]\n", - "\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "FJ1_fCk_K9Mc", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "0bd007b2-09c0-4cb1-e295-6f734cf70252" - }, - "source": [ - "from google.colab import drive\n", - "\n", - "drive.mount(\"/content/drive\") # must do this before running git_ssh\n", - "import pyprobml_utils as pml # import script into namespace" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "umvOwzMfvpmU" - }, - "source": [ - "Below we clone the pyprobml repo to this colab VM using out github credentials, so we can later check stuff back in. **This is just an example - you should edit the `reponame`, `username` and `email` variables.***" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "IbX9-PDpwlO0", - "outputId": "957ae2fd-cab7-4267-8f4d-9709d6554910" - }, - "source": [ - "\n", - "\n", - "!rm -rf pyprobml # remove any old copies of this directory\n", - "#!git clone https://github.com/probml/pyprobml.git # clones using wrong credentials\n", - "pml.git_ssh(\"git clone https://github.com/probml/pyprobml.git\",\n", - " mail=\"murphyk@gmail.com\", username=\"probml\") # update to use your credentials\n", - "\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n", - "executing command via ssh: git clone git@github.com:probml/pyprobml.git\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "ir4nBvPfLXwF", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "00fcd067-3f7f-4ee1-9c54-979b6d9722ce" - }, - "source": [ - "\n", - "reponame = 'pyprobml'\n", - "username = 'probml'\n", - "email = 'murphyk@gmail.com' # update to use your credentials\n", - "\n", - "!rm -rf $reponame # remove any old copies of this directory\n", - "cmd = f\"git clone https://github.com/{username}/{reponame}.git\"\n", - "pml.git_ssh(cmd, email=email, username=username) \n", - "\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "executing command via ssh: git clone git@github.com:probml/pyprobml.git\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "4-1ZQyFUMq9A" - }, - "source": [ - "Let's check that we can see this repo in our local drive." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "gB5Lx38aMupR", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "9c26d870-64bd-4589-b4ec-2607815d8ee5" - }, - "source": [ - "!pwd\n", - "!ls" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/content\n", - "drive __pycache__ pyprobml pyprobml_utils.py sample_data\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "od3MymSWNHY6", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "02b156ec-c917-4955-bd77-f04177e94abd" - }, - "source": [ - "!ls /content/$reponame/" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "book1 CONTRIBUTING.md\tfigures __init__.py notebooks scripts\n", - "book2 data\t\timages\t LICENSE.txt README.md\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ft_pJJ4ZTLdl" - }, - "source": [ - "Now we create a dummy file inside our local copy of this repo, and push it back to the github (public) version of the repo.\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "3hfluZVYTSNd", - "outputId": "400a5892-fd9d-44ca-e67c-dfdb572a5c00" - }, - "source": [ - "\n", - "# Make the dummy file in the scripts folder of repo\n", - "%cd /content/$reponame\n", - "!echo 'this is a test' > scripts/foo.txt\n", - "\n", - "# Add file to the external repo\n", - "cmd = \"git add scripts; git commit -m 'push from colab'; git push\"\n", - "pml.git_ssh(cmd, email=email, username=username)\n" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/content/pyprobml\n", - "executing command via ssh: git add scripts; git commit -m 'push from colab'; git push\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "l8MHjRl5Ptoi" - }, - "source": [ - "We can check that it worked by visiting [this page](https://github.com/probml/pyprobml/blob/master/scripts/foo.txt) on github (note the time stamp on the top right):\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DAqqAhzzTS7F" - }, - "source": [ - "\n", - "Finally we clean up our mess." - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "r16zYiNTu_Mz", - "outputId": "d10b7525-d203-4622-b0e5-6b7f1f894529" - }, - "source": [ - "\n", - "%cd /content/$reponame\n", - "cmd = \"git rm scripts/foo*.txt; git commit -m 'colab cleanup'; git push\"\n", - "pml.git_ssh(cmd, email=email, username=username, verbose=True)\n", - "%cd /content" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/content/pyprobml\n", - "executing command via ssh: git rm scripts/foo*.txt; git commit -m 'colab cleanup'; git push\n", - "Copying keys from gdrive to local VM\n", - "Executing git commands\n", - "Cleanup local VM\n", - "/content\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "q-kRtmdm5d7X" - }, - "source": [ - "# Software engineering tools\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Qq8fvAl8Qqf4" - }, - "source": [ - "## Pros and Cons of notebooks" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "42p7w4QEQv-u" - }, - "source": [ - " [Joel Grus has argued](https://docs.google.com/presentation/d/1n2RlMdmv1p25Xy5thJUhkKGvjtV-dkAIsUXP-AL4ffI/edit) that notebooks are bad for developing complex software, because they encourage creating monolithic notebooks instead of factoring out code into separate, well-tested files. \n", - " \n", - "[Jeremy Howard has responded to Joel's critiques here](https://www.youtube.com/watch?v=9Q6sLbz37gk&feature=youtu.be). In particular, the FastAI organization has created [nbdev](https://github.com/fastai/nbdev) which has various tools that make notebooks more useful.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XNqph6kBQ0AS" - }, - "source": [ - "## Recommended workflow" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "dyuBDOAnQzUx" - }, - "source": [ - "\n", - "My recommended workflow is to use the notebook as a development environment, and the convert the code to a set of files, that can run from the command line independently of the notebook (which is useful for parallel experiments, etc).\n", - "\n", - "In ogther words, \n", - "develop your code in the colab in the usual way, and when it is working, to factor out the core code into separate files. You can edit these files locally in the colab editor or some other file editor (see below), and then call them from a colab cell.\n", - "This lets you separate your code from the output of your code, as with other IDEs, such as [Jupyter lab](https://jupyterlab.readthedocs.io/en/stable/).\n", - "\n", - "\n", - "To run a function defined in a local file inside colab, just import it. For example, suppose we have created the file /content/pyprobml/scripts/fit_flax.py; we can use this idiom to run its test suite:\n", - "```\n", - "import pyprobml.scripts.fit_flax as ff\n", - "ff.test()\n", - "```\n", - "\n", - "If you make local edits, you want to be sure\n", - " that you always import the latest version of the file (not a cached version). So you need to use this piece of colab magic first:\n", - "```\n", - "%load_ext autoreload\n", - "%autoreload 2\n", - "```\n", - "When the code is running, save it to \n", - " github (see details above).\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MbWI4jr9RbSO" - }, - "source": [ - "## File editors" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DdXlYCe1AlJa" - }, - "source": [ - "### Colab editor\n", - "\n", - "Colab has a simple file editor, illustrated below for an example file.\n", - "This lets you separate your code from the output of your code, as with other IDEs, such as [Jupyter lab](https://jupyterlab.readthedocs.io/en/stable/).\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "LgLmSpaHBxLu" - }, - "source": [ - "You can click on a class name when holding Ctrl and the source code will open in the file viewer. (h/t [Amit Choudhary's blog](https://amitness.com/2020/06/google-colaboratory-tips/).\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "4qi2xKMbAnlj" - }, - "source": [ - "\n", - "### VScode\n", - "The default colab file editor is very primitive.\n", - "Fortunately you can run VScode in your browser and connect it to the colab machine via ssh, as explained in [this article](https://amitness.com/vscode-on-colab/)\n", - "and [this article](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#4cf4).\n", - "\n", - "The above method can be quite 'laggy'.\n", - "An alternative is to access the VM running colab directly via ssh,\n", - "using [these instructions](https://github.com/probml/probml-notebooks/blob/main/markdown/gcp_ssh_vscode.md). You can then run VScode locally (on your laptop) and connect to the remote machie using [these instructions](https://github.com/probml/probml-notebooks/blob/main/markdown/gcp_ssh_vscode.md).\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PuSsmj_fZ106" - }, - "source": [ - "## Avoiding problems with global state\n", - "\n", - "One of the main drawbacks of colab is that all variables are globally visible, so you may accidently write a function that depends on the current state of the notebook, but which is not passed in as an argument. Such a function may fail if used in a different context.\n", - "\n", - "One solution to this is to put most of your code in files, and then have the notebook simply import the code and run it, like you would from the command line. Then you can always run the notebook from scratch, to ensure consistency.\n", - "\n", - "Another solution is to use the [localscope](https://localscope.readthedocs.io/en/latest/README.html) package can catch some of these errors.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Q0FmEeIgc0YI", - "outputId": "0d71c4a8-a4fb-45bd-e137-c391e408c83f" - }, - "source": [ - "!pip install localscope" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Collecting localscope\n", - " Downloading https://files.pythonhosted.org/packages/71/29/c3010c332c7175fe48060b1113e32f2831bab2202428d2cc29686685302f/localscope-0.1.3.tar.gz\n", - "Building wheels for collected packages: localscope\n", - " Building wheel for localscope (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for localscope: filename=localscope-0.1.3-cp36-none-any.whl size=4068 sha256=7a5d6718e16dbff82fe94e1229d233a19ef52280ff0d4fc48ef62a2ba41d5855\n", - " Stored in directory: /root/.cache/pip/wheels/89/57/33/ce153d31de05d74323324df0f45a08ea99e92300e549da5154\n", - "Successfully built localscope\n", - "Installing collected packages: localscope\n", - "Successfully installed localscope-0.1.3\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "9zfUiUB8d-jh" - }, - "source": [ - "from localscope import localscope" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "wI5wXzUPdlOS", - "outputId": "500dfc1f-1cbc-4fa6-a30e-02f32258fa31" - }, - "source": [ - "a = \"hello world\"\n", - "\n", - "\n", - "def myfun():\n", - " print(a) # silently accesses global variable\n", - "\n", - "\n", - "myfun()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "hello world\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 337 - }, - "id": "T3V1iV32czq8", - "outputId": "b346cb7a-f252-41bc-992b-dd72e5aec825" - }, - "source": [ - "a = \"hello world\"\n", - "\n", - "\n", - "@localscope\n", - "def myfun():\n", - " print(a)\n", - "\n", - "\n", - "myfun()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "error", - "ename": "ValueError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'hello world'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;34m@\u001b[0m\u001b[0mlocalscope\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmyfun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/localscope/__init__.py\u001b[0m in \u001b[0;36mlocalscope\u001b[0;34m(func, predicate, allowed, allow_closure, _globals)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_globals\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mpredicate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'`{name}` is not a permitted global'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0minstruction\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'STORE_DEREF'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mallowed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: `a` is not a permitted global" - ] - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 337 - }, - "id": "5t48_AMbAN8V", - "outputId": "71fdaacf-4650-4a52-9fb5-da5873c33e73" - }, - "source": [ - "def myfun2():\n", - " return 42\n", - "\n", - "\n", - "@localscope\n", - "def myfun3():\n", - " return myfun2()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "error", - "ename": "ValueError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;36m42\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;34m@\u001b[0m\u001b[0mlocalscope\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmyfun3\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmyfun2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/localscope/__init__.py\u001b[0m in \u001b[0;36mlocalscope\u001b[0;34m(func, predicate, allowed, allow_closure, _globals)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_globals\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mpredicate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'`{name}` is not a permitted global'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0minstruction\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'STORE_DEREF'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mallowed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: `myfun2` is not a permitted global" - ] - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "DAqLZ8PdAquy", - "outputId": "021e8282-a283-414c-ef1d-46521da89e49" - }, - "source": [ - "@localscope.mfc # allow for global methods, functions, classes\n", - "def myfun4():\n", - " return myfun2()\n", - "\n", - "\n", - "myfun4()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "42" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 11 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "KoYhOfdLJOB5" - }, - "source": [ - "## Argparse\n", - "\n", - "Often code is designed to be run from the command line, and can be configured by passing in arguments and flags. To make this work in colab, you have to use `parse_known_args`, as in the example below.\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "B-zBHHR0Ja-C", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "a20c460e-76ee-46eb-c840-bddcf4059921" - }, - "source": [ - "def main(args):\n", - " print(\"my awesome function\")\n", - " print(args.arg1)\n", - " print(args.arg2)\n", - "\n", - "\n", - "import argparse\n", - "\n", - "parser = argparse.ArgumentParser(description=\"My Demo\")\n", - "parser.add_argument(\"-arg1\", default=1, type=int, help=\"An integer to print\")\n", - "parser.add_argument(\"-arg2\", \"--argument2\", default=\"foo\", help=\"A string to print\")\n", - "parser.add_argument(\"-f\", \"--flag\", action=\"store_true\", help=\"Just a flag\")\n", - "\n", - "# args = parser.parse_args() # error in colab\n", - "args, unused = parser.parse_known_args()\n", - "\n", - "print(args)\n", - "print(unused)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Namespace(arg1=1, argument2='foo', flag=True)\n", - "['/root/.local/share/jupyter/runtime/kernel-695757f6-572d-4770-b43b-f5bcffa78e35.json']\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "lJhFvBfpJvzX", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "263244ba-1e87-4cca-9d45-f703e02bad8e" - }, - "source": [ - "args.arg1 = 42\n", - "args.arg2 = \"bar\"\n", - "main(args)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "my awesome function\n", - "42\n", - "bar\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "WY8-ToefJxjU", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "b5c789d2-f813-409f-89b5-23c266e2cc89" - }, - "source": [ - "args.arg1 = 49\n", - "args.arg2 = \"foo\"\n", - "main(args)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "my awesome function\n", - "49\n", - "foo\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "I9YU0L_lKQIc" - }, - "source": [ - "## YAML files\n", - "\n", - "We show how to create a config file locally, and then pass it to your code." - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "cdbgSjt7Kaiv", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "9782c31d-bf49-4613-c320-23eefc1032cd" - }, - "source": [ - "%%writefile myconfig.yaml\n", - "model_params:\n", - " name: 'VanillaVAE'\n", - " in_channels: 3\n", - " latent_dim: 128\n", - "\n", - "exp_params:\n", - " dataset: celeba\n", - " data_path: \"../../shared/Data/\"" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Overwriting myconfig.yaml\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "9GMLwuvxK8d6", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "023cc596-1f65-4416-e208-f8d4ed3558bc" - }, - "source": [ - "!cat myconfig.yaml" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "model_params:\n", - " name: 'VanillaVAE'\n", - " in_channels: 3\n", - " latent_dim: 128\n", - "\n", - "exp_params:\n", - " dataset: celeba\n", - " data_path: \"../../shared/Data/\"" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "BQQvL8hZLn75", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 17 - }, - "outputId": "dd022703-d610-4782-d104-b59d1aa9254e" - }, - "source": [ - "from google.colab import files\n", - "\n", - "file = \"myconfig.yaml\"\n", - "#!touch $file\n", - "files.view(file)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "application/javascript": [ - "\n", - " ((filepath) => {{\n", - " if (!google.colab.kernel.accessAllowed) {{\n", - " return;\n", - " }}\n", - " google.colab.files.view(filepath);\n", - " }})(\"/content/myconfig.yaml\")" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "l99YLyorBdYE" + }, + "source": [ + "## Tensorflow" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "StpReaSICLUm", + "outputId": "5dfac104-8e5a-49cd-8400-eadb56650acd" + }, + "source": [ + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "\n", + "assert tf.__version__ >= \"2.0\"\n", + "\n", + "print(\"tf version {}\".format(tf.__version__))\n", + "print([d for d in tf.config.list_physical_devices()])\n", + "\n", + "if not tf.config.list_physical_devices(\"GPU\"):\n", + " print(\"No GPU was detected. DNNs can be very slow without a GPU.\")\n", + " if IS_COLAB:\n", + " print(\"Go to Runtime > Change runtime and select a GPU hardware accelerator.\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "tf version 2.4.0\n", + "[PhysicalDevice(name='/physical_device:CPU:0', device_type='CPU'), PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "grUUK1GrBfIY" + }, + "source": [ + "## PyTorch" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Oi4Zmzla73A_", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "558ed73a-5dfe-491a-be1c-64c949283e48" + }, + "source": [ + "import torch\n", + "import torchvision\n", + "\n", + "print(\"torch version {}\".format(torch.__version__))\n", + "if torch.cuda.is_available():\n", + " print(torch.cuda.get_device_name(0))\n", + "else:\n", + " print(\"Torch cannot find GPU\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "torch version 1.7.0+cu101\n", + "Tesla T4\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M4ayVFuc0FD9" + }, + "source": [ + "# Plotting\n", + "\n", + "Colab has excellent support for plotting. We give some examples below." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ENCT0EqifCDO" + }, + "source": [ + "## Static plots\n", + "\n", + "Colab lets you make static plots using matplotlib, as shown below.\n", + "Note that plots are displayed inline by default, so\n", + "```\n", + "%matplotlib inline\n", + "```\n", + "is not needed.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 295 + }, + "id": "j_k4tv4D1VaC", + "outputId": "e1d38639-8a61-43dd-9c85-9091dc2d1f0d" + }, + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure()\n", + "plt.plot(range(10))\n", + "plt.title(\"my plot\")\n", + "plt.xlabel(\"x axis\")\n", + "plt.savefig(\"myplot.png\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eUCPm29t6VZf" + }, + "source": [ + "## Seaborn\n", + "\n", + "Seaborn is a library that makes matplotlib results look prettier. We can also update font size for plots, to make them more suitable for inclusion in papers." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1w9nRoF96cxy" + }, + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn\n", + "import seaborn as sns\n", + "\n", + "seaborn.set()\n", + "seaborn.set_style(\"whitegrid\")\n", + "\n", + "# Font sizes\n", + "SIZE_SMALL = 14\n", + "SIZE_MEDIUM = 18\n", + "SIZE_LARGE = 24\n", + "\n", + "# https://stackoverflow.com/a/39566040\n", + "plt.rc(\"font\", size=SIZE_SMALL) # controls default text sizes\n", + "plt.rc(\"axes\", titlesize=SIZE_SMALL) # fontsize of the axes title\n", + "plt.rc(\"axes\", labelsize=SIZE_SMALL) # fontsize of the x and y labels\n", + "plt.rc(\"xtick\", labelsize=SIZE_SMALL) # fontsize of the tick labels\n", + "plt.rc(\"ytick\", labelsize=SIZE_SMALL) # fontsize of the tick labels\n", + "plt.rc(\"legend\", fontsize=SIZE_SMALL) # legend fontsize\n", + "plt.rc(\"figure\", titlesize=SIZE_LARGE) # fontsize of the figure title" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "LjXEXYe17I2t", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 307 + }, + "outputId": "a7e2ae2d-67d9-4270-f981-40700c6a9f06" + }, + "source": [ + "plt.figure()\n", + "plt.plot(range(10))\n", + "plt.title(\"my plot\")\n", + "plt.xlabel(\"x axis\")\n", + "plt.savefig(\"myplot.png\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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o27cv/v73v+PixYto2bIlQkNDMWHCBM46IGpE7j4sxlencnEv7z4COrXEnDG+cLBrKnYs0hCV5Z2VlYXo6GhMmTIFM2bMQGpqKlauXAkAmDhxosYDEtHz1SiUiD19A7tPpkNiAnww3h+v+jtx50rPGQmCIDzvAVKpFFKpFLt3767dtmbNGpw8eRLx8fH1epOqqiqkpKS8XFIiekJ2QTUOXijEoyI5vNo1xZButrAy5+l/+kQqlcLMzOyJ7Sr3vB0cHODq6lpnW8eOHfHgwQO1hVAlISEBAQEBDX6ePuJa1GWo61ElV2DX8TR8+8M92FqbY/FUPwRK2xjsejyNrq+Fqp1eleXt7++PW7du1dl2+/ZtODpy4hiRGFIy8xAeI0N2XhmCA9tjyjAvWDWViB2LtExleU+ePBnjxo3Dxo0bMXToUFy7dg07duzA+++/r418RPS78ko5vj56DfHnbqO1vQVWzuqFru4OYscikagsbx8fH0RERGDNmjXYsGEDHB0d8d5772H8+PHayEdEAH5NfYSIvTIUFFdi5KuumBDcCeYcJGXQ6vW3379/f/Tv31/DUYjozx6XVmHLwRT8cPkenFtZY9Xk7vBsz0FSxNkmRI2SIAj4SZaNTQeSUVoux7jBngh9zZ2DpKgWy5uokcl/XIGNscm4ePUh3JxtsXKWH1za2IgdixoZljdRIyEIAk5cvIuowymQKwRMG+6FN/p25CApeiqWN1Ej8DC/DOExMiRn5MHbtQXmju0KxxYcJEXPxvImEpFCKeDw2ZvYEZ8KE2MjzBnTFYNfac9BUqQSy5tIJHceFGNdTCLS7xahe5dWmD26K1rYcpAU1Q/Lm0jL5DVK7PsuHTHfpcPCXIL5EwLQz68tB0lRg7C8ibQo/W4h1u1JxJ2HJXjVzwnTR0rRzKrh836IWN5EWlBZXYOdx9Jw6MdM2NmYY+m0V9DDq7XYsUiHsbyJNOxKxm+DpB7kl+H1ni6YEtIFlhwkRS+J5U2kIWUVckQduYrjF+6gjb0lwv7aG95uLcSORXqC5U2kAZeuPcSGfUkoLK7EqP5uGB/sCXNT/riR+vC7iUiNHpdWIfLAFfyYeB8ubWywaEoPeLSzEzsW6SGWN5EaCIKAM4n3EfntFVRUyTE+uBPGBLlDYsJL20kzWN5ELymvqAIbYpPwy7VH8Gxnh3lv+aJ9aw6SIs1ieRO9IKVSwPGLdxB1+CoUSgF/eUOK4X07wpiXtpMWsLyJXkB2XinWxyThSmYefNxaYG6oL9q0sBQ7FhkQljdRAygUShz88SZ2HkuFxKQJ5o31xaAe7XhpO2kdy5uonm4/KMa6PYm4kVWEV7xa46+jfWDfjIOkSBwsbyIV5DUKxJy6gb3fpcPKQoIFk7qhT1dH7m2TqFjeRM+RdqcA6/bIkPWoBP0DnDB9hDdsLE3FjkXE8iZ6msqqGnxzLA2HzmbC3sYcy94NRLfOrcSORVSL5U30J0npuQjfK8OjgnIM6fXbICkLcw6SosaF5U30u9IKOaIOX8WJi3fg2MISn8zuDakrB0lR48TyJgJwIeUBNsYmoai0GqMHuGFccCeYSYzFjkX0TCxvMmhFJb8Nkjoru48OjjZYOi0Qbs62YsciUonlTQZJEAT8cPkeNh+4gooqBSYO6YTRA9xhYsxBUqQbWN5kcHIKy7FhXxIS0nLQqb0d/vaWH5xbWYsdi6hBWN5kMJRKAccu3MbXR65CKQDTR0oR0puDpEg3sbzJINzPLUV4jAxXb+bD18MBc0N90aq5hdixiF4Yy5v0mkKhxLdnMhF9PA2mEmO895YfXuvuzEvbSeexvElv3cp+jLV7EpF57zF6erfBrDd90NzGXOxYRGrB8ia9Uy1XYM+pdMSevgFrS1N8OLk7evs4ih2LSK0afF7Upk2b4OnpiRUrVmgiD9FLSb1VgPfW/ICYU+l41d8JGxYEsbhJLzVoz1smk2HPnj3w9PTUVB6iF1JRVYMd8ak48tNNtLBtiuXTe8K/U0uxYxFpTL3Lu6SkBPPnz0dYWBgiIiI0mYmoQS5fz0HEXhlyiyoQ0qsDJg3tzEFSpPfqfdhk6dKlCA4ORmBgoCbzENVbaXk1DlwowLLI85CYGOOT2X0w800fFjcZhHrtecfExODu3bv4/PPPNZ2HqF7OJWfjy/3JKCqtQuhr7nh7kCdMOUiKDIjK8r558ybWrFmD6OhoSCQvt0eTkpLyws9NSEh4qffWJ4a8FiUVCsT9WoTUrAq0tpNgRnBLtGlegSvJMrGjNRqG/P3xZ/q8FirLWyaTobCwEMOGDavdplAo8Msvv2D37t2QyWQwNa3fbaGkUinMzMwaHDIhIQEBAQENfp4+MtS1EAQBp3/NwpZjKaiSK/DO0M4Y1d8NSbJEg1yPZzHU74+n0fW1qKqqeu4Or8ryHjhwIKRSaZ1tH330EVxcXDBz5syX3hsnUuVRQTki9sqQmJ6Lzi7NMW+sLwdJkcFTWd42NjawsbGps83CwgLNmjWDh4eHxoIRKZUCjv58C9vjrsHICJg1yhtDenVAEw6SIuIVltQ4ZT0qQXiMDKm3C+Dv2RJzxnRFSw6SIqr1QuW9Y8cOdecgAgDUKJTY/30Gdp24DnNTY/xjnB8GBHCQFNGfcc+bGo2Me0UI3yPDzezH6O3jiJlvesPOmoOkiJ6G5U2iq5IrsPvEdez/IQPNLE2xaEp39PTmPBKi52F5k6iu3sxHeEwi7ueWYVCPdpg23AtWFvU79ZTIkLG8SRTllXJsj0vF0Z9voWVzC3w8syd8PThIiqi+WN6kdQlpjxCxLwl5RRV4o29HTBzSGU3N+K1I1BD8iSGtKS6rxtZDKTj9axacW1lh1dy+6OTSXOxYRDqJ5U0aJwgCfk7Oxqb9V1BSXo23BnrgrUEekJhwkBTRi2J5k0YVFFdiY2wSLqQ8hJtTM6yY2RMdHJuJHYtI57G8SSMEQcCpS3ex9VAK5DVKTB3WBSP6ucLYuMF33iOip2B5k9o9zC9DxN4kyG7kwqujPeaN9UVbByuxYxHpFZY3qY1CKeDoTzexPT4VTYyMMHu0D4IDXThIikgDWN6kFncfFiM8Roa0O4UI6NQSc8b4wsGuqdixiPQWy5teirxGif3f38Duk+loamaCD8b741V/Jw6SItIwlje9sBtZhVi3R4bbD4rRz7ctpo/0hq11w++UREQNx/KmBquSKxB9LA0HzmTA1tocS6b2wCvSNmLHIjIoLG9qkCuZeQiPkeFBXhmCA9tjyjAvWDXlrfCItI3lTfVSXinH10euIf78bbS2t8DKWb3Q1d1B7FhEBovlTSr9cu0hNuxLQn5xJUb0c8XE1zvBnIOkiETFn0B6pselVdhyMAU/XL4H51bWWDW5Ozq15yAposaA5U1PEAQBZ2X3senbKyirkGPcYE+EvubOQVJEjQjLm+rIf1yBjbHJuHj1IdycbfHeW35waWMjdiwi+hOWNwH4bW/7xMU7+OrwVdTUKDFtuBfe6NuRg6SIGimWN+FBXhnW75UhOSMPUtffBkk5tuAgKaLGjOVtwBRKAYfPZmJHfBpMjI0wZ0xXDH6lPQdJEekAlreBuvOgGOtiEpF+twjdu7TC7NFd0cKWg6SIdAXL28DIa5TY9106Yr5Lh4W5BPMnBKCfX1sOkiLSMSxvA5J+txDr9iTizsMSvOrnhOkjpWhmxUFSRLqI5W0AKqtrsPNYGg79mAk7G3MsnfYKeni1FjsWEb0ElreeS87IRXiMDA/zy/F6TxdMCekCSw6SItJ5LG89VVYhR9SRqzh+4Q7a2Fsi7K+94e3WQuxYRKQmLG89dOnqQ0TsS0JRSSVG9XfD+GBPmJvyr5pIn/AnWo88Lq1C5LdX8KPsPlza2GDx1B7waGcndiwi0gCWtx4QBAFnEu8j8tsrqKiSY3xwJ4wJcofEhJe2E+krleW9adMmnDhxArdu3YKpqSl8fX3x/vvvw8PDQxv5SIXcwgpsiE3Cr6mP4NnODvPe8kX71hwkRaTvVJb3pUuXMH78eHh7e0MQBKxbtw5Tp07F0aNHYWtrq42M9BRKpYDjF24j6sg1KAUB746QYlifjjDmpe1EBkFleW/durXO16tWrUK3bt1w+fJlBAUFaSwYPVt2binC98qQkpmPru4tMDfUF63tLcWORURa1OBj3mVlZVAqlbCx4T/NtU2hUOLnayU4E/M9JCZNMG+sLwb1aMdL24kMkJEgCEJDnvDee+/hzp07iI2NhbFx/e6sUlVVhZSUlBcKSL95WFiNQxcLkV0gh6eTOUK62cHGgne2IdJ3UqkUZmZPjrFo0J73J598goSEBOzatavexV2fEKokJCQgICCgwc/TB/IaBfacSse+7+7DykKCMb2b451Rfbi3/TtD/t54Gq7Hf+n6Wqja6a13eYeFhSEuLg7btm2Ds7OzWsLR86XdKcC6PTJkPSrBgAAnvDvCGzfSrrC4iah+5b1y5UrEx8dj+/btcHV11XQmg1dZVYMdx1Jx+OxN2DdrimXvBqJb51ZixyKiRkRleS9fvhwHDx5EREQEbGxskJubCwCwsLCApSXPcFA3WXoO1u9NwqOCcgzt5YLJIV1gYc5BUkRUl8ryjo6OBgBMmTKlzva5c+di3rx5GglliEor5PjqUApOXroLxxaW+GR2b0hdOUiKiJ5OZXlfv35dGzkM2vkrD/Dl/iQUlVZj9AA3jAvuBDMJzyQhomfjbBMRFZZUYtO3V/BzUjY6ONpg6bRAuDnzqlUiUo3lLQJBEPB9wj1sOXgFFVUKTBrSGW8OcIOJMQdJEVH9sLy1LKewHBv2JSEhLQed2tvhb2/5wbmVtdixiEjHsLy1RKkUEH/+NrYdvQpBAGaM9MbQ3h04SIqIXgjLWwvu55YiPEaGqzfz4evhgLmhvmjV3ELsWESkw1jeGqRQKPHtmUxEH0+DqcQY773lh9e6O/MKSSJ6aSxvDbl5/zHWxSQi895j9PRug1lv+qC5jbnYsYhIT7C81axarsDuk9cR+30GbCxN8eHk7ujt4yh2LCLSMyxvNUq9VYB1MYm4l1OKoG7OeHeEFNYWpmLHIiI9xPJWg4qqGmyPu4ajP99CC9umWD69J/w7tRQ7FhHpMZb3S7p8PQcRe2XILapASK8OmDS0MwdJEZHGsbxfUGl5NbYcSsF3v2ShrYMVPpndB14d7cWORUQGguX9As4lZ+PL/cl4XFaN0Nfc8fYgT5hykBQRaRHLuwEKiyvx5bfJOJf8AB3bNsO/p/dEx7bNxI5FRAaI5V0PgiDg9K9Z2HIwBVVyBd4Z2hmj+nOQFBGJh+WtwqOCckTslSExPRddOjTHvLG+cGrJQVJEJC6W9zMolQKO/nwL2+OuwcgImDXKG0N6dUATDpIiokaA5f0UWY9KEB4jQ+rtAvh7tsScMV3RkoOkiKgRYXn/jxqFEvu/z8CuE9fR1MwY/xjnhwEBHCRFRI0Py/t3GfeKEL5HhpvZj9G7qyNmjvKGnTUHSRFR42Tw5V0lV2D3ievY/0MGmlmaYtGU7ujpzUFSRNS4GXR5X72Zj/CYRNzPLcOgHu0wbbgXrDhIioh0gEGWd3mlHNvjUnH051to2dwCH8/sCV8PDpIiIt1hcOWdkPYIEfuSkFdUgTf6dsTEIZ3R1MzgloGIdJzBtFZxWTW2HkrB6V+z4NzKCqvm9kUnl+ZixyIieiF6X96CIODn5Gxs2n8FJeXVeGugB94a5AGJCQdJEZHu0uvyLiiuxMbYJFxIeQg3p2ZYMbMnOjhykBQR6T69LG9BEHDq0l1sPZQCeY0SU4d1wYh+rjDmICki0hN6V94P88sQsTcJshu58Opoj3ljfdHWwUrsWEREaqU35a1QCjj6001sj09FEyMjzB7tg+BAFw6SIiK9pBflffdhMdbFyHD9TiECOrXEnDG+cLBrKnYsIiKN0enyltcoEfv9Dew5mY6mZib4YLw/XvV34iApItJ7OlveN7IKsW6PDLcfFKOvb1vMGOkNW2szsWMREWlFvct7586d2Lp1K3Jzc+Hu7o5FixahW7dumsz2VFVyBaKPpeHAmQzYWptj8dQeCJS20XoOIiIx1au84+LiEBYWhmXLliEgIADR0dGYPn06juVf1bEAAAqZSURBVB49CkdH7U3gu5KZh/AYGR7klSE4sD2mDPOCVVOJ1t6fiKixqNeJz1FRURg1ahTGjh0LV1dXLF26FA4ODti1a5em8wEAKuVKbNiXhEUbfoYgCFg5qxfmhvqyuInIYKnc866ursbVq1cxbdq0Ott79+6NxMREjQX7Q+L1HGw4+gilFQqMfNUVE4I7wZyDpIjIwKlswcLCQigUCrRo0aLOdnt7e5w7d65Bb5aSktKwdAA2xj2CmcQIY/s4wKlFFa6mJDX4NfRNQkKC2BEaFa5HXVyP/9LntdDqLqxUKoWZWcPOCFkvrUFysgw9umv/l6ONUUJCAgICAsSO0WhwPerievyXrq9FVVXVc3d4VR7ztrOzg7GxMfLy8upsz8/Ph4ODw8snVMHczATGvEqSiKgOleVtamoKLy+vJw6RnDt3Dn5+fhoLRkREz1avwyZTp07FggUL4OPjA39/f+zatQs5OTl4++23NZ2PiIieol7lPXToUBQWFmLjxo3IycmBh4cHIiMj0bZtW03nIyKip6j3LywnTJiACRMmaDILERHVE+9OQESkg1jeREQ6SCvneQuCAOC3qzVfVFVVlbri6DyuRV1cj7q4Hv+ly2vxR1/+0Z9/ZiQ860/UqKSkBOnp6Zp+GyIivePh4QFra+sntmulvJVKJcrKyiCRSHijBCKiehAEAXK5HJaWlmjS5Mkj3FopbyIiUi/+wpKISAexvImIdBDLm4hIB7G8iYh0EMubiEgHsbyJiHQQy5uISAexvImIdFCjLu+dO3ciKCgI3t7eePPNN/Hrr7+KHUkUmzZtwujRo+Hv74/AwEDMmjWL4wZ+t2nTJnh6emLFihViRxFNTk4OFi5ciMDAQHh7e2Po0KG4dOmS2LFEoVAo8J///Ke2N4KCgvDFF1+gpqZG7Ghqp9UbEDdEXFwcwsLCsGzZMgQEBCA6OhrTp0/H0aNH4ejoKHY8rbp06RLGjx8Pb29vCIKAdevWYerUqTh69ChsbW3FjicamUyGPXv2wNPTU+wooikuLsa4ceMQEBCAyMhI2NnZ4d69e7C3txc7mig2b96M6OhofPrpp/Dw8MD169fx4YcfwtTUFHPmzBE7nlo12svjQ0ND4enpiZUrV9ZuGzx4MIKDg/HBBx+ImEx8ZWVl6NatGyIiIhAUFCR2HFGUlJRg1KhRWLlyJSIiIuDu7o5//etfYsfSujVr1uDSpUvYvXu32FEahZkzZ8LW1hafffZZ7baFCxeiqKgImzZtEjGZ+jXKwybV1dW4evUqevfuXWd77969kZiYKFKqxqOsrAxKpRI2NjZiRxHN0qVLERwcjMDAQLGjiOrUqVPo2rUr/v73v6Nnz54YMWIEvvnmm2eOEdV3AQEBuHjxIjIzMwEAGRkZuHDhAvr16ydyMvVrlIdNCgsLoVAo0KJFizrb7e3tn7iLvSH6v//7P3Tu3Bl+fn5iRxFFTEwM7t69i88//1zsKKLLyspCdHQ0pkyZghkzZiA1NbX2X6sTJ04UOZ32TZ8+HWVlZQgJCYGxsTFqamowa9YsvbyFY6Msb3q2Tz75BAkJCdi1axeMjY3FjqN1N2/exJo1axAdHQ2JRCJ2HNEJggCpVFp7KLFLly64c+cOdu7caZDlHRcXhwMHDmD16tVwc3NDamoqwsLC4OTkhNDQULHjqVWjLG87OzsYGxsjLy+vzvb8/Hw4ODiIlEp8YWFhiIuLw7Zt2+Ds7Cx2HFHIZDIUFhZi2LBhtdsUCgV++eUX7N69GzKZDKampiIm1C4HBwe4urrW2daxY0c8ePBApETiWrVqFaZNm4aQkBAAgKenJ7KzsxEZGcny1gZTU1N4eXnh3LlzGDJkSO32c+fOYfDgwSImE8/KlSsRHx+P7du3P/HDakgGDhwIqVRaZ9tHH30EFxcXzJw50+D2xv39/XHr1q06227fvm1wZ2T9obKy8ol/kRobG0OpVIqUSHMaZXkDwNSpU7FgwQL4+PjA398fu3btQk5ODt5++22xo2nd8uXLcfDgQURERMDGxga5ubkAAAsLC1haWoqcTrtsbGye+EWthYUFmjVrBg8PD5FSiWfy5MkYN24cNm7ciKFDh+LatWvYsWMH3n//fbGjiWLAgAGIjIyEk5NT7WGTqKgojBw5UuxoatdoTxUEfrtIZ+vWrcjJyYGHhwc++ugjdO/eXexYWves85jnzp2LefPmaTlN4zNp0iSDPVUQAH744QesWbMGt27dgqOjIyZMmIBJkyYZ5C0HS0tLsXbtWpw6dar2MGtISAjmzJkDMzMzseOpVaMubyIierpGeZ43ERE9H8ubiEgHsbyJiHQQy5uISAexvImIdBDLm4hIB7G8ierJ09MTx44dEzsGEQCe501Ub7m5uWjWrJlBzU6hxovlTUSkg3jYhHRKQUEB+vTpg/Xr19duS0tLg7e3N+Lj45/5vKioKAwfPhy+vr7o27cvFi9ejOLi4to/X7RoEUJCQlBZWQngt0mF48ePx8yZM2sf8+fDJuvXr8eAAQMglUrRu3dvLFiwQJ0flei5WN6kU5o3b45PPvkEX375JRITE1FZWYkPPvgAw4YNqzOB8s+MjIywaNEiHDlyBKtXr0ZycjI+/vjj2j9fsmQJampqam+ftXHjRty5cwdhYWFPfb3jx4/jq6++wrJly3DixAl8+eWX8PHxUe+HJXqORjtVkOhZ+vbti3HjxmH+/Pno0aMHqqursWTJkuc+Z8qUKbX/7eTkhH/+85+YPXs2PvvsMzRp0gQWFhb4/PPPMX78eNja2iIyMhIbNmx45o18s7Oz4eDggN69e0MikcDR0RHe3t7q/JhEz8XyJp30z3/+E2fPnsWBAwewe/dulaNxz58/j8jISGRmZqKkpARKpRJyuRy5ublo1aoVAMDHxwezZs1CeHg4xo8fj1dfffWZr/f6669j+/bteO2119CnTx/07dsXr732Gn+ZSVrDwyakk+7du4eHDx/CyMgIWVlZz33s/fv3MXPmTLi6umLt2rXYv39/7eEQuVxe+zhBEJCQkABjY2PcvXv3uTfxbdOmDY4dO4YVK1bAysoKn332Gd58802Ul5er5wMSqcDyJp0jl8sxf/58BAUFYcGCBVi+fDmys7Of+fiUlBTI5XJ89NFH8PPzQ4cOHZCTk/PE46KionDt2jV88803SEpKwo4dO56bw8zMDP3798eiRYuwb98+3LhxA5cvX37pz0dUHzxsQjpn7dq1KCgowNdffw1ra2ucPXsWCxcuxLZt29CkyZP7I+3bt4dSqcS2bdswaNAgJCUlYdu2bXUek5aWhi+++AKrV6+Gv78/li1bhsWLF6Nnz55wd3d/4jX3798PhUIBHx8fWFhYID4+HhKJBO3bt9fY5yb6X9zzJp1y6dIlREVF4bPPPoONjQ2MjIzw6aefIiMjA5s3b37qczp16oTFixcjKioKISEh2Lt3b53T+qqqqjB//nwMGzas9h6pw4cPR3BwMD744ANUV1c/8Zo2NjbYt28fJkyYgOHDh+P48eMIDw832BtDk/bxIh0iIh3EPW8iIh3E8iYi0kEsbyIiHcTyJiLSQSxvIiIdxPImItJBLG8iIh3E8iYi0kEsbyIiHfT/AdOy9XE9ysVqAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iFwo8LA4fIh9" + }, + "source": [ + "## Interactive plots\n", + "\n", + "Colab also lets you create interactive plots using various javascript libraries - see [here](https://colab.research.google.com/notebooks/charts.ipynb#scrollTo=QSMmdrrVLZ-N) for details.\n", + "\n", + "Below we illustrate how to use the [bokeh library](https://docs.bokeh.org/en/latest/index.html) to create an interactive plot of a pandas time series, where if you mouse over the plot, it shows the corresponding (x,y) coordinates. (Another option is [plotly](https://plotly.com/graphing-libraries/).)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SiKRxZyo3Fa1" + }, + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from bokeh.plotting import figure, show\n", + "from bokeh.io import output_notebook\n", + "from bokeh.models import ColumnDataSource, HoverTool\n", + "\n", + "# Call once to configure Bokeh to display plots inline in the notebook.\n", + "output_notebook()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "7_4CJ3mQhLNa", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "outputId": "88eb0172-352f-46bd-8303-1baf898e0a79" + }, + "source": [ + "np.random.seed(0)\n", + "dates = pd.date_range(start=\"2018-04-24\", end=\"2018-08-27\")\n", + "N = len(dates)\n", + "vals = np.random.standard_t(1, size=N)\n", + "dd = pd.DataFrame({\"vals\": vals, \"dates\": dates}, index=dates)\n", + "dd[\"days\"] = dd.dates.dt.strftime(\"%Y-%m-%d\")\n", + "\n", + "\n", + "source = ColumnDataSource(dd)\n", + "hover = HoverTool(\n", + " tooltips=[(\"Date\", \"@days\"), (\"vals\", \"@vals\")],\n", + ")\n", + "p = figure(x_axis_type=\"datetime\")\n", + "p.line(x=\"dates\", y=\"vals\", source=source)\n", + "p.add_tools(hover)\n", + "show(p)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + "\n", + " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + " var JS_MIME_TYPE = 'application/javascript';\n", + " var HTML_MIME_TYPE = 'text/html';\n", + " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " var CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " var script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " var cell = handle.cell;\n", + "\n", + " var id = cell.output_area._bokeh_element_id;\n", + " var server_id = cell.output_area._bokeh_server_id;\n", + " // Clean up Bokeh references\n", + " if (id != null && id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " var id = msg.content.text.trim();\n", + " if (id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " var output_area = handle.output_area;\n", + " var output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " var bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " var script_attrs = bk_div.children[0].attributes;\n", + " for (var i = 0; i < script_attrs.length; i++) {\n", + " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", + " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", + " }\n", + " // store reference to server id on output_area\n", + " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", + " }\n", + " }\n", + "\n", + " function register_renderer(events, OutputArea) {\n", + "\n", + " function append_mime(data, metadata, element) {\n", + " // create a DOM node to render to\n", + " var toinsert = this.create_output_subarea(\n", + " metadata,\n", + " CLASS_NAME,\n", + " EXEC_MIME_TYPE\n", + " );\n", + " this.keyboard_manager.register_events(toinsert);\n", + " // Render to node\n", + " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", + " render(props, toinsert[toinsert.length - 1]);\n", + " element.append(toinsert);\n", + " return toinsert\n", + " }\n", + "\n", + " /* Handle when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? */\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " var events = require('base/js/events');\n", + " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + "\n", + " \n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " var NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"
\\n\"+\n", + " \"

\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"

\\n\"+\n", + " \"
    \\n\"+\n", + " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", + " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", + " \"
\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
\"}};\n", + "\n", + " function display_loaded() {\n", + " var el = document.getElementById(null);\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS is loading...\";\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(display_loaded, 100)\n", + " }\n", + " }\n", + "\n", + "\n", + " function run_callbacks() {\n", + " try {\n", + " root._bokeh_onload_callbacks.forEach(function(callback) {\n", + " if (callback != null)\n", + " callback();\n", + " });\n", + " } finally {\n", + " delete root._bokeh_onload_callbacks\n", + " }\n", + " console.debug(\"Bokeh: all callbacks have finished\");\n", + " }\n", + "\n", + " function load_libs(css_urls, js_urls, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + " if (root._bokeh_is_loading > 0) {\n", + " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", + " return null;\n", + " }\n", + " if (js_urls == null || js_urls.length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", + "\n", + " function on_load() {\n", + " root._bokeh_is_loading--;\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", + " run_callbacks()\n", + " }\n", + " }\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.rel = \"stylesheet\";\n", + " element.type = \"text/css\";\n", + " element.href = url;\n", + " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + "\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " if (url in hashes) {\n", + " element.crossOrigin = \"anonymous\";\n", + " element.integrity = \"sha384-\" + hashes[url];\n", + " }\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " };\n", + "\n", + " function inject_raw_css(css) {\n", + " const element = document.createElement(\"style\");\n", + " element.appendChild(document.createTextNode(css));\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " \n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var css_urls = [];\n", + " \n", + "\n", + " var inline_js = [\n", + " function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + " function(Bokeh) {\n", + " \n", + " \n", + " }\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " \n", + " if (root.Bokeh !== undefined || force === true) {\n", + " \n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(run_inline_js, 100);\n", + " } else if (!root._bokeh_failed_load) {\n", + " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", + " root._bokeh_failed_load = true;\n", + " } else if (force !== true) {\n", + " var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n", + " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", + " }\n", + "\n", + " }\n", + "\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", + " run_inline_js();\n", + " } else {\n", + " load_libs(css_urls, js_urls, function() {\n", + " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + " run_inline_js();\n", + " });\n", + " }\n", + "}(window));" + ], + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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\n" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "(function(root) {\n", + " function embed_document(root) {\n", + " \n", + " var docs_json = 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Application\",\"version\":\"2.1.1\"}};\n", + " var render_items = [{\"docid\":\"afd130d0-6934-426f-a481-1bd2caf8cab8\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"cda42fc9-7afa-45dd-b436-85368f36d25f\"}}];\n", + " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + "\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " } else {\n", + " var attempts = 0;\n", + " var timer = setInterval(function(root) {\n", + " if (root.Bokeh !== undefined) {\n", + " clearInterval(timer);\n", + " embed_document(root);\n", + " } else {\n", + " attempts++;\n", + " if (attempts > 100) {\n", + " clearInterval(timer);\n", + " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", + " }\n", + " }\n", + " }, 10, root)\n", + " }\n", + "})(window);" + ], + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "tags": [], + "application/vnd.bokehjs_exec.v0+json": { + "id": "1003" + } + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nHGH3o_R28G9" + }, + "source": [ + "We can also make plots that can you pan and zoom into." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "q1jy_cQl3AYc", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "outputId": "ae8fc2f4-a7e5-48e9-f8f0-f9fd32331ded" + }, + "source": [ + "N = 4000\n", + "np.random.seed(0)\n", + "x = np.random.random(size=N) * 100\n", + "y = np.random.random(size=N) * 100\n", + "radii = np.random.random(size=N) * 1.5\n", + "colors = [\n", + " \"#%02x%02x%02x\" % (r, g, 150) for r, g in zip(np.floor(50 + 2 * x).astype(int), np.floor(30 + 2 * y).astype(int))\n", + "]\n", + "\n", + "p = figure()\n", + "p.circle(x, y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n", + "show(p)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + "\n", + " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + " var JS_MIME_TYPE = 'application/javascript';\n", + " var HTML_MIME_TYPE = 'text/html';\n", + " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " var CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " var script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " var cell = handle.cell;\n", + "\n", + " var id = cell.output_area._bokeh_element_id;\n", + " var server_id = cell.output_area._bokeh_server_id;\n", + " // Clean up Bokeh references\n", + " if (id != null && id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " var id = msg.content.text.trim();\n", + " if (id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " var output_area = handle.output_area;\n", + " var output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " var bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " var script_attrs = bk_div.children[0].attributes;\n", + " for (var i = 0; i < 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when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? */\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " var events = require('base/js/events');\n", + " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + "\n", + " \n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " var NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"
\\n\"+\n", + " \"

\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"

\\n\"+\n", + " \"
    \\n\"+\n", + " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", + " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", + " \"
\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
\"}};\n", + "\n", + " function display_loaded() {\n", + " var el = document.getElementById(null);\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS is loading...\";\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(display_loaded, 100)\n", + " }\n", + " }\n", + "\n", + "\n", + " function run_callbacks() {\n", + " try {\n", + " root._bokeh_onload_callbacks.forEach(function(callback) {\n", + " if (callback != null)\n", + " callback();\n", + " });\n", + " } finally {\n", + " delete root._bokeh_onload_callbacks\n", + " }\n", + " console.debug(\"Bokeh: all callbacks have finished\");\n", + " }\n", + "\n", + " function load_libs(css_urls, js_urls, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + " if (root._bokeh_is_loading > 0) {\n", + " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", + " return null;\n", + " }\n", + " if (js_urls == null || js_urls.length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", + "\n", + " function on_load() {\n", + " root._bokeh_is_loading--;\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", + " run_callbacks()\n", + " }\n", + " }\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.rel = \"stylesheet\";\n", + " element.type = \"text/css\";\n", + " element.href = url;\n", + " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n", + "\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " if (url in hashes) {\n", + " element.crossOrigin = \"anonymous\";\n", + " element.integrity = \"sha384-\" + hashes[url];\n", + " }\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " };\n", + "\n", + " function inject_raw_css(css) {\n", + " const element = document.createElement(\"style\");\n", + " element.appendChild(document.createTextNode(css));\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " \n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n", + " var css_urls = [];\n", + " \n", + "\n", + " var inline_js = [\n", + " function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + " function(Bokeh) {\n", + " \n", + " \n", + " }\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " \n", + " if (root.Bokeh !== undefined || force === true) {\n", + " \n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(run_inline_js, 100);\n", + " } else if (!root._bokeh_failed_load) {\n", + " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", + " root._bokeh_failed_load = true;\n", + " } else if (force !== true) {\n", + " var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n", + " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", + " }\n", + "\n", + " }\n", + "\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", + " run_inline_js();\n", + " } else {\n", + " load_libs(css_urls, js_urls, function() {\n", + " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + " run_inline_js();\n", + " });\n", + " }\n", + "}(window));" + ], + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(null);\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1045\"},\"selection_policy\":{\"id\":\"1044\"}},\"id\":\"1032\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1033\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1002\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1018\"},{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"}]},\"id\":\"1025\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1004\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1001\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n", + " var render_items = [{\"docid\":\"b358b63c-5ed4-4f26-aea0-0203364ce482\",\"root_ids\":[\"1001\"],\"roots\":{\"1001\":\"6d84e490-f911-435d-9016-a132650e7717\"}}];\n", + " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + "\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " } else {\n", + " var attempts = 0;\n", + " var timer = setInterval(function(root) {\n", + " if (root.Bokeh !== undefined) {\n", + " clearInterval(timer);\n", + " embed_document(root);\n", + " } else {\n", + " attempts++;\n", + " if (attempts > 100) {\n", + " clearInterval(timer);\n", + " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", + " }\n", + " }\n", + " }, 10, root)\n", + " }\n", + "})(window);" + ], + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "tags": [], + "application/vnd.bokehjs_exec.v0+json": { + "id": "1001" + } + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FwIG5xw8ad8I" + }, + "source": [ + "## Viewing an image file\n", + "\n", + "You can either use PIL or OpenCV to display (and manipulate) images.\n", + "According to [this notebook](https://www.kaggle.com/vfdev5/pil-vs-opencv), OpenCV is faster, but for a small number of images, it doesn't really matter." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AqitJZE1bAi8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 514 + }, + "outputId": "6e8ebecb-c6ab-45c6-bb2b-782585a3d648" + }, + "source": [ + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n", + "# url = \"https://github.com/probml/probml-notebooks/blob/master/images/cat_dog.jpg?raw=true\"\n", + "url = \"https://raw.githubusercontent.com/probml/probml-notebooks/main/images/cat_dog.jpg\"\n", + "\n", + "response = requests.get(url)\n", + "img = Image.open(BytesIO(response.content))\n", + "print(type(img))\n", + "display(img)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "t0EbaZr9bSZL" + }, + "source": [ + "#!wget https://github.com/probml/probml-notebooks/blob/master/images/cat_dog.jpg?raw=true -q -O cat_dog.jpg\n", + "!wget https://raw.githubusercontent.com/probml/probml-notebooks/main/images/cat_dog.jpg -q -O cat_dog.jpg" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Hbb1T75kuaPG", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "09de66d9-fb6c-4df4-941c-62950cd558bc" + }, + "source": [ + "!ls -l" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "total 124\n", + "-rw-r--r-- 1 root root 121477 Aug 3 17:06 cat_dog.jpg\n", + "drwxr-xr-x 1 root root 4096 Jul 16 13:20 sample_data\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_268HOki-6qw", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 497 + }, + "outputId": "8a30a1ac-fc10-43d2-c685-fca5169aac9a" + }, + "source": [ + "from IPython.display import Image\n", + "\n", + "fname = \"cat_dog.jpg\"\n", + "Image(fname)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 3 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "64X5Xv_Kaf_Q", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 496 + }, + "outputId": "e6345129-8241-49fd-daa4-f9adf9c749f0" + }, + "source": [ + "from google.colab.patches import cv2_imshow\n", + "import cv2\n", + "\n", + "\n", + "def show_image(img_path, size=None, ratio=None):\n", + " img = cv2.imread(img_path, cv2.IMREAD_UNCHANGED)\n", + " cv2_imshow(img)\n", + "\n", + "\n", + "show_image(\"cat_dog.jpg\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "y4_LLDBWGkE4" + }, + "source": [ + "## Visualizing arrays\n", + "\n", + "If you use imshow, be careful of aliasing which can occur for certain figure sizes." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "grpgCI4IG2pb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 182 + }, + "outputId": "5455f0f5-7109-49c3-fa64-14bbbbd9b662" + }, + "source": [ + "np.random.seed(0)\n", + "fig, axs = plt.subplots(1, 3, figsize=(8, 8))\n", + "for t in range(3):\n", + " X = np.random.binomial(1, 0.5, (128, 128))\n", + " axs[t].imshow(X, cmap=\"Accent\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kKo7IkOzHMRo" + }, + "source": [ + "You can solve this by specifying `interpolation=nearest`:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4aoE3HkuHQt-", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 182 + }, + "outputId": "93829355-ebb8-474a-a6ea-e61e18a8d437" + }, + "source": [ + "np.random.seed(0)\n", + "fig, axs = plt.subplots(1, 3, figsize=(8, 8))\n", + "for t in range(3):\n", + " X = np.random.binomial(1, 0.5, (128, 128))\n", + " axs[t].imshow(X, cmap=\"Accent\", interpolation=\"nearest\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K7MgGBEvHTlB" + }, + "source": [ + "Alternatively, you can call `matshow`, which is an alias for imshow with `interpolation=nearest`:\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "M3nsqSA3HZxC", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 182 + }, + "outputId": "f7600549-b0f3-4fef-8c02-a276a8ea8274" + }, + "source": [ + "np.random.seed(0)\n", + "fig, axs = plt.subplots(1, 3, figsize=(8, 8))\n", + "for t in range(3):\n", + " X = np.random.binomial(1, 0.5, (128, 128))\n", + " axs[t].matshow(X, cmap=\"Accent\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qLh3fxl63IHW" + }, + "source": [ + "## Graphviz\n", + "\n", + "You can use graphviz to layout nodes of a graph and draw the structure." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "33v9WeNjfb2k", + "outputId": "2567027c-8c11-4517-94b8-3ae984b1d328" + }, + "source": [ + "!apt-get -y install python-pydot\n", + "!apt-get -y install python-pydot-ng\n", + "!apt-get -y install graphviz" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "The following additional packages will be installed:\n", + " python-pyparsing\n", + "Suggested packages:\n", + " python-pyparsing-doc\n", + "The following NEW packages will be installed:\n", + " python-pydot python-pyparsing\n", + "0 upgraded, 2 newly installed, 0 to remove and 13 not upgraded.\n", + "Need to get 71.7 kB of archives.\n", + "After this operation, 347 kB of additional disk space will be used.\n", + "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 python-pyparsing all 2.2.0+dfsg1-2 [52.1 kB]\n", + "Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 python-pydot all 1.2.3-1 [19.6 kB]\n", + "Fetched 71.7 kB in 0s (891 kB/s)\n", + "Selecting previously unselected package python-pyparsing.\n", + "(Reading database ... 146374 files and directories currently installed.)\n", + "Preparing to unpack .../python-pyparsing_2.2.0+dfsg1-2_all.deb ...\n", + "Unpacking python-pyparsing (2.2.0+dfsg1-2) ...\n", + "Selecting previously unselected package python-pydot.\n", + "Preparing to unpack .../python-pydot_1.2.3-1_all.deb ...\n", + "Unpacking python-pydot (1.2.3-1) ...\n", + "Setting up python-pyparsing (2.2.0+dfsg1-2) ...\n", + "Setting up python-pydot (1.2.3-1) ...\n", + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "The following NEW packages will be installed:\n", + " python-pydot-ng\n", + "0 upgraded, 1 newly installed, 0 to remove and 13 not upgraded.\n", + "Need to get 19.8 kB of archives.\n", + "After this operation, 96.3 kB of additional disk space will be used.\n", + "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 python-pydot-ng all 1.0.0-3 [19.8 kB]\n", + "Fetched 19.8 kB in 0s (541 kB/s)\n", + "Selecting previously unselected package python-pydot-ng.\n", + "(Reading database ... 146392 files and directories currently installed.)\n", + "Preparing to unpack .../python-pydot-ng_1.0.0-3_all.deb ...\n", + "Unpacking python-pydot-ng (1.0.0-3) ...\n", + "Setting up python-pydot-ng (1.0.0-3) ...\n", + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "graphviz is already the newest version (2.40.1-2).\n", + "0 upgraded, 0 newly installed, 0 to remove and 13 not upgraded.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 498 + }, + "id": "ZXTgGVkaffjf", + "outputId": "2037bb22-88c1-4013-cf8e-03c8ebe349d5" + }, + "source": [ + "from graphviz import Digraph\n", + "\n", + "dot = Digraph(comment=\"Bayes net\")\n", + "print(dot)\n", + "dot.node(\"C\", \"Cloudy\")\n", + "dot.node(\"R\", \"Rain\")\n", + "dot.node(\"S\", \"Sprinkler\")\n", + "dot.node(\"W\", \"Wet grass\")\n", + "dot.edge(\"C\", \"R\")\n", + "dot.edge(\"C\", \"S\")\n", + "dot.edge(\"R\", \"W\")\n", + "dot.edge(\"S\", \"W\")\n", + "print(dot.source)\n", + "dot.render(\"test-output/graph.jpg\", view=True)\n", + "dot" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "// Bayes net\n", + "digraph {\n", + "}\n", + "// Bayes net\n", + "digraph {\n", + "\tC [label=Cloudy]\n", + "\tR [label=Rain]\n", + "\tS [label=Sprinkler]\n", + "\tW [label=\"Wet grass\"]\n", + "\tC -> R\n", + "\tC -> S\n", + "\tR -> W\n", + "\tS -> W\n", + "}\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\nC\n\nCloudy\n\n\n\nR\n\nRain\n\n\n\nC->R\n\n\n\n\n\nS\n\nSprinkler\n\n\n\nC->S\n\n\n\n\n\nW\n\nWet grass\n\n\n\nR->W\n\n\n\n\n\nS->W\n\n\n\n\n\n" + }, + "metadata": { + "tags": [] + }, + "execution_count": 16 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DaSY50JzpWnC" + }, + "source": [ + "## Progress bar\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RNoYKY34Iqu6", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "07194dcd-35de-47b0-b7b4-8158f83631c0" + }, + "source": [ + "from tqdm import tqdm\n", + "\n", + "for i in tqdm(range(20)):\n", + " x = np.random.randn(1000, 1000)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:00<00:00, 23.02it/s]\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lyWwltzKlAHS" + }, + "source": [ + "# Filing system issues\n", + "\n", + "\n", + "Details here:\n", + "- https://colab.research.google.com/notebooks/io.ipynb\n", + "- https://neptune.ai/blog/google-colab-dealing-with-files\n", + "\n", + "Many other sources." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7aCgO-moU2WA" + }, + "source": [ + "## Accessing local files\n", + "\n", + "Clicking on the file folder icon on the left hand side of colab lets you browse local files. Right clicking on a filename lets you download it to your local machine. Double clicking on a file will open it in the file viewer/ editor, which appears on the right hand side. \n", + "\n", + "The result should look something like this:\n", + "\n", + "\n", + "\n", + "\n", + "You can also use standard unix commands to manipulate files, as we show below." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dRh4BOIxHpEX", + "outputId": "718b8efd-1988-4633-db29-6a414a350415" + }, + "source": [ + "!pwd" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "T7i8bvaghwy7", + "outputId": "bb0012d2-bc82-4d5d-dfe3-acf2ba3e77a7" + }, + "source": [ + "!ls" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "myplot.png sample_data\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HDNijfMPjPsE", + "outputId": "d2bb4d90-86fc-44b2-9900-6050507e082b" + }, + "source": [ + "!echo 'foo bar' > foo.txt\n", + "!cat foo.txt" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "foo bar\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5bnSVjwTr_bg" + }, + "source": [ + "However, !cd does not work. You need to use the magic %cd." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "voUDbPTUsDI3", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b8e3f19f-244a-407f-9fe7-94b64f60ef4b" + }, + "source": [ + "!pwd\n", + "!mkdir dummy\n", + "%cd dummy\n", + "!ls\n", + "%cd .." + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content\n", + "/content/dummy\n", + "/content\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AhyYxQ8mrzev" + }, + "source": [ + "To make a new (local) file in colab's editor, first create the file with the operating system, and then view it using colab." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "LtbGecLQrysw", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "outputId": "17613167-0d6d-4f6e-b66f-129eb2552b6a" + }, + "source": [ + "from google.colab import files\n", + "\n", + "file = \"bar.py\"\n", + "!touch $file\n", + "files.view(file)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " ((filepath) => {{\n", + " if (!google.colab.kernel.accessAllowed) {{\n", + " return;\n", + " }}\n", + " google.colab.files.view(filepath);\n", + " }})(\"/content/bar.py\")" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PMet3XdcVF9O" + }, + "source": [ + "If you make changes to a file containing code, the new version of the file will not be noticed unless you use the magic below." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0ufY8AO1VEUh" + }, + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6a6nkLsKWQpu" + }, + "source": [ + "## Syncing with Google drive\n", + "\n", + "Files that you generate in, or upload to, colab are ephemeral, since colab is a temporary environment with an idle timeout of 90 minutes and an absolute timeout of 12 hours (24 hours for Colab pro). To save any files permanently, you need to mount your google drive folder as we show below. (Executing this command will open a new window in your browser - you need cut and paste the password that is shown into the prompt box.)\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cYZpcMiQkl15", + "outputId": "f4cf4b76-100a-428f-8c63-14aad3207235" + }, + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/gdrive')\n", + "!pwd\n", + "\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Mounted at /content/gdrive\n", + "/content\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wycWRaVxPh5P", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "5571799c-360b-446f-9f70-375f7d14527b" + }, + "source": [ + "with open(\"/content/gdrive/MyDrive/foo.txt\", \"w\") as f:\n", + " f.write(\"Hello Google Drive!\")\n", + "!cat /content/gdrive/MyDrive/foo.txt" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Hello Google Drive!" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CeGz5P_RUyzG" + }, + "source": [ + "To ensure that local changes are detected by colab, use this piece of magic." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "K6RR9dfoUyMG" + }, + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_x4_RdSfh272" + }, + "source": [ + "## Uploading data to colab from your local machine" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "IgQe1zgYh4hF" + }, + "source": [ + "from google.colab import files\n", + "\n", + "# GUI lets you select the file\n", + "# the return value is a dict, mapping filename to bytes\n", + "uploaded = files.upload()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2mUVyvAblY3v" + }, + "source": [ + "## Downloading data from colab to your local machine" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fwdVtkGqlblY" + }, + "source": [ + "from google.colab import files\n", + "\n", + "files.download(\"checkpoints/gan-mlp-mnist-epoch=02.ckpt\")" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bIqJtkFnlF8I" + }, + "source": [ + "## Loading data from the web into colab\n", + "\n", + "You can use [wget](https://www.pair.com/support/kb/paircloud-downloading-files-with-wget/) \n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3oypH8Vclu86" + }, + "source": [ + "!rm timemachine.*" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "H0dvvsUclgdu", + "outputId": "924597b5-451d-4eb3-d6dd-6e45763828dc" + }, + "source": [ + "\n", + "#!wget https://github.com/probml/pyprobml/blob/master/data/timemachine.txt\n", + "#!wget https://github.com/probml/pyprobml/blob/master/data/timemachine.txt\n", + "!wget https://raw.githubusercontent.com/probml/probml-data/main/data/timemachine.txt\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "--2021-07-19 17:42:46-- https://raw.githubusercontent.com/probml/probml-data/main/data/timemachine.txt\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 178887 (175K) [text/plain]\n", + "Saving to: ‘timemachine.txt’\n", + "\n", + "\rtimemachine.txt 0%[ ] 0 --.-KB/s \rtimemachine.txt 100%[===================>] 174.69K --.-KB/s in 0.03s \n", + "\n", + "2021-07-19 17:42:46 (6.65 MB/s) - ‘timemachine.txt’ saved [178887/178887]\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kj3fMYuwlyNR", + "outputId": "f4a55c24-854b-4655-a48f-6284f10460a4" + }, + "source": [ + "!head timemachine.txt" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "The Time Machine, by H. G. Wells [1898]\n", + "\n", + "I\n", + "\n", + "The Time Traveller (for so it will be convenient to speak of him) was expounding a recondite matter to us. His grey eyes shone and twinkled, and his usually pale face was flushed and animated. The fire burned brightly, and the soft radiance of the incandescent lights in the lilies of silver caught the bubbles that flashed and passed in our glasses. Our chairs, being his patents, embraced and caressed us rather than submitted to be sat upon, and there was that luxurious after-dinner atmosphere when thought roams gracefully free of the trammels of precision. And he put it to us in this way--marking the points with a lean forefinger--as we sat and lazily admired his earnestness over this new paradox (as we thought it) and his fecundity.\n", + "\n", + "'You must follow me carefully. I shall have to controvert one or two ideas that are almost universally accepted. The geometry, for instance, they taught you at school is founded on a misconception.'\n", + "\n", + "'Is not that rather a large thing to expect us to begin upon?' said Filby, an argumentative person with red hair.\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZawrQx644OyW", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "dd6e15a0-71d0-4471-8fe0-06bf3248d144" + }, + "source": [ + "datadir = \".\"\n", + "import re\n", + "\n", + "fname = os.path.join(datadir, \"timemachine.txt\")\n", + "with open(fname, \"r\") as f:\n", + " lines = f.readlines()\n", + " sentences = [re.sub(\"[^A-Za-z]+\", \" \", st).lower().split() for st in lines]\n", + "for i in range(5):\n", + " words = sentences[i]\n", + " print(words)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "['the', 'time', 'machine', 'by', 'h', 'g', 'wells']\n", + "[]\n", + "['i']\n", + "[]\n", + "['the', 'time', 'traveller', 'for', 'so', 'it', 'will', 'be', 'convenient', 'to', 'speak', 'of', 'him', 'was', 'expounding', 'a', 'recondite', 'matter', 'to', 'us', 'his', 'grey', 'eyes', 'shone', 'and', 'twinkled', 'and', 'his', 'usually', 'pale', 'face', 'was', 'flushed', 'and', 'animated', 'the', 'fire', 'burned', 'brightly', 'and', 'the', 'soft', 'radiance', 'of', 'the', 'incandescent', 'lights', 'in', 'the', 'lilies', 'of', 'silver', 'caught', 'the', 'bubbles', 'that', 'flashed', 'and', 'passed', 'in', 'our', 'glasses', 'our', 'chairs', 'being', 'his', 'patents', 'embraced', 'and', 'caressed', 'us', 'rather', 'than', 'submitted', 'to', 'be', 'sat', 'upon', 'and', 'there', 'was', 'that', 'luxurious', 'after', 'dinner', 'atmosphere', 'when', 'thought', 'roams', 'gracefully', 'free', 'of', 'the', 'trammels', 'of', 'precision', 'and', 'he', 'put', 'it', 'to', 'us', 'in', 'this', 'way', 'marking', 'the', 'points', 'with', 'a', 'lean', 'forefinger', 'as', 'we', 'sat', 'and', 'lazily', 'admired', 'his', 'earnestness', 'over', 'this', 'new', 'paradox', 'as', 'we', 'thought', 'it', 'and', 'his', 'fecundity']\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "memojWlxuAyH" + }, + "source": [ + "## Loading code from the web into colab\n", + "\n", + "We can also download python code and run it locally." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "siXx1f8et98t", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d0a115c5-3a81-4237-bf45-d1c8bd0d9d06" + }, + "source": [ + "!wget -q https://raw.githubusercontent.com/probml/pyprobml/master/scripts/pyprobml_utils.py\n", + "\n", + "import pyprobml_utils as pml\n", + "\n", + "pml.test()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "welcome to python probabilistic ML library\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "57S7dQXbPSh6" + }, + "source": [ + "## Viewing all your notebooks\n", + "\n", + "You can see the list of colab notebooks that you have saved as shown below." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cTJGGK29PYM4", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "dbb73578-2dd8-4f3c-f270-4dfbdedb60ff" + }, + "source": [ + "import re, pathlib, shutil\n", + "from pathlib import PosixPath\n", + "\n", + "# Get a list of all your Notebooks\n", + "notebooks = [\n", + " x\n", + " for x in pathlib.Path(\"/content/gdrive/MyDrive/Colab Notebooks\").iterdir()\n", + " if re.search(r\"\\.ipynb\", x.name, flags=re.I)\n", + "]\n", + "print(notebooks[:2])\n", + "\n", + "# n = PosixPath('/content/gdrive/MyDrive/Colab Notebooks/covid-open-data-paper.ipynb')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[PosixPath('/content/gdrive/MyDrive/Colab Notebooks/saining-cvpr18-video-3d.ipynb'), PosixPath('/content/gdrive/MyDrive/Colab Notebooks/Copy of Getting started with pytorch.ipynb')]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "buZsxpmUS37n" + }, + "source": [ + "# Working with github\n", + "\n", + "You can open any jupyter notebook stored in github in a colab by replacing\n", + "https://github.com/probml/.../intro.ipynb with https://colab.research.google.com/github/probml/.../intro.ipynb (see [this blog post](https://amitness.com/2020/06/google-colaboratory-tips/#6-open-notebooks-from-github).\n", + "\n", + "It is possible to download code (or data) from githib into a local directory on this virtual machine. It is also possible to upload local files back to github, although that is more complex. See details below." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rVvGT6GUBg2Q" + }, + "source": [ + "## Cloning a repo from github\n", + "\n", + "You can clone a public github repo into your local colab VM, as we show below,\n", + "using the repo for this book as an example.\n", + "(To clone a private repo, you need to specify your password,\n", + "as explained [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70). Alternatively you can use the ssh method we describe below.)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "uVZWqzdW7_ZG", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "cbae2714-3da4-405e-93d6-32fe1d4bbf4e" + }, + "source": [ + "\n", + "!rm -rf pyprobml # Remove any old local directory to ensure fresh install\n", + "!git clone https://github.com/probml/pyprobml\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Cloning into 'pyprobml'...\n", + "remote: Enumerating objects: 11604, done.\u001b[K\n", + "remote: Counting objects: 100% (349/349), done.\u001b[K\n", + "remote: Compressing objects: 100% (200/200), done.\u001b[K\n", + "remote: Total 11604 (delta 181), reused 282 (delta 143), pack-reused 11255\u001b[K\n", + "Receiving objects: 100% (11604/11604), 564.09 MiB | 38.35 MiB/s, done.\n", + "Resolving deltas: 100% (6412/6412), done.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sL0CLHTm7HSH", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d23ce0d0-3403-4bfd-e666-34f715da765a" + }, + "source": [ + "!pwd" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XdC34HzKT8L8", + "outputId": "49d5d474-7af0-4a4d-adb3-3a11b049f3e3" + }, + "source": [ + "!ls" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "cat_dog.jpg pyprobml\t\tsample_data\n", + "__pycache__ pyprobml_utils.py\ttimemachine.txt\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MNWWINngc5rn" + }, + "source": [ + "We can run any script as shown below.\n", + "(Note we first have to define the environment variable for where the figures will be stored.)" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 873 + }, + "id": "aYXkQP-DdApw", + "outputId": "50b98443-467b-4ab9-ee6c-773cc80530ab" + }, + "source": [ + "import os\n", + "\n", + "os.environ[\"PYPROBML\"] = \"pyprobml\"\n", + "\n", + "%run pyprobml/scripts/activation_fun_plot.py" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "saving image to pyprobml/figures/activationFuns.pdf\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "qItn37RW7R3N", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "903c2f05-dafb-4db6-d5b9-9874a3b0cc1d" + }, + "source": [ + "!ls pyprobml/figures" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "activationFuns2.pdf activationFuns.pdf sigmoid_saturation_plot.pdf\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YTT5eJ_qUDFe" + }, + "source": [ + "We can also import code, as we show below." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0jUdrHWLd95C", + "outputId": "a6ba93bc-118c-42e7-c894-34eeef80c95b" + }, + "source": [ + "!ls" ], - "text/plain": [ - "" + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "pyprobml sample_data\n" + ], + "name": "stdout" + } ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "MFnxc7WGLven", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "952c0a8e-5c3d-4c1d-c2fb-1cea85cf58f7" - }, - "source": [ - "!cat myconfig.yaml" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "model_params:\n", - " name: 'VanillaVAE'\n", - " in_channels: 3\n", - " latent_dim: 128\n", - "\n", - "exp_params:\n", - " dataset: celeba" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "KMw1vYZ1KSLU", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "3e5ec991-e4f4-458d-9076-7281a1a98cf4" - }, - "source": [ - "import yaml\n", - "\n", - "filename = \"myconfig.yaml\"\n", - "\n", - "with open(filename, \"r\") as file:\n", - " config = yaml.safe_load(file)\n", - "\n", - "print(type(config))\n", - "print(config)\n", - "print(config[\"model_params\"][\"in_channels\"])" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "\n", - "{'model_params': {'name': 'VanillaVAE', 'in_channels': 3, 'latent_dim': 128}, 'exp_params': {'dataset': 'celeba', 'data_path': '../../shared/Data/'}}\n", - "3\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7KrRcbQ71ZyZ" - }, - "source": [ - "# Hardware accelerators\n", - "\n", - "By default, Colab runs on a CPU, but you can select GPU or TPU for extra speed, as we show below. To get access to more powerful machines (with faster processors, more memory, and longer idle timeouts), you can subscript to [Colab Pro](https://colab.research.google.com/signup). At the time of writing (Jan 2021), the cost is $10/month (USD). This is a good deal if you use GPUs a lot. \n", - "\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Qpb9N-c-3RSf" - }, - "source": [ - "## CPUs\n", - "\n", - "To see what devices you have, use this command.\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "SZYIR1Kk1ktp", - "outputId": "04ab4999-74d4-47d6-f9cb-004ca13b590b" - }, - "source": [ - "from tensorflow.python.client import device_lib\n", - "\n", - "device_lib.list_local_devices()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "[name: \"/device:CPU:0\"\n", - " device_type: \"CPU\"\n", - " memory_limit: 268435456\n", - " locality {\n", - " }\n", - " incarnation: 12564556295328712695, name: \"/device:GPU:0\"\n", - " device_type: \"GPU\"\n", - " memory_limit: 15692777408\n", - " locality {\n", - " bus_id: 1\n", - " links {\n", - " }\n", - " }\n", - " incarnation: 6192511611231741902\n", - " physical_device_desc: \"device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\"]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 4 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "hs_l1zUY3UuQ", - "outputId": "99a7db7f-6325-452e-ca69-ab7439070d67" - }, - "source": [ - "!cat /proc/version" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Linux version 4.19.112+ (builder@a12462ca91c8) (Chromium OS 10.0_pre377782_p20200113-r10 clang version 10.0.0 (/var/cache/chromeos-cache/distfiles/host/egit-src/llvm-project 4e8231b5cf0f5f62c7a51a857e29f5be5cb55734)) #1 SMP Thu Jul 23 08:00:38 PDT 2020\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "WHG13Iwa3Z5k", - "outputId": "ebc74028-163e-48e2-a0c6-56667e4e0c0d" - }, - "source": [ - "from psutil import cpu_count\n", - "\n", - "print(\"num cores\", cpu_count())\n", - "\n", - "!cat /proc/cpuinfo" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "num cores 4\n", - "processor\t: 0\n", - "vendor_id\t: GenuineIntel\n", - "cpu family\t: 6\n", - "model\t\t: 79\n", - "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", - "stepping\t: 0\n", - "microcode\t: 0x1\n", - "cpu MHz\t\t: 2200.000\n", - "cache size\t: 56320 KB\n", - "physical id\t: 0\n", - "siblings\t: 4\n", - "core id\t\t: 0\n", - "cpu cores\t: 2\n", - "apicid\t\t: 0\n", - "initial apicid\t: 0\n", - "fpu\t\t: yes\n", - "fpu_exception\t: yes\n", - "cpuid level\t: 13\n", - "wp\t\t: yes\n", - "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", - "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", - "bogomips\t: 4400.00\n", - "clflush size\t: 64\n", - "cache_alignment\t: 64\n", - "address sizes\t: 46 bits physical, 48 bits virtual\n", - "power management:\n", - "\n", - "processor\t: 1\n", - "vendor_id\t: GenuineIntel\n", - "cpu family\t: 6\n", - "model\t\t: 79\n", - "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", - "stepping\t: 0\n", - "microcode\t: 0x1\n", - "cpu MHz\t\t: 2200.000\n", - "cache size\t: 56320 KB\n", - "physical id\t: 0\n", - "siblings\t: 4\n", - "core id\t\t: 1\n", - "cpu cores\t: 2\n", - "apicid\t\t: 2\n", - "initial apicid\t: 2\n", - "fpu\t\t: yes\n", - "fpu_exception\t: yes\n", - "cpuid level\t: 13\n", - "wp\t\t: yes\n", - "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", - "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", - "bogomips\t: 4400.00\n", - "clflush size\t: 64\n", - "cache_alignment\t: 64\n", - "address sizes\t: 46 bits physical, 48 bits virtual\n", - "power management:\n", - "\n", - "processor\t: 2\n", - "vendor_id\t: GenuineIntel\n", - "cpu family\t: 6\n", - "model\t\t: 79\n", - "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", - "stepping\t: 0\n", - "microcode\t: 0x1\n", - "cpu MHz\t\t: 2200.000\n", - "cache size\t: 56320 KB\n", - "physical id\t: 0\n", - "siblings\t: 4\n", - "core id\t\t: 0\n", - "cpu cores\t: 2\n", - "apicid\t\t: 1\n", - "initial apicid\t: 1\n", - "fpu\t\t: yes\n", - "fpu_exception\t: yes\n", - "cpuid level\t: 13\n", - "wp\t\t: yes\n", - "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", - "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", - "bogomips\t: 4400.00\n", - "clflush size\t: 64\n", - "cache_alignment\t: 64\n", - "address sizes\t: 46 bits physical, 48 bits virtual\n", - "power management:\n", - "\n", - "processor\t: 3\n", - "vendor_id\t: GenuineIntel\n", - "cpu family\t: 6\n", - "model\t\t: 79\n", - "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", - "stepping\t: 0\n", - "microcode\t: 0x1\n", - "cpu MHz\t\t: 2200.000\n", - "cache size\t: 56320 KB\n", - "physical id\t: 0\n", - "siblings\t: 4\n", - "core id\t\t: 1\n", - "cpu cores\t: 2\n", - "apicid\t\t: 3\n", - "initial apicid\t: 3\n", - "fpu\t\t: yes\n", - "fpu_exception\t: yes\n", - "cpuid level\t: 13\n", - "wp\t\t: yes\n", - "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", - "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", - "bogomips\t: 4400.00\n", - "clflush size\t: 64\n", - "cache_alignment\t: 64\n", - "address sizes\t: 46 bits physical, 48 bits virtual\n", - "power management:\n", - "\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PivaBI5za45p" - }, - "source": [ - "## Memory\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "xg3C0Yrq3job", - "outputId": "0b480191-8489-4b6c-fc26-c6f3b51aecc2" - }, - "source": [ - "from psutil import virtual_memory\n", - "\n", - "ram_gb = virtual_memory().total / 1e9\n", - "print(\"RAM (GB)\", ram_gb)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "RAM (GB) 27.393818624\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "W_I7m_hUbBpu", - "outputId": "b688a7d0-1c53-4864-c79f-fde42cda4db6" - }, - "source": [ - "\n", - "!cat /proc/meminfo" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "MemTotal: 26751776 kB\n", - "MemFree: 23653276 kB\n", - "MemAvailable: 25773356 kB\n", - "Buffers: 109276 kB\n", - "Cached: 2230616 kB\n", - "SwapCached: 0 kB\n", - "Active: 756592 kB\n", - "Inactive: 1980036 kB\n", - "Active(anon): 363548 kB\n", - "Inactive(anon): 416 kB\n", - "Active(file): 393044 kB\n", - "Inactive(file): 1979620 kB\n", - "Unevictable: 0 kB\n", - "Mlocked: 0 kB\n", - "SwapTotal: 0 kB\n", - "SwapFree: 0 kB\n", - "Dirty: 392 kB\n", - "Writeback: 0 kB\n", - "AnonPages: 396824 kB\n", - "Mapped: 212400 kB\n", - "Shmem: 1032 kB\n", - "Slab: 201364 kB\n", - "SReclaimable: 140252 kB\n", - "SUnreclaim: 61112 kB\n", - "KernelStack: 4528 kB\n", - "PageTables: 5336 kB\n", - "NFS_Unstable: 0 kB\n", - "Bounce: 0 kB\n", - "WritebackTmp: 0 kB\n", - "CommitLimit: 13375888 kB\n", - "Committed_AS: 3257684 kB\n", - "VmallocTotal: 34359738367 kB\n", - "VmallocUsed: 0 kB\n", - "VmallocChunk: 0 kB\n", - "Percpu: 2096 kB\n", - "AnonHugePages: 0 kB\n", - "ShmemHugePages: 0 kB\n", - "ShmemPmdMapped: 0 kB\n", - "HugePages_Total: 0\n", - "HugePages_Free: 0\n", - "HugePages_Rsvd: 0\n", - "HugePages_Surp: 0\n", - "Hugepagesize: 2048 kB\n", - "Hugetlb: 0 kB\n", - "DirectMap4k: 134376 kB\n", - "DirectMap2M: 4059136 kB\n", - "DirectMap1G: 25165824 kB\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "v0G2d13kIEz5" - }, - "source": [ - "## GPUs\n", - "\n", - "If you select the 'Runtime' menu at top left, and then select 'Change runtime type' and then select 'GPU', you can get free access to a GPU. \n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MGVZB0esI0QG" - }, - "source": [ - "\n", - "To see what kind of GPU you are using, see below.\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "FikkXWQqBU9O", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "ba7b6c8e-5089-4342-f9f4-def0e5ad86a8" - }, - "source": [ - "gpu_info = !nvidia-smi\n", - "gpu_info = \"\\n\".join(gpu_info)\n", - "print(gpu_info)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver. Make sure that the latest NVIDIA driver is installed and running.\n", - "\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "GU6nII1F5S2S", - "outputId": "d220a1a6-cc83-4718-c77e-2df38f13bf9c" - }, - "source": [ - "!grep Model: /proc/driver/nvidia/gpus/*/information | awk '{$1=\"\";print$0}'" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - " Tesla P100-PCIE-16GB\n" - ], - "name": "stdout" + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-NkBCWPdePFj", + "outputId": "b33684a4-cd62-46fb-ab15-ef650f12d5c2" + }, + "source": [ + "import pyprobml.scripts.pyprobml_utils as pml\n", + "\n", + "pml.test()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "welcome to python probabilistic ML library\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yaISmcnNmnS7" + }, + "source": [ + "## Pushing local files back to github\n", + "\n", + "You can easily save your entire colab notebook to github by choosing 'Save a copy in github' under the File menu in the top left. But if you want to save individual files (eg code that you edited in the colab file editor, or a bunch of images or data files you created), the process is more complex.\n", + "\n", + "There are two main methods. You can either specify your username and password every time, as explained [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70). Or you can authenticate via ssh. The latter is more secure, but more complex, as we explain below.\n", + "\n", + "You first need to do some setup to create SSH keys on your current colab VM (virtual machine), manually add the keys to your github account, and then copy the keys to your mounted google drive so you can reuse the same keys in the future. This only has to be done once.\n", + "\n", + "After setup, you can use the [git_ssh](https://github.com/probml/pyprobml/blob/master/deprecated/scripts/colab_utils.py#L40) function we define below to securely execute git commands. This works by copying your SSH keys from your google drive to the current colab VM, executing the git command, and then deleting the keys from the VM for safety. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0gOzFmcKoUuO" + }, + "source": [ + "### Setup\n", + "\n", + "Run these commands in your colab. (The commands need to be uncommented.)\n", + "The cat command will display your public key in the colab window.\n", + "Cut and paste this and manually add to your github account following [these instructions](https://github.com/settings/keys).\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "#!ssh-keygen -t rsa -b 4096\n", + "#!ssh-keyscan -t rsa github.com >> ~/.ssh/known_hosts\n", + "#!cat /root/.ssh/id_rsa.pub" + ], + "metadata": { + "id": "n-rPc_JE8UNs" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Test it worked." + ], + "metadata": { + "id": "GTBi_1wA-4zA" + } + }, + { + "cell_type": "code", + "source": [ + "!ssh -T git@github.com" + ], + "metadata": { + "id": "QS5s4qQx-q3e", + "outputId": "ff8b3170-be18-426e-a618-e91121cd728f", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Host key verification failed.\r\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "Finally, save the generated keys to your Google drive\n", + "\n" + ], + "metadata": { + "id": "dsqpat9w8hG0" + } + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')\n", + "!mkdir /content/drive/MyDrive/ssh/\n", + "!cp -r ~/.ssh/* /content/drive/MyDrive/ssh/\n", + "!ls /content/drive/MyDrive/ssh/" + ], + "metadata": { + "id": "cwqF10iw--cO", + "outputId": "0bd4ee3b-16f8-4785-bfd3-b9697cefcfaf", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n", + "id_rsa\tid_rsa.pub known_hosts\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oSiVyBG1xm44" + }, + "source": [ + "### Test previous setup\n", + "\n", + "Let us check that we can see our SSH keys in our mounted google drive." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cCUxHiHAxcY2", + "outputId": "f6bac1ad-8f5e-49aa-bfb7-6ed22947e949" + }, + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')\n", + "\n", + "!ls /content/drive/MyDrive/ssh/\n", + "\n" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n", + "id_rsa\tid_rsa.pub known_hosts\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "C-lPchgDpD7t" + }, + "source": [ + "### Executing git commands from colab via SSH\n", + "\n", + "The following function lets you securely doing a git command via SSH.\n", + "It copies the keys from your google drive to the local VM, excecutes the command, then removes the keys.\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ONJ0Ump4wEho", + "outputId": "bba70256-f612-4152-b0d7-ea401181a97b" + }, + "source": [ + "#!rm -rf pyprobml_utils.py # remove any old copies of this file\n", + "#!wget https://raw.githubusercontent.com/probml/pyprobml/master/scripts/pyprobml_utils.py\n", + "!rm -rf colab_utils.py # remove any old copies of this file\n", + "!wget https://raw.githubusercontent.com/probml/pyprobml/master/deprecated/scripts/colab_utils.py\n", + "\n" + ], + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2023-05-26 21:45:47-- https://raw.githubusercontent.com/probml/pyprobml/master/deprecated/scripts/colab_utils.py\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 2267 (2.2K) [text/plain]\n", + "Saving to: ‘colab_utils.py’\n", + "\n", + "\rcolab_utils.py 0%[ ] 0 --.-KB/s \rcolab_utils.py 100%[===================>] 2.21K --.-KB/s in 0s \n", + "\n", + "2023-05-26 21:45:47 (27.1 MB/s) - ‘colab_utils.py’ saved [2267/2267]\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "FJ1_fCk_K9Mc", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3f6793b8-c59b-4513-dd4d-1ef00915c4f0" + }, + "source": [ + "from google.colab import drive\n", + "\n", + "drive.mount(\"/content/drive\") # must do this before running git_ssh\n", + "import colab_utils # import script into namespace" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "umvOwzMfvpmU" + }, + "source": [ + "Below we clone the pyprobml repo to this colab VM using out github credentials, so we can later check stuff back in. \n", + "**This is just an example - you should edit the `reponame`, `username` and `email` variables.**" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IbX9-PDpwlO0", + "outputId": "efa972ad-24fa-4b60-f726-e22457af1e99" + }, + "source": [ + "\n", + "\n", + "!rm -rf pyprobml # remove any old copies of this directory\n", + "#!git clone https://github.com/probml/pyprobml.git # clones using wrong credentials\n", + "colab_utils.git_ssh(\"git clone https://github.com/probml/pyprobml.git\",\n", + " email=\"murphyk@gmail.com\", username=\"probml\", verbose=True) # update to use your credentials\n", + "\n" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "executing command via ssh: git clone git@github.com:probml/pyprobml.git\n", + "Copying keys from gdrive to local VM\n", + "Executing git commands\n", + "Cleanup local VM\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ir4nBvPfLXwF", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "00fcd067-3f7f-4ee1-9c54-979b6d9722ce" + }, + "source": [ + "\n", + "reponame = 'pyprobml'\n", + "username = 'probml'\n", + "email = 'murphyk@gmail.com' # update to use your credentials\n", + "\n", + "!rm -rf $reponame # remove any old copies of this directory\n", + "cmd = f\"git clone https://github.com/{username}/{reponame}.git\"\n", + "colab_utils.git_ssh(cmd, email=email, username=username) \n", + "\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "executing command via ssh: git clone git@github.com:probml/pyprobml.git\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4-1ZQyFUMq9A" + }, + "source": [ + "Let's check that we can see this repo in our local drive." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gB5Lx38aMupR", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9c26d870-64bd-4589-b4ec-2607815d8ee5" + }, + "source": [ + "!pwd\n", + "!ls" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content\n", + "drive __pycache__ pyprobml pyprobml_utils.py sample_data\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "od3MymSWNHY6", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "02b156ec-c917-4955-bd77-f04177e94abd" + }, + "source": [ + "!ls /content/$reponame/" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "book1 CONTRIBUTING.md\tfigures __init__.py notebooks scripts\n", + "book2 data\t\timages\t LICENSE.txt README.md\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ft_pJJ4ZTLdl" + }, + "source": [ + "Now we create a dummy file inside our local copy of this repo, and push it back to the github (public) version of the repo.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3hfluZVYTSNd", + "outputId": "400a5892-fd9d-44ca-e67c-dfdb572a5c00" + }, + "source": [ + "\n", + "# Make the dummy file in the scripts folder of repo\n", + "%cd /content/$reponame\n", + "!echo 'this is a test' > scripts/foo.txt\n", + "\n", + "# Add file to the external repo\n", + "cmd = \"git add scripts; git commit -m 'push from colab'; git push\"\n", + "pml.git_ssh(cmd, email=email, username=username)\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content/pyprobml\n", + "executing command via ssh: git add scripts; git commit -m 'push from colab'; git push\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "l8MHjRl5Ptoi" + }, + "source": [ + "We can check that it worked by visiting [this page](https://github.com/probml/pyprobml/blob/master/scripts/foo.txt) on github (note the time stamp on the top right):\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DAqqAhzzTS7F" + }, + "source": [ + "\n", + "Finally we clean up our mess." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "r16zYiNTu_Mz", + "outputId": "d10b7525-d203-4622-b0e5-6b7f1f894529" + }, + "source": [ + "\n", + "%cd /content/$reponame\n", + "cmd = \"git rm scripts/foo*.txt; git commit -m 'colab cleanup'; git push\"\n", + "pml.git_ssh(cmd, email=email, username=username, verbose=True)\n", + "%cd /content" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content/pyprobml\n", + "executing command via ssh: git rm scripts/foo*.txt; git commit -m 'colab cleanup'; git push\n", + "Copying keys from gdrive to local VM\n", + "Executing git commands\n", + "Cleanup local VM\n", + "/content\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "q-kRtmdm5d7X" + }, + "source": [ + "# Software engineering tools\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Qq8fvAl8Qqf4" + }, + "source": [ + "## Pros and Cons of notebooks" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "42p7w4QEQv-u" + }, + "source": [ + " [Joel Grus has argued](https://docs.google.com/presentation/d/1n2RlMdmv1p25Xy5thJUhkKGvjtV-dkAIsUXP-AL4ffI/edit) that notebooks are bad for developing complex software, because they encourage creating monolithic notebooks instead of factoring out code into separate, well-tested files. \n", + " \n", + "[Jeremy Howard has responded to Joel's critiques here](https://www.youtube.com/watch?v=9Q6sLbz37gk&feature=youtu.be). In particular, the FastAI organization has created [nbdev](https://github.com/fastai/nbdev) which has various tools that make notebooks more useful.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XNqph6kBQ0AS" + }, + "source": [ + "## Recommended workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dyuBDOAnQzUx" + }, + "source": [ + "\n", + "My recommended workflow is to use the notebook as a development environment, and the convert the code to a set of files, that can run from the command line independently of the notebook (which is useful for parallel experiments, etc).\n", + "\n", + "In ogther words, \n", + "develop your code in the colab in the usual way, and when it is working, to factor out the core code into separate files. You can edit these files locally in the colab editor or some other file editor (see below), and then call them from a colab cell.\n", + "This lets you separate your code from the output of your code, as with other IDEs, such as [Jupyter lab](https://jupyterlab.readthedocs.io/en/stable/).\n", + "\n", + "\n", + "To run a function defined in a local file inside colab, just import it. For example, suppose we have created the file /content/pyprobml/scripts/fit_flax.py; we can use this idiom to run its test suite:\n", + "```\n", + "import pyprobml.scripts.fit_flax as ff\n", + "ff.test()\n", + "```\n", + "\n", + "If you make local edits, you want to be sure\n", + " that you always import the latest version of the file (not a cached version). So you need to use this piece of colab magic first:\n", + "```\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "```\n", + "When the code is running, save it to \n", + " github (see details above).\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MbWI4jr9RbSO" + }, + "source": [ + "## File editors" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DdXlYCe1AlJa" + }, + "source": [ + "### Colab editor\n", + "\n", + "Colab has a simple file editor, illustrated below for an example file.\n", + "This lets you separate your code from the output of your code, as with other IDEs, such as [Jupyter lab](https://jupyterlab.readthedocs.io/en/stable/).\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LgLmSpaHBxLu" + }, + "source": [ + "You can click on a class name when holding Ctrl and the source code will open in the file viewer. (h/t [Amit Choudhary's blog](https://amitness.com/2020/06/google-colaboratory-tips/).\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4qi2xKMbAnlj" + }, + "source": [ + "\n", + "### VScode\n", + "The default colab file editor is very primitive.\n", + "Fortunately you can run VScode in your browser and connect it to the colab machine via ssh, as explained in [this article](https://amitness.com/vscode-on-colab/)\n", + "and [this article](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#4cf4).\n", + "\n", + "The above method can be quite 'laggy'.\n", + "An alternative is to access the VM running colab directly via ssh,\n", + "using [these instructions](https://github.com/probml/probml-notebooks/blob/main/markdown/gcp_ssh_vscode.md). You can then run VScode locally (on your laptop) and connect to the remote machie using [these instructions](https://github.com/probml/probml-notebooks/blob/main/markdown/gcp_ssh_vscode.md).\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PuSsmj_fZ106" + }, + "source": [ + "## Avoiding problems with global state\n", + "\n", + "One of the main drawbacks of colab is that all variables are globally visible, so you may accidently write a function that depends on the current state of the notebook, but which is not passed in as an argument. Such a function may fail if used in a different context.\n", + "\n", + "One solution to this is to put most of your code in files, and then have the notebook simply import the code and run it, like you would from the command line. Then you can always run the notebook from scratch, to ensure consistency.\n", + "\n", + "Another solution is to use the [localscope](https://localscope.readthedocs.io/en/latest/README.html) package can catch some of these errors.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Q0FmEeIgc0YI", + "outputId": "0d71c4a8-a4fb-45bd-e137-c391e408c83f" + }, + "source": [ + "!pip install localscope" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Collecting localscope\n", + " Downloading https://files.pythonhosted.org/packages/71/29/c3010c332c7175fe48060b1113e32f2831bab2202428d2cc29686685302f/localscope-0.1.3.tar.gz\n", + "Building wheels for collected packages: localscope\n", + " Building wheel for localscope (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for localscope: filename=localscope-0.1.3-cp36-none-any.whl size=4068 sha256=7a5d6718e16dbff82fe94e1229d233a19ef52280ff0d4fc48ef62a2ba41d5855\n", + " Stored in directory: /root/.cache/pip/wheels/89/57/33/ce153d31de05d74323324df0f45a08ea99e92300e549da5154\n", + "Successfully built localscope\n", + "Installing collected packages: localscope\n", + "Successfully installed localscope-0.1.3\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9zfUiUB8d-jh" + }, + "source": [ + "from localscope import localscope" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wI5wXzUPdlOS", + "outputId": "500dfc1f-1cbc-4fa6-a30e-02f32258fa31" + }, + "source": [ + "a = \"hello world\"\n", + "\n", + "\n", + "def myfun():\n", + " print(a) # silently accesses global variable\n", + "\n", + "\n", + "myfun()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "hello world\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 337 + }, + "id": "T3V1iV32czq8", + "outputId": "b346cb7a-f252-41bc-992b-dd72e5aec825" + }, + "source": [ + "a = \"hello world\"\n", + "\n", + "\n", + "@localscope\n", + "def myfun():\n", + " print(a)\n", + "\n", + "\n", + "myfun()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "ValueError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'hello world'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;34m@\u001b[0m\u001b[0mlocalscope\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmyfun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/localscope/__init__.py\u001b[0m in \u001b[0;36mlocalscope\u001b[0;34m(func, predicate, allowed, allow_closure, _globals)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_globals\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mpredicate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'`{name}` is not a permitted global'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0minstruction\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'STORE_DEREF'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mallowed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: `a` is not a permitted global" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 337 + }, + "id": "5t48_AMbAN8V", + "outputId": "71fdaacf-4650-4a52-9fb5-da5873c33e73" + }, + "source": [ + "def myfun2():\n", + " return 42\n", + "\n", + "\n", + "@localscope\n", + "def myfun3():\n", + " return myfun2()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "ValueError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;36m42\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;34m@\u001b[0m\u001b[0mlocalscope\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmyfun3\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmyfun2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/localscope/__init__.py\u001b[0m in \u001b[0;36mlocalscope\u001b[0;34m(func, predicate, allowed, allow_closure, _globals)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_globals\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mpredicate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'`{name}` is not a permitted global'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0minstruction\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'STORE_DEREF'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mallowed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: `myfun2` is not a permitted global" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DAqLZ8PdAquy", + "outputId": "021e8282-a283-414c-ef1d-46521da89e49" + }, + "source": [ + "@localscope.mfc # allow for global methods, functions, classes\n", + "def myfun4():\n", + " return myfun2()\n", + "\n", + "\n", + "myfun4()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "42" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KoYhOfdLJOB5" + }, + "source": [ + "## Argparse\n", + "\n", + "Often code is designed to be run from the command line, and can be configured by passing in arguments and flags. To make this work in colab, you have to use `parse_known_args`, as in the example below.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "B-zBHHR0Ja-C", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a20c460e-76ee-46eb-c840-bddcf4059921" + }, + "source": [ + "def main(args):\n", + " print(\"my awesome function\")\n", + " print(args.arg1)\n", + " print(args.arg2)\n", + "\n", + "\n", + "import argparse\n", + "\n", + "parser = argparse.ArgumentParser(description=\"My Demo\")\n", + "parser.add_argument(\"-arg1\", default=1, type=int, help=\"An integer to print\")\n", + "parser.add_argument(\"-arg2\", \"--argument2\", default=\"foo\", help=\"A string to print\")\n", + "parser.add_argument(\"-f\", \"--flag\", action=\"store_true\", help=\"Just a flag\")\n", + "\n", + "# args = parser.parse_args() # error in colab\n", + "args, unused = parser.parse_known_args()\n", + "\n", + "print(args)\n", + "print(unused)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Namespace(arg1=1, argument2='foo', flag=True)\n", + "['/root/.local/share/jupyter/runtime/kernel-695757f6-572d-4770-b43b-f5bcffa78e35.json']\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lJhFvBfpJvzX", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "263244ba-1e87-4cca-9d45-f703e02bad8e" + }, + "source": [ + "args.arg1 = 42\n", + "args.arg2 = \"bar\"\n", + "main(args)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "my awesome function\n", + "42\n", + "bar\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WY8-ToefJxjU", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b5c789d2-f813-409f-89b5-23c266e2cc89" + }, + "source": [ + "args.arg1 = 49\n", + "args.arg2 = \"foo\"\n", + "main(args)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "my awesome function\n", + "49\n", + "foo\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "I9YU0L_lKQIc" + }, + "source": [ + "## YAML files\n", + "\n", + "We show how to create a config file locally, and then pass it to your code." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cdbgSjt7Kaiv", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9782c31d-bf49-4613-c320-23eefc1032cd" + }, + "source": [ + "%%writefile myconfig.yaml\n", + "model_params:\n", + " name: 'VanillaVAE'\n", + " in_channels: 3\n", + " latent_dim: 128\n", + "\n", + "exp_params:\n", + " dataset: celeba\n", + " data_path: \"../../shared/Data/\"" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Overwriting myconfig.yaml\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9GMLwuvxK8d6", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "023cc596-1f65-4416-e208-f8d4ed3558bc" + }, + "source": [ + "!cat myconfig.yaml" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "model_params:\n", + " name: 'VanillaVAE'\n", + " in_channels: 3\n", + " latent_dim: 128\n", + "\n", + "exp_params:\n", + " dataset: celeba\n", + " data_path: \"../../shared/Data/\"" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "BQQvL8hZLn75", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "outputId": "dd022703-d610-4782-d104-b59d1aa9254e" + }, + "source": [ + "from google.colab import files\n", + "\n", + "file = \"myconfig.yaml\"\n", + "#!touch $file\n", + "files.view(file)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/javascript": [ + "\n", + " ((filepath) => {{\n", + " if (!google.colab.kernel.accessAllowed) {{\n", + " return;\n", + " }}\n", + " google.colab.files.view(filepath);\n", + " }})(\"/content/myconfig.yaml\")" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "MFnxc7WGLven", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "952c0a8e-5c3d-4c1d-c2fb-1cea85cf58f7" + }, + "source": [ + "!cat myconfig.yaml" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "model_params:\n", + " name: 'VanillaVAE'\n", + " in_channels: 3\n", + " latent_dim: 128\n", + "\n", + "exp_params:\n", + " dataset: celeba" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "KMw1vYZ1KSLU", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3e5ec991-e4f4-458d-9076-7281a1a98cf4" + }, + "source": [ + "import yaml\n", + "\n", + "filename = \"myconfig.yaml\"\n", + "\n", + "with open(filename, \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "\n", + "print(type(config))\n", + "print(config)\n", + "print(config[\"model_params\"][\"in_channels\"])" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "{'model_params': {'name': 'VanillaVAE', 'in_channels': 3, 'latent_dim': 128}, 'exp_params': {'dataset': 'celeba', 'data_path': '../../shared/Data/'}}\n", + "3\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7KrRcbQ71ZyZ" + }, + "source": [ + "# Hardware accelerators\n", + "\n", + "By default, Colab runs on a CPU, but you can select GPU or TPU for extra speed, as we show below. To get access to more powerful machines (with faster processors, more memory, and longer idle timeouts), you can subscript to [Colab Pro](https://colab.research.google.com/signup). At the time of writing (Jan 2021), the cost is $10/month (USD). This is a good deal if you use GPUs a lot. \n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Qpb9N-c-3RSf" + }, + "source": [ + "## CPUs\n", + "\n", + "To see what devices you have, use this command.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SZYIR1Kk1ktp", + "outputId": "04ab4999-74d4-47d6-f9cb-004ca13b590b" + }, + "source": [ + "from tensorflow.python.client import device_lib\n", + "\n", + "device_lib.list_local_devices()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[name: \"/device:CPU:0\"\n", + " device_type: \"CPU\"\n", + " memory_limit: 268435456\n", + " locality {\n", + " }\n", + " incarnation: 12564556295328712695, name: \"/device:GPU:0\"\n", + " device_type: \"GPU\"\n", + " memory_limit: 15692777408\n", + " locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + " }\n", + " incarnation: 6192511611231741902\n", + " physical_device_desc: \"device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\"]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 4 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hs_l1zUY3UuQ", + "outputId": "99a7db7f-6325-452e-ca69-ab7439070d67" + }, + "source": [ + "!cat /proc/version" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Linux version 4.19.112+ (builder@a12462ca91c8) (Chromium OS 10.0_pre377782_p20200113-r10 clang version 10.0.0 (/var/cache/chromeos-cache/distfiles/host/egit-src/llvm-project 4e8231b5cf0f5f62c7a51a857e29f5be5cb55734)) #1 SMP Thu Jul 23 08:00:38 PDT 2020\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WHG13Iwa3Z5k", + "outputId": "ebc74028-163e-48e2-a0c6-56667e4e0c0d" + }, + "source": [ + "from psutil import cpu_count\n", + "\n", + "print(\"num cores\", cpu_count())\n", + "\n", + "!cat /proc/cpuinfo" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "num cores 4\n", + "processor\t: 0\n", + "vendor_id\t: GenuineIntel\n", + "cpu family\t: 6\n", + "model\t\t: 79\n", + "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", + "stepping\t: 0\n", + "microcode\t: 0x1\n", + "cpu MHz\t\t: 2200.000\n", + "cache size\t: 56320 KB\n", + "physical id\t: 0\n", + "siblings\t: 4\n", + "core id\t\t: 0\n", + "cpu cores\t: 2\n", + "apicid\t\t: 0\n", + "initial apicid\t: 0\n", + "fpu\t\t: yes\n", + "fpu_exception\t: yes\n", + "cpuid level\t: 13\n", + "wp\t\t: yes\n", + "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", + "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", + "bogomips\t: 4400.00\n", + "clflush size\t: 64\n", + "cache_alignment\t: 64\n", + "address sizes\t: 46 bits physical, 48 bits virtual\n", + "power management:\n", + "\n", + "processor\t: 1\n", + "vendor_id\t: GenuineIntel\n", + "cpu family\t: 6\n", + "model\t\t: 79\n", + "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", + "stepping\t: 0\n", + "microcode\t: 0x1\n", + "cpu MHz\t\t: 2200.000\n", + "cache size\t: 56320 KB\n", + "physical id\t: 0\n", + "siblings\t: 4\n", + "core id\t\t: 1\n", + "cpu cores\t: 2\n", + "apicid\t\t: 2\n", + "initial apicid\t: 2\n", + "fpu\t\t: yes\n", + "fpu_exception\t: yes\n", + "cpuid level\t: 13\n", + "wp\t\t: yes\n", + "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", + "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", + "bogomips\t: 4400.00\n", + "clflush size\t: 64\n", + "cache_alignment\t: 64\n", + "address sizes\t: 46 bits physical, 48 bits virtual\n", + "power management:\n", + "\n", + "processor\t: 2\n", + "vendor_id\t: GenuineIntel\n", + "cpu family\t: 6\n", + "model\t\t: 79\n", + "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", + "stepping\t: 0\n", + "microcode\t: 0x1\n", + "cpu MHz\t\t: 2200.000\n", + "cache size\t: 56320 KB\n", + "physical id\t: 0\n", + "siblings\t: 4\n", + "core id\t\t: 0\n", + "cpu cores\t: 2\n", + "apicid\t\t: 1\n", + "initial apicid\t: 1\n", + "fpu\t\t: yes\n", + "fpu_exception\t: yes\n", + "cpuid level\t: 13\n", + "wp\t\t: yes\n", + "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", + "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", + "bogomips\t: 4400.00\n", + "clflush size\t: 64\n", + "cache_alignment\t: 64\n", + "address sizes\t: 46 bits physical, 48 bits virtual\n", + "power management:\n", + "\n", + "processor\t: 3\n", + "vendor_id\t: GenuineIntel\n", + "cpu family\t: 6\n", + "model\t\t: 79\n", + "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n", + "stepping\t: 0\n", + "microcode\t: 0x1\n", + "cpu MHz\t\t: 2200.000\n", + "cache size\t: 56320 KB\n", + "physical id\t: 0\n", + "siblings\t: 4\n", + "core id\t\t: 1\n", + "cpu cores\t: 2\n", + "apicid\t\t: 3\n", + "initial apicid\t: 3\n", + "fpu\t\t: yes\n", + "fpu_exception\t: yes\n", + "cpuid level\t: 13\n", + "wp\t\t: yes\n", + "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n", + "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n", + "bogomips\t: 4400.00\n", + "clflush size\t: 64\n", + "cache_alignment\t: 64\n", + "address sizes\t: 46 bits physical, 48 bits virtual\n", + "power management:\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PivaBI5za45p" + }, + "source": [ + "## Memory\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xg3C0Yrq3job", + "outputId": "0b480191-8489-4b6c-fc26-c6f3b51aecc2" + }, + "source": [ + "from psutil import virtual_memory\n", + "\n", + "ram_gb = virtual_memory().total / 1e9\n", + "print(\"RAM (GB)\", ram_gb)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "RAM (GB) 27.393818624\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "W_I7m_hUbBpu", + "outputId": "b688a7d0-1c53-4864-c79f-fde42cda4db6" + }, + "source": [ + "\n", + "!cat /proc/meminfo" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "MemTotal: 26751776 kB\n", + "MemFree: 23653276 kB\n", + "MemAvailable: 25773356 kB\n", + "Buffers: 109276 kB\n", + "Cached: 2230616 kB\n", + "SwapCached: 0 kB\n", + "Active: 756592 kB\n", + "Inactive: 1980036 kB\n", + "Active(anon): 363548 kB\n", + "Inactive(anon): 416 kB\n", + "Active(file): 393044 kB\n", + "Inactive(file): 1979620 kB\n", + "Unevictable: 0 kB\n", + "Mlocked: 0 kB\n", + "SwapTotal: 0 kB\n", + "SwapFree: 0 kB\n", + "Dirty: 392 kB\n", + "Writeback: 0 kB\n", + "AnonPages: 396824 kB\n", + "Mapped: 212400 kB\n", + "Shmem: 1032 kB\n", + "Slab: 201364 kB\n", + "SReclaimable: 140252 kB\n", + "SUnreclaim: 61112 kB\n", + "KernelStack: 4528 kB\n", + "PageTables: 5336 kB\n", + "NFS_Unstable: 0 kB\n", + "Bounce: 0 kB\n", + "WritebackTmp: 0 kB\n", + "CommitLimit: 13375888 kB\n", + "Committed_AS: 3257684 kB\n", + "VmallocTotal: 34359738367 kB\n", + "VmallocUsed: 0 kB\n", + "VmallocChunk: 0 kB\n", + "Percpu: 2096 kB\n", + "AnonHugePages: 0 kB\n", + "ShmemHugePages: 0 kB\n", + "ShmemPmdMapped: 0 kB\n", + "HugePages_Total: 0\n", + "HugePages_Free: 0\n", + "HugePages_Rsvd: 0\n", + "HugePages_Surp: 0\n", + "Hugepagesize: 2048 kB\n", + "Hugetlb: 0 kB\n", + "DirectMap4k: 134376 kB\n", + "DirectMap2M: 4059136 kB\n", + "DirectMap1G: 25165824 kB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v0G2d13kIEz5" + }, + "source": [ + "## GPUs\n", + "\n", + "If you select the 'Runtime' menu at top left, and then select 'Change runtime type' and then select 'GPU', you can get free access to a GPU. \n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MGVZB0esI0QG" + }, + "source": [ + "\n", + "To see what kind of GPU you are using, see below.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "FikkXWQqBU9O", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "ba7b6c8e-5089-4342-f9f4-def0e5ad86a8" + }, + "source": [ + "gpu_info = !nvidia-smi\n", + "gpu_info = \"\\n\".join(gpu_info)\n", + "print(gpu_info)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver. Make sure that the latest NVIDIA driver is installed and running.\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GU6nII1F5S2S", + "outputId": "d220a1a6-cc83-4718-c77e-2df38f13bf9c" + }, + "source": [ + "!grep Model: /proc/driver/nvidia/gpus/*/information | awk '{$1=\"\";print$0}'" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + " Tesla P100-PCIE-16GB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hzi1OpMaZlAc" + }, + "source": [], + "execution_count": null, + "outputs": [] } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "hzi1OpMaZlAc" - }, - "source": [ - "" - ], - "execution_count": null, - "outputs": [] - } - ] + ] } \ No newline at end of file From 8a1c0f3cd9c0cc15b0479f4eed607ecf8af43033 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Fri, 26 May 2023 15:05:18 -0700 Subject: [PATCH 02/11] Update README.md --- README.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/README.md b/README.md index ded2805c80b..13a0b7d0519 100644 --- a/README.md +++ b/README.md @@ -60,6 +60,14 @@ Download [requirements.txt](https://github.com/probml/pyprobml/blob/master/requi pip install -r requirements.txt ``` +* Option 3 + +Run +``` +git clone --depth 1 https://github.com/probml/pyprobml.git +``` +Then install manually. + ## GCP, TPUs, and all that When you want more power or control than colab gives you, From 10ffebf5b00f58e6914c3bb6aa893a7fda06c29a Mon Sep 17 00:00:00 2001 From: Kevin MurphyL Date: Fri, 26 May 2023 22:08:37 +0000 Subject: [PATCH 03/11] colab --- foo.txt | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 foo.txt diff --git a/foo.txt b/foo.txt new file mode 100644 index 00000000000..e69de29bb2d From 346c26fb7dddbe93d2754cc2bfff7a2926349a3f Mon Sep 17 00:00:00 2001 From: Kevin MurphyL Date: Fri, 26 May 2023 22:25:17 +0000 Subject: [PATCH 04/11] foo --- foo.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/foo.txt b/foo.txt index e69de29bb2d..95d09f2b101 100644 --- a/foo.txt +++ b/foo.txt @@ -0,0 +1 @@ +hello world \ No newline at end of file From 3c4d1d8dccb55e646d0d6c303fda424cd3fbc9e8 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Sat, 27 May 2023 00:25:53 +0200 Subject: [PATCH 05/11] Created using Colaboratory --- notebooks/tutorials/colab_intro.ipynb | 86 ++++++++++++++++++--------- 1 file changed, 58 insertions(+), 28 deletions(-) diff --git a/notebooks/tutorials/colab_intro.ipynb b/notebooks/tutorials/colab_intro.ipynb index 6aa8c29594b..ca6afcbeb7a 100644 --- a/notebooks/tutorials/colab_intro.ipynb +++ b/notebooks/tutorials/colab_intro.ipynb @@ -5,8 +5,8 @@ "colab": { "name": " colab_intro.ipynb", "provenance": [], - "toc_visible": true, - "machine_shape": "hm" + "machine_shape": "hm", + "include_colab_link": true }, "kernelspec": { "name": "python3", @@ -14,6 +14,16 @@ } }, "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, { "cell_type": "markdown", "metadata": { @@ -3183,13 +3193,17 @@ "source": [ "## Pushing local files back to github\n", "\n", - "You can easily save your entire colab notebook to github by choosing 'Save a copy in github' under the File menu in the top left. But if you want to save individual files (eg code that you edited in the colab file editor, or a bunch of images or data files you created), the process is more complex.\n", + "You can easily save your entire colab notebook to github by choosing 'Save a copy in github' under the File menu in the top left. But if you want to save individual files (eg code that you edited in the colab file editor, or a bunch of images or data files you created), the process is more complex. There are several possible methods.\n", "\n", - "There are two main methods. You can either specify your username and password every time, as explained [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70). Or you can authenticate via ssh. The latter is more secure, but more complex, as we explain below.\n", "\n", - "You first need to do some setup to create SSH keys on your current colab VM (virtual machine), manually add the keys to your github account, and then copy the keys to your mounted google drive so you can reuse the same keys in the future. This only has to be done once.\n", "\n", - "After setup, you can use the [git_ssh](https://github.com/probml/pyprobml/blob/master/deprecated/scripts/colab_utils.py#L40) function we define below to securely execute git commands. This works by copying your SSH keys from your google drive to the current colab VM, executing the git command, and then deleting the keys from the VM for safety. \n" + "* Open a terminal window. Then type `git clone --depth 1 https://github.com/probml/pyprobml.git` which will create a folder called `content/pyprobml`. Access this in colab as usual. To save your edits, eg to a file called `foo.txt` do `git add foo.txt` then `git commit -m \"message\"` then `git push`. Github will ask for your username and password. Instead of a password, enter your [personal access token](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token).\n", + "\n", + "* Try the methods described [here](https://stackoverflow.com/questions/70016169/how-can-i-copy-a-file-from-colab-to-github-repo-directly-it-is-possible-to-sav) or [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70).\n", + "\n", + "* You can try the method described below. However, as of May 2023, this no longer seems to work. \n", + "\n", + "\n" ] }, { @@ -3198,9 +3212,14 @@ "id": "0gOzFmcKoUuO" }, "source": [ - "### Setup\n", + "### Deprecated method\n", "\n", - "Run these commands in your colab. (The commands need to be uncommented.)\n", + "\n", + "You first need to do some setup to create SSH keys on your current colab VM (virtual machine), manually add the keys to your github account, and then copy the keys to your mounted google drive so you can reuse the same keys in the future. This only has to be done once.\n", + "\n", + "After setup, you can use the [git_ssh](https://github.com/probml/pyprobml/blob/master/deprecated/scripts/colab_utils.py#L40) function we define below to securely execute git commands. This works by copying your SSH keys from your google drive to the current colab VM, executing the git command, and then deleting the keys from the VM for safety. \n", + "\n", + "To get started, run these commands in your colab. (The commands need to be uncommented.)\n", "The cat command will display your public key in the colab window.\n", "Cut and paste this and manually add to your github account following [these instructions](https://github.com/settings/keys).\n", "\n", @@ -3236,11 +3255,11 @@ "!ssh -T git@github.com" ], "metadata": { - "id": "QS5s4qQx-q3e", - "outputId": "ff8b3170-be18-426e-a618-e91121cd728f", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "QS5s4qQx-q3e", + "outputId": "ff8b3170-be18-426e-a618-e91121cd728f" }, "execution_count": 20, "outputs": [ @@ -3274,11 +3293,11 @@ "!ls /content/drive/MyDrive/ssh/" ], "metadata": { - "id": "cwqF10iw--cO", - "outputId": "0bd4ee3b-16f8-4785-bfd3-b9697cefcfaf", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "cwqF10iw--cO", + "outputId": "0bd4ee3b-16f8-4785-bfd3-b9697cefcfaf" }, "execution_count": 9, "outputs": [ @@ -3298,7 +3317,7 @@ "id": "oSiVyBG1xm44" }, "source": [ - "### Test previous setup\n", + "\n", "\n", "Let us check that we can see our SSH keys in our mounted google drive." ] @@ -3337,7 +3356,7 @@ "id": "C-lPchgDpD7t" }, "source": [ - "### Executing git commands from colab via SSH\n", + "\n", "\n", "The following function lets you securely doing a git command via SSH.\n", "It copies the keys from your google drive to the local VM, excecutes the command, then removes the keys.\n", @@ -3452,11 +3471,7 @@ { "cell_type": "code", "metadata": { - "id": "ir4nBvPfLXwF", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "00fcd067-3f7f-4ee1-9c54-979b6d9722ce" + "id": "ir4nBvPfLXwF" }, "source": [ "\n", @@ -3466,17 +3481,32 @@ "\n", "!rm -rf $reponame # remove any old copies of this directory\n", "cmd = f\"git clone https://github.com/{username}/{reponame}.git\"\n", - "colab_utils.git_ssh(cmd, email=email, username=username) \n", + "#colab_utils.git_ssh(cmd, email=email, username=username) \n", "\n" ], - "execution_count": null, + "execution_count": 22, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(cmd)" + ], + "metadata": { + "id": "DkRKbk1LFie7", + "outputId": "e070a99e-0825-4c44-cf38-2eedd807c50a", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 23, "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ - "executing command via ssh: git clone git@github.com:probml/pyprobml.git\n" - ], - "name": "stdout" + "git clone https://github.com/probml/pyprobml.git\n" + ] } ] }, @@ -3564,7 +3594,7 @@ "\n", "# Add file to the external repo\n", "cmd = \"git add scripts; git commit -m 'push from colab'; git push\"\n", - "pml.git_ssh(cmd, email=email, username=username)\n" + "colab_utils.git_ssh(cmd, email=email, username=username)\n" ], "execution_count": null, "outputs": [ @@ -3612,7 +3642,7 @@ "\n", "%cd /content/$reponame\n", "cmd = \"git rm scripts/foo*.txt; git commit -m 'colab cleanup'; git push\"\n", - "pml.git_ssh(cmd, email=email, username=username, verbose=True)\n", + "colab_utils.git_ssh(cmd, email=email, username=username, verbose=True)\n", "%cd /content" ], "execution_count": null, From d28801c4c99fd43add864b987262a67d23f64bcc Mon Sep 17 00:00:00 2001 From: Kevin MurphyL Date: Fri, 26 May 2023 22:36:17 +0000 Subject: [PATCH 06/11] colab cell --- foo.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/foo.txt b/foo.txt index 95d09f2b101..bd0e9582fdc 100644 --- a/foo.txt +++ b/foo.txt @@ -1 +1 @@ -hello world \ No newline at end of file +hello world!!! \ No newline at end of file From 3d90d3d1cc90396c9bb7af6b923e2fa5c98e81ac Mon Sep 17 00:00:00 2001 From: Kevin MurphyL Date: Fri, 26 May 2023 22:39:17 +0000 Subject: [PATCH 07/11] push from colab --- foo.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/foo.txt b/foo.txt index bd0e9582fdc..90bfcb51060 100644 --- a/foo.txt +++ b/foo.txt @@ -1 +1 @@ -hello world!!! \ No newline at end of file +this is a test From 1555c981da7a0b94e30435c22caf49be07eb3bcd Mon Sep 17 00:00:00 2001 From: Kevin Murphy Date: Fri, 26 May 2023 22:45:08 +0000 Subject: [PATCH 08/11] push from colab --- foo.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/foo.txt b/foo.txt index 90bfcb51060..e5f9489c9d6 100644 --- a/foo.txt +++ b/foo.txt @@ -1 +1 @@ -this is a test +this is a test 2 From 31b101377c32afac4a455f8d1fb05b7612f059ef Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Sat, 27 May 2023 00:55:04 +0200 Subject: [PATCH 09/11] Created using Colaboratory --- notebooks/tutorials/colab_intro.ipynb | 64 ++++++++++++++++++--------- 1 file changed, 44 insertions(+), 20 deletions(-) diff --git a/notebooks/tutorials/colab_intro.ipynb b/notebooks/tutorials/colab_intro.ipynb index ca6afcbeb7a..0386d48a8bd 100644 --- a/notebooks/tutorials/colab_intro.ipynb +++ b/notebooks/tutorials/colab_intro.ipynb @@ -5,6 +5,7 @@ "colab": { "name": " colab_intro.ipynb", "provenance": [], + "toc_visible": true, "machine_shape": "hm", "include_colab_link": true }, @@ -2943,27 +2944,21 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "cbae2714-3da4-405e-93d6-32fe1d4bbf4e" + "outputId": "ee3717ed-e9db-4f3b-aa9b-e1cf74b00e7a" }, "source": [ "\n", "!rm -rf pyprobml # Remove any old local directory to ensure fresh install\n", - "!git clone https://github.com/probml/pyprobml\n" + "!git clone --depth 1 https://github.com/probml/pyprobml\n" ], - "execution_count": null, + "execution_count": 48, "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ - "Cloning into 'pyprobml'...\n", - "remote: Enumerating objects: 11604, done.\u001b[K\n", - "remote: Counting objects: 100% (349/349), done.\u001b[K\n", - "remote: Compressing objects: 100% (200/200), done.\u001b[K\n", - "remote: Total 11604 (delta 181), reused 282 (delta 143), pack-reused 11255\u001b[K\n", - "Receiving objects: 100% (11604/11604), 564.09 MiB | 38.35 MiB/s, done.\n", - "Resolving deltas: 100% (6412/6412), done.\n" - ], - "name": "stdout" + "error: did you mean `--depth` (with two dashes)?\n" + ] } ] }, @@ -3193,18 +3188,45 @@ "source": [ "## Pushing local files back to github\n", "\n", - "You can easily save your entire colab notebook to github by choosing 'Save a copy in github' under the File menu in the top left. But if you want to save individual files (eg code that you edited in the colab file editor, or a bunch of images or data files you created), the process is more complex. There are several possible methods.\n", + "You can easily save your entire colab notebook to github by choosing 'Save a copy in github' under the File menu in the top left. But if you want to save individual files (eg code that you edited in the colab file editor, or a bunch of images or data files you created), the process is more complex. There are several possible methods,\n", + "described [here](https://stackoverflow.com/questions/70016169/how-can-i-copy-a-file-from-colab-to-github-repo-directly-it-is-possible-to-sav) \n", + "and [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70).\n", + "Below we describe two other solutions.\n", + "\n", "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Use the local terminal\n", "\n", + "Suppose you clone a repo using something like\n", + "```\n", + "git clone --depth 1 https://github.com/probml/pyprobml.git\n", + "``` \n", + "This will create a folder called `content/pyprobml`. \n", + "You can access this in colab as usual. Now suppose you want to save your edits, eg to a file called `foo.txt`. Follow the steps below.\n", "\n", - "* Open a terminal window. Then type `git clone --depth 1 https://github.com/probml/pyprobml.git` which will create a folder called `content/pyprobml`. Access this in colab as usual. To save your edits, eg to a file called `foo.txt` do `git add foo.txt` then `git commit -m \"message\"` then `git push`. Github will ask for your username and password. Instead of a password, enter your [personal access token](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token).\n", + "Open a terminal window inside colab. \n", + "(Or run the commands below in the colab notebook, but prefixed with !. For some reason this fails with the final push command...). Then do the following\n", + "- `git config --global user.email \"murphyk@gmail.com\"`\n", + "- `git config --global user.name\"Kevin Murphy\"`\n", + "- `cd /content/pyprobml`\n", + "- `echo 'this is a test' > foo.txt` # if haven't yet modified the file\n", + "- `git add foo.txt` \n", + "- `git commit -m \"message\"`\n", + "- `git push` \n", "\n", - "* Try the methods described [here](https://stackoverflow.com/questions/70016169/how-can-i-copy-a-file-from-colab-to-github-repo-directly-it-is-possible-to-sav) or [here](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573#6b70).\n", + "Github will ask for your username and password. Instead of a password, enter your [personal access token](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token).\n", "\n", - "* You can try the method described below. However, as of May 2023, this no longer seems to work. \n", "\n", "\n" - ] + ], + "metadata": { + "id": "zYM1T1hWP0bC" + } }, { "cell_type": "markdown", @@ -3215,6 +3237,8 @@ "### Deprecated method\n", "\n", "\n", + "To avoid having to type your PAT every time, you can use the method below. However, as of May 2023, this no longer seems to work.\n", + "\n", "You first need to do some setup to create SSH keys on your current colab VM (virtual machine), manually add the keys to your github account, and then copy the keys to your mounted google drive so you can reuse the same keys in the future. This only has to be done once.\n", "\n", "After setup, you can use the [git_ssh](https://github.com/probml/pyprobml/blob/master/deprecated/scripts/colab_utils.py#L40) function we define below to securely execute git commands. This works by copying your SSH keys from your google drive to the current colab VM, executing the git command, and then deleting the keys from the VM for safety. \n", @@ -3493,11 +3517,11 @@ "print(cmd)" ], "metadata": { - "id": "DkRKbk1LFie7", - "outputId": "e070a99e-0825-4c44-cf38-2eedd807c50a", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "DkRKbk1LFie7", + "outputId": "e070a99e-0825-4c44-cf38-2eedd807c50a" }, "execution_count": 23, "outputs": [ From 9cc22f3238ae092c2b9bff65d6283c93d38d25d4 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Sun, 13 Aug 2023 04:47:12 +0200 Subject: [PATCH 10/11] Created using Colaboratory --- notebooks/book2/25/deblending-jax.ipynb | 551 ++++++++++++++++++++++++ 1 file changed, 551 insertions(+) create mode 100644 notebooks/book2/25/deblending-jax.ipynb diff --git a/notebooks/book2/25/deblending-jax.ipynb b/notebooks/book2/25/deblending-jax.ipynb new file mode 100644 index 00000000000..1338ea61dd4 --- /dev/null +++ b/notebooks/book2/25/deblending-jax.ipynb @@ -0,0 +1,551 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "id": "f9d9a8c6-8ea6-4f74-bf18-81570e3dcc46", + "metadata": { + "id": "f9d9a8c6-8ea6-4f74-bf18-81570e3dcc46" + }, + "source": [ + "# Iterative α-(de)Blending\n", + "\n", + "Jax version of: https://github.com/tchambon/IADB" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8238a5b1-720f-4d5f-a4c0-48dfc488cae2", + "metadata": { + "id": "8238a5b1-720f-4d5f-a4c0-48dfc488cae2" + }, + "outputs": [], + "source": [ + "import jax\n", + "import optax\n", + "import numpy as np\n", + "import jax.numpy as jnp\n", + "import flax.linen as nn\n", + "import matplotlib.pyplot as plt\n", + "import urllib.request\n", + "import matplotlib.image as mpimg\n", + "\n", + "from tqdm import tqdm\n", + "from numba import njit\n", + "from typing import Callable\n", + "from flax.training.train_state import TrainState" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff3cafcc-1191-48fd-915f-aa5566d88eef", + "metadata": { + "id": "ff3cafcc-1191-48fd-915f-aa5566d88eef" + }, + "outputs": [], + "source": [ + "%config InlineBackend.figure_format = \"retina\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a5d5cbe0-42d5-4297-958e-4566545f8102", + "metadata": { + "id": "a5d5cbe0-42d5-4297-958e-4566545f8102" + }, + "outputs": [], + "source": [ + "@njit\n", + "def generate_samples_from_image(image, n_data):\n", + " max_pdf_value = np.max(image)\n", + " samples = np.zeros((n_data, 2))\n", + " for n in range(n_data):\n", + " while True:\n", + " x, y, u = np.random.rand(3)\n", + " i = int(x * image.shape[1])\n", + " j = int(y * image.shape[2])\n", + "\n", + " if image[0, i, j, 0] / max_pdf_value >= u:\n", + " samples[n, 0] = x\n", + " samples[n, 1] = y\n", + " break\n", + " return samples" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "99626dd9-77a2-40c5-b4f5-ad43d4d65e88", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 435 + }, + "id": "99626dd9-77a2-40c5-b4f5-ad43d4d65e88", + "outputId": "88a18040-aae4-42de-883f-1442b62eaeb6" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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Wth/LIf2Lh0KhUDh1VOJVKBROBvXJ4/Y4xmD+7Ozssp8t9A+J+xjXQKFQKCCoo4aFQjL2HlSs4d+oxqxjelq7R3Ot44DHfOxw7/dJBEtiv8VRw2zN/kOKGUcXs79VMfvY46kfo6TfMpnJHcWhHkE8VL8Lc1A7XoVCIRXHGFCfIirp8uPYdrsKp4taV4XCHFTiVSgUCoXLUElXHJV8HQZqt6FQKGyBOmpYKCTgEAKfbB+3Psq21rcGzjwauMaxw62PK27BvRWO4ahhBt9ax/dG/rHx0jf72N+M43jZ/6B35tE37z/BzsAWmhk4VL8LY6jEq1AoFI4Ue0q6jjHRotjibznOzs5S+TP4sn0qFAqFY0EdNSwUTgDHFvQe23hmoJKu/WD2tx3u8Xqd+jUvFAoFDrXjVSg4cAjBxB4DvGM4UriXY4Qz/cjotzbnIWDmEcQ9HzXMOq6YcRww60jhyPFGD8dejjTO4Ou/MTF7Z/RQv0Gwjh2eDirxKhQKhQ2xp6Srdjrm4JD+puYYjhpurV/QUc+IwimjjhoWCoXCRqik67SRfQQxi28vHIesXygUChxqx6tQMHAIb+DH8DceM4/EbXnsELXNtovYZ62jQ7hn9oBjPSa48EQ4thzDFscb936kEeHL/obFGbuVa+lk4FCPSxYwVOJVKBQKk7BFQrynhDeKQ0jcso8JZuhkBGyaT1GeEf3IPNdRw0KhsFfUUcNCoVCYgOydpkq69oW1/Mzafd7y+OAhfLlOYT84pHurUPCidrwKBQF7fCjvNeA95m8ezNDMTMLW1pvVd0vuDESP0m2hs/URxMgYMo79eXcU1/IR6ef55r+Rnc6Zu6SHdATxEHZI65sPjwOVeBUKDPYe9BWOE3tPuupvwD6HGV/nbelE+bY+vldH//w4hnukUChciTpqWCgQ7PUNb4+7CyNHmLwJQvYXXiB8o5qe+Vk76fJiT0feDgV7/NKbEZ41d0f39GzJ0BnR3PvzeSYH5Zv1/Di0Z9Mh+Vq4HLXjVSh02OPD7BiCty2OAHps10p69qITtY3Yz+LYO2b80+Qtjx2OHjVE+9KdsewjfFGdyDcHeo8IavZr6WT00ziiPJRz1g7qIe3OHtIxycLnUIlXoVA4aWydDG2x07X3xMyLjL9dygbq09bfWrhGEO4JZtfUmcVdKBQKEirxKpw89vjp+wyf1jpykh3Ur8W3ZQJ2jDtda99Xa+7gZGAPX3gR6evtt0ed2WOY+eUenv8Xlv3/vTISf4kngyPCszb3DNTO12Gh/sarUCicDGYmn9G/9zq2pGuLv5WI6G39Nx1ZRzbr75P8Osf2ocOxoxKKwjGhdrwKhcJJYIuka+Yu2iElYxn9ZmEtfzw7CB4OlCeq79X06nj+Pin7b6ZmHjWso4l52Nszo1AYQSVehZPEnh7k2b5kfZKeaT8jqI9qzuo3Q3Mt7jXtR/sdGrKONEa/WGOt/791aEcDZ40N/R9dlk3UPuPootQ3IwmX4Emw1+BZmzsDe/ev8FnUUcNCoXB02CIZOLWka4tjboeIrCONax3Zi2oe2tHANY5LrsVXKBQOB7XjVShsiHoDzscxJF2HnIxl4FDui4xvJPTwjewsRPt6P0U/pKOBHs7so4N1FLFQOE1U4lU4GewpmNvLJ6hbB+FbHimUbGYkPYc0hgz7Y0/Asr8Rca3jgCOaWx47nHXUEOXckg/h9B5v7OGxn8md0Q/hyUp2936sb+/+nTLqqGGhUDhYZO9SIQnSGkkXcmxLsplxzGrtpCvreN4sZPu3xbHN2UcDM7kjfJk7vyP3Y1R7z+u/UCjEUTtehULhILFW0pW9A7bX44X1dzEyRr5N0MPt5Rv9H1loX3RHimJkNyV7x8XiyzpGiXJmH4UsXI7oTnChMBuVeBWOGnt68O4lEJ1xxGzLwD+731rH/vZ6vDBzpyBivzafhpn/ZPkY/vnxsRwBzD5GmaGZqWPZUFvJPutIYfQIYMaxyBlH8GYeacxAHTvcFyrxKhQKR43ZydBe++wpYY7YjsAbZI7weBDd3aK+Wn3XCpBnBNzRgN+ysXafLJveNmOnyrJZS6dQKKyLSrwKhcLRYmbSlX3sL6P+VHa9MnS2+BTYE+Bz/dC+Xh1v4mH5sgWfZZPpdyVfBQs15wUJlXgVjg51vHC879a7JWskL3tNgGaOIdvm0BOwmUcJNc01jhce47cQrnU0bw9HAD1/VzfTZq/fmCj1RZMd7TpnH0HcUwJWxw63RyVehULhoHDISdeefPfYHOqRQwtr+ZFxxHCGr5l//4PwZexGSTYZHJk6a+x2FeLYyzOocHqor5MvFE4Ax/Ims6fExcst2XvrRzkiNqMcHr5jhHeORvstfTNsPL5krbdj0NliR7lQKOwfteNVOArs6Q0q25eZx7n2ciRtq2ToEDWzd7zWWgNR22PA6DcYzuo349v8rHaE49B1Zh41zOSO6Ec4KDj7mV8II9lL1xfZ1fQgmy8Le/Xr2FGJV6FQ2BSHkKQg9Xv1K8oxwyZieww4O4sdG/MmXTOOJq4RxM/WmXU0UbquqH7kqCGylqLr7dRwas+hwj5QiVehUEhB5JP5PSUa0fpDSKK23g0bsV+be1bAigTjUp8Z30642Gf8LZKlubVOFjdnMzK2Sr4+h0Pzt1CIohKvwsFiT59WZfgywpG92xCxsV6vUb92khLd8RrRyeaw2pB21CZi60WUe61vONzbtxOO7EJ5bLbSmfkthCPcW4xndFdxxjcp9vB8cIDsWEa5R3TW5iscHirxKhQK6dgiKc5OWEaSmi198epH+SI2Eds1eCSuPQRG0YAxS3um7swjiBkJSg+EO3oc0fPtiFvssBUKhTzUtxoWCoVUrJF07SnRof3W8EXTyUy6JD6vjdcXhGOtdZatE+Xc6lpkaM5M6LPX/AzNkTncYmzHjGMfX2H/qB2vwkFhTw/NrT+19/bLeMPNDA4ydnH6+mw+yWb2btkon1cnyuflHrGfxYEg+q2CMzhnfFPhKN/IUcOZRxC3+EbCtY4GzhrbrCOKiE3WtyR6jymO9kP7Wnxb7zTuyZdjRyVehcKG2FMiuSb2lHTNtJmdpGV86j4zIYvaRuxnAUlMopwzApyZ3Gvj7Ew++qb9zRWtt/oh9dQvSzPrOGLkmKKXz0K0X6FQuBJ11LBwMNhLINba9p/YewPe0R0L7WiNd3flGJKuftzeOchIukY0kXpEZ1bS5eXeGiP+bj2PM58NiE120j8ynhn3yFr6WXwjbVuuI4/OCHe2ZjZHFvbkyzGidrwKB4G9PAiy/Jj5gM94Y5oREM22zU7AMhK0LO5sTaQ+yufhyLDdA0aOI2YfDextW9PnMuMbCRGbtY7MZX9T4FrHDtc6GojswqFt1k4cZ7O0j37Bh2XDzRe6Y4foa5ojO4MZHFnYky/Hhkq8CoUdYMbfkRwiZiYvGQnYmr5E9TM0I35FuUfs9wIrMEb6Zn+FdjSAzASSuGT2s/goZ9axw9FvQUTqs44oZh5BLBQKflTiVdgt9hKErbHLFW3LtFkrMN9692hPO2BrJVFLffY1RvqeSvLVw5s47HEna8aXQlj6M76oY+bO05o7UnsY28iXaGR/uYb3w45ZH3CM6MzQz8aefDkWVOJVKBSGcOhJV8aO1oxdMa4+e6dMq/dwR3hH7fcMb7CSHRQifJbNiA6qn3kUzVPv9Vurn+2rt34L7kKhgOMgEi/0DfmGG25ob3jDG1Sb173ude2lL31pe/vb394++MEPtnvf+97t+uuvb894xjPa4x73uARvC4XTwR6Tri12vWZq9vUzd8OQ+qyEK5pkbZ2cjfztB8Ljse3tZyRPXpvMfhKyjyDORO9rJV+nh5qngoSDSLwycPHixfaMZzyjvfzlL7+s/n3ve1973/ve11796le3pz3tae0lL3lJu3ChvuxxK+zpDTXDFw/HjB2CyG5GVn12Aubtl51c7VUzqjOjHm1HbTL7jSLj7zBnHEHMOjIY0dn6aGA234wjgFsdB1xzzNHjhdYYKDJsEI4Re67vsR073NqPQ8dBJV7/7t/9u/a93/u9Yvvd7nY3se2Hf/iHLyVdD3vYw9rznve89qAHPai95z3vaT/7sz/b3vnOd7aXvexl7d73vnf7yZ/8yXTfC4VTwh6TLloXSYC09lkJ1YjmiC9IfdQXD0cWRoMGr29W0DdiHw1oURs0YPX0G9mVQa5dBl+Gr7Teq7/n3a4szULhlHF2fgB3xfKQ+tEf/dH2Yz/2Y+7+7373u9tXfdVXtTvuuKM9/OEPb2984xvb1Vdffan94x//eLvhhhvaO97xjnbVVVe1m266qV177bVZ7l/Crbfe2q655pp03mPCVp9mU2T54eGZEaRGdyayE6eRviPJS3bCtqYvGXxRHaQ+q2/E1gskQZgBr47HHrG1bKT2EW5PfQbHIfjS1x2DDqKP1Ht5sm1m3p8Z/WbxjGIvfmTglltuafe///1X1TyoHa8oXvjCF7Y77rijtdbai170osuSrtZau+td79pe9KIXtUc96lHtjjvuaL/wC7/QXvziF2/h6kliL8lWazm+zPyUf2YQ7Ol3bAnYXrmj+lvsemUkXxF7L3fGkUEEHp3sI4gzjgBaNjOO6c3QRH2ZwX0sOrQ+yoHyoP0oLBuEY8R+tN8snsK2OPo/Zjo/P2+vec1rWmutXXfdde2Rj3wka/fIRz6yfeVXfmVrrbXXvOY1tagLBQGzd0YiSdfZ2Zk7MUETI2q7Jnf/Y9lLY9c4LF+kvlK7pMnpWDyovecnm88zDxk+Idza9dPmFb1+iw1ynSI6nnpLU/LRM54RDlq/tY7VL1ov2XqRxVMo7BlHv+P113/91+39739/a+2z33qo4YYbbmh/8Rd/0d73vve19773ve2BD3zgGi4WThiH9kbjfZP29rXe1C1brz1iO6KDBCl9sBjV9NhkcUuwbLxr/tDukUPF2dk6f4+zlo6EGTue3h0f2k5tkB0h5G/LIv2i9VnXdev1USjMxkElXr/zO7/Tfvu3f7u9973vbZ/3eZ/XvvRLv7R97dd+bXvKU57SHvvYx7J9/vzP//xS+brrrlP5+/abbrqpEq8TQcab8MxgMiupGeWTEgavH5ZNRkLltc9OwGYmbpIOwi3ZePpmJF+oTcR2S3iDeu9xRMs2enww6zggwpehYx2l24OOpR89DhjVXOuooTeZtNqjfJJN9FjiqP1ov1k8h6Z9DDioxKtPolpr7eabb24333xz+/Vf//X2bd/2be0Vr3hF+4Iv+ILLbG699dZLZesP6Povvrjlllvc/vVaHD7wgQ+4OQuFtZEdbI8mElrCN2p/DAlXZvKFXvtKvj4L7lN/T7/ZSdeMv/XS6hdIQe7Mei2hofXZOhE+i5v2o9fSo2n5mrELNtovEzN2NQuFLBxE4nXXu961feu3fmv7hm/4hnbddde1u9/97u2DH/xgu/HGG9uv/MqvtA996EPt1a9+dXviE5/Y/uiP/qh9/ud//qW+H/nIRy6V7373u6s6/dfRf/SjH3X7Wd9YWDh07CXpGklaLHsp2ZiRNFnzmTEer86IDVKPtqM2I/angrUCzegO2CFoehM2r7YneeN2FGjiIu06WH0R7p7rUJMvCXvwoXDaOIjE633ve1+75z3veUX9N37jN7ZnPetZ7XGPe1x75zvf2W688cb2y7/8y+3Zz372JZtPfOITl8p3utOdVJ073/nOl8q33377uOMFEVsHUBn6M4PGaLDr7ZttG7XZIgHJSIBmJ1Ez58pjM2M9ejhG7GfAu2NF+6L9ZuxYWdxrHdPL1hw9pockXbM0Zxxp1PrO5EbGY9WPHDvs25C+aDung/iiIdpP4tkiocwawynhIBIvLulacJ/73Ke96lWvatddd1379Kc/3V70ohddlnjd5S53uVT+1Kc+pep88pOfvFSmXzmPwDqe+IEPfKA94hGPcPMWCltjD0lXRt+oL6gWquPl8/ZD7KW6zMQrO+mK9ilciT5wLuhAj3ouQAJ3y8bLQesjCZfE0YP2RXe2PLaFwjHjIBIvC1/xFV/RvvEbv7G99rWvbTfffHN7//vf3+573/u21lq7xz3uccnOOj74sY997FLZOpbIYe1/wlYooBgJVrdOurISl2xfttCxeGZeK6k+mpShNpn9MhA94ra3v+vibGbvamVyZ/1dldUX7Tdqg44NHQPCE+FA/NX0K/kqnDqOIvFqrbWHPvSh7bWvfW1r7bNHE5fEq0+GrC+/6Hes6u+18rH1J9UZ+l6OjOBzhGM0UI7shniSDavdkwxIfmQndNmJ0+zkM4NPshmpR9uz+41gJOny9BtJuiL9vPVrHQ2UOEaTtRmaezp2iNqsoaPVjfBp9bS9txk5LuixqUSyIOFoEi/pxnvoQx96qfyud71L5ejbH/KQh+Q4VigcKDKSRmqTkXQhCVaUAylnJF5WsujhQGw1TanfaNKu1aPts/pmaEb/lgPp2wehHiD9JBuPppeDqx/hmDk/ayHj2CG18RwftK7JyHXwXG/EJmPNro09+1bYFkeTePVfNb/sdrXW2gMf+MB23/vet73//e9vN954o8rxxje+sbXW2v3ud7/2gAc8YIqfhcIhIJp0oYmE1Z6Z3KxZzvB7RNPLIdlz9dHkarRvZr9MbB1YrRWMztCZtbPB9aM7EIjNAk+SoXFwOlFNbjzZ9secfG193xYKR5F4/fVf/3X7oz/6o9Zaaw960IPa/e53v0ttZ2dn7YlPfGL75V/+5faud72rvfWtb22PfOQjr+B461vfemnH64lPfOIu3tiPAVvPY4a+lyNTU3uDyNh98CQsGTYZiQZaHuXYIlnL8NvLIdkjPEjf0X5evrUw89jhjCOD0X7ZRw2zdaKaGUcAR3Syjx16j/JZxwFnHjWUdvuQHbvM+j0dO0T41uAYwdb6h4LdJ16///u/3x73uMe1q67iXf27v/u79h3f8R2XvrHwe7/3e6+wec5zntNe+tKXts985jPtWc96VnvjG9942bcW3n777e1Zz3pWa621q666qj3nOc/JH0ihwCAarM7SXjPpmpUwZZW3TLzQhCmjDa0bSZyOLelafIged2vN/lBl1pFBbz+uXhoDwpGhg2h6bDwB8gx4jx1mHEH02kZtOETXbqFwDDg73/kqf8ADHtA+/elPt+/4ju9oj3rUo9oDHvCAdvXVV7fbbrutveENb2gveclL2m233dZaa+0xj3lM+5//839e9v+4FvzQD/1Q++mf/unWWmsPe9jD2g/+4A+2Bz3oQe0973lP+5mf+Zn2zne+85LdT/7kT04Zy6233npyX9qxdYCUoe/l8NivFcx6A++ZSdeIzl6Spa00R/uN6MyoR9tH7WfB+/bpsUdsJRtPvVdnpqZXx+KeoZOtGeXO8Fuy2WLeRnSi9SP32AybiO1MjkPWR3HLLbes/o3kB5F4/c3f/I1p9x3f8R3tZS97mfg/vy5evNie/vSnt1/91V8VOb7ne76nvfSlL20XLlyIuquiEq/D0uw/BV0jcJyxcxBJsLKTtIwk4diSqEq+/O2j9tmopCvGvfekKyvR4WxmJlFbcGfpI689XJkc2TYznxszOQ5ZX0MlXgxuvPHGduONN7a3vOUt7a/+6q/abbfd1j784Q+3u9/97u2aa65pX/u1X9ue/OQnt0c96lEQ32tf+9r20pe+tL397W9vt912W7vXve7Vrr/++vbMZz6zPe5xj5s6lkq8DkdzdhCYHZyi9d7Xls1eEqaR8rHp0HKPjMROshmpR9ujtjMwK4DaOumaUb+nXa897ipl+YjM816SuVHfo/WVeK2PrfU1VOJ15Di1xGurwGjtxOtQdruONek6Np0szR57TLgObYfLwoyAKhrE7TUx20sClp04ZHFvvXtWydc6idWpJV97TjO2SLx2/+UahcPD3gMkDWsnXAhPRjCbHWxH+faSmJyKfz0sHctWs/HYoW0RuyhPRmBwdrbuFwOcn8e+VXGEe6Ses4n283KP8EncrX3umo9yU76l7NVEfLXKnN8R/6L2Wrtk09fTe5Cr99hSIDYWvBxbaBbmoRKvQmFDZAZOGYndSNK1dgIW6bdF4rVFEijVWZpS38wEzduO2iDQeLb4VHlkR8uak5FP+qW+mUkX1ZECYyRItoJKyQ+P/VYBq5S4ePohiRDt19tLHD2QxA6xR9u1+kJhz6jEq5CCzARibX1PX69OdjCaHQB7gnjEPitx2yJZmaGD8sxMvrw6XL8Rm6zEKuMZowWbo/xejqgmmnRFxxPdmZLqs3esEBuErzU9EUG4s3abtEQP8StjV8uaI4vDq6nZRDkknr7eY0vre3h0JCA6I/Z7waH6PQuVeBUKB45ogIUE1Yh9JOnaKnHK9AVtzxyzJ3HKTtoQnZF6r82I/Uh/JBBD+kmJhGaD7Bz1/SL1lqb3yFbUxjtOlE9LSpFdNy4Z8Gh6yuhOkZfb4kN0vByIPQerHbUpFPaCSrwKhQPGHpMuyrenxKsvZyReGYlSduKVVe6x9+RrNPFCsfUuFRdcjuxGWfVc0uVJBq1kx2MTSeIke6SvBxkcCKTdnww+765VhKPHsSdfe/OnsB9U4lUYwloBT7b2zKAuGmyOBK/RYHgk6N5TEuUta5yHMoY1dHqcevK1h6QL1c9KxiybmUkXsquD8Hl1kHJEf0RHSn6ydKwypznKgdpLydmIDa2L1COg128PGBlPIQeVeBUKB4iMJO6Ykq5IQhHpa/3mynuZo0i5B6fDtY/Wo+2j9muBBoPHpDlTRwrKKaK7QLTfSGKt+asljpFyj5k60pz3Otm7XZw9ug44+0Jhj6jEq1A4MFTS9bnyiC/RxGtNHy1fMvloOWKbWY+2rwXUDynQ1GxpO8KB7CZEbGm9x6b3NeOomZVYePU9QbyUhOwlsI8mnFmanuRL49DKCyr5KhwTKvEqHBT2EoRRRINKycabDEl12YH0GkH/Ggkd1Zo1htk6s7l7WDqc7Wg92r4XeHZNkCNrGX29OtbRPMQmg0Oy8RyHi5R7jl4nyofuKkXK0bmK7NJpNtkJV98XSc4s+97G6pdZj7ajNiP2szgOQXNvqMSrUDgQZASnSNBs2W+ZMEgJlJfPskcSpgxfEJ3ZZW8iFU28jj3pau3KYC9ii3DsUUfqF+WIcGftAq2ZXI1wW/OSkXwh5ah/WpmDd11lr71CIQOVeBVOEp5PpmcC9eFYk64RfinxQTmspMo7/ugYoonRnhKwEZtI+6h9BpBPri17aqt94q/1RXYZpHotQNZ0vDsbVruVHEYD94yAP4I132OiO1Izyl7/tDKHQ0y+9hJvFPaBSrwKbmzxAMnQzA7mokGlZBMNZKUkBuHwaM4K+in/GskFkvBk6Bwat6TTo5IvfyCF2HM20X5IvZY4WXxRG2Qnx2vvGc/s3au+vJZOxJeZCdfsZE4bA+oLbZ9RL9lK/XogNpz91glmAUMlXoXCjpERnCLBtmU/K2GQfkf8QHQQ2xEbZIya3ax5Hi1ntWv1XpuIbRa8gQ4NDlEbREfitjQlbq1+dKcBCbSjQOYhQz8roYjoZCWRCzKT0uz5sa6nx1azKRTWRiVehQKDLYI5rw+HknTNTqqiOlZitIVfM5OnbO4enoQMqffaZPbjgHwybfWTbC0bbTeI6+f59B/p6/lUHuH2BMPZwTqCLROrET4KTwI2Ai4Bq+SrEr2CjEq8ChD2kIhE4PV7i0DQClSRQNbD4QmkZyYAa+lYSc4I31o6e53vHseafEUDVaRfNjdS7+nr7eexocGwh9u7q8PpZJezdUaTlbU0Z45hKdNrSfU5294+wp1Zb314YX34wHFnYy2drTX3gEq8CgUHMgI5i8/S8AaqSNDM9UWD8NEgX/qt1Y3yWBzUxqPn8RXxyeqH9kXK1lqhdV77aL3XJhMevYwdLs0mO2Ds6zw6XACM6PSIcEcC6cwEwAqQR4NHLRHnEo0MHe3aZyR/s+Zb0kGQMYeZ2Js/hbmoxKtQ2BEONekaDfSRpAnV1HjQJCkyTjSpmjWflr6Xj4PH/hiSLi/6YFazQQNKpN5jq3H0fls63jFYfWkSkBGEZgX3Hu7W5u6S9ZipU8lXoTAPlXgVdotokGW9SXl1RgJCT703kPVweILqkSDdKmt1o/rS/HDJTwbfCHdUZ0S/kq91oD1rkHbNBukb5bCC/RmJAWfvSShG9CPJCMqn6YxqRpOfTL6IfhYfvcaSDkU/7r6O46Y2XL0HGRx70imMoRKvwklg78Ga5Z83II0G1iPJCWo7msBINshvZAwePq6fh1vyD53XkesQKXOvLXu0H1LvtVkLUqBm2UptEgfXlyYeSJAq+a3ZIEGq154bz0gwro2HaiHcFujcr63j4dB4rXXn4ev9k3wdKffw6EgYncNCwYtKvAqFjbGnpGtmuX8dSUwsGyupyeJDdLhEbMQXTQcdZ3YZbc+sR9vXhid4Gwn0pMC+Nf2Y4IgvngTGqzkSdGePR+vr2SVDdXpOy1bTofVomfJn7MZx3JZOpGzNs9YvYw0XCiOoxKsgYovgZi1NRCca/GUGk1LiItWNBtLaa08Z0cjw28PNJUMRvmyd6PxIOjOSLCu5stq99Rn355qQAuJsDm/g7dGMciPBuNc+ezxWWUo6qE0G91KeyY0kLjRJmaEjze0IR39dOFg6dP5pP00HtdH8k4COzbKJ2Gb2jWILza1QiVehsCG0gMIbfGaXR/tFkhNaZ/WV7K36kd/omFHfRm3QaxO99lYfxB61sepHbbPBBWFRey3YkPp5AtK+HumH2nABu8WXEWxL4xlNBiiiCQOCnpuOaRa4ZAvt1xp2nVB9iy9jXj0cWTYRnwung0q8CoUdYq2ka0biZvF7E4WM5CqbO1MTtdG4kXL0mkdsIzaWrYQtE69MZAVqUZ7MoHPED5RzBn90p83Lh3AjCYrFzSV1Ul9UR7JB/KI2x558FQocKvEqHAXWCr48AWSkHrXdY9LlTb5mcXt1LG5PckXrs+ckmkBFkzWKqC1qY9VLOITkKyOQR/iiOkhi4EkkPMnFiH4kAdGSjgwdhA+xH+m31KM2mTpSotNreTQ9u22aHtqvx4hNP6YMPq+N1VbYBpV4FY4C2UHN2oGcR28kgI4E7VY5mkxwHFJfSxPh0Lgz9KXfUb9QfskWtUd40D6SrWQTqY/azYAnqLFstWeY1Jerl+qsQI3WWTZSWWqX9LmyNQZuJ2U0AZP88Ogs6IN7xJ6CS0w0O01/FNq6pDpagkTHpGlFEzvNR2+/Y8EpjfVQUIlXgcUWwcyIJvfGNkPHAzSgPOakawb3SDLBcaA6fT2aNEW4ubFJmh5urTxyrXp4k7FovddmD9ACoMwPjrhgmHvmWDbUv6Ufx6HxRcaG8qGBPFIeGQOXJHHJk6cs6dD54XS89bTMrVPpels6mqaUnKGatCyB49f6IZweIHM6E2vpFDBU4lW4DFsEMVFNT2CH6swMFi1uT3u0nM1n6XABH2dr2Vv1UmKCcGt+azq0/yxftXp0HFadp50bY9QmYhuxKcjIPi0Q1Z5RjujQJBOx5+YvqiMlFxZ3xG9Ox8PnSYoknZE5seYqkkD2dpQD0eH6ReqzEdWx5nMG1pqTrVCJV6GwEaxgJyMB6suZfFZgH61HdbRkZlQf0dT0rbF5+lpj5uy0uuw11cNj66237pVRey+8AQFnj3BoO2QRbqufZmPpoP243ZHZCZhXB7XXdmk0P3pbTZ+Cas2CloxLY6f2I4mYpYMkThpGONa6BoXjRSVehelBSqbmjABs5viR4DIaxHrKmXzegD9bJzuBQJOkSAKjcVuakj5SH9WJlHtY3JztaP2o7Wxk7yhZuzt71sncmYqUs3X611k6renJG8evcUjliL6WaGaVs3QovPND+0l9JZssINx0bLOwls6xoxKvQiERSHBi2YwEvhxPRoBN9awkQbKNJg9IezTJkRKSDO6+De2H+mLZWTaZZasNaY/US/Daz4QUDGpBIsrn5db60p0LS4cmA5FgGPVvNOjm/LXaF77MRE9K2pAyvT5ckuLh1pIIycbyg6u3NEd0RtdEj2i/QsGLSrwKhSQgwZ4WrNLXaMCr6YwG1lYgb/FEEg6tr1Sn2SB+ZfiSpaPVe+ecm5+1y2h7pH7UdgSewEyyRTg4Gy5himhaPJotN88I91L22I6UkeRJa+95OJuLFy9CyUZrVyYWvW0PqZ7aWAmTBmonJXA9kOS199+ysZIvybdDSL4qeStIqMSrcHSIJECoDRIYRm0yglsJMwPqvn6UG0mwaN0sHSSxytbJHpunX6QcXSeojWUrYXbyZQWgiC3C4dHxalq7NCOa2ToZu06SjcbR2pWJwMiul8TnrdfGpnEgZXQuUL9HypxeFvdSlq4PLVNwfSUb6jvXD+HLwFo6BRmVeBUKO4A3gPXwjATVFp+lwyUCWr01Bk8yo9loY0TtIlyjc2TNtear1X+kjKxZrw1SP2obhRaQobZcUObpqwWH3n5RHQQjgXGmHxFuKfDP0vYm5VzSQ+u1dm9ZmwvJVit77Ud3uLzrnYO3X8ZaKRw3KvEqFBisEbxxWkhwavFogTxSRoN7SRP1BanXdKSy197Sj3Cj4/GOmdYj8+m1iZSRdeu1QerR9tmwAi0kEJNskHrOxtvPY8/VcQG8RxPVWcqRoJxyo7stlqbmSw8umdDqafsW4OYCbWuNT74sG+5aUD2kH1q24O235fUq7B+VeJ0otghURjTX8pfTiQaDCJ+3bOlkB9Qct/Q7o8wlPTPGo43FSniQssQr2UY1PdckYzyRco9o8hW919aAtDuRwYHUe/SR3Y6ojhZcW5pRnSxuKbjv6yRNyxdOR+Pw6tB6qp2VrEjzw/0e0aHlHjN1aLmfP8s/zp76zbVn1aPth4ZjG8+CSrwKhURYARASeHp1uOAY0fQE555AH+XT+nLt3G9PGRmzVtZ8QMfJjTmiaXFI40VskHa03MOyQfpJGLmXRiEFidRmgRYw0TYrANW4ub5c8OzR8SQJEQ4Ei21kJ8TitPymOnT8ozsomg5FNOHmdKiNVbbmQeu32Er1WjI5O8nzXMNCIYpKvAqFJFhvgkhw6tUZCcJReyvp8PChfamd5Je3jPiyhabWjs65pKNxWDxIu1buYdkg/SSM3E8Z8ARrkq22S+Ll0WykJMnL5yn34+LapYQRKSPj4ZIZymHp9+CSAEmH6+etX357EzxUBwFdn9JrKyHk1gStP4bkK4uncHyoxKswFSMBkafvSHDmqc8OKq02RGckMEaDbun3DJ1ogpChk6GpzVlG8iPVZ4xhxlqy/Oba0XqvzQx4dh6yuJF6JAC2bKM7IhLnDE2kX2uXB/FefSsp0HQ4bi1pkXQsfY5/hs5WSRHHm8WtlSXQedVsZiRgiP4sjgztU0YlXoXCZHiDstFAWQrSNXuNx/qt8VFezUZrR3yZXV5w4cKFdH9pHTpH3NxrvyUdic9blta61E+yGalfG9QPJGBDdz2kwE2r9+zWLByITkbwqrVzgfVa3JINbZM4vAkyh8WW+jGSrPavuWQso+xJvmg/q15KvqT2GWXknioUPKjEq3AQ8LyB7Qlen6NBrhWQe+09CQNXH7GhbZKtlxstr6GjtSM2GddQ06Hto+UenA7XPlq/NZDATLLh6r1Bfc+B6CxlNKi3dKwyF7z2Qa6Xb0lOKDcNnHtuTV/aTeHspfrZATqigyRsWUCTL24MS5nycTZS4ifZZpWl9kIhgkq8Tgh7DVQQcL4j48kYsyfw0/Qse095RpBsBexraWZye5OjER1L0zMPiA3CLdlIOjOuMdqeWb8VkAA3c3dEqx+xsWyzyqM60u6OZGMF8dL4tV2khU+q1/pamj2HtzyTG9GUkq+Rco8odxQoH11rUju18dYj/kb6FeajEq9CgUEkoPP2iQaz3gA2EpBbv/t+HCfllmwsO6sf0p5VnsEX0ZR+e66zxSXZRMo9LBukH1K/FZAAh7PxJmPaLgeqgyYekXIkkUK4pZ2I/jftJwXMHB/tg/6mmj0ot1XP2Sy/qaYFT5KNcC0+eTWlZHvhk7il672Aq0fKGZjJXThuVOJVKCTA+4YWDWS1dk+QzPmCBPWehMGysfRmJDvWa6/fHh1kbrPmmdZx2gjHaBltz6zfEp5gmta1FvtbLqne0pHKCJ9VRnRoORosS5pSYtXb9zYcnxXkS3ySvqRJgSRJi42mz3FFr89Stubc26ZdH0tTui7eNRTFWjqF40IlXoV0jAREUgCQjWgwh4zNE3h6ylnBsMYt/c4ua0lBtg6nmaXD8aHlHhFuycbiQ/Si88CNzeKQbKz6kefMlpCCam+9xY3wRXdERoN3VDM6BrqDgiR66LxJ3CMJqjX+CLfkIzfezPFwySlnEx0Poj+Du58jOm+Rflq9F/RajnB4ebLGsBedNVCJV2GXONSgikNmgK+VUU0r0JaCeYlD8lGysXyYVUZtZ/sxoqnZS3Ov/ZbKkibal4N33Vr1e35GaIFBpI2rt+oQLo89F6zPKFMdLpDVOLjAn3JTG0mnB+0nBf1SORPcGLzgEj80+eYSir6/lHD0fkt82txr9dycePqhZQ9mXPvC4aMSr0JhIqLBa19GbRF7KTj2BObewJ9LgDQ7hMNbnsmNjm103rTr5OXu66Uyai+19/DaWPVIcDhiT+ENnmjASdskPqkfV8/xZAWdnP3iwxq7FlQna5zUltbPCpI1HSvZ4eYEtYlyo2U6NqnemnsvH1fPaVJkrVUPov0Kx4tKvI4cowHH3oCMJyOwQ7SsgDCjnM0ncXP1ffA9wtdzWYlFdDwI9xY6iGaUg9r08NR7uL1lTluyyb4/o7aZQHcQ0H6eoBrhHgnqM3SssrSzIulY+pQvU0cK1lF9z7X0Jr89N/fa8tVb5sY2Q2fL5Evj7+dV05fAXR+t3kK0X2EOKvEqFBh4AkOuPaPsSQa8NkgwT8eGJAiavYcDtUXL1utZOlmayHWQbPp62o7YjKzlHiP2SP2orReeAEayzaindZaNVPbaW+UsDo9NH9RSWxqMS4mBVi/p9LYIH5okeMHpWNxnZ2ft4sWLw9oapOSPSzilJBiplxLOrZI8CVnXu3CYqMSrUABgBXAjwakU+CK2iD1nw/mOckSSg8h49poERblGdOhvrmxdk1Eb71ru4bFHOBB47b3wBE99AIhweOopt2Tj/dR+9NP/EY6lvPz2+KvVcdyovWbDQdKx7FEdLrGw7CUdqU7T0cqWjjT3EgfCjcxhxppE5hCB175wPKjEq5CCkSAH6WvZZAVZViDoCRRnameXtUDey4FwW8nDSDlbB+HzaHLzpemgc9hD0rB8QPz0lCO2kfpR2zWABMdRjgxuic9bztShuxye8Vu2GjfilzVea5clMk5Ow+JDx4n6jZStefP67Z3D0Q8eorB8XfyV+lo2iP4oxwhPlv6xoxKvQmEAM4I7T8Ar+RIN4CmfFqxLdX2bNzkZKV+4cOEKbc/rqA5StuYOKWvzbNV52i09zZ6WI7aReq9NNpAgI2pD6xAbrl4qWzoIR0ZZqpPquUCe46M2CLfUt9fs+1g2EvfyQ8eAJApLmZu/CKJJCNdHuweR5FnbQYrWI3OajZnchcNFJV6Fk8ZIkDYzwEMDXCsg5ji9wbOko/H3faI60cQESaxGdDLs0DFzbdpco+vDm1BFrmcPidOyReq9NjOABFhRmxFuT7A5wpER1FLbJVhG+CQbK8hHNBFIu0hIuX8t+ZuhgySJs3WoJrquvdwazxoJF6ddyMOhz2klXkeKtQKQqM7W/kWCOK0P1+YJVD0Ba4RPC7QlzUiwzel4yha3l2Omzsh4Rrg94+Out1aP+In0o/DYZ96zewMNICmswBvhkPi0wD8TUZ0RnyxNKwGTEiG0rPmEJAuSPaczkgRLY6A2ozqcZt9Gf3vmxLLpwfX12GaMWQM336gN0jeqeQjwzPPeUIlXoQDAGxB4gtSRwJWzQYJ0qd4K+BH7SDJhlS9cuADba+2RY4KI/owxe+Zfs7OuOdcvYj+yjhF7y9ZrkwU0AYq0090YtK/Uz6vDlT22njLdpUJtaT0NyDhuiYf7LdVxgbfEHS1zODvDvoUw6otXRwLHhya4/WuJh4K7BtS+t5mZfBUKGirxKuwWVvDkCda89VpQ6PFrdrDK8XD8Hp88mlICkM2t2aDJwWgCZNllaVrcVh9Jn9Z71+nItY3YRurR9rVBg8EsDhqsZkILiveuw/FIOpKmlFR5tNFyr4OUqU+HooPacIltdAy0zGGEz6PTj6UfT8QmGzPv8cLlqMSrUCDQHj7RYFIKZq32kWCX0+H8jiYVkk404ej5tORCs0HK1mupbaaOVeZ8sOZP6qv9jtpqZakOXZ9oPdq+JaTADAnYOFuEzxsYejjW1qHBYaYOF3gubZzNaKDKJRWeMsJPxxnV8V57iQ9JSji/ER2k3sOduZOVwTEbe35uHhsq8SoUOngfPt4g1BO8IjqcDRd4c/WWPeXW+o4mFksZOVKoHRe0fPEcNZR8iR5XjMxFf020OefatXptXaB8kTLajtpI9lsBCa4kG67eY0vrpbLHdmaZ1kn1qE3fLtVrfH25D94lG8rZJ2aeRBLVuXjx4mqJAsXZWd4/WUYSSSsh9Hx4wc2NxJc5j7T/jOtSOExU4nVEWCvwiOpk+Jc1xoxALhqAZgWxUsCc6SunwyUAWTqIptTP8gVNeiy7jDF4dTy+SHOFcHvGxvFYtj2yk689JF4WkEAzgztzZyaik7ljE+GzdFDu1uwE59h0NP1ZOrSvhegYJB5vPxTanIzw9ZycjmabpTmr3ymgEq9CAYQnCJT6egNZK8D11I8E+5qPKLdV7n8kTWpDy9RO6mfZZYwje16QeZfqovXab6uOlntk2aDta8EKrLgASevnqe/rpLLXPqoT5e7rvX5b84O0W/2ydGYAme/FzltegF5Xr45njVkcWn1kvUk23nVtYc21UtgWlXgVCgA8QaDUFwlOkSCU40QDc84Xyrt2ghH5xkJL3zoOiH5LYXScmccR+zr02kprzluvadJ6rR9Flg3a7u2bEQAhHJINV0/rLBup7LXnytF+EgcNOnsbabelt6VBMe1D+XpQTsonlTl97The348rI5q0vDaQ5IwCvTeRRE3TotfFU8+tFW08lXwVRlCJV2FXiAZQSPDm6YsEkiPBXlRH06dBcBa3lAxkj0HTkcoWB6oZ0UHH4NGJ6iPXx1tv6XjmhINl473Xsp4dNNCbBUkH0ff4iOh4y5aOl2NEp7XLA2dq55lPjZvT0fQRPUvHKlOuNXS0xGdUx5rzrPFEEqQsPm5upfHMBqd/aDjEMVTiVSgQjARdnmDRClRHAmVPoBoJ/NF+VllKFGi9FPRrnJrO2dn4rpR3bJllr63Gwf3W6jRbrdzDWlfaa4sPBeJbD++buhVALTrcDgz6CT1iIwUmEl+03I/H00+z58aGcEj2FixuL59XRxt/a3yCqq196rfEYZV7LrqeOLu+zZvAcf5L1z6qg9ybo4kaMq7CaaISr0KhQySA4/pywamnH+qXN9iOBviUr/+Jcke+ndBjq+lkHTWcnbyNXDePDW23rr/EoZV7eOy99xCC6H3uDZYse20HyOKL2kjtGWUuENfKyzf1aXxIfc8h7Y7QQLznoHw9r2a/tGtlD3o9yicdY7xw4QK0yzIL0hqmNhTcNaJl6YODfp4oH6JD662EXeIewQzOwmGgEq8Dx8wHaoZOln8eHiTYm6kZDUzRMuWfpUN/jwTRaDKgBf+eekuH2ljJjMWtaUa40Tn0zI9XMzLfVrmHtX45Ww0ZzwgNSIA5Ym/1k4JUr41lO1LO1uF4rGSV2mg7Nha0ABwtoxqcr6M66Jwg3NLOEjeGjPFIO1a0bvT6oPqcLxq0ufJA6uvhHNHneCphHEMlXoUCiNGglZYtbiTIRYLakbLUjthwZbpDxPGO6HPt0q5U1m6VNBZrnBnXx3PdtN+SvdeGrkdufY7cG5H2UXvaDw06zs58f+9h6fT1mo0VKC71Ep9WjgavHAdqw9lqOxToLgYCjTsr+KRzdvHiRXZOkJ2t3l7T4WytsrZutP5enb5srTtqq9Vbc8Hxo2sJKRcKCyrxKhQAIMEiErT2Zcue00f5tOAbgcYlBfje5IDr39d7jyKO/nNkVMejiR5pHJm3/logNn2ddq1pu6XD2SAcHBAbyT7TliKyYxK14eq14Jbrh3AvZTQgtnSsMk1gqI4UdHMcWr2moyVqlEMDxzGaqF24cAH6dsRoEuhdw54+yPr0glt//fWS1soC7voj9bTMQbL1cBROD5V4FTZH9OE88lCPBodWOYNDK1uvs3U8wbrFrSUJ3jn2cFs60bF5x4PMp1X2jgfRkdZT5DpwZc8YEXvLFkFGQGgBCTy15InWo0nXqE10dwIpa0Fv74eWmEnjsYLyxday4eAJrrWyhVFuafdnFrekg8x3pCy10d8ePo2Xa4twI7CuG8oR6Tfat+BDJV6FQvMFeSN8niDTEzSjPktBuRbUe9u0Plo9N3aNA9XwfLmGZydssfeO12vDlb1z31//aD2tQ/pReO4L7z3puW+j97h3Z8Fq5/zQ6i1uywZNkiw+q6xx9zYSh2TDBb/0N8fBBcaSDYelX6+jlTMQ4abrRlpLHl+RxFFLSqgfyLqTQLm560+5rSQLqdf0MzGDs7A/VOJVOHl4A7woHy1bQS3HiXJEg3M0WYho0nFYyQfattSjCVaE29JBNbU5Ra8POufW3Ft8tJ9UlnR6IHyIvWRjIeO+5nisIE2zXdoj9RL32ZkeGHIcVjmyO2HxITpI4Ezbab2WtNB6SSsCSV/yxcvt+TswKfmibdY10ewpZz8H3rEhflEfpfXA8VsJF7q2ZmE2f2F7VOJVEBENVmYFORq3px71z2un2Y8Em5Sf9vcEyWh5eW0F11rQjSQJFAgfZ4MkDFFuRGdkfjxzKPVDr1UPaV0hc+kpR2y9fAiynksLtIAWtc2q59oRDqTs0RkJ5HvuxSY6P1JSKOkgY5bmgdNBypovo9zW2LK4pSSGG1O2Zr8+PLtXkfFISbsG7zpAki2vfTYi90hr2/u9N1TiVTgpjARfSDAb1bcCcilopnVaXyRQX8r9j2ZPtTkb9JsMEU1qw3Gj/aJ+RL8lcc0v2uCuvfc3tyalssdWK/dAbNB21MYDTwAh2WbU0wQHsUfLWiLl5eOCZEmnr6ccVj3Voe3Uh9aaak/LNIDm2mkbp9mD+0KNnuPs7PL/47XsbFEdjU+CxLG0WfAk6fS1tnYRLL5LfLTsSbi8+hlJ696R/Qw9VVTiVTgZjDw0PMGm1NcbbGraSxkNvBFwCQCqQ8eJltFkx5OccL5YY/P6QstSImf5kFHWXkvXcKSem2OtHS33QO8tpB218cITPEm2GfXL2Likoh93dDeh5+Z0kLI0BklHStR6e3THQeLr65F5pm0cN5fsaJp9m/V18XSuJCw2lK/X5Pr0bQuHtQ44vzgdNMHS1pulT8sSv7XeufWGwHtPeLgLx4VKvA4QM4KItTFzDNFAzBMoZgWbnoCUC74zdCgfbRvlRjSlOdbGTLm535KOxK3Zz+LW+CNljg/RQes1/0fLaLtmP2LjARIERzmy6rn2rLJHx+OLlSAsNtbcexJEzUcLnE+oJjJm6o+XT7LxcEfGICUwM8ocRjhofX99tWTN8ikCeq00G+oz14+zLayLSrwKhTY36bJ0vAG8F1awjuhEEwGJP9K+2CDHCzUbVAsZS+RbDaNzZpW1OsSe6yP1m1XW6iL1o7YavIELZy9xjNRbuxyW7UhZa0dtzs4uP/a3vKb1XLBLdbR+tNzb9WUL3LG//qev78s9lnsM0Tw743fWel+4ukigjdwrnI2V7FlAfe3XBtVBknpa79Gk+oeWyByiz8eCSrwK0+B92G4FT3AYCSqtvpwvEe5IeXQ8VpmOSUoutHavznLsD9FFNdF/zuzR5MpRHe/1key5a6bNdWZZq4vUS/DaazzRgM3iGKmXyh7baNnSRvyT+NC+HCifVNb6ejTPzuTkiIJ7n+x9W15L45E4rHqOl/bTdLhrb9n0/nO2dK4lG4nbs/YleNee9zlwDDjFMWeiEq9CCjwBlJdnhD8jyLI4PEElYo+MNTPYRYL1qI6UMNDxovpcQsD95vpIvno0EV89cyiNKaJDx43Om7UGJZ1o2XuPjNSP2mqIfIo/qo0E2EhAbnGPlCO+UltPEI6MUUsKUR1tTJxO3yei09uNcFs2HEZ0KA/ne3biz73mxqPVRzQ1ePtxc9vaNkcCEX1rDW2BrecNRSVehUISvAGlFUBrQbEUcHPtWhkN8q1v5EP4LU3NF+tbCKmNddSQci32kX+sLNWP2HrnmVsfUpvnt6SBlBFb7rVUF6kftdXgfWOX7D31iK1U9tgjfCgHF5hzNtJvqZ+lI9lo5Z4jEpAvz5Hz8/N28eLFK7h6ndYuPxpI5+js7OwyDnqMcKmXdtY891UEWnIo2S8+LzZc2eujN0mnQG3QxAlZLxZH4bhRiVehkAA0yNTqPUEtV0bfsLigPaJjla3kQ2tDxylpStxWcoOOU+NCdDw2kbn2jI2bR2l+pWsSLaPtkfpRWwlcwIlqR4M6DwcS7FmaCJ9XUwIXrC8cy+9sHakchZRAjOhQeymx4HQWO23MPZekzWn2kDS5MuWnNj0ncq1G16R1b2g6Eui6RfshfkVRidz+UInXgSAjYNhaZ2tuT8AnBaxaO2Kvla26jCBY8tvSsTS1RIAbG8LH/UhjQXzl6q0fTUdqi4wNnXtPH85Hy85bL9Wh5R6R+0Krl7DWs5RCCrwzAv+tNbOTGm53ZIaOpj2iiSQIEp+WYFF+LZmydl80TW0MXu6+/4LenqtDy5YOB057tF6ysfTpfHuA9vX4VlgHlXgVThZWYOgNHC1uK2jn+lla3mDdstX8Qrg5LfQLI5ayduyP49bGR3+sf35sHTVEddC5knQi80+vXfQ69+3avYC0aeUeI/aR9tlAAh3JBqnnbKR2Lx9XjthKfbWkwfNbqlu4W+OD476O8tCyVCdx92XpqCH9R8iUm34L4cLR1yPHDhfuvi56Py3gEoalXuLQkjokqY0mJBa3J8mSbBB7i6NweqjEqzCEjADH82aA6HltrEAvK4jkbBBurewJ0r18Hk3NzuL2JAB9mzfJQeZK8wvVsTgQLstPrQ86t9Z1RK+vtVZH7hnPs8HTfsjI3N3J1uEC6qiOtPPEJVIjOmjfRRPVof5JfqPc1g6UxC2VEV+snaYeEe6eVwMyBrQs8W+x25W9y2W1j9pnYAvNvaESr8LukRFoZAQqngAzYs+1W2VEh9NE+Dyamh3KzSUR3mTBO2/WD8rnGY9Uh8z9yHXzziXabtXRssdOqtPqvTbZsJ5X2q4BUn92dmXARjV7G2ovBcAUGgftp+lLPmq2fT3XjxuTZzwUaCKEJDWaD5Sr1+ESS2qn7R5FubXrLI3V4zfH1WvR39xYPQmgBWtdS/OAJoqIzaFjrQ9/jhWVeBV2j9EbPPsBYQWKkj0XBHP1nA2i4Qm8I4G91tf64bj7Y3+ef0QsfXuh9E2Glg7li47NOsYozYV1vNB7rZD1hNpw60Cy0doj5R7eerQ9G56Ae6ReSjo0G7SvZsvtaHFBeV+myVNfj3Br9rQNqZOC/L6e2nN6/euerwenwx1BpEcE+zaO0/tth9Z7Cr0HPYG1ZIckhL2dtaakOZZ8QpJkNJnyaJ4C1n6uHhsq8SpMvYm25kaCOo8tGjBab3QePq2s8UeCaCtIp/xIMK+1IQkAp2mNwZOwWDzesaFj9swH4isyzlEdrZzBQcs9pDVoYU9BgpYkeeo9OuguTSZfxniQQLxv43ZSRsfT6/R9uXpufFoC4dGk46QadD56HUkTqZd4Ixyea0ih+SOB06dlrR+1s/qNaFqcC7bkoIg+mwqVeBVOHJ6g0eLQ7K1AFfHPGyhz/SQNyT8uwJfqJX8kH1AdS5fyoD9oH23+I/wInzTfkbL0W7O3+krXGmnXytxrrd57f+4VZ2c537RmcUvlqK9e7gxNzWbZ5YnqjCJrrXFJFuXWdo+0sqSzcFFdJAHT1kHfZwHHJSU5aJnzxUJkzfbzE0nEvP32ikN4ru4VlXgVThbRQNHi03QkTcvG0hsJ9qmPHk7kHxV7vtVw9Ngfpxk5aijNnfWD6mjjj1xDZA1ZNtKaiNho7Vq5B1fvsY3YRKHtVCDtvY23vm+3dmmQ8tmZvVOB8nGBZs/Bafb9OPvFVtuV8O6gaGWq2f/09a018dhfX+6PCS71fcLIHTvkuHv7hY/+Q+bejuvHtaP3ibbW0DpJT0sg6Tg8CQq3nmk5I+Gx1hSik+VLYX+oxGvHmBkojKD3CwkoLI6RerR9xN4b1EW50bL1hmrZacE4oslpcVyjmtQeTThGEhNkPL0ON05EB5mr6DXkxqHZWdySjqefp9xDW3dovdfGi4wjN9aOxIgmsgviLSM6remBrmecKPdSj/iLzE+v03P3fVFNZE7Q8WjzsoD6jepLY5YSXU4b0ffoUF7N10gi5m336qC+LPCOR7sOM/zytBeuRCVehSHMCGSykOGbFShSDU9gKdVFgnApyJe4ER3OhvuR/JHKXF/0B+H09FvK1v/x8vBr7ejun2fMFh9yXZDf1rqhdZFyD/Se0eq9NhGcnY0HYRIHwt3bcPZSe3aZanP10XFyHFk7FNa4vIG8RxNJDhebfj5pH29STMv9mJHr2fP247a4aR80qfAmbZYvHh06dk+S6Rlb4XRQiVfhKJEdZCGBImcvBcHUVgoykcAaeY36hQb7mq7GEUk80B/0WxJpmTteqI3Hc3TRqo/M4UhZa5dsaD2tk3RouUfEVrOR7D2Q+nk+cZb6aj5xNtyugsbX23NliTu7TBOiRZfa0iCWC3J7W62e8lnl/ogdComjr2/tc8cBab3GS19Lxw57W+7YoUentcsTE+2+RpNDTkdKVvq6fo0szxEtgeL8iiQvlg7nt8RBy179Sr5OC5V4nSiiwckhcFuBmvYmEy33r5E3s5GyFhzP1tRsLX3PvGjc6Bx4xulJSjw6Eoe33tL3zE+kjLR7rivCzdlqNpK9B1LgGIFnNwPph9RLZY9ttGwF30t5sYmOE9n90Mro9fQE/NpcaMmv5p+mj2ousLgtHatM/aEYuW4a16iOB1K/DJ2oT4XDRCVehZOCN/CM8iABJFc/GkBb3H2dpkODedqG+ir5fXZmfwEG3SFaSwedF2muqM5Sr+2EafM7Mue0LP3W6rg+Fh+16eFdxyP3pgear5mBmmWDBHgIn8WtlVvzf9nAYsslErSO4+bsOX6OY7SMzqU1F9xO1IULF9RdNo6bSxApN5KwSeOhOj1XzyddQ07Hs64kv2m9J9mmPnHc2lxI7d516tE5Fng+0ChU4lU4ISABXzTI0zgkG67eO4ZoEE59l2z6OumH47K4pW8v1I79raVj6UeOGmp8Wv1IeeTaR9ZzpCyt/eh9GG0f5e/B7QKgNtruiGZr2Uj2tNzbLq+5RAkp95o0sZC4ubH0HBaovVbmkipUQzpqSP1Y6pGjgf2cc89g6QiiF5yOdZ/Sa4Tya8kZ7UPrOU0radOA2ka4JY5Twejz9dRQiVdhNXhvztnB1Cg39+Yovc4qW76hfJ4AG+XmgntvUI+MJ0vHk4hEdTgOZDwIH1JG5iE6P9ncFIiNZB9pz4A3MLXqEVuvjdUXDXTRMhJse+ZE4pA0rSST49F0pPnRxqzNhSeZ1bhHdCQubQweaPOGjE1KxiWd0bLGa9l6/BoBd2097aP2e8eex1OJV2G3QIKYGfAEjdxrlLuvywimqS3nJ+Wk9ZyO5RPqe+Qn2t9zvHBkh0r6Eg/r/3Ghxw5HrwF3nTU7a11xv2eVtTqrzXNPZqLX1YI4rp2rl/ikeik47LmlstSP23Hq63obabwcB63n2rzctB8acCHHAbl2Ws8dB6T3N6pDubV7BkmkUEg7b3TNeTS0hJSOQYNkh6xv6b7zaFJ9dJ1qvhdOD5V4FXaLrYInTt/yhbZrAS6tj/qhBc9oMC35wiUM0g/nC6Kf8TP6z5Ej47S+MTHyT5itOfR8S6O2LqT2aD13XbV2tNzDU4/eU2vg7MxOGlrDEjCrHg1gew6pLPFwOtRO8oXaa/W0DhmTZsdxc75YxwGXpImusV5f6+vVodxcebHRoPnGJUSoprZThWgt4PpriSSFtT44aPcBsp69WtZ9UzgtVOK1M+wpcOgx068MbisIywr8LF+zAk9Nh3vjzyqjul4+KXhHdTgub1Lh4aZlxM6aE4tbKkfG7blWyO8I32i5h6d+L89Qz07ASD3yKb/XniY+WdzSDpwUaGtatB1JCqKJg5VMUhuvX5KONJecjjXPHLQxaL56dTjNiI7GhXJ7/fKMxwuvv9xaiWiOcmRhT76siUq8CkeJrIDP4qQBbwZHNJiWglDOx76es0HakXL0J8IXOV6I+mJxa/1G5nVk7rmyVifZSGuMlj32EofUptVp9RK89hyQQM6y721oAInWn53pQTzHgQaYki3tt+hSTemTfmnXw7Mb0Gtqu1lSuYf3CGDPZ/1PL0nH0qToEyTtPqR1nsSTa8vU4cbE+cD50nNYiTxnkwW6lq16lE8qzxhDYVtU4lVww/oEcmtYbxZo2eJHglAuyEV1EF+tYFvyl9ZrAf9IsM/pWD+WT55/lJx1vNAqz/gmQ88/m9Zee9aNZMNdS9SWlnt47BEOBF57jSczIJL4kHrOxmpH+bJ1PGNbfs8IRil3nyhx/FKihK6nxW/k2CGXWPRj58q934tPnrKVzGTo9HNm7XRxcxxZnwik8UhcmesPKWc/awrbohKvE0JmwDGL26O5hZ7lR1awqen0gW6Ezwq2LQ6PPqeD+hrV8WpK/S3umXNI7RAfEE1kLkb5vGvaYx+9L0ftOXg+gEJsJRurXtpRiAbgSBmxlXzt261gX6vX5tMToCPjQPzw7L5I5QXWHHvGgCYl2nis6+PBiA7V1HzodZCkT/MXHbOX2wOPr62d1tG9Q0MlXoUCQTTI9HB7g2kpEJaCU2pP67mfTB8tLe+P9U+OPT/oGJDjhdpRQ0vb8il7xwu5xnStcPXIb7Tcw7JB+klAbLygnFZAZtmencV2vBZudCcqo4zYSr5Sn/t6Sce7A9D3k8oU1o6XZNtrSt9CKNlzZQSe+2xEpzX779tGkvDeLysZ42w9CaHmYzRJsdbjCHfheFGJV6EgwHqT0gJB7k0vqq0FxFJgzdlrvCh3xJc+IYj+WJq9bxaPNh7vXEivEX3LL48m2maNU6tH+3nKPax7xlvvtVkTawVkM3V6bo/OWmNHYe2eSX1a45+hC19f1jQ1fSnp4XQ4O1Snb/ck1JodLXPjsrh7G20+vIk5CmQOuPq9rfHCvlCJV2EqsoMorn0k8MsMCKVEYFQ/ws3Za0F45hxKPkh6yBiyx2MlKCN2ko5VL43D4482Zm5+In73yFg/aHuk3msThTd499iPBO/crgSiEy17fJUSBMnGO56eq9eR+JD6BZKv0txY3FqCJc2fxu3R6cc0Q6fvz82h9/og3JwWmrRJ86NxevQPGdac0/uiwKMSr8JBYyTg8wR6XJCs9ZM4omXJF+oTFyBI/np9kdq518g3CEb+NxXtm/l/uhBuSYfzkfvp7aT/O6bNLXoNrDbpmqL1WnukLNUhNla918aLaBKA8ESTLiSpobZ9oGSVreSJttN+S7mv59oWDq7MjVMq9zrcPzymdrSd8vX19BjhYrP8zy+qSe8jqiOVLT6p7Ln/NER1kMSGWz+cnVbX9+PqtbInSZDs+zFo7YVCJV6F3QMJtGaURzi4NyMLXj4a+Er1XMAscVtlzXcteOd+LE1uLjhuS8f7g8yF1meUm3Jl2nFzK60P65py18dTltZUVj3aPgqOP/KJMOWJJl0aNPuzs9jfeGno7azg1+L0jtXSsbjQJFnapUHm0NLpwc2PVwdZNxLXqI41Z9bYNd+sRMdaW9IYtPsYTa7Qe6VwOqjEaweYHRhEgfg10/e150UKFLW6vp4GpAi3NkaJzxMQS0Gu9VrzNRL4a3wIt/Tj0bH8tLhpm4e7t9e0PHMq+cKVUb9pH099Rlmri9Sj7ZlAg3rNZiTp8gTbkYD57Ew+EubV5Oql4DriL8fd20V0+j70vpLmxzPnSNIujdVz3SwdZH48iRCnw+16aTqan7OAXh8Pn3euPD4W9o9KvAoiIp8wHiqkoNSy9XCPBNO0vm+n9UhArwX/SMCNcqI6Upk79hfR5H7Qf7Lcl9FxSToct9XfsslcW9o11ziQstTew2uD1KPtGchIuhYbrV9G0tXrRBIwtK+0u6HtmPQ2Uplya2XpOCDHffHixUv37FJP+/bH/qRjh5xmz03LvV1vz2G5D8/Pc44dSnNqzat2rT3XiOOjdiiQtbg19uRLYX1U4nXkGAk21ghUUJ29+DISMHr6acGwZa/5KwXwHh2NG9WJBP3cOCUd5Mejb+lo+qM6Whm14/Q1Pq3eW0bXT9TGsvXaRJGZdFGbWUmX5kt0N8yrifK1dmXAjyK6c9b3kcaQsYuGzGH/uufvQXWtRIlySwmPpIfoI9fTA8ph6Ud1Rjk4e2l+Zidh9FoXtkUlXoWTAxLYoRxSQK3pRDStwFvzy+oj6Uh8fYKgJQucjsaN8FqvNU1Lx6M7Oj/W3HnLmg/a/GTWc3OitUuvpTqvrddmFIuGFthQP6TgkbZx/nNB3VIvlT32vQ5tz04qKDf1eURHmj+qbelwNstrq7+HG0l+pPvJmpNI8jQyhrV0kHtP0s1I1Lz2szgKh4FKvAonBS0A1OyjgVtGMB3hpjZawM/1ac13HE77Qb690PNPiZFjf5Jm9vFCZAyjRw1H1pBnjfT10vpA1o3VrpV7eOo99/JseIInyRbd1bLaubLXftGhdVK95B+1sRKM5Xev05e9kDSXMv22w9Ya+w2IkYDcOg7ovTekpBy5N7nrhd4/nt20SIJJ1462TrQ6OkfUHl3znjmRdCqZKlBU4lVIhzeQyuAe4Ym++Wk2qJ+apuUXCin41tq8c5Glw9VLWhJvVIez0XSQsaG+oDqar0hZWvee4A0pj3D08NSjweNMSAmOx9abJFnto0mXJ1ilgavWV5oTq59nt0LS8vqq8WnjQ31FrhuXvPQanjmR9KVxR2CNU/PL4h3l8Po/amfZRPzm1pkXEkcGd0FGJV6Fg8dIYGfxcfVSED3Dl76PJwmg9ZwPSPBsBfFaQD9LRwrutXng+o6OR9PQuLw+oXOE2FlzL7VJ7VJbpKzVRerR9kwsWp4AktpLHH09Z4OMU9Kxyn3/s7P431mN6GRqLq9bu3LekCSrt+n9ROYGSXIXbi6p6nUkPxFfLR3KTecO8Zty97DspOuv7TDNwlq+WNdn9jgL66ASr8JBIxrcSTxakB31yRMUS8Eu5af1WjCv+eb1K/ozMhdnZ9jxQslX9B81R8YzeryQcmrHLEfmELnekg2tl9YSYkPhsY3Uj9qikJIkj72WaEn1nI43cOP4rCBzeS3ZLGUpgZLGrulQPrTsCVoXG/ptgmdnZ+JxQekfHmsaWllqpwmUBekaSTpIQkbtNR2u3VqT0vXn2qTx0jrOpxmQ+Lnxe/k887AVIh+MnCoq8SpcBvSBvqU+Z+stW3oRPiRw9HB7gl1NRwqiOR1Lk9Og/fufqI5Xk7ZRHzxjk/qg40E0LW6tXuKTyiP3iVWO+Moh+55FkPUc8wQc2i4Lx+GptwJhlE8Kovt+WnBt+cLVS9ASN06fK1tzh3JL89PraAnmAstv6VpZmmgwHplPbTyWTlTTOx5EP0sH0Ywi2++1kPU8PQVU4lU4OXDBMNceqfcGnBxXNAinNpydNXaOT/uxxoeMR0oWzs74L9qg3KhvGrf2/8LQueD0aRndfbPmytLhODRO1Lav52yRdsSegqv33qezgOhpicBSPxJIcUE6ErBZQfxSRvxeyt5Pvi17zieUT0uSaJ++DdnB4ew9fnp0enA6NEFFE+WeUxoDt+uFcmvrGrWjfbh5k2w0TdSf0XuzUKCoxKtwUrACRc4Wrefa0eAYCVa5fpqm9INoSsF39Mc7F2dn+PHC3t7i1r7JMKJjHS/sy+g/gUbHgNpr7ZoNXU9cPVr29uuRVb8lzs5iwZvUD+HrbUZ4Rrk5W+8ujcW9lKV/ONz3s2wWO62Oa/cmnBInresTIkunt+d0KAfym3JrPlL/JD6tzK2Lno/20aCtTcnXiE6h4EElXhtijwHCWkDGvvb8jPgkBbPc65FyxB/NNymotjS0gJ4mEZqOZ5wRnYgmmqxEdajf1vWRNK25Qfgi5ZnctKzVReq3ArqrE6n32KDHvZDAlONG+CwbZH6snTmvLz2vd056Dm1eOETGIPmgQfKDm3tph3EkWfZcH6oZ0aHlCGb1H+X16C+o5HFfqMSrcDBAgqlIUB/R9AbNqA4S3Et21EbzR+KjXJy+5SvVt3SQHSduDF4d9Ecbm6WzlNH/Syb5Sjm1XS7tteajNB7PdZbmQmunZbQ9Uo+2zwIX3HM2XDtXj/JJNn3Qh5RRUF85PmRHSLLhfEKST68O1bx48aLLb27ckbVH+aTyotP7bPFx9VKCII2HS+Q5Pm1dReyof0hyGFnPKOhcaD4WCgsq8SocBLxvXlZAKNlnBHZS8KyVUS0p0Eb5pHmxgnOqr2mjY7b+UXLkR9PxHilEuLmy9A+ZPXMXWUPodfBce+n6WzacDtfew2tj2XptDgFnZ/wxLCu4622QsqcfYs/ZLL9HdlIkcNzS2DTdCxcuqN9w2JeX11H0SYznnqRJhsTLJUv9b5qcackL5eF0aF0PdF1Jfel8IfdE9hrTgK79wmmiEq8jxdqBhidQmqEj2Vj2mUEgOtaRoBbllgLtbE0kuB/RsZIMThPV8SQiWptnnq258l431O9IedQ/Txltj9R7bbIQ3eGRdqy0ei4Y5WzQ5EsKbrmAmgu+I5qcvjRnXr5+3iy/EJ2ey9LhNDlE54pqarxePm2clg7XZs0bMh4Nkg/e+YyMLYKRvscG7t47VlTiVTh4cIFiBp+mIwWiUT0pCKU6VsAt1Wllrg394fp4OSx+xLeoZmv4rhT3gx4plMaEjGfxUVoT0TKtQ9YOsq6stcWVpTrExqr32qwFJDHz4uxMP5KH9OPKSHIX9U9ClqbkQxa3tr69CSWdH4t7ud+4PlZyjCYSPQeyq4WUvXaW370NMpYoEF8KBQuVeBUOGhlvmNFAzgoirb6oLg3INX0u0LYCXysJ4JICzjcr2I9oof7QctbxwuVn9J8jW36jc2iVtdf0mnFlyQZZP9z11vppZalvxBZFpK+1g6H149qz6rl2K9k4O8M+/de0aT8pOaD1y28toEV216zy4iMHRJdLMvox0DYUWpJEdajP9B7Skj1Jh14HbmxW0kTttbmT1hqiQ4GsVa4P55+n/2jSJc1t4fhRiVdhKFjZUh8J2jy2iB9RHS7Q5Wy4YJbyaz5k6Wjc0TKqmTVvWsDOBYwcl6YjaVq+Zo1N8yd6rbR5ifBxXN5+mfUW0H6R4Lrvy/Xj6iUdrV4LehEdtGwF171/kV0RjYeDl8OqX+AZu+SrNn4NEjdX7+XmtKJzmKGTjRFu6Zpn8BXWR//M2MN1qMSrcFKIBnCexAHVtgJlJIDm/EICdOtH40broz8an1Qe4ffoeOfQ80Ubi42m53ltrQ+vDbf2aB3l68H103gkG6teskWA9j07WyeQmqET5Yz2s3blsnB2hv2PrgsXLojjiPja99Huif433f2RNKXdH8pJefq6Xq+vl+agb6PcSDLC2XH+eyCNh86RNE+obpaPWTtzhePEhZnkf//3f9/+4A/+oD3/+c9vj3vc49q97nWvSzfwU57yFDff6173uvakJz2p3f/+9293vvOd2/3vf//2pCc9qb3uda+DOe644472K7/yK+3rvu7r2r3vfe929dVXtwc96EHtmc98Zvs//+f/uH0qHA5GAjyvDhfURnW4wFgrS1rUFykJ4LgtG81fLdmwfiRfuDJ6rJCz8+ggc0h1kKQLnQvLH3TuPTaaf8g4tWtD55LT8sybtiaROUYR5dHGj9aj1xP1VStz15de517H4ouUkXUU4bPWtmRL55WWrXlB1jCiSTHii2TngTX/I0B848Zh9dE4sv0uFFqbvON1n/vcJ4Xn4sWL7RnPeEZ7+ctffln9+973vva+972vvfrVr25Pe9rT2kte8pJLnxhzuO2229rjH//49va3v/2y+r/6q79qL33pS9srX/nK9ku/9EvtaU97Worfx4S1HkAjD0ypn9bfeoBrZa4NebND+ls+o2+qIzpauxVISH4hOp6ARRubNRZ03pBgLjoeSUcbGxLcjK5Dj98RTe99J9kg9Wh7BrxHED3HDqV65DigxIEeh7PKHB+nGTmC2PNZRw17XstvS79H70vGUUOOW6rjNKPjkXwY1YlA8y1Th+Pe+/HGEf0FW++u7cmXvWHqjlePL/uyL2vf9E3fFOr7wz/8w5eSroc97GHtN3/zN9vb3va29pu/+ZvtYQ97WGuttZe97GXtR37kR0SOz3zmM+1JT3rSpaTr27/929vrXve69sd//MftF3/xF9uXfMmXtE9+8pPtmc98pmsHrTAX3mBJC4ZRbiS4RgJEj543yNX8QIJhrW/khxsP2ubRHvFx5If71J+WM7hn+bmG9hrzEPV3rXFuPZ/Za3PGmD3X2bKVngfZY48+I6Vns8WF6FAbjVdqQ57XvY303sHxUTuOV+KT7CRwvls6hcJWmLrj9fznP79df/317frrr2/3uc992nvf+972wAc+0MXx7ne/u/3cz/1ca621hz/84e2Nb3xju/rqq1trrV1//fXtW7/1W9sNN9zQ3vGOd7QXvOAF7d/8m3/Trr322it4XvnKV7Y3velNrbXWvvd7v7e9+MUvvtT2iEc8oj3ucY9rX/M1X9M+/OEPt2c/+9ntpptualddVX8Clwnv+fnoQ9L74M7Wkd6EPLoan6WP+ilxS2/YlEPyUWqLBAPWmCV7T6CijceytwIdVGd0PNZ1i/jCXR/pOmSU0XbNHqmfDaqrfdp7dqZ/PTbl4OqXOs6m5x/ZvdL+Xogbh7Qzx10TdMeM81frY43HspGg7dJI1xP1q3+N7FT1mlIfasPpSLboWKT54HbyFm20jwVtbqzdvb1gb/4U5mLqjteP//iPtyc84QlDRw5f+MIXtjvuuKO11tqLXvSiS0nXgrve9a7tRS96UWvts3+/9Qu/8Assz5K8fdEXfVF7wQtecEX7tdde237oh36otdbazTff3H7v934v7PMpgQZkWv1IICTpRHi9PBq/FLhybUgZDTQtPssGnbOIjtQmcXvGQ380H1EdzmdJx+ozMm/WmLlxecaG6tB5HRmbd/6sNWtdG6R+rZ8R3y0bZI6yrgtyzSV7qz3KLa1NabyjvnBA7wNrPi0Na417/faOR/NnRDPj+kTHyvHtAd71sRW4Ncjh/Py8EkoGqx01jOD8/Ly95jWvaa21dt1117VHPvKRrN0jH/nI9pVf+ZWttdZe85rXXHGh3/3ud7ebbrqptdbav/pX/6rd9a53ZXn6L/yoxCuONR4aWQ9/T1/kDd3qbwUkqA76pq75ORIQWu17+1nz2JWlFT1qhR6/muXTHn+QsW3tm+Zf1P+9jnkPvnLPUM6Ge456nmvWsxvh4p7dkk8SJB7pPUN7v9A0pHFqmpovnI1U9vqLIIMn26djA103hc9i14nXX//1X7f3v//9rbXWbrjhBtV2aX/f+97X3vve917WthwxtHi+9Eu/tD34wQ9urbX25je/OeLyLnDsCx15kHv6cu1Wf6ssvTFrWl4+9KHmDSosfUnD8t+rg7ypoQEOwi3Ze+dQGw8SdGXOm7eMzA96rayytH6RNY6sfeTeWAuWv9z66dukPhr3zOtlrVtEx7s+LR+5dWz5gfpl3YMot6TD1WtrguOV2jy+aONDEFmrkm8RnS2Q7cuexlaYg10nXn/+539+qXzdddeptn37srs1wnPLLbe0j33sY7CvewASjOwFyJuK1C9ia70hjOh49aNvpBa3FDDQNpRbeoPU3qA9mpEgzhsgWGOQuGeMJxJEZvFp9tq1RHUQH601Y+lIa9paG3v4kcaB2Ej9pPkdWReRa0f9Rq9dhEMr0zEhY9c0e9B6xDdrPBK3BGvNjHBzWtR/7nWWzkxYGtb1oTbWWrF01xizBm79FNbFrr894tZbb71Uvv/976/aXnPNNZfKt9xyyzDP+fl5u/XWWy8dYfT6y+EDH/gAzFXIg/cBGHnIon5IfN6ASOLUAjXkjdvS1H5LD3RL31NGf/p/RKz9U2LJJqKj+eq1yZgrZN1I60BaE9y1zyz3kO4Vq5/XZg2cnR3XH88fwnikf5SMrCfuSza8a4mucekLSmg7/bKO3ieLm9ORxsZpWuPxfh0+Hc8aa8bjJ9I24kPEl8LxY9eJ10c+8pFL5bvf/e6q7d3udrdL5Y9+9KNTeCz0yd+hwHoz2UvgEoUnwEM4Ivpo/1mBLBdwc6+9fNq4kKTF0hzRQfk0Hc3OSnRQX/o2jdczV1JZ0re4M8ve+3GLe3YWrGCLBstWPyuo7fnQMvrNh32Z+o3UR75t0PJFGscCJDlBxmnN49LHut7IfEr3gidop35Y64ZqaXaIjrSuZ4CuMck3rX9rvK/IvKH+ZWMWb2EOdp14feITn7hUvtOd7qTa3vnOd75Uvv3226fwHBOQwGSPwYsFNFj31HPcVhnh4fqgc64F7hKvpiPNm5UE9MkCTRzQMVh+R3RQPk1Hs+NeW2Xtmki/tfnRfJP00XmQbDx6kTLartV7bdYAlwigNqNfwy4FjFyZ44uWtaRI8wPh4MrSOBZIbSh3D8l/a165sVE7NICm9yQyh96dLWl+Nb6IDtoPWcte3Wz7LHjXxFZ+apCeS6eOXSded7nLXS6VP/WpT6m2n/zkJy+V6VfOU57+tYfHAj3iSPGBD3ygPeIRj3BxFnJhBXFZDwmLxwroqY0UpHsCYqlN8gX53f9wvnM/2ng0fu+PNYdaebbO8k1v0jxmj0e63to6jK6zkTLartkj9WsBSbhOFWdnZ+3ixYtX1NNgXIK0w6fZn53xiRDtT9uXfkubVObakN+9Jm2noDpSveWLVJaCd8ReGqPEpY2H2vfXwrounA4yt1rfgh/13OOx68TrHve4x6Wydeyv/yIMepyQ8miJl8Zjwfr7sVPESNDk4VhLMxpISm1IP28QyvVH/eYC7P61NTYtcbCCd6qDzKNHx1MvjYdqInbamCmXNgfoddP0ves3Wh7h6OFZ+wjHWvAmXMiuFset7ZL1NlrgipTRHTNJU/MF3cWKljktKWmL7AZSe+21Zqdpcj6i8Gr2WhJHRJcbQ4QX0ZnNvRa21i/Mwa6/1bBPZKwvruh3m+jfWkV4zs7Ojj6RWvOGjjy0+99o2eJD6y0uK9D1+Iv6gAS7ki9cH2+wS7m5pMEaD3ddNd8kTY+OVkbGpM2bdR20MUg+RMqSL1Qf5Rj1y+MTdx2ttczZe+pnA/GZ2qP1yNxo99PoddI4PPWItlcTeb6MzIOmb732zIkF63lljc2rI7VZ5Qi452KhcEzY9Y7XQx/60Evld73rXapt3/6QhzxE5fnqr/5qk+eaa6657Is2jhFrPtAiQcjIG2JUh9Z7gj/JJ+uNV9KUfIwGURyf9CaH1HPjkX6ksWk2kib6w/GNcnq4PZojfJ6y1s6tD4kjq0zXJ2c7Uo+2ZwI9KkftqS1Xj3BvcbzRM4al3jM3FEjfs7Mrd42ovuaXtOOkla2dpV5TOnZI6zg95AiiVObmhytrkPrSOaC23uN9SJ/CflHXjseud7we+MAHtvve976ttdZuvPFG1faNb3xja621+93vfu0BD3jAZW2PecxjLpU1nr/9279t7373u1trrT360Y+OuHwSoAGjVBflRtulstQnGpx533xRLovPCnY1SFx9Gxf4Iz5bWpom18bVo5r9GLTxRK+VNh4pkRkZT7Qs+eKZE8+8WdccLVN97bmiXXOp3uLL/vFoZI8d4cu+ZqNlbYxaOapJx9G3S4j4ovFK2p7rg/pu2UX4IpjJPYK9+oWAu8f3hr37txV2nXidnZ21Jz7xia21z+5EvfWtb2Xt3vrWt17aqXriE594xYV+8IMffGkX7Ld/+7fbxz/+cZbnFa94xaXyk570pFH3Cxtj6xsefVOLvIFG3pi9OlLAR204257LCjQ0bi1oHQluEE3ah46Ha5NskHFEgmDLz+iaifiCzgkSQEpv2NI1R9b2Gs8Dj4Y2xsjYEb6Z13JEh/MfuQfRtczNl3d+JGjz751jFNbzStJBxqNpomvTM2/ZWOM+3wrHPLZTwq4Tr9Zae85zntM+7/M+r7XW2rOe9awrvuL99ttvb8961rNaa61dddVV7TnPeQ7L8+///b9vrbX2f//v/23Pe97zrmh/z3ve037qp36qtdbatddeW4nXiWHkDcniRQMArp729QRI1F7i4eo5Ha5eezOW+nB9kXYtsNH8Qn6i/UZ+0PFmaCDzufb4M/URDmt9rjmOWT6spZO5drO5Is8dTbtv739zZauvVKb+IX0ovJoIB9qHs0H6zALCP9uHTKDXr3AYmPo3Xm9605vazTfffOn1bbfddql88803X7bD1FprT3nKU67gePCDH9ye+9zntp/+6Z9u73jHO9qjH/3o9oM/+IPtQQ96UHvPe97TfuZnfqa9853vbK219tznPrf9k3/yT1hfnvzkJ7df/dVfbW9+85vbi1/84va3f/u37elPf3r7wi/8wva2t72t/cRP/ET78Ic/3C5cuNB+8Rd/sV111a7//O0gscUDI6oZ6Yf28b6JRn1B34StN3rrtSeosXzxjM0T4GhjsXRoWWuTbDQ/IgET4ksWN1oe4ehh2cwIqkaeTZ6/qUJsvX8XZX0LocQd+Qa/vj3yTXmWJvpNi4jf/fitvzFCuC0d7zf1IXOojR8F4o80b2h/jy+ITlQz09e9IWN+CvvA2fnEq/eUpzylvfKVr4TtJVcuXrzYnv70p7df/dVfFft+z/d8T3vpS1/aLlyQN/Fuu+229vjHP769/e1vZ9vvfOc7t1/6pV9qT3va02CfPbj11lsv+8bFkTd7Dh4++mD38HmCoZFAKxLcSb8tGylwXdaTFmhr5f7HW392dnaZPlfu/x8UV7b4aP2FCxdEHapJOaiOVO75uHqLQ9PRfJV0JL6M6yBd19F1oq03bW1Lddzal+4J5J7SbDk7pF2rR9tH7SV430YRe85G6tfXS2WPrVWWftM6qV2z0dqt8sWLF6+o738WG6tdK6M/vX2vuZQvXrx4WVnqK/Fx7Qgf1Ud1tPFw3JqvGoc1D9J181wb7fpLNugaRNq0+pEyYtvDaxNpR21G7Ee4b7nlltW/wXz3Rw1b+2wg8/KXv7z94R/+YXviE5/Y7nvf+7Y73elO7b73vW974hOf2F772te2l73sZWrS1Vpr97rXvdr//t//u/3n//yf22Me85j2xV/8xe0ud7lL+4qv+Ir29Kc/vf3Jn/zJtKRrj8gKOg4JUoCo2Xp4l7IUWHoCW8sWDWq515yP0hi0hEDi9SYT3BgjOpb+bB1uDkd+vFzc+Lz9teusrUnptdRP80u6DtF+iP0IvFpZ447oZ5SldaWNEfG1b6dl6gsHS0/z3dKnv7Uy55dWRq4Txy/ZoL5YtiiHVo/4NMOXDO4ZfhQKU3e8Cpdjxo5XlGPkIWi9AUj1XhvtDV9rR968pDdhrg55Q0baqB3dTevrkUCK+9F2YJZ2S4ert3aiFr7ltaW/pg4yRmnerPmUri16vSi3xYGsPW1dc2XuPpHuCcSW2vSweKS+CJ8ExGY2op8aR+uzP0mXytqn/N56zy4DsgNBd7ak+tEf726WtaOD7P585jOfuUyTs0F2yKTywv2Zz3zminrv7pymScdA+ZEdL+Racjp9G7cmvOuNrmvOjt47XP1IGbHt4bWJtKM2I/Yj3FvseNUfMhUOHlxwKNms5UtfHgkko8FxREdLHjh97bXGy/mNJCgRHYm/H481Pi0p0K6JlZhJmtq1RZKnSNJl8WjzoM2JxGnZaTZaPdo+ar8ADRAWfsm+1+9tpH5a/fm5/ndeGpa+UrnnRHQ0Dgu9Rj9WzT9qx2nRes94pf7cvNA5QrmROdJsUL+93Nw1HwE6zgXW9S4UDgWVeBVOBlJQJwXZIzpevmgArfW32qwAv2+zgnZaT9u11xwPNwbpB/HL6qfZWPNrjYPT5ObWuiacHlf2rhttPUm/rTq0jIzJ6ue1GbHX+qNBrWXL2Ug6XL0WIEuBq2cerOTLCs57G80XLmnh9DUNOmZpLrg+SNLI9UH80XQ0ny30fFyZGz/thySrUSDrw+qb6Q/HXSjMRiVeJ4QZgcuWOigfF8SP8EUgBdFIEBzVQQNyzhfLByvw1/Qj4/GUUR0puI8kNSi06+Mpa/5E+DxJV7YOHZPWrtV7bSK2HLw7S1aiI/Eh9VJAj9iOlLP5JO4FtA7lW+YgGmhriZJ3lymafHD9MxIHLTmrJKdQyEMlXoWDgRYcWvYRHS3QlgLeET3ptcdf2j+aPHHcSOBv+c4lZlLSwCU3kqbkm2Uv1UlaXB/kx5pDq16ba6tNuw50vLQPuraka+9ZY1I/bRwem9H71MurBdyafd+O7npZyV9GImTxc35YyR8CiYPOB9XUdLkxeY4DWknfos/t2llJJAJNR+uD2nohzUm2TqFwDDiIbzUsFHp4AigpgMsIwqzgEfVlxB9kPJqOFsBL/ZEAF0lYNG4keZDGaSUVnB8WB1e2eNE5RLmpDtLGaWpzi8yhNR7Jxip7uKk9YrM2EL+oPcqhrS+uLqOM3gccImtcstfWvKQpjWtkzBq35AtSLz0nR9Yw6ucItzY3hULhc6gdr8IUeP5uIDNo8wLhiL65Im+22WOzAhauzeKK+j0alPRtWgCmJRteHU/ZCjYlv6Pc1vXIDrT78sg1jvb13g+WzdqBoGdnJ+t4IbVZ6qwdHMTG2vGhv0e5JR6qSzGig4L6o/nCjd+rZfUbHU8Ea+kUCseG2vEqTMFeP52TdGZyjgSVUhCscXq5kaBdSnKksqTH8XGalg8aP6Ij2SCJRjSR8tZZ80x1vHNCObR6ic8ah2bjmSt0bJrN2vBoa/5b9ZKO51pKPMhzAeHyPCcsIM8NdBzceJBnANdX4pT6ZM2JNuZZ6370Gq6FvftXOE1U4lXYFTxvljM0s/iQNyYkaNb4UL/RoAENaDyaWjCHJgRcH60eCQqRsUXnDSlzfTnfEX9QXzhY9aiOZWONA7FF6r02awEJgqPXSNPxrC1v0oLck5r/EsfoM0HS4Moebk4ncs2QuaX2I/cHeq9oz8mZmKWzp/u/UOhRRw0LEEYCoDWRFaih4/K+4XuCBBRoAIb6IPF6gjHJL1QL4bYCf4+mFughQWCGjlW2eKPXR7rOWX5bASMy3qz7eisgxw49X0QR+YbDvhztp5Upf/a3HUp+UoyOAQHnj8fPiKamkw3N70zd6DwUCh7sbY3VjtcJY2+LMRPeYIsLLLVgLysAt9qs4Bfx1fIHDaY5ba3c/3jtUVvP2CweLpEZ+dE4NR10nrnro0HzzzMXnDZa9qy1aL3XZg1EfR2Zk5HrELne3LOi5+PKVBOB5bfmC9cW8VXiljgtWJpZiOpEr0+hULgSlXidMI71AakFALN0tDdfNFDWgggkALB40YBLq0eBBj7RJIL20ZIKruxdE1pgGglUkcDV4pDG4wkiOX3vtYpeW/T+8dR7bdZE1OeRuYleA27doNxR/b7Oo5/xjEX85uwj69O6D63+o5ips7d7rlDYI+qoYWEq1ngQjyYFmX6MBpDRRCCqj2poOlLygSZs3iTNE2hpWhq3lEih45kVoHqDUm956+A7OwHbSyCIHjXkbKJHED3ffJh9HLCv5zCTm9PQuLMhcc/ULFyJY57rYx7bKaB2vApHgxlBljeJQLi4ek/wiQbMli9IMGsF3Z7ECkkarAQOnSeNR+OWEi5tfrS5sdaPNJ+aX8iPNCdUV5tbay72mnRp87AVrOtDbax69N5F7ZF7fIQbXW8orDWOPsMsDY7P61dfb90DM7HV/eCdw0wcY4JyjGM6NVTiVTgKeN8Yo2/ySD80iEAD+hFfEB+QYMCrFQ3YI4EOF9Ryr71jsYI3JLD0JEGSLlL2BLOeBOgQk65DgOUncu3WSr683NE10NdJ99DomCPP78xnPtcP4aXPs2yd2dhav1DYE+qoYeFoEUl+MnXWCg61oH/kTVuz5wJ8TmckAZWSnazxRJK0aNImlTlNzj+pzxqB8Ci3NkbEp8z6rUGPvqE22pE5ri+1Qe21fpFvNZQgtVt+e47waT70fNp4vP5rOpH+EUTGo3G1VrssewC9BnVNDhe141U4SFjBnIcjww+t3RPgSn2tABNNdqygXUp2EA6PpqVj+UDbvAkJ+hvlk/pyHFKip9V51io635KmNAbNZk9J1ylg5PpY9tLaR58xHJ+13mg/9NpGfEWee9Z4JL6ReksHgffZXDgMVJJ1XKgdrwPEoT5Qs/32vPl7bby+RgIFtN/MeRsJrDRub7IS1UUTNkTT8kXjRhI2yX+pzjOHnmDNmpOZSdcWCdjWz8voLldfb9XR+shuVw+uTuNGbKy+Ul3va4bOCLj5jH6RhmaT6Xf2HBRkzJ7nPV1Hy5c9+bo31I7XiaJuiivhSZ4ygzk04bHsuGRgxE9v4B9N4CQdrp7+ZOggmh4dhNvi1ZKMkeTWStDQOYnonGLShfrgGd9IYhyFN+n3aHr9kzQt3ojOoSD7PSkbFW8cF+p6jqESrxPFnh/SW8AKjme8sY0GsGiw5gn8pKRmZE60vp7EbkSH2km2nL7lm8bjGZs0H961h6xlSZ/zER0Hpx/lk2yQerR9TRxy8hW9nhIHes94/dPa97QWOETn4RDGtgTpew7WM3w7hHEW9oE6algoGJj5SbKmM/pJMuXmkh1JfxRoUhX1wUpWPJqaBpowWTaI1kg5EriNalplSxPxxds30j4bo//Di9aPHDX0HH/j7BFuScdbH/HP4kb7tOYLoL1+Ib4W1sExJEwe3w95nMeC2vEqHAw8nxpT2zWCLzSpyfBFSjwQXzQfND+lXY1IMqclKFpSFUkykCRN8oXz1dKRyh7fEZ2ILxa/5HdUB8HWidGxIyORHlmPWR8GZK4Tei96x5D5zC0UJFSSdJyoxKtwcNj7G5iWDHHlER2LD0mKpATHskWTW1RnJOiyAimJLxJoWYFp9Nqj47QwElBGdFD7qE4GTj2AmZ18WZqWjXT/enQjdpH7NrJmR/oWThPHsBNX4FFHDY8c3gBqpo7H3vPmaHHv6U0PTVZm6PY/nH7WOhhJOkeDrMzxWHNlJV3oJ+CRQNMzNu/1HvHFuvZenZn12fee9T+jNPveJvINh5rmGt/8J3F462faRceZPVeFz2Gtuaxrtn+c0jWqHa/CrjEjMcnk1IJrNOHTAlDPJ65cYoVoRnzLTGqQ8XCJo3cM0qfqVuIzmjRKOhG/Nc3RBAhNymcmfWsi8w/q14DnOZLNLdmOfMgV9Vd7BuxhXZ0yIvcD2qe3m6kzE7WLVWitEq/CDmHtJGRzZ/Ki9bTNSrBm+O1JDKWEBdHQEoiMBA7xEU0okIAucl0QnUhSaXFEdUbHi3AcA9Yey8zky6Pv1Yl++CDxeOuOac3tHTOTivPz88uSF0RLsqnkp7AV6qhhYXOcwpvi2oEqGuBkJD5cUI/unni1rPrMAN9KvkY/IIgmeYivXrvoTpe3HzIeNLiO2s8Couk9Xii1W992iB7P0/paZfqb84/qRf8ps+S/9xijh7+AJzeHii3GdszzWcBQO16Fg0f0U9gMzT3ACko9CZi0Y4L0z/okW0rkaJuXW0pwvONEbEY/4dd2riRuT5KE1Es2VsI5kvzuJYlaGxnzJLV7r0e0r3Z/RTA6J6ewbupvpPbp24hPexxPIReVeBV2hUN4s4wGFDPG5vUF3TnI2jnyJE1owiIF555dkZHdqoid5F80WLQSVY0rIwGrpCsfWydfnmuadV1GP/DxaMxAtq8RrPV3Q1v8fdKy42Zp7nVnLurTHsdSyEMdNSwcBTI+VR1NNrID9wi0oCozaEJ2V7KSN0mf7oZxuh4+rZw1noyg18Mb0YxojPb1JgYZOiNYjthp7R79yD9Q1rjX+CZDqj3rnyYjfTJ1MvxZG5ofmT7u/Qtp9rQDuMUXgOxlPRZ01I5X4WgxGhxHPoWdmXxZvngSq0hwy+3OeJM5ZG6zE0Or3vpEH50Tzxi23t3xJGMz/Np6lyAKKUGaoXGIyHgGjdqeMqQvnhj9RkBJx2tj7ZplrX1khwzhyJ63QqG1SrwKRw4kaJ6xGzQrUMhMUOiukXeuNN8sXam8xnVA/feMx5OsR3UisOZz9FqO+HQovJLGrAD22JMMb8J17PORDS3hyjwuqB3vQ3RG+lp+RdqQPtlzWDhN1FHDgogtgrI9IprsRILuQ5/b7EDJmvstA7PR3c2MxNnL57Xx7Nxlc6PYavcQ3QnVArTMNZARCHqPz3H2ezqCNxPHdmROSjCydaT2tXblso8A7v34ZWF/qB2vQmEASODvbfce95qV7GydBHp2JNHdOrSPxjUrsZTatF20jONaGdd767VCUf+7h4e228yVCzq8/0vKCuDX3FHhjiVGEi70+OAhfHW7d/yn/jwpxFCJV6GQgJGEgLNDj93NOraT9Uk8epQxws3Ve4/3rRVkZow/K2jOvg57DNRrt15GVsJVc+nDWl+AsQUO3X+KaPK5pmbhcFFHDQuFnSB7J2Xr4HNmkjfriCG3o8QldFHtWcHt6G5e1pHC6LG/xYY7tobqjCDKhwRLyHFAyYabF+/xQs6+Pw4oHQ08hiODe/bf+wUP2cf/9oC1xnRs87ZHnJ/r3/Ra+Bxqx6twkNjzp+17wmiCwiUho/5wXLMC6WhCErHLOPYX4VoTs3dF9jrukcDtkIO+vV4PD/Y2/1t8zfhayPaT+7uvaLK21Y7jqXwZxzE8K9ZCJV6FQkHFzL9rWiP5Quu9dtLfYI3wZszBrA8ltjrSuDW0T3KPdR4O0WeKtQNd+jdalu0aOqOgyQ6iOyP54pKXrLk+lcSosB/UUcNCOvZ2lM1rOwN7ORo1Q/8Yxrb1GGbOZxSzku2ZmPFMQBPwrGOHGVhLZy9Ya8cC/dIW1J8tjtlp32SI9I/qLnXZO0/Z34Y4As8czk740KSUe76NXPO9vH/tGbXjVSishD09kEZ2saSdnkMM1Hut7C+dWKvfbGT5tXVQlIVjGcexYcZ1kXZatvKH00C+nVB7Hfk7MqmvZKf5jfax/ImOIQuHuHO29QeOp4pKvApHj2P9e7CsY2l7mpfITtGe/O+B+rZX/1vbdtfLOt43EuBk/d1jFmdrl3/xRTZ3IRee5GuNo3noLlZmUpCpYyWKs7B1krS1fmEb1FHDQuHAEPkboTWPeh3qztepYa9zi67hiP+zxzySFHLHTXuejITz0JAdgGfuVs30jUtC1kpGes1IP2/9FkftItf3GO+7YxzTgj2PrXa8CgUnttpl8XzZQ5R7T8F4lk97HNvWqDnxYc9v4gUb1o4Qd2QuO0nTbEeO/a2F6HxseQRv5o4forun61fYD2rHq1AIYo/J1165t8Yxj+3YwO3yIDiWeyPjb1+OLeDLSEK0v3HibLJxiNeE7rTtLRmMYOQY5CnfgwhOccwR1I5X4ahQn+QXCnk4pDfSQ/LVi7XHNvLlBBkJ0pb6ml720cI1kj5NRzvSGElQtNdUYwTeecv8mzwP32g/9G/3CoeFSrwKhcLBY89fsrFHeD7BrTf5052D0eBbs8nYSZH6bb1zpe2ScIlQ9GiaNIdcgqNpRq+zNf8ar5aYaTrR9eP1JcN2hKOSruNFHTUsiDg/P8z/yXCIPh8btroGlYDhsO7vzPt/CRZG+JAjiJaOFLRQezp2ZJ72GhBFA9KZu07oDowXyK5LBqRkavYuFqKTlWAgvozyauuHS94y1oTUPmsXbbRfxv2Rdd33+ow7NNSOV0FEBbCFKLZ4QGvHWLb0B7HL1p3Ji3If0ps09XUvf1vGIfMT99mfpM9cg6hOJClBdlJGkwA06dCea6jOWvfi6PXJ0l/z2bPWGi8cDyrxKhQKBw/kjX3N4GPGJ7N7wMintZm82ZyH9CFT1v8Lm32UaeYHAMiHK55dNS7R8iZJls8jfTQbKUnM3H2TdDzXYYuduAw7hOMQnt2F/aCOGhbcOD8/zCOIhcJe0d9TkfuL9vFyWPaof30A4h3P0peOg/Jp9T284/f0yz5m5KkfDaBH2kewxa6LVs4MmpGdqYw1I+lkJ85aMjeqkz0/Xp2tNZH+sz7g2hsO1e9R1I5XwY1KugoFHqNv9llv3KM2Hq09vnnu0adjgHTNR4NwbUfFCtSt5DQzGM7craJ2UoLVv86AlshFElLkulHOSPKVmQCu+XzYIgEs7BuVeBUKhV1ircA+Q8cbGG2x8xAJYEe5t8LWHw7tbT7WABI0R3eaRgP1KEbuDXTMsxIs1Ce0XyTR1foh15RL2DwJetYHBAhGksrCaaGOGhYKhd3i/Nw+Atdazt+9WBy9Ta+L9PXoaJqj30IYGWfGEUTJfoH3GCHl1Dh6zDhGKI07O9BCAss1YAWzyG4EsnvhCZrRhCJz12hknF4tTnvm+uJ2wDhfMnR6Pao/U3NN1K5XoUfteBUKB4TZn9ht/fDPerPVghOUGw0IPf54fEHb0IDUo7HGJ8OHwmthjd21jN0hTz9t12FUx+tT5N6bcY9z93AkQdCSDcrr3dGR/BrV0cbiWR+cbeY60q6Fd66seZvpa+G4UYlXoXAgQIPoaGIwgsykbcug3woMIsFn5tyOBEmIT0jAnYEKNuZg7d0B6X6YvWMx8iEG9Uu7vywuqc3ikcYTuadpXyvJiupQTeS5iF6TTKDPaO96WcqVMBVGUUcNC26cn+/7Ww337t9MrD325c2HOz62Bag/UY6RbxiUuNC2iOaoDqI5MhfWdenXzcg/P/boSEDmMTvhRds1GythQj5MiH7Cj9hmfABhaVo2o0GzlLhE5i3SNppEaNjiA68tNCWb7GuFIHv8W7//FjDUjlfBjVNNak4Za32SncVltXFjyHgDjXxinvUptKU/8km+xhEN1hHsKZCY/dzLuC5Iu/caIQlOlMMqazxandZuzQXni3Rfoc9DNGHLfB6h92jmM11bK5EPDDzXKurnDFhj3dNzLQPHNp7ZqMSrcFQ41gfbHjArqEbePK3EBg16ovoIEH/Q9TkaTHj6ZwTfp5J8zcLWSdeIzsiHDlE95BlgtY08UyyfOc7MhEtKDNHEDk1u0WSU9ve+D2dcK8kX7fUoMtf7IaM+jPehjhoWCkGcnx/OkUbJ11ljWN5wuKNsUU2Og+pI9hHQ/lR/0c2YQ+T6IOWojlcz6h83h63Z32pIAxivPddPwlrJoidY8wTJSPtI0uVJUrz6nkA5wj2STPVlb+Ji2UltXCI1ktSgvmYmo30/z7yNXiuNe4QL7bPXZGyvfp0SaserUHBi9M1nbT+sB63FM+I38mml5JM3wJB4pDakP/faE1hZAYc2zswgx/tmmxFszeQr2BhJeqw1GU0steeBlmxw9ZaO1I6MmY5TS0Q8cyGNrW+L6iBzKLV5r2vk+qBJSeRZK2ladZyPmZqFAodKvAqFALwP2b0mXVk6mZgZpHuCl6g/6Ju35xogAarHZ2+/kSQY9amQh4ykC+VGkvvI8wZJHKyEgitzHJ7kQPOdciLcnvmh/amGR8fzDJB0RuZt9PogvEgf5Pp4UM+2goU6alg4epyfn6cdCTsULA9/eiSLqz8mSOOLXnupX6/T22ToRMqcL9maSF9qs/iF6C9A/pkyUo+2z0YkWNTqrbq1kuNo8u7RQdqiiQcKLRGxNFFeqU1K5rJ1uPpRHWmdIsmbB557ZwRZ91hUpxI6G4cyR7XjVSgcMEbftCzemUA/gY1w0TapzvrU1eKTAjGrj3TdUD4U1qfGWj3KTXU0O09bAcPspCsjMNYSCa1s6Wr3D6fPtXF9KY91/6D3v+XL6P04qhOBtlZmJEWeOUISy9mIznMlXceLSrwKJ4FjfnDNSro8b/Yjb+TIm2CWDveaC1gy5zQSUNL+IwGqJ4hGbLMD9GO+N2djRnAWXS/U3rO+kTLyjEBfa/eU1B8BfU4h3N7njfW8ytLp+1sJZvS5NoIMTW+/zITV0qF1heNBHTUsHCzOz/dzdDDDl55jedjOPiJJNb3/hFey497gsv4pMaeT+c1/lqbmg3QNI7yecq/P+WLpInPl8Uvj6GF92yG1Qer7Nqldw8xvPvQmD1q9Fpx57D2JtJRYjZQ1IDqWzWiArmlqyYiHN6KTkWxICUVGghFZB5nJGOJLBhC+LZLVrHFGn1kFGbXjVTho7P2m196Uo8GPpoXaUnutrxTIZOt4bdG+nP9aUMnxeq4h8kYl6SNj8CAy9xEbNGAf1UTqDxWecXqDNu/zJXoNpXZrXSPrnUtA0GcTMn5tzOj9o/W1fJbmAb3/keeeZEt9RrQ0HssnTdNzrSTfrHsmC8j7WJRjzzhEn/eESrwKIvZ8c+3FNzQotzi8fRAurX7Ut5nzjwZ7I8Fn/9pzDSPzJtVHAx4tuIroeINrT3mEW7JB6g8NnvGNrHtP38g1R4PjLB2U1/LV0rS4aRvl1pIvi4/a0IQMfQ6gOtxYOK1RHe2aognbXhKbqMZa76nZ2MtJo0NFHTUsiIjeXP0D5Bhu0PPzvKN+lMvLPeJL/0YV/aa6KCTuiCbt05o8nqUtW0dq08am+bnFUcOeJ6IZOXZIg4vso4bWP1DWEOmbEXBZ9VkJa2YChgb70aTGo2PZRIJbDzeX/GRwW2UUWlJEfYmMB+X2+jaiOcKFXB+vXyM+efgPAYfqdyZqx6tQaPybRPTNx6MX6UN/W31QO9Tea4vMLTc2qYwACdZQHSk40MbABTTSnEj1GQGA5RPqC6ftKSOBFxqcafUj9+taAYF3nJatd26Ra4XcB309t5aiZWTMkv/SeouMWbqHNT/RuYg+A6Qfra/1muOSxuaZN63MzZnVB5l3ySfL77XufepH4TRRO16Fwv8f5+fyrgh9naUzi2N5sI/oaBp0rvrfozrSdeA019DxflmGpEv7I5raGCJ8ki/SHEm6I5oLZnyxBqeDYGRdLfD21QJRtB4NbNGyNwBGE5IRnzRNS8PrtxaoS/73fNEkwjt3M3W4ebKSmpHxaLqaZhRrrXFEPwuVyB0WaserkIY93vzeN5osvj3OBQfJ19E3Um0O0CBB46Y6XOCDBgmoDtXkXnvrLX8igYEVJHgCeGQOIwEg0p5ZPxuR+2PU3jt/VtnDEQn8PfedR0e7Hz0+RHWQ56dU77m/Oa3I+5H3meKBNW8W7+h4LF+yEH22FgqtVeJVSMSh/T3X7GApu7/GiQTctB/6hjUSICP+Sv2jY6N2WpDJBQVWoGLZeYIxLcmJBC4SP+IrElSOBNvI+LUxjNbPwtrPEcrhDTy1+2EpS/WoX961jKxr9P5B7mHOX41D0/HMhaQxcq9rPNZzjCtrGtrYrDUj6XNaCJC5QsbmheX3Xp5LM3FMY9kCddSwIKK/ubj/i7P3ROv8HP9ygSy91rAvUMj0pe8ncSA2lj9cv37MXJAe0UH8pm/io+NZylygMPqFI9oYRo8dSv5Fy9qcZOksmHXUkKvnwD3TRuDliCQatF4qe+zRQFkqo4HtqA6nqWmM+u1NAJBkZ0RH0qK6Gh+ipSU0ko4275aWpJOJGYmC97ptiexkcO+x395RO16FMLZ+mPSIPOjX0ETfBLk3Lu5NaeTNSQtYND6rn8ZlBQaRIE4KHjkdT3Cp6VEeTQfRtwJgdNweTWvM0evjLUd8Gq2XbLOeYdH7w9vunV/LXruXrH7evhq891P/2rqfLA6vvqSrjYebD4mb8wtdq54xa2Xutaan8Wm+oDqWr5wmCnS9IX5Z/hUKrVXidfQ4hQdA5GE7qud9sHvavUGPxe19w9Z80QKKaGDAcUm2mgYSiGmcWlCHBlKaL9IbtGTrDaLQeZDmBJkLquMto3Mp6aD13mA1ck9H+i19UT8811LikOylNe65fpxGdC1Lc6HNCdX1jNEaPzp27f7VuJB5syBpaj5ZZUuHGw/3Gy1b47P0pD7aGCL3Leof4kvhtFFHDY8ctSV8Jc7Pc/9HlUeH1lmvR7Rbix97RPilY2heHc2ub6Pl3qb3IQJtPNy3CFrzq7VlHTuUfMvSkeoiOj0sHckWqffaRGx7jARWXN9IMGmVPbaRcmYQjiYrmp4UXKM6CJBERNORxmG19clUZoJD9TQdZN4QXSv5GdWR5n1kvVsYnXuUu3DYqB2vwubIfNPYClv5irypS/b0jRV9g0PfVL06kSBFC0o4vowxc3beYMgKDiUbRAfh4MYp+TGiw11Ha7zU1lMv6VhA+Eb4ES2JDxm/dX9a11bjQK6txh9ZK1o9dw8g/qNjlp4jkqa1hi1uy8bilvTQZ542PkRHeo0+E6y1a7VF70MvsnU863WtMRbWQe14HTnOz9fZ3RlF7+eh+Nza5x6IXn8zx7hw0d9LG1evcUj2dKyRMUg6tIz6RHktzQXSfHF82trkuKkGLS+vOT8zYH0ZB+cf119aTxm+afPLjcNb37d71uisAMfiRYJKr000sOMCc06f1ksBNsqhBZlSYoAkMp4xc8kKx6slK7TemguuXfqR5oWWuXFZttL4OHtpPqQxSn2kNs5/Ddr8rAXUV6mfVF5zDIV1UInXkWPNBMYT5HABkxSMjfoxwpXpl+VPhs7Sb5lf7/G1jDFwNtQflFsrc7zRsUXmbbGbraMlfb0PI3xWOZtPmk86hh4zjiOuDSSAtOq9NkgQPFqO+oSWKac3cO/7WTraNUKSDzTxQKHpjHJrOpr+VjoZmiP9s5OhyNpH+bL8ytCZ+Qze0/MdRR01LKRhZpKXcXMhHFk6HI/2Bq/Z0zehkTckjcf7hijxafUSNxewoHzo2DgtLWDyjJObHzQYQ8YmjRXlQ4OnjPUR9ZFrl8aM2u/lTdnyBR2D12b02mnrSVof1px77gPpHrLG7rmXtXsUrRsZJ/o8krhH5xN5ZnBj464Jci0kO22cGp+13jX/0fIIIv4Vjhu141XYNc7P/UeFvLsQVKfnaM3+MoURf7k+nC+ojxnH8aRyP35ubjh+7o1R4qbjsHQot3QETZs3TpfToWOSYO1O0bFo/amttSYlfzV+zSfk2mTv2Ek+IruYyFqg45sJJPiL1ntskCBXC9o5fuT3aGDLBfa0nvOVq0cCdYlPatfauDKi65kPide6rpYO1ZTG42mnZa2N8w1Zy8ia9Y5ba0O5EM5DwrGMY0tU4nXkkIIRr02GThRa8BbhyNLhAkkksdH6SHYopH7eeo9ea1cGy1x9to51BJD21/T7effqWDacPxZ35JielHxHy9JcUD1kHpCED024tDf+LJtMWDpSO1KvBamzy9bv0TIdkxY4S8G1FpyjAbQ09pHxeNq4MXD63nWE+h0Zm6TjmTf0+nA6Wr/I2kP5Rvw6FFgf7hVsVOJVODiMBvGUx8vH2c9IbKKBLuqDNn4tcPbOW28vBdnSbtsCdKeOzhO16WHNIWfP2XHjoD5bb1TeZABZF1kJCmcn6aO+97yRhGvkQyTJ19FnSjRAjNZrwdxoEjTyO7PMJRS0Hilb80b1LA1t7JbPHJfFR20ljOhIZWkeKZ+l4+kjvaY+jsAzr1HuQoFD/Y1XYTWMPoz29DCz3typjdSm9UPKnjdFr74WxEiBhUffE/xpAZBW37dJwYgWVGlljkML3ixfkQByJDi0riWq7/UV1UfmiGuX4A3Qos8Xj452n3jrpXLGteK0kN8z1kdfJ93D1jxocxi9hzluzgeL07q/NR1EA9FBoPVF1pI0hx47Wh95dkSA3htSv0KhR+14FYZwfu7fLWot5zgiom3ZeP3PgKSZ6QudZ/oGgfwNzho6VFN7PVLm/EZ20bQxLG3I9ezfgNEjfZ5y7wv1K2sOOX8zuXtImly7hJFdxAg8fb2BmhRgzipbAab0O7tMg2vJV64s8XHj0xDhRvmjcxIdg1TPjc2afw/QOaT6Hm6t3nu/Rdsy5gqFxR8Zc2EdVOJVGMLaSQuFFkBr9t5+Xp9as//OCE0SIvpaMkPrlzc5NFhH57B/s9WOEnLaC2i/npfzTePu+bxBNhIsSL5zbRFfpGuo2XvH6k1oosmXxovYcHNJQa+FhRkBCcLJ2UQDu4xEh7Yhv6Uy55/Wj3uN6FAtLYnQflAdzU9EV+Kw5lXiGvFVuq7IdePmGuFFypK+ZqdBW5vI2BD+QgFBHTUsHCSiAQ3aNwLuzRfRHH1D0fRH/EHebNFAyKsjvVmjb9iI30hQhM4Dws21eefQ44sU+GgBmjYea8xaOy0j40E5tHpOZy1EfULG6JkntCytCeS31E8bp+Q/vT8Q/zgd733qGY9nDMg9z+lo8I6buwbee13TRa6PNQZJk/aJPi8toP5YY1v7OVM4PNSO1wGiv7G33nHaC87P5+5gjRxr0/zU+Frz/4Pennfp37/m6q0xWPre+YnqcGOTxonuxGjj8eggmn1/bezIOtBsNL9GrpXlC+pHD/TYocah1XM6awLR8wRwSICKBJBIoC7VScnDiCbKzY3T0kcTAmROaJn+SNyS/0iyoOlE1lfkmnjGpNV7rhWKkXvCA8996uVDyoXjQSVehaMBGrijPFKg6eXiOCifFfgiwa11NFAbp/SG19dT20VbGrd1vNCjEwkyNU2Jz7oGlqbmXwQZx/OoPWeHJi6oDuKHxpWttwdY4xgJGr1BnJRYaL9pnZXQaDZSAsNpoBwWN/KzFrdWL80BtaHzrNlp18q6HpKOd02gz02Og7PTwNmi19WDqL33Hi0cF+qoYeHgsdYDynpoa36hD1S0zfPGh+hIbzyajhZEWLojOlIf6zp4AieEw/JbsreCL21sSFnySxoPOldW2dJGfLLWr3V9JFj3w0wg2t5nCMc9WuZ0vWsz6hfth65nRFOyQ+5Ba31TSM8Xrk3is+4BTUfS1MajwRqP5/6XuDk7r9/IWvb6wNkh96mF6POxcDyoHa/CVPQPkLWORZ6f87tJtN7D4dVvzfdPczUOtI/lD+cbqoPqUg6qj+p45oaOxzs2bSwot6UjrQnu/tA4vMcBabnXGh3PyFHDkWOHUr0WrGx11LAHoo0EdpyNN5hDEgrNRkseImUpydACfc0XxM7rK8dFf2hfazyoL14dye+RegvIeKx1g94j3jWm+Sm1W9dxLYw8N/aoU6jEq3DCkALGzARRC7g9xw6RQNcKkDnfOE6qqXHTfhI3racBBHecUuKWjqFpvrTW2sWLF9uFCxfUedXeWKwjkJyPVh2qg+BQj+ch86LNp1bPtUvcWfDMvTc4jAacWmKicSDBucaNlqV2TZML9CM/ln/Sb48PFy9eNMduzS061uh4uGspAVk32lhGdZC+SPssaHNSKNRRw8JRQXrIeQOZqDbCF9XxBEmWL6gPnmDM8lPi9gRdXJCB+o2MxwoCvdySDmcj6SABlUcnYjtS9syVNB+IjWarISsgstYkqmvVo+uB4/Ncm0i/yDqJ8HE2Xt88a5fOi+cZZc2bxK2tg4iOpinB0kHGpnFTHcm/6NqLwpoTyyZiWzgd1I5XYbc4P8//psKF08Pd2yLliD9cubW8o4Z0FyV61FDTp1xUhx4Hy9SkZeuIG8ct6dOxaWPVylZfaQyjxwslX1CO0SOQHv/6sUvj5GxoPRrozDiC6OHSgmurHg2wuTo0SKdBrFXvKWtBfNQvD9fI+DkdDdF56+eJ9kV1kDFzOug6tnQ81wPVG7k/vFoejgxNlH/vmOnrIc0Dh0q8CrsGFyRupd8aHxB6ubjXlo4UONM6idfyp+dE3kijRwCl3xy3ZcuNBy1L4/Q+0KW+y9Gi5WjjUnd2dqZejwsXLlwa62Lv9WXmfbLWfXjIOp41hKxlqd4TZCIJgyfx0DisgJsL7jPK6I927C9TZ82xcddG45Ds6dqR2hC/ubUhla31RssaRuc7igyOwmmgEq8ChOVhQoMUqT5T5/x8fGeJaoxwUH9as8cvaUbnj5uTnovyUn1tDno+NFHsx6KNJ8qt7dCg82PpSJpSm4cP2bXRNDR/rOttza1nPMg4tbJ3J0vavfLWc5ix27XAy8nZSxxoMCv11YJiLzcSQHPlUT7OBu3v8dWjkzU2Tr+HpqPpUzsJ1rg9a0WD5Bung1wTFFn3zF6BPDcK26L+xqvgwlpBCvLGgPiyxcNGe1Cjb3gIn/cNTnrDRt7gJD5NUwpIvPrcGCwdTtMzTiuwyRqbZIOMjdpYmpq+ZYvYIGVtvMiccNxSXwseWw88nJ7xSWuyL1tzKl1XlE+7jug95V2rEX3vfY1wWzo9kHtF803T9/RHxslxa/NEOVAdidd7D1q+ab6g/J4+EW6tPAJkLgrbo3a8CrvA+bm9C9XbLGWkn0d/eUDN4KZ1vY5lQ31E6jht+rD37JBwxxz71z03cuyQm2sp+FiO4FE+SYebR8rJ8Um2/RFACZ43PeuNkNPkyt512s/56A5oFqTrydlExplp69GOtlMba10hwVy0rN0nERutX1+efRwwmw/VQecC0db4rGuIcll8tN5aD1wZ4bZA+3H1kl8jiPJFxlg4HlTiVUhH/yDx/o1KZmDn5evtI74s47Y4JB3a3+tr35/zpW/zakg60hiQ8fR8a+hIZWvekGOGHr+9Nr2u5OuIJvfGryX4Goe3rM0pOn4J3mOHmQEQwmXZIMEZEthqQXJGWeLkgvwsPq2vFGhb/mncFNL4rHFynJK+pMuN1ztXFkaulUdjhFuaT0Q3wyaDO3p9IvaF/aASr8JRgAbBXJtko/Wl7Wi5tbG/h5P4JE0Pl7RDpelw9VTDmg9a7rWtcVK/UW5OC33DpjaSn9Z4OH2tXkswPGsP1fEkOlqCYnFzOprf2v3DcVCg9wf1SeP0cETspMBcq8suW7+XstaX2vXtWlmzl+ykfpyvmt+oX8gzx6NpaWljo5rca0lD8gW53pKuZ24lvyWNyBq2ODn/EN8sfmSNFE4XlXgVDh59QJi9w9Zzt4Z9cUVEu3/NaWq+eAJeqmnpS29qtJ3yet6wNB3Opq/vv/nP82a7/DPl8/Pzy/6pMvcthB4sc9PzcNxWfTYia1Tj0dbV2n5ljW2E0xNceYM56Z6ZVY7cj5qNZtuXreOFFy9eFBMFScejr5WjP5ncPTQt6ZpwutJ18lxDbp1o7bQs9eXstDpOcwYkHe+YC6eLSrxOCP2Nr31KbNms5Uu2XmS3y8O7jMnS0XyR+nt8QI6eoTqS31SH40V1ljfN6Bg8Y7N06Lrk2jw7UlIfzzilnaIsbmksVGsmt6RDbaV6i9sDTyLfI8Ne4kDqrbLH1lO2AvwIB2pvjVfTGQmUOa7+xzNOREvS4XS1MSBr1BoPooMgMlfWOtC0rHrvvZfB7eXMBroeCrmoxKtwdOiDN6lNs0F4PL605t8pk9q0oNyTbFD/pIcrFwxbc9jbUG4kQOa4e02rrI1H0rXGqc27pdHbRZMRaZ40f5b6aHJF66NjsObFSuj68XjrI/evxGfZe/mRem9QFy2jQS/CQ/vSOq4ctefaNX3U7/6H7sRJPiB+c/aSv9J10GBpajp0bByv1SZxSteC45bug5F7wQNk3RQKI6jEq3BU6IM371EhLejLBg04e03Ody7QlRIHyq0lXVoCoQXd/ZsTraN8XKLHjY2+puORgkGNW4MUgKHc5+f+Y4JWAJNx7NCz9r33icUj8WXpzIa1VjmMrDurfiTY9JS54DlaLwX4M8rWz0zuLM0MbW3uKa+kTa8nbdPWDcIvcXF8kp2E0euN8Gv1qJ+FQmuVeBVWRP9w2jIIOz+P7yZJfS0dtNxa/Es0etueC9XR/J81Nk6H47DG4x1bVIdyU3tOA/U7Mp8ckORb8gupR9Yp9Q/ZMbN20jRuSxOB157C09cK5CL1VoCbXbaCbw+f13dJx9K3Am8r8I/oWDYctLHRH+8YJL2Ra2XpjV4rz1iQMVh86NpfA2tqjWKmr4c0DxYq8SocNaTAsH9N60e5kSCV84fjX/oimlK5HydnJwXX2jEy6o+ko2lyY9XqLB36RRvRQBrh5uw5/7UEv2/jdEZAfeo1adnqi+ogfIg9Mp5ofd9OsUXQgKx7qd4T4CLtnuCYC4ylOq5NSia4OqSe89/70x8p5I4XajrIXKFjsuaMYkSHW1PWOC1NyV+NG9VB59wLzq8sZPhXOC5U4lU4WpyfjyVWlKM1/EsNvBocB/eQ9uw+UH5aRneZqDblQN5MNVCtPgnpv3nQ0umBvMFZyabE4U2OtCRgGRtXLyVKNGnTgKxH6z7h1saoptVv5J7dIzzrFLH12iDBrGRrBeLcbyRQjpatYH/5kRIp9NsToz/RMXi5EU2LS+PT1oq2hrzctKwBXafWGh9BlC9Lv3D4qMTrwNHfzGsFKpzmWn6cn8eOAErtVj/UF+v1UrZsWsOOySE+oWVUk2un/ZeyRweZt77M6XDc1vqwuC0drcz14+qRedPm0wI6J565oO2ajWcMnp0xZG6tOVkbkuZIPWeDBLfRMvJ7lj7CbdlIyQFXRnQkvywd6zUyD7N1NH1LU8OIzkxYOogf0Xt2FNa6LewLlXgVdgtvwOjhlPpJwaPXV4tDs9F0teCWwgqqrWBa0pEe6HS3yNLRdKVxczrU5vz8c0f2ll0zaY6ohvQ/vSRfIm+oEvcyF8v4tC/aiCQPdM7RXa6oZvSe3Soxmg0kKPPWZwTV0j3E/aZ1nF20rO1ESYkGV6+VJT5tlwvlsnSWH+sYo6VJYfkhXU9ER9K11pbEj/SP8KHQ1q7HRuNG7aW+iO0xnQY4RVTiVdg1+oeMVR55IHn79pqt2UmOxW3ZSjq0XvKBK1MOdJycrz0f7S/pIPp98uYp9+CSMG28tHx+/tkkiNPpjx16jiAiY6d80YQE6UfH5uXz3Ke03HNqO43WeLR66qs2thF4Ayir3mvjKSPBr2UTDey9Ze5Hatf4LB+jPxyflGB5eSk0TW586FxqOt5rTPtofLSsQePLxIifI/YIKuk6fFTiVZiK/qGCPDA4+/PzWFIk9ZX4pH4Wn8Xr9W+pby2+89b3t8aTpcO94Vg6liZna43N0uHs6Ri0skeTQ8b1oXOBwDMnlFtKjLRyJBGT1hM3d1a9dR1Qbi+8HFrgq9kgwaGnTDW0QFoKuqP6khbCbdl4koMsHa6eAzo2dC4QHa4+cg09yFoT1uuRsgcIB8Lt9WWt51OGTkFGJV6Fo0Qf1Fk2iG2WT63xgbfVh+unBaDeHTBqGw3sOd+RwM1Cb9vvWnmCyfNz/giiF9LOVoR7medlrqV+nObIuqXXGU2ILU3vmvGsTS/Wuq853VF7K9ikdRll6zet0+5lrV0rSwmHZm/VR34sn5ajiaOaS3/uqCM6Xx4d7zXsr7t3LSE8qI6mj4LTRv3WOAsFLyrxKhwVzs/nBG/LAzaaqGl9aBunSe1ouUck6eLakDeVvk/fjytTbo8OfdP16Cx+Uh0pgdJ2rs7Pr0yOLG7PerH8Xtp7Ps91s9qpr9zcSpye3TDqt6TPjXGknrPptWfB4rYCQq+NJ0heykjfaCAfKdMfzg+tH/c3Y5y/1g9ny81ba/jfqaGayLUaGY/GTds810/yG9Xp66LzwOkgelI76lehYKESrxPH+bmeECyY+cnxbJ1ljNxYtfFrXFrZ4kU4NO6epzV+zvo2ake5OTtEn/NBG4PFHdHh/PeMhytz3Jwmwi3Z9EA0vXNrBQKST8hcSePX1pJW7rk4HWk83npOZ00getGA0Ap2kWDYstcC2oyyxY3oW35xWpZPaL3kpwZ0nPRH8x3ViYzHQnQ+PeOR1mykbCHabxRrP5tGcEi+7gWVeJ04ZiZUhwQp2IvMjxbQcmWqLyVSSLAqlT0BmOeNnSabHu7INw9SDulbCK3xLNqSvsbdg9s167k5vxGO5br1a0Ir9328QNccsj4jZcsnRBOpR9tnwLOupTqJI3ofa7ZSXy25kOqsvlxCofFr9pIO93+8ov+vyxpDFt8a3NI1ztCU1pbkB63vQes5Gw4SH/WL84WzReG1L5wWKvEqTMP5+TZ/Y8Ehw5eFY3moosmUpU/bOB2vPi0vv7my5CvHx/m+oO9v6VA+qd7S1MraeKh9nwT2iY3XP2sXhlsHs3ZgkJ0fzVetjzaeUV+5+eh1pGQfqefaOV+i8FxD5J7y2KD3BVKWgnMuALYCWCQJQNu4AF+rl8rRH3RsqJY1bxKQ8Vi+IsgcD6qj9YusK40zeq8VCiOoxOtEwQUmWUEU5UX1EfQ+ImWEx8ON2mvj8o7BOzav5uLrqCblWspaW0QT0aHrC9GfMR5Nn+r08K4JzRcrWPD6LV03tB9aluZCmi9PvTQP/fij8PQfCfY4G2ltSXwaB/c7wqPxS/55NDkbT0COcnNly3/EV0ST/tC+2ngkTUtHGw8C5Bog65zj9azDEb8tG0tTez3jOTMy5r18SN5jdI72ikq8CpewxxtvARqAehKuPpCzdpyiDyYk0JQ0Jb81bgno3NE6qk/bkQcjEmhEjx1qOufnnz0iaP2vLesN9uzsrF24cOGy8oLl2NKi01q7tGPGaXJzTo8mLvX9Do9W7q+LtZ6ka85xc+u/76/ZjpZ7cDq03VPPcS/zkQ3v/eGtl+4nro8nWJUCb+432maVuf97RV/TZwbHgZQ1Dqu8/NAji5yN9OPRHPl/YNr8SGPj1gW3JmhZ0pT6IGtN8ycCbd2O8HE86PztAXuO/Y4RlXgVDgbn53jy1dehPBFflgcoGuRympIPEp+lQ+FNUi0dbsyaDnKteg6uHhmPxS1xaTZLe89nXXvvm6o0B2g5QzeSDCHzFi330NZ03659MCEBsYkAuRaSjVVvBcBcP09faisFwFyAL2l6gn2O18Pn0bHK0twiOnQsEU3tGlg/2hiQsWm66FzR/hJQH0auIaJr1fdtnvsQuU8Lp4NKvI4I/Q291icYXOCS5UcGz/l5LMmS+kkc1Kb3WdNFdNAxaL4t/nBlqY1LDjVfojp92dLp31QjCY82Tu4aRnS4dYCOGfFf8jWaSCHJFTdXXu6sRC86BgmRpBVBJOBE6z1BX6QvElxL9lQTDZAtfase5UXGScvaD+IPnRNpbjRNTocCvSbaOLV5kl5r+pIm5wMCzTevX6P9RjHyjMjWKayHSrwKR48+YLRsqG1f35r/2CESrGo6kj3HZyUQlp9cude2ArcRnZ6b+6ILqUyPAGrl/jhgfwRR4l78WV5zmr1NX7+0aUcQF1tJUyovr7VyX8dx9Gunt+9tab1kb5U9ttx6Qm20fhJmJV0LRgIrK0CMBpxS4KpxS8mBxRcp0zrpOKB11JDyeX60b0HUuKVvSrTGkOU3Mq+oTURHWgN0fXp8opxeWL5ytmh9oRBBJV6F1bA8vLSkBbHx6Em7M5Z9RIf6LunTct8H1bN0OBupj8dXLQi25sDDrYEmg8vrqN8Iei7renM6WiKs+eNJbjxziPrgTZiseZ6VdGk63jFnA9HgbJAgEAlMqY0VKHN1mqbU1wrwNTuEY1RH+0HHJvEhPkjzKcHStHT615qmdQ2iY9DWkcXnXWMakPsE8WsG1nge7VH71FCJV2F1nJ/PS4JQ7Z7fo4X0kwJLi7e3ozo9nyeB43zs52CBFRBbSZnlM4eIzvIGO6qD6Pfz6Xnz9fpCr0ckAfWO06PT22rzHtXR7hPkXuLq6bxwQO/NKJC55Wy8AaDH3vrNla2gV+LLLvevpXpqg/BxvFq9pEPn3ppTy0fLjoM2Nq1em0/Ki4wTmXONNwOWjnXfoL5p90GUp3DcmJp4/f3f/31729ve1t72tre1t7/97e3tb397+9CHPtRaa+3JT35ye8UrXmFyvOIVr2hPfepTIb1f+7Vfa095ylNUm49//OPtl37pl9rv/M7vtPe85z3tk5/8ZLvmmmvaN3/zN7dnP/vZ7cu//MshrcLhow8kuXra3te3Fjt22Pej5R7WbglaR/2mY1ts6TfvUZ+tN87zc/mfDEvgeKRvNRx5s5b6WscO+z79McJ+Hpf2s7Mrjxr2c9LXt3b5sUPvUUPKx3H3a4dq9jZoci/xWWsaLdO6HtFdL60ebc+EpYMGulEb6V7W7nE0sJb40LLWbn3zoPTthZSb+0G+4ZA7Doj+82XOV208nF/eH2u+pWtNy6gdN/eSXXTNeGGtU8nHqA7VzOBGdUd5Zn3wVJAxNfG6z33uM5PejZtvvrk9/vGPb3/5l395Wf1f/MVftL/4i79oL3vZy9pv/MZvtCc84Qkbebhf9Dd69o3q4e4fFNGHBsIR1ZH6IWXLn9b8xwste3TsPbdUpn7SNu9cra1DwSWovXZv5/FbG4OGaEKDjpkb71rlY0+6Flh6SNA2YsMF4J7g2iprATQSXHsDcs4e6eOx0/xCxmNx0GuIcnE/liaC6DWR+kd1vH5HgNw/UR7puo4gy98FI7HcFtflWLDaUcMv+7Iva9ddd137H//jf4Q5/vt//+/tvve9r9h+//vfX2z7yEc+0r75m7/5UtL19Kc/vX3Xd31Xu/rqq9vrX//69lM/9VPtwx/+cPvO7/zO9uY3v7l99Vd/ddjPwlxIgSSS2Hi4I37QNinY9PDRMscn2SB+SnyITl+2fM7CWm/Q2ptcZtDO/W+xKLzrfUudLRKfrWGNF1nPIzY0UEaCX8kGTUCiiQ6aWNB2VBNJMFA/NM3IOCwdCdZ1ssZlzYemg+hb/tOxWOsE9QXRsupH3muO7Tl3bONZG1MTr+c///nt+uuvb9dff327z33u09773ve2Bz7wgWG+Bz/4we0BD3hAqO8LXvCC9u53v7u11trP/uzPtuc+97mX2h71qEe1r//6r2833HBD+/jHP96e85zntDe84Q1hPwvz0Qd+fSCcnXBx3GhfS681fYdCqu/703atjoPFLb2Rau0WFi3pmwcXG67c2uWJCleWuGl5mWNLp7enOtJ4uDH0mly5/9HmTSr360XT8ax1uk41HcRHyV+61q0xSzZIfd/OaWbCuieQgE+qt2zQ4FSzl4JcrZ8VLHv/abHnqOFSr/14/vEywofozD5e2P8gc5vJza0rrs67ZjxA/Otfe8aA2hQKKKYmXj/+4z8+kx7Gpz/96faLv/iLrbXWHvKQh7Qf+IEfuMLma7/2a9v3fM/3tJe85CXtxhtvbG9/+9vb9ddfv7arm6B/kGQHIVncC4/FcX4+L/nqy/Q3119q08rLGC2ufi4k/6hNz63peLg9Ogsi3LS/ZeeZe0tHGxs3Hmt+kGsfhXfMtK9Wj35IkFHmfIr6rWF0vhFY/EiwJ9VbNpKtFOhGy9xvLaBGy1KgbOlKZXReaJkbL8fNjVPzm+Ol9aimpaOtQ2SuUW7ah9OSuL1l9N6NXu+IvceXEZs1OApzcBLfavj617++/b//9/9aa5/9Ug/pSwCe8pSntJe85CWttdZ+7/d+72QSr2NHHxxagSnXz6PB9ZOCVoRL46ZljpvWc/37BzSaQHHz2fONvEF5dSTN83N9B80KuqUjgFxwRHe2pHrr2ve7bN4vK7F0uPuAa7e4qQ5yL3l8tzRH+NbGSJBl1WuJAfdaCpitwJILtqV+SADvKXM/1JbbobL4LA30/3hRHmteNR1prNI10+zQcSI6tL6HNN/SnHM6HKfGjaxZymMh2q9QiOAkEq83velNl8o33HCDaPfwhz+83fWud20f//jH25vf/OY1XNsd9hCszAQSyHE2y0NYC1w1Ts6u56PlHuhOA+Xu+3P1CLg3JLqzxNlKxwElcJyIjqXZf0uiVO65pEStT2a48XDfhkhtvccO6T9eRsv9eCh3P7d0LUvJfs8t3T99Xysho+UelEezRxIyzl5ql2yi8AZ8nnrkfqD9PH2lgFfi02yQAForI8f0lnopkUH+CfPItxdaOpzmGv80eQa3tD64687ZWn6jiK5HTcejf6g4Pz/uGO8Q4P9IdUM89alPbfe9733bne50p3ave92rPfKRj2w/8iM/0t73vvep/f78z//8Uvm6664T7a666qp27bXXttZau+mmm3Kc3gjcAxHByKfVHk3E3stp6Vllyd7iQd40EH3Uxwwd7Y3J4kDekDU7zn+PjkfTMyeIjhREUJuI3xzHaGAkjY2rlziRQMnitubPa4/wIePx2kSvi9fGqkfmGV0v1rWV1op1XZA1aZWtMUm2tA7h1saMzHeEm5YRHeR6atyojuSrR0cb22hZ00U1vTZe/xC/6HzPBv2AbW39woHtePVfePGhD32ofehDH2p//Md/3H7+53++vfCFL2zPfOYz2X633npra621u93tbu2e97ynqnHNNde0P/3TP20f/OAH2yc/+cl25zvfGfZv0ZHwgQ98AOYqbIPzc9/RpsWG9msN+xsh62gXteH4enh2x6R6iZvT6bnoThA9DshpamNHjtppmku79cUdyBFA6hvnB7eDZh07RMdp+aMdARw5XojYa/qt2V93n6Xp5YjYeIAEM56AldZ7A3lPAmAF4UigriUGUjLBtWd/uYZki+5+eXSiP9z14Gys6xbRkcoRTc5Gg2fNWD5rdYgvEnf0HiwUFhxE4vUVX/EV7du//dvbox71qHbNNde01lr7q7/6q/a7v/u77VWvelX7xCc+0f7tv/237ezsrD3jGc+4ov9HPvKR1lprd7/73U2tu93tbpfKH/3oR12J1+Jb4fBwfo4fQVweqtYxKo5b0l74uHIPSYfaWke5rDcGjps7+ie90S3JBJJkSeg1kG877OE5dsj5TcvcUUOpXgKnKfFJ5d4fBL2txEdttWOC2ocAkr21vpH7qF9D6BHECKS1ity/oxqSjRVMZpet4B+p9wbQUhn5uyopmeh/ZvxzZO5H+ibDrY4XRnWs9SGtGbpW0TWD3kOab5yO1Bep52y891ShwGH3ideTnvSk9uQnP/mKN77rr7++fed3fmf7gz/4g/bt3/7t7dOf/nT7/u///vat3/qt7Uu/9Esvs/3EJz7RWmvtTne6k6nXJ1q33357wgiOD/2DJfussIf7/Bz/5jpU28NB67XXI2Wq2ZodAFM7TWex4+otDkun55Z0JE2tP9VEuKX2DB3ahyJjHSA6nC4yJ5yPlp41d+jcWmVEk2tH6hEgfb3cnmBPsvcGgdEyF0zT32v4IgXrkj7Xh/IhY9a4JX3JjuNEubN1JE3OBuXmuDw6Vlkbi9am+Woh+tzw9vX6OOJXFFtoHiN2n3h9wRd8gdr+hCc8oT3/+c9v//E//sf28Y9/vL385S9vP/zDP3yZzV3ucpfWWmuf+tSnTL1PfvKTl8pXX321y9dbbrlFbf/ABz7QHvGIR7g4Czo8wStii+ggPrXGfxGHFOwifNQeDXr7fhoXEvhqPva7OfRNTwrqW5N3ghBoX+JxdsbvcvW+Ut/ojtfS3u8Q9V96If1/MQrK0+8ILT+9TQTamu+5e7teD6mn3Istd3947k2uvECbU9pu3SsU3vtvBNEgTwpipTo0eeDKVjISSUJoffb/8eLK1g/HLe1KaRoZvkh8iE1Eh7tOdA1IOpIevd60zL3m2jzzivBKOlo9dw9EgNzLhdPE7hMvBM94xjPa85///HZ+ft5uvPHGKxKve9zjHq21zx4dtPCxj33sUhk5mtjj/ve/v8u+kIPz8/HkC+Hm6mm7l3+xay326b+kI42X6ye9GXjbej5a5sZMkxlurqQxLGXv34Fxxw6pX7RfryP53dfT5EobuzQGaiMlZ/Q6c7aaD5SP05f6taZ/uICWLVj96Lq26iXumUACLitQ8wSNSJnWSfWIjRSgc/08ZeloHn3NtaH/wLjXkbi4+pGx0R/0eKPGzc05ytdD0uFs0HmwxoACWd/IGJB7KRszuQuHhYP6VkMJX/IlX9K++Iu/uLXW2G84XBKij33sY+0f//EfVa5l1+re97636++7IqAPzT2Ae3PJ4pjJ7eXgyiN9s9880DcJ7Q1Re3O23oysOUZ1PJqajocbGVtv6wlkPOOJBFKI35I+GmxJfnP3lhZMSZqIvTX/CJ+3b6Q96wfRseZk5nwj19vjq7TGpHLGnGjcSD06D5KmZMdxanMSHRvHbwHVkTQR7syy5o/Vz1PvXb8WpPWejZncs3HIvntxFDteremfaj70oQ9tv/u7v9taa+1d73pXe+QjH8na3XHHHe0973lPa621hzzkIflOFsI4P5/7yfTC3+tImlb98uDQdgYkG8TPBdyuk6RJ+1EuiV+y8/hp/U8vyQ/kCzUkbul/bXm+XIPblerrNZ2lztqR6/l63pGypNGXufUu7Vr19dxuW9+Hs6dl7R7pwa0/iVuykeq5dk47gkjgi9RbAajVFwn4uTYkOeDso2XEVvuSCq7O8+UaGo/1Y325hjUGa56jfnnmlvoi6Wn1dAwaIj4h94ek5fVP6of2LRQojiLx+uAHP9huu+221lpr973vfa9of8xjHnOpfOONN4qJ1zve8Y5LRw0f/ehHT/C0MILz8/WOBVkJ11JeHrzo0SprDD2fVJbsFmjHw6zED9Gk4Ljp/EjgbJa+fXJE3+xov/Nz+8hea77kjPJo6HX6svSPlT0cSLnvz3Fy/TQbrp7aczpIWVtv1jxJ3JINUm/peOAJxCRbpN4TCNIA1ssn9aX13gDaU9YCfanfyPFCTYv+RHWQMUjzzV0v1F/P9dbWljVvaNlCxtrUOEf0C4UIjuKo4Utf+tJLN8ENN9xwRfvXf/3XX/qSjle+8pXiDfOKV7ziUvlJT3pSvqMFFtzDO8IRLY/20+qzfbXeDDN1JE1JR/PNG1xo3B4dtF6q0zSRIEbilAIiD5/ki+S7JxDT+vb23iDLKqO+Iv5F5iJim62B1Hvmkq6Z6PVA1kO0HL3uGh8yLxnzY9lp8OiP6HCa0fnUeEfXAVeW/Pe0eXQ8c9n3oeMfgcSXoZPta8GPXe94vfe9723/8A//0B72sIeJNn/wB3/Q/tN/+k+ttc9+C+FTn/rUK2zudKc7tWc/+9ntJ37iJ9pNN93Ufu7nfq4997nPvczmLW95S3v5y1/eWvts8nb99dcnjqSwBs7PY9+iJrUj3JYvy8PNs+MU+VTeeogu3JIdxzP6cLfq+y+68OwKeY4dLnNE6zlNyidp9jtHC5Y6ukZ6n/r26BdqWGWqw42Rs+Fs+3ruXuFsKU/knpQ4NVtqg9RzOguygxKEDwkCLRurjNoiCYH1O7PMvUbalnrrqF+/K6XpcD/akULkJzIXkR9Uh64D6drSdm4dSBhZEwg/1bLqrfvDC2/fEa3C4WFq4vWmN72p3XzzzZdeL8cBW2vt5ptvvmyHqbXWnvKUp1z2+r3vfW977GMf2x71qEe1b/mWb2n//J//8/YlX/IlrbXP/gPlV73qVe1Vr3rVpUX7cz/3c+1+97sf68tzn/vc9t/+239r7373u9vznve8dvPNN7fv+q7valdffXV7/etf337yJ3+y3XHHHe3qq69uL3zhC8cHX9gE5+fjyRfCx9nQdo+OxNcadgRQClwlnyQOS4cDl1SiOhHQN8dRvp7He9RQ+ps1ax2MfIW+BGutouvXWrNcPbKus8czQ2cWf9QGCQStoDFSlji5IJy2cbaRstUm2UX6I1xoH09/a765+ZTaNI3Itdeu8+j1tuD1m/NV47T6oX56dDRkvIcVDgdn5xOv9lOe8pT2yle+EranrrzhDW9oj33sY81+d73rXdsv/MIvtGc84xmq3c0339we//jHt7/8y79k2/+//+//a7/xG7/RnvCEJ8A+e3Drrbe2a6655or6mW/6Izoee8k2ux7pN1r2fKJv1Wu7CJlltF2yWZKAvv7ChQusPVdv/aA6UjlDp6+Pjm2xic6zNbfR64yurd6WW6vSb+veidxDXLmHxx7hkIDYjAJ5m0UCRs5mNMmiZS34loJUrZ62Rf4vFy1rX64h6XD+eL4AA/1bLY8O9+UeVhn98XyhCDKfyDi1+qwysj5H6qkN1661aX2Q9kg92o7ajNhHsZYOxS233LL6v4La9VHDr/mar2n/9b/+1/aWt7ylveMd72gf+MAH2m233dbuuOOO9oVf+IXtq77qq9o3fMM3tKc97WmXdsI0XHvtte2d73xne/GLX9x+53d+p918883tU5/6VLvmmmva4x//+PZ93/d97cu//MtXGFlhzzg/n/MNh1K9VKZ8HHpejU8C7Y9oog/IZazWPxnu+fojgPQ4YM/HlbUkYKmTjhouHFJ9/9P/A2UrMaS+UR2Jx+Ln2rl1KyVY1Ka3pWtQS/Ck9YwkZ1y5r+vXhWYvrXN0/e8psEDuw9EAEA02I7+1oDYz4OaSqqWe47ASC06Dq9e+BTHzR0tOPT/oHNPrJF1b2i5dfwsj64HySPxcPzouFF77aJ/CaWDqjlfhctSO13j9yKfjnjLSjtYjCQFS5nSQgFxqs3ZdNG6uPmuHzKOD7FCNaGbPm+f6RPtLa4/aRNayxM31lfp5yj0sHclWAmKD9PO8hSK2UmJktWeXkeCV1ktBs2aDBt1IUqHt8qAJDGIj9RndIbO4IzroeKQ5pDoSX+Sajq4JaV0h9VIdbe/reyB9Pf0kG6QebUdtRuyjWEuHona8ThT9gosGAzOQ4ZfE4a2P+nR+nvs3X15uyX7UP668zAlXXl5n8HE2/WtqK9lJvqI6dHwc0D6SpmRn6Wj+ePzXdLT+1twi/nnHEBkPimydTF+zAxlvYJZdjga0SIA7EohzwbamYXFrvmr6HH9Ex9MX4fVyWzoaL7cuvWPWyhq35lu03roPvH1RX7LgeabsCXv1azYq8SocPZYg1Vvu6xBurr4PFqV6q7zASkRRLNxIX8+bT3/sjx4pXOr7Y4c9z/IpK3cskfJIRw2pzlJe2i5cuHDFMUH6wx0BpNyUk+pQTqkuui7pbg+n068jyY5b51z7As6G+51Zjthq9Wi7p6/3HvQESUgghwTfSJkLOJHgXPuNJidcmXtt2UfrNVv0eGGE2yp7/g7Ly43MFbeDKF1PDh6/tHYvkH7Seo/qRH0tnB4q8TohLA+GkaBjC24vP2d7fh7fTZI0tGQqW6fnjupIc+Lllmz6Nx5J1+Lj7HtQHdQnhJtycmPiXlsJ8wg8ibnU17PevNw9omscgbWue79oPact9UN98cATBCL1SLAn2WhlKbjuy5yNFMBaAT5ih/aRbNA+0vitsaF+e7i166ONTfLBw923IdcV4UPmyeMr5eTqJXutHbmvkL5e3ZH6wmGiEq8TREYgtAW3VzfLFxroWQEltWmN30GI9NNslrI1lt4OGZvmi6SvvaZvIhafpjnyhmQlNSg3va7ImFFY1yeaJHl1NPvM8XDcVqLs0RyxicKzjpB6KagdLSOBMPLbCq6j5f41ZyPVSfqWX9YPN0czdKxxIdfVM7fWde3hHbPmI22TdCQOpBx9hnhgaaD3OcpXODxU4lU4GswInhbOnlsqI770fK3Zf5MVGRPCbUGz9/zDY6lv72vPJR0H7PtxRxrp9eCOIHL/BNnSpHVc4rPYaMcOJZ7MMv3tabPqvTZIe6Tcg6v32EZsvPAGTUjwJQXAo2UrCKe2niDfskGSA1q2vpZeO5rHcaBfJ8/xIcmSpjn6LYmeeaPrR+Oj7RKHR8eyRXQ4IHwWx6Gjf88r7BeVeBUg9A+q6I0tcVj1kh7Xb8aDZ+HsuSUdycZTlvSWcdJ5iegs4Pj6sWg6PTQ/LW5rbFRH8p/zFZk3S5PTkcaOXJ8otPFo15T6la2p+ZI9Ns4+A9l8PTy8VlAZsfEEoVbwapWlwFri9uhY/bUEgdNB+DRfZulo1zeiY82npCXpIGWpv6QTLXPjlMbBcczGTC3puTiLu5CHSrwKu0cfuI70zShLvkj9vOPgdLRya+PBscSH6Eg2/TgkSBySDfUZ1RnBwk136iRN7lr1Y6BlD5A10b/mNK1xappeX6g+qhO9l9ZK0kZg+SHNjVUXDWC9QS2t4357bWjZah+x5fpqXKid5Z+XRxqjdp20a8WVNQ3KRes1Pk9Z4s/Q0bhnlQsFBJV4FY4eUiAXLfd1ko6lvzysvTsxawSRHn7JVjuOiIzj/Pzc/MfLqE5fpscBex1a3/PSfn0btfWWF/0RDup3v3Z6G60ftVmgcfc2tEzvFe6aWxy0rPXl1hOS/Le2fvDE6WmBrlXvKXtto4G9lCBoCQpi6+GTuLl666ihxm3xWUcaPf5attG5Qvywrj1FxCcL1v1A2yPrPlJG/SwUKvHaGfqb1fuJ+CkAmR/O5vw8nnAhPnk+oY9o0raR8XBc3FxJ9R6bpU27Jh79ns/S6RFJfDl7RGeEG4WmY80nwmmNFdHvX2eME9FH+u4BVvAYqZcCY9Q2WtYCaE/QHdXxcFN7ZAwRHdRvat8jMjZrDJw9bfeMB+WWkLn2NO5MTatsaY7Ue3Boz75TQiVehUIQS0DJlVvjEwQrsaK/LW6r7B1DD0QTsdEetJTjwoULZiAdebNauKkm54s1b9LuGzceKVkehbY+OE1tzNy8SP36+tbsNW7pW+OT1jJyX2XOdyasdYrac4GfFEwj9lq79HspI0G/lUBw5dF+kXrabn2Jh5evnxfKbfXVtBEbzt57zby+aGUO1lrSOCT7QmFPqMSrUAiACyiRAJALKLk3CWsXweOnxicFt+gbF2KnJSqcbX/EcNHgjh0uc7lwWzoSd89hHTtcfOnrIgmuxM2VJZ6+nStza42u2bOzz3174/K6/001qQ3l5nzl1pf2oYKl0/NTWwqrfosADdFEAlVPYKvZSkE3LaPBt8SNJhDRBIfaSAmTpz7rqKHkX5Q7WqbXRuK2NDWgayDCjegi906hsCUq8TpRIEHLTG7Jxqr38mWABofarsDMcv+7H2emzgJUx+ML5c3U4bh7oHweXyxNTd9TpjyanpbIS2NA+mpzjHyogJQ94/T6HeWeBUQfCSA9wSZnQ4NyT9ni0IJ/tMwlBKimxafpWOO0fLGuC2c/en08Y9P4Rq8VbaOIrjeNx6OTAXR8h4RD9fsQUYlX4WQQCXq9SRHV8vJJPkt8rfkDXDQItpIkK6iVEhmtDx23J4m23gy1I3XSbo2l3++yIdexv4YjZW2c2jrkrg/HbdWj3FLZmjPPvULXmDQX1H6BZ41lAAlwuCBa4vAGqVpiYXFbgbpVp9lEyv2PZq8d6VvqI0cKufFIP5IOZyPNPaIpXSuujzQWCmQekDlCoHFr9RZfVtkzlkKBQyVehZMCEtCNlEc1l4c6TbYWIAHoCKI7Oufn51cc4+NspGRG0+m5ew7KJx1BXMAdNdT8ixw7pBwZZema968ljuU1Z9Ovtb6+/93bUD6UWypzfD0sTWrLrR8kqdpz4iXZI4GnN5i0gkwtwJbqpURhRllrHz32J9VrOpGji4uNpecZm3cMyJrwlr22FFY9bUfWb6SM3LuFgoVKvApu9A+ftYMWrx+czfn5nIRLex0tL/7P1unnSku+PL56NCm83L2fEjcXnGvcnjFbyJ4faTySjTYn1nisRMrjh1Yesbc0R2xmANGUgkC0XbPxBJhW8C3VSzaesjfIlziimtGxIZrI/FiaqI5HM6NM/ZqpidwHPUY0JR5Ey9PPw5fFXVgPlXgVCh3QYFhLOL39PPVWUD4rwB0NUKPBM8Uyfm6+Rr5cg3Kfn1+5m7X4LukjfnM6tNzrUE3JXtLo51zakerr+/Zeh+tHOTjNvrxAKvd10TVM6zVslXQtiAZRIwGiFqxKwbNmjwbcUgKBtEfKNMlA6ji+0Z2wnsfioO1WPTJ+em20a4fooNdBWgMS0PWl8Xjv5dn3/pbPlsK+UYlXoUCwBJBIua+T6qmNprM8rD31nB/W2JA3BS350gLi83P9a+F7P0aCY0mn56Y63m9Y5DgQHfR6cGOSEiwtEZP6LfZoPZqsodyavTRPCIdkz82lNtdcv9lA7j3OhgtCNT7EngtmuWDbY+MJ1KV+VlKhvV7KyBE89J8ZW+0eTQ8vOie0TOfVmjdkPjWg11Ky4Xgkfq4e4SgU9oJKvHaM/gEyMziYqTPCzfVF+Lyako7HXy6Y5OqQflqZ4/dyoOVlPqz5ydDpuaX6GZo9vHPimTcNaGJi+cLpcXxavTQX3LgsTdQenRNU04Nov1F4Almp3huwWkEqF7RrHJ56yxckmZDK6Jis5MDDzdlI8yXpIOP3jIGrp8i6brRsvc4uz7g/PHxeHgtbPIPWxLGPz4tKvAoniT7onMHZB6yewN3ykQuyPcGtpKMhEpxau0Ue9Bzn5/b/9JI0+90u7ks2JA5aXkB3hCLls7PP/R8tLpmma0Xj0/yiHNz6pOtI4pbKqL2UzPeQOBD7vg5Z21sAuZ84m4zESyqjQT3XD006OD0uMbESEqQ8uuO1cEj+Sb5K+pw910/i9NR7/JXgne9+TBqnpsPNC1fPcXrWOuKjt98ItvoAqLANKvEqnCz6oDOLhytLOpJta/iOg6Up9UN0lnrax+Kz3kA0HQTUV8SWjnNJwiLXH0n20LXFcWh2kg6iJ9lKa4XzSypzOlJZu/aIjmVP7bR5yXoGeOAJTiXbqA0anKL22m+pLOmgZes1WpaSKvoaaUP9ztax5jzqKwJ0/VjXXuLk6qPrVCsjOoVCJirxKgwBCW5QjhEeiaMPrDgbJPCiHJFyBgfnr6Y1qrPME1eW5hDlsxK7HmhyOqIv6WbMWwTeefMmvFJ9ZH4QPq1swauD9N0SiD+eIFGyiQajUmCP2FM/JHuuX7SM+qj18+pY+tROuj6j14Kbd05zRlnzYYYmck949SV7hNNjM/IMyvIrs19hDJV4FY4efSDpsc0ua8EtsnPQQ+LgfiPQdloyIR1B9Fyj3jdux0kq932QHS9rZwvRsfxvTT6C2NfR6yr1o9rUZoFWT9tpfe83yqeVe1g6nC1qI8G77kah3VOeoM0KJrOCXY+NlRggCQ6axEivtX5Re01XOq6I1mv8ko8cB9fXM+eRsrY+OFhrgtZLHBZG1n6hMBuVeBVOAkggzNnOKGs6NNj02NDfVKfv5y1zviwY3eHg5sbSiUBbA5714dWRrqGmt7Rb19OT7Entmn/ohwcWn1bm+o7oIGP22mTBG0wi9ZzNSOBJy1wgjATPUj8kqJe4o0mF9e2FWltUU9KR+JH6qM6MMrpmtGtMIdVLOha8671QWAOVeBXSoQVBC7QAmLPpAzHU1tKRgntrDDMSrmh58Xmpt9ozdGhZmrdsTQ7RsVnjsfRQfUlnJIm0rjPqO1ePcI8mwBqydRCOmePh4A06uXokcPQGnVxZCpa1QJvzwRPYI/aSD5rflk1UU+K2NKU59Wgi46fIWBcSsril9TTqn7evxpfxzFjzubM2jnlso6jEq5COtT49HkUfYEb7IWWuLxqsI7sZ/QPOE1wjkBLaWaBHAK357b8RcGlbynTnpi8vWlpfSbOfv76Ocljl/je3LpC+XFmy0fqi/TR71Ha03IOr99hGbCLwBoRW/czECw30ERsr8ULa0DLS7uWxjvQtNggf4i86jsj4M8peWw1cP1rf1yHrMBNrvN8VThOVeBVOGn2gG+2HlLm+HlvarzX9OCAyLosP0VnKCyJ8HLcFhM8CMv8cN2e71HEJnlcH9RvVsdaCtMY83HSOPD6N3EvWeJB6r40XniDUW4/0i5atwJi2ZdRrAX1mImG1ZWlaXJKtxs1dm8g19o7Hw43ocBjR4cpRZHAUChIq8ToQ9A+CWZ/Kjuis5d8Ith4bF0hmBqaLfwg3tY3q0HI/R9ncaHIyooMkf555844HGSO9xlzfaDJqaW6l01pOUoRwZOj0XCN2SD214fpkBc6WJvJb4vMkHFLZm0yMatI+FseIpjTGzPGg+mvo0HKPER2LO2LnvX8zNKOYyV3AUIlXYSoyg5g1IAXRMzj74FkK+D07YrS/FghLwbsGSScbdF4iidzy2lM+Ozu77J8sa/Zebk95+d2PS7LxtCH1ERutPbOMtmv1HpuMJG/UdiTw9NhGE6/I72jiNbNM65B/vixxWNwRnQi3NecZcy+B06T9kDXBlalOpDzz/YvTncF9SHFV4XJU4lWYikN8OEhB/UxOrn15cGfVL6BBvcTh1VnKVCdS5l5LiOhofiPXP6KzBBhW8oiM27JBdDKwlg6iOVMn0jfDXgqUrbLXXgt8pYCZK0s8WpCNBPcjycFSnq2DtEV1uHnyXFeLW8OojsXp4R71S+M7JBxiXFX4HCrxKmwCGmCjNlK/SL3GiQSUGeVFmyZDI2XKbyV5iL5k09fTMjefUh+Ez6NjlaM6FqTr0PtpcXPXTBuPpYP4GlljKEbXdT8miZ/aaGO3bKTnRwTe/p5AldZ7gt1IoMrxc21asoDwSra0jNh4y5Rb0tN8jehL/aUxRsfJ6VhlC9k66HrMgKXvaRvR3IKjsB0q8SqcLDyB5Gjw6EnE0IRngcRBA1It0OT6ZIP6R8v9WLI1F260PJpES3ySptTP4l6g6Ui2XL3XhpY9tmi5h2WDrB90jY2uRe+95A34vEFzNCi2ftM6q15LUKw6rw5Xtv6n10hig/5zZItDsxnxL1L22lIg10zrp9lkYy2dUcx+ry7MRSVeBwgaUO9NZ2v/PPV9AC3xr5Fw9WXJJy8H5zt9WHN6KIdnt4Jq9RwZ80w1Mv3moI2B0+HmWromI5pUJ/LmjI5N0o8A4aP1dJ69Oha49YvCOx+WPRKEemwkW6ssBc+0TQvcPXy9jZUYcG0evzkbjStjbNJ4LE2LD9FBxpahwwFt18oeIP28OojvHow+Q7fi3kLn0FGJV6HQoQ+MPbbZZdS2Nf2YoDU2lK+vHylbY6P9ekQDf28i4tVB1wwdP1dGYV1jaZ655MVaE9llazye9Tui44XnOnt50XZvoGrZeIJqJCAf+S2VObsID8eh8Xq4RsqabrYv0nWjZVqXyW2tPU5/pOwZb6GwBirxKhQIPMHZzCB1eWNAkpUF3p2v7N0SCZ45lfou/fvyhQsXoDntX/d8UpnqLGUuSezbOX1uTnu+vo+mbWlS7t7Wqqdlj+1IWWrv4bWJ2G4JJOj02HpsvAFs1J5LJDRbhG9GwrMmn3WkcKav3usgXcseVr22HvpyZG1KZcS2UFgblXgVNkf/EJSCIhp0ztbnAuiI7Rq7Ahll+jtTk77JSYkfmjRq3BqsBNZz7anvyNi48VC/rPFYtiOJt2c+0XHO0pFsDhHRQFar52wyAlmpLNV56q2ylhB4E4dZOt5582hGuRGdDG5JR8Paa1IrIz5GkfV8OuTnXOFzqMSrUADQB+Ae22g50q81+5ggl1RJmn0/hBu1X9qoD9w8ZwTvPTKDdG5NINdK4omuMY5DWkPo2rLGlLHGEX2vfyP1W0BaiyP1nE1WIOsNcCUbLuiXEgEtKckqW69naVpzl63N6VjXwernsec0ub4oxwi3BK99oeBFJV6FAghPwJYRgC5vAJ5At4e1UzOShEjcEfS+IImKxuG9Pn0/T7k1bPeV2kt8/bXmdLgytaEc1EetntbR+bfsZ5TR9kg92j4L1n2DBKJSPWcTDWD7shTAW8kDUq9xI2XKvUXydEjc6BzT66HZUE6ubmTNoGXrXtDgtS8UIqjEqwChfyB5A2JPP8teas+q57S0gFTj620zyjP4Fn9pHa3P0qFzJelncUsYGZvnzRnRkcZs6XA2Xm5JR7Kx/EL6RbkRTaR+D0D8kmy4eiTYjAayUhlp99Rz3FpyEOW2ypKOVM7SscaWrZPBjZbX0tFg2XjvoZF6tH0Eaz379vqM3TMq8SoUOvSBsWWD2CI6UtnS1Mqt4ccOKTf3u++XWV5g+aphJMBeNHt9dP49/JIO5ZN0OF3tGkqJtVQvzYWko+n33JoOV14gjZ2z6XXo/PSQrqvWngnPGuVskeCO2lg83iA5ao/8lriRssXJlVFuSzNa1vwa5ZbmE5mnHh5uZH1w3JrNTGyhWSi0VolXoXAFuCBXskFsER0riJU0kSCWckj1SPK1Fag/2tz3Nhaf1S4loFqi1nNLCUTfD9Xh9CwdatOX6frSEhlPWUvALI4elg1tt9Yocp/OSr689w8SrHJ1SDCL2FsBtBSsewNyq17TmZUQoeUZ3LN9RedPq+9h1UfXzGysobP1e2Zhv6jE68DR39yzP7Ed1VzLV0nHU98Hr5bfVhCP6mj9oslXdNdC+52p00NKNvs2b6IqwTsejltLZjnt6BgsPq2e04xyoGUO3n4ebgRoYjYzWPJyc/ZIAIwEspY90o5oesrUVy15kBKHqL7GO1Nn5nz25bV0OM1I2YMsv/eKQ/Cx4EMlXoVCApAEYZQ/mnz1kBIa6rv2myIreKevPXO32EYCdjpGqezlQX3ldqQ0fUmHXiMpaaY2kiZnO1JG2vuxRGwWaLYSpDU8CnQNRtq9AWVmsCz95spaAqLVS3WIzUgZte1fj2p69T082rxTWOOk/S3+kbWbuV4Lhb2gEq9CYQL6QJcGyBk8XECN2Lbm3xGyflNf0Tc6KaHzJHIjc+vxlY5ZKmv+SG0cd9+2+OqZe6+NpJlZnrHrJSVdqK0Gr70GhMeyGQlgPfaRIBjtq9ki9Whygth4E5YRvqh+9hiQNu/1keq8HN6yt1+hsBdU4lXYLfqHphSwau0j3L0NF7xKHLTdk3whfblytJ+HW/o9yt3PH32TtHQQGyR4XlsH0aftlk40kdE0Ob6RcmROUBsLWyZdCxA+y0Zq9wae2QGwJ0j21EtJAeoXx91zWdxeTatMeWfpSGOYrdMjW0fSQta71aa1Z9Wj7ahNZr+96hwrKvEqFJzoA1arfa0yattDSgp7O263YgvQcaKJtnWtJG5Jx6qX+FtrV/Sjuj2HlOz3HJK9toO1/JY0qW1WWUvMOEh8kk1fx61TdL1E7RFkBFxIsIcEohmBbTRRQX5b3LSs1aEc0tg5m4sXL8I+SXbaa0s/qttDa+ttqK01v9wYNG5v2bvWC4W9oRKvQiEAK6D3JE1ZZa9ta/JuCsItBdLeMse5wLOTRH2lwfvIGzN3vamOdU24vrRdGoM2Nsk/1CfpemavzZ6b07H81mz6uoUbqZdg3d8oR6btSDBrtWeUreCcKyPJBqdh6aPcmj1qG9G0Xo/6rdl5555C0+P4EE20jNgWCntHJV5HhP7hM+MTW03Tq+f11dKR+DJ0NO4+OKQ22cErUs7kW8bSc9M6yTZDp4fFjepb3PT6o9y9jWc8yDi1epQP4dZ4NL7RskfHO2ak3tIfgYcDsUWCTTRwnl1G2rPqrfFxHFI5e/x70OyRrcP9nlFG7yXODrlvLA6PD1n9CseJSrwKBQZ9gJphR21nllHbHtLugvSGkRWYjkKafzoX2u4Kx9X3Q/ikebf8618vPBo37dfbcNeQ2mocSDnaTytHbCP1aHu03+j9oPW3gkmp3hOErh2QI4kHl0BE27h6D9eIT9FyhMfDIc3LyG+t3COyriJA+u7hvaxwOqjEq1AYhBXQS7Yzy17b1vRjh5oN2s9b5nQ42x5IQrjY0OsWSSat+aavubUirR+OW+OLcHvLM9Zs71NrseOISD2n44HULyNoQ4JTT31GsIuUtfZRG+13JJGQ+nJclg7KLdmj/TK4vXPSA7kWliair5VH7i+kb8b9Wyh4UIlXYXP0D77op9EjOlY9Ykt1uJ2lNRKuvjwrSKb8UpCs1SNl2pfqZWlyOhRRnd5G0olqamXKIXFHyhZG+DyaGcl3BmbzcPWIrdfGEwAjZatvH4gjNhK3pMPVUz6PL5aml3tEE/GFm4fRMsc5woH4KNl4ddD7KHI/ZzwDRjiynkGFdVCJV6EwAX3AbLXPLHuSDw7WzhNnn/kmQOeRG1ff1vss9aHBPbWx6pc2LimkvnE2Pb9Xk76W5kPSofWzy4htX9evHcte47GA2KyNPSZeowE7khx4bKxkR2rT+oxyI3zecUhzg+pY+h6/PHxWORtr6RQKmajEq1CYhENLvrTdCc2GG6OH2yr3sHaMors0nMYINzIvHk1rLVHuLdZeVIeOOTIeqd+IzZqQ1pKnHglCvYGyFHiPcFhBPbWz6tGkoq9HdbwJkDdxQTiiOlaZ64v47tXhyhmYxZ394WGhQFGJ15GCBs1r6c3WRHRGbLh502y5XSOPzYwAmCuvyb2Mj5YlG0SH2qN8SD3HTZHBHdXUbKNJ4kgi7OFG4Bl/FvYYXHH+SD4i9ZaNZpsZdEsBP2ITTRY0Hans8dHq79W0OBAbZMxZOpZtpDzaL8Jp9YvUe20OCcc2nq1QiVehwKAPpkftLBsauO8p+UKgBbFWcjED/RjovPeBPNeHXivttcbdl3t76bpw7bQfrdNsOH1vv5Fyr9dfd84Xbi6R9kg92r42ZgSD3gDUSmaQMtonM4EYqecSoWi/1j73j5URblRH4vP4rflk2Xu4R8vefgjWet/Zi25h/6jEq1AYhJVYITYzE66+PNKvNf8RRC1xsbgtnQVZfnO+azqjfiNAdn0sX6RrOyvpsvxFIfkt2US59wBpnrh6jy2ttwLY0eA5EkBbwb3FjdZLSUtkbFaS4uX2jmcmtzSe2WVvPwQjz59CYRYq8Tpy0KBy75qevoitl48mCbSfxEeDRNTGSkpmlLUg2cNHOa0kb0RTsu9hcUs2aJnTsfQRPq1+GcNIQiP1jVzvUVjXePFR6svZcPXa/CA2WwHxSVonHhtJZzSARoPr0TaahHD2aAJj2Wh1mg3iF6cvzQX3GpkLqaxxa9cE4faWvf2411JdxH6tZ8OIzh6fXwUMlXgVDgLZASCHUX7ER2qjvY6UM+BJ4LQkILLjEbnOWp++jdr0yYhUz80v5aPzQMvSDlPfzmkiHNwYqH+WPu3nLSO2PTJskH4S9rTTRZGReHmTKsRmNFhGErSshIvT8SZWSNK0Jh+i00PjoHaSjec6jZQjSReHSkQKh4JKvAq7BRd4WraLvcdGCsDRfn09l0ihNlkJl2fnRUseEH0tCehtUA5vPfdmi4wtgxuZ4wi3VOctI/5yiOhkYqbOTL8zMBJgIoGqZbNGUC0F9B57i1/T8epLmqN8e9PhNGeXRzh6IDYZGLk/DxXHNp49oBKvwu7RB9HHoINoWcmKxuHpq7W35k/cqA9IkpKhydlodYiOVo5iRMdaMxoHsm4s25EyCs1vyUekHm3fGtb6QgJPqc7zeo1gO5J8SO0eGySx8fyWxqjxavVRHbSe09HGqNmOlBFbBKPP5EJhbVTiVShshOwAONqXS2A8kPi2eEPU5pQbb9/Wmnx8j7NBEsazszN2Tmh54bJ2z3o+qmONwSp7bCNlxJZbM9L19Naj7VsiM/Gi9VZytnbipbV7bLwJnJfPk8BtwR3hk8qozmi5kq7CKaMSrxNC/5Bac2dnbU0Ekl9S0J3J3ddLSY93Z6FHZFfCm+QhfIsvWsLCJQkj3BTI2LSERbNBdCxfs8aG6Hi4OczkRjRH6g8FiO+SDVePBLVbBNWjZS4x4fyYpZPBPTK2GeW96kjwrm2r3svhtYnYZvYt7AeVeBUKCeiD7uy+SMLjtZeShEjChyRXqI7ER4HwUFuET7OR7HssftCkSLvG3LwgsOYzG9F1FeHk2kfqvTZbYCTAswJJpN8WZa1uNKmSbLR62o4mRd7fmo7VD+FDxuvRySoja1JCVtJRyUtha1TiVSgwiARnp5x8ecDpWIgmJxl83vm2+kp1rV1+lBC53kt56WfpZJepH0iZXm/JXquL1Htt1kZ24tXXjyReFt9IEB4N1LXkSOO2ki6LW0vSpPrIGNCxRecnMiej5T0kXYXCHlCJV2E1SIGapy/Sb0TH0rS4aWAs2UvcWlCLJj+jQXVGYN6Pj45VssnU4d6ovTrRMdBrl8UtlTVNlCNSpnrefqgNB4TP23cPQPySbLh6JNhFgmfOPjswl8qeZCGjTHVnaWo61vhHymtdN0STe02BrEmEz7o/ZmJEZ4tn1V6fj8eCSrwKhWT0gXZ2XylZ8NojSUf2DonFv2WSIPkdTQworPnRfPFw96+1Ocm6niP9UBtkzFa912YLzAwqkX6W/axgPJIQIEkQl9wgHGiCZGl4kg70d8RvzUbzKauMrENEH7EvFA4BlXgVChOABndWIGv18QaannJWgE751nij9OhkB/8Id1QH5VvK1u5aVlnzy+KwbOh1tLil647YSIgkaiPr3OrrTaSiNtlBuFSO9JuRVI3orMnt1dF+W3Uj5Uq6CoUrUYnXiUIKWvYOr9+IvWWDBHjIp+8WD7drIfXTgm6PPZIsLTxZyVfPJ5Vn6PQY0ZS4ueTSO060H1rWxrtG2dIfsfFgJOEf6TsSGFp9pXYkeLVssgNwbxlpX0Nzpo70e/Z4Zmoi3NxrlBuxt3S0erQdtSkUOFTiVSjsFH1gbrVLtqNJTGvbBPJUR/Mpyo2MTZofjdu6bh4dtGxhdB1E11ZvS8fM2XDXWbJB6jl9LzzzzGnO6JeRUCE2mn0kYcoq9wmRx5bzNZqgWDYoh+Y/MsbRsc0oI0lRD6/9CCphKmyNSrwKhR1j6+Rred1a/pcSoLtBnH9RHURf0hwN2jMSGK/OzARueb2gr5fKVgJG+aTrxoGrlxJACRJ35rr3cCEJVkY9EvjODMgjZSS5QGwj3J6EaLYOV6Y8SF1Wec9JV6GwB1TiVRCDp71rejkQey4YRDii9agtl3Rou1SWDbrb1fNkBfdLGUm6tPoRHW5sM3Q8Y9P0UW5veUTHmkPJ3ssXrfd+UJD9wYIGj45kO6OeC54t25HySL9Z+lncW+tY+jPKUjv3GuX2cGh9LSD9vNwzfcnGFpqnikq8CgUGfVC6Bx3OTkoEEA6tvIBL/qJJibdM/ch8U/AG9RKQ8SB9o9zecpbOAunDAcpP7VG+0XrkWkocW2Ak8Muo9wTBWwTvtIzaW8mPxu21ofaIJuJfVN/iyCwjiVOPjPtt63tWw559K2yLSrwKhQPBWslXb9valQHzmsnXjN0eDh6OSJLDjaef58xkSsLMpM1bb63lGfWeMayNtZIuxBYJoLOSp9GyJwHjyp6kx6uDcCMJ1IgvlXQVCvtDJV6FzdE/QKNBkJcDsaeJB8qRUe+1lQJajz19I0OSIosva+eLK2fuqvVjztCk846MJ6I/yoeWOXj7WTZIv5F6awxbYyRg9dQjtkggnRGYb5EMcMnPDE2Lu0+gsvSzx+PVoUDWn7Xus+5Pz70wor+X5wmCQ/L1mFCJV6GwAWiCZNUjfK3xX0zBcUtljz2tOwZwc5EVnI8kixkckevPjd+TwNMPATQbLhFD66UPG7h+3BgtjNyTEUSD0ezELCMBWyPo97YtZa/vXt8sH7L88rZnlWckJcfyXlIoSKjEq1DYCNnJl5c7O/nq+7Q258sfqHaWjoSZ3B6MJFBRnb6uNT7hivChNmvpzEL02o8Ep1ZQ7633JgyzypF+kb4ZHEjfbL9R7sxyJV2FQgyVeBUuQ//gWzNIydT3clj2CJ9kE+WmAXUPa9cA6ZdlLx0ZQ/p5uLOSNVSH2+WJ+pKdICJjzuCm1xTV4fqhNn3domPZavVem8x+rVXyNauM+rdGMiLVbT3+LfR7INcFtc+uz0D/PMziK5wGKvEqFHYK6cFuPfCRflLZa0+TE08/JPnbCnRORhK6jDdnb+IolaO7ZqjOgmhi3+v1Nmg95dZsLHukXxZGEi2rPSOgHQm0t0woUF4rifL6PJJ4eX0dmadM/xA+CXt57nuwxQfTheNAJV6Fwo5xCMmXx9bL11r8iy0ydo9Gge58IXMS9Wdkx6awDirxWncnJztZov1njgcZB8IR0a+kq1AYRyVeBRH9A3GLT3e20O8D4qhPko3V19tPSxI8uxCeHQlEM2u3y0qoUL6tEzfEd4t7ZJ6j4+E0EXsk0fNqevi9ieZeEtNoYoXYRJOvmUE8Ul4zEcvwJcP3tXQoRpIua+0gNp51GalH21GOjA/Ftnju7OFZd+qoxKtQYEAfrHuF5KflvxSsIzb9g5tLBJF+mn+ehAJJ4LaGlLBwdZqtVy+ik510oTYcuHo0qfNgL/d5VkCI1O89+Voz4ZpluzeftHIPb9JlcYzY7BV7eWYUDhOVeBUKB44tkq++vTV+dwrlljiQclQnUp6xw8TBSsAsHTr2qA7lQOw9SZeUKGv1UmLI+Su1U1hzNIqRADMr0fLUe5IvxOYQk6xT0ulRSVehMB+VeBWOGjQQjPSV+iHcko0VQCL90Hru6JvWTnkiNsjOiNTPW95SJytZG9WRxo/YZHBo9lJdP/YeUn0U3kRM6zsbXj1vgsW1Wa+5+uzkCykfUkKjzelefOT8RHWkvrNsovUem6x7r1CwUIlXoXDksAJZJAD22kjJmjcRiWImtwfeJIKbq0gCxnFa9iOJm2Sv2Ul1GbYaMpO6bGQEf94gNBr4emwykrZDSrwOiY/Cc824fqM2hcKxoxKvAgQpqDskfS6ozernsRnZHfPUIztbs3a7NB1vUpS9wxTl9up4d7I4v2bvelm7Vxk7XVK9xzYLM7mz4PEPSWKsvl6OLZMvb/lQk7WtdCK2s2witrNsIrZr8OxVr6CjEq+CC31AWYhhrTmkOpyu5IuURCA2lo6VFEX7RneDZiRRGbtUM/joPFt9UW6PDa3TNC0OysO1S7Z7eo55A6NoMBoNfpG+aLAe7XvICc3aOpFyxFarn2GTjVPRLOwLlXgVCieENZOvBd5dqB4jfS1k8yHwJkwz+dZIwHqstRuGzOEed762SL6k+uzkC7GZmSgcc7K1NodkL2Fv91mhsDUq8Sq4EQ0SM7VH9aM8SD+PjZcjo96qo/WjNjQg9/JFdSTNDD6vTgY3LUf5vH0tW8kmWj+adGXYbIVKvtZPOvaUREU1e+wpAYv2jeh4PjzTbHoulG9Er3B6qMSrEAZ9QBX2Aem6RK8XwuexkZJOT4Lk7YskJhFfEJ0F3BgiiRvCZyGyw7fW/X7Kz5WMxGsk8MwIlLMSgmib5t+ekiVkPHtKuiR4k6QZiH54OspVKERQiVehsCFmBZl7T76W8oKRI4XZRwZnHTvMuNbIfEdsUXtP8pxd7x2DZsNh6x38DPvITsFo/aykK9LP0t9T4sX5N+KrxYf0PcSkq1A4NFTiVRiCFICtqT2qH+VB+nltOFuJwwogtX7IcT+tjtZHbSJHAL32mu3so4Eev6NHA0f8RuytMUgc2fUzjxFuefywkq95icmI/lrJ2iy+Gb6M2ETrRxLArbGlX3udk0IlXoXCSaAPlrnXnr5cfdTGSn6y7L2Jk6bZ21sJVc+B6nNAkjVqL3FT/5AjixaH1q/njtZLmhEbii2TrtbiAZI3qI32Q4LhiE12EuH1KSMRG+XM9EviQ+y1vlEbLypRKJwKKvEqFFZGJDhcyw8kgZLqs5Ov5fWCLY4gzjp2aGGrNeJJQmYlQmvybY21ky7JZiQZi9pkJ15ZmsfAjfS1bEdsCjVPBRmVeBWOAlyAPsLj5UD0uTdA7xFF6WHuOZqIJDYct1Y/apPBwdlEjzeiOv2ccmVrnFnHGy0dL7dkj/D07ZY+Um/xeThG7WdgRN+TRCE2nvqsoH+t5MbimcmNlGdwc31nJtNZ9TMSQI/91s+EKA7V71NDJV6FQmEYfaAv1Vs2UjLKJREjRxCldqlMdSx7y8dsnQXZRxARHQ3ImkDqJT8iNntFxG9k/jP6oTxIP6+NRyMjcUH5MpJCRBfR3yLpKhQKcVTiVSgw0ILAQ9RZAxnJ11JeMHIEUbPX2iVY9sjuUQbWSjAyjh3ufX3vxb8Zn95nJF4juxfepMqy8SQVI9zRMWT7PXN+ED7JplAojKESr0IKuEB4K2T5Iu1GZOtbOgifZMNxozsYWiIk1Vu7MF4dtN/IMcFsPs9uU2RskaRv5HijZGPVZx01nLnbtbddMo8vh5p8ITZbJCMzNLOTOG/fKB/Ck10/sp4z7LOeA1s8T/b0DCvYqMSrUDgB9AE32sbVe2xpvZbAIccLtX7SGw+yq4UenUP5pH5WUrMnaOtlbcz0ZW/jzLTX2ivx0u2zkq1M24g90q7VI9j7s6xQ2Bsq8SoUCqslX31da/JRwtF+iw2157j/f+3dfZAV1Z3/8c/AZGAGBEQgOoAgDCNopSIFZGEFR1BwEQ07UCHmjwVZnhItl1huRNdoak1UJGGlQlwFl4dYKaNCYhQ2VDZJwbgCgixU7QYxPA3W8GBkXERheBro3x/+pvcycx/64Zzuvve+X1Vddaf79Pecvvfcnv7ec25fPzGyxUstYzpe68ctbI5ktT6OuEe1sklSAhWEjU/ygyZmpkcv8i1BC1qPiaTQVOygMfwi6QL8I/GCcZlGKOJgoi1eR1MyJR1e6/dSNkyZTBe8fvfzewGea72fi/cwUxAzxbY57dBLnVElVEFfNxPJld/+4aUev2VM7meLn7aYSL4ylbGRlMWRoMWRROXa1/TxeCmT7kOVXGXC1hk2vp/YQcubeu8n6RyC5CPxAkJouTCNO8GMW7bE08sUxCCjbV5jt/AyTdFLwpEpXtAySZfpeTYRw0TsMOKuP5XpC0wbF8N+1vu92E9S4mU6tpfttp6fKPsBgNxIvIAQknLRFqUwSVam9TaTr9R1kvfpjblitI7nt0wc9aTyGjvXvqnrMpX1sz5XPX5jpCufKskXkaY/vY8y0Uq3Pmg9tkeGbCZotuL5rTMTki4gWiResCrTiEMcTLfFb7x0/7BMTSnMFDNXndlGhLLF9nIR7bWeIDH97udnX6+xbU51NNmWbLEzlQny3Oaqx8v6XPX4ieE3XlL5bXPQi+2okrIw8ZKUUBVCAtZ6val+kev9lquP2ujzQWPbjpOv9SM4Ei8gRqn/pIpVpucg3Xq/iYiXfdMlgl4TDj9lkjrtMNPzLGUfQbOx3ut2r2VSy0rxf/jjl+kLUJOjG0Ev5qNMvIJsNxEvqhjZ1ofdL6h8e48BUSPxAhC7oMlXpvV+40nJuMNiuvXZ9gsbu3Ws1jHSrfeSlNocVW19HNlieC2fS5iLyTg+YQ866uVlXxtJQlSJSdQjUDbbnW192P0A2EPihchkugCLg+m2hImX69P4MBeXuS5W/VwIe93X1Hd9gn6/yOYUxDB1hvm+VJj6072uftbbnnYYtJ5scUxeWJqKF3UMm8lXpjKmky8vMbONVgVtV1JHtLwcf6b1ppNhL+v9lPH7/rBd3laMfK4fZpB4ARHINPJQiLyOsphcbyPh8pJYBk0W/CathcDLBwy2RrWSMGIVRlQJV67tNi/SbSYecSZPppJR04kQgHi0i7sBQCHLdbFZqGxcdOVab+OixuSFVGo8L7FNxTNZT5j1Xrb7TTC8lvdTNklMH6PXMl73i6p/hanHRGySLgCmMOKFWGQaWYiD6bYEjed3Py/lc33673dEJnVbrn297mdiva3phZnWpybUpuuM+hiCrg8zNTDodES/9QSNnSR+k1GbZUx/4OF3vcnky1QZG/UErT8J622UCVI2SHlbMYBUJF4AfEm90Dexn4n1YWL4SezSlc+2X7b1ufiJF/Q1sSHMBxmpCa3penI9/3E9f1FdHAYZ6fJSJo4L/KCJTOt1pkfRgrTJVJ021gMwj8QLsUvi6JepdgSNZ+KiMujNN7yUybY9W1tsjoLFFdvGaFPUN7kwFTto/X5jhylvK0YY+Z58+V2fpMTEZp1RHaeXtoRZ76dMHCNhJvYzHcOUJLUFZvAdLyACcZw8o6rTRj1JvbhLt85xwn/PJV3MdNv9rvdaf5DYQS/Acu3rJXaY8rZixFWv19ci7HNuqo+Y7pdh6gnTljiSrkzy+VwfZz1AHBjxAtJIHclAPDK9Bn7Wm4jhNXbqxYKp0bawbPfjlvYGnXqabV+/sdM9d2FGmpPIb0IaRZmoPuAwFSOqD0mCxvOyHkD+IvFCoqS7eI2LiQs5E/Ey/fP1s6+fm2+0Lh+0TK6kxEvsMIlLIU9vNB3bb51B4/ktE2YKYNzTB23xe0xBEydTZaJOTEyPdHmpJ+7jsbE+aLv8xAgbM+x+pmOYkqS2wDymGgJFIEkn8jBtSfoFS+vpSFHFjrrOMPX4KeOl/qCx843f5yLMa+enTJL6JUmX+ZGzqN5HhfZ+BTJhxAuIkeMU55TGMMedad906/2UbVmfysSdD02O3kVZpxe2pkiiLRsjDH7KBr2oj+sDENOxkzhyF2Z9vinW/5UoPCReSKxMF5hxstGmlpj5fOfDdGUz/cPPdfEfZt9064MkGUmfGmh7GmXY/TK122+ZMIkdUw39l8/XBCyq5K5QkshMohghDVrey91z/UrS+SFJbYFdJF4AjLExkhVm30yjYFL2ZDXISJmf0bZ09Zs4BlPrw+7np4yXGC389A8vCV1SBb0Is3HRG/ZiPI5kJdN60yNettcX+igWUIxIvIAEKtZpFVElXy3rW0R158Nc9YcZqfIyYuhX0qYSFsv7IimJl6kRDtNJRdQjQyRdAEwh8UJe8PLpedRyXbhHGS/XVLEwdfqNna68zSmI2babnkpn4q6K+VqPn+1+yvidahT2wjNfpiCGaaOffW0mV162B00w8iEZMhE7SPmg7Wpdxut7xcZIq8n9bMUJKyntQLRIvAAkmo1RsKD75Ro9S5cEmp7SGLSedGX8rjdRp98yQcrmipOkD3BaI+HKnxGvKOLHJcnvkTCS+FyjuJB4AUi8fEi+Wra1yDUdMOp6spXxst7rdpNlgpT1EidfLr7yKQmLYgQmbDzTyVChJl0A7CHxQl4JMx3PJtPt8ju9L1ccPyMKXuv0U95vUpAuXtDpcGH29btfpjKmp/r5rcdknSamF+YqE6RsFHHiEtXUrKQnYEmaXhhlu8LuZ7JMkLJByofdz1acsJLSDsSHxAsoAkmfXhWEzVGwIKNQ2crkmjooeRuByrWvqVGvVFGNgKUr7/cixW9Sn4+SlIT5KRt1spFvSVfQegDkl3Y2g+/YsUNPPvmkJkyYoD59+qhDhw7q3LmzqqurNXPmTL3zzju+4m3YsEG1tbVurD59+qi2tlYbNmzwHKO5uVkvvviixowZo549e6q8vFwDBw7UvHnztHv3br+HCCBGNqdiRTUtKnV7pv2C7Bt0P79lTNUTpnzY/fJBVM+Jn/JhXnuv+5raz+96ki4ANpQ4lt7Rt9xyi/7zP/8zZ7np06frpZdeUllZWcYyly5d0ty5c7VixYqMZWbPnq1ly5apXbvMuWRjY6PuvPNOvffee2m3d+jQQT/72c80e/bsnO0O4vDhw+rbt6+V2MUuH0ZzTLfRRLwwMfzs66Ws37ZkKm+iLhuxo67T1HMetN1+y4QpH3a/fMKIl506o6rHVkw/seOMZ3q/qGOGlcQ2FbOGhgb16dMn0jqtTTU8evSoJKmyslLf+MY3NGbMGF177bW6ePGitm7dqsWLF+vIkSN6+eWXdeHCBb3yyisZYz322GNu0jV06FA9/PDDGjhwoA4cOKBFixZp165d+rd/+zf17NlTTz/9dNoYFy9eVG1trZt0TZkyRXPmzFH37t21bds2/ehHP9LHH3+sefPmqXfv3po4caLhZwRAFIJOB7QdO9c0wKD7ZSrT+h+8ydiZtrcW5PtcXssHracQJSkZM3EhbyNhybY9jgQJQHGyNuJ11113afr06Zo6darat2/fZntjY6Nuvvlm7d27V5JUV1enW265pU25vXv36sYbb1Rzc7OGDx+ut99+W+Xl5e72pqYm1dTUaMeOHSotLdWePXtUVVXVJs7KlSs1a9YsSdJ9992n559//rLt+/fv17Bhw/TZZ5+pqqpKe/bsUWmp2byUES978uGTbka8zLbF5khMFKM8NkfsMpWJahQsaNkg5cPul++SknSZSIoylYkjdtyjUox4hZfE5DeJbSpmcYx4WfuO1/r16zVt2rS0SZck9ejRQ4sXL3b/Xrt2bdpyS5YsUXNzsyRp6dKllyVdklRRUaGlS5dK+uL7W88991zaOD/5yU8kSd27d9ePf/zjNturqqr06KOPSvoiCXvjjTeyHR4SpmXef5JPaqbbmBovU2yv37/IFsPEvl7b6qctJuJl2pZr30zb/ZSxGTtTfFuxw5YNUj7sfoWyBD32IK9P2HhJeG943S/sey3bvqmCxva63U9b0pX3wks8E/XYbotpfp5vFA+rN9fIZezYse7jAwcOtNnuOI7efPNNSdLgwYM1cuTItHFGjhyp66+/XpL05ptvtunce/fu1Z49eyRJ06ZNU0VFRdo49957r/uYxAuFoFhHAYLK9Y/Ryz/OoGW8/IP2WybbviYvar20NUz5sPsFjW2b7babfk79lslUNleZTNvjiJ2Lzb7jJTbn+GSK65yC5Is18Tp37pz7ON3IWH19vftdsZqamqyxWrYfOXJEhw4dumxb6t0Ts8W5+uqrVV1dLUnavHlz9sYDiEyU/8TiTL5sxEhKPX7rNFFPUmJnqs9m7DDPscnYNt8LSY8dBhfuQGGK9Xe86urq3MdDhgxps/399993Hw8ePDhrrNTte/bs0XXXXRc4zt69e9XQ0KDTp0+rU6dO7nr4KgAAJkBJREFUWcunOnz4cNbtx44d8xwLwaX+w0rqp4EtbbTRPhPHHyaGn2PLdHGR7kYLrcv6udGDqd+aMvUDwUF/wDlf6wla1uS+ccbOJokX7zaSDpsfANj+oCPuD1Icx/HcP02/Lqb3C7tvFPEAm2JLvC5duqSFCxe6f0+bNq1NmdREJteX31JvWtHQ0BA6juM4Onz4sDuF0QtunAG/Uv+hIvm8vF4myiStnlRBE95cZTOV97pvkHhhYsfBRBttXjAnKRkzXU+cSkpK+F8BFIjYpho+99xz2r59u6Qvbu0+bNiwNmU+//xz93Hnzp2zxksdmTp16pSVOACQpIvBOC46bU4p5JPwzOJMukxNWfVTPqn9Py4kXUBhiGXEq66uTo888ogkqVevXnrhhRfSljt79qz7ONsPLEtf/PhxizNnzliJk0vrkbbWjh07pq997Wu+YiIcP5/ExyVdG021z0TsoM9hmOc+zHRAP2XjipekKYAtn6Z74Xc6ns3YpuvPB6aOJSlTEJOUXCWpHlN1hSkfdr+w+8YZ268ktQXJF3nitXv3btXW1qq5uVkdO3bUmjVr1KtXr7RlO3bs6D4+f/581ripN+pofcv51nFS//YTJ5eofwsAQH6Kcqphi6A/kJypbJDy2fbzm6B5UWwXRHEkZnGMdJmOl7SkK9+kOxcV6rECYUWaeNXX12vChAk6ceKE2rdvr1dffTXtjya3uOKKK9zHuab9nT592n3cejph6zjZEq9scVA4Wv4pJGnkK5XNkTpTsYOOppkeCfOSUGQqn8RRs5ZyYUeybMfzUz7sfmH3LTZxTEuMY6TLT/moEjCvZYKUtV0+SL9pnXTZeH/ynkchiew7XkePHtXtt9+uo0ePqqSkRCtXrtTkyZOz7pM6gpTrjoGp0/xa3+QiSJySkhJGsIoAJ3SzCu35jOsiK45RAdsXaEHqMVFnsSHpCh8vjCjeR0mJL9n/8JL3PQpNJIlXY2Ojxo8fr4MHD0qSli5dqunTp+fc74YbbnAff/DBB1nLpm5vfWv6IHH69u3r61byAIpXHJ/ytiQxXpMZr2X8xMu0BN03TJ1B4uUrU8ds6nXwU5+JMn7KF3I/AJB/rE81PHnypO644w73t7QWLlyo+++/39O+1113nSorK3X06NHLfvMrnbfffluS1Lt3b/Xv3/+ybaNHj3Yf19XV6Z577kkb46OPPtLevXslSTfffLOnNiL/JX3aYarUiwjT7c3XKYh+9zNRPsxt0k1NR2xd3tRUwjimA3JjjWDiGN0ysW8cCZjfmPk0pTCO19B0DJvxbMiHNiKZrI54NTU1adKkSdq5c6ck6bHHHtOCBQs8719SUuJOR/zggw/07rvvpi337rvvuiNVkydPbnNRVF1d7Y6Cvf7662pqakobZ/Xq1e7j2tpaz+1EYeBEikKV9Is4vhfiX9wXzMWedAFAENYSr/Pnz6u2tlabN2+WJM2fP18/+tGPfMf57ne/q/bt20uSHnjggTa3eD9z5oweeOABSVJpaam++93vpo3zj//4j5Kk//3f/9XDDz/cZvuBAwf0zDPPSJKqqqpIvAAUlGJNvvJtCqLtaZSmYgSpL66kK854AJCqxLF0lpk6dap+/etfS5LGjRunJUuWZJ0yVFZWpurq6rTbHn30US1cuFCSNHToUC1YsEADBw7UgQMH9Oyzz2rXrl1uuaeffjptjIsXL6qmpsZNBKdOnao5c+boyiuv1Pbt2/XDH/5QH3/8sdq1a6f169dr4sSJgY89k8OHD7e58QeSLx+mIKaKqr0m6ok7hp99/dZjs3yS2hLnfkmtxwSbCYCp2Pk61S7uBDBfP9iwnZQmMelNYptgTkNDQ+Q30rOWePn9B9evXz8dOnQo7bZLly5pzpw5WrlyZcb9Z82apeXLl6tdu8yDeI2Njbrzzjv13nvvpd3eoUMH/exnP9Ps2bN9td0rEq/8lE8Xa1J+XcTGHcNmshNkn0JIvsLsm09916akJ122R6XiTrpsxg0S28S+SU+8kprgJLVdMCOOxCvyH1AOol27dlqxYoWmTp2q5cuX67333lNjY6N69OihESNGaN68eZ5GqHr06KEtW7bopZde0iuvvKI9e/bo9OnTqqys1G233ab58+frxhtvjOCIABQDx8n9I8dBy9uM3VK+RZgbrJj+wWObv2VXSJJyoZ2kBKYYXncAyWZtxAttMeKV/5L+SXlr+TqCkE8jYWH2S3o9YfZNYp8oRsWQgAUpH0U9+TqyZTJO1LFNSHr7YE4cI16R/YAyACAe+XwBaCteMUjKc5aUdgBA3Ei8AESGC7D4kHwVl6Q8V0lpRxiFcAwAkiEvvuMFJEWY773EId0Fg412e63Hz/eX0jHxfaEwP+acK4bf7yj5uaAL+sPKqfxeQAZta+q+pi5abfzIcqGzdYv+qPeN8tb3QeNEfWxJe23jjG1C0tuHwsGIFwAg8bgw8iffLswBoBiQeAEA8gIX/t6QdAFAMjHVEAjIxHS4OETVbhv1BJ0C6CeGlzhhYng5hnS3frc5jdFUDBP154pNAuBdkhOwuKYdtry//O4Ttv64nzfTMZJUT1BJbx8KEyNeAJAwSU/eMynm74gkTZKfr7jaFsWPoANANiReAABjSL7ix/MEAMnEVEPAMKYgBqvHRJ2mjiHOKY1xTO8zNUXQ9nRAv9PEil0+JMFxx4m7ftMxbMaLux4T8qmtKEwkXgAAI9J9N810/BZJ/yAjLlFcWHLxCgDBMNUQAGAMn7LHw3Ecki4ASDhGvICI5Oun9XFMnTRdp+npjabiRTWlMVdME9MLTcWLu55Ck6+JMFMA44sXdz025HPbUVgY8QIAAAAAy0i8AAAAAMAyphoCMUg37SGfph9KyZmCaKo+E9P+/MTzEtPENMKwMXPFt/VDybbrKXaFMD0tiVP2TMVIyvsg3953+dZeFB9GvAAAOeXbBwMAACQNI15AQuTrzTdai3o0z+bvgnmpJ0zsOEbZoogdpk4+sU4ORsXiiR3X79Xl63svX9uN4sSIFwAAuEwhJF0AkDQkXgBQhFIveLn4BexK9x7jfQcUH6YaAgkUx40rbIr7eGzWb3Oqo+1plH6Sr2xf9vfaBtM39kBucV/c5+NUv7Cx070n0vVfphQGVwjHgOLEiBcAILAkJERhL5ILTSEeUz5JwnsCQDKReAEAjIvy4j/Mha7ti+Q4pphx4Q8AycRUQyCPxD1lz7So7kgYpn4T7Uji3QajqKf1PlE9h0mT9O/3tLQl9fUp5ClwNupJynOYKu76TSiEYwBSkXgBQBb5mtQCXtHHw+M5BOAFUw0BoAgl/ZPkpLcPAAC/GPECCkChTUFMFfexmf6R47D1maw/qmmKQesznXzl8/shnxLRuNuaz1MWg0hKO8IqlOMAsmHECwCABOOCFIWOPo5iQeIFAAAAAJYx1RAoYOk+Rczn6Vapop4CGLQdreXz1MSgdfoRZhpjrn35VP3/JP25iLt9cdefKkltMa2Qjw1IhxEvAEDeK5QPFGBW6wt7LvQBxInECwAAFKTWCTkJOoA4MdUQKDJx3yUwKkk9zqjalWnqXVKmaGZiYkQi7mOISj6P3phou5fppVG0w5QktcW0Qj42wA9GvACgABVL8oH8Y+oinD4OIN+QeAEAihqfxgMAosBUQwCSkjs1z7SkHqefi3+bbS2EHy0OcgwkX5fLt+cj6e1NevtMKZbjBIJixAsAYA0XYgAAfIHECwAAAAAsY6ohgKySOjXPtKTf7S+Vl1GkfGtvOkk6hkJQCKOPST+GpLfPlGI5TsA0RrwAAAAAwDISLwAAAACwjKmGAAIplimILfxOrYn7eSiEHyJmOlNhKYTXsxCOIahiPnbAFEa8AAC+cAFWXHi9AcAMRrwAGOX1Ii3u0RTb8ulmHZlkO4bW2/LheBBMtte2kJOyQj42L4r9+AEbGPECEIti/6deaMdfaMeD3Ar5NS/kY/Oi2I8fsIXECwAAAAAsY6ohgNjk2w0rTDP9qXLczw+fkiMJ6IfZ8fwA8WHECwAAAAAsI/ECAAAAAMuYagggb6SbIhP39LokKbbfVkPxYZqcdzxXQPIw4gUAAAAAlpF4AQAAAIBlTDUEkNeYXpdbIfyYMwoT0+GC4XkD8hMjXgAAAABgGYkXAAAAAFjGVEMABanYf5zZj6ROWyrm18S2pL7mxYzXBCh8jHgBAAAAgGUkXgAAAABgGVMNAUDcHTGJgk69KuTXjOlo+Y/XEChejHgBAAAAgGUkXgAAAABgGVMNASALfnw4/zCVC3Gh7wHIhhEvAAAAALCMxAsAAAAALGOqIQCEwN0QgeLEtEIAfjHiBQAAAACWkXgBAAAAgGVMNQQAC6KahsSURiA3pgUCSAJGvAAAAADAMhIvAAAAALCMqYYAkMe4qyJwOaYVAkgqRrwAAAAAwDJGvACgAKX71J9RMOQ7RrMA5DNGvACgSHDRCgBAfEi8AAAAAMAyphoCQBHJNerFdETEhRFZAIWOES8AAAAAsIzECwAAAAAsY6ohAMDlZboX0xHRGtMEASA3RrwAAAAAwDISLwAAAACwjKmGAABfTEwrY7picjBNEACiwYgXAAAAAFhG4gUAAAAAljHVEAAQuTimtyVpeiPT+wCg+DDiBQAAAACWkXgBAAAAgGVMNQQAFAWm9wEA4sSIFwAAAABYRuIFAAAAAJaReAEAAACAZSReAAAAAGAZiRcAAAAAWEbiBQAAAACWkXgBAAAAgGUkXgAAAABgGYkXAAAAAFhG4gUAAAAAlpF4AQAAAIBlJF4AAAAAYBmJFwAAAABYRuIFAAAAAJaReAEAAACAZSReAAAAAGAZiRcAAAAAWEbiBQAAAACWkXgBAAAAgGUkXgAAAABgGYkXAAAAAFhG4gUAAAAAlpF4AQAAAIBlJF4AAAAAYBmJFwAAAABYRuIFAAAAAJaReAEAAACAZSReAAAAAGAZiRcAAAAAWEbiBQAAAACWkXgBAAAAgGUkXgAAAABgGYkXAAAAAFhG4gUAAAAAlpF4AQAAAIBlVhOvHTt26Mknn9SECRPUp08fdejQQZ07d1Z1dbVmzpypd955J2eM1atXq6SkxNOyevXqnPGampq0aNEijRgxQt27d1enTp00ePBgPfTQQ/rwww8NHDUAAAAAtOJYMmbMGEdSzmX69OnOuXPnMsZZtWqVpziSnFWrVmVt0759+5xBgwZl3L9Lly7OunXrDD8T/6ehocHzsbCwsLCwsLCwsLCw2FkaGhqsXfNnUipLjh49KkmqrKzUN77xDY0ZM0bXXnutLl68qK1bt2rx4sU6cuSIXn75ZV24cEGvvPJKzpi/+93vVFlZmXF7nz59Mm77/PPPNWnSJO3bt0+SNGfOHN1zzz0qLy/Xxo0b9cwzz+izzz7TN7/5TW3evFk33XSTvwMGAAAAgExsZXSTJk1yXnvtNae5uTnt9uPHjzvV1dVu1llXV5e2XOqIV319feD2PP74426cRYsWtdm+efNmp7S01JHk1NTUBK4nG0a8WFhYWFhYWFhYWOJf4hjxsvYdr/Xr12vatGlq37592u09evTQ4sWL3b/Xrl1rqym6cOGCfvrTn0qShgwZooceeqhNmb/+67/WrFmzJEl1dXV67733rLUHAAAAQHGJ9a6GY8eOdR8fOHDAWj0bN27UyZMnJUkzZsxQu3bpD/vee+91H7/xxhvW2gMAAACguMSaeJ07d859nGlkzITUuyfW1NRkLDd8+HBVVFRIkjZv3mytPQAAAACKS6yJV11dnft4yJAhOcvPnDlTlZWVKisrU48ePTRy5Eh9//vf15EjR7Lu9/7777uPBw8enLFcaWmpqqqqJEl79uzJ2R4AAAAA8MLaXQ1zuXTpkhYuXOj+PW3atJz7bNq0yX38ySef6JNPPtG2bdu0ePFiLVmyRPPmzUu73+HDhyVJnTp1Urdu3bLW0bdvX/33f/+3jh8/rnPnzqlDhw65D6ZVPZkcO3bMcywAAAAAhSO2xOu5557T9u3bJUlTpkzRsGHDMpYdMGCApkyZolGjRqlv376SpIMHD+pXv/qV1q5dq7Nnz+rb3/62SkpKNHfu3Db7f/7555Kkzp0752xXp06d3MenTp3ylXi1tA0AAAAALhP5fRQdx9m0aZN76/ZevXo5f/nLXzKW/fTTT51Lly5l3L5u3TrnS1/6kiPJqaiocI4dO9amzIABAxxJTt++fXO27e/+7u8C32ZSEd3+koWFhYWFhYWFhYUl+FJQt5PPZPfu3aqtrVVzc7M6duyoNWvWqFevXhnLd+3aVSUlJRm333XXXXriiSckSU1NTVqxYkWbMh07dpQknT9/Pmf7Um/4UV5enrN8qoaGhqxLywgfAAAAgOISaeJVX1+vCRMm6MSJE2rfvr1effVV3XLLLaHjzp07103OUm/Y0eKKK66Q9MXUwVxOnz7tPvYyNTFVnz59si7XXHONr3gAAAAACkNkidfRo0d1++236+jRoyopKdHKlSs1efJkI7F79eqlq666SpLS3uGwT58+kr5Iqj799NOssRoaGiRJPXv29PX9LgAAAADIJJLEq7GxUePHj9fBgwclSUuXLtX06dON1pFtOuINN9zgPv7ggw8ylmtubnZ/yNnL7e0BAAAAwAvridfJkyd1xx13uL+ltXDhQt1///1G6zh+/LgaGxslSZWVlW22jx492n2cbipiix07drhTDW+++WajbQQAAABQvKwmXk1NTZo0aZJ27twpSXrssce0YMEC4/UsX75cX9xUUKqpqWmz/dZbb1XXrl0lST//+c/dsq2tXr3afVxbW2u8nQAAAACKlK3bJZ47d86ZMGGCe8vG+fPn+45RX1/v7Ny5M2uZdevWOWVlZY4kp7y83Dl8+HDaco8//rjblkWLFrXZvmXLFvcW9zU1Nb7b6kVDQ0Pst85kYWFhYWFhYWFhKfYljtvJW/sB5W9961v6j//4D0nSuHHjNGvWLP3pT3/KWL6srEzV1dWXrTt06JDGjh2rUaNG6e6779ZXv/pV99bzBw8e1Nq1a7V27Vp3BOsnP/mJevfunTb+9773Pb322mvau3evHn74Ye3fv1/33HOPysvLtXHjRj399NNqbm5WeXm5lixZYuAZAAAAAID/z1ZGJ59ZZ79+/drE2Lhxo6d9KyoqnGXLluVs0759+5xBgwZljNOlSxdn3bp1Fp6NLzDixcLCwsLCwsLCwhL/UlAjXiYMGzZMv/jFL7R161bt2LFDx44dU2Njo5qbm3XllVfqxhtv1G233abZs2dn/RHmFlVVVdq1a5eef/55rVmzRvv379f58+fVt29f3XnnnZo/f7769esXwZEBAAAAKCYljpPhThMw7vDhw+rbt2/czQAAAACKWkNDg/tbv1GJ7AeUAQAAAKBYkXgBAAAAgGUkXhFqbm6OuwkAAABA0YvjupzEK0LHjx+PuwkAAABA0YvjupzECwAAAAAs466GETp79qz+8Ic/6O6775Ykbd++Xddcc03MrUI+OXbsmL72ta9Jov8gGPoQwqD/ICz6EMII23+am5vdka6vfOUr6tixo/E2ZpPo3/EqNB07dtRNN93k/n3NNddEfhtLFA76D8KiDyEM+g/Cog8hjKD9p3///uYb4xFTDQEAAADAMhIvAAAAALCMxAsAAAAALCPxAgAAAADLSLwAAAAAwDISLwAAAACwjMQLAAAAACzjB5QBAAAAwDJGvAAAAADAMhIvAAAAALCMxAsAAAAALCPxAgAAAADLSLwAAAAAwDISLwAAAACwjMQLAAAAACwj8QIAAAAAy0i8AAAAAMAyEq8Iffjhh3rooYc0ePBgderUSd27d9eIESP04x//WE1NTXE3DzEoKSnxtNx66605Y23YsEG1tbXq06ePOnTooD59+qi2tlYbNmywfyAw7uOPP9b69ev1xBNPaOLEierRo4fbH+69917f8Uz0j+bmZr344osaM2aMevbsqfLycg0cOFDz5s3T7t27fbcJdpnoQ6tXr/Z8nlq9enXOeE1NTVq0aJFGjBih7t27q1OnTho8eLAeeughffjhh+EOGEbt2LFDTz75pCZMmOCeNzp37qzq6mrNnDlT77zzjq94nIOKi4n+U5DnHweReOutt5wuXbo4ktIu1dXVzr59++JuJiKWqT+0XmpqajLGuHjxojNr1qys+8+ePdu5ePFidAeG0LK9njNmzPAcx1T/OH78uDNixIiMMTp06OC89NJLIY8aJpnoQ6tWrfJ8nlq1alXWWPv27XMGDRqUcf8uXbo469atC3/gCG3MmDGeXvPp06c7586dyxqLc1DxMdV/CvH8Q+IVgZ07dzrl5eWOJKdz587OU0895WzZssX54x//6MyZM+ey5Ouzzz6Lu7mIUMtr/53vfMf5n//5n4zLwYMHM8Z45JFH3DhDhw51fvnLXzrbt293fvnLXzpDhw51tz366KMRHhnCSv2HcO211zoTJkwIlHiZ6B/Nzc3O6NGj3bJTpkxxNmzY4Gzbts356U9/6vTq1cuR5LRr18757W9/a+DoYYKJPpR64fO73/0u63nqxIkTGeN89tlnTnV1tRtrzpw5zh//+Edny5YtzlNPPeV07tzZkeRUVFQ4u3btMnL8CG7gwIGOJKeystKZP3++s3btWmf79u3O1q1bnX/5l39xevfu7b6W3/rWt7LG4hxUfEz1n0I8/5B4RaAl8y8tLXW2bNnSZvuiRYvczvCDH/wg+gYiNmFf9z//+c9OaWmpI8kZPny409TUdNn206dPO8OHD3f7H6Oq+eOJJ55w1q1b53z00UeO4zhOfX2974tmU/1jxYoVbt333Xdfm+379u1zR/SrqqqcCxcu+DtYWGGiD6Ve+NTX1wduy+OPP+7GWbRoUZvtmzdvdvtqthF+RGPSpEnOa6+95jQ3N6fdfvz48csuZOvq6tKW4xxUnEz1n0I8/5B4WbZt2zb3xZ43b17aMhcvXnSGDBniSHK6devmnD9/PuJWIi5hE6/vfOc7boytW7emLbN169as/7CQH4JcNJvqHy3np+7duzunT59OW+aZZ55x47z++uue2odoxZV4nT9/3unatasjyRkyZEjGKWXz5s1z69q+fXuguhCddevWua/XAw88kLYM5yBk4qX/FOL5h5trWPab3/zGfTxz5sy0Zdq1a6fp06dLkj799FNt3LgxiqYhzzmOozfffFOSNHjwYI0cOTJtuZEjR+r666+XJL355ptyHCeyNiI+pvrH3r17tWfPHknStGnTVFFRkTZO6s0a3njjjbDNRwHZuHGjTp48KUmaMWOG2rVLf+lBH8ovY8eOdR8fOHCgzXbOQcgmV/8xJWnnHxIvy1ru2tKpUycNGzYsY7mamhr38ebNm623C/mvvr5eR48elXR5/0mnZfuRI0d06NAh201DApjqH6l3nsoW5+qrr1Z1dbUkzmG4nNc+NHz4cPeimj6UfOfOnXMft2/fvs12zkHIJlf/MSVp5x8SL8taPqWpqqpSaWlpxnKDBw9usw+Kx5o1a3TDDTeooqJCV1xxhQYNGqQZM2ZkHf18//333cep/Scd+lfxMdU/gsRpaGjQ6dOnPbcV+WHmzJmqrKxUWVmZevTooZEjR+r73/++jhw5knU/r32otLRUVVVVkjhP5YO6ujr38ZAhQ9ps5xyEbHL1n9YK5fxD4mXR2bNn1djYKEnq06dP1rJXXnmlOnXqJOmLEwaKy/vvv689e/bozJkzOnXqlPbv36+XX35Z48aNU21trTtMnurw4cPu41z9q2/fvu5j+ldxMNU/gsRxHOey/VAYNm3apGPHjunChQv65JNPtG3bNj311FOqqqrSsmXLMu7X0hc6deqkbt26Za2jpQ8dP378sk/EkSyXLl3SwoUL3b+nTZvWpgznIGTipf+0Vijnn8xDMAjt888/dx937tw5Z/lOnTrp9OnTOnXqlM1mIUEqKir09a9/XbfddpsGDx6szp076/jx46qrq9OLL76oTz75RL/5zW80efJk/f73v9eXvvQld18//aslqZdE/yoSpvoH/QwDBgzQlClTNGrUKPfC5ODBg/rVr36ltWvX6uzZs/r2t7+tkpISzZ07t83+LX3I6//BFqdOnVKHDh0MHQVMeu6557R9+3ZJ0pQpU9J+lYJzEDLx0n9aFNr5h8TLorNnz7qPy8rKcpZveYHPnDljrU1IliNHjqT9BGb8+PF64IEHNHHiRO3atUt1dXV64YUX9A//8A9uGT/9K/XkQf8qDqb6B/2suNXW1mrGjBkqKSm5bP2IESP0zW9+U+vXr9eUKVN04cIFPfjgg/r617+uq6+++rKyLX3Iz/9BiT6UVHV1dXrkkUckSb169dILL7yQthznIKTjtf9IhXn+YaqhRR07dnQfnz9/Pmf5lmHN8vJya21CsmQb9v7yl7+stWvXuqNcS5cuvWy7n/6VOmRO/yoOpvoH/ay4de3atc1FT6q77rpLTzzxhCSpqalJK1asaFOmpQ/5+T8o0YeSaPfu3aqtrVVzc7M6duyoNWvWqFevXmnLcg5Ca376j1SY5x8SL4uuuOIK97GXIe+WL4J6GQ5FcRgwYIDGjx8vSdq/f797hyjJX/9K/ZIx/as4mOof9DPkMnfuXPfiKPUL8y1a+pCf/4MSfShp6uvrNWHCBJ04cULt27fXq6++qltuuSVjec5BSOW3/3iVb+cfEi+LOnbsqKuuukqScn7J88SJE+4LnvolU+CGG25wH6fevSf1S8a5+lfql5XpX8XBVP8IEqekpCTnl+BROHr16uX+r0t3h7GWvnD69Gl9+umnWWO19KGePXvy/a4EOXr0qG6//XYdPXpUJSUlWrlypSZPnpx1H85BaBGk/3iVb+cfEi/LWi6a9+/fr+bm5ozlPvjgA/exl9tqonhkGmZPTchS+0869K/iY6p/BInTt2/fy76kjMKXbTqQ1z7U3Nzs/pAq56nkaGxs1Pjx43Xw4EFJX0x7nz59es79OAdBCt5//Min8w+Jl2WjR4+W9EWm/V//9V8Zy6UOj958883W24X8kfobFJWVle7j6667zv073fB6qrfffluS1Lt3b/Xv3998I5E4pvpHyzksV5yPPvpIe/fulcQ5rNgcP37c/emU1HNUC699aMeOHe7MD/pQMpw8eVJ33HGH+39o4cKFuv/++z3tyzkIYfqPV/l2/iHxsuxv//Zv3cerVq1KW+bSpUt6+eWXJX1xs4WxY8dG0TTkgfr6ev3+97+XJA0cOFC9e/d2t5WUlLhD9R988IHefffdtDHeffdd91OeyZMnZ/1kCIXDVP+orq52P/17/fXX1dTUlDbO6tWr3ce1tbVhm488snz5cjmOI0mqqalps/3WW29V165dJUk///nP3bKt0YeSpampSZMmTdLOnTslSY899pgWLFjgeX/OQcUtbP/xKu/OPw6sGzNmjCPJKS0tdbZs2dJm+6JFixxJjiTnBz/4QfQNRCzeeust58KFCxm3f/TRR87QoUPdvrF48eI2Zf785z877du3dyQ5w4cPd5qami7b3tTU5AwfPtztf3v37jV+HIhGfX292xdmzJjhaR9T/WPFihVu3ffff3+b7fv373e6dOniSHKqqqqy9mvEx28fqq+vd3bu3Jm1zLp165yysjJHklNeXu4cPnw4bbnHH3/crXvRokVttm/ZssUpLS11JDk1NTVeDgcWnTt3zpkwYYL7ms2fPz9QHM5BxclE/ynU80+J42RI/WDMrl27dPPNN+vMmTPq3Lmz/umf/kljx47VmTNn9Oqrr2r58uWSvvhUZ8eOHZfdwQeFq3///rpw4YKmTp2qUaNGqX///iovL1djY6M2bdqkZcuWucPno0eP1h/+8Ie0X/Z89NFH3V+AHzp0qBYsWKCBAwfqwIEDevbZZ7Vr1y633NNPPx3dASKUd955R/v373f/bmxs1Pe+9z1JX0yDmD179mXl77333rRxTPSPixcvqqamRps3b5YkTZ06VXPmzNGVV16p7du364c//KE+/vhjtWvXTuvXr9fEiRNDHTvMCNuHNm3apLFjx2rUqFG6++679dWvftW99fPBgwe1du1arV271v0E+fnnn9d9992Xti2ff/65hg8f7k4Fmzt3ru655x6Vl5dr48aNevrpp3Xq1CmVl5dry5Ytuummm0w8BQho6tSp+vWvfy1JGjdunJYsWZJ1tkRZWZmqq6vTbuMcVHxM9J+CPf9YTevgeuutt9xPY9It1dXVzr59++JuJiLUr1+/jP0hdZk6dapz4sSJjHEuXrzo/P3f/33WGLNmzXIuXrwY3cEhtBkzZnjqHy1LJqb6x/Hjx50RI0ZkjNGhQwfnpZdeMv00IISwfWjjxo2e9quoqHCWLVuWsz379u1zBg0alDFOly5dnHXr1tl4KuCTn34jyenXr1/GWJyDio+J/lOo5x8SrwgdOnTIefDBB53q6mqnoqLC6datmzN8+HDn2WefdU6fPh138xCxTZs2Of/8z//s/M3f/I1TXV3tdO/e3SktLXW6devmfOUrX3HmzZuXdmpqJv/+7//uTJ482amsrHTKysqcyspKZ/Lkyc5vf/tbi0cBW0wlXi1M9I8LFy44//qv/+qMHj3aueqqq5yOHTs6AwYMcObMmeP86U9/CnO4sCBsH/rss8+cX/ziF87999/v/NVf/ZVz7bXXOhUVFU5ZWZnz5S9/2Rk3bpzz1FNPOX/5y188t+nUqVPOs88+6wwfPtzp1q2bU1FR4Vx//fXOgw8+6Bw6dMjk4SMEk4lXC85BxcNE/ynU8w9TDQEAAADAMu5qCAAAAACWkXgBAAAAgGUkXgAAAABgGYkXAAAAAFhG4gUAAAAAlpF4AQAAAIBlJF4AAAAAYBmJFwAAAABYRuIFAAAAAJaReAEAAACAZSReAAAAAGAZiRcAAAAAWEbiBQAAAACWkXgBAAAAgGUkXgAAAABgGYkXAAAAAFhG4gUAAAAAlpF4AQAAAIBlJF4AAAAAYBmJFwAAAABYRuIFAAAAAJaReAEAAACAZSReAAAAAGAZiRcAAAAAWEbiBQAAAACW/T8fXBR388L39QAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "image/png": { + "width": 431, + "height": 418 + } + } + } + ], + "source": [ + "url = 'https://raw.githubusercontent.com/tchambon/posts/main/iadb-2D/images/p0.png'\n", + "\n", + "urllib.request.urlretrieve(url, \"p0.png\")\n", + "\n", + "p_0 = mpimg.imread('p0.png')\n", + "imgplot = plt.imshow(p_0)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ebababc0-12fa-4175-83f6-430ea3b65355", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 435 + }, + "id": "ebababc0-12fa-4175-83f6-430ea3b65355", + "outputId": "455387e3-8be4-4c7c-b513-1501ba1d593e" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "image/png": { + "width": 431, + "height": 418 + } + } + } + ], + "source": [ + "url = 'https://raw.githubusercontent.com/tchambon/posts/main/iadb-2D/images/p1.png'\n", + "urllib.request.urlretrieve(url, \"p1.png\")\n", + "\n", + "p_1 = mpimg.imread('p1.png')\n", + "imgplot = plt.imshow(p_1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "55fd1d97-1570-4183-9fa0-c5e3a2032fd8", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "55fd1d97-1570-4183-9fa0-c5e3a2032fd8", + "outputId": "798318ff-8e78-441c-ca03-dadad55518a1" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 1.32 s, sys: 19.9 ms, total: 1.34 s\n", + "Wall time: 1.38 s\n" + ] + } + ], + "source": [ + "%%time\n", + "n_data = 65536\n", + "x_0_data = generate_samples_from_image(p_0[None, ...], n_data)\n", + "x_1_data = generate_samples_from_image(p_1[None, ...], n_data)" + ] + }, + { + "cell_type": "markdown", + "id": "de8a9929-3076-47ce-b136-25873adf4894", + "metadata": { + "id": "de8a9929-3076-47ce-b136-25873adf4894" + }, + "source": [ + "## Training" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2377c5c5-4494-410a-949f-d15139210ccc", + "metadata": { + "id": "2377c5c5-4494-410a-949f-d15139210ccc" + }, + "outputs": [], + "source": [ + "class NN(nn.Module):\n", + " activation: Callable = nn.relu\n", + "\n", + " @nn.compact\n", + " def __call__(self, x, alpha):\n", + " res = jnp.concatenate([x, alpha], axis=1)\n", + " res = self.activation(nn.Dense(64)(res))\n", + " res = self.activation(nn.Dense(64)(res))\n", + " res = self.activation(nn.Dense(64)(res))\n", + " res = self.activation(nn.Dense(64)(res))\n", + " out = nn.Dense(2)(res)\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5ff1f108-afab-467d-bbf8-46630cf9dccf", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5ff1f108-afab-467d-bbf8-46630cf9dccf", + "outputId": "e50b77d6-7268-49ff-c100-68ac83dfe264" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'params': {'Dense_0': {'bias': (64,), 'kernel': (3, 64)},\n", + " 'Dense_1': {'bias': (64,), 'kernel': (64, 64)},\n", + " 'Dense_2': {'bias': (64,), 'kernel': (64, 64)},\n", + " 'Dense_3': {'bias': (64,), 'kernel': (64, 64)},\n", + " 'Dense_4': {'bias': (2,), 'kernel': (64, 2)}}}" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "source": [ + "key = jax.random.PRNGKey(314)\n", + "key_init, key_train = jax.random.split(key)\n", + "model = NN()\n", + "dim_in = 2\n", + "params_init = model.init(key_init, jnp.zeros((1, dim_in)), jnp.zeros((1, 1)))\n", + "\n", + "jax.tree_map(jnp.shape, params_init)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6b1354c1-c21d-41cb-a834-303ccaf651e0", + "metadata": { + "id": "6b1354c1-c21d-41cb-a834-303ccaf651e0" + }, + "outputs": [], + "source": [ + "batch_size = 256\n", + "\n", + "def lossfn(params, key, applyfn):\n", + " key_rows, key_alpha = jax.random.split(key)\n", + " rows0, rows1 = jax.random.randint(key_rows, shape=(2, batch_size), minval=0, maxval=n_data)\n", + " x0 = jnp.take(x_0_data, rows0, axis=0)\n", + " x1 = jnp.take(x_1_data, rows1, axis=0)\n", + " alpha = jax.random.uniform(key_alpha, (batch_size,1))\n", + "\n", + " x_alpha = (1 - alpha) * x0 + alpha * x1\n", + "\n", + " distance_hat = applyfn(params, x_alpha, alpha)\n", + " distance = x1 - x0\n", + "\n", + " loss = jnp.power(distance_hat - distance, 2).sum()\n", + " return loss\n", + "\n", + "def stepfn(state, key):\n", + " l, grads = jax.value_and_grad(lossfn)(state.params, key, state.apply_fn)\n", + " state = state.apply_gradients(grads=grads)\n", + " return state, l" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "73c7018c-b6b8-4651-9265-e7506df4ad37", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "73c7018c-b6b8-4651-9265-e7506df4ad37", + "outputId": "3582f984-9790-4a8b-82ff-bddf947ad983" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 16.7 s, sys: 498 ms, total: 17.2 s\n", + "Wall time: 17.3 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "tx = optax.adam(0.001)\n", + "state = TrainState.create(\n", + " apply_fn=model.apply,\n", + " params=params_init,\n", + " tx=tx\n", + ")\n", + "\n", + "n_epochs = n_data\n", + "keys_train = jax.random.split(key_train, n_epochs)\n", + "state_final, losses = jax.lax.scan(stepfn, state, keys_train)\n", + "losses = np.array(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e994956f-c158-4651-99cf-65523d7d6c01", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "e994956f-c158-4651-99cf-65523d7d6c01", + "outputId": "41027775-e6ff-450b-b5b4-71336d6b54eb" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 12 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "image/png": { + "width": 543, + "height": 418 + } + } + } + ], + "source": [ + "plt.plot(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8d55dde2-2310-46e4-b5f8-244e53a4b3d5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8d55dde2-2310-46e4-b5f8-244e53a4b3d5", + "outputId": "bde64fd0-ada5-4407-a5ef-f25eb86f87e4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "sampling loop: 100%|██████████| 128/128 [00:03<00:00, 37.86it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 3.18 s, sys: 174 ms, total: 3.36 s\n", + "Wall time: 3.39 s\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "batchsize = 2048 # for generation\n", + "x_alpha = x_0_data[np.random.randint(0, n_data, batchsize), :]\n", + "x_alpha = jnp.array(x_alpha)\n", + "\n", + "# loop\n", + "T = 128\n", + "x_all = [x_alpha]\n", + "for t in tqdm(range(T), \"sampling loop\"):\n", + "\n", + " # current alpha value\n", + " alpha = t / T * jnp.ones((batchsize, 1))\n", + "\n", + " # update\n", + " x_alpha = x_alpha + 1/T * state_final.apply_fn(state_final.params, x_alpha, alpha)\n", + " x_all.append(x_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a4551fd8-d032-4be7-9be2-7c629b29a3a1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 606 + }, + "id": "a4551fd8-d032-4be7-9be2-7c629b29a3a1", + "outputId": "59ea195b-1db0-49cc-d44f-e49956c983e4" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "image/png": { + "width": 496, + "height": 589 + } + } + } + ], + "source": [ + "steps = np.linspace(0, T, 12).round().astype(int)\n", + "\n", + "fig, axs = plt.subplots(4, 3, figsize=(5, 6.0), sharex=True, sharey=True)\n", + "for ax, s in zip(axs.ravel(), steps):\n", + " ax.scatter(*x_all[s].T, s=5)\n", + " ax.set_title(f\"Step {s:02}\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "6193e3f2-1b61-4651-a3f8-838849d57862", + "metadata": { + "id": "6193e3f2-1b61-4651-a3f8-838849d57862" + }, + "source": [ + "### Animate!" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3a4d8f2f-8925-4587-96e3-d1869de2449e", + "metadata": { + "id": "3a4d8f2f-8925-4587-96e3-d1869de2449e" + }, + "outputs": [], + "source": [ + "from matplotlib import animation" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c4b137f5-a773-406f-8bb5-efd51305f810", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 451 + }, + "id": "c4b137f5-a773-406f-8bb5-efd51305f810", + "outputId": "e8b11457-5e48-4b78-ef3c-7c5fb2889b88" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "image/png": { + "width": 547, + "height": 434 + } + } + } + ], + "source": [ + "steps = np.arange(T)\n", + "\n", + "fig, ax = plt.subplots()\n", + "def animate(t):\n", + " ax.cla()\n", + " ax.scatter(*x_all[t].T, s=5)\n", + " ax.set_title(f\"Step {t:02}\")\n", + "\n", + "ani = animation.FuncAnimation(fig, animate, steps)\n", + "ani.save(\"iadb.gif\", fps=20)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + }, + "colab": { + "provenance": [], + "machine_shape": "hm", + "gpuType": "A100", + "include_colab_link": true + }, + "accelerator": "GPU" + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file From b2ca383fae9e5ba7354a2f9e1f16c10306b93a88 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Thu, 14 Sep 2023 10:26:34 -0700 Subject: [PATCH 11/11] Created using Colaboratory --- notebooks/misc/bayes_tails.ipynb | 220 +++++++++++++++++++++++++++++++ 1 file changed, 220 insertions(+) create mode 100644 notebooks/misc/bayes_tails.ipynb diff --git a/notebooks/misc/bayes_tails.ipynb b/notebooks/misc/bayes_tails.ipynb new file mode 100644 index 00000000000..694ec665cc3 --- /dev/null +++ b/notebooks/misc/bayes_tails.ipynb @@ -0,0 +1,220 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "id": "9b304676-289c-4f21-af4e-272ed417a71a", + "metadata": { + "id": "9b304676-289c-4f21-af4e-272ed417a71a" + }, + "source": [ + "# Bayes tails examples\n", + "\n", + "Based on\n", + "- https://colab.research.google.com/github/gerdm/misc/blob/master/2023-09/bayes-tails.ipynb\n", + "- https://twitter.com/rlmcelreath/status/1701165075493470644\n", + "- https://gist.github.com/bbolker/2a0da634aa13ba2401779158da286af2\n", + "- https://twitter.com/Chris_Julliard/status/1701369625294864862" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4127526f-31fd-456c-a1e5-fdb2e1d8d63f", + "metadata": { + "tags": [], + "id": "4127526f-31fd-456c-a1e5-fdb2e1d8d63f", + "outputId": "b000d895-b5d1-42ed-d866-7550521fb197" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-12 08:13:13.180116: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" + ] + } + ], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "import matplotlib.pyplot as plt\n", + "from tensorflow_probability.substrates import jax as tfp\n", + "\n", + "tfd = tfp.distributions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c89bd24b-99e2-4664-b682-5f66fe51401d", + "metadata": { + "tags": [], + "id": "c89bd24b-99e2-4664-b682-5f66fe51401d" + }, + "outputs": [], + "source": [ + "%config InlineBackend.figure_format = \"retina\"\n", + "\n", + "plt.rcParams[\"axes.spines.right\"] = False\n", + "plt.rcParams[\"axes.spines.top\"] = False" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94dd3464-d9c1-45c3-9a0c-4e7fdd4ebaf0", + "metadata": { + "tags": [], + "id": "94dd3464-d9c1-45c3-9a0c-4e7fdd4ebaf0" + }, + "outputs": [], + "source": [ + "def process_posterior(\n", + " eval_domain,\n", + " mean_prior=10.0, mean_likelihood=0.0,\n", + " std_prior=1.0, std_likelihood=1.0,\n", + " df_prior=1000, df_likelihood=1000,\n", + "):\n", + " dt = eval_domain[1] - eval_domain[0]\n", + " pr_prior = tfd.StudentT(df_prior, mean_prior, std_prior)\n", + " pr_likelihood = tfd.StudentT(df_likelihood, mean_likelihood, std_likelihood)\n", + "\n", + " density_prior = pr_prior.prob(eval_domain)\n", + " density_likelihood = pr_likelihood.prob(eval_domain)\n", + "\n", + " Z = (density_prior * density_likelihood * dt).sum()\n", + " density_posterior = density_prior * density_likelihood / Z\n", + "\n", + " res = {\n", + " \"density-prior\": density_prior,\n", + " \"density-likelihood\": density_likelihood,\n", + " \"density-posterior\": density_posterior,\n", + " }\n", + "\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4eb17f92-ccf5-4df7-9084-0ef634f4a276", + "metadata": { + "tags": [], + "id": "4eb17f92-ccf5-4df7-9084-0ef634f4a276", + "outputId": "5dc62c41-835e-44c5-f387-29c17d87227e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'density-likelihood': (4, 1000),\n", + " 'density-posterior': (4, 1000),\n", + " 'density-prior': (4, 1000)}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xrange = jnp.linspace(-5, 15, 1000)\n", + "@jax.vmap\n", + "def experiment(df_prior, df_likelihood):\n", + " return process_posterior(xrange, df_prior=df_prior, df_likelihood=df_likelihood)\n", + "\n", + "# Degrees of freedom: prior / likelihood\n", + "df_configs = jnp.array([\n", + " (1000, 1000),\n", + " (2, 1000),\n", + " (1000, 2),\n", + " (2, 2)\n", + "], dtype=jnp.float32)\n", + "\n", + "results = experiment(df_configs[:, 0], df_configs[:, 1])\n", + "jax.tree_map(jnp.shape, results)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "761aefdc-9dcc-4016-a874-198070f76c38", + "metadata": { + "id": "761aefdc-9dcc-4016-a874-198070f76c38", + "outputId": "2b5931cb-1a7f-44b4-dfde-de8a230fd595" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 472, + "width": 629 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, sharex=True, sharey=True)\n", + "for i, (axi, config) in enumerate(zip(axs.ravel(), df_configs)):\n", + " df_prior, df_likelihood = config\n", + " dprior = results[\"density-prior\"][i]\n", + " dlikelihood = results[\"density-likelihood\"][i]\n", + " dpost = results[\"density-posterior\"][i]\n", + "\n", + " axi.plot(xrange, dprior, c=\"black\", linestyle=\"--\")\n", + " axi.plot(xrange, dlikelihood, c=\"black\")\n", + " axi.plot(xrange, dpost, c=\"crimson\")\n", + "\n", + " axi.set_title(f\"df-prior={df_prior.item():0.0f}\\ndf-likelihood={df_likelihood.item():0.0f}\")\n", + " axi.text(10, 0.42, \"Prior\", horizontalalignment=\"center\")\n", + " axi.text(0, 0.42, \"Likelihood\", horizontalalignment=\"center\")\n", + "\n", + "axs[0, 0].set_ylabel(\"Density\")\n", + "axs[1, 0].set_ylabel(\"Density\")\n", + "plt.tight_layout()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "research", + "language": "python", + "name": "research" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "colab": { + "provenance": [], + "include_colab_link": true + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file