diff --git a/01-python-tools/01.01-python-overview.ipynb b/01-python-tools/01.01-python-overview.ipynb index 7e8c33f9..c5d99dc1 100644 --- a/01-python-tools/01.01-python-overview.ipynb +++ b/01-python-tools/01.01-python-overview.ipynb @@ -51,10 +51,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -65,7 +63,7 @@ } ], "source": [ - "print \"hello world!\"" + "print(\"hello world!\")" ] }, { @@ -101,39 +99,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The Zen of Python, by Tim Peters\n", - "\n", - "Beautiful is better than ugly.\n", - "Explicit is better than implicit.\n", - "Simple is better than complex.\n", - "Complex is better than complicated.\n", - "Flat is better than nested.\n", - "Sparse is better than dense.\n", - "Readability counts.\n", - "Special cases aren't special enough to break the rules.\n", - "Although practicality beats purity.\n", - "Errors should never pass silently.\n", - "Unless explicitly silenced.\n", - "In the face of ambiguity, refuse the temptation to guess.\n", - "There should be one-- and preferably only one --obvious way to do it.\n", - "Although that way may not be obvious at first unless you're Dutch.\n", - "Now is better than never.\n", - "Although never is often better than *right* now.\n", - "If the implementation is hard to explain, it's a bad idea.\n", - "If the implementation is easy to explain, it may be a good idea.\n", - "Namespaces are one honking great idea -- let's do more of those!\n" - ] - } - ], + "execution_count": 12, + "metadata": {}, + "outputs": [], "source": [ "import this" ] @@ -147,10 +115,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -208,7 +174,7 @@ " for i in range(26):\n", " d[chr(i+c)] = chr((i+13) % 26 + c)\n", "\n", - "print \"\".join([d.get(c, c) for c in s])" + "print (\"\".join([d.get(c, c) for c in s]))" ] }, { @@ -221,23 +187,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/01-python-tools/01.02-ipython-interpreter.ipynb b/01-python-tools/01.02-ipython-interpreter.ipynb index 1cf4f514..92104d8f 100644 --- a/01-python-tools/01.02-ipython-interpreter.ipynb +++ b/01-python-tools/01.02-ipython-interpreter.ipynb @@ -33,7 +33,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -77,9 +76,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -98,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -126,9 +123,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -144,7 +139,9 @@ "file": "Other", "html": "DisplayMagics", "javascript": "DisplayMagics", + "js": "DisplayMagics", "latex": "DisplayMagics", + "markdown": "DisplayMagics", "perl": "Other", "prun": "ExecutionMagics", "pypy": "Other", @@ -187,9 +184,6 @@ "gui": "BasicMagics", "hist": "Other", "history": "HistoryMagics", - "install_default_config": "DeprecatedMagics", - "install_ext": "ExtensionMagics", - "install_profiles": "DeprecatedMagics", "killbgscripts": "ScriptMagics", "ldir": "Other", "less": "KernelMagics", @@ -217,6 +211,7 @@ "pfile": "NamespaceMagics", "pinfo": "NamespaceMagics", "pinfo2": "NamespaceMagics", + "pip": "BasicMagics", "popd": "OSMagics", "pprint": "BasicMagics", "precision": "BasicMagics", @@ -260,10 +255,10 @@ }, "text/plain": [ "Available line magics:\n", - "%alias %alias_magic %autocall %automagic %autosave %bookmark %cd %clear %cls %colors %config %connect_info %copy %ddir %debug %dhist %dirs %doctest_mode %echo %ed %edit %env %gui %hist %history %install_default_config %install_ext %install_profiles %killbgscripts %ldir %less %load %load_ext %loadpy %logoff %logon %logstart %logstate %logstop %ls %lsmagic %macro %magic %matplotlib %mkdir %more %notebook %page %pastebin %pdb %pdef %pdoc %pfile %pinfo %pinfo2 %popd %pprint %precision %profile %prun %psearch %psource %pushd %pwd %pycat %pylab %qtconsole %quickref %recall %rehashx %reload_ext %ren %rep %rerun %reset %reset_selective %rmdir %run %save %sc %set_env %store %sx %system %tb %time %timeit %unalias %unload_ext %who %who_ls %whos %xdel %xmode\n", + "%alias %alias_magic %autocall %automagic %autosave %bookmark %cd %clear %cls %colors %config %connect_info %copy %ddir %debug %dhist %dirs %doctest_mode %echo %ed %edit %env %gui %hist %history %killbgscripts %ldir %less %load %load_ext %loadpy %logoff %logon %logstart %logstate %logstop %ls %lsmagic %macro %magic %matplotlib %mkdir %more %notebook %page %pastebin %pdb %pdef %pdoc %pfile %pinfo %pinfo2 %popd %pprint %precision %profile %prun %psearch %psource %pushd %pwd %pycat %pylab %qtconsole %quickref %recall %rehashx %reload_ext %ren %rep %rerun %reset %reset_selective %rmdir %run %save %sc %set_env %store %sx %system %tb %time %timeit %unalias %unload_ext %who %who_ls %whos %xdel %xmode\n", "\n", "Available cell magics:\n", - "%%! %%HTML %%SVG %%bash %%capture %%cmd %%debug %%file %%html %%javascript %%latex %%perl %%prun %%pypy %%python %%python2 %%python3 %%ruby %%script %%sh %%svg %%sx %%system %%time %%timeit %%writefile\n", + "%%! %%HTML %%SVG %%bash %%capture %%cmd %%debug %%file %%html %%javascript %%js %%latex %%markdown %%perl %%prun %%pypy %%python %%python2 %%python3 %%ruby %%script %%sh %%svg %%sx %%system %%time %%timeit %%writefile\n", "\n", "Automagic is ON, % prefix IS NOT needed for line magics." ] @@ -292,10 +287,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -321,10 +314,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "%reset -f" @@ -339,10 +330,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -365,18 +354,16 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "u'C:\\\\Users\\\\lijin\\\\Documents\\\\Git\\\\python-tutorial\\\\01. python tools'" + "'C:\\\\Users\\\\lywdo\\\\Documents\\\\git_code\\\\notes-python\\\\01-python-tools'" ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -395,9 +382,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%mkdir demo_test" @@ -413,9 +398,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -440,7 +423,6 @@ "cell_type": "code", "execution_count": 12, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -466,25 +448,27 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 驱动器 C 中的卷是 System\n", - " 卷的序列号是 DC4B-D785\n", + " 驱动器 C 中的卷是 OS\n", + " 卷的序列号是 7C34-AAA4\n", "\n", - " C:\\Users\\lijin\\Documents\\Git\\python-tutorial\\01. python tools\\demo_test 的目录\n", + " C:\\Users\\lywdo\\Documents\\git_code\\notes-python\\01-python-tools 的目录\n", "\n", - "2015/09/18 11:32 .\n", - "2015/09/18 11:32 ..\n", - "2015/09/18 11:32 19 hello_world.py\n", - " 1 个文件 19 字节\n", - " 2 个目录 121,763,831,808 可用字节\n" + "2017/12/27 17:10 .\n", + "2017/12/27 17:10 ..\n", + "2017/12/27 17:02 .ipynb_checkpoints\n", + "2017/12/27 17:00 6,149 01.01-python-overview.ipynb\n", + "2017/12/27 17:10 18,900 01.02-ipython-interpreter.ipynb\n", + "2017/12/27 16:38 1,008 01.03-ipython-notebook.ipynb\n", + "2017/12/27 16:38 15,366 01.04-use-anaconda.ipynb\n", + " 4 个文件 41,423 字节\n", + " 3 个目录 159,411,105,792 可用字节\n" ] } ], @@ -502,9 +486,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -547,9 +529,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -580,9 +560,8 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -590,7 +569,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "C:\\Users\\lijin\\Documents\\Git\\python-tutorial\\01. python tools\n" + "C:\\Users\\lywdo\\Documents\\git_code\\notes-python\n" ] } ], @@ -608,9 +587,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%rmdir demo_test" @@ -625,35 +602,29 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "print \"hello, world\"\n", + "a\n", "a = 1\n", "a\n", - "b = [1, 2, 3]\n", + "%lsmagic\n", "%lsmagic\n", "%whos\n", + "b = [1, 2, 3]\n", + "%whos\n", + "%reset -f\n", + "%reset -f\n", + "%reset -f\n", "%reset -f\n", "%whos\n", "%pwd\n", - "%mkdir demo_test\n", - "%cd demo_test/\n", - "%%writefile hello_world.py\n", - "print \"hello world\"\n", - "%ls\n", - "%run hello_world.py\n", - "import os\n", - "os.remove('hello_world.py')\n", "%ls\n", "%cd ..\n", - "%rmdir demo_test\n", "%hist\n" ] } @@ -678,10 +649,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [], "source": [ "sum?" @@ -696,16 +665,14 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using matplotlib backend: Qt4Agg\n", + "Using matplotlib backend: Qt5Agg\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } @@ -734,9 +701,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -757,9 +722,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -785,26 +748,24 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", - "正在 Ping baidu.com [180.149.132.47] 具有 32 字节的数据:\n", - "来自 180.149.132.47 的回复: 字节=32 时间=69ms TTL=49\n", - "来自 180.149.132.47 的回复: 字节=32 时间=64ms TTL=49\n", - "来自 180.149.132.47 的回复: 字节=32 时间=61ms TTL=49\n", - "来自 180.149.132.47 的回复: 字节=32 时间=63ms TTL=49\n", + "正在 Ping baidu.com [123.125.114.144] 具有 32 字节的数据:\n", + "来自 123.125.114.144 的回复: 字节=32 时间=46ms TTL=49\n", + "来自 123.125.114.144 的回复: 字节=32 时间=46ms TTL=49\n", + "来自 123.125.114.144 的回复: 字节=32 时间=43ms TTL=49\n", + "来自 123.125.114.144 的回复: 字节=32 时间=40ms TTL=49\n", "\n", - "180.149.132.47 的 Ping 统计信息:\n", + "123.125.114.144 的 Ping 统计信息:\n", " 数据包: 已发送 = 4,已接收 = 4,丢失 = 0 (0% 丢失),\n", "往返行程的估计时间(以毫秒为单位):\n", - " 最短 = 61ms,最长 = 69ms,平均 = 64ms\n" + " 最短 = 40ms,最长 = 46ms,平均 = 43ms\n" ] } ], @@ -822,9 +783,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -845,23 +804,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/01-python-tools/01.04-use-anaconda.ipynb b/01-python-tools/01.04-use-anaconda.ipynb index cd0587d3..13712ab1 100644 --- a/01-python-tools/01.04-use-anaconda.ipynb +++ b/01-python-tools/01.04-use-anaconda.ipynb @@ -35,158 +35,232 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "# packages in environment at C:\\Anaconda:\n", + "# packages in environment at C:\\ProgramData\\Anaconda3:\n", "#\n", - "_license 1.1 py27_0 \n", - "alabaster 0.7.3 py27_0 \n", - "anaconda 2.3.0 np19py27_0 \n", - "argcomplete 0.8.9 py27_0 \n", - "astropy 1.0.3 np19py27_0 \n", - "babel 1.3 py27_0 \n", - "backports.ssl-match-hostname 3.4.0.2 \n", - "basemap 1.0.7 np19py27_0 \n", - "bcolz 0.9.0 np19py27_0 \n", - "beautiful-soup 4.3.2 py27_1 \n", - "beautifulsoup4 4.3.2 \n", - "binstar 0.11.0 py27_0 \n", - "bitarray 0.8.1 py27_1 \n", - "blaze 0.8.0 \n", - "blaze-core 0.8.0 np19py27_0 \n", - "blz 0.6.2 np19py27_1 \n", - "bokeh 0.9.0 np19py27_0 \n", - "boto 2.38.0 py27_0 \n", - "bottleneck 1.0.0 np19py27_0 \n", - "cartopy 0.13.0 np19py27_0 \n", - "cdecimal 2.3 py27_1 \n", - "certifi 14.05.14 py27_0 \n", - "cffi 1.1.0 py27_0 \n", - "clyent 0.3.4 py27_0 \n", - "colorama 0.3.3 py27_0 \n", - "conda 3.17.0 py27_0 \n", - "conda-build 1.14.1 py27_0 \n", - "conda-env 2.4.2 py27_0 \n", - "configobj 5.0.6 py27_0 \n", - "cryptography 0.9.1 py27_0 \n", - "cython 0.22.1 py27_0 \n", - "cytoolz 0.7.3 py27_0 \n", - "datashape 0.4.5 np19py27_0 \n", - "decorator 3.4.2 py27_0 \n", - "docutils 0.12 py27_1 \n", - "dynd-python 0.6.5 np19py27_0 \n", - "enum34 1.0.4 py27_0 \n", - "fastcache 1.0.2 py27_0 \n", - "flask 0.10.1 py27_1 \n", - "funcsigs 0.4 py27_0 \n", - "geopy 1.11.0 \n", - "geos 3.4.2 3 \n", - "gevent 1.0.1 py27_0 \n", - "gevent-websocket 0.9.3 py27_0 \n", - "greenlet 0.4.7 py27_0 \n", - "grin 1.2.1 py27_2 \n", - "h5py 2.5.0 np19py27_1 \n", - "hdf5 1.8.15.1 2 \n", - "idna 2.0 py27_0 \n", - "ipaddress 1.0.7 py27_0 \n", - "ipython 3.2.0 py27_0 \n", - "ipython-notebook 3.2.0 py27_0 \n", - "ipython-qtconsole 3.2.0 py27_0 \n", - "itsdangerous 0.24 py27_0 \n", - "jdcal 1.0 py27_0 \n", - "jedi 0.8.1 py27_0 \n", - "jinja2 2.7.3 py27_2 \n", - "jsonschema 2.4.0 py27_0 \n", - "launcher 1.0.0 1 \n", - "libpython 1.0 py27_1 \n", - "llvmlite 0.5.0 py27_0 \n", - "lxml 3.4.4 py27_0 \n", - "markupsafe 0.23 py27_0 \n", - "matplotlib 1.4.3 np19py27_1 \n", - "menuinst 1.0.4 py27_0 \n", - "mingw 4.7 1 \n", - "mistune 0.5.1 py27_1 \n", - "mock 1.3.0 py27_0 \n", - "multipledispatch 0.4.7 py27_0 \n", - "networkx 1.9.1 py27_0 \n", - "nltk 3.0.3 np19py27_0 \n", - "node-webkit 0.10.1 0 \n", - "nose 1.3.7 py27_0 \n", - "numba 0.19.1 np19py27_0 \n", - "numexpr 2.4.3 np19py27_0 \n", - "numpy 1.9.2 py27_0 \n", - "odo 0.3.2 np19py27_0 \n", - "openpyxl 1.8.5 py27_0 \n", - "owslib 0.9.0 py27_0 \n", - "pandas 0.16.2 np19py27_0 \n", - "patsy 0.3.0 np19py27_0 \n", - "pbr 1.3.0 py27_0 \n", - "pep8 1.6.2 py27_0 \n", - "pillow 2.9.0 py27_0 \n", - "pip 7.1.2 py27_0 \n", - "ply 3.6 py27_0 \n", - "proj4 4.9.1 py27_1 \n", - "psutil 2.2.1 py27_0 \n", - "py 1.4.27 py27_0 \n", - "pyasn1 0.1.7 py27_0 \n", - "pycosat 0.6.1 py27_0 \n", - "pycparser 2.14 py27_0 \n", - "pycrypto 2.6.1 py27_3 \n", - "pyepsg 0.2.0 py27_0 \n", - "pyflakes 0.9.2 py27_0 \n", - "pygments 2.0.2 py27_0 \n", - "pyopenssl 0.15.1 py27_1 \n", - "pyparsing 2.0.3 py27_0 \n", - "pyqt 4.10.4 py27_1 \n", - "pyreadline 2.0 py27_0 \n", - "pyshp 1.2.1 py27_0 \n", - "pytables 3.2.0 np19py27_0 \n", - "pytest 2.7.1 py27_0 \n", - "python 2.7.10 0 \n", - "python-dateutil 2.4.2 py27_0 \n", - "pytz 2015.4 py27_0 \n", - "pywin32 219 py27_0 \n", - "pyyaml 3.11 py27_2 \n", - "pyzmq 14.7.0 py27_0 \n", - "requests 2.7.0 py27_0 \n", - "rope 0.9.4 py27_1 \n", - "runipy 0.1.3 py27_0 \n", - "scikit-image 0.11.3 np19py27_0 \n", - "scikit-learn 0.16.1 np19py27_0 \n", - "scipy 0.16.0 np19py27_0 \n", - "setuptools 18.1 py27_0 \n", - "shapely 1.5.11 nppy27_0 \n", - "six 1.9.0 py27_0 \n", - "snowballstemmer 1.2.0 py27_0 \n", - "sockjs-tornado 1.0.1 py27_0 \n", - "sphinx 1.3.1 py27_0 \n", - "sphinx-rtd-theme 0.1.7 \n", - "sphinx_rtd_theme 0.1.7 py27_0 \n", - "spyder 2.3.5.2 py27_0 \n", - "spyder-app 2.3.5.2 py27_0 \n", - "sqlalchemy 1.0.5 py27_0 \n", - "ssl_match_hostname 3.4.0.2 py27_0 \n", - "statsmodels 0.6.1 np19py27_0 \n", - "sympy 0.7.6 py27_0 \n", - "tables 3.2.0 \n", - "theano 0.7.0 \n", - "toolz 0.7.2 py27_0 \n", - "tornado 4.2 py27_0 \n", - "ujson 1.33 py27_0 \n", - "unicodecsv 0.9.4 py27_0 \n", - "werkzeug 0.10.4 py27_0 \n", - "wheel 0.24.0 py27_0 \n", - "xlrd 0.9.3 py27_0 \n", - "xlsxwriter 0.7.3 py27_0 \n", - "xlwings 0.3.5 py27_0 \n", - "xlwt 1.0.0 py27_0 \n", - "zlib 1.2.8 0 \n" + "_ipyw_jlab_nb_ext_conf 0.1.0 py36he6757f0_0 defaults\n", + "alabaster 0.7.10 py36hcd07829_0 defaults\n", + "anaconda 5.0.1 py36h8316230_2 defaults\n", + "anaconda-client 1.6.5 py36hd36550c_0 defaults\n", + "anaconda-navigator 1.6.9 py36hc720852_0 defaults\n", + "anaconda-project 0.8.0 py36h8b3bf89_0 defaults\n", + "asn1crypto 0.22.0 py36h8e79faa_1 defaults\n", + "astroid 1.5.3 py36h9d85297_0 defaults\n", + "astropy 2.0.2 py36h06391c4_4 defaults\n", + "babel 2.5.0 py36h35444c1_0 defaults\n", + "backports 1.0 py36h81696a8_1 defaults\n", + "backports.shutil_get_terminal_size 1.0.0 py36h79ab834_2 defaults\n", + "beautifulsoup4 4.6.0 py36hd4cc5e8_1 defaults\n", + "bitarray 0.8.1 py36h6af124b_0 defaults\n", + "bkcharts 0.2 py36h7e685f7_0 defaults\n", + "blaze 0.11.3 py36h8a29ca5_0 defaults\n", + "bleach 2.0.0 py36h0a7e3d6_0 defaults\n", + "bokeh 0.12.10 py36h0be3b39_0 defaults\n", + "boto 2.48.0 py36h1a776d2_1 defaults\n", + "bottleneck 1.2.1 py36hd119dfa_0 defaults\n", + "bzip2 1.0.6 vc14hdec8e7a_1 [vc14] defaults\n", 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py36h30f5020_0 defaults\n", + "testpath 0.3.1 py36h2698cfe_0 defaults\n", + "tk 8.6.7 vc14hb68737d_1 [vc14] defaults\n", + "toolz 0.8.2 py36he152a52_0 defaults\n", + "tornado 4.5.2 py36h57f6048_0 defaults\n", + "traitlets 4.3.2 py36h096827d_0 defaults\n", + "typing 3.6.2 py36hb035bda_0 defaults\n", + "unicodecsv 0.14.1 py36h6450c06_0 defaults\n", + "urllib3 1.22 py36h276f60a_0 defaults\n", + "vc 14 h2379b0c_2 defaults\n", + "vs2015_runtime 14.0.25123 hd4c4e62_2 defaults\n", + "wcwidth 0.1.7 py36h3d5aa90_0 defaults\n", + "webencodings 0.5.1 py36h67c50ae_1 defaults\n", + "werkzeug 0.12.2 py36h866a736_0 defaults\n", + "wheel 0.29.0 py36h6ce6cde_1 defaults\n", + "widgetsnbextension 3.0.2 py36h364476f_1 defaults\n", + "win_inet_pton 1.0.1 py36he67d7fd_1 defaults\n", + "win_unicode_console 0.5 py36hcdbd4b5_0 defaults\n", + "wincertstore 0.2 py36h7fe50ca_0 defaults\n", + "wrapt 1.10.11 py36he5f5981_0 defaults\n", + "xlrd 1.1.0 py36h1cb58dc_1 defaults\n", + "xlsxwriter 1.0.2 py36hf723b7d_0 defaults\n", + "xlwings 0.11.4 py36hd3cf94d_0 defaults\n", + "xlwt 1.3.0 py36h1a4751e_0 defaults\n", + "yaml 0.1.7 vc14hb31d195_1 [vc14] defaults\n", + "zict 0.1.3 py36h2d8e73e_0 defaults\n", + "zlib 1.2.11 vc14h1cdd9ab_1 [vc14] defaults\n" ] } ], @@ -226,9 +300,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -236,22 +308,39 @@ "text": [ "Current conda install:\n", "\n", - " platform : win-64\n", - " conda version : 3.17.0\n", - " conda-build version : 1.14.1\n", - " python version : 2.7.10.final.0\n", - " requests version : 2.7.0\n", - " root environment : C:\\Anaconda (writable)\n", - " default environment : C:\\Anaconda\n", - " envs directories : C:\\Anaconda\\envs\n", - " package cache : C:\\Anaconda\\pkgs\n", - " channel URLs : https://repo.continuum.io/pkgs/free/win-64/\n", - " https://repo.continuum.io/pkgs/free/noarch/\n", - " https://repo.continuum.io/pkgs/pro/win-64/\n", - " https://repo.continuum.io/pkgs/pro/noarch/\n", - " config file : None\n", - " is foreign system : False\n", - "\n" + " platform : win-64\n", + " conda version : 4.3.30\n", + " conda is private : False\n", + " conda-env version : 4.3.30\n", + " conda-build version : 3.0.27\n", + " python version : 3.6.3.final.0\n", + " requests version : 2.18.4\n", + " root environment : C:\\ProgramData\\Anaconda3 (read only)\n", + " default environment : C:\\ProgramData\\Anaconda3\n", + " envs directories : C:\\Users\\lywdo\\AppData\\Local\\conda\\conda\\envs\n", + " C:\\ProgramData\\Anaconda3\\envs\n", + " C:\\Cadence\\SPB_Data\\.conda\\envs\n", + " package cache : C:\\ProgramData\\Anaconda3\\pkgs\n", + " C:\\Users\\lywdo\\AppData\\Local\\conda\\conda\\pkgs\n", + " channel URLs : https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/win-64\n", + " https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/noarch\n", + " https://conda.anaconda.org/'https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/'/win-64\n", + " https://conda.anaconda.org/'https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/'/noarch\n", + " https://repo.continuum.io/pkgs/main/win-64\n", + " https://repo.continuum.io/pkgs/main/noarch\n", + " https://repo.continuum.io/pkgs/free/win-64\n", + " https://repo.continuum.io/pkgs/free/noarch\n", + " https://repo.continuum.io/pkgs/r/win-64\n", + " https://repo.continuum.io/pkgs/r/noarch\n", + " https://repo.continuum.io/pkgs/pro/win-64\n", + " https://repo.continuum.io/pkgs/pro/noarch\n", + " https://repo.continuum.io/pkgs/msys2/win-64\n", + " https://repo.continuum.io/pkgs/msys2/noarch\n", + " config file : C:\\Cadence\\SPB_Data\\.condarc\n", + " netrc file : None\n", + " offline mode : False\n", + " user-agent : conda/4.3.30 requests/2.18.4 CPython/3.6.3 Windows/10 Windows/10.0.15063 \n", + " administrator : False\n" ] } ], @@ -300,23 +389,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.01-a-tour-of-python.ipynb b/02-python-essentials/02.01-a-tour-of-python.ipynb index ecdb7610..adc5d2a9 100644 --- a/02-python-essentials/02.01-a-tour-of-python.ipynb +++ b/02-python-essentials/02.01-a-tour-of-python.ipynb @@ -25,7 +25,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -54,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -83,9 +80,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -144,9 +139,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -167,9 +160,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -188,7 +179,7 @@ ] }, { - "cell_type": "markdown", + "cell_type": "raw", "metadata": {}, "source": [ "三引号用来输入包含多行文字的字符串:" @@ -197,9 +188,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -219,9 +208,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -247,40 +234,26 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "'hello world'" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "s = \"hello\" + \" world\"\n", - "s" + "s = \"hello\" + \" world\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "字符串索引:\n" + "字符串索引:" ] }, { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -300,9 +273,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -322,9 +293,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -350,10 +319,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -361,7 +328,7 @@ "['hello', 'world']" ] }, - "execution_count": 13, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -381,9 +348,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -417,9 +382,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -447,9 +410,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -476,9 +437,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -505,9 +464,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -534,9 +491,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -571,9 +526,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -601,9 +554,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -630,9 +581,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -660,9 +609,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -691,9 +638,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -720,9 +665,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -749,9 +692,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -784,10 +725,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -795,7 +734,7 @@ "{'cats': 4, 'dogs': 5}" ] }, - "execution_count": 27, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -814,10 +753,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -825,7 +762,7 @@ "2" ] }, - "execution_count": 28, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -843,10 +780,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -854,7 +789,7 @@ "5" ] }, - "execution_count": 29, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -872,10 +807,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -883,7 +816,7 @@ "{'cats': 4, 'dogs': 2}" ] }, - "execution_count": 30, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -902,10 +835,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { @@ -913,7 +844,7 @@ "{'cats': 4, 'dogs': 2, 'pigs': 7}" ] }, - "execution_count": 31, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -932,18 +863,16 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['cats', 'dogs', 'pigs']" + "dict_keys(['dogs', 'cats', 'pigs'])" ] }, - "execution_count": 32, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -961,18 +890,16 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[4, 2, 7]" + "dict_values([2, 4, 7])" ] }, - "execution_count": 33, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -990,18 +917,16 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[('cats', 4), ('dogs', 2), ('pigs', 7)]" + "dict_items([('dogs', 2), ('cats', 4), ('pigs', 7)])" ] }, - "execution_count": 34, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1026,10 +951,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { @@ -1037,7 +960,7 @@ "array([1, 2, 3, 4])" ] }, - "execution_count": 35, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1057,10 +980,8 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { @@ -1068,7 +989,7 @@ "array([3, 4, 5, 6])" ] }, - "execution_count": 36, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1079,10 +1000,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -1090,7 +1009,7 @@ "array([2, 4, 6, 8])" ] }, - "execution_count": 37, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1115,26 +1034,24 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 38, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1156,10 +1073,8 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -1167,7 +1082,7 @@ "['1', '2', '3', '4', '5']" ] }, - "execution_count": 39, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1180,10 +1095,8 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { @@ -1191,7 +1104,7 @@ "15" ] }, - "execution_count": 40, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1213,9 +1126,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1236,9 +1147,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1265,9 +1174,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1293,16 +1200,14 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "d:\\Users\\lijin\n" + "C:\\Cadence\\SPB_Data\n" ] } ], @@ -1319,7 +1224,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 28, "metadata": { "collapsed": true }, @@ -1340,9 +1245,8 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 29, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1352,7 +1256,7 @@ "[[1, 2, 3, 4], [2, 3, 4, 5]]" ] }, - "execution_count": 46, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1368,9 +1272,8 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 31, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1385,7 +1288,7 @@ ], "source": [ "for row in data:\n", - " print row" + " print(row)" ] }, { @@ -1397,9 +1300,9 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 32, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -1424,9 +1327,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1458,9 +1359,7 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1488,9 +1387,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1518,9 +1415,7 @@ { "cell_type": "code", "execution_count": 52, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1540,9 +1435,7 @@ { "cell_type": "code", "execution_count": 53, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1575,7 +1468,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 33, "metadata": { "collapsed": true }, @@ -1593,18 +1486,16 @@ }, { "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": false - }, + "execution_count": 34, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4400" + "23252" ] }, - "execution_count": 55, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1622,10 +1513,8 @@ }, { "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [ { "data": { @@ -1633,7 +1522,7 @@ "'\\\\'" ] }, - "execution_count": 56, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1661,7 +1550,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 37, "metadata": { "collapsed": true }, @@ -1685,7 +1574,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 38, "metadata": { "collapsed": true }, @@ -1703,10 +1592,8 @@ }, { "cell_type": "code", - "execution_count": 59, - "metadata": { - "collapsed": false - }, + "execution_count": 39, + "metadata": {}, "outputs": [ { "data": { @@ -1714,7 +1601,7 @@ "'Mertle'" ] }, - "execution_count": 59, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1732,10 +1619,8 @@ }, { "cell_type": "code", - "execution_count": 60, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { @@ -1743,7 +1628,7 @@ "'Mertle Sedgewick'" ] }, - "execution_count": 60, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1761,7 +1646,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 41, "metadata": { "collapsed": true }, @@ -1779,10 +1664,8 @@ }, { "cell_type": "code", - "execution_count": 62, - "metadata": { - "collapsed": false - }, + "execution_count": 42, + "metadata": {}, "outputs": [ { "data": { @@ -1790,7 +1673,7 @@ "{'cats': 4, 'dogs': 2, 'pigs': 7}" ] }, - "execution_count": 62, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1809,7 +1692,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 49, "metadata": { "collapsed": true }, @@ -1827,40 +1710,42 @@ }, { "cell_type": "code", - "execution_count": 64, - "metadata": { - "collapsed": false - }, + "execution_count": 50, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "[['Date', 'Open', 'High', 'Low', 'Close', 'Volume', 'Adj Close\\n'],\n", - " ['2013-11-05', '26.32', '26.52', '26.26', '26.42', '24897500', '24.872115\\n'],\n", - " ['2013-11-04',\n", - " '26.59',\n", - " '26.59',\n", - " '26.309999',\n", - " '26.43',\n", - " '28166100',\n", - " '24.88153\\n'],\n", - " ['2013-11-01',\n", - " '26.049999',\n", - " '26.639999',\n", - " '26.030001',\n", - " '26.540001',\n", - " '55634500',\n", - " '24.985086\\n']]" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" + "ename": "URLError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mgaierror\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mdo_open\u001b[1;34m(self, http_class, req, **http_conn_args)\u001b[0m\n\u001b[0;32m 1317\u001b[0m h.request(req.get_method(), req.selector, req.data, headers,\n\u001b[1;32m-> 1318\u001b[1;33m encode_chunked=req.has_header('Transfer-encoding'))\n\u001b[0m\u001b[0;32m 1319\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# timeout error\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, body, headers, encode_chunked)\u001b[0m\n\u001b[0;32m 1238\u001b[0m \u001b[1;34m\"\"\"Send a complete request to the server.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1239\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_send_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencode_chunked\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1240\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_send_request\u001b[1;34m(self, method, url, body, headers, encode_chunked)\u001b[0m\n\u001b[0;32m 1284\u001b[0m \u001b[0mbody\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_encode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'body'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1285\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mendheaders\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencode_chunked\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mencode_chunked\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1286\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mendheaders\u001b[1;34m(self, message_body, encode_chunked)\u001b[0m\n\u001b[0;32m 1233\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mCannotSendHeader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1234\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_send_output\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmessage_body\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencode_chunked\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mencode_chunked\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1235\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_send_output\u001b[1;34m(self, message_body, encode_chunked)\u001b[0m\n\u001b[0;32m 1025\u001b[0m \u001b[1;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1026\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1027\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, data)\u001b[0m\n\u001b[0;32m 963\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_open\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 964\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 965\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mconnect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 935\u001b[0m self.sock = self._create_connection(\n\u001b[1;32m--> 936\u001b[1;33m (self.host,self.port), self.timeout, self.source_address)\n\u001b[0m\u001b[0;32m 937\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetsockopt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msocket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mIPPROTO_TCP\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msocket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTCP_NODELAY\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[1;34m(address, timeout, source_address)\u001b[0m\n\u001b[0;32m 703\u001b[0m \u001b[0merr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 704\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mgetaddrinfo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mport\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSOCK_STREAM\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 705\u001b[0m \u001b[0maf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msocktype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcanonname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msa\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mgetaddrinfo\u001b[1;34m(host, port, family, type, proto, flags)\u001b[0m\n\u001b[0;32m 744\u001b[0m \u001b[0maddrlist\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 745\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32min\u001b[0m \u001b[0m_socket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetaddrinfo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mport\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfamily\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 746\u001b[0m \u001b[0maf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msocktype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcanonname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msa\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mgaierror\u001b[0m: [Errno 11001] getaddrinfo failed", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mURLError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0murllib\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mge_csv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0murllib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mge_csv\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m','\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(url, data, timeout, cafile, capath, cadefault, context)\u001b[0m\n\u001b[0;32m 221\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 222\u001b[0m \u001b[0mopener\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_opener\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 223\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mopener\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 224\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 225\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minstall_opener\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mopener\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mopen\u001b[1;34m(self, fullurl, data, timeout)\u001b[0m\n\u001b[0;32m 524\u001b[0m \u001b[0mreq\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 525\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 526\u001b[1;33m \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_open\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 527\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 528\u001b[0m \u001b[1;31m# post-process response\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36m_open\u001b[1;34m(self, req, data)\u001b[0m\n\u001b[0;32m 542\u001b[0m \u001b[0mprotocol\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreq\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 543\u001b[0m result = self._call_chain(self.handle_open, protocol, protocol +\n\u001b[1;32m--> 544\u001b[1;33m '_open', req)\n\u001b[0m\u001b[0;32m 545\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 546\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36m_call_chain\u001b[1;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[0;32m 502\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mhandler\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mhandlers\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 503\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhandler\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 504\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 505\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 506\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mhttp_open\u001b[1;34m(self, req)\u001b[0m\n\u001b[0;32m 1344\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1345\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mhttp_open\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1346\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdo_open\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhttp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclient\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mHTTPConnection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1347\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1348\u001b[0m \u001b[0mhttp_request\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mAbstractHTTPHandler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdo_request_\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mdo_open\u001b[1;34m(self, http_class, req, **http_conn_args)\u001b[0m\n\u001b[0;32m 1318\u001b[0m encode_chunked=req.has_header('Transfer-encoding'))\n\u001b[0;32m 1319\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# timeout error\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1320\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mURLError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1321\u001b[0m \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mh\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1322\u001b[0m \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mURLError\u001b[0m: " + ] } ], "source": [ - "import urllib2\n", - "ge_csv = urllib2.urlopen(url)\n", + "import urllib\n", + "ge_csv = urllib.request.urlopen(url)\n", "data = []\n", "for line in ge_csv:\n", " data.append(line.split(','))\n", @@ -1878,7 +1763,6 @@ "cell_type": "code", "execution_count": 65, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1913,23 +1797,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.03-numbers.ipynb b/02-python-essentials/02.03-numbers.ipynb index 7c80e8da..71dea08a 100644 --- a/02-python-essentials/02.03-numbers.ipynb +++ b/02-python-essentials/02.03-numbers.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -46,9 +44,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -68,9 +64,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -92,24 +86,22 @@ "metadata": {}, "source": [ "在**Python 2.7**中,整型的运算结果只能返回整型,**除法**的结果也不例外。\n", - "\n", - "例如`12 / 5`返回的结果并不是2.4,而是2:" + "而在**Python 3.6**中,整形的运算结果可以返回浮点型,例如`12 / 5`返回的记过是2.4\n", + "例如`12 / 5`返回的结果并不是2.4,而是2" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2" + "2.4" ] }, - "execution_count": 4, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -128,9 +120,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -156,10 +146,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { @@ -167,7 +155,7 @@ "2" ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -186,9 +174,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -216,9 +202,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -249,9 +233,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -286,9 +268,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -313,9 +293,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -342,9 +320,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -373,7 +349,6 @@ "cell_type": "code", "execution_count": 13, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -402,9 +377,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -432,9 +405,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -454,9 +425,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -477,7 +446,6 @@ "cell_type": "code", "execution_count": 17, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -506,9 +474,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -534,10 +500,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -545,7 +509,7 @@ "0.19999999999999973" ] }, - "execution_count": 19, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -556,10 +520,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -567,7 +529,7 @@ "44.7" ] }, - "execution_count": 20, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -578,10 +540,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -589,7 +549,7 @@ "6.25" ] }, - "execution_count": 21, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -600,10 +560,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -611,7 +569,7 @@ "1.2999999999999998" ] }, - "execution_count": 22, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -633,10 +591,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -644,7 +600,7 @@ "'0.199999999999999733546474089962430298328399658203125'" ] }, - "execution_count": 23, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -657,26 +613,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "当我们使用`print`显示时,**Python**会自动校正这个结果" + "当我们使用`print`显示时,**Python**会自动校正这个结果\n", + "在**Python 3.6**时,print不会自动校正" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.2\n" + "0.19999999999999973\n" ] } ], "source": [ - "print 3.4 - 3.2" + "print(3.4 - 3.2)" ] }, { @@ -688,10 +643,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { @@ -699,7 +652,7 @@ "sys.float_info(max=1.7976931348623157e+308, max_exp=1024, max_10_exp=308, min=2.2250738585072014e-308, min_exp=-1021, min_10_exp=-307, dig=15, mant_dig=53, epsilon=2.220446049250313e-16, radix=2, rounds=1)" ] }, - "execution_count": 25, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -718,10 +671,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -729,7 +680,7 @@ "1.7976931348623157e+308" ] }, - "execution_count": 26, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -747,10 +698,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { @@ -758,7 +707,7 @@ "2.2250738585072014e-308" ] }, - "execution_count": 27, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -776,10 +725,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { @@ -787,7 +734,7 @@ "2.220446049250313e-16" ] }, - "execution_count": 28, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -813,9 +760,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -843,9 +788,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -865,9 +808,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -887,9 +828,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -910,7 +849,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "##交互计算" + "# 交互计算" ] }, { @@ -923,9 +862,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -958,10 +895,8 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { @@ -969,7 +904,7 @@ "2.0" ] }, - "execution_count": 34, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -980,10 +915,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { @@ -991,7 +924,7 @@ "-4.0" ] }, - "execution_count": 35, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1016,10 +949,8 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { @@ -1027,7 +958,7 @@ "12.4" ] }, - "execution_count": 36, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1040,23 +971,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "取整:" + "取整:(四舍五入)" ] }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "22.0" + "22" ] }, - "execution_count": 37, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1074,10 +1003,8 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1089,8 +1016,8 @@ } ], "source": [ - "print min(2, 3, 4, 5)\n", - "print max(2, 4, 3)" + "print(min(2, 3, 4, 5))\n", + "print(max(2, 4, 3))" ] }, { @@ -1109,10 +1036,8 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "data": { @@ -1120,7 +1045,7 @@ "builtin_function_or_method" ] }, - "execution_count": 39, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1138,10 +1063,8 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { @@ -1149,7 +1072,7 @@ "int" ] }, - "execution_count": 40, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1161,10 +1084,8 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -1173,7 +1094,7 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mTypeError\u001b[0m: 'int' object is not callable" ] } @@ -1199,9 +1120,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1227,9 +1146,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1267,9 +1184,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1296,9 +1211,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1325,9 +1238,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1354,9 +1265,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1390,9 +1299,7 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1431,9 +1338,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1461,9 +1366,7 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1492,9 +1395,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1524,23 +1425,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.04-strings.ipynb b/02-python-essentials/02.04-strings.ipynb index ab859a1d..ccea0ac3 100644 --- a/02-python-essentials/02.04-strings.ipynb +++ b/02-python-essentials/02.04-strings.ipynb @@ -23,10 +23,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -38,15 +36,13 @@ ], "source": [ "s = \"hello, world\"\n", - "print s" + "print(s)" ] }, { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -77,10 +73,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -88,7 +82,7 @@ "'hello world'" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -107,10 +101,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -118,7 +110,7 @@ "'echoechoecho'" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -136,10 +128,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -147,7 +137,7 @@ "11" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -190,10 +180,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -206,7 +194,7 @@ "source": [ "line = \"1 2 3 4 5\"\n", "numbers = line.split()\n", - "print numbers" + "print(numbers)" ] }, { @@ -218,10 +206,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -234,7 +220,7 @@ "source": [ "line = \"1,2,3,4,5\"\n", "numbers = line.split(',')\n", - "print numbers" + "print(numbers)" ] }, { @@ -253,10 +239,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -264,7 +248,7 @@ "'1 2 3 4 5'" ] }, - "execution_count": 8, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -276,10 +260,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { @@ -287,7 +269,7 @@ "'1,2,3,4,5'" ] }, - "execution_count": 9, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -313,10 +295,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { @@ -324,7 +304,7 @@ "'hello python'" ] }, - "execution_count": 10, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -344,9 +324,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -382,9 +360,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -411,9 +387,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -451,9 +425,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -481,9 +453,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -503,9 +473,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -525,9 +493,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -560,10 +526,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { @@ -572,6 +536,7 @@ " '__class__',\n", " '__contains__',\n", " '__delattr__',\n", + " '__dir__',\n", " '__doc__',\n", " '__eq__',\n", " '__format__',\n", @@ -579,10 +544,11 @@ " '__getattribute__',\n", " '__getitem__',\n", " '__getnewargs__',\n", - " '__getslice__',\n", " '__gt__',\n", " '__hash__',\n", " '__init__',\n", + " '__init_subclass__',\n", + " '__iter__',\n", " '__le__',\n", " '__len__',\n", " '__lt__',\n", @@ -599,22 +565,25 @@ " '__sizeof__',\n", " '__str__',\n", " '__subclasshook__',\n", - " '_formatter_field_name_split',\n", - " '_formatter_parser',\n", " 'capitalize',\n", + " 'casefold',\n", " 'center',\n", " 'count',\n", - " 'decode',\n", " 'encode',\n", " 'endswith',\n", " 'expandtabs',\n", " 'find',\n", " 'format',\n", + " 'format_map',\n", " 'index',\n", " 'isalnum',\n", " 'isalpha',\n", + " 'isdecimal',\n", " 'isdigit',\n", + " 'isidentifier',\n", " 'islower',\n", + " 'isnumeric',\n", + " 'isprintable',\n", " 'isspace',\n", " 'istitle',\n", " 'isupper',\n", @@ -622,6 +591,7 @@ " 'ljust',\n", " 'lower',\n", " 'lstrip',\n", + " 'maketrans',\n", " 'partition',\n", " 'replace',\n", " 'rfind',\n", @@ -641,7 +611,7 @@ " 'zfill']" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -666,10 +636,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -683,7 +651,7 @@ "source": [ "a = \"\"\"hello world.\n", "it is a nice day.\"\"\"\n", - "print a" + "print(a)" ] }, { @@ -695,10 +663,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { @@ -706,7 +672,7 @@ "'hello world.\\nit is a nice day.'" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -737,9 +703,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -762,9 +726,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -804,9 +766,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -826,9 +786,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -864,9 +822,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -894,7 +850,6 @@ "cell_type": "code", "execution_count": 26, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -923,9 +878,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -952,9 +905,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -981,9 +932,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1003,9 +952,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1025,9 +972,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1055,7 +1000,6 @@ "cell_type": "code", "execution_count": 32, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1093,9 +1037,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1122,9 +1064,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1151,9 +1091,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1180,9 +1118,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1209,9 +1145,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1262,9 +1196,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1284,23 +1216,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.05-indexing-and-slicing.ipynb b/02-python-essentials/02.05-indexing-and-slicing.ipynb index eaad12ad..1f69a6c8 100644 --- a/02-python-essentials/02.05-indexing-and-slicing.ipynb +++ b/02-python-essentials/02.05-indexing-and-slicing.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -54,9 +52,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -83,9 +79,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -112,9 +106,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "IndexError", @@ -153,9 +145,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -175,9 +165,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -211,9 +199,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -242,9 +228,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -264,9 +248,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -286,9 +268,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -315,9 +295,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -344,9 +322,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -373,9 +349,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -466,23 +440,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.06-lists.ipynb b/02-python-essentials/02.06-lists.ipynb index 84336636..3336d172 100644 --- a/02-python-essentials/02.06-lists.ipynb +++ b/02-python-essentials/02.06-lists.ipynb @@ -18,10 +18,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -33,7 +31,7 @@ ], "source": [ "l = [1, 2.0, 'hello']\n", - "print l" + "print(l)" ] }, { @@ -46,9 +44,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -69,9 +65,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -120,9 +114,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -155,10 +147,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "metadata": {}, "outputs": [ { "data": { @@ -166,7 +156,7 @@ "[1, 2, 3, 3.2, 'hello']" ] }, - "execution_count": 5, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -186,10 +176,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -197,7 +185,7 @@ "[1, 2.0, 'hello', 1, 2.0, 'hello']" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -230,9 +218,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -260,9 +246,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -289,9 +273,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -320,9 +302,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -352,9 +332,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -380,9 +358,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -410,9 +386,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -438,9 +412,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -468,9 +440,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -500,7 +470,6 @@ "cell_type": "code", "execution_count": 16, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -540,7 +509,6 @@ "cell_type": "code", "execution_count": 17, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -568,9 +536,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -600,7 +566,6 @@ "cell_type": "code", "execution_count": 19, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -638,9 +603,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -667,9 +630,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -696,9 +657,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -726,9 +685,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -776,9 +733,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -813,9 +768,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -842,9 +795,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "ValueError", @@ -886,9 +837,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -914,9 +863,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -948,9 +895,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -983,9 +928,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1018,10 +961,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1035,7 +976,7 @@ "a = [10, 11, 12, 13, 11]\n", "# 移除了第一个 11\n", "a.remove(11)\n", - "print a" + "print(a)" ] }, { @@ -1054,25 +995,22 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "12" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "12\n", + "[10, 11, 13, 11]\n" + ] } ], "source": [ "a = [10, 11, 12, 13, 11]\n", - "a.pop(2)" + "print(a.pop(2))\n", + "print(a)" ] }, { @@ -1092,9 +1030,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1120,9 +1056,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1157,9 +1091,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1185,9 +1117,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1214,7 +1144,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -1226,23 +1156,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.07-mutable-and-immutable-data-types.ipynb b/02-python-essentials/02.07-mutable-and-immutable-data-types.ipynb index cc103892..00679416 100644 --- a/02-python-essentials/02.07-mutable-and-immutable-data-types.ipynb +++ b/02-python-essentials/02.07-mutable-and-immutable-data-types.ipynb @@ -19,9 +19,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -49,9 +47,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -79,9 +75,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -102,9 +96,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -132,9 +124,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -163,7 +153,6 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -193,9 +182,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -221,9 +208,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -249,9 +234,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -281,6 +264,236 @@ "|`list`, `dictionary`, `set`, `numpy array`, `user defined objects`|`integer`, `float`, `long`, `complex`, `string`, `tuple`, `frozenset`" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Python**内基本数据类型为不可变数据类型" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "同一**int**值的内存地址一样,**Python**内**一切皆为对象,一切皆为对象的引用**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1522622624" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = 1\n", + "id(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1522622624" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y = 1\n", + "id(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1522622656" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = 2\n", + "id(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1522622656" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y = 2\n", + "id(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1522622656" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z = y\n", + "id(z)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "可变数据类型两次a引用的地址值是不同的,也就是说其实创建了两个不同的对象,这一点明显不同于不可变数据类型,所以对于可变数据类型来说,具有同样值的对象是不同的对象,即在内存中保存了多个同样值的对象,地址值不同。接着来看后面的操作,我们对列表进行添加操作,分别a.append(4)和a += [2],发现这两个操作使得a引用的对象值变成了上面的最终结果,但是a引用的地址依旧不变,也就是说对a进行的操作不会改变a引用的地址值,只是在地址后面又扩充了新的地址,改变了地址里面存放的值,所以可变数据类型的意思就是说对一个变量进行操作时,其值是可变的,值的变化并不会引起新建对象,即地址是不会变的,只是地址中的内容变化了或者地址得到了扩充。" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2847606727880" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = [1, 2, 3]\n", + "id(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2847606564488" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = [1, 2, 3]\n", + "id(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2847606564488" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.append(4)\n", + "id(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2847606564488" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a += [2]\n", + "id(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 2, 3, 4, 2]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -317,9 +530,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -347,23 +558,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.08-tuples.ipynb b/02-python-essentials/02.08-tuples.ipynb index 3ea45ca9..77361e74 100644 --- a/02-python-essentials/02.08-tuples.ipynb +++ b/02-python-essentials/02.08-tuples.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -54,9 +52,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -76,9 +72,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -105,9 +99,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -143,9 +135,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -165,9 +155,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -192,9 +180,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -229,9 +215,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -251,9 +235,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -281,33 +263,44 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "最重要的是函数参数的传递;\n", + "\n", "旧式字符串格式化中参数要用元组;\n", "\n", "在字典中当作键值;\n", "\n", "数据库的返回值……" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.09-speed-comparison-between-list-&-tuple.ipynb b/02-python-essentials/02.09-speed-comparison-between-list-&-tuple.ipynb index ae80598d..adabe51e 100644 --- a/02-python-essentials/02.09-speed-comparison-between-list-&-tuple.ipynb +++ b/02-python-essentials/02.09-speed-comparison-between-list-&-tuple.ipynb @@ -24,15 +24,13 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1000000 loops, best of 3: 456 ns per loop\n" + "151 ns ± 0.363 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each)\n" ] } ], @@ -43,15 +41,13 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "10000000 loops, best of 3: 23 ns per loop\n" + "12.9 ns ± 0.0696 ns per loop (mean ± std. dev. of 7 runs, 100000000 loops each)\n" ] } ], @@ -82,10 +78,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [], "source": [ "from numpy.random import rand\n", @@ -97,15 +91,13 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100 loops, best of 3: 4.12 ms per loop\n" + "1.61 ms ± 8.94 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" ] } ], @@ -116,15 +108,13 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100 loops, best of 3: 2.07 ms per loop\n" + "1.02 ms ± 11.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" ] } ], @@ -148,17 +138,14 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The slowest run took 12.20 times longer than the fastest. This could mean that an intermediate result is being cached \n", - "100 loops, best of 3: 3.73 ms per loop\n" + "2.63 ms ± 11.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -168,16 +155,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100 loops, best of 3: 3.82 ms per loop\n" + "2.65 ms ± 13.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -195,23 +180,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.10-dictionaries.ipynb b/02-python-essentials/02.10-dictionaries.ipynb index 9751df50..107a65dc 100644 --- a/02-python-essentials/02.10-dictionaries.ipynb +++ b/02-python-essentials/02.10-dictionaries.ipynb @@ -42,9 +42,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -65,9 +63,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -102,9 +98,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -133,9 +127,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -162,9 +154,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -199,9 +189,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -236,9 +224,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -255,9 +241,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -281,9 +265,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "KeyError", @@ -320,10 +302,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -349,7 +329,7 @@ " 'protean']}" ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -373,10 +353,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -387,7 +365,7 @@ " 4180: {'mag': 0.03, 'width': 30}}" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -413,9 +391,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -458,9 +434,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -493,9 +467,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -530,9 +502,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "KeyError", @@ -563,9 +533,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -613,9 +581,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -658,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -678,10 +644,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "ename": "KeyError", @@ -690,7 +654,7 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0ma\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"three\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0ma\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"three\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mKeyError\u001b[0m: 'three'" ] } @@ -708,10 +672,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -722,7 +684,7 @@ } ], "source": [ - "print a.get(\"three\")" + "print(a.get(\"three\"))" ] }, { @@ -734,10 +696,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { @@ -745,7 +705,7 @@ "'undefined'" ] }, - "execution_count": 25, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -774,10 +734,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { @@ -785,7 +743,7 @@ "{'one': 'this is number 1', 'two': 'this is number 2'}" ] }, - "execution_count": 26, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -803,9 +761,8 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 14, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -815,7 +772,7 @@ "'this is number 2'" ] }, - "execution_count": 27, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -826,10 +783,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { @@ -837,7 +792,7 @@ "{'one': 'this is number 1'}" ] }, - "execution_count": 28, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -856,9 +811,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -885,9 +838,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -925,16 +876,14 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'born': 1831, 'last': 'Maxwell', 'first': 'Jmes'}\n" + "{'first': 'Jmes', 'last': 'Maxwell', 'born': 1831}\n" ] } ], @@ -943,7 +892,7 @@ "person['first'] = \"Jmes\"\n", "person['last'] = \"Maxwell\"\n", "person['born'] = 1831\n", - "print person" + "print(person)" ] }, { @@ -955,23 +904,21 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'middle': 'Clerk', 'born': 1831, 'last': 'Maxwell', 'first': 'James'}\n" + "{'first': 'James', 'last': 'Maxwell', 'born': 1831, 'middle': 'Clerk'}\n" ] } ], "source": [ "person_modifications = {'first': 'James', 'middle': 'Clerk'}\n", "person.update(person_modifications)\n", - "print person" + "print(person)" ] }, { @@ -983,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -1001,10 +948,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -1012,7 +957,7 @@ "False" ] }, - "execution_count": 35, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1023,10 +968,8 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { @@ -1034,7 +977,7 @@ "True" ] }, - "execution_count": 34, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1069,18 +1012,16 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['cows', 'cats', 'dogs']" + "dict_keys(['cows', 'dogs', 'cats'])" ] }, - "execution_count": 36, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1091,18 +1032,16 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[1, 3, 5]" + "dict_values([1, 5, 3])" ] }, - "execution_count": 37, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1113,18 +1052,16 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[('cows', 1), ('cats', 3), ('dogs', 5)]" + "dict_items([('cows', 1), ('dogs', 5), ('cats', 3)])" ] }, - "execution_count": 38, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1132,27 +1069,36 @@ "source": [ "barn.items()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.11-sets.ipynb b/02-python-essentials/02.11-sets.ipynb index 158086d0..989f452d 100644 --- a/02-python-essentials/02.11-sets.ipynb +++ b/02-python-essentials/02.11-sets.ipynb @@ -33,9 +33,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -63,9 +61,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -100,9 +96,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -130,9 +124,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -166,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -194,10 +186,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { @@ -205,7 +195,7 @@ "{1, 2, 3, 4, 5, 6}" ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -216,10 +206,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -227,7 +215,7 @@ "{1, 2, 3, 4, 5, 6}" ] }, - "execution_count": 7, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -238,10 +226,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -249,7 +235,7 @@ "{1, 2, 3, 4, 5, 6}" ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -276,10 +262,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -287,7 +271,7 @@ "{3, 4}" ] }, - "execution_count": 9, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -298,10 +282,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -309,7 +291,7 @@ "{3, 4}" ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -320,10 +302,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -331,7 +311,7 @@ "{3, 4}" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -342,16 +322,14 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "set([3, 4])\n" + "{3, 4}\n" ] } ], @@ -384,10 +362,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { @@ -395,7 +371,7 @@ "{1, 2}" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -406,10 +382,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { @@ -417,7 +391,7 @@ "{1, 2}" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -435,10 +409,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -446,7 +418,7 @@ "{5, 6}" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -457,10 +429,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { @@ -468,7 +438,7 @@ "{5, 6}" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -496,9 +466,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -518,9 +486,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -540,9 +506,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -595,9 +559,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -617,9 +579,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -646,9 +606,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -668,9 +626,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -697,9 +653,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -726,9 +680,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -773,9 +725,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -804,9 +754,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -845,9 +793,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -884,9 +830,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -907,9 +851,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "KeyError", @@ -944,9 +886,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -966,9 +906,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -985,9 +923,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "KeyError", @@ -1035,9 +971,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1075,9 +1009,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1113,23 +1045,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.12-frozen-sets.ipynb b/02-python-essentials/02.12-frozen-sets.ipynb index 054e74a7..84a560d9 100644 --- a/02-python-essentials/02.12-frozen-sets.ipynb +++ b/02-python-essentials/02.12-frozen-sets.ipynb @@ -19,9 +19,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -51,9 +49,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -87,9 +83,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -109,9 +103,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -131,23 +123,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.13-how-python-assignment-works.ipynb b/02-python-essentials/02.13-how-python-assignment-works.ipynb index 330adc2e..e08de2d0 100644 --- a/02-python-essentials/02.13-how-python-assignment-works.ipynb +++ b/02-python-essentials/02.13-how-python-assignment-works.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -96,9 +94,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -119,9 +115,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -151,9 +145,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -182,9 +174,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -205,9 +195,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -236,9 +224,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -259,9 +245,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -282,9 +266,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -313,9 +295,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -336,9 +316,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -359,9 +337,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -440,9 +416,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -474,7 +448,6 @@ "cell_type": "code", "execution_count": 14, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -494,9 +467,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -524,7 +495,6 @@ "cell_type": "code", "execution_count": 16, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -551,9 +521,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -579,9 +547,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -601,23 +567,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.14-if-statement.ipynb b/02-python-essentials/02.14-if-statement.ipynb index dcbc780e..26751fc1 100644 --- a/02-python-essentials/02.14-if-statement.ipynb +++ b/02-python-essentials/02.14-if-statement.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -68,7 +66,6 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -102,9 +99,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -147,9 +142,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -183,9 +176,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -207,9 +198,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -229,9 +218,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -258,9 +245,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -305,9 +290,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -335,9 +318,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -365,23 +346,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.15-loops.ipynb b/02-python-essentials/02.15-loops.ipynb index 399ca7de..85dccb8d 100644 --- a/02-python-essentials/02.15-loops.ipynb +++ b/02-python-essentials/02.15-loops.ipynb @@ -30,31 +30,31 @@ "\n", "**Python**会循环执行``,直到``不满足为止。\n", "\n", - "例如,计算数字`0`到`1000000`的和:" + "例如,计算数字`0`到`100`的和:" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "499999500000\n" + "5050\n", + "101\n" ] } ], "source": [ "i = 0\n", "total = 0\n", - "while i < 1000000:\n", + "while i <= 100:\n", " total += i\n", " i += 1\n", - "print total" + "print(total)\n", + "print(i)" ] }, { @@ -67,9 +67,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -117,9 +115,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -149,9 +145,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -176,21 +170,25 @@ "\n", "生成列表的问题在于,会有一定的时间和内存消耗,当数字从 `100000` 变得更大时,时间和内存的消耗会更加明显。\n", "\n", - "为了解决这个问题,我们可以使用 `xrange` 来代替 `range` 函数,其效果与`range`函数相同,但是 `xrange` 并不会一次性的产生所有的数据:" + "为了解决这个问题,我们可以使用 `xrange` 来代替 `range` 函数,其效果与`range`函数相同,但是 `xrange` 并不会一次性的产生所有的数据:\n", + "\n", + "**Python3**中`xrange`被`range`替代" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "4999950000\n" + "ename": "NameError", + "evalue": "name 'xrange' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mtotal\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mxrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m100000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mtotal\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtotal\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'xrange' is not defined" ] } ], @@ -198,7 +196,7 @@ "total = 0\n", "for i in xrange(100000):\n", " total += i\n", - "print total" + "print(total)" ] }, { @@ -211,9 +209,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -230,9 +226,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -272,9 +266,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -312,9 +304,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -372,9 +362,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -404,9 +392,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -429,23 +415,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.16-list-comprehension.ipynb b/02-python-essentials/02.16-list-comprehension.ipynb index df732d31..e7f11c8a 100644 --- a/02-python-essentials/02.16-list-comprehension.ipynb +++ b/02-python-essentials/02.16-list-comprehension.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -47,9 +45,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -81,10 +77,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -97,7 +91,7 @@ "source": [ "values = [10, 21, 4, 7, 12]\n", "squares = [x**2 for x in values if x <= 10]\n", - "print squares" + "print(squares)" ] }, { @@ -109,16 +103,14 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "set([16, 49, 100])\n", + "{16, 49, 100}\n", "{10: 100, 4: 16, 7: 49}\n" ] } @@ -139,10 +131,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -169,9 +159,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -202,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -213,16 +201,14 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1 loops, best of 3: 3.86 s per loop\n" + "394 ms ± 1.93 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -232,43 +218,50 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1 loops, best of 3: 2.58 s per loop\n" + "387 ms ± 1.88 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit total = sum(i**2 for i in x)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.17-functions.ipynb b/02-python-essentials/02.17-functions.ipynb index 092c5764..537a39d6 100644 --- a/02-python-essentials/02.17-functions.ipynb +++ b/02-python-essentials/02.17-functions.ipynb @@ -68,9 +68,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -96,9 +94,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -127,9 +123,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -150,9 +144,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -180,9 +172,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -208,9 +198,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -260,9 +248,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -286,9 +272,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -305,9 +289,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -333,9 +315,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -369,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -391,10 +371,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -406,8 +384,8 @@ } ], "source": [ - "print add(1, 2, 3, 4)\n", - "print add(1, 2)" + "print(add(1, 2, 3, 4))\n", + "print(add(1, 2))" ] }, { @@ -419,16 +397,14 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ "def add(x, **kwargs):\n", " total = x\n", " for arg, value in kwargs.items():\n", - " print \"adding \", arg\n", + " print(\"adding \", arg)\n", " total += value\n", " return total" ] @@ -442,10 +418,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -459,7 +433,7 @@ } ], "source": [ - "print add(10, y=11, z=12, w=13)" + "print(add(10, y=11, z=12, w=13))" ] }, { @@ -471,10 +445,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -486,7 +458,7 @@ ], "source": [ "def foo(*args, **kwargs):\n", - " print args, kwargs\n", + " print(args, kwargs)\n", "\n", "foo(2, 3, x='bar', z=10)" ] @@ -515,9 +487,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -549,9 +519,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -581,9 +549,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -607,10 +573,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -627,7 +591,7 @@ " return a\n", " \n", "z = (2, 3)\n", - "print add(*z)" + "print(add(*z))" ] }, { @@ -647,9 +611,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -686,9 +648,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -722,9 +682,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -746,23 +704,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.18-modules-and-packages.ipynb b/02-python-essentials/02.18-modules-and-packages.ipynb index 612e1f22..74be4b14 100644 --- a/02-python-essentials/02.18-modules-and-packages.ipynb +++ b/02-python-essentials/02.18-modules-and-packages.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -61,9 +59,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -87,9 +83,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -106,9 +100,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -141,9 +133,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -160,9 +150,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -191,9 +179,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -237,9 +223,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -273,9 +257,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -300,16 +282,14 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Writing ex2.py\n" + "Overwriting ex2.py\n" ] } ], @@ -334,7 +314,7 @@ "def test():\n", " w = [0,1,2,3]\n", " assert(sum(w) == 6)\n", - " print 'test passed.'\n", + " print('test passed.')\n", " \n", "if __name__ == '__main__':\n", " test()" @@ -349,10 +329,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -375,10 +353,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "import ex2" @@ -393,20 +369,15 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "3.1416" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "test passed.\n" + ] } ], "source": [ @@ -423,9 +394,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -478,9 +447,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -507,9 +474,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -538,10 +503,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -637,23 +600,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.19-exceptions.ipynb b/02-python-essentials/02.19-exceptions.ipynb index 5b3feac8..0d54cc7c 100644 --- a/02-python-essentials/02.19-exceptions.ipynb +++ b/02-python-essentials/02.19-exceptions.ipynb @@ -36,45 +36,35 @@ "\n", "这段代码接收命令行的输入,当输入为数字时,计算它的对数并输出,直到输入值为 `q` 为止。\n", "\n", - "乍看没什么问题,然而当我们输入0或者负数时:" + "乍看没什么问题,然而当我们输入0或者负数时:\n", + "\n", + "**Python3**中用`input`替代`raw_input`" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "> -1\n" - ] - }, - { - "ename": "ValueError", - "evalue": "math domain error", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog10\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[1;32mprint\u001b[0m \u001b[1;34m\"log10({0}) = {1}\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: math domain error" + "> 10\n", + "log10(10.0) = 1.0\n", + "> q\n" ] } ], "source": [ "import math\n", - "\n", "while True:\n", - " text = raw_input('> ')\n", + " text = input('> ')\n", " if text[0] == 'q':\n", " break\n", " x = float(text)\n", " y = math.log10(x)\n", - " print \"log10({0}) = {1}\".format(x, y)" + " print(\"log10({0}) = {1}\".format(x, y))" ] }, { @@ -122,21 +112,19 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "> -1\n", - "the value must be greater than 0\n", - "> 0\n", - "the value must be greater than 0\n", "> 1\n", "log10(1.0) = 0.0\n", + "> 0\n", + "the value must be greater than 0\n", + "> -1\n", + "the value must be greater than 0\n", "> q\n" ] } @@ -146,14 +134,14 @@ "\n", "while True:\n", " try:\n", - " text = raw_input('> ')\n", + " text = input('> ')\n", " if text[0] == 'q':\n", " break\n", " x = float(text)\n", " y = math.log10(x)\n", - " print \"log10({0}) = {1}\".format(x, y)\n", + " print(\"log10({0}) = {1}\".format(x, y))\n", " except ValueError:\n", - " print \"the value must be greater than 0\"" + " print(\"the value must be greater than 0\")" ] }, { @@ -188,9 +176,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -250,9 +236,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -302,9 +286,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -346,7 +328,6 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -393,9 +374,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -447,9 +426,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "ValueError", @@ -477,9 +454,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -580,7 +555,6 @@ "cell_type": "code", "execution_count": 11, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -669,9 +643,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -699,9 +671,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -739,9 +709,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -764,23 +732,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.20-warnings.ipynb b/02-python-essentials/02.20-warnings.ipynb index a71faef7..d8686885 100644 --- a/02-python-essentials/02.20-warnings.ipynb +++ b/02-python-essentials/02.20-warnings.ipynb @@ -19,9 +19,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import warnings" @@ -39,15 +37,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Anaconda\\lib\\site-packages\\IPython\\kernel\\__main__.py:4: RuntimeWarning: month (13) is not between 1 and 12\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: RuntimeWarning: month (13) is not between 1 and 12\n", + " after removing the cwd from sys.path.\n" ] } ], @@ -83,27 +80,36 @@ "\n", "month_warning(13)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/02-python-essentials/02.21-file-IO.ipynb b/02-python-essentials/02.21-file-IO.ipynb index ac126e98..352b3e1d 100644 --- a/02-python-essentials/02.21-file-IO.ipynb +++ b/02-python-essentials/02.21-file-IO.ipynb @@ -18,7 +18,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -54,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -64,12 +63,10 @@ ] }, { - "cell_type": "code", - "execution_count": 3, + "cell_type": "raw", "metadata": { "collapsed": true }, - "outputs": [], "source": [ "f = file('test.txt')" ] @@ -97,10 +94,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -115,7 +110,7 @@ ], "source": [ "text = f.read()\n", - "print text" + "print(text)" ] }, { @@ -127,10 +122,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -143,7 +136,7 @@ "source": [ "f = open('test.txt')\n", "lines = f.readlines()\n", - "print lines" + "print(lines)" ] }, { @@ -155,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -173,10 +166,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -195,7 +186,7 @@ "source": [ "f = open('test.txt')\n", "for line in f:\n", - " print line\n", + " print(line)\n", "f.close()" ] }, @@ -208,10 +199,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -255,9 +244,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -281,9 +268,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -310,9 +295,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -341,9 +324,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -397,9 +378,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -473,9 +452,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -504,9 +481,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -3322,9 +3297,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -3341,9 +3314,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "ZeroDivisionError", @@ -3374,9 +3345,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -4373,9 +4342,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -4400,9 +4367,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -5434,10 +5399,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "ename": "ZeroDivisionError", @@ -5446,7 +5409,7 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mZeroDivisionError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'newfile.txt'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'w'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m3000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1.0\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m1000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'hello world: '\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'\\n'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'newfile.txt'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'w'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m3000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1.0\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m1000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'hello world: '\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'\\n'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mZeroDivisionError\u001b[0m: float division by zero" ] } @@ -5467,10 +5430,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -6482,7 +6443,7 @@ ], "source": [ "g = open('newfile.txt', 'r')\n", - "print g.read()\n", + "print(g.read())\n", "g.close()" ] }, @@ -6495,7 +6456,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 15, "metadata": { "collapsed": true }, @@ -6504,27 +6465,36 @@ "import os\n", "os.remove('newfile.txt')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.01-numpy-overview.ipynb b/03-numpy/03.01-numpy-overview.ipynb index cdc2c810..5691eb1a 100644 --- a/03-numpy/03.01-numpy-overview.ipynb +++ b/03-numpy/03.01-numpy-overview.ipynb @@ -55,15 +55,13 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using matplotlib backend: Qt4Agg\n", + "Using matplotlib backend: Qt5Agg\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } @@ -89,9 +87,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -120,9 +116,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -150,9 +144,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -179,9 +171,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -209,9 +199,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -238,9 +226,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -274,9 +260,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -303,9 +287,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -331,10 +313,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { @@ -342,7 +322,7 @@ "array([3, 4])" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -361,9 +341,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -396,18 +374,16 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(4L,)" + "(4,)" ] }, - "execution_count": 13, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -425,10 +401,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { @@ -437,7 +411,7 @@ " [3, 4]])" ] }, - "execution_count": 14, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -465,7 +439,6 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -495,9 +468,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -531,10 +502,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -544,7 +513,7 @@ " 5.027, 5.341, 5.655, 5.969, 6.283])" ] }, - "execution_count": 17, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -564,10 +533,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { @@ -579,7 +546,7 @@ " -2.449e-16])" ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -598,26 +565,24 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 19, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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VtDNnhk7zU6tW+Vcdffv6HSklPBV6kRhq3hyeesp3y++/HzrNj/75T1/kr7oK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\nHzC+mVy4trE1AAAAAElFTkSuQmCC\n", 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sjqOc6Nu0Y6xNyWHWqGjatgiwO06ttBiUchG+PsLsq2M5kFvAuxv22x1HOUl5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\ngg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -645,10 +610,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { @@ -658,7 +621,7 @@ " False, False, False], dtype=bool)" ] }, - "execution_count": 20, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -669,7 +632,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": { "collapsed": true }, @@ -687,26 +650,24 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 22, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -716,27 +677,36 @@ "source": [ "plot(a[mask], b[mask], 'ro')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.02-matplotlib-basics.ipynb b/03-numpy/03.02-matplotlib-basics.ipynb index b676d75b..839d1cb7 100644 --- a/03-numpy/03.02-matplotlib-basics.ipynb +++ b/03-numpy/03.02-matplotlib-basics.ipynb @@ -23,15 +23,13 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using matplotlib backend: Qt4Agg\n", + "Using matplotlib backend: Qt5Agg\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } @@ -62,26 +60,24 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 2, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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xcOqpcOKJsHRp6Iiq7/HH4a67fKvkI44IHU1m0Zi+SASZwd13wyGHQOvW8Nxz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\n", 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Lg1JuYeL5CbQIDeTZBWl2R1ENZEfuCT5bm8X1A+JpHR5sd5wz0sKglBsIDfLn\njiGdWLnjMN+nH7I7jmoALyxKJzjAwW0Xd7Q7Sq20MCjlJv44II52ESE8M38bnnjuT9Vs6/5jzN2w\nj5sGJhDV1P3v49XCoJSbCPJ3cO+wRDZm5TEv9YDdcZQLPbdwO2HB/kwe7P69BdDCoJRb+X3fGBJb\nNuXfC9IoLSuvfQPl9jbsPcrCLQeZPLgD4U0C7I5TJ1oYlHIjDj/hgUu7kJmbz+y12XbHUS7w7MLt\nNG8SwE2D2tsdpc60MCjlZkb0aMU5sRE8v2g7hSVldsdRTliZcYjvtufy54s70jTI3+44daaFQSk3\nIyJMGdGF/XmFvL9qt91x1FkqLzf8z7fbaBcRwg3nJ9gdp160MCjlhi7oFMWgTlG8umwHxwtL7I6j\nzsJXm/azKTuP+4d3JjjAYXecetHCoJSb+suILhzJL+btFTvtjqLqqbi0nP+dn0bX1mGM7dPO7jj1\npoVBKTd1TmwEo3q25u0VmRw+UWR3HFUPH/y0mz1HCnjosm44/MTuOPWmhUEpN/bApV04WVLGy0sz\n7I6i6uhYYQnTFqczsFMLLkyMsjvOWdHCoJQb69SyKeOSY3l/1W52Hcq3O46qgzeW7+CXghKmjuxG\nxVQznkcLg1Ju7v5LOxPg8OOpb7fZHUXV4kBeIdO/38noc9rSKybc7jhnTQuDUm6uZVgwt1/ckXmb\nD/BT5mG746gzeH7hdsrKDX8Z0cXuKE5xqjCISKSILBSRdOtn8xralVWavW1OpfXtReQna/uPrWlA\nlVKnuXlwB9qGB/P411spL9cB9txR+sHjfLJmL9cPSCA2sondcZzibI9hKrDYGJMILLaWq3PSGJNk\nPUZXWv808Ly1/S/AJCfzKOWVggMc/HVkVzZl5/HFeh0qwx09PW8boYH+3Dm0k91RnOZsYRgDzLCe\nzwDG1nVDqTgrMxT49Gy2V8rXjD6nLefEhPPMvDROFutQGe5k5Y5DLNqaw20XdyQy1PMPfDhbGFoZ\nY/YDWD9b1tAuWERSRGSViJz68m8BHDXGlFrLWYDn3QmiVCPx8xMevqI7B44V8taKTLvjKEtpWTmP\nztlCTPMQJnnQQHlnUuuoTiKyCGhdzUt/q8fnxBlj9olIB2CJiGwCjlXTrsaDpyIyGZgMEBcXV4+P\nVsp7nJcQyWW9WvPash384bxYWjVz7ykifcGHP+8h7eBxXp/Q1+OGvqhJrT0GY8wwY0zPah5fAgdF\npA2A9TOnhvfYZ/3MBJYBfYBDQISInCpOMcC+M+R40xiTbIxJjo6OrscuKuVdpozsSlm50fmh3cCR\n/GKeXbCdgZ1aMKJHdX8/eyYdma5fAAAPlUlEQVRnDyXNASZazycCX57eQESai0iQ9TwKGAhsMRVz\nFy4Frj7T9kqpquJbhHLjwAQ+WZPF5n15dsfxac8uSONEUSmP/K6Hx97MVh1nC8NTwHARSQeGW8uI\nSLKIvG216QakiMgGKgrBU8aYLdZrU4D7RSSDinMO053Mo5RPuGNIJyJCAnj8q606P7RNNu/L46Of\n93D9gHg6twqzO45LOTVzhDHmMHBJNetTgJut5yuBXjVsnwn0cyaDUr4oPCSA+y/twt+/SGXuxv2M\nPqet3ZF8ijGGR+dsIaJJIPcN62x3HJfTO5+V8lDX9Yujd0w4//pqC8d0zoZGNXfjfn7edYS/jOji\nMfM414cWBqU8lMNPeHxsTw6dKOK5BdvtjuMzCopLefLrrfRs14xxybF2x2kQWhiU8mC9YyKY0D+e\nd3/cRWq2nohuDK8t28GBY4X883c9PHKuhbrQwqCUh3twRBciQ4P42xeplOk4Sg1qz+EC3vguk7FJ\nbUlOiLQ7ToPRwqCUhwsPCeDhy7uxYe9RZq7eY3ccr2WM4W9fbCLAT5g6qpvdcRqUFgalvMCYpLac\n36EFT3+7jUM6DWiDmL02mxXph5gyqiutw737jnMtDEp5ARHhX2N7cLKkjCe/2Wp3HK9z6EQR//p6\nC+fGN2dC/3i74zQ4LQxKeYlOLcO4ZXAHZq/NZpVO6ONSj87dQkFRGU9f1Qs/Lz3hXJkWBqW8yF1D\nE2kXEcLfv0iluLTc7jheYfHWg8zdsI87h3aiU0vvusO5JloYlPIiIYEOHhvTg/ScE0xbnG53HI93\nvLCEh79IpUurMG67qKPdcRqNFgalvMwl3VpxVd8YXl2Wwbo9v9gdx6M9PW8bB44V8tRVvQj0952v\nS9/ZU6V8yCOju9O6WTAPfLKBwhKd7e1s/LzzCO+v2sNNF7SnT1y109l7LS0MSnmhZsEB/Puac8jM\nzeeZeTpvQ30VlpQxdfZGYpqH8OAI7xskrzZaGJTyUgM7RTHx/Hj+88NOftyhVynVx4uL08nMzefJ\nK3vRJNCpQag9khYGpbzYlFFdSWjRhAc/2cBxHYG1TlZmHOL15Tu49rxYLuzsm7NFamFQyos1CfTn\n2XFJ7M87yRNf641vtTl8ooh7P15Ph6hQ/vG77nbHsY1ThUFEIkVkoYikWz9/c4ZGRIaIyPpKj0IR\nGWu99o6I7Kz0WpIzeZRSv3VufHNuvagjM1fvZcm2g3bHcVvl5YYHP9nA0ZMlvDS+r08eQjrF2R7D\nVGCxMSYRWGwtV2GMWWqMSTLGJAFDgQJgQaUmfzn1ujFmvZN5lFLVuHdYIl1bhzHls038kl9sdxy3\n9N+Vu1ialsvfLutG97bN7I5jK2cLwxhghvV8BjC2lvZXA98aYwqc/FylVD0E+Tt4blwSeQUl3Pvx\neh2e+zSp2Xk89e1WhnVrxQ3ne/9YSLVxtjC0MsbsB7B+tqyl/bXAR6ete0JENorI8yISVNOGIjJZ\nRFJEJCU3N9e51Er5oO5tm/HP0T1Yvj2XFxfpjG+nnCgq5a6P1tEiNIh/X90bEe8fC6k2tRYGEVkk\nIqnVPMbU54NEpA3QC5hfafVDQFfgPCASmFLT9saYN40xycaY5Oho37xSQClnje8Xy7jkGKYtyWDR\nFj3fAPCPL1PZdTifF65NonlooN1x3EKthcEYM8wY07Oax5fAQesL/9QXf84Z3moc8Lkx5tdr5owx\n+02FIuC/QD/ndkcpdSYiwmNjetKrXTj3fbyenYfy7Y5kq8/XZTF7bTZ3DenEgA4t7I7jNpw9lDQH\nmGg9nwh8eYa24zntMFKloiJUnJ9IdTKPUqoWwQEOXpvQF3+HcNt7aygoLrU7ki02Zh3lodmbOC+h\nOXdfkmh3HLfibGF4ChguIunAcGsZEUkWkbdPNRKRBCAWWH7a9h+IyCZgExAFPO5kHqVUHcQ0b8K0\n8X1IzznOlM82YYxvnYzOPnqSSTNSaBEaxCt/7Iu/Q2/pqsypC3WNMYeBS6pZnwLcXGl5F9CumnZD\nnfl8pdTZG5wYzYMjuvDMvDSSYiOYNKi93ZEaxfHCEia9s5rC4jI+uL0/LcO8e5rOs6FlUikf9ueL\nOjKiRyue/GYrK3ccsjtOgystK+fOD9eRnnOCVyf0pXMr35h4p760MCjlw0SE/73mHNpHhXLru2vY\nlJVnd6QGY4zhn3M3s3x7Lo+P7cngRL26sSZaGJTycWHBAbw3qR/NQgK44T8/sf3gcbsjNYjp3+/k\n/VV7uPXCDozvF2d3HLemhUEpRZvwED68pT8BDj8mvP0Tuw9712WsCzYf4IlvtjKqZ2umjOxqdxy3\np4VBKQVAfItQ3r+5P8Vl5fzx7Z/Yn3fS7kgu8d32XO6euY7eMRE8Ny4JPz+9s7k2WhiUUr/q3CqM\nd//Uj6MFJUx4+ycOnSiyO5JT5qUe4OYZKbSPasr0icmEBDrsjuQRtDAoparoHRPBf248j+yjJ7lh\n+s/knfTMCX4+W5PFHR+upWe7Zsy8ZQBRTWscik2dRguDUuo3+rWP5PUJ55Kec5wJb//EgbxCuyPV\ny7s/7uKBTzYwoEMk703qT3iTALsjeRQtDEqpal3cpSVvXH8umbknGP3y96zfe9TuSHXyytIM/vHl\nZoZ1a8X0iecRGuS7E+6cLS0MSqkaDe3aitm3DyTQ349xb/zIl+uz7Y5UI2MMT8/bxr/npzEmqS2v\nTehLcICeUzgbWhiUUmfUpXUYc+4cRJ/YCO6ZuZ5n5m2j3M0m+sk9XsSf3lnNa8t2cF3/OJ4fl0SA\njn901rSPpZSqVWRoIO9N6s8jczbz6rIdpOec4Pk/JNHUDQ7TLNxykKmfbeREUSmPju7BDefH62Q7\nTtKSqpSqk0B/P568siePju7Bkm05jH3lB37ccdi2PAXFpTw0exO3vJtCq2bBfHXXICZekKBFwQXs\nL/dKKY8hIky8IIFOLZsy5bONjH9rFZf1as1Do7oRG9mk0XJs2HuUez9ez67D+dx6UQceGN6FQH/9\nO9dVxBPHYU9OTjYpKSl2x1DKpxWWlPHWd5m8umwH5cZw64UduO3ijjQJbLi/N3ceymf695nM/Hkv\nLcOCeHZcEud31JnX6kpE1hhjkmtr51SJFZFrRGSziJSLSI0fJiIjRSRNRDJEZGql9e1F5CcRSReR\nj0VEJ1xVykMEBzi465JEljx4ESN7tmbakgwueXY5X6zLpri03KWftWb3EW59L4Whzy5j1uosxp0X\ny7f3XqhFoYE41WMQkW5AOfAG8KA1Qc/pbRzAdipmeMsCVgPjjTFbRGQWMNsYM1NEXgc2GGNeq+1z\ntceglPtJ2XWEf87dTGr2McKC/RnerRUje7bmws7RZ3XZaFm5YeGWg7z53Q7W7jlKeEgA1w+I54YL\n4nVynbNU1x6DszO4bbU+7EzN+gEZxphMq+1MYIyIbAWGAtdZ7WYA/wRqLQxKKfeTnBDJl3cM4rvt\nuXyzaT8Ltx5k9rpsQgMdDOn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -103,27 +99,26 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -143,27 +138,25 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[,\n", - " ]" + "[,\n", + " ]" ] }, - "execution_count": 4, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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cpXugWtGbCZcz+t0ZuwmsHUi96vUA+OQTePJJ8PLSWZhOqA3ZsunaFQID4c8/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\nTwg3NL6BJz+bT1wcfPGF/ePyAFJKZm2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h6lHLTn4iC84cVdsrrkJILHSO0IrBAdGKoZ7sVSopp8eQ8y69tzKT2jqpMmWd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\nFRtv52GErfHgxAR6BvnyzPepVNU4yBa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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -184,26 +177,24 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 5, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,27 +214,25 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[,\n", - " ]" + "[,\n", + " ]" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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5JCSUBmGLimDmTBg3zmS7oo129CcRUoltSaPUueeG2Sp74VmyhJTiYtfrKbkJ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\nDuf/AbP7N0Qt3HMbAAAAAElFTkSuQmCC\n", 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AjBkT7aNdX/j2xRfSd8GJYSSDWrXk+5WFxZSKoI4hWWbPlpnPk06q0dt37waGDwdOPtk8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\nfUN5uag5fP+9ZFy2bu3uNNYnd92EStT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -284,26 +273,24 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -323,26 +310,24 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -362,26 +347,24 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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jt98WSkdHN2lt7SA/+KC/TEpKyrJ/n/6DpYWzr7SwsJV/gAwGWcrBQWfHVmJi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ovWpzR8VmMVHbBPhopeLjKXQV88jG57GrFX7cK/M38MrgJ4gyR7S0qA2y4o9t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\n4h1gGrDteAMp5Vd12q8CQrujpRO6dorjxQdn4FfUQJ20EOV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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -414,26 +397,24 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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xcOqpcOKJsHRp6Iiq7/HH4a67fKvkI44IHU1m0Zi+SASZwd13wyGHQOvW8Nxz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\n", 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Lg1JuYeL5CbQIDeTZBWl2R1ENZEfuCT5bm8X1A+JpHR5sd5wz0sKglBsIDfLn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\nuXyzaT8Ltx5k9rpsQgMdDOn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -471,26 +452,24 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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iZS0tLe94/tLAMLlp8WwqjrwZVacSG+1i3cI0PZEn+N3Rxpl24w34Rc90cR1K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\n5qeSlRzL62dDuzrprcpW0hJ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -521,9 +500,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -561,9 +538,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -610,26 +585,24 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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mX91RjLvYWvQLAjF3fXwq+XMPe02hlA6WP7+NaTxY35p9mbxzMtduXdMdxdI+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\nvFz8ZXrX6E2Z3GUcOqJ3dTlyqIe42rS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LIOOQdpWzai3UGFUYykjJstG+has5uUDPCZC2S5tHSamQEIJn+jQm9dwlFuxS\nfQ01pqRYG4kU1BxaqNZCTVKFoQy7aC2UanM/+IWqEUpGuqmp1tegWg01KG4BnD1saC2ot6qapP61\nDVKy8vhtpx20Fko5OkPPFyBtt2o1GEEIwdN9IjmRlceiPepqaLMrKYYN06B2C2h+R+X7KyalCoOB\nXbUWSrW+T+tr2PCeajUYoW/z2rSo58Mna9V1DWYXv0hrLfR8QbUWdKD+xbHD1kIpR2ftauiTO9V1\nDUYobTUkZ+bxp5pDyXxKSmDjdG0kUgvVWtCDKgzAZ+sTcRB21loo1eZ+w9XQqtVgjP4t6tCsrjcf\nr01UcyiZy6G/tOsWer6gRiLpxO4LQ+o5rbUwvGMD+2otlHJyhe7PQuo/ar0GIzg4aK2GpIxcNfOq\nOUip9S0ENIaoIXqnsVt2Xxi+2HAUwD5bC6XajgTvetofpFKpAS3r0rSOajWYxeFlkL5fW1xKtRZ0\nY9eF4fT5y8zfkcrQ9g2o7+eudxz9OLtBt2e1Vd6SN+udxuI5OAie6tOYxDMXWXbglN5xbIeU2kCI\nWmFqvQWd2XVh+GLDUUqk5PHedtxaKNV+FHjW1v4wlUoNjKpH49pezFyj1oY2mYSVcGqP1lpQ6y3o\nym4Lw5mcy/z0zwmGtAu27tXZTMXZHbo9A8c2wvFteqexeI4OgqdubsyR9Issj1NrQ1dbaWvBNxRa\nD9c7jd2z28Iwa2MSRSXSNlZnM5WYh8AjEDaqvgZj3NaqPhFBnqrVYApH12jDpnuM14ZRK7qyy8Jw\n9mI+3/99nDta16dhgKfecSyHiyd0fUpb4S1lh95pLJ6jg+DJmxpz6PQFVh1M1zuO9ZJSGy7tE6IN\nn1Z0Z5eF4etNx8gvKuGJm1Vr4RodxoK7v2o1GGlw6/o0DPDg47UJSHUdyI05tkEbLt39WW34tKI7\nkxQGIcQAIcRhIUSiEGJiOY+7CiF+MTz+txAirMxjLxu2HxZC3GKKPBXJyi3g223J3N6qPo2CvMz9\nctbH1Qu6Pql1BJ7cpXcai+fk6MATvRtz4GQO6w6fqfwA5VobpoF3fWj3oN5JFINqFwYhhCPwKTAQ\naAHcJ4RocdVuDwPnpJSNgQ+B9wzHtkBbCrQlMAD4zPB8ZjN78zEuFRbzpGotXF+HR8DNT5uWQKnU\nXe2CCfZzZ+aaRNVqqKrkzdow6W7PqNaCBTFFi6EjkCilTJJSFgA/A1dPcHIHMM/w/W9AHyGEMGz/\nWUqZL6U8BiQans8szucVMndrMgOj6tKkjre5Xsb6uflA58fh8FI4tU/vNBbP2dGBx29qxJ6UbDYl\nnNU7jnXZ8J42TLr9KL2TKGV9YCd3AAAgAElEQVSYojAEAyll7qcatpW7j2GN6PNAgJHHmsycrce4\nmF/EkzdFmuslbEenR8HVR7UajDS0fQj1fN2YuUb1NRjtxHZteHS3Z7Th0kqFkjIuMu7bWFKy8sz+\nWqYoDKKcbVf/ZVxvH2OO1Z5AiHFCiFghRGxGRkYVI2pOZV/mlpZ1aFHf54aOtyvuflpxOLgY0uP1\nTmPxXJ0ceaxXI2KPn2NbUqbecazDhmngEaANk1Yq9em6o2xMyMDN2fxThZiiMKQCDcrcDwGunl3s\n332EEE6AL5Bl5LEASClnSSljpJQxQUFBNxT0vaGt+PT+djd0rF3q/Di4eMGm9/VOYhXu7dCA2t6u\nfLwmUe8oli/VMNV716e0YdJKhY5n5rJwz0ke6NSQIG/z98WYojDsACKFEOFCCBe0zuTFV+2zGCg9\niTgUWCu19vZiYLhh1FI4EAn8Y4JM1+XkaJcjdG+Mhz90fAQO/AEZR/ROY/HcnB0Z1zOCbUmZ7EjO\n0juOZds4DdxracOjlUp9tu4ojg6CR3tG1MjrVftd0tBn8CSwAjgIzJdSxgkh3hRCDDbs9g0QIIRI\nBMYDEw3HxgHzgXhgOfCElLK4upkUE+rypHb+V7UajPJAp4YEerkwc02C3lEsV9oeOLIcOj8BrmoQ\nSGVSsvL4fVcq93VoQG2fmlkawCQfn6WUS6WUTaSUjaSUUwzbXpdSLjZ8f1lKOUxK2VhK2VFKmVTm\n2CmG45pKKZeZIo9iQp6BEDMG9v8KmUf1TmPx3F0cGdsjgk0JZ9l94pzecSzTxung6gudxumdxCp8\nseGotpBYDU72qc6rKJXr+jQ4usCm/+mdxCqM7NyQWh7OfLxW9TVc4/QBbYW2zv8BN1+901i8tOxL\nzI9NYVhMCPV8a27klioMSuW860D70bDvZziXrHcai+fp6sTYHhGsPXSG/ann9Y5jWTa9Dy7e0Pkx\nvZNYhS83HEVK+E8NLw2gCoNinG7PgHCAzR/qncQqPNilIT5uTnyk+hr+35lDELdQO4XkXkvvNBbv\nTM5lftqRwt3tQgipVbNLA6jCoBjHxzCXze4fIDul8v3tnLebMw93j2D1wXQOnFStBkBrLTh7aJ3O\nSqW+3JhEcYnk8ZtqfiExVRgU43V7Vvu6ZYa+OazE6G5heLs58fFa1WrgbCIc+B06PAyeAXqnsXgZ\nF/L54e/j3NkmWJelAVRhUIzn1wDaPgC7voXzJ/VOY/F83Z15qFs4K+LSOXgqR+84+to4HRxdtYEM\nSqW+3pREQVEJT+jQWgBVGJSq6j4eZIlqNRjp4W7heLvaeash8yjsn6+1FrxubNYCe5KVW8B3249z\ne+v6ROi0NIAqDErV1GqorbK1cx7klDt7iVKGr4czo7uFsXT/aQ6fvqB3HH1sfF9rLXR7Ru8kVuHr\nTUna0gA6LjusCoNSdT2eB1kMm1WrwRhjuoXj6eLITHtsNWQlwb5ftIskvWrrncbincstYN7WZAZF\n1yNSx6UBVGFQqq5WGLQeDjvnQs4pvdNYvFqeLozqGsbS/adISLezVsPGD8DRWbUWjPT15iTyCot5\npo++SwOowqDcmB4ToKQItnykdxKrMLZHBO7OjvZ1NXTWMdj7E7R/SLtIUqnQudwC5m5J5tboerov\nJKYKg3Jj/MOh9X2wcw5cOK13Govn7+nCyC4N+XNfGolnLuodp2Zseh8cnFRrwUilrYWndW4tgCoM\nSnX0fB6KC2HLTL2TWIVHekTg5uTIp+vsoNVwLhn2/qxNpeJTT+80Fq+0tTDIAloLoAqDUh3+EdDq\nXoj9Bi6k653G4gV6uTKicyiL9pwkKcPGWw2bPtCmUOn+rN5JrMK/rYWb9W8tgCoMSnX1nADFBbBV\ntRqMMa5nI1ycHGy7r+HccdjzI7QbpU2lolRIG4l0nEHR9WhaV//WAqjCoFRXQCOIvgd2fAMXz+id\nxuIFebvyYJcwFu05abt9DZv/Z2gtPKd3EqvwzeZj5BYUWUxrAapZGIQQ/kKIVUKIBMPXa6ZMFEK0\nEUJsE0LECSH2CSHuLfPYXCHEMSHEHsOtTXXyKDrp+QIU56tWg5Ee7RmBm7Ojba7ylp2iTbTYdiT4\nBuudxuKdyy1gruG6BUtpLUD1WwwTgTVSykhgjeH+1fKAB6WULYEBwAwhhF+Zx1+QUrYx3PZUM4+i\nh8DGED0M/vla9TUYIcBLazX8uS+NI7Z2XcPG6SAE9BivdxKrYImtBah+YbgDmGf4fh5w59U7SCmP\nSCkTDN+nAWcANWGKren1ktbXoNZrMMq4nhF4ODva1noNWcdgzw/aSCTfEL3TWDxLbS1A9QtDHSnl\nKQDD1wqveRdCdARcgLKLB08xnGL6UAjhWs08il4CGmnXNcTOVjOvGsHf04WHuoWzZN8pDp22kZlX\nN0zTrlvo8bzeSayCpbYWwIjCIIRYLYQ4UM7tjqq8kBCiHvAd8JCUssSw+WWgGdAB8AdequD4cUKI\nWCFEbEZGRlVeWqkpvV7Q5lDa9IHeSazC2B7azKszVtlAq+Fsgrb0a4ex4F1X7zQWLyu3gDlbjjEo\nyvJaC2BEYZBS9pVSRpVzWwSkG97wS9/4yx2WIoTwAZYAr0opt5d57lNSkw/MATpWkGOWlDJGShkT\nFKTORFmkWmFap+OubyH7hN5pLJ6fhwsPdQ9nedxp4tKsfJW39VPBye3/F3NSKvTFhqNcKizmuX6W\n11qA6p9KWgyMMnw/Clh09Q5CCBdgAfCtlPLXqx4rLSoCrX/iQDXzKHrrOUHrfNw4Xe8kVuHh7uF4\nuzkxY7UVtxrS47XV2TqOU+stGOFMzmXmbU3mzrbBNK5tea0FqH5hmAr0E0IkAP0M9xFCxAghvjbs\ncw/QExhdzrDUH4QQ+4H9QCDwdjXzKHrzDdEmTdv9gzblslIhX3dnHukRwar4dPanWmmrYf274OKl\n5kQy0qfrEikukTzbp4neUa6rWoVBSpkppewjpYw0fM0ybI+VUo41fP+9lNK5zJDUf4elSilvllJG\nG05NjZBS2ugVP3amx3htquUN0/ROYhUe6haGr7szM1Yf0TtK1Z3aBwcXQ+f/gIe/3mksXuq5PH78\n5wT3dGhAaICH3nGuS135rJied12tE3LfL5BhhW92NczbzZlxPSNYc+gMe1Ky9Y5TNeveATdf6PKE\n3kmswsdrEhFC8NTN+q3OZgxVGBTz6P4cOLnDhql6J7EKo7qG4e/pwgcrD+sdxXgnd8KRZdDlKXD3\nq3x/O3fsbC6/7UrlgU6h1PN11ztOhVRhUMzDMxA6PQoH/tA6J5UKebk68XjvRmxKOMvWxLN6xzHO\nunfA3R86P6Z3Eqvw0eojuDg68Hhvy24tgCoMijl1fUrrlFz/rt5JrMKIzg2p7+vGeysOI6XUO07F\nTvwNiau1DmdXyxxZY0kOn77Aor1pjO4WRpC35V/HqwqDYj4e/tq554OL4eQuvdNYPDdnR57t24S9\nKdmsiLPgOaekhDVvgGdt6PiI3mmswoerjuDl4sSjPSP0jmIUVRgU8+ryBHgEwOrJeiexCkPaBdMo\nyJP3Vx6muMRCWw0Jq+D4Fuj1Irh46p3G4u1PPc/yuNM83CMcPw8XveMYRRUGxbzcfLRpuY9tgKNr\n9U5j8ZwcHZjQvymJZy7yx65UveNcq6RYK/K1wrXJ8pRKfbDqMH4ezjzcPVzvKEZThUExv5gx4BcK\nqyZBSUnl+9u5AVF1aRXiy4zVCeQXFesd50r7f4UzcdDnNe1aFaVC25MyWX84g8d6NcLbzXr+vVRh\nUMzPyRVuehVO74O4P/ROY/GEELx4SzNOZl/ih+0WNOdUUT6snQL1WkOLu/ROY/GklLy77BD1fN0Y\n3TVM7zhVogqDUjOih0GdKFj7NhQV6J3G4nWPDKRrowA+XZfIxfwiveNoYmfD+RPQdzI4qLeOyizd\nf5q9KdmM79cEN2dHveNUifrfVWqGgwP0mQTnjsGueZXvr/DigGZk5hbwzaZjekeByznaxIjhvaDR\nzXqnsXgFRSVMW3GIZnW9GdLO+hYtUoVBqTmR/aBhd9jwHuSrabEq06aBH7e0rMNXm5LIytW5lbX1\nY8jL1FoLSqV++ucExzPzeGlAMxwdhN5xqkwVBqXmCKG9seRmwPbP9E5jFSb0b0peQRGfrkvUL8SF\ndNj2KbS8C4Lb6ZfDSly4XMjMNQl0iQigd1PrnIZcFQalZjXoAM1ugy0fQa6VTP2go8g63gxtH8J3\n245zPDNXnxAbp0FxPtz8mj6vb2VmbUwiM7eAlwc1Q1tqxvqowqDUvD6vQ2EebHxf7yRW4fn+TXFy\nFLy3/FDNv3jmUdg5F9o9qK3rrVQoPecyX286xm2t6tEqxHonFlSFQal5QU2h7QjY8TVkWUDHqoWr\n4+PGY70asXT/aXYkZ9Xsi699GxxdoNd1l2NXypix+ghFJSW8cEtTvaNUS7UKgxDCXwixSgiRYPha\n6zr7FZdZvW1xme3hQoi/Dcf/YlgGVLEHvV/WLpBa9breSazCIz0iqOvjxlt/xVNSU1NlnNiuXXfS\n9SltjQ2lQolnLvDLjhQe6NSQhgHWPVVIdVsME4E1UspIYI3hfnkulVm9bXCZ7e8BHxqOPwc8XM08\nirXwqQ/dx2sT7CVv1juNxXN3ceTFAU3Zl3qeRXtPmv8FS0pg2UvgXV8t2Wmk95YfxsPFyeIX4TFG\ndQvDHUDpoPR5wJ3GHii0Xpmbgd9u5HjFBnR9EnwbwLKJ2hw8SoXubBNMdLAv05Yf5lKBmf+99v4E\np/Zoo8jURHmV2p6Uyar4dB7rFUGAl+VPq12Z6haGOlLKUwCGr7Wvs5+bECJWCLFdCFH65h8AZEsp\nSy/rTAWCq5lHsSbO7tDvDUjfD7u/0zuNxXNwELx6a3NOnb/M15uSzPdC+Re0abWDY7Qr1pUKFRWX\nMHlxHMF+7jzc3Tqm1a5MpYVBCLFaCHGgnNsdVXidUCllDHA/MEMI0QgobxzXdU+eCiHGGYpLbEZG\nRhVeWrFoLYdAaBdY8xZcPq93GovXKSKAAS3r8vmGo5zJuWyeF9n8IVxMh4HvqakvjPDTjhQOnb7A\nK7c2x93Fuqa+uJ5K/9ellH2llFHl3BYB6UKIegCGr2eu8xxphq9JwHqgLXAW8BNCOBl2CwHSKsgx\nS0oZI6WMCQqyzotGlHIIAQPe1a6qVcNXjTJxYDMKi0v4YOUR0z/5uWTY+gm0uhdCYkz//DbmXG4B\nH6w8TJeIAAZG2U4HfXU/DiwGRhm+HwUsunoHIUQtIYSr4ftAoBsQL7W1C9cBQys6XrED9dtCmwdg\n++fauHmlQmGBnozqEsb8nSnEp+WY9slXvQ4OjmrqCyP9b9URci4VMmlwC6u9mK081S0MU4F+QogE\noJ/hPkKIGCHE14Z9mgOxQoi9aIVgqpSydHX4l4DxQohEtD6Hb6qZR7FWfV7Xpudeqa6uNcZTN0fi\n6+7M20viTbc+dPJmiF8E3Z/TRo0pFYpPy+GHv48zsnNDmtX10TuOSTlVvsv1SSkzgT7lbI8Fxhq+\n3wpEX+f4JKBjdTIoNsK7DvR4Xuv0TFoPEb11DmTZfD2cGd+vCa8viuOvfae4vXU138hLimH5y+AT\nol23oFRISskbf8bh6+7Mc/2a6B3H5FTPkmI5Oj8Ofg1h+X+h2ELWILBgD3RqSFSwD2/9Fc+Fy4XV\ne7I9P2gLKfV7QxstplRoyf5T/H0siwm3NLWadZyrQhUGxXI4u0H/t7SlI2Nn653G4jk6CKbcGU3G\nxXz+t6oaHdGXzsGaN6FBZ4i623QBbdSlgmLeWXKQFvV8GN4hVO84ZqEKg2JZmg/WFoJZ8ybkXHeQ\nmmLQuoEfD3QKZd7WZA6cvMHhvqsnQ14WDJqujRJTKvT5hqOknb/M5MEtrXKtBWOowqBYFiHg1g+g\npFCbkkGp1Av9m+Hv6cKrCw9UfR6l49u02VO7PA71Wpklny1Jycrjyw1HGdy6Ph3D/fWOYzaqMCiW\nxz8Cer2ozaN0eJneaSyer4cz/x3UnD0p2fy8I8X4A4sK4K9nwTdUm9RQqZCUklcXHsDRQfDyoGZ6\nxzErVRgUy9T1aajdApZMUMuAGuGutsF0CvfnveWHOHsx37iDtn4EGYe0FpqaD6lSC/ecZMORDF68\npSn1fG27g14VBsUyOTrD7R9BTiqse0fvNBZPCMHbd0aRm1/E1GVGLOiTeRQ2TNeW62zS3/wBrVzm\nxXze/DOedqF+jOwSpnccs1OFQbFcDTpCzBj4+3NI2613GosXWcebR3pG8NvOVP45VsGCPlLCX8+B\nkxsMmFpzAa3YG3/GczG/iKl3t7LZDueyVGFQLFufSeAZBH8+o65tMMJTNzcm2M+dVxfup6CopPyd\n9s2HYxug7yS1AI8R1h5KZ/HeNJ64qTFN6njrHadGqMKgWDZ3P+1T7am98M8svdNYPA8XJ94Y3JIj\n6Rf5ZG3CtTvkZcGKlyGkI7R/qOYDWpkLlwt5ZcEBmtTx4vHe1r8Aj7FUYVAsX8u7ILK/tv7w+VS9\n01i8vi3qMKRdMJ+uP8relOwrH1z1mja9+e0z1JTaRpi+4jCncy4z9e5WuDjZz7+X/fykivUSAga9\nD0hY/LR2jlyp0KTbW1Lb25Xx8/dwudCw2lviGtj9vTYXUp2W+ga0ArHJWXy3/Tiju4bRLrTc5ext\nlioMinWo1RD6vQlH18A/X+mdxuL5ujszbWgrjmbkMn3FYcjNhIX/gaDm0EtdOFiZy4XFvPT7Pur7\nujOhf1O949Q4VRgU69FhrHZKadVrcMaIIZl2rkdkECM7N2T2liSyfnlMmxPp7q/UJHlGmLkmgaMZ\nubwzJBpP12pNQm2VVGFQrIcQcMen4OIFf4yFIiMv5LJjLw9qxmPe2/A/sZL8Xq9C3XJnwFfK2Jp4\nls83HOWemBB6NbHP1SJVYVCsi1dtuOMTOL0f1k3RO43F87hwnAkls9la0pI3MnrpHcfiZeUW8Owv\newgP9GTyYPvth6lWG0kI4Q/8AoQBycA9UspzV+1zE/BhmU3NgOFSyoVCiLlAL6B0WsjRUso9N5Kl\nsLCQ1NRULl820wLpNczNzY2QkBCcnZ31jmJ5mg7UhlpumQmN+0F4D70TWabiQvhjHI5OzuyOepcf\nt5+kX1R9bmpaW+9kFklKyQu/7iU7r5A5D3XAw8X+TiGVEtVZFlAIMQ3IklJOFUJMBGpJKa/bs2Uo\nJIlAiJQyz1AY/pJS/laV142JiZGxsbFXbDt27Bje3t4EBARY/dqrUkoyMzO5cOEC4eHhesexTAW5\n8GVPKLwE/9kC7vY1asQo696FDVNh6Bzym93B4I+3cC6vgJXP9bTJxWWqa/bmY7z5VzyTb2/B6G62\n+XcnhNgppYypbL/qnkq6A5hn+H4ecGcl+w8Flkkp86r5ute4fPmyTRQF0Oa9CQgIsJnWj1m4eMKQ\nr+BiOix5Xg1hvVrKP7BxGrS+D6KG4OrkyAf3tOZcnnaqpMrTc9u4AyfPM3XZIfo2r82ormF6x9Fd\ndQtDHSnlKQDD18raqMOBn67aNkUIsU8I8aEQwvV6BwohxgkhYoUQsRkZGdfbpwrRLZst/SxmE9wO\nek+EA79r0zwomvwL8Mcj4BsCA6f9uzkq2JdJt7dk/eEMZqwp56poO5WbX8TTP+2mlqcz04a2Vn97\nGFEYhBCrhRAHyrndUZUXEkLUA6KBFWU2v4zW59AB8AeuexpKSjlLShkjpYwJCrKOkQJjx44lPj5e\n7xi2rft4CO2iTQqXHqd3Gv2VlMCCxyD7BNw1C9x8rnj4gU6hDGsfwsw1Caw5mK5TSMsyaXEcxzJz\nmXFvW/w91Sk2MKIwSCn7SimjyrktAtINb/ilb/xnKniqe4AFUsp/Vy2XUp6SmnxgDtCxej+OZfn6\n669p0aKF3jFsm4MjDJ2jvQH+NFy7kMuebXgPDv0F/adAwy7XPCyE4K07o4gK9uHZX/aQfDZXh5CW\nY9Gek/y2M5WnbmpMl0YBesexGNU9lbQYGGX4fhSwqIJ97+Oq00hliopA6584UM08usnNzeXWW2+l\ndevWREVF8csvv9C7d29KO8m9vLx45ZVXaN26NZ07dyY9XX1aMxmfejD8B7iQDvMf1Ebj2KO4hVpn\nc5sHoPN/rrubm7Mjnz/QHkcHwaPf7SSvwD5nrd2fep6Jv+8npmEtnu4TqXcci1Ld8VhTgflCiIeB\nE8AwACFEDPCYlHKs4X4Y0ADYcNXxPwghggAB7AEeq2YeAN74M474tBxTPNW/WtT3YdLt1x/XvHz5\ncurXr8+SJUsAOH/+PJ9//vm/j+fm5tK5c2emTJnCiy++yFdffcWrr75q0ox2Lbg9DP4YFozT1oq+\n7X96J6pZp/ZpU16EdITbPtQuBqxAA38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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -651,26 +624,24 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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mX91RjLvYWvQLAjF3fXwq+XMPe02hlA6WP7+NaTxY35p9mbxzMtduXdMdxdI+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\nvFz8ZXrX6E2Z3GUcOqJ3dTlyqIe42rS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LIOOQdpWzai3UGFUYykjJstG+has5uUDPCZC2S5tHSamQEIJn+jQm9dwlFuxS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\n7X96J6pZp/ZpU16EdITbPtQuBqxAA38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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -700,9 +671,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -743,9 +712,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -806,32 +773,30 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[162, 162, 162, ..., 170, 155, 128],\n", - " [162, 162, 162, ..., 170, 155, 128],\n", - " [162, 162, 162, ..., 170, 155, 128],\n", + "array([[ 83, 83, 83, ..., 117, 117, 117],\n", + " [ 82, 82, 83, ..., 117, 117, 117],\n", + " [ 80, 81, 83, ..., 117, 117, 117],\n", " ..., \n", - " [ 43, 43, 50, ..., 104, 100, 98],\n", - " [ 44, 44, 55, ..., 104, 105, 108],\n", - " [ 44, 44, 55, ..., 104, 105, 108]])" + " [178, 178, 178, ..., 57, 59, 57],\n", + " [178, 178, 178, ..., 56, 57, 57],\n", + " [178, 178, 178, ..., 57, 57, 58]])" ] }, - "execution_count": 25, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 导入lena图片\n", - "from scipy.misc import lena\n", - "img = lena()\n", + "from scipy.misc import ascent\n", + "img = ascent()\n", "img" ] }, @@ -844,26 +809,24 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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7WT7lWTxO1kW0tATqumGsSRciaYyBvdUo+8tNBqklKwuoHENM0LUq2VRKCX5w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\ncF0fnhfCD8iATdRhDxr0//l8gvl8SAE3kkJX4ma8FK7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TyQFJeMIEgEAYJyiLHEpVMBIc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WyQKuqhsA5ToabjmhS8iUJUUR+C1bQVEqDenERYRms2qznMqFdrF5817E0fx5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bE4Rk/PMorFMXXhS55qvJ3nVaYMkeIV+7pGinccP/edr/8IyzA4/IC9CfxwykW+1ce+PlO2zC3+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TjCrmXTMWcnQqgev/7S+6buK6DoZu0r6ilZG+ERzHCUDdYSFjiSTvRTSgLj7/xlLKUgWMqK4V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\ncPW7rsVxCoI3QXMqfiFFMXMApFL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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -895,190 +858,215 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[u'Accent',\n", - " u'Accent_r',\n", - " u'Blues',\n", - " u'Blues_r',\n", - " u'BrBG',\n", - " u'BrBG_r',\n", - " u'BuGn',\n", - " u'BuGn_r',\n", - " u'BuPu',\n", - " u'BuPu_r',\n", - " u'CMRmap',\n", - " u'CMRmap_r',\n", - " u'Dark2',\n", - " u'Dark2_r',\n", - " u'GnBu',\n", - " u'GnBu_r',\n", - " u'Greens',\n", - " u'Greens_r',\n", - " u'Greys',\n", - " u'Greys_r',\n", + "['Accent',\n", + " 'Accent_r',\n", + " 'Blues',\n", + " 'Blues_r',\n", + " 'BrBG',\n", + " 'BrBG_r',\n", + " 'BuGn',\n", + " 'BuGn_r',\n", + " 'BuPu',\n", + " 'BuPu_r',\n", + " 'CMRmap',\n", + " 'CMRmap_r',\n", + " 'Dark2',\n", + " 'Dark2_r',\n", + " 'GnBu',\n", + " 'GnBu_r',\n", + " 'Greens',\n", + " 'Greens_r',\n", + " 'Greys',\n", + " 'Greys_r',\n", " 'LUTSIZE',\n", 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'Vega20c',\n", + " 'Vega20c_r',\n", + " 'Wistia',\n", + " 'Wistia_r',\n", + " 'YlGn',\n", + " 'YlGnBu',\n", + " 'YlGnBu_r',\n", + " 'YlGn_r',\n", + " 'YlOrBr',\n", + " 'YlOrBr_r',\n", + " 'YlOrRd',\n", + " 'YlOrRd_r',\n", " '__builtins__',\n", + " '__cached__',\n", " '__doc__',\n", " '__file__',\n", + " '__loader__',\n", " '__name__',\n", " '__package__',\n", + " '__spec__',\n", + " '_deprecation_datad',\n", " '_generate_cmap',\n", " '_reverse_cmap_spec',\n", " '_reverser',\n", " 'absolute_import',\n", - " u'afmhot',\n", - " u'afmhot_r',\n", - " u'autumn',\n", - " u'autumn_r',\n", - " u'binary',\n", - " u'binary_r',\n", - " u'bone',\n", - " u'bone_r',\n", - " u'brg',\n", - " u'brg_r',\n", - " u'bwr',\n", - " u'bwr_r',\n", + " 'afmhot',\n", + " 'afmhot_r',\n", + " 'autumn',\n", + " 'autumn_r',\n", + " 'binary',\n", + " 'binary_r',\n", + " 'bone',\n", + " 'bone_r',\n", + " 'brg',\n", + " 'brg_r',\n", + " 'bwr',\n", + " 'bwr_r',\n", " 'cbook',\n", " 'cmap_d',\n", " 'cmapname',\n", + " 'cmaps_listed',\n", " 'colors',\n", - " u'cool',\n", - " u'cool_r',\n", - " u'coolwarm',\n", - " u'coolwarm_r',\n", - " u'copper',\n", - " u'copper_r',\n", + " 'cool',\n", + " 'cool_r',\n", + " 'coolwarm',\n", + " 'coolwarm_r',\n", + " 'copper',\n", + " 'copper_r',\n", " 'cubehelix',\n", - " u'cubehelix_r',\n", + " 'cubehelix_r',\n", " 'datad',\n", " 'division',\n", - " u'flag',\n", - " u'flag_r',\n", + " 'flag',\n", + " 'flag_r',\n", " 'get_cmap',\n", - " u'gist_earth',\n", - " u'gist_earth_r',\n", - " u'gist_gray',\n", - " u'gist_gray_r',\n", - " u'gist_heat',\n", - " u'gist_heat_r',\n", - " u'gist_ncar',\n", - " u'gist_ncar_r',\n", - " u'gist_rainbow',\n", - " u'gist_rainbow_r',\n", - " u'gist_stern',\n", - " u'gist_stern_r',\n", - " u'gist_yarg',\n", - " u'gist_yarg_r',\n", - " u'gnuplot',\n", - " u'gnuplot2',\n", - " u'gnuplot2_r',\n", - " u'gnuplot_r',\n", - " u'gray',\n", - " u'gray_r',\n", - " u'hot',\n", - " u'hot_r',\n", - " u'hsv',\n", - " u'hsv_r',\n", - " u'jet',\n", - " u'jet_r',\n", + " 'gist_earth',\n", + " 'gist_earth_r',\n", + " 'gist_gray',\n", + " 'gist_gray_r',\n", + " 'gist_heat',\n", + " 'gist_heat_r',\n", + " 'gist_ncar',\n", + " 'gist_ncar_r',\n", + " 'gist_rainbow',\n", + " 'gist_rainbow_r',\n", + " 'gist_stern',\n", + " 'gist_stern_r',\n", + " 'gist_yarg',\n", + " 'gist_yarg_r',\n", + " 'gnuplot',\n", + " 'gnuplot2',\n", + " 'gnuplot2_r',\n", + " 'gnuplot_r',\n", + " 'gray',\n", + " 'gray_r',\n", + " 'hot',\n", + " 'hot_r',\n", + " 'hsv',\n", + " 'hsv_r',\n", + " 'inferno',\n", + " 'inferno_r',\n", + " 'jet',\n", + " 'jet_r',\n", " 'ma',\n", + " 'magma',\n", + " 'magma_r',\n", " 'mpl',\n", - " u'nipy_spectral',\n", - " u'nipy_spectral_r',\n", + " 'nipy_spectral',\n", + " 'nipy_spectral_r',\n", " 'np',\n", - " u'ocean',\n", - " u'ocean_r',\n", + " 'ocean',\n", + " 'ocean_r',\n", " 'os',\n", - " u'pink',\n", - " u'pink_r',\n", + " 'pink',\n", + " 'pink_r',\n", + " 'plasma',\n", + " 'plasma_r',\n", " 'print_function',\n", - " u'prism',\n", - " u'prism_r',\n", - " u'rainbow',\n", - " u'rainbow_r',\n", + " 'prism',\n", + " 'prism_r',\n", + " 'rainbow',\n", + " 'rainbow_r',\n", " 'register_cmap',\n", " 'revcmap',\n", - " u'seismic',\n", - " u'seismic_r',\n", + " 'seismic',\n", + " 'seismic_r',\n", " 'six',\n", - " 'spec',\n", - " 'spec_reversed',\n", - " u'spectral',\n", - " u'spectral_r',\n", - " u'spring',\n", - " u'spring_r',\n", - " u'summer',\n", - " u'summer_r',\n", - " u'terrain',\n", - " u'terrain_r',\n", + " 'spectral',\n", + " 'spectral_r',\n", + " 'spring',\n", + " 'spring_r',\n", + " 'summer',\n", + " 'summer_r',\n", + " 'tab10',\n", + " 'tab10_r',\n", + " 'tab20',\n", + " 'tab20_r',\n", + " 'tab20b',\n", + " 'tab20b_r',\n", + " 'tab20c',\n", + " 'tab20c_r',\n", + " 'terrain',\n", + " 'terrain_r',\n", " 'unicode_literals',\n", - " u'winter',\n", - " u'winter_r']" + " 'viridis',\n", + " 'viridis_r',\n", + " 'winter',\n", + " 'winter_r']" ] }, - "execution_count": 28, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1096,27 +1084,26 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 24, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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U85cp5iVB5FPkFcbA9NqM3a9eZPOvP014x0NsbGxweHjoEJak0R9//HE++9nP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\nq3vUfZsozrjxC7/Gtz71BjY3N4tbHykVHjPpF7GJMo7uUZ2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NwqNSYxn6+3meR6/XY2Fh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KTCMpfDFmrOFESWSxQlWrWpilJsWlhJTK0ugcn+ovRsiN08huURJdIoZufOK8i4DgKT+lqVqakp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kWUZ9fT3zIchVcTgc2Lx5MwBg3759HKko5NIoioJt27bhvvvu42u+GzknFAMx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iRfPvMN/0w9ndCyDfzpT39iwoYVrB47mflFq+jx+jBq4PFBdM0Ola8nJiYqTQMIHL9uMPgJNHpF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\nWDv3RAfEhkeceKRilDCe5VpMtLurr68XJU0zMwHg0nXOOecczPCw+Mx1c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/hF5nR21trcJ5aC4hxiKb2Mr3lWGTrusqaTd5xONx3nrrLfJtGdVuUIqWOJ1OtrcPY6TSmEFh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\n8t9pZeVRxxo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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1157,30 +1144,28 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 2., 7., 37., 119., 216., 270., 223., 82., 31., 13.]),\n", - " array([-3.65594649, -2.98847032, -2.32099415, -1.65351798, -0.98604181,\n", - " -0.31856564, 0.34891053, 1.0163867 , 1.68386287, 2.35133904,\n", - " 3.01881521]),\n", + "(array([ 7., 19., 59., 151., 261., 263., 167., 54., 17., 2.]),\n", + " array([-3.45054085, -2.76515851, -2.07977618, -1.39439384, -0.70901151,\n", + " -0.02362917, 0.66175317, 1.3471355 , 2.03251784, 2.71790018,\n", + " 3.40328251]),\n", " )" ] }, - "execution_count": 30, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1203,23 +1188,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.03-numpy-arrays.ipynb b/03-numpy/03.03-numpy-arrays.ipynb index 86fd3bc1..a08be7e0 100644 --- a/03-numpy/03.03-numpy-arrays.ipynb +++ b/03-numpy/03.03-numpy-arrays.ipynb @@ -16,10 +16,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "from numpy import *" @@ -41,10 +39,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -52,7 +48,7 @@ "array([0, 1, 2, 3])" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -73,9 +69,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -109,10 +103,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -120,7 +112,7 @@ "numpy.ndarray" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -138,10 +130,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -149,7 +139,7 @@ "dtype('int32')" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -168,10 +158,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -179,7 +167,7 @@ "4" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -197,18 +185,16 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(4L,)" + "(4,)" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -227,18 +213,16 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(4L,)" + "(4,)" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -256,18 +240,16 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(4L,)" + "(4,)" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -286,10 +268,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { @@ -297,7 +277,7 @@ "4" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -309,9 +289,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -338,9 +316,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -369,9 +345,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -405,9 +379,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -451,9 +423,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -481,9 +451,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -511,9 +479,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -534,9 +500,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -556,9 +520,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -585,9 +547,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -607,9 +567,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -635,10 +593,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ "od = array([21000, 21180, 21240, 22100, 22400])" @@ -653,10 +609,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { @@ -664,7 +618,7 @@ "array([180, 60, 860, 300])" ] }, - "execution_count": 23, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -708,10 +662,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { @@ -720,7 +672,7 @@ " [10, 11, 12, 13]])" ] }, - "execution_count": 24, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -744,18 +696,16 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(2L, 4L)" + "(2, 4)" ] }, - "execution_count": 25, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -780,10 +730,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { @@ -791,7 +739,7 @@ "8" ] }, - "execution_count": 26, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -810,10 +758,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -821,7 +767,7 @@ "2" ] }, - "execution_count": 27, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -847,9 +793,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -878,9 +822,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -909,9 +851,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -953,9 +893,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -993,9 +931,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1022,9 +958,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1052,9 +986,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1095,9 +1027,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1132,9 +1062,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1160,9 +1088,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1190,9 +1116,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1223,9 +1147,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1277,7 +1199,6 @@ "cell_type": "code", "execution_count": 40, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1307,9 +1228,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1347,9 +1266,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1376,9 +1293,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1401,9 +1316,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1438,9 +1351,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1478,9 +1389,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1507,9 +1416,7 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1545,9 +1452,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1591,7 +1496,6 @@ "cell_type": "code", "execution_count": 50, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1623,9 +1527,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1656,9 +1558,7 @@ { "cell_type": "code", "execution_count": 52, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1698,9 +1598,7 @@ { "cell_type": "code", "execution_count": 53, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1794,9 +1692,7 @@ { "cell_type": "code", "execution_count": 55, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1823,9 +1719,7 @@ { "cell_type": "code", "execution_count": 56, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1856,9 +1750,7 @@ { "cell_type": "code", "execution_count": 57, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1887,9 +1779,7 @@ { "cell_type": "code", "execution_count": 58, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1917,9 +1807,7 @@ { "cell_type": "code", "execution_count": 59, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1975,7 +1863,6 @@ "cell_type": "code", "execution_count": 61, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -2004,9 +1891,7 @@ { "cell_type": "code", "execution_count": 62, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2044,9 +1929,7 @@ { "cell_type": "code", "execution_count": 64, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2066,9 +1949,7 @@ { "cell_type": "code", "execution_count": 65, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2088,9 +1969,7 @@ { "cell_type": "code", "execution_count": 66, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2117,9 +1996,7 @@ { "cell_type": "code", "execution_count": 67, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2145,9 +2022,7 @@ { "cell_type": "code", "execution_count": 68, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2171,9 +2046,7 @@ { "cell_type": "code", "execution_count": 69, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2194,23 +2067,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.04-array-types.ipynb b/03-numpy/03.04-array-types.ipynb index 8b3a5b7d..c9312ed0 100644 --- a/03-numpy/03.04-array-types.ipynb +++ b/03-numpy/03.04-array-types.ipynb @@ -42,9 +42,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "a = array([1 + 1j, 2, 3, 4])" @@ -60,9 +58,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -89,9 +85,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -111,9 +105,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -158,9 +150,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -187,9 +177,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -216,9 +204,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -239,9 +225,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -261,9 +245,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -283,9 +265,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -312,9 +292,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -368,9 +346,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -397,9 +373,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -445,9 +419,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -474,9 +446,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -503,9 +473,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -568,9 +536,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -618,9 +584,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -640,9 +604,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -710,7 +672,6 @@ "cell_type": "code", "execution_count": 27, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -746,9 +707,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -785,7 +744,6 @@ "cell_type": "code", "execution_count": 29, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -807,9 +765,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -836,9 +792,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -876,9 +830,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -907,9 +859,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -943,9 +893,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -965,9 +913,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -994,9 +940,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1023,9 +967,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1046,7 +988,6 @@ "cell_type": "code", "execution_count": 39, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1075,9 +1016,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1105,9 +1044,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1128,9 +1065,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1158,9 +1093,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1180,23 +1113,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.05-array-calculation-method.ipynb b/03-numpy/03.05-array-calculation-method.ipynb index 4ad49974..846994e6 100644 --- a/03-numpy/03.05-array-calculation-method.ipynb +++ b/03-numpy/03.05-array-calculation-method.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -37,9 +35,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "a = array([[1,2,3], \n", @@ -56,9 +52,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -92,9 +86,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -121,9 +113,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -150,9 +140,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -179,9 +167,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -201,9 +187,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -223,9 +207,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -259,9 +241,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -288,9 +268,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -317,9 +295,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -351,9 +327,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -380,9 +354,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -409,9 +381,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -438,9 +408,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -474,9 +442,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -496,9 +462,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -543,9 +507,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -565,9 +527,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -594,9 +554,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -623,9 +581,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -652,9 +608,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -688,9 +642,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -717,9 +669,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -746,9 +696,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -768,9 +716,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -804,9 +750,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -827,9 +771,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -871,9 +813,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -893,9 +833,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -949,9 +887,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -978,9 +914,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1000,23 +934,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.06-sorting-numpy-arrays.ipynb b/03-numpy/03.06-sorting-numpy-arrays.ipynb index 6cfe7bcb..d198403a 100644 --- a/03-numpy/03.06-sorting-numpy-arrays.ipynb +++ b/03-numpy/03.06-sorting-numpy-arrays.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -44,9 +42,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -90,9 +86,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -120,9 +114,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -142,9 +134,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -172,9 +162,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -208,9 +196,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -238,9 +224,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -278,9 +262,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -314,9 +296,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -350,9 +330,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -381,9 +359,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -433,9 +409,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -496,9 +470,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -544,9 +516,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -569,23 +539,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.07-array-shapes.ipynb b/03-numpy/03.07-array-shapes.ipynb index 4882d5d9..7c9b1ebd 100644 --- a/03-numpy/03.07-array-shapes.ipynb +++ b/03-numpy/03.07-array-shapes.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -37,9 +35,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -67,9 +63,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -98,9 +92,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -122,9 +114,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -152,9 +142,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "ValueError", @@ -182,9 +170,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -205,9 +191,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -235,9 +219,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -265,9 +247,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -307,9 +287,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -351,9 +329,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -383,7 +359,6 @@ "cell_type": "code", "execution_count": 14, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -416,9 +391,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -451,9 +424,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -477,9 +448,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -513,9 +482,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -545,9 +512,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -596,9 +561,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -654,9 +617,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -690,9 +651,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -717,7 +676,6 @@ "cell_type": "code", "execution_count": 24, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -746,9 +704,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -770,9 +726,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -810,9 +764,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -843,9 +795,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -865,9 +815,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -887,9 +835,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -923,9 +869,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -955,9 +899,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -992,9 +934,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1032,9 +972,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1061,9 +999,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1082,9 +1018,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1118,9 +1052,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1150,9 +1082,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1181,9 +1111,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1218,9 +1146,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1241,9 +1167,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1285,9 +1209,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1308,9 +1230,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1332,9 +1252,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1365,9 +1283,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1402,23 +1318,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.08-diagonals.ipynb b/03-numpy/03.08-diagonals.ipynb index 4a9cc10e..0d6d64e0 100644 --- a/03-numpy/03.08-diagonals.ipynb +++ b/03-numpy/03.08-diagonals.ipynb @@ -35,9 +35,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -68,9 +66,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -97,9 +93,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -119,9 +113,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -148,9 +140,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -178,9 +168,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -210,9 +198,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -236,9 +222,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -261,23 +245,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.5" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.09-data-to-&-from-string.ipynb b/03-numpy/03.09-data-to-&-from-string.ipynb index ba94c781..ac378616 100644 --- a/03-numpy/03.09-data-to-&-from-string.ipynb +++ b/03-numpy/03.09-data-to-&-from-string.ipynb @@ -28,9 +28,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "a = np.array([[1,2],\n", @@ -49,7 +47,6 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -78,9 +75,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -121,9 +116,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -153,9 +146,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -192,23 +183,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.10-array-attribute-&-method-overview-.ipynb b/03-numpy/03.10-array-attribute-&-method-overview-.ipynb index 627bc04f..2fad8007 100644 --- a/03-numpy/03.10-array-attribute-&-method-overview-.ipynb +++ b/03-numpy/03.10-array-attribute-&-method-overview-.ipynb @@ -75,9 +75,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from numpy import *" @@ -93,9 +91,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -124,9 +120,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -154,7 +148,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -183,9 +176,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -212,9 +203,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -241,9 +230,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -270,9 +257,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -299,9 +284,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -327,9 +310,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -362,7 +343,6 @@ "cell_type": "code", "execution_count": 11, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -384,9 +364,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -413,9 +391,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -446,9 +422,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -477,7 +451,6 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -507,9 +480,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -530,9 +501,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -553,9 +522,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -583,9 +550,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -620,9 +585,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -653,9 +616,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -679,9 +640,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -711,9 +670,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -751,9 +708,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -781,7 +736,6 @@ "cell_type": "code", "execution_count": 25, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -810,9 +764,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -835,9 +787,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -869,7 +819,6 @@ "cell_type": "code", "execution_count": 28, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -908,9 +857,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -939,7 +886,6 @@ "cell_type": "code", "execution_count": 30, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -968,9 +914,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -990,9 +934,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1045,7 +987,6 @@ "cell_type": "code", "execution_count": 34, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1099,9 +1040,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1129,9 +1068,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1161,7 +1098,6 @@ "cell_type": "code", "execution_count": 38, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1191,9 +1127,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1229,9 +1163,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1261,7 +1193,6 @@ "cell_type": "code", "execution_count": 41, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1291,9 +1222,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1322,7 +1251,6 @@ "cell_type": "code", "execution_count": 43, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1358,9 +1286,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1389,7 +1315,6 @@ "cell_type": "code", "execution_count": 45, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1419,7 +1344,6 @@ "cell_type": "code", "execution_count": 46, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1448,9 +1372,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1477,9 +1399,7 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1506,9 +1426,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1535,9 +1453,7 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1564,9 +1480,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1594,7 +1508,6 @@ "cell_type": "code", "execution_count": 52, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1624,7 +1537,6 @@ "cell_type": "code", "execution_count": 53, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1654,7 +1566,6 @@ "cell_type": "code", "execution_count": 54, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1683,9 +1594,7 @@ { "cell_type": "code", "execution_count": 55, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1725,23 +1634,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.5" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.11-array-creation-functions.ipynb b/03-numpy/03.11-array-creation-functions.ipynb index 46ab8228..bb5482dc 100644 --- a/03-numpy/03.11-array-creation-functions.ipynb +++ b/03-numpy/03.11-array-creation-functions.ipynb @@ -27,10 +27,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { @@ -38,7 +36,7 @@ "array([0, 1, 2, 3])" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -58,9 +56,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -88,9 +84,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -118,9 +112,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -163,9 +155,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -201,9 +191,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -243,10 +231,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "x_ticks = np.linspace(-1, 1, 5)\n", @@ -264,10 +250,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -279,7 +263,7 @@ " [-1. , -0.5, 0. , 0.5, 1. ]])" ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -290,10 +274,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -305,7 +287,7 @@ " [ 1. , 1. , 1. , 1. , 1. ]])" ] }, - "execution_count": 9, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -325,33 +307,32 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Miniconda\\lib\\site-packages\\IPython\\kernel\\__main__.py:9: RuntimeWarning: invalid value encountered in divide\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: RuntimeWarning: invalid value encountered in true_divide\n", + " if __name__ == '__main__':\n" ] }, { "data": { "text/plain": [ - "" + "Text(0.5,0,'z')" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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jRzNnzpyE3V+fJF0FXSVDhWybmprCZNuRn7Or2gUK2Xq9XiwWS5tleLqjj+D3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\nuwXRaScw4nJ3brTlKAhK9IFphMVfi8PeR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MnRBlu0ZMqVSK3t5eL6p2LTXdRgGjo6MbDIBcfdofEXeahtyqF/LBgwe3tJ+P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\n3bZtGytWrADg3XfflZ3yHgdTJGwPI8zkT6Lw9NHUh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -397,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -411,10 +392,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { @@ -422,7 +401,7 @@ "array([[-1. , -0.5, 0. , 0.5, 1. ]])" ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -433,10 +412,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { @@ -448,7 +425,7 @@ " [ 1. ]])" ] }, - "execution_count": 13, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -468,33 +445,32 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Miniconda\\lib\\site-packages\\IPython\\kernel\\__main__.py:9: RuntimeWarning: invalid value encountered in divide\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: RuntimeWarning: invalid value encountered in true_divide\n", + " if __name__ == '__main__':\n" ] }, { "data": { "text/plain": [ - "" + "Text(0.5,0,'z')" ] }, - "execution_count": 14, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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jRzNnzpyE3V+fJF0FXSVDhWybmprCZNuRn7Or2gUK2Xq9XiwWS5tleLqjj+D3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\nuwXRaScw4nJ3brTlKAhK9IFphMVfi8PeR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MnRBlu0ZMqVSK3t5eL6p2LTXdRgGjo6MbDIBcfdofEXeahtyqF/LBgwe3tJ+P\nfexjG/KK/8k/+Sfe/1+4cIHvfve7Wxq7GR57Qt7sBxyNRgP7TcDmGQv+Ds7d3d2cP3+e4eHhQGQM\n7W10qpRiYWHB6yZ9+vTptqbeBOku4pagr6yssH///qrKR9dfuva7qS2dNQyDgYEB+vr6vGjab7EZ\niUSqojo388BWJYSQ5AyTrgggqglZKSjaJonIOiGb0iaiaQgkVBb7pJhHV4c7gkyhfR2ea4OQZo0C\n8vk89+/f93wl3EYBxWKRcrm87UYBj6JbSCaT8UynHic89oS8GVoxAPJv7//Sazs4uwuIrn1nULSj\n0amfiPv6+njuueeYnp5u6XEwaGumRpKFbdtMTU3x4MEDDh48yJ49ezb4bgghAl3AruTRqE9cI2vH\nQ6ck+w5IhMBbuPPvTSmwlcKwbWKV79KUTjQc0QEhkUogtQV0u303snaQ+sNajPMbANX6Srj503Nz\nc9y/f5+RkRGvUUBt/nSQY35U/fQeN2Mh2AWE3CxC3krqWzwer6pm6+/v3yAH7GQWR+22bnQ+OjpK\nb28vzz33nJdV0sq4QXvl1ZMsXHe8+/fvc/jwYa5du4Zt26TT6UD73mw+jdDIg7egXSdvm0QbXOPu\nzEu2SUzXkUoiAUMqh5ABpQRoOWhT39d2RLedUBjiL1e+f/8+Tz/9tPcb26xRgJ+sa2W5R6UhP25e\nyLALCHkzbCW32DAMrxZ+s2q2Vi+cVgm5XC5XySQ9PT1VROxiKz7HzS5W/5j+LiFPPPGE547nvred\nwhBoPctCoTCUgQI0XzGI/+uQlSENaWPZEsOuHAsSW4KuAQh0ISmr1Y4xBuq0dDX/OM0aBbhtt3K5\nnPdU6pJ0qVTa9lzcfbViTh9GyB0GV0MOAjeV6N133+XQoUNNrSdbRauSRSaT4Y033qC7u7tunrV/\n23Z3DXHHfPDgARMTEwwMDHgNTP3YLMINGom3ClPMUbYFmgZK6ThmQRslCxd5SyF9YXBZQlIDKW30\niE6+PIWUctuk3Ck6NLSPkKH5d1TPiKnWoN5deK5np9lKo4BWNeTHrX0T7AJCbmYY1EyysG2b6elp\nT4sdGhriyJEj7Z5moGjdjYiHh4fRNI1Lly5t2kYKHKIPKssEIWSlFKurqzx48ABg0xvTZlpzKxpy\nK8jbS6iKKKEq0bFS4L+mpVrfd1mW0IRAq7xUCZbRNJBKokdylEoWb7755obH76DpYc4cdlfn6u2g\n1qDeNfmp18jW79LmP/f1Gtm2In1ks9m69QCdjseekDfDZoRc28H5hRdeYGZmpqXx21Xs4abSjY6O\n0t3dzdDQEOl0uikZw9Yki0btSItaAAAgAElEQVRzcHVqtxDBrRhrhEdhv5m21khFnX3qwjmftRkW\nSqkqDcOUinhNYCUElC2dRAKS3QmuXnkBy7KqGnm66WFuNwuXpOtFdbs1Qm4H3GOqZ6cJ1S5ta2tr\nzMzMePq0P5p2c6qDoF19BR82HntCbrao55aaunDTtR48eMCRI0eqNNGtaM6t9NUzDKPqtVoifuaZ\nZ0gmk6ytrbG8vBxoDtttdKqUYmVlhZGREVKpFM899xyGYVSVjzbCw9ZdTVnEVDZCVC44zSFg0xbo\nmkPLtqKGjMGSOnHdtWZ1XxPMFxXJiKR7n/PZSCRSNz3M383C3/7JTxbbbfYKO5f21ulolGVT2yhg\ndXWVXC63wd8jlUptyIx6XPHYE/Jm8BNsbQfnl156acMdtNWuIa6fRauNTl0iHhsbI5lMekRcb9tm\n2E6EvLq6yvDwMIlEgqefftpzJnN7D+40Wo2QM/YCSmk4eRQaq2XFalkQERG6LJP9CYVVM5wpoSwV\n/qUow4a0obCVpGiD3tv4XDfqZuFmHbi505lMhnfffbcpWWyGh5n2FmQu7YCbk74V1OrTuVyOixcv\neh2B6jUKWFhYYHJy0qtgDVKI5Uczc3qAP/zDP+Rzn/scQgieffbZDaXV28GuIORGF3Y0GqVcLgfq\n4Aw7b1JvmqYXESeTSS5evFhXltiK21vQbaWUrK2tMTw8jK7rnD9/fsPK+XaliKBolZBzcpWY5hBy\n1oxQqBy3rRRZU8OSit6o9PRi5z2BrcCSEKlwVMECU2poVCLteOuEUZt1kM/nefLJJxFCVHVbdsnC\nLbaoZwbkol2R7W7Vs10NWQjRsFFAqVRieHiYpaUlXnrpJQD+wT/4B/yVv/JXAo3fzJx+eHiYf/Ev\n/gXf/e536e/vZ2FhoS3H5mJXEHI9GIbB1NQUS0tLDAwMBOrgvFXJohncO/rc3By2bVdFo/WwUxGy\naZrcuXOHaDTK2bNnGy56bNfnOChaJeSCLJCKKCwJq2VFvPLrtRVoAoq2wFaCfb4sRctLgVsn5Lzl\napqVnGUBZZklrjX2ImkGlwRjsRixWGxD7rRbbFFrBuQnacuy2iYDdQohtysH2UWj43KfZF544QWe\neOIJJicn+frXv45hGBukwkYIYk7/O7/zO/zsz/6s9/22w+HNj11ByP4Lu1QqMTExwcrKCkePHiWX\ny3H06NFA42yla8hmxKmUYnl5mdHRUaLRKH19fVy8eLHpuO1OZcvlcoyMjLC2tsbg4CAnT55sOman\n6XBlq4ghTXoELJSEl2kBIFG41JExNOKapLvypColDuHagmTEOaasAd0xx9ReKVBCsGw94HDs3Jbn\nt1lU6l/M8l/AtRrp8vIyUkqWl5erFhG306Nvq+g0H4tW4DcWcm+QQRDEnP7evXsAfN/3fR+2bfO5\nz32OH/7hH27TzHcJIUP9Ds7g+JkGRbsiZP9CWVdXF08//TSapvHBBx8EGnc7VX1+FAoFRkZGKBaL\nDA0NeZFYM3SiZLFiL6AQWEqyVIqwJ+5ajoIm1sewlM5cUTAUtVHKiYAFTv6xU1INptKclDe37FqD\nnL31ikNnHq3LBLUa6f3799F1nX379pHL5byuIv4efc1Sw9qFTjO5bwX+biGtIIg5vWVZDA8P853v\nfIfp6Wm+//u/n1u3brWtKnBXEPLExAQzMzPb7uC83QjZJWI3dcwvTRiG0VKJc1DUi5BLpRKjo6Nk\ns1lOnz7t9fBbW1vb8dZMlmUxMTHB3NwciUSiysGtVjdthZCzcg2BYqFYqRyrvG5LiPl+xW5VniUF\nsookBYZUmNL9nEDXHbIWAiwV/HvfKbiLevU8JhqlhtUzYGoHOi1CbiUDZatl00HM6Y8ePcq1a9eI\nRqNe4Dc8PMzVq1db3l897ApCPnLkCMeOHdt2tNBq1xA/gbvSRDwe58KFCxtSeFol+6Dwz7lcLntP\nCfW6WgeVQrYiWUgpmZqaYmZmhqNHj3LlyhXPTcy1fSwWi1W5pcViMbBxeVkWsKRGxnSOx124MxVU\nPZBWjnexpNMXrT7fZVtQsnTAIeZYhZCVAoSiYOVIRoK599VipxfSNjNgchcRXQOmfD7Pu+++W6VP\nt+rYFqRxbhA8CuvNrRJyEHP6H/uxH/NaOC0tLXHv3j1Pc24HdgUhx2Kxplpu0MqxVhCJRFhdXeX6\n9esNidg/9k7osm56z927d1leXubkyZPean+9bbfaCaQRlFLMzMwwMTHheV24Odduupi/CMDvfZDN\nZllaWmJubs4rqe3p6aG7u5tEIuFrz2RiY1K2NUAhUF6qsa3W/SyclDgHq2VFQq8+B2uGIGdJdCEo\n2ZCKVo5VKaRSrMlFkjw6Qt7KGLXWmkopbty4wZkzZ7yb4cLCAoVCYdOO17UI2kyhGR4VIfufLoIi\niDn9Rz/6Uf70T/+UCxcuoOs6v/qrv7qlfTWcQ9tGeoTY7EfsRpDtXOkFPGlCSsmlS5ea+iLvhNZn\nmiYTExPkcjmOHz/OmTNnNr2IgkbIQW4erhWoS65Xr16tamffCH7d1L2ZHD16lFKp5BGIm4XgljJn\nuy0ifYqpnGCgS+HnWf+eDN+hKSHImDh+yRVYyidVCEHJgkREoRTomiJnrzU9N5udj07IbHBlj3o3\nQ7fjtdufz+14HY1Gq6SlZDL5SIh0M7Qyn2w2u+WotZk5vRCCz3/+83z+85/f0vjNsCsIeTO4Fpzt\n8gx2idjVkNzecTuBRvOwLIvJyUnm5uYYHBwklUoF8t8IYjwPzW8ey8vLDA8P09PTQzKZ5OzZs3XN\n6IPsxz3GzaLpldIIBUN45Ks3GLrklOl5/06XI3RF1lk6bwnyliCmV7ItTEhUfhYRTVE0gxcFNTqe\n7WCnSX2zjtfuzdA1qjcMA13Xq3yQ/U8tQfE4SRadgF1ByM0MhlrRbht1DVldXWVkZIRoNMqTTz5J\nT08PmUwmcIlzq6g3D9d/Y3p62ltc0HU9UJmzf8ytYm1tjXv37hGLxbh48SKpVIrXXnttx+wr3Wg6\nV4a1UpSo7pLrusubvwhESgE+LporCg4kBXolC6NgCYq2oB9fmTXrFG4rC1va6Nqj8UBoR+n0VqLs\nWCy2odDCXTTs6uoim80yOztLqVRq2YApaNuyZggJeZdgqyb1LhHWI+LabVtBUPJypRa3us41hz90\n6BDXrl3b0mPgVgk5l8sxPDyMlJJz585VRViN5I2g9pvNpBFTWhjKYKEER1MusUr6KmuBEV/Km8Kv\nJzsVebN5wdFu57WiJShaVUadVfOwlc2iucQT8a31Ytsu2lE63c5qv0QisaEvnX8NoLY/X+0ioiuR\nPYoI+XH0QoZdQsjtjJDd7d0c3npEvNWxW9GzXZ8Mtzb/4MGDVUZIW0GrhFwsFr085jNnztT9kW9n\nsTLIZ0fzS6RNha00YhWe8fNN1G+7iUCrkKylAKGxXIaj3c4xF21BWToG9ppwPmvLCnEXYvTGTFa0\nlUdGyO0g03bmD9eLbBv5H5fLZU/2WFpa8nKnbdvGMAyEEC21fao3n6DEHkbIHYxWSdO2bd59910S\niURDInbRappcUEJ2f+A3b97k4MGDVQtm20FQQjYMg1KpxDvvvMPQ0JCXx7ydMeshECHn0uRMECiv\n9DlWcXZbM/Aq8sDpCOJSkS2d+eZMgSUdAi7bzj4LlvM5IQQFE26ldQoGKC3Csz1rLBWXdrzwoh46\nZWEQWiNAf/NavwGTlJJbt24Rj8dZXV3l/v37noWmfxExiAGTZVmB7GjBWdTrdHN6IcTPAD9T+Wcf\nMKGU+siuJ+SgkkU6nWZkZIRCocDJkyc3NO6sh3b31XMzF9zHwPPnz1f9wDdD0Oalm83XsizGx8dZ\nXFxE13WuXbu2LdmhHQSzWCpgSuGRMcB8UeOd5Sh5W5HUFdf22ySjdqViz9mfKSOA44u8VNJIRdY9\nkvOWoDuqKuPrrJkatoIogjVbsZbfWHjRCnlsFY9KQ96pcTRNQ9M0Dh48WEWmbvPaRgZMrj7tLyRq\nRbKQUrY9q6rdUEr9NvDbQogo8G3g87BLIuRmksVmlpouEeu6ztmzZ1lYWAgcjbarr57fF7m3t5fL\nly8zNjYW+MJ3deZm2zciZH8n6cHBQa5du8brr7++5a4fQohA0W+zbSzbJi8tFIKIcOY9k9eYykcQ\nAuKaoGAL/tuc4GS34HBq/djSxvq4y2WtyvuiaK9rzXOl6rbVi4bG9w0e5HT0NFCfPJRSVe5tPT09\nbckx7yQNeScr9Ro1r3UNmNwGAa4BUyqVolAokEgk6Onp2XSRcDt2n48IvwF8Wyn1X2CXEDJsbsFZ\nL0JOp9OMjo4ihKhyPltZWdmRijqoT8jLy8uMjIxs8EVu1fEtyAVUS8hSSmZmZpiamvI6SdcafW83\n6t4MzQj5XnYVUwp0zdF7TSm4uxYhWbkeBY4Vp0Jwd00nGVXsiVUW/mzHPAggYwpivly5su38v61g\ntiBIRalYcULBhtuZFV7a56Qy1iMPt/+iv4y5UCjw1ltveYUtbj5vK6TWSZLFwyZ2vwFT7efz+Tz3\n7t1jbW2NhYUFz4Pc/9SSSqWqKkw7oWltMwghPgkcB37OfW3XEHIj1GrIa2trjIyMIITgzJkzG3Iy\nd6rE2R3bJVk3eyMWi9W142zFE7mV5qVuQ8/5+XnGxsaaNjBtR6bEZtjssyP5NEVb0q1BTIMP0hGk\nL5PC8vXOkwjurUV4Yb9ZGXe9cYhUgsWChssLEoElNbKmwlTucQKO/xv3clle2qT4yo3aUqmUl4Vw\n48YNLl686EXT09PTXjTtmgK5f40WtjptUa8TSqfd3OloNMrQ0BDxeNxrouqe65WVFfL5PK+++iqv\nvPIKpmnyx3/8xzzzzDMcPXo0MDkHMacH+M//+T/ziU98ghs3bvD8889v6biEEFeA/xP4fqWUd/Hu\nGkLeLEK2LKuKiIeGhhqK/q12DWm1r14mk2FiYgJN0zZdNGyX41vtXEulEm+88Qa9vb1cuXKloZeE\nS97Njms7Vp1NC1CMIrIydMnWmC3qRH1pbgVLeoUdUsFyWadgSZIR2+Fs3/BZS7BHX/9s0RIslQWg\ngbJBOBG3VJI1c2tt6xtF0/7OIu7CVm11XCqV6rgIuV1aeTuiVb+GLISoa8D0zDPPcP78eX7lV36F\n7373u/z2b/82n/rUp/jxH//xpuMHMacHZ8HwX/2rf8WLL7643UP6OWAv8N8q5+dNpdRP7xpCboRC\nocDy8jK2bW9KxC52qq+ea0wuhODpp59uOo92eyKvrq5y7949SqUSL774YtMV66BEux2rzmbR9Zpl\nk9CdbcZzDjn4C0H8n5QV9r2zGuWZfTZ+DlDK8bHY4+sMUrA1Forr7wucP4miLC0Klkkysv2Chkam\nQLXVcfl8nkKhwN27d6tkj6DmSy7aGSF3Ul++IPOJx+McOXKEoaEh/vk//+ctjR/EnB7gH/2jf8Rn\nPvMZXn755dYOoAZKqf+93uu7lpDX1tY8r4lYLMaVK1cCfa7dJvX5fJ6RkREMw2BgYIBUKhUoJadd\nEXI2m2V4eBghBOfOnePu3buB0oeCEm0jUnW7BkciEUxL8t++N8fJJ7o5fagHTRObfhYgbRhkTZs9\nMcfL2NV9Y9q6ZKHXkC7AfBkmc3pVVCYVrBoag0p6RD2dh7yle++vq9EQFRrvra3w4r6dy0euVx13\n48YNBgcHKRQKDaNpt1y9ETl1mmTRzgW2IJG235y+FQQxp3/77be5f/8+P/qjP7ptQm6EXUPI7peV\nyWQYGRlBKeVFxK+++mrgcdplUl8oFBgdHaVQKDA0NMS+ffuYmZkJXDXo9uALgnoRslvYUi6XOXPm\nDHv27EFKuSO6tP+iKxQKDA8PUygUUEoxOlfi698r8d6UIwM8f6affb0J/vL3HeP84cZPFe9lVlg1\nYE9csljSvRwJXVv3tPAXhfgv+7FshOPd6zcoU4FCo2TrnrfFqqF5BSJlKYigUJU4WxOCkfzajhJy\nPSil6Onp2dRrYmpqinw+D1BVvuxq053Ul+9RZDtslZCbmdNLKfl7f+/v8cUvfnE702uKXUPI2WyW\nO3fuoJTi9OnTW67U2W6E3Mgc3t22VAqmT24lywKcyHR0dJRMJuPdCNz9t6L3tipZGIbB6Ogo6XTa\nWyz99tuz/Po33qJkSo4OJDjYq/P28DK2EvzXNx/w/IkunjoW4+ATh+jt6a66AMZzGUpSYEnBTC7C\noQrBKl9ptPCXTfsW8YqWRtm2iVcCPLMSXc/m4VTlWs2ZAk1oJHSJoQTJysKeKUEpyXypEOg8tRv1\nSLBeNO1q09lslpWVFc+5zbZtL4LebvundujZ7YqyH7U5fTab5datW/zgD/4gAHNzc3z84x/na1/7\n2pYX9uph1xCyZVmcOnVq2yWTW42Qm5nDtzp2q5KFYRjcu3ePpaUlTp06ta3OKRBcsnD9kDOZTJUX\n87ffvM+vfOldzh/r452xFfak4rwzvMqhgSR7euNENLg5vMrNkTzffOu/81df7ObS0HrEN5MvElHw\nIK8R0f3yg0ITTsqarrlzqJ2TzmJJcjRlVz7jkELe0gDntYIt6NI00J1iDFtqRHSJlBpCKIrSCPzY\n3q5IsNVOMfW0aXfhulwuV7V/qhdN7zTamakR9KayU+b0fX19LC0tef/+wR/8QV5++eW2kjHsIkLe\nu3dvQ7JrxeSk1XJoIQRTU1OUSqVNzeFbHTvoop5t26TTaaanpxkaGuLatWtteWRtJlm4Ocxzc3Mc\nPHiwqqv3++OrfOa3blAs2yyslrh0pp9C0UIqmFksENEEPfEI+3qiLGdN9vYm+a1vrPDS0xH+7l89\nCljMF200IZkvRYhXCRLO/8saDvSfc1sJ5ouaR8grJbd6bz2SLlga/mKuVQP2d4EuBLomEVJwJ5vl\nqcfME0HTNHp7ezeUMLuGQH4fZH8u7040U20nIbdiLBSkyrYWQczpHwZ2DSEHMRgKmqAeBG7vuJmZ\nGfbv389zzz3X9MfczlQ2vwNcMpnk1KlTgbtrB0EjycJf3j0wMMDhw4fZu3evd+zpXJm/+2t/wfGB\nJEvZMtmixeJSidnlAlfO7uP9qTS2Ibk1vUoyoXP+cILldAml4NX3Fri/kOd//ZHjlHo14mgYStBd\n6RaNVF6WhVbF0dXfmWEr8rZOwbJIRhSma7OpCYqWDkIicbqG1I6hCYewI0JwN7cWiJB3yn50K6in\nIWuaRk9PT1WKZW0urxtNuwUahmGwurpKd3f3lu0zHzcv5Gbm9H585zvf2dI+mmHXEPJmcKv1Wk0h\nqgfLspiammJ2dpZjx45x+vTpwCWv7SBkpRSzs7OMj497DnCzs7NtX0CpJ1m4qXOpVIrLly+TSCS8\nBVR3br/8724wu1Rgdgl6klFeOLuP//HOPAA3P1jiLz1zgLtTTmeOQslGmpInehPkiyb5kk1fIsIf\nvXefo//TXkqmezFXqq9Ylxwcz2Ln/60aY3rXqH6xpHO828KU6wJz1tA9/i4p5UgfwlksBCfTQgOE\nEsyV84HOVbsIuR3fYdBFvUa5vG5lXDqdZmlpifHxcSzLqrLXdH0mmu2nXZ16WiHkTCbz2Dq9wYeE\nkNtRfdfIHH52dpZisRhojFYJ2U+ISikWFxcZHR2lv7+/ygFO1/WWilmCwC9Z5HI57t27B8BTTz1V\npVv6U9e+/I1h3r2zzODBbqbmcxzZn+QvbjzgyoX9vDW8zMnDvXz35iy9qRhPHuulbNncncyAyvPE\nQBfPnOzntXcXeOLMAWe/hiISE9iVQib//cGUeJV3ltJBrC/2mRX+XSpoHIiD9JHlmqEQXjKz44/c\nHVUIIZ185bLOaDbK8W4FBMty6fQIuRXouk4ymSSRSHDmzBlgPZrOZrPkcjkWFxcpFotV3UTcP380\nHfSptBlaGSeTyXS809tm2DWE3EyyaMWk3l+l1swcvhWyb2Vbv4a8srLC8PAwqVSK5557jq6urrrz\nbSc0TaNUKnHr1i3y+Txnz56t64fs7ntsOsPn/593KBk2yUSES0N7mZ7NoRTcvL3I00N7KZuWQ3o5\ng3zR5OqTexmvBIXL6TIxleXS0F7mu2OUrfXuH5GKPmHY6xFkyZIkKte+ZeP9ki25/lvIS43pjFbV\nRSRvA7La18IhZMFKSeN7qxFimmA4A0/tsUgbBnuaLIC1i5DbMUa7yq/9BOiPpv3atBtNuyRdG027\nZfrbPT+tasiPqzk97CJC3gxu+XRQuOXTKysrTExMcPDgwbp+D7BuJB8ErUbIrieyrusbIlM/WiHk\nIKXepmmysrLC3NwcTz75JPv37294QQkhsGzJr/zuDZ7Y18XEbI5CyUKzFYMDSRZXnKeHuC5YWzE5\nuLeL+ZUizwzt5fW3FzgzmGRq2eTp03t5670FphZynPz+0+QKEKvcd6IVbiiZiqkVjYKMkC5JLuy3\n2ZNQVUnIRs3pnS3o9PtPmxCkyxCpjFn2kfO9tQiWEmg22AIWC/DG8iofPbR5PvLjKFlshqBZDfV6\n9PnN6t2nxxs3blR1vK4XTW+GD0v7JthFhNyuriFKKUzT5ObNm+zfv7+pObzfMGg7c/Qjn88zPDxM\nsVjk4sWLTR/BWs3eaHTRSimZmppiZmaGrq4ujh8/zoEDBzYdTwjBH/3ZFN99a5ZkV4QLJ/Zg2Iq3\nby+ipOLKU/uZXMhxZ3iZQslmT0+Mp0/1Mzq+CsDIVIGnzuxlccHRa6PHUkR0WC0o9iU1lJREdSgb\nipHVCHqlGkQpjbfmBMd7Jb0RSSJa8c2V1ec4Y6z30AOnQ4hp6UR0X2cRnKyNdElDj0LBVERjgpE1\neNOa4tDivFclV6/ZZ7uKKDo1Qm4FfrP6UqnEvn37OHz4cMNoOpFIbNCma8+DZVktkffDSOnbKewa\nQobNDYaa6bxu9sDY2Bi2bXPu3LmqDsiN0E53uFKpxMjICPl8nqGhIQqFQiA9rJUIud62/oVCV5aZ\nmpoKFLE9WCjx7dfnACgULcYn01w+N8BoJS/trduLfP+lJ7h+y1nYS2cNTmtw8nAP37u3ggJKAhYt\nm73Hesif6UFpbgtTRxqWCu7Na0gEfpoQQmMqq9EvTE5Xommr5jSUTEHJVJ68YdiQKym6Kuu7tlLY\nEpYLAls543sucUJjpKjxvpUilrFIiHn6YzPoqrrrRTsIoJMIuV0+Fv42UI2i6VKpRD6fJ5vNVnkg\n+0naMIwNMl09PGY+yHWxqwi5ETYjTb85fE9PD5cuXfLc2IKg1bzlejAMg7GxMVZWVjh9+jRPPfVU\nSxfnViJkWD/2kZER9uzZU/U0EMRWU0rF57/4AfMLRc4e38O9yTRPn97LazdmuPLMQW7eWeb8qT18\n5/o0xwZ7WSnbaN1xrhccPT861I8lJfeUgoEkeaXo3hvHVJoXwWpCMbWqkbfX84alVJ4fBsBcQeOJ\nok2qS1RZcjrbQqaIR8hlS1D2LScIoVG0FYtFzVs01LSKWTywaFi8/K0JTFuiC6dziWUr+rtjaKzR\nl9DZl4SBhMUHs69y8VifF0k3M1Ovnuf2u4W447SDkB/GYpwQgq6uLrq6ujZo02463vz8PEtLSywu\nLjI7O9s0mnbHfVzxoSDkRhpyI3P4VmSI7UTIlmUxOTnJ3NwcJ06c4Ny5c1v6MW0lQl5bW+PevXvE\n43GeffbZDYZDQcb8yn+5wwejGQAmp9Z48ekDvHlrHisV5fpSga6z/dy2JTw5wH2pIBXDK7NTyklH\ni+pOaoRhga3QYzpFE6IVCaJgCJazbum3s19pKbRYJU3NVghNY3RR8sxgJRPDx0eWhGxJcKDXIfiy\nJbDQsCybSKTSd8+AlZIrhThZGLatEAospZHoFZirzsVSriwsruUNLAWrBZsHa05z1T8fLyJVgd7E\nIt0xONKrcX5A44UTKQb29m1KJO3oFgK7w1NZ1/WqRqpSSo4cOUI0Gq0i6mKxiK7rpFIp0uk06XQ6\nUCRdD828kD//+c/zu7/7u0QiEfbv38/v/d7vcfz48S3tazPsKkJuFNXVZln4zeHrLZa1kpXRaoaD\nEALLspienmZmZoajR49WVbltBa2Y2Uspef/99wE4d+7cBiMbF80qBcfvr/Fv//07HD7ezf2iTSEZ\n5dWSCWf2OiyoFGVboXTNEWo1gWYrJwVNA0qVzqOWhIjm5LElNDQd8iXY2+sQ1mrO2Z//kV76si1k\nJec4Z0dYytsOkWrrn5EKCuZ6VF0qO5/N5WFPRQ2aTVPxeVuv5FMKhIYz/74YkbmcU2AiIBLXMW3n\nmEypME27UsetwJKsSljKSObSgndndb70PYNULM1AKsLZAZ0XjggO74lV2WzGYrG2mQJ1SoTc7jxk\nN5r2S4mWZZHP55mamuI//If/wNjYGJcuXeLkyZP84i/+IlevXg00z2ZeyJcuXeLNN98kmUzyW7/1\nW3zmM5/hP/7H/7jtY6vFriLkRnCjWL9J/Wbm8K1Eva1EtEopLMvi9ddf59ChQ7z44ouBOlAHaaPU\nLKJ3TYfW1tYYGhpicHCw6Zi150ApxTffmeWPXpvi5p0lSgeTDqkm4+uRr2FDRECk4tBWtgABUR2p\nVwi4aEJX5VHeVlAyISKIHkxiWiAiAiEVhbzEtISXb+ydB9+9R0q8mpDxJScSds+oaVVu0ghyRUlv\nCgplBbqTseF+MF8SEFsfz5EsQI9q2JZEJiPEIxoFUyIUJEzpTEE6pF3WBBaQjGgUAEsqElFHCimW\nbZCKogFrBYv7KxqvjGlEIwbH+g2eO5LnB06uYpXzFItFbt++vYGoHzY6pVuIi82yLCKRCH19ffzQ\nD/0Qg4ODvPzyy3zlK19hYmKiYbBRiyBeyB/5yEe8/7927Rpf+tKXtnFEjbGrCLkRcZXLZa+ZaVCT\n+nYWWvjLjaWUXL58ueHNwA9XG25G2ptFyG6J9/z8PKdOnUJKGeiH6q/Ue3dimS98e4JXR5YoGg7B\nSBTEIw4RK+UQr8KRIBeyg3gAACAASURBVKRCGDZKExXyrBB1TAfT0UqV+28B2BJNCvS9cc+kQiiY\nn7fRUxuPvcqYXoJWueYNW5DOKFw50vSRbqYA3V0KS9MRgCHXo8h8WRCPOBG0VZZEIj4SUYpIV4SM\nYXuhc75cie5lZcVRq9xAlKInFSNbtjAiAhHRUJqgq0LOpgJlK/K2DWWbtbzJ7dkC/+ltjSP9cc71\n6/wf5w8hpFHlOeHm9bpE3Ug7bRcetWRRb5wgkbZrvalpmkeuQRDEC9mPL3zhC/zIj/xI4PFbwa4i\n5Fq45vDlcploNLpjJvWbwdWpu7u7uXz5Mnfu3GlpwTCoJ3FthOwWtExNTXHs2DFPFkmn003HzJVM\n/uD1OV55f5GMOcZ8trye4WDY2Eo5ZCoVlG1HcrClQ76aAF1DKYHIGSg3EpYKcmVAOARmK1TZBlt6\nUpPepWMZimgMDENSlDrdloKYoBH9OBJVRcqwFCtFPEK2fJ2nswUophSiomdIHBnDvZfohiKWENjS\nPfd4Y+oxDXTnQ12aoFgZtjumk6skPndFBUVbkCtZRIVwilVsCbakpGtENYFp2SRSMQxL0tWlY9hg\nmpJC2eJe2eLuHPz52Dvs747zA+cH+OT/fIG93bGqKjm/dupf4Oru7m5byyXbttsSmbeLkIPeINLp\n9JZykJt5IfvxpS99iTfffJNXXnml5f0Ewa4k5Hrm8DtpUl+v2MJdNKttYroTFpx+7dzfwHT//v0b\nKgs307y/+8Ei/+7PR7j7IEPJcNoglSSgBAkNykXLiXoV6xGvJmCtBMmYow0bNkQVFCzQdbSShUxU\nIulKdOx+TlgSZdkQi6AqxvNCdyLP1bQE9PUFOt/1UXWt+BudGhJD6uTzklRKw7TWLzQzEiGTNdY/\np2kUiza2dHV9RQzQIgJpKzRdOIQtBLquSPRHMacKFMGTW3I5wzkWoFy2vWqTiC6wpLNwmYhHKEuF\nFKBFHQLXcOQLhECTChnVQUJcg3zRQtmKP3ztPn/81iz7euP82JXD/G9/abAqE8HVTrPZLLOzs+Ry\nOaSUlEolJicnt9wCCjovQg6KnfJCdvGtb32Lf/bP/hmvvPJKW3xx6mFXEXK5XPbahQ8NDVWZw7eC\nrZrUa5pGLpdjeHgYKWXdRbOdsOB0j9Etse7u7m7YwLQeIX/1xjT/7lsjLGbLRADbtClXDHkS4PCi\nS262ciJiqSBvOvJEPIooWsiuiPNetoyokJMSAgqm4x8hKhqy4+aDbjrmQioiEQNxrJIk2hPBNiQF\nW3cWqCrj+L9HofnZ2RchGxIiOstpRSpVyUn28cpiRqD5lKJCGSzL+bx7moUQWIYi1uW8pkcEUoDs\nT6BP5JE2KKNMIqFTkgqhFEoqpGvObElK7vxMSbnyul2ycDuyJiMauYo0oyrvR4CycuSPkmGjdI1S\n0SJn2Pz6N4b5/f8+wf9yfj+/8KNniccinnbql9+klFy/fp14PF7VAsq12XQlj2Qyuel10U4ifZgp\naDvlhQxO+6a//bf/Nt/85jebFkttB7uKkIvFInv37q1rzt5Kd+itmNS7rd+LxSJnzpxpWE+/E92k\ns9kshUKBycnJqmi8HvyE/Id/Mca//fY4C2tlohpEhWDVsEETRJVyXNQiGqWsgdBEJWNCOlGwLhBm\nRVfVQUU1RNGqBKwCSpYTNQtHblAFExF3CFsULVRXxMmIiGiIvIl2tg+zYBPvj1HMGBCJoPlMj4Wv\njbTm5wp/xZytIAKZkhPx2jU5yaWSIukjZMOCciVo9t+jLFMR63Kk8WhMYJRB9ETRpGM3JISAso1Q\noAyb7qhGSapKeXCEonRS56JdEdyYXEY1pC0xDUlOQDIRoZAz6e6OIi3Qo4Js0XaednSBLhWaEJgS\n4rqGYdh87eYs33xvnudP7OEXf/w8+3sTVccnhEDXdZ544omq191S5mw2y+LiIoVCoar4oqenh1Qq\n5T1JtStCbgdaKZjJZDIbjj0Igngh//2///fJ5XJ84hOfAGBwcJCvfe1rLe+r6VzaPuIjxN69e5tm\nTgTRxlohZMMwyOfz3L59m3PnzjWNyttJyMVikZGREYrFIrFYjEuXLjUdU9M0/tNrD/h/37nFQs5A\nU4qoBprQyFiSiC7QFZSBuJSUsyZEdZQlQdrOol3JgoIjWQhLojTppH0JoGgiYpVIuWhAVwwKFrqU\nyErArmI60VwZK1r5+UV1RExHqUrpelEielwSrszbXpdktIgvWvad6nUpULCyKr1UNhflosKfbW0q\nQbHCmIr11DjlRq+mRMR0bEuiJyN0pWKUcs4Hkl1RygXTudHjysWSbMZ0TEGlolSZp7AkqiJt9MV1\nMpaiWLCIxjRyhiQCWGigaySjTvRsSUUspjlrogLWSs6N0ijZvDq8wk/836/z/Ml+fumvXqCnIqE0\nIq9GNptuTu/c3By5XM5r/1QsFonH4ySTSWKx2CMttOgUL+RvfetbWxq3VewqQt4MrRByENK0LIvx\n8XEWFxeJx+ObRsWtjt1sW9M0GRsbY3l5maGhIfbv389rr73WdLz/+tYM/9f/d4+5go0moFsXmJai\nJEHZNkkEBaXAkKQUFACha2DaqKjuRMbSgrKNZjvd7VREcxJ9u2PoRRNhV8qehUDXNZIRKEQEUuqc\nGuhibKlIXyrqkHtcI1OUDu1qOlpEYGXXb4T+GM3LeKvICOBExP6KPT8Br2Qh2VO9GGhKnCyKeEVG\nkI5TnKb7pIqE8PTq3ILJomWR6NaIRAUrlXy73lSUTKXasL83TjrrZOScONTDxJyTOP30UD+3JtIA\nHHmim+mVIgrIGdLT060K0SRiGjkFSEXetBGGTW8yimVKsCRFIBLT0aTC0gBNYy1b5vXhZf7yr/4F\nn3jxKJ/+6JmWItva4gtwCL1YLPLBBx9QKBS4c+eOtyDuT8UL0lmkXWXMrVhvPu7GQrDLCHmzO7lr\nUr/dcWzbZmpqigcPHnDs2DGuXbvG8PBwS5V9W/VE9u/7+PHjnD17NlD0spAu8tl//xZvT2cp2ZKo\nbSMRGLqgBGBJEhENw5JEyzaWrlFQCt20sWMRJyXBkmhKIbIGsiuG0iFq2JgxHbqi7MNkBScb4dyh\nLu7OFrGF4NKJvfyPdxyvi+V0mZ6ExsGkYnjO5uLhPt6bziBTESxLoiciGFnLK8nT/RGyW5lnKY+Q\nZdleT4cApI+cLRPsjEmkL1b5nEQJDaNge4RslpVT9Vfp2ecu7ImoRmauzFpWgQCjZLP/gA6HU3Bv\njZOHuvne8AoAJ57o5u2MQ8j7+uIeIbt3EE0TXibG0JEeRuYcE6UzJ/sYnssTEVAq26Q0yGcNhLtg\naDi5zgkNiOjYCiwUUSEoFy0SiQhF06Zswldevc//+GCJn/vhk/8/e28eI0me3fd9fnHlfWfWfV/d\nVX1O98xO70GZIikRNo31AdILCl5JFC3baxMgaEsmTYIAQYng0IZpkgJIUxQpLEVRK+4CMi1juaKk\n1d7T08f0UX3VfZ95n3FH+I/IOnpmeqZ7dhbmzvIBjarOjIrMjIx4vxff933fL7FvA/s9cgvRNI3R\n0dHjqbcjZ5Fms/mUs0gsFnsqUZ+uZD/IxuD3itIbfMgS8rvFt0tlO/KQ29zcPBbgOVq5348h6fPE\nUVPvyEh0Y2ODgYGBp177KJ6Fkf/Lr67yO/9umbLuoPggeYEQu6xIGEBMBAMQju0R8aAlS4Q9H0MS\nuLIUcMJCCqG2he35+JpCf1Jjr2ERTmgkNJmeVJjKXpOw5mJYHodli4gm6EsqfOP6NgP9YXarDo22\nzexojI3twHhzfqnCuTM51mRo+D6K7+N0XESq+9n8E+jAF2A2LGzDR8ooyGEZzw6GPI7iqEEGgOFi\nOs5xQnbNYGGzjBPYwrE8PMsP6A1w3NjDg/KeE8AzTgDT1A8sIoUw5zzpWHEOwLRPvvdSPXAUD6kS\nS9uBK8rUUJLF7WC8PBnXCGsGI/ko6ZjG2bxHPKJye6lCB4ilNNqWT1KTadClOgtBwgmocYQVbNtF\nCql0HB/ZdbE1BcdwWS+2+fk/fsi1EZVLl57r9HpmvLWp906u16fV2w4ODlhZWcF1XSKRyLEiHnz7\nokkvCll8N2shw/dQQn5RTeSjOE0jy+fz76iL/J1ykz7iDW9sbJDNZt9VCvStspqO4/L3fv8W31qp\nYDkeEuBIgogQmLLAdz2UtoWpBc0zyw9sjITtYqgycsfCjWoUUiFGsxFuPyxxaSrHvZUKvhCEVIlm\nx+HqYIrV1Qq1psXLswVuLZaptWyuns2zu9MIalzbPZ5J9k2bbMSn0xXf299v4owm8SUZtxMMlwgl\n+AxHlau5p1PXT6rl9qFFPCOjRmVEt6/ln7ahBjzTwXR8jtqbbpeTbFkngulO28W3fUgcNbOCbfW6\nc+Ki2n3MsnyEAndu7RINq2RUibGxFIosmBuOYzkuHcejkA4zVIhyWDeIaDL9qRCJUAbXdmlVdJyq\njpYOc7N713BmIkggEwNRVooGCOjpi9PnebQaJrstG9vz8CMqPqAJCcX3MTo2kUTAaY5qMg7Qdny+\nsmrwN3/zdX79J66QT74/atbzVLfPUm/TdZ1Wq0W1Wj3WQlYU5alKumPJVFsWbnADQjyqMJCLoshv\nf83vJfsm+JAl5A/SNUQIcSzHmUwmn0kjg++MSH2tVmNzcxNFUd7RJeRZ+1UUhWK1w2d+5w02yjqS\nJLCEQHY91O4VIFwf33ZxwioJoAmkFYma7ZGIygHWGg9xvlehXPYQXcrbTrFNRJM5qOhcPZvn0VaD\n0n6TvkyEWtNifrlMTybMYdXAt2w8O7iV3y3ZXJ4rsLzXZGdLJ5+JIOjgIzAtN6B7AY4RzEH7coD9\nCkVC32hjVyyIHtmDeKDKtGoecsUmOaMiZIFnuZwul33HxxMSTt1CSWm4dsCB8xEBvS4iY3cC6Mb3\nTmydPMdDL9snHULBMfzgWR69A1EOuxW+0bR4shrgxLOTCVZWmwAMRVV2lwO951ZPlIOyzvhQgtUu\nXKFqQeJJJzSWd4K/CYdl+tIaU30Jbi1UMG2Xnt4YYHN2IsN+Wcfp2LRlCcdykWIqLQ+iAlqeh+P4\nxFUJ04Ol/TZ/8zdf55c/dY6XZ95bQvat8X5pb0eQRzQaJRKJ4HkeidwINx4ccOf6Ict7G6zudRjI\nKWyUHXxgbizOw60OqiL4X/6r8/zYf/S0YM+LYMiWZR1X5t+t8ReD2/IBxrOS8otUsdVqlU6nw+7u\nLhcvXmRubu5dieAvigu/27btdps7d+6wsrLC0NAQvb29z6VgdVQhL2/X+Vv/5zfZLut4AjqOR8jx\niEoStiwwJZCFjxtSKEQUmsDl8TQ1x+NMr4LlCz46U2AsrnG4b1CsdLi3XKEvG6FUN5kbCyqQR2tV\nzvfF2dxpYlku4GPaHr2pEIWkwvz8IdnYycWxtdtkbihJq22zvt3g8lTQ8R8eTgX0NNfjiNl29B1a\nhwZWzUGcbhC5pzB1w0NfCRKaZ7+lidTdzKwFi7B76qu3yyae5eJJEkgCv9VdqIXA2jeCheFod0fn\nkxJU1N7ACaXQdYzj3y375AV2u2L7Az0xDsrBrUAmHTne3UYXZx4fTOJ6PmeGkjgdm4PtFh3dwbRc\nzo6mOaganB1K4Joe1ZpJYSCBB4xkI8Qcn5Tj0UHgOhBRJNqejyxAkwVt0+Vn/9l9vnRr5x3OlveO\nbwdmeLhc4Xc+/4T/9XdX+Dv/8Gv8g396j72azcJWi9HeOPlsipcmM1ybzWJZHtM9Gj/11zKMRg64\nf/8+q6urx759z1shfxi0kOFDViG/W6iqSqfTeddtms0mS0tLACSTSaanp98mS/lO8UFAFqZpsry8\nTLPZZHp6mlwuR7FYpFarPdd+JUni3nKJn/9nD2g5J+I3cSUQyGniowlBTJWoC8HF4TSPtxucH4pS\nrTf5yGgM05GZzbl89cYO58ZSrNYdzg5HeLKlk4kp7Ffg/kqV4Z4YaUXC7FLAVrcbXJjJMb9a5cFK\nlYvDUUqOz5PVOtOTGZa2Ghimg2ScHKPNjRqxsMJaw8QvRJAMB1+WkLoXlqib2I1gms09fa2dnmlx\nPcwOhMpmMIByCknyuxnVNCHGU3kcy/RRGyfvxTNcpO6dd7tsgVAQno/vdYdYPD8YiJEEDf+kWrNc\nFQhghr1icDeQTSkcdm2rsimF3XKwbbXLxBgfSrK630KRBbGQzHg6jOq4PFhvIUmClb0gWacSGhdE\nAk2Rub1R5exYiqbl8up4mhurVRIRBSmk0O/7WI5Hx/KI4ePL0HEdXEkiIgn+t3/1mErT4G/81cnn\nOo/ebyyt1/ji1zb4d69vgyqxfdBmbipBqWjx8pksluWSDAWO37cel7g4neHhcp2BXJS//+MX+ei5\nnmPB+qMG4t7eHo1GA0VRaLfbT3GmnwWpfDdrIcOHMCG/mwTns5Jmp9M51ryYnp4mnU7z4MGD7wgu\n/NZq+jR9bmJigrm5ueOT6nkn9QCW93R++9/eo+MLhCTQANvz8DwfEZKYSkfpz0ao1nVGfIvN7RrD\nIZ+l9Rb5uMZaw0A3bdLxEIosqDQtFFmwXbKJR2QebzYYLagc1F1yis29x02EgLHBJOv7LXb3a0jC\n59JEFr1yyp2lC3fMDqd4MH9IKqFRb1pU6iafeLmfr5Y7AWf5sAO9sWDyzfHwtpoQ796VnL7I5Ldc\ncELQ3NbResNPJ+QjmEFIOA07SMjda9iSZLS2c/zA6erabbsQV4KBFtvDDykBBk6gYNdu26hAMq6y\nuRtU58O9UbYOgsV+dDhL5XEJAKPLrohFJNa60EQqKrg8lqS41+H6zV1c1+fSuQBWmByKsV6xeHUm\ny50Hh1i2x+Bwkogmk4mqLG3UySdCJMIKF8Yz3FurMTCS4sF2ncmBOJWGQctw0LqfXfZ9DNfnn/z5\nCu2Ozd/9kbPPdS49b6xt1fk3X9/kz7++SSiqsrBW4/K5AvMrFWZH4zimi9u2qLdslrYavHyugGl7\nXJvNsXHYwTZc/tYPT/LRcz3dr1K8TWJzZWXlWPWu1WqxtbVFux3cgRx59B1NyX43WzcdxYcOsnhW\nvBPtzTRNHj16xP379xkYGODll18+bgp8p9ykj/Bmz/PY2Njg+vXrhEIhrl27Rl9f31Mr/PMm+vsr\nJX7rz/Zp2x5tz0e4PqGwwtBgkgszORRNIRXTuL5YAuFzd8sgn1AodgTpRIhYLES5aXJmJM1OqcOl\n6Rx7ZZ1L0zlausPMcHBMkok4fWGFew8bjPRG8H3wrCARlRsul8aTLDw4ZGGlypkutLG8UePqmRwL\nD4t0dIepgZMmUPWghdDkrmB98JjnA1tNsE6VtKdHpZVTp2z3WPkIrPIJc8V3vBM1e6BTNPFP/d+X\nJDqn+M7u0X5052noo909X1wPtKC6wwc3JDMykDiGmVOJk7rG7npIqYpguxhAGmfGs7w0lWUyHeJw\nu8W9u0XCoa52s4DlLiMjGVfoCcmYhoNle0wMJVFlwWQuwusPi/Rkwgjfpy8R4vUnJUbyURzbZTAV\nZrNuUHc8RvsjtITAEwLb8XAJjFz/+Oub/OG/WXrbufMi4bge84+K/KM/uMN/+ZP/ml/+rRv843/x\ngHBYZmGtxmhfDEVATJYQwNJmmzMTWcKqzEfO5HiwVOHBUply08bzfH7iP5niP/u+dxd5d12XUChE\nJpNheHiYubk5XnnlFa5evcrIyAiqqnL9+nU+/elPs7y8zCc/+Ul+8Rd/8fhO93niS1/6EmfOnGFq\naorXXnvtbc+bpsmnPvUppqamePXVV1lfX3/BI/f88aGrkJ8Vp5Ombdusra1RKpWYmJh4x1HrDxIX\nPh2SJKHrOq+//jq9vb1vE/950f0+Xi/zP/+j67StwJhzOBuhYjkM9SfYrxk8WSxzfihFrWPQk5DZ\nr3aY6dPYKDuMZqPg+6zuNLkyk+POYpnJgQQPN2vk02Eeb9TJJjSebNb5+GyBW7f3mJvMsEETRQqy\n0dahw9RYmvW9JmbVxLaCY9yqN08+h23R6Q5SzD8s0tMbJRJSuL9cQlzoR7QsOKKSOR7UzKc1No+q\n4m5DDwg0NE4lZ79m4mdCiIQWTBKeCrPuQM/TPQC348LR5KAs4RsOXt0KzgPHCwZejnEO0RXYDx7P\nD8fJJTXOTWWoNQ10wySdUJFlCcNwmB1PkYlrtDs2B7st3LrF/cclMukwFT04DolUEg7KTAwn2a0Z\nzPTIPH5SQTd91FDw4fNxiduPq1w6VyAWVhjrifH64xIvzRW4FFGoWS6dtsloXwJJEsgqPNrXGc5F\nGMlHKVd0Nvfb6KaN7Xj87hcXaTYM/ptPzhIKvfM5d/ruslLVebxUZnWjxpt3D7l974CZmRx3HhYZ\nHkowv1gmm9TIJsOM5Gzy6TC35g8ZH05QrplcHE+wV2xRrBjMncmTSWhMjaRY22uRjCj8t//5e1fs\nz8KQT49+//iP/zhXr17lV3/1V/n1X/917t69+9zMjOcRp//93/99MpkMy8vLfO5zn+Nnf/ZnvyPi\n9PAhTMjPwpCOKuTV1VX29vYYHR3l2rVrz8SivhMVcrlcZmlpCdu2efXVV99TMeq95Dc3dxv8T7/5\nOh3bIxxTmRxMsV23melPcnOtSkgRfGw6i67rrJZ0ZvpirOy1MXF4ZTSDbbvYrsu1sznurdboz0Vx\nPT+4VR6K0m7ZDGcj3Ll/QKuiY1kuuwcNBLC6ozM5kmJlu4Ei4PJYhjdv7HDlUi+3HxXZObA4M52l\nXNe5c3uP8eEYq9sWtuORjUjIsoefj+I5HpLl4qW6x6JsBnCB5J/k5KPEa59KyPZbFirbw99uIWaz\nYHQhhqPjaDq4LQvi3Vta30e0HfxTlFWv7eA1uxWx7kBCO6myjyp0N3A3OezYPNoss3/YRlEkJFnG\nslymxrMs3d8F4OqlAe7PF0GAaQff4fBQgspSBQRs7AULVn8+SqXYwbFkdNMnGVcpNT1m+yM8WK4F\nBrTlBhnJ5c5ymYneCDu7TQZ6o2QjKplEiK1im9G+OJWWzuXhCA4qLd1hvWYwO5Fmt6RjNAzaDZPf\n+38X+aN/cY9zI0naHYtUMsRgX4pKVQ+0n1xYWDogm9lmaa2G6/pcudDP3QdFBvrizC+U6c1HGB1M\nEFYlIhGVb93cJZnQqOk2F6eyyIpgfbNBby5MpWbwkXMF6m0b3/G4+bhENKzwGz9zDU19b/bE8zb1\nGo0GqVSKkZGR9zRfOB3PI07/p3/6p/zSL/0SAD/6oz/KT/3UT31gprRvje8JyOJoqKNeryNJEteu\nXWNoaOhduZYvQpN7r4TcaDS4desWW1tbXLhwgUgk8lzyfe9WIR+WW/yPv/ZVfElidirLQCZMrWMz\n1R+n2DS5PJqmL6lRrNQpdzxymShtVzA9mKRl+cyvV2i3bWzD4/qbe+QVQVaVMKoGr46meHBnH79p\n8fXXt4ioEvOLZQoZhcOKxcUzAUMi1L2goqpMqxRAF5tbDdTuJJ1juQxmIoHmb8c/pgkXSyaVwwaE\nVITbpdWpXZW4blV6BDEE8MOphHgUp+2ljzjOhovfsIK/ORW+6SHqpwwHDAfhuCdcYwJKm2t0j7XT\n/RmSg9fsNvY8Eeh1SHGN/S6TYnoi12WZQDZzwoap1QMIZWQwSa372l73Y4wPJYlFFM72RFleqlCt\nGkSiQdKZGcuQkQUSMh3D4/KZPO2aS6GQYrQnSkgVuI7NXrFBsVKn3WyTi0sc1nTimhSI6UkC03a5\nOJwkqsooEkwMJXnlQg+ZbBQnGeWwbhEJqwgh+Lf/YZUvf32dUsXgq9/apFS1aHUcXNdneiJDs2Vx\n6Xye0eEEuYRCJqHyjes7rG822C/rDPfFuDSbR3Z9PNfjzqMS6aSChKAQ19g8aLOwXmVqNMV0f5z/\n+q9PMDn0fG4ez5uQ368W8juJ0+/s7DxzmyOVvXK5/MKv9TzxoUvIp1ct3/fZ3d3l9ddfx7ZtYrEY\nY2Njz8VrfJEK+Vkaw51Oh/v377OwsMD09DSXL19+VyW2t8azEnKtofMz//s3SGVjjA2nqbZsqrqL\npgj26ga9MQm93SQREuSzKXKJCImQjGM6RDWZkaxGb0qwXWmxcdBgejiOqko8WKmST4VZ3KijyoJw\nWMZ1fWKRYLqvrxBcRMWKgSTg0UqFj13s4f6N3eMTqVTRuTgT6PZKAqx20ODb3W9x4WyQyEcGIkSi\nEkISgbNIV/BelIwTeOIYpjj5/OI03eJ0hWx7x/Ke/m7ruJF4/HeOh9Q5WVxFx0EQyIIe70J3j7WV\nj+/aJRFUy7IUSMOpcuCSElaObayj0ZNk0eyyTpIJjY3udF6hELB0hCTY3GuRSYUYzkc5WK5Rr5rs\nF4OFbLdsMDMcp1Uz2N5tIWsy58bSWKZLo20TiahUSwaGI5gezpCOx7CERiwaYqtsEldcDus67Y6O\nZ+ks7rdoGxYPd+oU0mG2qjrFls3wYJLzsz00VJWWbrO+WcfD49L5Arv7dQb6wkyPxTB0g0xSodE0\nWVwt4boe37qxQ7Gs0+w4jA7GefVqH2E54G5/6/YejZaFrEhcnslRSIe496jC0ECSvmyYV8/38o03\n93Ecj0//pzNvO6efFc/LiX6/Y9PPI07/IgL232586CALCA5gsVhkZWXlKXv7w8PD597Ht+OrZ1kW\nq6urVKvVb0uX+Z1YFuVah3/42zeIpyMYno9hOQhF0JfUWCzppCMSd0oevakwg+kot1araIrEuaEk\n4FE3bBQ1QkoJk4+B7bksbzWwOg4TAxrFeotyw+LcSIxHq1UGe0Os71n05aM8XK4y1Bdje7/NpbM5\n8KCx18TzfJ4sVZiazLC8XmNru0EkLNOqNrpoQ0Aw3t6ukcuEuHNvDVNRUScS4Pv4EgjDQerKcgLH\nmLJwTqCLpy6L01Ww1fXtA3zdxVcD0fuj8Lti8Udj4LLlBu+o4+AfwRgtKyhhJRHsq1t1CyPYRtZt\n3FgI3/FBkfEzknhclQAAIABJREFUMcRejb2DoCGnqRIr68EwyMhgikeLAV1R7+LZk6MpEkmV+Xs7\n7HYV5PoHE+w9MenJa/T3xFlbrNKRBKGQjCIJtlarNCXBy2ezvH57j4++1MviZoNCKkw6oZEW0PFh\ndjTDg50Go+kQxY7D6p7FZCGMYVpkQ+B0WgwkJAQejhswT6Zn8hi1DrmMTbWiAxKjwyk0RbC2WcXz\nBONjWXb2WkyOJlEViSsXC0QjKg8WSsiyxO17OrrucPFCDz25GNG4wjdv7zM5lmKvrHN1Nsv6doNW\nxybfE+OV2Tx/729feseJvGfF80ID30lx+qNthoaGjr05T4+Rf5DxoauQ2+02N27c4PDwkMuXLzM7\nO/sUHeZ5CeQv0tQ7Ctd1WV1d5ebNmyQSCa5du0ahUHjHE+p53ockSU9tt7PX4Nf/4E2ankexYdCx\nPSRZ0GoY7NQ79McgFAoTVxVUReb6UpmhbITRfBTP8yk3bRRZJhFV8QRU2jadpsPFkQwvnS3QchRq\nbY+Z4Shr+x3CmoQsg+v6JGOBPGUqrgYcWlVi/uYWDx6XGB8JKmeti/UWyzovz+bY2q6xtlnjwmxQ\nMR+WOvSkLEzLRQp3BYclCRQZcdB6+mw8avKd+vynhenF6cN3mpEhBJTfwjfvDpuIWhe2MLsLbfsE\nxpBrJrStk9cxg+9ewgfDQVquot4/RFqvBQk+GSIeUzno8o8nxjNdsXuw7WA/sgyWbTA1ohFRbW6+\nsYGmyqxtBtVzqRosXDODGe6/ecj4ZBbH9bl8Ns/duweMT2S4MBHsd3wgzoOVKpPDCXYOW+yXO3Qc\nj2hY5rCmM9uf4MG+QbHp8NJYisFsjP26RzoR5/GhA5JGo+OxV9Rp1VuYegtPdnBjMplciHBYBh8e\nLZYoVQz6+xLcurNDudwEIbh5d4dipc3rt3ep1gwmxjLMjKf4+Cv9LD4ps7ZR5d6TMn35CIVsBNf0\nMF2wbI+Xz/dQqxicHU0zM/ad0Zp4vzoWp8XpLcvic5/7HJ/85Cef2uaTn/wkn/3sZwH4whe+wA/8\nwA/8ZYX8vKGqKufOnSMej7/tuec1DYUXq5A9z8OyLK5fv/5M8Z/TcQRxvMh46u37+3z+S4t0PB9V\nVchnVBzX485SiZl+jZ0auBGNRsfi/EiatunwV87kqXZsNFVCkgSTvcEx8Qkqxr5smN1ih4XNOkbT\nZGogQiGssl/zcFzBxZkctx8cMj2WYmWrQSGjYegmw0mfb35tjenxBMtrbULd9e7RQpmJ8RRCEtx/\nsI6mSli2R7HcBHzSSY2NnSqxmIahqYH7dCIcVLttF7ojxb53irZ2Wu/4KanNU0+53rF9EgBNK4A0\nutrNRxePaFn4vTE800YIGeEHmh7IEtg+kusez52ItokfVvB8UJYqwUCKDGrbxnE8/HiI0ZEMD58E\nnONELEw6FSKXCZPNRjmj+Pi+zf2HmwCMDwdwTU9OY33bRtMEsqqRkNvsdkeqfUlw9WwevWXjez7R\niMq9+UOyA3H6shFS8RCHVZP+njiRqIpQJQzXQ1ZlbqzVKMQkBjLBQve1hRLnBpIsHbSYHU6xtNtg\npi9BPBqi2TTpOD4xRULIHiIq8GotTMumvzdEoylhmgYvXcgTi4XRDZePvNSHkGSiYZVkMsSN2ztE\nIyrxWICbX5grUCzqRGIq19/cZ6gvhCogG1O5fu+As+NpPvPj55/7fH/ReL8V8vOI0//kT/4kn/70\np5mamiKbzfK5z33uO/AJuu/nO7bn/58iFAo9s1l3xLR43oT8Xk29I2hkeXkZ3/d5+eWXX6hZ97wJ\n+Qt/+phv3NlB9wVNy6VhOYQ1gSsc5gbizO91uDiWoKXbjOVjfO1RkdmhJI92G2TjKqOFOLdWq0iS\n4PxQCoFPKKJiWS5xTSbZE6apudRbDvt7BoV0iPOzeQzb48pMjlhEIaFIaELw+hubXD7fC7QwTACf\nJ0tVegphDks2Ejb7+2WK5TZXLw5y72GZnb0ml871IySX67d3ePnSCA9b6kmTrm4gyTLHRtCnql8h\ndd2vTefpqkQ5nalP/eq4yELC2W/AcAZxigLnWy6YDr4vIUS3Eq4ZEFEDV5NTHGSpy+GlbiDMwEtQ\neD4+HqLt4ymCJgaqGlS7O/uwvVfE91PMPwkS7LWr4wDEohp7BwEnWZIlJAFzM0nuPDggGpEpVR0U\nVSAci4ePqoi4xoUzOa7f2OHyxR5299v4mQihkExvREHIEq4fNO4qhktLt5jtkWnbErYv8WijwUxf\nnIZuMdkbRROCy8NJLNsnEpbJRqLopoulO/hIROIhIlqIlOFSr7UwzQbxqIZp2SyvVTBMj76eGFu7\nOn09USo1g+nxNP19CUplnXwuxDev7xCPawyPprh8JsteqcmdByU++pEBQmGFv/tjc0TCL5ZuXkTC\n89sRFnovcfpwOMznP//597XvF40PHWTxXgJDHxSVrVqtHkMjV65ceddxzvf7PnTD4XN/ustXb2xh\n+wLH9zFdG1VYuJ5HqQ5SKMTVsTQLO20qTZtq0+DVsRS1loVpuPQkI3xrsYwmC2YHk3i+T9tyEbKE\npPj4jo6lm6haBNuXGRlKks9GuP+wyPztPSTD5Rtf3qBZ1rl1e5eeQpT5R4f098bZ2m1yfraA70Nv\nIYmqSti2QTQSHIcny/toavB9dPQ2b86vAjC/Ug2OVZdnJXV1IDzvFEwAiLKOt15Bni+hLtWRlqqI\n9Vq3+n3GxW0Gi6jU6C6m5gnsJAkBW9WnRO1F20ZqdDUpJI6ZF54I7KqksgFugGP6jhu4aQuBqBls\nt6HWaKOqguW1IgBDAye3zYelIDGPDWdwukMgIS3KQH/QLHUdnzNTgeXQ1XNZ7t8pMTQcJZeSsdpN\nZAkqlRbxqMzyWoVm28L2fdSQjByWsHyISjaK8FBDgY7xo50mr0xkKEQ1TMOl0bBZ3W2xtNXEtV3u\nLldZ3Khjtm1iqoQsC2q6jemCq8mEIxrRaBgkjY4hyOcSDA+maDQtBvtCCFz2Dxo4js7XXt9iea2C\n57lcOpflzFSaR4+KyIpMSBV8/JV+Xr+9x1BvnO97ZfA9z/e3xotKb54W2/9ujQ9dhfxu8SISnM9i\nOLRaLRYXFwGYm5s7tow6SrJvleZ8kX2fjt29Br/xezcp11zSPRKm49DstBFCIRqLUTddxvujrGzU\nmBhNMZKL4uPxZLsFgw57NYdz/SqtdoeXhmNomnZMPkhFFDaKdQpRQSqfwNV9amWd0b4YW/tt1rfq\nRBWJc3MFniyUScRVVFXGcTyGB1IcFjv09cTYO2jR7gR46aOFEhcvpPj66wuMDgbQSLvj8pErBe7O\nF2m2akyPJ3i4UAMlinDdAIKo6/hSMNl1xIvzXA+xXkNq2QhJOk6GkiJD3cKtFqE/CumuzsipBCu5\ngWKc5Au8cgvxFgocVQNSJ0wXYbv43SQuhMDXLYiFAoeU3SYSAs80kdQu5i1L+KaN7Pg43QV4dDhH\nqRJQpfQuPl3IxdnsTuD5vk8qGWLuTIpv3VzBtl36e4NxYc+HuakEphF8Ob19ae6+uYsYTHF5OsGD\njTqD/YKBgoLAxPNdOh7oTQ/bcWjYCoP5JDsVnbAi8ep4hsdbdSQhSIYVym2LVFhBFoKlvQC+KNUN\nNksdEqpMTJHIxlVMx8X1fJAgGgmhaSohLcHqeplCLkbPmXhAOjEchgbSCCERDpuoqsz9RxXGR2IU\nKzZnxiPs79ep1ixcqcHHLvXys//d1fe8Jt4pvte0kOFDmJA/KAnOt+7HMAyWl5dpt9tMT0+/rcv6\nQXrlvX5zmz/447v4SBiuz95hlabl4UoaU+MJ2pZLLqZRapgkYgqmHiSBJ7ttLk5k0FSJc4rD4kEb\n2/WZ7BesbLXJRwWWBw0TehMKoWgCSZPxscnnIjSrJiP5CJmYiuTD0moF1/U4O5Pj9p19JsYyPHhU\nJJeJMP+4SE8hyupGjYtzPXT0Bjs72wBs7LS4cHaAR4tFHi8ecOVSD1/55n2iEY1cNoGuaHiGi0hp\n+A0bMgEILTQF33Xxd2rIajhoaHZhHd91jp2spe4QiCv5SMnYUzrIvm0jRHd/JR3CgtMiF5Lh4idP\nde6lwGT12DlVtyEWCp4vd0BRODFXDVz+fNdDyDKS44EkHzfzVFVmZS3AlPt6YlRrNTKpMKlUiMWV\nDTq6im27TIzl2d7RScQDfYbF5QNymQID/XEezR+Qz8copMO4QnBhMovl+0TiGh0VvIiCYenstXxS\nYZmo7LJ1UCMd1QirgjeWygznonRMh7rukI6ptAyHiCxxfjxDqaaTS6j0psPslzo0DQez6hKRBBHF\nxejoJEIx8ALd6KHBFCFVptEy2NptkEqEqDcs6g2Tq5cGqDcsrl7qwbZhe6+EJ0JYlsHYcIjVrQ5/\n9UqUjbVHVEqJ5xIHOh0vat/0lwn5L2g8S2Do/YjUnx6znpyc5Ny5c++Y9D8IxTff9/mnf3yX//uL\nT8hnY9iugSQ84skE6XCIsCZze6HE6FAKzw8qXaFI3Fmtcmk6x+XhJOWGyVapw7mpLI7r8fEzeXTb\n46V+mXpHR1E1zvZqtC2baqPJge0S0yRqdYeU6VKvePi2SyiqEdIUpudSLCxUiMdUolEVy/YYH8lw\n694uQwNJFFnQ7hxy79EeIDgz1cfSagndtACfbDqCYQaVYke3GB5Jotd9JCQ83UH4HnTdTlBk/I1y\nMByigvA8EF3xeNdG6s46e66NLIfwt9r4gz6SfMKi8RwXqZt/heXj4iCHT921OB60zKCZCAjPD7jG\nMfnkeYCWhWw5gfu1qpw0Go9oWJJA2D6hTIGl1QCuODPVw6OFIvGoQjQiMT0Zo9Vp85VvPgCgUg0Y\nGb35FKpikk0Lbry5z9xMH7oh0VtQefNeg7nZAm/c2uPlVweRZIHseax0LOIpBadjYHgq431Rmh2L\nRFilWWxjOrCw32KqoLJW6pAMS+SiMumwIK2oNJo29x4XuTieYXmzgeT6zIwkkVNhPM9l/6CG70qk\nEikiqkyrbuI6Eo2mQTIOpbLO+Eiaze06juty+UIP848PcVyfM1qe3f0Wr7zUT61m0ZuPsrhe4699\n3xg/85mP4TjOsYLbkTjQe1lAwYvZNxmG8VwytX/R40OZkJ8VL1Ihe56HaZq88cYb7zlmDd++SH2l\n2uG3/vEbrG/VCGmCaqNJMhXHdz1qLQfVgnZY5uJ0jtuLJc5P5dir6JQNm++b6+H6o0POTWbZKnW4\nNJFGETCaDHNnuYJueZwdirBa9uhJ+Rx2jGCqrzdGxbLZbDiMZMMs6x0SmkfGs/HbFgNpjWbbwPU8\n5rpV8thIigdPioyOJNE7dar1XRZXdV66MMyd+R2ECBLa8lqJVy6PsLW7x5NbRWYm+llaLbK5bxGK\nKHi+B4Z/MgDiu/h7NVRbxj0yMfW9EybF6cad5wAhZCSc9Sr+aB5xXEmdfEcC8Gsd6DuRUBWej9+x\njhOy19YRho6InTRjfd9HVNv4btc2VeoOhoQ1sG2EGlTNQpZIRGL0FTwc18J3a8RjOvWmwc27dXTD\n4WOvTLG+UaeQi7O6EfjwhUKwtLbCS+cDScx8Ls7DhW2ymX5mJtMsLla4MJdnfv4AbSRFTRP0pmT2\nWi6jhTgpJdDMaOkuMU2h0rKoSRKXR9Pc3ajxiZk81apOpW6wv98gE5U5qNlMFFRuLZUZL0TQFJl7\nyxViKqRCkEvEiGgqtuPS1B0EEIuqJOMpTMcmlQizf9BhsD9FKhVC123Oz+aIhDU2dxrksyFu3zkg\nmdSYGMuSCEv8Dz9xCSEEqqqSyWSeqmCPLKCazeZTFlDRaPS4krYs64W0kL/bpTfhezAhm6b5rtv4\nvs/e3h5ra2sIIY4tmyzbw/cdws8QZXkR3vJbq+mvfGONP/jnb2KaFo2WGTTItDCSKrFbahNLhYjF\nFNa2m1g9Ma6eKfCth4d84qU+pJ0mu6V2QM9SJc71xmm3HZb3mpwZCqNbHjMDMUxX4spIiHBIoWO5\nhHvjNC2XsaxCMqbiuD6+L1gvdqhFVEItCxbrRMMOIz0apeIe0xMq0ZBDs63jOi1uPqny0sVBiuUt\n9g/rqIrEk6VDLp0b5PFiER+dw1IVz/MxLQtFlpAVNWjmWTaSrOLKQQr1OyaqLQfJsHsROp6FSlfk\n/tS1dlr8zbcs3O1D1NH+7nOnbJwsE8UQx8MFvuMgCwXPOlmUPd1AcU9h0LKC3e6gdAL82ve8AMfu\nfreOaaHEY/iGg+85WA7cfrAOvkUmFada17k0N8SDJ8EQ0uZ2MGLb15MgHPIo5BX+/dfnkSWJ1bUa\nQwNJltb2aLVN2m2bSNRHUgQ7vo81naHpeWiajB+KcDYTYb9u0BMPUWpaqLLgzbUaM/0JDuo6Dd3m\nr0xm+PrdfS5PZNivmlwcS3N/rcqVqRxvLpY5N5pkr9TBNHT6s4KO7rNfd2l2WqQiKhFFJh0PYQlo\ntGwUEWD65ZrBzGQWWYZiqUO51mFqLMfOXpNkXCOZjOJ6kIhFmH94yKd/dIh8NoRt2/i+jyzLT8nK\nPssCqtPp0Gw2qVarlEolHMeh0WgcV9KJRIJwOPyOyfcvE/Jf0Hg3yOLdKuRSqcTS0hLpdJrLV67y\nf33+Ol9evc+X7+wx0Z9ga7/FzFAKBbgwmeXa+V4uTueQJPG+IIvt3Tq/+htf58tfW2N8JEYsFmJ4\nMM/uQRtZ8RgYTJHLhLFdiyerOjPjKRbXGxi2y8dmC1y/f8DMaJpS0+LjcwW+Pn/I9EiS5YM26aiE\nqmhcGgjTtFzW9utcmszyrSclEDAznGJxr0U+obFR7lDr2PSlQoRVGUN4uMkQ8lwB2fFYXt1HMg3G\nR5N86/YGg/1hltfb5LJh7s7vMDyYZGunwcuXh7l1d4d6Q+fcbIavXX/ER65McOvOJmubJS6eG2f7\nEHxZAcsAWQU5SJSiYUEkgu+7CBFADP5TQyEnidb1/OM62Pc8NFPDa7YgGkHIp5yPLQsNFavZRE4m\ncTsdZCQkoWK32sjxGJLtIUsatmEgHxlzlhvIaCDAMToo0fjxgMrRRe+5dkDVExCN9jAxDA+e7AGg\naUG1PdCXZv+wQzoVIRnXmH+8SDI+gO/D8GAKTVGQFZOl1TZXLw6zvl9Byw5QHRK4CIQHqArnRjOU\nmialholwfDzPZ79mEAvJnBtKslZsc2kwyePVCpubLrPDSe6uVrk6neX2UoWr0zluL5W5NJmhXDfJ\nRiXi2RBChEnFYbQXStUOpXIH2fMolgQRRaBJMqGYihCQzYTRdRvTctjeqzE5luf1m9vEYyqSlGRr\nt8jcmSzlcpOPv5rnv//J70cIcWzS6/v+sbzA0WOSJB3fdUrd5m0sFjuWFziisOZyOZrNJq1Wi/39\nfQzDOPbp03WdTqfz3NDGs6JSqfCpT32K9fV1xsbG+JM/+ZO3YdJ3797lM5/5DI1GA1mW+YVf+AU+\n9alPfVuv+9b4UCbkZ8Wzkma9XmdxcRFN07h06RLRaJTrjw5ZObBZKRbpy8YIawpTg0k838MB/vyN\nLf7sGxtkYipXzhQYzsPFmeej3WzttvhXX1ziS1/exHU95mYyLKy2ePVqgY7uEIlo5HIR7j88YHw8\ngxqGyYjLwlqdnryK1dEpKy6e55MIS6xuGex0NRVc1+DSQIxQJMSNxTKzoylW91vIsuCgGdC7Xp7K\nUmpanB+Ik02EaJsOsiyhyIJOyuPJehXb8XAUmUZYQkz3o3oujw5rpHMxYtEIrttiZDBPubJNuMu9\nfry4TzKhAi067SBx3XhzlUtzI8w/3mVnz8AnAq6D57kBy0zykEuN49E7z3eOnfHkU/Ka4lRzR1Ke\nsgZBEgJvv4Xb56GJk+cUP0gAXq2NnEzimyYQ4Ix+qwPxGJLTHUbp6NBNyFLLBqXbGOxWxp4kIQFS\ndwrG913QwuD6aFqCcDi48wqHNJ4sHSCEYHqywECvydrmPt+8uYTteFhO8DnGhgt87foCF2dHiPTI\nLCgK5sRA0MTsqsrJrkdPJsKb6zWujKSQgZsrFTZLHV6ezHBrrYbr+VzoiXH9wSFnh5Is7TTYKev0\nZcLcW61yZihJx3T4vjN5ltYrmIaFGg8zv97i0pRGsaJTLnWYGEhwdjgTTIwjOCw26RgOYOJYDvvF\nDiODEWQp4FUfFJtcmCsgyxJbOw36CiFu3tnn3Nk8/+Dn//pxM+40zHeUkD3PO07QR3eVRz+FEMf/\nHMchFosRDocJh8PHovUQ9HaazSZvvPEGv/d7v8fa2hrXrl3j4sWL/PRP/zTnzp1754vvGfHaa6/x\ngz/4g/zcz/0cr732Gq+99hq/9mu/9tQ20WiUP/zDP2R6eprd3V2uXr3KD//wD3+gxqriBb2oviuM\nqxzHeUf4oNPpsLi4yOXLl4//fySHOTMz89TtE8CDBw8YHh5mp+rxJ19Z42v39hkuRGl3bFzbpScZ\nxrFdTMPFsyxcy6GQSXD1XA9jQ0ky6TCJmEqjZVGtdrgzv8fufpOvfmuVdsdmbChGOp2gXrfo7Uny\ncOGQKxcHOSh2CEdUtIjC1l6TXC5KLBFCNx1apkujbZFIh8hEJO6utxjIK5Q7PpM9Civ7LooscDUZ\n3XQ5O55mt9zh0kSGZsemUjNoOx7lpsXFiQz3toKG25WpLG+u1UDASC7CZsUIGlhe0HTzuz9lCWzD\nJi25HNxbY2YgwcLKIRfn+qk3Ogz0h/n3X3+AJAmmxnpYXi+TToYIayF0K42khAJsWAuhaBFs2mgt\nFUu1UUMxXF9HigZUQsczUMKxU4ajAnwP4Z08VIjKlCpBMrzyaj+3l08sr84WNBae1FFVCX80SQGH\n3c1A7CiVVjDTYczlYLDDlwz8LnPG3zhEiscQQsKxDeRU8H4830LSwniNJp5uo8Qj+I6PaFukQiUS\nMUEuE6dS67Cyvkc6lWB9q8THXj7DjTsb9PemcRyF8ZEES0ULKx4n3FPAUyR8IQVYtekguri6ryko\nElzsUbm7peP5gktjKR5sNnB9+IG5Al+9u4+mSPSlw6wftrk6leX2coXRnhi5uEqnZbO730KRfHTD\nZaQvwdJmnatn8jxaqZCKqvTnoqxv1hGez3BvDOFDvWrgWA59+WgXpmgRiyo8WjgkmwmTzyq4roft\n+N01REE34Hf/jx9hdPjFEtTpBH300/M8njx5Qn9/P9ls9jhJv1MfZ2VlhV/+5V/mj/7oj5ifn2dk\nZIT+/v4Xeg9nzpzhK1/5Cv39/ezt7fH93//9LCwsvOvfXLp0iS984QtMT08/z0s8F57yPVch27aN\nZVmsrKxQq9WYnp4mn88/c3vHcZgby/FLfztDW7f5l19e5c+ub9Gfj2GZDo4PqiIhhIwjPEp1g3/+\n/zwhqkpkEiEWl4rMTOa493CfC3MFFpcOkCW4OJsmFIqD8BkaTHJw2ObsVIG1jSq9PQl000N2fQZ6\nE6xu1ZiJa0hCsLnX5BNX+nnj/gGJqQwCn95smE7HQFGjmHadiaEYi/sGZ/tkrEabTs1ieavOXsXg\npekcm2tVEFAzAvhmtCfG3fUgkV0Zz/Bm93fJcvAiQcUpbB9fU3ABKSzRwCf88iw7nks0msKJOOyt\nLPN4ucNHXhrnxp01qvUOmVQUVZWRlTCYEo5vo9gSciyE55goRnCByWpQZcvKyaoficWwXejNRTno\n2kL15WLH0pcA5ikdC9GwyMRkqu1gMbbN4BqwbY+X+pM0KzoQ7Kdec/jI+Qw3uwlZk6P4iiCuQd0P\noQoLizCyEsJzHSRZwTct7EoL6johNYHTqONooIbD7BzYNJvrTI72s7pxyIXZER4uBBBGpdZByaQJ\nzZ5FdwWLqoaXcFEVGVeSAtqeE0wRokr4csDmeHUyQ6tl8eZ6nbMDUZYOOtxbrzORk1GB/3B7j4tj\nCe5vNNEtl1RM5fZyhU/M5dnZbSEsmYX1GhO9Kqt7Di/N5LizUOLq2Tx3F8sM5aMosuDeUpm5sTS2\n6bK4XqM3GyGfi1Au6axtNhgaiGHaPm7LZnw8Ry4Tptk0qFTqxKMKtqMRUgWf+rFBdrcfUzxQSSQS\nJBIJkskk0Wj0XRviR88dVdXNZpNHjx6Rz+ePk/FpuOP03wkhjodCotEor7766jNf593i4ODgOIn3\n9/e/pxDZjRs3sCyLyckP1qvwQ5mQ3w3cb7Va3Lx5k/Hxcc6ePfuevOXTJ0AsovJ3fuQM/8VfGeOf\n/OsnrGzVcV0PWZLwEBi2S1hRGO6PIyOwTIeZ6QKHh00uzGZpNusMDsSRJQnHcTAtnWwmSqXaoacQ\nJJpCPk6lopNIBZidLwSz0zneuHfA5Yu9zA2nePNRkWhEolZrc2E4wb0nDeIxlYWtJqmYSioRI1k0\niYTiLGxXmRqMsXQYJKKtYlARzw5GMV2fl4aTJKIahUiAFeotg4kYxCMKi9s2diugr3nHo8MCoQh8\nRUb4Pp4roJBhzffRXvk4GcNkoV5jYHaS3ccrfOLVaTa39ymVg3Fv4bj4AoSQMJpVomoWXzhIUsCE\nGB/Ns7pnEgvLdPMqmYR2nJDTiRMt4mRMpVk+8e+rVeoMphLHCfng4CRx13abHFZPXKIBlPYp+U3b\nY3YgSUQI7lDj/PQAby5VEEIwUtDYrnjEhIPVUbBFkDg8z0EyBbbbIhROMzE8xv1HW4hQGDuRJTSk\nkRrup5JIEpcVaj74kofkugH0IQW9Dkm38CU5UKjzPBTTQUuEKFcMEmEFATzZ7XBhNM1OpYOMSkQT\ngMXDzSZDWYXtisF4XmUoGeL2/QNSMYU3d5tMDURY3tW5PJPlzmKZ85MZ5leq9OejJOIavu3xfZf6\nMAwHocr0XujBtjxc22OwPw69UWzbY2QwwWGpifB9arUWqxtVZibyzD8uoygmv/Wr/zGfuBYIw1uW\nRbPZpNlssra2RrvdRpKk4yR91KB7K8fY87xjlcR30qN5ayV99PsXv/jFt2kYv1P80A/9EPv7+297\n/Fd+5VfsVreHAAAgAElEQVTe829Px97eHp/+9Kf57Gc/+9zTuc8bH8qE/NbwPI/t7W02NwOhl49+\n9KPPdSCfhTlnEiH+/t+4xPxKmd/+/ANkIWhawcRaPB6i3jColXQUIYhHJcqVFrFojNVNg8mxDIhg\njHZzt8HCSpmXLw/xZLnM2akCpYpONhdhbbPO9GSW7d0mWwctPn6lj1sPikyOx/Ecl5mJLLceluk9\nn8TzYXYii+uBYzlcv7tPMqbyaKMrDRnRSMUczo+kaFsuitum3XLYLBr0JGUO20H1MdOnsngYfN6L\nUwlMyQwoEI6LL8sBhOF7+F4g2uM7DkKWwPERvourKMjJBHI8juW55MfO8Miy8IdyhPIeft1ArplE\n4grZrESmf5iFpTZnpntZ6BqG2p4CmPx/7L1pkCR3ee77y62y1q6urt737pleZ58eCZBYBDYGDET4\nHHzgEPdcHGBf5A9IQODjMMYHG4x9LIWOAbMaYzC27wUb+14bIzgBAktIQpp9n55epvd9qe7aK9f/\n/ZBZ1d2jGU0PkjAIvREdUV2VlZVVlfX833ze533e6iqN/KYHmI69BaT6Nl65LhHaAchCBBg+t0LH\nUBO5kk1q22P5jRK1VTq53LbZe4Wt2wAhCQq+U9zqNjBPxMI4koM5XcSWLMKhKLbtIGsqKAGEYiI3\n1rAca6Sx7QCurLAhBLGE5NERgGzbOJbjZdqaBpbjUTeyhIuEbPu+0JoCisxQSxVP+MNSh/YkODWx\nwexansGGGE8Ne7rnw3tqODexQd6Q6WuJYWRMFFmiZLpUhx0kYGXDIBqUGZtLU58IoqsKR7qqSacN\nRi6vcKC3lsefmqO3M06xYLOykmNwbw3LKwWKRZuuthhXx1bo6kgwv1igtSlArmDT1BDn2vQmTY0R\nPv57r+NlQ62VzysQCJBMJkkmk5X7ylrkTCbD3NwcuZw3XTsSiVBVVYUsy8zNzdHU1MSxY8dumChd\nn0mvrKzwoQ99CFmW+fSnP/2M7a+PRx555KaPNTQ0sLi4WKEs6uvrb7hdJpPhzW9+M5/4xCd4+ctf\nfsvXvN1QyqNJdhm3tfF/VGxfRZeXl7l48SKBQID9+/ezvLy86xEvuVwOx3Fu2iPfUBPmja9oZz1d\nYm4lB8IGScUyHSJBBUUysW2bpsZqHFeiu6OaWFRjZn6TiZkMsYhKd3uc8ckNOtuqOXNhhdaWKiQk\napMhTp1b5vChRsyiRSpnkCtYNNaFcC3B7GoRWZYoOC77OqqZmsswNrVJTTLE6maJAz1JNvImh/dU\nUyzYLC3liEUCXBzfoK46yPSqB1Z9HQkWN0rIMthCpmQJamMyU+seCEYkF7OcyZg26H7RzHKQdG/M\nkXAcJFX11C2W403jEALhuMiKihyNIFdFkJNVSC0JnIZqcgGVtK5jxTScKp2CIiECMpYEe5tjNAQk\nsgsbaEWD1kSQ2riOI0kEZJv1tLdoJMIum5tbC6aZNbFMh5a6MOGqIGtLucpjXS0xoprMom/BqSoS\nKxPr1DVVkfON6lVZYnbck+llMiY1dUHyhosS1LBkWEUi2F5FIaShdCZw2xLQEkduiIOuelNONF/W\nV54iVR64KkASEtgCoUhIioLkgFSwPLN7RUZyBKpw2Vsf5exYiiPdCZY2SyxulLirN4mRt7g8ucnR\nniSLG0U2cgZtdRHiYY2gC2MzaVbTJq11QRZSFsf6a5lcytPTGqU6KKM7JpeubhCQbcZncgzuiXP+\naooDfUnmlnK4jkt7W5xLV9dob4lh2S5r6yU6WquZnU/R0RJAD+pcHUsR0FWOHGjij/77PRza33jL\n35IsywSDQeLxOPX19bS2ttLc3Iyu68zNzbGysoKiKORyOTY2NigUCriui6qqz8ikhRD88z//M+97\n3/u4//77+ehHP7qj4PeTxMzMDKOjo7zyla/kc5/7HB0dHbz+9a/fsY1pmrz1rW/l7W9/O7/5m795\nuy/xsd1s9KIs6rmuy/LyMmNjY0QiEfbu3UvQr6D/+Mc/5q677trVfpaWlsjn87viic5cWeQz//dJ\nVDlEIZPDtiyKeZlYKIBwBXMLG7Q0xVhdz7G2nueOI80USyaWaaMqgkzWMwxaXnNIxAMkaqLEY0GO\nn1uhuyuM5cq0NcV58vQiQ0caOTeyxisONXLlWormxhgXJzZorA2xnDPpaoqRqNK5NLLOgb4kp66u\nUZcIkirYOK7gSH8tZ8ZTRHQZSwhMB47sqWFmLU8kqNHREGE57RX1dNnh8lQOR+BlywHFBxw/mxPC\noyHKZj+2s2WFadreZbjjIAtAkXBlyXu8bHsJXoXOcf2infAq/T6PiusSAMys51fc1lrNfMbAFRI1\nVRqplAGOQ0SG4mIeYbqIiErv4QbGJtIISQLT4WhbjCvjazj1MSwk4lGN9GKG5rZqFrLekFVdV3BN\nB0vg+TErsvc+Fck78x2/mqgqnhhaCLBdJCE87wv/vUhFAxHYNpPPtL3PpbyYmY63T9Px2sGNLaP8\n/mSIdMFmabOEqkjsbaliZr1AU0gjElS5MLlJQJVprg8ztZzn5b1JhkfXyRRsBtpCDM8Waa2PsLJZ\nwBVwrK+WqYkNGpMhzl9d5+hgHWeurHJgbzWXxjbobNRZXDMIazLhoMricpHDAzUUCy6JaIBC0SCX\nybC2YdHaXMXFyys0NER40y/v5b3vGiIS3uqSvN3Y2NhgZGSElpYWWltbK3LVcsNI+c80TUKhEI8/\n/ji6rvPd736X2tpaPv3pT9+0/nO7sb6+ztvf/nZmZmZob2/nm9/8JjU1NZw6dYovfvGLfPnLX+bv\n//7vefe7371DwfE3f/M3FZHALWJXRb0XJSBvbm5y9epVenp6nsFDPf3009xxxx276pFfW1tjfX2d\nvr6+W25rGAb//tiT/OBMgVRGAUfCKjlEgyq26eA4NkgCo2RhmA7BoOJxx7VRxidThHSN5uY4tu2w\nsVlidjFHIhFEUwTRqM7sQolQlU42bzF0uJG52QxCk1lcLdDfl2R0Os3dRxqZX84RUGSGZzMoikS8\nOkgqY3BsXz2nRtcJ6zINdREU1yQeUskYMhtpg3hM59pClqqIRsF2sWyXntYqxuY9KkGxbJyA6gOw\njVAUhCuQFECVEarqeQvrXqZcmVdX7uIoj0ACKFkeqCkSqLIHaGVwNh0PCAU+IAvPJ9lvW8bxZ+wJ\nvxMPtoDdciq3JR/YUaQK0LN9Pp8sedv77wnbBcfxuvEqX6o/iUSTt7YXeNsGFM/43hbe5CfHv6/k\nj3yybISmeIBbtLznKVJlESNrImlKZYCrXDSorg6Sytq01UdYz5sUDId4WKO3McKpK2tEQyrhSIDl\njRKNNSFakkHOXlphT2OA8SXbU1skQ8ws57lzsBazaLG+VmAlVSSgKYQCCpmcSV1NiLXNEjUxnWLJ\nJhHVaKoJk80UEbbNlaub7OkIMj6Zp6tN59pMkQODSa5cXeOeuzv5jf96cFdZ8c3Ctm3Gx8cpFAoM\nDAzcsuW53DDy0EMP8cgjjyBJEpZl0dnZyb/8y7/8vDSE7OogX3T2mwDxeJwjR47c0KT+dvwsdtN9\nJ4Rgbm6OkydPomsSD/zur/JffnWAWDxEOBrAclwsx2VuMUcuZzMxkyYU0nAcgWE4PHVqloCmYLlw\n/PQ8jgMb6RL7emNEgxotzUmuTRXo3RunPq4y0BnixKlFQiFYXC3QWBciFFBojgW4cGWViak0mu87\nO9hdQypjUFutoykS+1qidFUrTI5vMD6RZzUtGJtKEwooXPM53L1tVVi+n0Nkm3+tXr4tSQhJ8aZ8\nBFQ8qa+CZAsk00XOlpCyJlKhuKVNK5vFex+Yd1v17DelvOVZZBqOB4hlW85yBuqbx1Oyt8C6nEm7\nAJI3jdqwveeU/8pey5br/dmO95rlxw1/hp4v5/MyYdV7HcN/LdU/TsdFKlre4iD5oOoIpJzlOdZJ\nftZftLdSFk31ZgBmCl6nXznbNiwoWEiagjCtynHKikQy6D15diVPS1xFQtBdF2ZltUBAlcgVbaIB\nBUWG2qhKemUD4cL4gsn+7mpM20WSJPa2xJid2sTIW8wt5znQkyRXsEgmghi2i6bKBFSZPS0xasMq\nii04dWoBx4LhsTQDfQnGpkoM9CaYmDUY7K0hoLp88L17eMdb46jSOjMzM2xubt72VJ319fXKRJ0j\nR47syn9ieXmZ3/qt32JhYYHvfe97nDp1ivPnz/PVr3715wWMdx0vygxZCIFpmjd87Pz58+zZs+eG\nYH195HI5JiYmOHjw4A0fL3f21dTU0N3dzcmTJ7nrrrsQQjA+vcHf/L9X2EwVyKZNHNMiEtbIZEtI\nkuDC5WWq40H299eSL3pTKFRFMDGToaY6zMxcnmQyjKpptDVFWFgpsLxWoDoZZnW9yL7BJLLj4LgO\nVyZy7OkIcW3RpCqqknegJh6kvyPO3FKOoCpXCnydbVGmFgt0tVYx6XOsQ4N1nB71Wnxbm6LMruSJ\nhVVMW2BYLm31YWb9YZySaSN8sx5hmEhB3wPCsj1QKmfHwk9hHeFx68EAIqDuBGdHIPmz6wBEeXCp\nrnjA7IqtjLZo+vSH652FqrxtPz6VUM5eVWnrWMB7zfL0aF31ALocjuupR7TrtxfecZSpk6KN7Lq4\nuurdV7Q8kLUcbw6gJHn3CbxsX5M9ULccb6Cqv6BJholrux7/DlAyIagRVxUKhk1Hc4zxRe97uaM7\nwqmrniyvryXIyKKvt+4Oc24ki+vCoZ4azo+nSMQCuMi0N0QICcHJSyvUJoKUTJt80aa3o5qRqU3u\n3F+PY7kotsvJc0scGqzj/JVVDg7UceHyCr2dUUYnsxzsryWbs3jHr/Xxuld1UF/rdc+5rlspzpUp\nBdd1K8W5soriehtay7IYHR3Fsiz6+/srFOKzheu6/OM//iOf/OQn+ZM/+RPe+ta3/jwD8Es65BvF\n82FSn81mGRkZQdO0SmcfeAuB4zi4rktnS4wP33uMv/mnK1y+uoosNLKZErGozloq71elBemcydJy\nmpq4yvSKRSwaJFEdIVEdRpJkzl5cprkhwvxijiOHGsnlTfo64pw8t0worFH0MyyhBImEXPo7Yiyt\nFkhv5HliOYcQ0NHit/LWR5ha9IC1Jq4z6XfwTfjZ8Z6WGLPrBeIRjYH2asYWsoR1QVNNmLm1go+x\nbmVVlpG2VmhHgG9GL9n2FqeMC1oAHLzM2XVxg67Hpxom5flPwnYqk6OxBaJU8kDVn/VW4aUVD+gk\ny0U4Pp1RBnkJUCVk08V1qIyEktxtlEjOQlJAlPcnAa5ANh1c1eONJcvrlKNkIzRvYZBkyZOmmQ6S\n4nrcNICm+PadVKxCJccrKEvljN5xvcw7oCBM37CozLUHAzQGXJZzXmFxM2OQiAaIRwJcHM3Q3x7n\n6kyakfkSPS0hMnmTSyMZWhIas+s247NpEjGNjazJaw428PjJBSSgtyPO6HTam883ssZGxmBooJaJ\n0XXiVTrXptIc2V/PuUsrDB1s4PSFZXo6Q8wtlXjvfzvIq17exoGBZxbKZFl+hgeF67oUCgUymUxl\nuHDZKCgWi1VqOl1dXTQ2Nu4KVBcXF/nABz5ATU0Njz322As2VPRnLV6UGTJwUxOh0dFREonErqqy\ntm1z+vTpiti87IlcKBTo6+urqC/Kqo4LFy5QLBYrgvh4PE4kEuEHT87yv384QalgsblZJJMtoesy\nigzpdAYhycwt5KlLRtD1APOLWe440sLp80t0tsUJ6BqJqgArayWmZzP09tUyOrHB0SONnBte4VBf\nLQ4wOrZOrDrEynqRw/trOTeSIhKSKbkStiPobQ8yvmjSkNCoS4ZRJJloWGd+JU8mZ9DeFOOMPyOu\no6WK6aUcmiqh6yqFkk1DTYhMvkQ+b3qde6oCqgaq5JnMV3hga2uih+l43Cp4NIG2xfcKSSCFdS8L\nLniZIrCVBUuSB+AuEJQrWbPkbGXOwrC9zNdvYMGwK74XwnG9fYW2ZWvF8igogQhr3sy98nE7HshL\n5eMt32faSKFt3HLB9MBXVyrvhaIJ4W2FvILpHWMZ+G3X+1yC2zLjcICga2GYCod7k5yb8Nzg9ndV\ns7FRYn4lTzKuYwnIFCwaExohWWVyPktttUc/ZIs2e5pDaLiMjOXo6QgxNleitlqnULIplBzu3F9P\nZqOEKsGlkXWSiSBCQC5v0toYYWo2w5HBKl7/ml5+7Y09hII7s9ufJIQQFUsCy7K8AQm2TSgUqvw+\nYrEYuq7vAGjXdfn617/OZz7zGf70T/+UN7/5zT/PWfH2+MXOkG9mMPSTmADZts3k5CSrq6vs3bu3\nMkl6e5snwIEDB3Bdl2w2SyaTYXp6mlwuR3VQ4a2/lOA7/76KYajEojFSG5uYpsPyqle9ftUr6nBs\nB8sWdLVXUSw5DPQkKJZcRsZWueNwC9OzGfp7k4xNbdDXXY3sulSpCrblcvHqGvsH67g4lkKSYcKf\nVjHYU0fesAlrMvmCjWaVSIYCXLzs/fg7m3Uml0xURapMu+hoijLt0xkDnQkuXPO2bagJsrheBEVD\nskueV7EjvGnNARlJBuFIECorLtwtAL4+XOEVtcrc7DYQlG0X1wcygVego+CA6mWeBLZOW0n48o+c\nidCVHdOopfIOchYirIBLxcsYpK3MtvLCkpfVFrdA3C15JkIULAhrHr/sa7JFyUIK+vcFNMhZENX8\ngiRIpp9JK7Kn37bFlrokGEAp5lHDMQxsRqY3aavzqCENaEoEmV/Js5426GwIUDJlIrKKJklIwNpm\niUO9Sc5f2yARDfujqnLMLpk01Ogspwx62oKYpszY1RU0VWJl3eTIvlrOXl6jp6uadKaEhMVH3neY\n//zmAztGWz2XKMtNJycn2bNnT0XTK4SgVCqRyWRIp9PMzs5iGAa6rvPoo48SDAZ5+OGH6ezs5LHH\nHntRGM7fbrxoM2TTNG8IyDMzM0iSRFtb2y334bouP/rRj9A0jba2NlpbW5FleUeXUNna8dlW8bKF\n4OraOl///64yMpZDliWKRZd4XEdTVdY2ikzPbjDQW8+l4VVs2+XIwWbOXVqhqz2OqqpUxQKoisLV\nsXX6ems5fWGZlqYoi+tFXFfQ0RljdrHAgb4EiqqxkSpi2i5zSzn299dyadwD1sHeJFcmNojHAuRK\nNrYjGOiuYnjaoy562nTGFrxL6L72KCOzHjg3JzUWUh5oK66FU3aCt0yPlgBky8TVAgjHAdtFhBSk\nYMDLMrfPwdumiPBAzr9dltWVwWH7Y+BllhHdoxTKnHPZ1tFycB0BvoSMgrktQ3W8ydE7smXL44dD\nqrddyd5SZLjCW0wcsXWf5WwV9cDbxjcC2r5PgUAO+Dx7yYKIBnkTSVURZgliHh+7pyZIVUTn3LUN\nAFrrI9TVBDl7YRlFlmiq05hb9z7v1xxq5EfHvYksQ/vrOeVfydxztJHHnpwjoMk01UeYXsjR3VbF\n9HKOIz1J7KLFuStrNNWH2EgbGKZLe5POasrk7W+s421vHiSZrCEcDj8vmahhGFy9ehVFUejr67vl\nSLMySD/wwAP88Ic/RNM0isUira2t/Nu//duLJTuGlzLkm1twFovFGzxjK4QQlYKd67oVT+TyY2X7\nwJuZnVwfsiyTz+dJra/xW//HETayAf7uHy+xspJhdT2Hpgoy2RKtzWFm5lI01Adpb06wuJKntTGM\nadlMTG9wx+EWTp5dpDquMzzmFeHq6yMoqkQk6GBaDprtUsw5jE6s0d9Tw8Scb57jH0ttTYirvlfF\nnvZqTvtdX7JvWynLEqm8956qIirj8x4YJ6JyBYybkjqL6/5nZVlIvvuacF0cxWv1lRTF440dCZE1\nkCwHIsLLJI1tlMa27wtALpgIWULoqqdgcAUV+zfD9kCt5Csq2Jktu2XQzxiIoIrws0n/BTwVh2F7\nTRyu6x+nDCUHoZXBtbwgAJkSRINbzxf+DL4yIMuSf3Wgbh2HIiGVLO99AlJQw9nMoIS8IrIUCCKy\nGZpba5iYzRLSC7TWhZlbLZArWDRFvec5rqBkSMTCnsvg8ZMLtDdGmVnKceHqGp1NUWLhAKdPL9FU\nF2ZxtYBjC/SAzPRCllcdauCxJ2cJaDLd7VVMzGQ40Jfk4sg6LQ06/+sP7iYR18lmsxUaTtO0Cp1Q\n9qDYLSCWfcSnp6ef1R/m+lhYWOD++++npaWFRx55pOKctrm5+WIC413HizZDtiyrQiVsj9XVVTY2\nNujt7b3h8zKZDCMjI+i6Tk9PD2fPnq0oJ7bTE7fKisuxtrbGtWvXSCaTdHZ2VnxbDdPm7795madP\nzePYNmMTazTURQiFJMBleiZLJmvR2hxlaq5AQ10YVdGIhDVaWmLkchbCdbg6tknJcNk3UMvl0XW6\nO6srILx/sI6Lo+vUJUOsZ01cV3DsYAOT8xmqq3Tqa0KUTAdNlnB9BVgkpJIr2biuiyIM8pYgFAoT\nj+nMrRXYyBo0JjQuT3utxZKRR+hexmcX8qhhvxpvmsjl7EgIX1bmdfXhCERM94p4JWtn5lzy9MpC\nCE+7HAlsaYsL1ha14boIx/VoCs2Tq0nbLrmF4RXRKtlswUJSPcWE67hIkoy0jU4RRZ8XLmfQtgOW\ni2S7iJivJMn7vLDjeEBdMJD86dQi6EsBcyWErCC5NoSCCOEisiVcx0L1B+IGVGhPqozPe0qgxpoA\nqaLLnrogV8fTDOyp4sqMtxDeua+ei1dWKZVs2hqjrGwWMSyXo/21XLuWIp216GytYn41h2ULhvbX\nY+QsLl9Z5fD+Os5dWSWZCOIIKBkW97+rh//6n47dMJGwLKuinshkMhQKBRRFeQZIX//cUqnE8PAw\nuq7T29u7K29i13X5u7/7O77whS/w4IMP8oY3vOHFDsC/uI0hcHNA3tzcZGFhgcHBwR33l0olRkdH\nMQyD3t7eSsHuqaee4tixY5XtdgvE5enUgUBgR6fg9XFtaoP/558us7CcxbJsNtMFRsbXqE2GqakO\nMTaxTjSsEQ5pLK0U6WiLMLtgIAR0tkaZXTA8EPZtNA/sr+fi1TUa68NEozrRkEa8KsD6RonNzRK2\n47K0WqCrLc7EvAfcQwcbOH3Zy5QPDtRywZfAtTdHmFksgAT1Sa9YKEnQVBsmEFSJVwcRwuHC+Bqu\nEkCYBrLuj0YqFJFD3m2nuM38vSwzkwReZwVbBTPTrigVACTDwpV97XBA2SmRK5pImorwJyVLgh08\ntChYIEvIquRJ1bYV+xACUbCQYltjm/C3F7JfIMyZWwBuWaApyL6pkBDCK2o6ztaiU24EEf7xOQ4o\nAqdkoqpBfyafjRQIcaw3ydTkBo4qs5H1QHl/h87lMU8Bo2sSVdUBNnI2TZEAdTXhSrH1yGAd86t5\nzIxBe3NV5bs6ur+eKxMpOusiRHSVMxdXCGgyba0xrk2nObovxofvu4ue7oZbnrvbo+w7XAbqslFQ\nVVUV0WiUUqnE6uoqfX19u1ZCzM3Ncd9999HZ2cmDDz54U2uCF1n8YgPyzTyRc7kc165d49ChQ5Xt\nJiYmWFtbq1xqbS/YXblyhWw2SzweJx6P3/JSzjAMrl27RqFQoKenZ9cn2w8en+KHP5pkeSWLZTnY\njifgL5kWAVVlcnYTRZZwHMjlLfZ2VpHatNEDkEho2LZEOBwgk3VIpUp0dSY4c2GFoK4QCKpkcib7\n+mu57FMdhw/Uc9YH4ebmGAvLeSIhBcNxsR1ob4oys+Rlwb1d1Yz6NEdfVzUjk97trrYqJmc9UJex\nsV0bRwJZ10GSkf1MaTsgS4aBKFMcPjgjA6GAlx3vUFpsATCGiQhqW9l00apkv8J2POVFWANZwjXM\nCniCp2+WgurWvkoWSL4cLaIhDAtJ3sq8HddBVrRKxi2EQORLyNFtTQyGgesK5OA2UM/nEMFwBfid\nUgkFyVOiALXVOtGqIEtzGQzT8T7LhQy6JhN2BZ1t1Zwd8fXgDWHiUZnLw2kUGRrqdRbWLIIBmQNd\ncU6e9767oQMNnL6ySlBXODaQ5MmnF1Bkif7eJJdH1omGFV5zVwMf/eA96DcZP3a7Yds2q6urTExM\nAF7xW5ZlotFoJZOORqPPyKRd1+VrX/saX/rSl3jooYf45V/+5Rd7Vrw9frE55JtFuVOv7AA3OztL\ne3t7ZYjpdmpCCMHAwACO45DJZMhkMhW+LRAIVKRtVVVVqKrK7OxsRW85MDBwWyfbL72qk9fe3cF3\nf3CN7z4yhm27gMvlkWUKRZvGujCO47CxadLSHGN+uUgma3D0YBNnLy4D0NNVzbWpLNVVKhd8sN3b\nHePSqJc92/4VQySsctUvJPV0Jxjzm0bamkJc9amIumS4Asjh0NZpEtr2o07EdCb920f2NXH68ioy\n4OQKSIqKKxeRNM0DaD9sx/Hm6gGuYaD4GbXIm16WW24GKftg+OFRGC7CKHrUwHaaw/C2FQUTAv5z\n9W3SNdvBzdlIUW8Wm3BcL/tVZNxs0QPecnYty0gFA6EKpJB/3KaNLCs4uQJK1NecW66nw7YsJE3D\nKRZQ5SAin4OYp9GVHBPXcpEjCkgya5sGg+3VzE56n/3I5CYD3VF0Pci5iyvkR9fpaokxOZ+lKqKj\n+hpzxwXLlImFVZqqA1y4tEpjrcbSmsW5yyvsaY+hConjJxcZ7ElyZWyd8YkULQ06b3tLP+9556Fn\nO/VuK4QQLCwssLCwwL59+yqcr+M4lUx6dna24uYWi8X4wQ9+QEtLC1/5ylfo7e3liSeeIObTNy/F\nznjRZshludr1Yds2Tz31FIqiUFdXR1dXV4Xzur5g92yAahhGRb6zurpKoVAgFArR0NBAdXU1VVVV\nt6wwP1s8fWqOr//zRWbmNwkGHISQEGjetBIHZheyNNZFyBZsCgWLg4P1XBr2L18PNXH24gqyIlFd\nHSBfsKhJaJiWQNMUWhojpHMOiiwRDgvWMxZBPUh1dZDVzRKGYaNpKrNLOVRVQlFlCkWboK4gSxKF\nku0vN1oAACAASURBVI2iSERDGmnfzrKtMcqsL5ULKhYl23vvVjHrgaeqeHaVslr5XJ1CsQLIdrGA\npodwHRtHdpEVBdmfTeeWjB1jm0ShBJEAkqZ5XLJhe54RgLBthOsgh/1s1irbroFwbM87Y3v2bNtg\nemBdnowiFW2QwJFdlFAIckUkxSsEOrILwkWVPJrFsUykUACnWERTvdd0nAIEdGTD830eOuD5iPR1\nxBkdXmNfT1WFg+9pjxOSJS74CpiG2jCKJlPKGKQ2Sh6ddMVbXF891MSPj8/huJBMBHGBdM6kvy3C\neqrI8ppJQJOoSWikNh3+6L/fyZte1/u8ZaH5fJ4rV65QXV1Nd3f3Lf1gHMchnU7z+7//+5w8eRIh\nBLFYjDe84Q184hOfeF6O6T3veQ/f/va3qa+v59KlS8Du5uMBfO1rX6scxx/8wR/wG7/xG8/LMd0k\nfrEpixsBcjqdZmRkhGw2y913313hdX/Sgt3m5iZjY2PEYjG6urpwXZd0Ol0Batu2K5dx8XicWCy2\nK1Mj2KI+llcyzC1rPPbjORzXZXh0jWzOoKMtTkj3wDZRHcI0HUqGTV1tmPnFHIZh07MnyalzSwgB\nBwcbuHhlFVWRiccDpDZMqqIyeVPgONDVHmPSl7cdHKzjwvAakixx7GA9a5sG0ViAZEInlbdIpQ0S\ncZ0L/uV1V0sVkz4fHQ2rmKaL6bcnu1YRWfV5ZTOHUFXwgVaStiYRO8UCqu4Dmuk39QQU5GAQN1+o\ncNPCcT3FhiQhZBdXBkXdatpwiyUUNYDjWMiRIE6+gKJvUQ1uvgQhrUKnuPkSiqZh20XkaBRRNFBk\n/zHHAdlFYmsRcR0b2ygSCG9leGYhg6ZHtmgP4dJUo7K4tkWZHdlfz+pqlrkFD4gPDdZxeXKTpqoA\nq2sFGhpjTC96ssNXHWrkx2cWcByBIkv07KlBluHq5VUODdZxzueTuzviVEc0zpxdJl6lEwzB8ppJ\nU32YD/xffTTW8pzVE+BRDdPT06ysrDAwMPCMUWc3i+npad73vvfR39/PAw88QDQaxTAMFhYW6Orq\n2vXrP1v86Ec/IhqN8q53vasCyL/7u79LTU1NZT7exsbGM+bjpVIpjh07xqlTp5AkiaGhIU6fPv1C\nap9/sQHZdd3KhOlisVjpGOrr6+PixYvPSTlRLBYZGxvDcRx6e3srU3Kvj7KVYBmkMxkPtK7v5Lt+\nEOTMzAxLS0t0d3dXmlAACkWLsxcWOXNhkWuTG5w5v4hlO1THg8zOe1NDotGgN3kkGaZYcigUbXr3\n1DB2zeN9Dw7WcnHYy8aOHm7gzEVvVE1PV4yxKQ+QW5uCzC15oNjZGmNqzm+t7opzzac3Dg7UUjQd\nquJBwhGNk5dWKBoOfe1hRqa94lRbY5RZH2SEK3BtA0XVEUJglNKokShKIOiNSEKuvE+7kEcNhLwr\nFtdECeqe8Q8gikVkZQuArZI3PVrymzUwrMrkadsqIWmBCviWwVy4jqfOUFQk09nifO0SEspWoQ6w\nc2kkLYji0y52qYDiyriqhOIvLHY+j6YIRCAMkkx9QqWwYRKMBVjzTfb7O0LkcxazK94VhR5QuONg\nA0887WmL65IhbEmisznGudOLHN5fz9kRH3jb46iuy9iE9x0OHfKKsEcH69jcKLCyWiCXt6mKaezZ\nk+QPP3QXne1btYuyeqJcmCurJ8oA/Wwgnc1mGR4eJplM0tXVtSuZp+u6/PVf/zVf/epX+eQnP8k9\n99zzgnLFU1NTvOUtb6kA8m7m433961/n0Ucf5S//8i8BuPfee7nnnnt45zvf+UId5kscsmVZTExM\nkEqlKh125Sh7TsDugdiyLKampir72z4R4UYhSRLRaJRoNEpLS0vlda/v5CtLiyRJYn19naamJu68\n885nnPzhkMbdL2vn7pdtGeyvpQrMzKWZX8yQzZpMzaZZTxWIhAMMj62TyZroARVZlpAlmPUz2XhV\ngCt+hb6xIcK1GS9z62yPM+UX6lqbQhUwbqrXK2BcXxvi0sg6rivQAwqaLGOZNm2NAaqjQRqSguX1\nIvXJUAWQ+7oTjE543CkCNCWEYiuYpTSOsAnF/AGjjlvJeCVJQrZdRMHCVQyUcATXcajU32wbVdER\nBRM3ICOEi6ps8dXCspEscMMCWdVwSnk0NYykyLiGjeNm0IJbma5r2Siu7beBKwjHQlHCuLaNQwlF\nDyK7AknWEGYJR5II64ASRABD/fWcHlkjGQ2zMl8kHBJEgjKuEMxO5wCJxqTO0rpBTVxnbHiVpvow\niysFVteLHB6sY8Zvnz53aYVjhxq4dC2FU7LZ3CzR1hxjdiHL6fPL3HN3K//+2DQADXXeVOZEPMQD\n/+M11NeGd5w3mqY9Y4LHdolbuQi9HaSj0SjLy8ukUikGBgZ2zflOTk5y3333sW/fPp588smbJisv\nZOxmPt78/PyO5rDW1tZdjYF6oeNFC8iFQoETJ07Q0dFBb29vRTkhhEBVVS5fvlxRTkQikWcFZNd1\nmZ+fZ25ujvb2dvbu3fsTr/iKolBdXb1jdHjZqFuSJILBIEtLS6RSqUrBsKqq6qayudqaMLU1YY4e\nvPGUXcdxmJycZG1tjda2bjQtQq5gkS+YbKYN0lkDy3KZmc+yliqiBxSEgKWVPMlElLlFr4mmri7K\n4pqXNVdHYWXNu1jqbAkxcs3LrFV0TpzwCox7u6rRJKhNBFnbKBHeVmQb7KlheMwDnoAaxjGKOLkM\nQlNxHZtAYMuJzxUCVVaRBRipFGpwi35wzCJawJsOLSyBYeRQq7YAWRIyiqrhFm1s1UTedrpLsgJF\nge3mUMP+69kushbGLRYhFMQqFgioURQlgGMZIOWQZe/1VTVIW32EUEhj1M9cT19Y5lUva+bxH3tZ\n78p6idbGIPV1Mc6e90AhFHSIR1VUx2RurURNtUZ1VCNTsMltlqiNhygUbEqGw+nzy7z6Zc386Elv\nfwJoa45Rmwzyg0cn2NsZYX7RZHm1xD13t/PHv/9qqrZL+Z4lng2kV1dXK912oVCIhYWFylXdzX4r\njuPw5S9/mb/927/lU5/6FK9+9at/phUUN2IGfhaO90ULyOFwmJe//OUVznZ7we7w4cPkcjnS6fSO\nLLVMI8Tj8QoAlhs7amtrueOOO3Ylet9tmKbJ+Pg4xWKRwcHBHdycYRgVqmNubg7DMAiFQjtA+tmK\nhtv9BFpbW3dk3LtRogohWF0vMD2XZWo2zdRcBkmSmZ5Ls7y+pe/eTG+ZOCny1tDQUEDm+NPzSLLE\nocE6FEkioMmYlou2rRW6t7Oa0Wv+j8MWaIqN5Voga1hGAU3bAmDJEUiGwDKzqMEIirL1/l3bRJdj\nmJk0WjSKYxmoqgdOsqziFLK4klTJvu1SDk0LIYSLW8ziygqa5mWWshLEzucIbHttRdW5o7+O6aUc\nK/7A1URVkELaIBpSyRVtZFlibjLNvu4Ylye8KwNVDVDKmOgBGcN0Wd8wuOtoE1d8/j21adHcEKK1\nPszly94VRHtLiOUNl/49CR59YoqhQ02cv7TKZtqgqz3K+qr33PGpPJ1tcQ4faOJ/fOhuAoHd1Sdu\nFrIsk0qlyOVy3HnnnUQikR065ImJiR2ZdNnlLRaL8cEPfpBDhw7xxBNP/IdkxdtjN/PxWltbefTR\nRyv/z83Ncc899/z0DvIm8aLlkMueyLvlibfzbOl0mnw+j2VZ6LpOR0cHtbW1BAI/+bia7bGdJ+7q\n6qK+vv6Wq7MQgmKxuIOPdhyHSCRSAely0bBsDxqJRNizZ8/zdtzgqVQef2qYU+fnKVphnjq1yuJy\nnngsQNFwME2vkNVcr7Ow7M3lG9gbZXgsSyyqMTBYx8Jygdllv4DYm+SCP8yzrSnK3FwWRZHo7fWu\nCs5c8R5TZIGwXFy/8aJUTKEGo6iBskojg6p6ma7tGth2iWB4q0DjlPKoSpCSmSEQS/j/h8ofLkGt\nSMndApJj++pYWymQNmw2sib93QlGhteoS4ZQQiorqSINMZ3FpRzdndUsp0t0tca4dNFTRBw51MC5\nq2t0N0S5NrlJX08NU4tZ4lU6uVSR6ngQyxWspor07UmQzRRwXYmlZY9/P3qwhrHJDdIZb5Hrbo+g\nqRIjE2nPB3lfAzNzGf7zW/v5wL13Pufsrjxlp7m5mba2tmfdXxmkz5w5w//8n/+T0dFRWlpaeO1r\nX8s73/nO533458jICO94xzsq/09MTPDxj3+cD3zgA4DHIb/2ta8llUrR1dXFwsIChw4d4vvf/z5/\n9md/RiqV4sEHH9yxz1QqxdDQEGfOnAHg6NGjnD59+oW0+fzFLuqVgbW6uroCwrs5acvqhnw+T2dn\nJ67rVvZlWVYFAG9XNQF+1ukL6hsaGmhvb7+t518frus+o2hYKpWQZZmWlhbq6+ufUTR8LlH2um1s\nbKS9vb2y37mFLOevrPDI4zMcP7NIU0OUa77WVlG8+XUpf7hoT2eI8cki3R1RAmGNselcZUJJf2ek\nQn/EIhq6JtPeEef8WIqDfbWcubBcOZaBrmqmZtK0tceYXMqhywq5vAdeNfEA2U2DmlqN5bTLnvYq\nJnzdNcArjjZxbmSNQtFT4bQ3R5mdTjPQG2d4JkdIV3BLDobhUl8bgoBKVUhl3KcmahJB+ntq+PHx\nLc6xqz1CLm+yur51lfCau9p47PGZyv99PTWoClz25Yl1yTCJZIiV5TSpzRJVsQDNDVU4DkzNrqPr\nCt0dCS5cWaWrTWc9ZdDcGGF0IoMsS7z3v/Xwq6/fu2Mxvt0oj1PK5/MMDg7uaoIHwPj4OPfddx9D\nQ0N84hOfwLIszpw5QzKZvOlAh+cjHMehpaWF48eP09HRwTvf+U4effRRVldX0TSNz372s/zar/3a\nLefjAXzlK1/hT//0TwH4yEc+wrvf/e4X7Lj5RQfkEydO8KEPfYh0Ok1/fz9DQ0PccccdHDp06IYn\nneM4zMzMVBo7bpS1llUTZYDOZrMVbeWt+OhsNsvo6CjBYJC9e/ei67vj+nYT5SaX+fl5Ojo6CIVC\nZLPZSqa/nY6pqqoiFArdVkZVKBQqhvw9PT3PeuyW5XD20grff2yKf39yltamKOcuefxpJKwiCakC\nnIO9MdbWi0RiCsubNrYBpuWdYkMH6jl9fgmApoYI7e1xnj7nAXJnS4xpv8AIcPedzVybzbDoTzU5\nOlDLWV89sq8/iWGVGJ8qVLbv76gmmzMhoDC3nOPA3hou+Vrfff21hCIap84sVbbv6QyRLzgsrHrH\nHYtohAMSiUS40mCzryfO+noJNaAyt5SnoS7MZirPQG+Si8MpHEcwdLCe+aU0AU1jZi6Lpsns7Y6h\nqUrlM+poraKxLsSF4VXy/jTsI/vjZPMw7hdFhw418XsfuJuWxmBlIc7lcgghntEt92wgvb6+ztjY\nGK2trbS0tOzqnHAchy984Qt84xvf4C/+4i945StfecvnPJ/xve99j4997GM8+eSTO+5/9NFHeeih\nh/j2t7/9Uz2e24hfbEAuh2VZXL58maeffpqTJ09y7tw5ZFnmyJEjHD16lKNHj/LEE0/Q0NDA0aNH\naWtru62McrtqogyAqqpWADAUCjE3N0ehUKC3t3fXGs7dxvr6OuPj49TW1tLZ2XnDH+D1dEyxWETX\n9R0gfSOQLRcEU6kUPT09t63RFEJw4coq//uHk3z/sSk6Wqs47YNqvEqnVDIolTyK49iRekzL4dqM\nlzEHVMgXvMx5YG81V66u07OnBkeWqIrqnPcBTFUlEhGdTNZg3746ZldybKZKWL4OuiGpYhqCxqYq\nhic2Pc561CsohkMqBw/W8/SphcqZXVcTIhJScYDZhRwBTaYmprGWKjLYX8uFkQ36uiJcHdlElqC7\nM4wlVKZmMwhdRYvqxOJBbMclky2BgGg0gINEKWsgbAfFFfS3xtFkOHtxEYB9/XW4rmB5JUtqo0gs\nqtFUrxOJhipXBm0tcd72lkHe9Y5DN2yD3j5eqaygAHYYwsdiMRzHYWxsDMMwGBgY2NU4JfCGO9x/\n//3ceeed/PEf//Gus+nnM97znvdw9OhR3ve+9+24/9FHH+Vtb3sbra2tNDc389BDD+2YDv0zEC8B\n8o1CCEEul+P06dN84xvf4J/+6Z9obW0lmUxy9OhRhoaGuPPOO2loaPiJeTnLstjc3GRmZoZ0Oo2m\naUSj0R1+GM+liw+2tNWSJNHT03PbP47tRuGZTAbTNAmHw5XsyjAMpqenK9nTc6U9XFdw5sISD39v\ngu8/NkVbk84Vv6W7JhGkUDQplmzCIZWXHWvlyug6q+slJAR1iQDLqx4fXVcboCahs5kVrKyXOLKv\njrPnt6iMu17WxNJKngm/yaWvM87VsXUkyetgLJZshn1ABujtriIU0hifTpMv2BzoT3Lh0gpBXWWg\nvxZFkTl1ZsGbLB1Q6Nxbw+xSFgfJa7OWJRRdwTFsb9C2piAFFAKui1mwwBEENAmBhCPJuCUv61VV\nGV24RHSFpfkN9nYmSG16rn6WaZLJmsRiIcYnN2hrifOmX97Lf/rVQdpbb8+Ix3GcHSC9ublJqVQi\nHo/T2Nh4U9+J7WHbNp///Of55je/yWc+8xnuuuuu2zqG5ytM06S5uZnLly/T0LCzNJ3JZCp+Gt/5\nznd4//vfz9jY2H/Icd4kXgLkZwvDMLj33nv58Ic/TG9vL4uLi5w4caKSSa+srLB3716GhoY4duxY\nZYr1bopv1/PEsiw/AwBt275hQe5WUc5a19fX6enped6KEOVR66urq8zOzuK6LoFAYEcTy60ugXfz\nGktLS4yNT7CSCvHjkykef3qOff1JzlzwKIKaRJBSycYwbPYP1BONBvjx8YXKPnr3xrk6lkJRJHq6\nomRzDksrHsg1N4VZWMogBOwfqEMLaJw9t0U9HNxXy+Jyjoa6GJdHUhwcTHLukvd4XW2Ynq4kT53c\n4oVrG8Oo4QBrORvLcZFUCVnypl27eAb50ahKtmAjKQohRcJ1XIyShZBlVAlcJCQBjmEhCYEWVAmH\nNDIZfwyW7aKqCrGggnAcbMegp6uGpoYYDfVRDh9o4o4jLUQjz60wa5omo6OjOI5DT08PpmlWruxy\nuRySJD2jm09RFK5evcr999/P3Xffzcc+9rFdZ9MvRPzrv/4rn/vc5/je9753y207Ozs5derUrn2Z\nfwrxEiA/l3Ach5GREY4fP87x48c5e/YslmVx8ODBCkgPDg7uyHSz2SxjY2Poun5LnrhckNvOR5d/\nFGWQ3s5Hl8Fsamrqectat0fZ9S6dTlfsR7dfAqfT6Wf8cHej4S5HLpdjZGSEcDjM3r17K59bJmvw\ngx9N8d0fXOPk2QX29dVy/rJHR9RUB7Ftm7pkmFgsiOtKXLiylQ0fPdjAxSsrDPYlmZvPEwq5zC95\nnXCBgERdMkhdMsL4ZBZJ8pw9NzZL/nMbKRk2w35zTDQSIBiAqkSY1YxNznJRNRnTFciArkqULAGO\ng28cCrLimSmZ3oIgBzQ02Rt6XSzYqKqELHu8uKZ48wEtS+DaDghBJKIRCaloqkRVVKKzPcr/+V/u\nZP/g7Vlk3iqWl5eZmJigu7v7GZllObZTb5lMhj/8wz/k2rVrbG5ucu+99/L2t7+dffv2Pa/nXDk6\nOzsrCYmqqpw6dWrH40II3v/+9/PVr36VeDzOt771LY4ePbpjm6WlpcpV7YkTJ/j1X/91pqenfya0\nxX68BMjPdxQKBc6ePcuJEyc4ceIEV65cIRaLMTAwwPT0NIcOHeKDH/zgjqaP24nyjyKdTpNOpykU\nCqiqSjDoFW9isRh9fX3Pq4xtO9C3t7fT3Nz8rCfxdue7MmeuaVolsypruCtt0P48wo2NjR2DYW8U\na6kCP/zRFN9/bJKTZxfo6a5meMQrttXVholGAiQTYZZWC8QiAa6Or1E+fQd7qtACOvmiy8TUJvsH\naiqOd+GQQm93hMnZEpmsjSRB/94EV8fW2D9Qz+qGiSNLrKVNz59ZlYmENKySjWE4CATBiIZj2ICM\n47hEwyqZnIEkeYZLkaBMqWhh2d4cvWhQpVRyCAVkcF2SyRC6rhLSVdpbqnjVK1oY6ImRWl9ic3OT\nQCBQcRD8ST0nro/t45R6e3t3fd4MDw9z3333cdddd/GmN72JixcvcubMGb785S8/r+deOW6VzX7n\nO9/hU5/6FKdPn+Yf/uEf+MhHPsLx48f54he/CMBv//Zv89nPfpYvfOELqKpKKBTiz//8z//DqJWb\nxEuA/EKHEIIHHniAL33pS7zsZS9jY2Oj0s13xx13MDQ0xNDQUEV6d7thmiYjIyPeoNTqakqlEqVS\n6bYaRJ4tynrlaDTKnj17fuL9mKa5A6RLpRK6rqMoCplMhtbWVjo7O2/rM9hMl/jxiVkef3qacxeX\nkCSJGX9wa1d7nFBIRZJcFpfz1NfFGB1P4bre6fmqV7RTKFpMz2VYWy8ydLiBU2fnUVWZvZ1V6AGJ\ny6NZhKwiKSq6ruDKEooiYxYtJCQsy5tGrasSiixTNFyEcJBkCV1RsCyXYEBGkl2CQQ3TdFFlSMR1\nujqqOTBYT7wqSG0iyN0va0dRdmaWZaOrcjFWluUdTRiZTOYZi91uFTLbF9nrLQOeLWzb5tOf/jTf\n+ta3+PznP88dd9yx6+/rucStAPl6n4ntXhU/R/ESIP804pFHHuHuu++uFNVc12ViYqJCdZw6daqi\n8Tx27BjHjh3j4MGDt6QzyjK27u7uHRK88lDIchZdbhApFw3LfPSzXVpalsW1a9fI5XL09fU97960\nuVyO4eHhipdHPp/HNE0ikcgOcNlt16MQgsmZTc5eWGRkbJ3LI4sMj61h24IjB5pYSxVIJsK4jiAU\nUnn69ByuK4hX6Qz21pErWmQzpkdXSBr5goMkQbTKe32z5GAaLlpAeEZDQiAhCAZU2tqryeVNhONS\nkwjT1R5nb3cNqioR1FVePtRCfV30Fu9gKxzH4dq1a2QyGQYGBm7Z1bZ9sctkMhSLxWd4ceu6Xjk/\nto9T6unp2fUie+XKFe677z5e97rX8dGPfvR5lWXeKrq6ukgkEkiSxL333st73/veHY+/5S1v4fd+\n7/cqErtf+qVf4oEHHtgxyefnIF4C5J+VME2TCxcuVED64sWLBAIBjhw5UgHpvXv3Issyly9fJpfL\nPauM7frY3iCynevdTiOEw15b8MLCAjMzM3R2dtLY2Pi8cmyO4zA1NcXa2hp9fX07qJty0XB7E4vr\nujsKSbdaSMqFKdu26e3tJZtzWV3Ps7FZIps3QQgcV6DIMtGI5x09ObPJWqqAqijE40HqEiG0gIJp\n2egBjaAuUxXV6etJEtC8CTGBQIBwOEwul3tOC8n1Udb9trS00Nra+hN/9mUv7u3NQGVQzuVy9PT0\n0NjYuKt9WZbFpz71KR5++GE+//nP/4eA3MLCAs3NzaysrPD617+ez3zmM7z61a+uPP7mN7+ZD3/4\nwzsA+cEHH2RoaOinfqzPIV4C5J/VEEKQyWQ4efIkx48f58SJEwwPD2PbNq2trdx///0cO3Zsh/Xm\n7YZt2xU+uqxJLUvb2tvbqampeV6zoHIXX3NzM62trbu2aSx7ipSPsTyvrfxXziDn5+eZnZ1lz549\nN/QmeC6xXW/d39+/Qyt+/UKSzWYrVyTbF5JnWzgty6rYv/b39z/vSoVCocDly5dRFIVoNFr5rkOh\n0I7P8nr+99KlS9x///38yq/8Ch/5yEd+qlnxzeKP/uiPiEaj/M7v/E7lvpcoi5vHS4D8AsTDDz/M\nxz/+cT70oQ9VqsQnTpwglUrR29tbyaIPHz5824We7QZGXV1dlSkOmUwGwzAq2uPto6huJ4rFIiMj\nI5XC0XP9UT/bQtLW1kYikdhRNHyukUqlGB0dpampaddNQde3rF/fgLFdfbKyssLExARdXV3PSdt+\noxBCMDs7y8LCAn19fTsad8reJ9szacuyGB8f5+rVq6TTac6fP89f/dVfPUOx8HzF7Ows73rXu1ha\nWkKWZd773vfy/ve/f8c23/3ud3nHO95Bd3d35dz80pe+xBvf+MbKNg8//DCf/exn+c53vsPx48e5\n//77OXHixAtyzC9gvATIPy9RntF3PRjats3w8HBFG3327FmEEBw6dKgC0n19fTcEUSEEc3NzzM3N\nPYOH3r7NjQyLrtce3wikXNdlamqKlZUVent7n3dTlu0yvD179uyYxlIqlfj/2zvzqCiu9H8/hY0s\nUVlHg2KQHVxQWTJ4nElGxz0GI3EiGhWPcVyiM2bMLzpzDA6TuI5mOdnUidG4E/UYUb8MiQtRj6M0\najQDiqLYE9lkl0URGu7vD+hKtzTSSIMC9ZzDkaq6Vdxq4a1b7/3cz2ttbW3wIGnq7H9lZSVpaWlU\nVlbi5+fX7FVnD8vGSktL5VRC7969cXR0bLZqQp/y8nKuXr2KnZ2dSeWUoPb/+9ixY3z44YdUV1fL\nKY7333+f8ePHm6Vf+mRnZ5OdnU1gYCClpaUEBQVx8OBBg4rvu3fvZt68ebi7u6PVapk6dSrLli0z\nUFAIIVi4cCHx8fHY2tqydevWtpY/BiUgtz90XhoXLlyQR9HXrl3DwcFB1kaHhISQkpJCSUkJgwYN\nwt3dvUmLOYylEfSNy+3s7Lh37x43btyoZzJkrnvUpT969+5t1GNBN7Gpv9BGZ/ykH6SN3be+AqGh\nB1Vz+68/IatSqeQgrSunpJ9GaOpoX+cUeOfOHfz8/Eyual5ZWcn69es5duwYGzduZNCgQUDtg0/3\nBtLSTJgwgYULFzJy5Eh5XxvwoDAXSkDuCAghyM3NJTExkePHj7Nv3z5sbGzo378/gYGBhISEMHjw\nYLp169asfHRJSQkFBQVkZ2fLo2h7e3t5Obg59Km69IdKpWqSbhaMGz/pTxra2dlhYWHB9evXsbGx\nMVicYi50o9Zu3brh6elp9IHQkERQX8bYUNpHp15xdHQ0uZwSwOXLl1m0aJGsVmgJLXFjaDQaEPL9\nYQAAF3FJREFUXnjhBZKTkw1y9G3Ag8JcKAG5ozF16lSmTJnCSy+9RFpaGufOnUOtVnPx4kUqKiro\n37+/7HrXr18/k/8w9f2bvby8cHZ2lkeousCir0bQWZOamo/Wv7450x81NTWUlpZSXFxMdnY25eXl\n2Nra4uDgIAdAc6QRdOmbvLy8Jo1aofZBoq+a0H2W+r4iXbp0ITMzk/z8/CaVU3rw4AHr1q0jISGB\nTZs2tagt5qMoKyvjxRdfZNmyZYSHhxscawMeFOZCCcgKv/DgwQMuXbok56OTk5OxtbUlMDBQzkfr\nFijoU1hYSFpaGr/61a+MHtdhTNams4PUtyZ9+PyioiKuX79O9+7dcXNzM/vS3OLiYq5duyb3X+dv\nrQt+uvx9Q7rexrh79y6pqalm7b/+hFxeXh55eXl06tTJ4EHSUEpGx6VLl1i0aBGvvPIKS5YsMfvb\ngKlUVVUxfvx4Ro8ezeLFixtt/xR6UJiLjhWQ9+3bR3R0NFevXkWtVhsk/VevXs1XX31Fp06d+OST\nTxg9enS982/dukVERASFhYUEBgayY8eOJ/Jq11oIISgqKiIpKUkO0jqfjODgYDw9PTl48CALFiwg\nKCjosSa9dCNUfS8MXT76mWeeoaCggOrqavz8/Myew9QpCu7du4efn98jF2A8PELVlcvSD9IPB7Tq\n6mpu3LhBaWmpSQs8mkp1dTXp6ekUFxfL139USsbGxkZ+4K1du5bTp0+zceNGBgwYYNZ+6RMfH8+i\nRYuorq5m9uzZ/PWvfzU4XlFRgZ+fH8XFxfj6+vLNN9/Qp08fgzZtwIPCXHSsgHz16lUsLCyYO3cu\n69evlwPylStXmDJlCmq1mqysLEaMGMH169frjS5ee+01wsPDiYiIYN68eQwcOJD58+c/iVt5YtTU\n1HDz5k1WrlxJXFwc/fr1k7W5ulRHQEBAsxQJlZWVaDQasrOzsba2pqamptmKCX10OfX09HTc3Nxw\ncXFp8h+3/mpIXQDUarWy9hhqFzM0NOnYXHTllFxcXHjuuecavL7+A+/y5cssW7aMkpIS3N3dmT17\nNr/73e/w8vIya990VFdX4+Pjw9GjR3F1dSUkJIQ9e/YYKCgWL17MRx99xIABA+TPcdeuXfz8c20V\nlTbiQWEuTPolaTdFTv39/Y3uj42NJSIiAisrK9zd3fHy8kKtVjNkyBC5jRCCEydOsHv3bgAiIyOJ\njo7ucAHZwsICJycnPD090Wg02NraUlVVRXJyMufOnWP79u389NNPdOrUSTb4DwkJwdvb2yQlR1lZ\nGampqXTt2pWhQ4eiUqnkHOrdu3cpKipCo9E8dqks/UnBoKCgxw7skiRhY2ODjY2NvOJNCEFxcbFs\n7G5paUlmZiYlJSUG2uPmpCx0o+6ysjICAgIafWuwsLDAzs4OKysrkpKS6NGjB7t27aKyspLz589z\n9uzZFgvIarUaLy8vPDw8AIiIiCA2NtYgIKekpPCf//yHIUOGoNVqefbZZxk7dqzBA2bhwoX1zOY7\nMu0mIDdEZmamQdFFV1dXMjMzDdoUFBRgb28vT0IZa9NRcHR0JCoqSt62tLRk8ODBDB48mPnz5yOE\noLS0lAsXLnDu3DlWrFgh55j1pXf6iyD0Hd8eXgknSRLW1tZYW1vL1pD6ions7GyuX79uUCpLN9Gl\n7+/x888/k52d3SKaaP0K3vpSOX3t8cPVy5vq2KZboOLq6oqPj4/Jo+7z58/zl7/8hcmTJ/PDDz/I\nv8MtXVopMzOT3r17y9uurq4kJiY22EalUmFnZ0dBQUF7zA+bjTYVkEeMGEFOTk69/StXrmTChAlG\nzzGWkjGma32Y27dvy1rN4uJi7O3tuXTpUr12jXm5tjd0HhnDhg1j2LBhQO3nl5WVJRv8b9q0iby8\nPLns0/nz52UxvykjSJ0pUZcuXejZsydguPBCo9HIpbKsra25e/cuTk5OBAcHP7bPREPozHo6d+5M\ncHCwQS65U6dO2NvbG3h26JfLys3NlScN9Sfj9JdOa7Va0tLSuH//foP1Hhvq16pVq0hMTGTnzp0N\nviG2FI/7d9UOc8NmpU0F5GPHjjX5HFdXV27fvi1vZ2RkyH/kOpydnSkuLkar1aJSqcjIyCA0NJTv\nvvsOgLfffvuRUqaEhIQO/dSXJIlevXoxceJEJk6cCNSu0oqMjCQrK4uQkBDmzZtHdXV1PYN/UwPo\nw8FPq9Vy/fp1iouLcXJy4v79+yQlJWFtbW2WUln6Czy8vb1xcnIy6TxLS0ucnJwM2utSMiUlJWRk\nZMiThiqViqKiIvr06YOfn5/JwUpXwHfKlCkkJCSY/SFkCqb8XenauLq6otVquXv3rtnfXtobbSog\nPw5hYWFMnTqVxYsXk5WVRVpaGs8//7xBG0mSGDZsGPv37yciIoJt27bJI24hBHv37uXEiRNPovtt\nFhsbG5YsWcKIESPkfffu3ePixYuo1Wo+/vhjeRGFfqrDlEooeXl53Lhxg969e+Pv71/PmlS3iOXW\nrVuPVSpLl+vu1q0bISEhzSpbBWBlZUX37t1lU6TKykquXr1KWVkZTk5O5OTkkJmZ2Wg/79+/z4oV\nK7h48SK7du3Cz8+vWf1qDiEhIaSlpXHr1i169epFTEyMPAejIywsjG3btjFkyBD279/P8OHDlRFy\nI7QblcW3337Ln/70J/Ly8rC3t2fQoEHyCHflypVs2bIFlUrFxx9/zNixYwEYN24cmzdvpmfPnqSn\np8uyt8GDB7Nz506srKw4deoUixcvbjAV0ZiXa3R0NF9++aVsEr5q1SrGjRtX7zqNSYjaI0II8vPz\nUavVsutdRkYGbm5usjY6KCgIOzs7JEmiqKhIHpX5+vqaZGTUlFJZugUe+fn59XLd5iI3N5ebN2/W\nMxtqyLCoqqpK1uVu2LCB6dOns2jRomY/JEzhnXfe4fDhw3Tu3BlPT0+2bt1qkJ6Ji4vjrbfe4tat\nWzg6OuLi4kJubi4bN24kLCyMiooKpk+fzo8//oijoyMxMTHyJGAHpGPJ3h4HU3LS8+fPx8vLi7ff\nftvoNRrzcjVmJ/gwpkiIOgo66Z0uQOsM/rt160ZWVhaffvopQ4YMaZarnLFSWVCbWnB0dMTT09Ok\nyhxNobKyktTUVCRJMrkMl66u4/vvv09ycjJWVlY4Ozvz+uuvM3fuXLP1rSG+//57hg8fjkqlYunS\npQCsXbu2Xrt2vJjDnHQs2dvj0FhOWqvVcuDAAS5cuNBgG13erHv37kycOBG1Wm0QkE3BFAlRR8HC\nwgJvb2+8vb2ZNm0aBQUFhIeH4+rqysSJE9mzZ4/s3atv8O/p6Wmy5Ew/H63VauUKHp6enjx48IBr\n166ZrVSWvkKjqV7OiYmJvPPOO0RGRnLgwAE6depEUVERBQUFTe7H4zBq1Cj5+9DQUPbv398qP7cj\n06EDcmMcO3YMPz8/XF1djR4vLy+XV0uVl5fz/fffs3z58nrtPvvsM7Zv305wcDAffPCBgW8tmCYh\n6qg4ODiwYcMGg4eTEIK7d+/KBv9RUVGkp6fTs2dPWRsdHByMs7PzI0e5+fn5pKWl0bt373pSM/3F\nIfn5+aSnpze5VFZFRQWpqalYWlrWU2g8ivLyct577z2Sk5PZu3cv3t7eBp/Hw78/rcGWLVuYPHmy\n0WOSJDFq1KgG03aNERUVhbOzs+yVvGzZMnr06MGf//znZve7rdGhUxaNMXPmTEJDQ5k3b568Lysr\ni9mzZxMXF0d6ejoTJ04kPT2dqqoq7OzsDApKrly5ktDQUDkwREVFkZ2dzZYtWwx+zr59+/juu+/Y\nvHkzADt27ECtVvPpp58CjefydHQ0CZ4+Oi2yLtWRlJREUVFRPYN/GxsbcnJyyMrKQqVS4evra3IF\nj8cpleXj42OyQkMIwZkzZ1i6dCmzZs3izTffbPFcsSlpu5UrV3L+/HkOHDhg9AHXWNquMTQaDeHh\n4Vy8eJGamhq8vb1Rq9Umf25tBCWH/LSh0WgYP348ycnJBvvPnj1LdHS0PAm5evVqAP72t78BSi7v\ncdFqtaSkpJCYmEhSUhIXL16kuLiYyspK5s6dy5gxY/D19W1W0Hu4womuDp+1tTVubm4ml8oqLy8n\nOjqa1NRU/vWvf+Hp6fnYfTIn27ZtY+PGjRw/ftwkvxFT5kyMMXLkSP75z39y584dNm/e3B7TIyYF\nZPNaaynUIzs7W/7+22+/pX///vXa6EuIKisriYmJISwsTD4+atQoWWsaGhpKRkZGy3e8HaBSqRg4\ncCBz5szhyy+/xNfXlxdeeIEvvviCzp07s3btWoYOHcq4ceOIiooiNjaWrKwsowsaHvUzHBwccHNz\nw8HBAQsLC/z9/fH09KS8vJyUlBTOnj3L5cuX5bp9Wq1WPl8IwalTpxg5ciR9+/bl6NGjrRKMo6Oj\n6dWrF4MGDWLQoEHExcXVaxMfH09UVBS5ubkEBASwZs2aem3Ky8tlRYgubWfsd7wxZs+ezddff83W\nrVuZNWtW02+onaCMkFuY6dOnc+nSJSRJok+fPmzatAkXFxeD1Af8IiGqrq5m1qxZLFu2zOj1Xn75\nZSZPnsy0adPqHWtMgtfRuXPnjrw8W4du0k1XETwpKYmcnBw8PDxkQ6XBgwfTtWvXBvPR9+7d4+rV\nq3Tt2tWoMb2xUlmJiYmcPHmSqqoqiouL2blzJz4+Pi127w9jykjWy8sLjUaDj48PlpaWZGRkcPr0\naezt7eul7QCDEkxNpbKykgEDBlBVVUVaWlqryPpaGSVl0ZZoyVxeYxrnBw8eMGPGDC5cuICTk5NR\nm8SORE1NDdevXzcw+K+srKxn8C9JEidPnqRLly74+voazesbQ1fbbs2aNXh4eGBpaUlycjIzZ85s\nNaMdUwJyY6k0czNv3jzs7e2NjsTbAYrsrS3RmARv27ZtHDlyhOPHjzc4UjMmwRs6dCgLFiww0DiH\nhYUZqBa++uorHBwcuHHjBjExMSxdupRvvvnGfDfXxrCwsMDPzw8/Pz9mzpwJ1ComdAb/n3/+ORcu\nXKCkpISgoCAmTZpE9+7d6datW6PSu9LSUqKiotBoNOzZs8fgwdfEwVGzeZrUPzU1NZw7d459+/a1\nyPXbCkoOuQ0QHx/P2rVrOXToUIMTKw3l8vQ1zp07d5Y1zvrExsYSGRkJwKRJkzh+/HirB4enHWtr\na0JDQ3nrrbeYOXMmDg4O7Nq1iwULFnDr1i2WLFlCaGgor776KqtXr+bo0aMUFhbKn6MQgoSEBEaN\nGkVwcDDx8fH13kLMvax4xIgR9O/fv95XbGws8+fP5+bNm1y6dAkXFxejC59ayxzoypUreHl58fvf\n/95A4tcRUUbIbYCFCxfy4MEDuVpvaGgoGzduNMhD37lzp14ub8yYMezfv1+xSTQzv/nNbzh16pSs\nKx4zZgzwS229c+fOkZCQwLp16ygtLcXHx4fc3FxsbGw4fPgwzz33XKv001Qzrj/+8Y+MHz++3n5T\nDITMQd++fUlPTzf7ddsiSkBuA9y4ccPo/p49e8qTgh4eHly+fLleG3PZJN6+fZsZM2aQk5ODhYUF\nc+bMkYX8On744QcmTJiAu7s7AOHh4UYXyrR1GrLItLCwwMPDAw8PD6ZOnQrUelH89NNPHD58mOXL\nl5u9ZuDjkp2djYuLC2Ca+qchAyEF86IE5HaOuWwSVSoVH3zwAYGBgZSWlhIUFCRLtfT57W9/y5Ej\nR1ruhtoYlpaWBAUFERQU1Co/b/LkyVy7dg14tI+3t7c3Wq0WSZKwsrLi6tWrgOHCJ5VKxWeffcbo\n0aNl9U+/fv1a5T46KkpAbueYyybRxcVFHlF17doVf39/MjMzO6TfxtOM/mTso3y8nZ2djS4i0n/r\nglpHRGPuhAotw9Px/qTQYuiPcvz9/Xnttdfo168fy5cv59ChQwC88cYbFBQU4OXlxYcfftio7Eij\n0fDjjz/y61//ut6xs2fPMnDgQMaOHUtKSkqL3JNC4+h8vKdMmfKku6LQBBQdskKTKCsr48UXX2TZ\nsmWEh4cbHCspKcHCwoIuXboQFxfHokWLSEtLq3eNxjw3hBAsWrSIuLg4bG1t+frrrwkMDGzR+2pv\nNNfHW8HsKDpkBfNSVVXFq6++yuuvv14vGAMGhu7jxo3jzTffJD8/36ha41Flr/7973+TlpZGWloa\niYmJzJ8/X3G/08OURUR79ux55Oj4zJkzBouI/Pz8mmwbq2B+lICsYBJCCN544w38/f1ZvHix0TY5\nOTlyFQy1Wk1NTc1jOXbFxsYyY8YMJEkiNDSU4uJiA1VAR+dp8fFWMD9KQFYwiTNnzrBjxw4GDBgg\nV+NetWoVP//8M1C77HX//v1s2LABlUqFjY0NMTExRhcSNOafa2yFWGZmphKQTcRcPt4KTwAhRFO+\nFBSaTWZmphBCiDt37oiAgABx8uRJg+Pjxo0Tp0+flreHDx8uzp8/b9AmNTVVDBw4UP7q2rWr+Oij\njwzaJCQkiG7duslt/vGPf7TQHbUMe/fuFX379hWSJImkpCSDY6tWrRKenp7Cx8dHxMfHGxyLjIwU\nGzZsEOnp6eL5558XXl5e4uWXXxajR48WQghx8+ZNERAQIAICAkTfvn3FihUrWu2eOjAmxVglILcj\n1Gq1GDBggLh//74oKysTffv2Ff/973+fdLceyd///nexbt06g31z5swRu3fvlrd9fHxEVlZWg9fQ\narWiR48eQqPRGOxPSEgQL730knk73IpcuXJFpKamihdffNEgIKekpIiAgABRUVEh0tPThYeHh9Bq\ntfXO/8Mf/iD27NkjhBBi7ty54osvvmi1vivUw6QYq8je2hE646B3332XJUuWMG3atMfypm1JTPHP\nDQsLY/v27QghOHfuHHZ2do9MVxw/fhxPT0/c3NxatO+tjb+/P76+vvX2x8bGEhERgZWVFe7u7nh5\neaFWqw3aCCE4ceIEkyZNAiAyMpKDBw+2Sr8VHh8lh9zOWL58OSEhIVhbW/PJJ5886e7UoyHPjY0b\nNwK1uehx48YRFxeHl5cXtra2bN269ZHXjImJaVBRoNNF9+zZk/Xr17eLlWaZmZmEhobK27ocuz4F\nBQXY29vLhQ2MtVF4+lACcjujsLCQsrIyqqqqqKio4JlnnnnSXTKgIc8N/bqFkiTx+eefm3S9yspK\nDh06JHv16hMYGMj//vc/WRf9yiuvyLroWbNmceTIEbp37y6X1CosLGTy5MloNBr69OnD3r17jRYU\n3bZtGytWrADg3XfflZ3yHgdTJGwPI8zkT6Lw9NHUh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -561,7 +537,7 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -571,9 +547,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -596,9 +570,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -641,9 +613,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -676,9 +646,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -750,9 +718,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -779,9 +745,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -808,9 +772,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -837,9 +799,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -882,9 +842,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -904,9 +862,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -934,9 +890,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -973,9 +927,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -996,9 +948,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1026,9 +976,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1067,9 +1015,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1090,9 +1036,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1112,9 +1056,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1134,9 +1076,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1171,9 +1111,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1195,23 +1133,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.12-matrix-object.ipynb b/03-numpy/03.12-matrix-object.ipynb index 555c6751..f0cf4873 100644 --- a/03-numpy/03.12-matrix-object.ipynb +++ b/03-numpy/03.12-matrix-object.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -53,9 +51,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -85,9 +81,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -122,9 +116,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -147,9 +139,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -178,9 +168,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -207,7 +195,6 @@ "cell_type": "code", "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -228,23 +215,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.13-general-functions.ipynb b/03-numpy/03.13-general-functions.ipynb index d4b92bc4..2d4ddeb4 100644 --- a/03-numpy/03.13-general-functions.ipynb +++ b/03-numpy/03.13-general-functions.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -97,25 +97,23 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 4.12310563, 5.38516481, 6.70820393])" + "array([ 1.41421356, 5. , 6.70820393])" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "x = np.array([1,2,3])\n", - "y = np.array([4,5,6])\n", + "x = np.array([1,3,3])\n", + "y = np.array([1,4,6])\n", "np.hypot(x,y)" ] }, @@ -153,9 +151,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -182,9 +178,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -212,7 +206,6 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -242,7 +235,6 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -264,9 +256,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -286,9 +276,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -314,17 +302,15 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Miniconda\\lib\\site-packages\\IPython\\kernel\\__main__.py:1: RuntimeWarning: invalid value encountered in divide\n", - " if __name__ == '__main__':\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in true_divide\n", + " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { @@ -333,7 +319,7 @@ "array([ nan])" ] }, - "execution_count": 9, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -358,19 +344,17 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Miniconda\\lib\\site-packages\\IPython\\kernel\\__main__.py:2: RuntimeWarning: divide by zero encountered in divide\n", - " from IPython.kernel.zmq import kernelapp as app\n", - "c:\\Miniconda\\lib\\site-packages\\IPython\\kernel\\__main__.py:2: RuntimeWarning: invalid value encountered in divide\n", - " from IPython.kernel.zmq import kernelapp as app\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: RuntimeWarning: divide by zero encountered in true_divide\n", + " \n", + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in true_divide\n", + " \n" ] }, { @@ -379,7 +363,7 @@ "array([ nan, inf, inf, inf, inf])" ] }, - "execution_count": 10, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -400,9 +384,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -429,9 +411,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -529,23 +509,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.14-vectorizing-functions.ipynb b/03-numpy/03.14-vectorizing-functions.ipynb index 68ade026..6f1f7c9f 100644 --- a/03-numpy/03.14-vectorizing-functions.ipynb +++ b/03-numpy/03.14-vectorizing-functions.ipynb @@ -18,7 +18,7 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -42,9 +42,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -64,9 +62,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -93,9 +89,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "ValueError", @@ -125,9 +119,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -155,14 +147,12 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 6, @@ -171,9 +161,9 @@ }, { "data": { - "image/png": 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RWcMcFw3cAqwbbZtKHa5/r+bpmyN/6CtB1Wkf5W1WjPxzgHxjTKExpgtYCSwb5rjfAL8H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\nIcTp4JLs0c/1DyU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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -198,11 +188,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.15-binary-operators.ipynb b/03-numpy/03.15-binary-operators.ipynb index a827794a..12ffefeb 100644 --- a/03-numpy/03.15-binary-operators.ipynb +++ b/03-numpy/03.15-binary-operators.ipynb @@ -44,9 +44,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -74,9 +72,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -105,9 +101,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -134,9 +128,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -156,9 +148,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -211,9 +201,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -257,9 +245,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -296,9 +282,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -328,9 +312,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -358,9 +340,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -387,9 +367,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -412,23 +390,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.16-universal-functions.ipynb b/03-numpy/03.16-universal-functions.ipynb index 467688c0..b23ff062 100644 --- a/03-numpy/03.16-universal-functions.ipynb +++ b/03-numpy/03.16-universal-functions.ipynb @@ -30,9 +30,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -62,9 +60,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -72,12 +68,20 @@ "['__call__',\n", " '__class__',\n", " '__delattr__',\n", + " '__dir__',\n", " '__doc__',\n", + " '__eq__',\n", " '__format__',\n", + " '__ge__',\n", " '__getattribute__',\n", + " '__gt__',\n", " '__hash__',\n", " '__init__',\n", + " '__init_subclass__',\n", + " '__le__',\n", + " '__lt__',\n", " '__name__',\n", + " '__ne__',\n", " '__new__',\n", " '__reduce__',\n", " '__reduce_ex__',\n", @@ -147,9 +151,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -178,9 +180,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -209,9 +209,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -238,9 +236,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -269,9 +265,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -293,9 +287,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -340,9 +332,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -364,9 +354,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -388,9 +376,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -412,9 +398,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -459,9 +443,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -507,9 +489,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -540,9 +520,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -564,23 +542,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.17-choose.ipynb b/03-numpy/03.17-choose.ipynb index be5351f0..678d891f 100644 --- a/03-numpy/03.17-choose.ipynb +++ b/03-numpy/03.17-choose.ipynb @@ -28,9 +28,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -65,9 +63,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -108,9 +104,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -136,9 +130,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -167,9 +159,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -199,9 +189,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -223,23 +211,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.18-array-broadcasting.ipynb b/03-numpy/03.18-array-broadcasting.ipynb index 07196f89..26d47e85 100644 --- a/03-numpy/03.18-array-broadcasting.ipynb +++ b/03-numpy/03.18-array-broadcasting.ipynb @@ -28,9 +28,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -68,9 +66,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -106,9 +102,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -133,9 +127,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -155,9 +147,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -206,9 +196,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -229,9 +217,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -251,9 +237,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "ValueError", @@ -281,9 +265,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -335,9 +317,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -357,9 +337,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -386,9 +364,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "radius = np.sqrt(x ** 2 + y ** 2)" @@ -397,9 +373,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -432,23 +406,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.19-reading-and-writing-arrays.ipynb b/03-numpy/03.19-reading-and-writing-arrays.ipynb index 509c473d..b974af88 100644 --- a/03-numpy/03.19-reading-and-writing-arrays.ipynb +++ b/03-numpy/03.19-reading-and-writing-arrays.ipynb @@ -42,9 +42,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -90,9 +88,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -119,10 +115,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -131,7 +125,7 @@ " [ 6.1, 3.1, 4.2, 2.3, 1.8]])" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -150,10 +144,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -180,10 +172,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { @@ -192,7 +182,7 @@ " [ 6.1, 3.1, 4.2, 2.3, 1.8]])" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -226,9 +216,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -248,9 +236,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -299,9 +285,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -323,9 +307,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -360,9 +342,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -388,20 +368,21 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "array([[datetime.datetime(2010, 1, 1, 0, 0), 2.3, 3.2],\n", - " [datetime.datetime(2011, 1, 1, 0, 0), 6.1, 3.1]], dtype=object)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "ename": "TypeError", + "evalue": "strptime() argument 1 must be str, not bytes", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 8\u001b[0m converters={0:date_converter, #第一列使用自定义转换方法\n\u001b[0;32m 9\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;31m#第二第三使用浮点数转换\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m 2:float})\n\u001b[0m\u001b[0;32m 11\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\npyio.py\u001b[0m in \u001b[0;36mloadtxt\u001b[1;34m(fname, dtype, comments, delimiter, converters, skiprows, usecols, unpack, ndmin)\u001b[0m\n\u001b[0;32m 1022\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1023\u001b[0m \u001b[1;31m# Convert each value according to its column and store\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1024\u001b[1;33m \u001b[0mitems\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mconv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mconv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconverters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvals\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1025\u001b[0m \u001b[1;31m# Then pack it according to the dtype's nesting\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1026\u001b[0m \u001b[0mitems\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpack_items\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpacking\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\npyio.py\u001b[0m in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 1022\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1023\u001b[0m \u001b[1;31m# Convert each value according to its column and store\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1024\u001b[1;33m \u001b[0mitems\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mconv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mconv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconverters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvals\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1025\u001b[0m \u001b[1;31m# Then pack it according to the dtype's nesting\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1026\u001b[0m \u001b[0mitems\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpack_items\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpacking\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mdate_converter\u001b[1;34m(s)\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mdate_converter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrptime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"%Y-%m-%d\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m data = np.loadtxt('myfile.txt',\n", + "\u001b[1;31mTypeError\u001b[0m: strptime() argument 1 must be str, not bytes" + ] } ], "source": [ @@ -430,7 +411,7 @@ "cell_type": "code", "execution_count": 14, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -486,7 +467,7 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -499,9 +480,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -542,9 +521,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -585,9 +562,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -628,9 +603,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -724,7 +697,7 @@ "cell_type": "code", "execution_count": 24, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -737,9 +710,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -767,10 +738,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -786,7 +755,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": { "collapsed": true }, @@ -804,7 +773,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 17, "metadata": { "collapsed": true }, @@ -822,18 +791,16 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "260000L" + "250000" ] }, - "execution_count": 29, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -852,9 +819,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 19, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -870,18 +837,16 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "80080L" + "80080" ] }, - "execution_count": 31, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -899,7 +864,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 21, "metadata": { "collapsed": true }, @@ -947,7 +912,7 @@ "cell_type": "code", "execution_count": 34, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -965,7 +930,6 @@ "cell_type": "code", "execution_count": 35, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -998,7 +962,7 @@ "cell_type": "code", "execution_count": 36, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -1015,9 +979,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1037,9 +999,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1060,9 +1020,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1090,7 +1048,7 @@ "cell_type": "code", "execution_count": 40, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -1135,9 +1093,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1165,9 +1121,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1215,9 +1169,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1245,9 +1197,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1287,23 +1237,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.20-structured-arrays.ipynb b/03-numpy/03.20-structured-arrays.ipynb index cc2607a4..46ffef00 100644 --- a/03-numpy/03.20-structured-arrays.ipynb +++ b/03-numpy/03.20-structured-arrays.ipynb @@ -65,9 +65,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -119,9 +117,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -153,9 +149,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -181,9 +175,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -210,9 +202,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -239,9 +229,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -269,7 +257,6 @@ "cell_type": "code", "execution_count": 10, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -296,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -314,10 +301,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { @@ -325,7 +310,7 @@ "22" ] }, - "execution_count": 12, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -334,6 +319,28 @@ "person_dtype.itemsize" ] }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " size is 28 \n", + " size is 24 \n" + ] + } + ], + "source": [ + "import sys\n", + "f=int(100)\n", + "b=float(1.1)\n", + "print(\" %s size is %d \"%(type(f),sys.getsizeof(f)))\n", + "print(\" %s size is %d \"%(type(b),sys.getsizeof(b)))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -363,7 +370,7 @@ "cell_type": "code", "execution_count": 14, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -401,9 +408,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -425,9 +430,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -461,9 +464,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -491,9 +492,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -528,7 +527,6 @@ "cell_type": "code", "execution_count": 21, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -577,9 +575,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -632,7 +628,7 @@ "cell_type": "code", "execution_count": 25, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -647,9 +643,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -677,9 +671,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -760,9 +752,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -801,9 +791,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -833,7 +821,6 @@ "cell_type": "code", "execution_count": 33, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -873,23 +860,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.21-record-arrays.ipynb b/03-numpy/03.21-record-arrays.ipynb index fa56d74d..1adfaf66 100644 --- a/03-numpy/03.21-record-arrays.ipynb +++ b/03-numpy/03.21-record-arrays.ipynb @@ -68,9 +68,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -98,9 +96,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -127,9 +123,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -193,9 +187,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -215,9 +207,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -244,9 +234,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -266,23 +254,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.22-memory-maps.ipynb b/03-numpy/03.22-memory-maps.ipynb index 29b4ffb0..8a4cc881 100644 --- a/03-numpy/03.22-memory-maps.ipynb +++ b/03-numpy/03.22-memory-maps.ipynb @@ -55,23 +55,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/03-numpy/03.23-from-matlab-to-numpy.ipynb b/03-numpy/03.23-from-matlab-to-numpy.ipynb index 30df3678..4c1d6625 100644 --- a/03-numpy/03.23-from-matlab-to-numpy.ipynb +++ b/03-numpy/03.23-from-matlab-to-numpy.ipynb @@ -129,9 +129,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -152,9 +150,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -182,9 +178,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -212,9 +206,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -356,23 +348,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.02-interpolation-with-scipy.ipynb b/04-scipy/04.02-interpolation-with-scipy.ipynb index 4aff2faf..68600ee0 100644 --- a/04-scipy/04.02-interpolation-with-scipy.ipynb +++ b/04-scipy/04.02-interpolation-with-scipy.ipynb @@ -42,20 +42,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "从文本中读入数据,数据来自 http://kinetics.nist.gov/janaf/html/C-067.txt ,保存为结构体数组:" + "从文本中读入数据,数据来自 http://kinetics.nist.gov/janaf/html/C-067.txt ,保存为结构体数组:\n", + "\n", + "新版本的scipy需Replace skiprows=1 with skip_header=1" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "data = np.genfromtxt(\"JANAF_CH4.txt\", \n", " delimiter=\"\\t\", # TAB 分隔\n", - " skiprows=1, # 忽略首行\n", + " skip_header=1, # 忽略首行\n", " names=True, # 读入属性\n", " missing_values=\"INFINITE\", # 缺失值\n", " filling_values=np.inf) # 填充缺失值" @@ -70,10 +70,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -92,8 +90,8 @@ ], "source": [ "for row in data[:7]:\n", - " print \"{}\\t{}\".format(row['TK'], row['Cp'])\n", - "print \"...\\t...\"" + " print(\"{}\\t{}\".format(row['TK'], row['Cp']))\n", + "print(\"...\\t...\")" ] }, { @@ -105,16 +103,14 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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NdFXMukteEapdXrjFUhjjHTdx68SsfrjFYt0gu3p9LOMmbp2YtYaSQFUckqJodSq6alus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\nZmaWKwcWMzPLlQOLmZnl6n8BKYzjzfpoiFsAAAAASUVORK5CYII=\n", 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UdhIoLPCcP38+1113HbNnz2bUqFFcffXVPPDAA+vHdArdamZmVp2Oa+GUtmAg\nm4H2+OOPM2nSJADmz5/Pxz72Ma644go222wzFi5cSHd3N2eeeSYXX3wxd9xxRyuKbmY2rHVcwKm0\nRc3kyZP7THV+8803eeeddzj77LP7TAw488wz+Y//+I9WFd/MbNjquIDT3906i3cSkOQFnmZmDdRx\nAQcqb1HT09PDN7/5TUaNGsXIkSP7BCcHHTOz+nRkwCm3RU1x19rChQu56aab+ozp+F43Zmb16bhZ\nasV36yx0o02aNIlTTjllg92fC4Fm+vTpXuBpZlanjgs4/d2tszSoeCcBM7PG8U4DZmZWVkftNCBp\nM0n3SfqVpIclfS2l7yHpXkkrJM2TtEmry2pmZv3LdcAB3gCOiIgPA+OA4yQdBFwIfCMixgIvA6e1\nsIxmZlaFXAecyLyaDjdOjwCOAK5P6dcAJ7egeGZmVoPcTxqQNAJYAvwJ8G/A48ArEbEuZVkN7Fzh\ns1OBqenwDUnLhri4rbId8EKrCzGEXL/hzfUbvvZq5MlyH3Ai4m1gnKStgBuBD5TLVuGzc4A5AJJ6\nGzn4lSftXDdw/YY712/4ktTQmVa57lIrFhGvAHcBBwFbSSoEy12AZ1pVLjMzq06uA46kMallg6TN\ngaOAR4Ee4OMp2xTg5taU0MzMqpX3LrUdgWvSOM5GwPyIWCjpEWCupPOBB4CrqjjXnCEsZ6u1c93A\n9RvuXL/hq6F165iFn2Zm1lq57lIzM7P24YBjZmZN0fYBR9JxkpZLWinpnFaXp1qSrpa0pnjtkKRt\nJN2etvS5XdLWKV2SvpXq+KCk/Ys+MyXlXyFpSivqUkrSrpJ6JD2atiz6Ykpvl/rVtCWTpE3T8cr0\n/u5F5zo3pS+XdGxralSepBGSHpC0MB23Tf0krZL0kKSlhanB7fL7CSBpK0nXS3os/T/8SFPqFxFt\n+wBGkC0U3RPYBPgVsE+ry1Vl2Q8D9geWFaXNAs5Jr88BLkyvJwD/CYhs2vi9KX0b4Nfpeev0eusc\n1G1HYP/0+r3AfwP7tFH9BLwnvd4YuDeVez4wOaVfDkxLrz8HXJ5eTwbmpdf7pN/ZTYE90u/yiFbX\nr6ieZwI/ARam47apH7AK2K4krS1+P1PZrgFOT683AbZqRv1aXvEh/qF+BLi16Phc4NxWl6uG8u9O\n34CzHNgxvd4RWJ5eXwGcWpoPOBW4oii9T768PMimtR/djvUDRgH3A39Kthp9ZEpf/7sJ3Ap8JL0e\nmfKp9Pe1OF+rH2Tr3+4k22ZqYSpvO9VvFRsGnLb4/QS2AJ4gTRprZv3avUttZ+DpouOK2+AMEztE\nxLMA6Xn7lF6pnrmvf+pe2Y9lA6n8AAAF2klEQVSsFdA29UvdTUuBNcDt9L8l0/p6pPd/C2xLjusH\nXAZMB95Jx9vSXvUL4DZJS5RtkQXt8/u5J7AW+H7qEr1S0miaUL92Dzgqk9aO88Ar1TPX9Zf0HuAG\n4EsR8bv+spZJy3X9IuLtiBhH1hI4kP63ZBpW9ZP0UWBNRCwpTi6TdVjWLzk4IvYHjgc+L+mwfvIO\nt/qNJOuunx0R+wGvkXWhVdKw+rV7wFkN7Fp0PNy3wXle0o4A6XlNSq9Uz9zWX9LGZMHmxxGxICW3\nTf0KorotmdbXI72/JfAS+a3fwcCJklYBc8m61S6jfepHRDyTnteQ7eF4IO3z+7kaWB0R96bj68kC\n0JDXr90DzmJgbJo9swnZgOUtLS5TPW4h28oH+m7pcwvwqTSb5CDgt6lJfCtwjKSt04yTY1JaS0kS\n2e4Qj0bEpUVvtUv9at2SqbjeHwcWRdYpfgswOc3y2gMYC9zXnFpUFhHnRsQuEbE72f+pRRHxSdqk\nfpJGS3pv4TXZ79Uy2uT3MyKeA56WVNgJ+kjgEZpRv1YPYDVhgGwC2Syox4GvtLo8NZT7WuBZ4C2y\nvyROI+v3vhNYkZ63SXnFu7dueAjoKjrPZ4CV6fHpVtcrlekQsqb3g8DS9JjQRvX7X2RbLj1I9kV1\nXkrfk+wLdSVwHbBpSt8sHa9M7+9ZdK6vpHovB45vdd3K1PVw3p2l1hb1S/X4VXo8XPjeaJffz1Su\ncUBv+h29iWyW2ZDXz1vbmJlZU7R7l5qZmeWEA46ZmTWFA46ZmTWFA46ZmTWFA46ZmTWFA461NUnb\nph1/l0p6TtJvio43aXX5ypH0GUl/NITnHy3pLkkbSfqTtAVP4b3PSlosaUtJlw2wwt6sJnm/xbRZ\nXSLiRbI1B0j6KvBqRFzc0kJlZRkREW9XePszZBt+PlfD+UbGu/uYDeR04LqIeCdbg7v+HJ8GPgsc\nERG/lfRt4DvA3dWWw6w/buFYx0r38rgvtXa+m/7iHynpFUkXSbpf0q2S/lTS/5X0a0kT0mdPl3Rj\nen+5pH+s8rznS7oPOFDS11JrYpmky9NK7r8kC5DzCq0wSauLdi44SNId6fX5kq6QdDvZRowjJV2a\nrv2gpNMrVP2TvLuKvFDmTwB/DxwTES8BRMTjwI6SxjT0B28dywHHOpKkfYGPAX8W2SabI8m2aYFs\nr6/bItu88U3gq2Tbf0wEZhad5sD0mf2BT0gaV8V574+IAyPiF8A3I2I88KH03nERMY9s54W/jIhx\nEfHmAFXZDzghIv4amEq2qeaBwHiyTSd3K6n3ZsAuEbG6KHlP4FKyYLOGvh4A/myAMphVxV1q1qmO\nIvtS7k3dSpvz7lbrr0fE7en1Q2R7R62T9BDZPYoKbo2IlwEk3US2Zc/Ifs77JtlGkAVHSjqbbOuX\n7YAlZDe6qsXNEfE/6fUxwAckFQe4scBTRfm3J9s4s9jzwO+BvwC+XfLeGmCnGstkVpYDjnUqAVdH\nxIw+idluxsWtineAN4peF/+fKd0XqrBle6Xzvh6FzamkUWTjI/tHxG8knU8WeMpZx7u9EaV5Xiup\n0+ci4s4K5wF4vcI5jgfukbQmtbIKNkufMaubu9SsU90BTJK0HayfzbbbAJ8pdYyye8OPAk4Cfl7D\neTcnC2AvpJ2J/6Lovd+T3Xq7YBVwQHpdnK/UrcDnUnBD0l7KdqteLyLWApuVztCLiOeB44CLJB1V\n9Nb7yTYgNaubWzjWkSLiIUlfA+6QtBHZrtyfpbb7ldwD/AT4Y+BHEbEUoJrzRsSLkq4h+zJ/kuyO\npwXfB66U9DrZONFXge9Jeo7+t++/AtgNWJq689aQBcJSd5KNy9xVUqbHJZ0M/FTSSWTdibuTjeOY\n1c27RZsNQpoBtm9EfKnVZamVpPFkXW+fHiDfRGCfiPhac0pm7c5damYdJiIWk43XDPT/X8A3mlAk\n6xBu4ZiZWVO4hWNmZk3hgGNmZk3hgGNmZk3hgGNmZk3hgGNmZk3x/wEH718z4mWGwQAAAABJRU5E\nrkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -149,10 +145,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "from scipy.interpolate import interp1d" @@ -160,10 +154,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ "ch4_cp = interp1d(data['TK'], data['Cp'])" @@ -180,10 +172,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { @@ -191,7 +181,7 @@ "array(39.565144000000004)" ] }, - "execution_count": 8, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -209,10 +199,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { @@ -220,7 +208,7 @@ "array([ 10.71, 36.71])" ] }, - "execution_count": 9, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -238,10 +226,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "ename": "ValueError", @@ -250,10 +236,10 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mch4_cp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m8752\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32md:\\Miniconda\\lib\\site-packages\\scipy\\interpolate\\polyint.pyc\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 77\u001b[0m \"\"\"\n\u001b[0;32m 78\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_shape\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_prepare_x\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 79\u001b[1;33m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_evaluate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 80\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_finish_y\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_shape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 81\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32md:\\Miniconda\\lib\\site-packages\\scipy\\interpolate\\interpolate.pyc\u001b[0m in \u001b[0;36m_evaluate\u001b[1;34m(self, x_new)\u001b[0m\n\u001b[0;32m 496\u001b[0m \u001b[1;31m# The behavior is set by the bounds_error variable.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 497\u001b[0m \u001b[0mx_new\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 498\u001b[1;33m \u001b[0mout_of_bounds\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_check_bounds\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 499\u001b[0m \u001b[0my_new\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_new\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 500\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my_new\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32md:\\Miniconda\\lib\\site-packages\\scipy\\interpolate\\interpolate.pyc\u001b[0m in \u001b[0;36m_check_bounds\u001b[1;34m(self, x_new)\u001b[0m\n\u001b[0;32m 526\u001b[0m \"range.\")\n\u001b[0;32m 527\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbounds_error\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mabove_bounds\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 528\u001b[1;33m raise ValueError(\"A value in x_new is above the interpolation \"\n\u001b[0m\u001b[0;32m 529\u001b[0m \"range.\")\n\u001b[0;32m 530\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mch4_cp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m8752\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\interpolate\\polyint.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 77\u001b[0m \"\"\"\n\u001b[0;32m 78\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_shape\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_prepare_x\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 79\u001b[1;33m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_evaluate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 80\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_finish_y\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_shape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 81\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\interpolate\\interpolate.py\u001b[0m in \u001b[0;36m_evaluate\u001b[1;34m(self, x_new)\u001b[0m\n\u001b[0;32m 608\u001b[0m \u001b[0my_new\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_new\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 609\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_extrapolate\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 610\u001b[1;33m \u001b[0mbelow_bounds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mabove_bounds\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_check_bounds\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 611\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my_new\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 612\u001b[0m \u001b[1;31m# Note fill_value must be broadcast up to the proper size\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\interpolate\\interpolate.py\u001b[0m in \u001b[0;36m_check_bounds\u001b[1;34m(self, x_new)\u001b[0m\n\u001b[0;32m 640\u001b[0m \"range.\")\n\u001b[0;32m 641\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbounds_error\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mabove_bounds\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 642\u001b[1;33m raise ValueError(\"A value in x_new is above the interpolation \"\n\u001b[0m\u001b[0;32m 643\u001b[0m \"range.\")\n\u001b[0;32m 644\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: A value in x_new is above the interpolation range." ] } @@ -271,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -290,10 +276,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -301,7 +285,7 @@ "array(nan)" ] }, - "execution_count": 12, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -319,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 21, "metadata": { "collapsed": true }, @@ -331,10 +315,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { @@ -342,7 +324,7 @@ "array(-999.25)" ] }, - "execution_count": 14, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -374,17 +356,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 23, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -429,16 +410,14 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -460,16 +439,14 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -491,16 +468,14 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -522,16 +497,14 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -555,21 +528,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "四次多项式插值:" + "四次多项式插值: only got for odd now,so kind=5" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -577,7 +548,7 @@ } ], "source": [ - "cp_ch4 = interp1d(data['TK'], data['Cp'], kind=4)\n", + "cp_ch4 = interp1d(data['TK'], data['Cp'], kind=5)\n", "p = plt.plot(T, cp_ch4(T), \"k+\")\n", "p = plt.plot(data['TK'][1:7], data['Cp'][1:7], 'ro', markersize=8)" ] @@ -635,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 33, "metadata": { "collapsed": true }, @@ -655,17 +626,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 34, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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ylFUK1HvvwYoVcNppsZMUFhVySVddLfKTgNXu/qa7VwDjgSHVjhkOTHT3dQDurqXx5VNm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\nYv6Xv6i/UQpL167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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -686,16 +656,14 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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LTjbbLHZEpWXBAjj00LAfzuDBSuKlTIlcGqRnT1i0KAx8jhsHm24aO6LSsHhx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\nJJwSuYhIwv0/gG56R7Cwt98AAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -716,16 +684,14 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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PhNtuC4sNieQ6dzjrrPDJc9AgfQItTyomBLUEZrv7XHdfAwwGTirrtaqYMe+t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\n9/9saTRo/aYs3AAAAABJRU5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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -759,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 37, "metadata": { "collapsed": true }, @@ -777,16 +743,14 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -808,16 +772,14 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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mnruBF8zsUkLDQKP69Z4EADO/ZeTKldC1KxucK1ksru+++2oEkIhIFeIWAJxz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\nwgAAAABJRU5ErkJggg==\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -839,16 +801,14 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 41, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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0os8Vc+ZwI8BFF8H558ddjYgkiII+ZkEQsI8Zn552Gh8ArSZPxsw0ZSMiWaOpm5gFQUBQ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\n1+1u0xRtOdMXd9/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -877,7 +837,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 42, "metadata": { "collapsed": true }, @@ -895,10 +855,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 43, + "metadata": {}, "outputs": [], "source": [ "x, y = np.mgrid[-np.pi/2:np.pi/2:5j, -np.pi/2:np.pi/2:5j]\n", @@ -907,26 +865,24 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 46, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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hbN261f76xRdfxNDQUOT9CAqL1ZBwiqxG5b+Lqi1qJ4zsS0rwqdVq9q5S5XIZ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\n8fEKn8ltB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CFhcXMTExgVAoZPj2hoXeoSNSrdPyTiUT9urqLomA3UvsZTHbDfUqgBbqNgYSKqEWu+ob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\nhUIxaTCE3W5Ha2sr7HY7XC4XL1no7++HzWbDI488A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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -948,7 +904,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 47, "metadata": { "collapsed": true }, @@ -959,26 +915,24 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 48, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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WHVHIsatzq66uLnn+FKKebiYKtX+33XYbt9xyCz5k6j6ICLk+SKQyggjTnsAa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gINL4JHUcN4OMqZjsgXB7UGBAW+gRIjI8c9T8GxBlB+GLjlRpwcgKx5F0zpIPAOnKoK+VtC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\nDWPjxo0AZGdn07hxY1ECIKjGjh07aNOmDdnZ2dx9990MH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OA9vPmaYoTKSTFFoW3Xtt6hoTuQyFSh1cF7pCOeYMFdvzaLg7X085BWa0dnU2\nikIcy8IA4ktZgGLozCQTbDZaCAHT2RSzvovrR5QiCKOIrUaDxXSCjKqghCEJq4knwBJgb0u2Dkwr\nEImILQEJQydvGKRMEwWFyDRRPA//9m3qa2tY16/zxgc/SHZxkanv/E6W3vMezH36ys9av3T3MIl+\nZy583+frX/86c3NzncD/uLLbHQs17JXyR2VcZXZc93s/Cd8v6SO+bm+sXfzv+At5fGytr69TqVS4\nfPkym5ubcpTtMZEyO0YcZyHXcTgNmT3K/odh2MmDPa7swenI7H5TuWq1GsVika2tLWZnZ7ly5cqe\nb5YHMcrKrLK9MCkmfn4KhQJRFLG0tMRb3vKWgVVnDhrxumPhx2uvsfG7v4vzp3/KtbU1IlVFKAqB\n4xDqOklNwWm1aIh2VTSlq0wT4Uch6Dor5yZRohBV03BaLYRjcyGhI5JJEBGmZ+GKEFp1LiYgMkyi\nRJogDEgpEcWqhS12Pg8qMDM9QWGrTtQj8+d0yKZ0TCNJo96kUL9zfJabNuXtn9PAiglC1VlzPJyo\nfTvW9qbShs5kKoEfhFhegJ4wUKOISc8nJyK8KGKrWmvfZyCrKbQMA8/3ydo2CdNg/eWXaXzrW6x/\n5COk5+aY/q7vYvbv/l3MBx7Y9ZifJZk9iFgmJicn9wz87xaRWq3G2trarlPM/fp1h71Aa5we55hx\nOz5iTpJkcFjZtW2bb37zm3z605/m1q1bXLt2jR/8wR9kZmaG+++/v/PnO77jO7h8+fKhtv2Zz3yG\n9773vYRhyLvf/W7e97737fj9zZs3+fEf/3Gq1SphGPKBD3yAt7/97ce6n2cJKbNnnFGOlI05DZk9\niH59sA8//PCJprOMsnoJd8bZduM4TqdymclkWFpa4pFHHjnxczvqymwYhtRqNQqFApVKhdnZ2b59\nysNGURQMTcP5yEdwf+/38AsFAsdBVRRCTaNq26iqSsbQSIsQXzNJpXVMx0ZEIETEevywBQE4Vc4l\n4Y3ugnoYoLhN5hJwozca2fWYCTzcACrbL9ecAhldIZFOYiQTEHlUGzXoU8zOadCwAqywCUDe0JjM\nphCqwlbTwfcDlvMGW62QW14IBCjAYgJ0FTZ9BScQuH6ApgaoAhDt13S96eGEAhsgcJlMaCSzWSpb\ndexQoIQ+UxM5cD3sWp0EYCYMfBHRWFvD/tjHWP3Yx8guL3Pu+7+f6Z/7ObRUauxk5aD+7sOslO9u\nYSiXy7uqbv36dU86TGJchn7cLQwzlqtbdt/xjnfwjne8A4C3ve1tPP/889TrdW7cuMGNGze4fv06\nt2/fPpTMhmHIe97zHj772c+QAMZIAAAgAElEQVSysrLCM888wzvf+U6uXr3aucw//+f/nB/6oR/i\np3/6p3nppZd4+9vfzo0bN4ZyP0eJlNkzSCywlmWhqmrnDXBUWbCGYWDb9tC304/eD8Zms9npgx30\nCNbTqsz2JiwsLS3xzDPPDPSNc1SVWdd1sSyLr33ta2SzWVZWVgYi48fal+eeo/wv/wXeN17EdR1a\ntk3geqQ0iLJpDAHTHqBENDQdyw7Ab1vqxFSW8rYsxqQVUDMJNl2fpBYR3yNTg0iF2306RlYyUGjt\n9NRAQM0XLIc2xXW787uUAhMJSGQziDBC03VubjZ23J7th9iVttheSEMAmL5HWoF46aIANrelOqUK\n7stAmM6ztlkn9vJm1UYB5iYz0GpR8qHqhmhujfmpLGm7iRJBq9HAiSCdTpA2NGo1C3DJ53NoVhMr\niDCjkPJ/+C2q//G3yT7xJPyNv4Fy333HecpOhaMsVuzHQYuHevt1a7VaZ3EagGmafWX3bhwmMc4C\nPupF0PFnn6IoTE5O8tRTT/HUU08d6Tb+4i/+gsuXL3Px4kUAfviHf5hPfvKTO2RWURTq9ToAtVqN\npaWlwd2JU0TK7Bmiu4VACMGLL77Igw8+eOxTzcfFMIzOwT5KYrmMoojV1VXW1tYwTZOlpSUuXbo0\n8L6rUcqsEIJms0m5XObP/uzP9kxYGBTDrMxGUcTm5iaFQgHP81BVlStXrpzKGMbI83B/5V/T/OQf\n4hRX8Vst3GQCIwzIRx72VI5ypQG1dp9r5lyWWr1FMvTIJUFNJoiSSbx6jWkNAgX8SCGRT1NvuVhN\nl27tmcqbVOwA34nIKGDqoOsqummSDBwCM8lyRif0XFzXp+m2h3zlMxqF2s7nIxJQcWA+6dBqhbg+\nnDMgn2xLa9kGK4C8Cflsms2t7eVj2+J6LmuSziapWz5Wy2FpJkul3KLYiqBVJ2FqTOcN6i2fuh0i\ngPVqC01VOD+XxlA0GlWLZqVJc3ufzk2k0B2PpuViAQlNYUIX1OsNQiCbSxOoCrVKlXw2jf8Xf4by\n539G5d/9O/zv/E6yP//z6H1yZc8SJ5XZgzioDcb3/U6/t2VZncquvz0Fbq/JaeMouuMaJwajH5gQ\n5wif5HkuFAqcP3++8++VlRX+/M//fMdl3v/+9/M93/M9/Nqv/RqtVos/+ZM/Ofb2zhJSZk+Z/RZy\nJRKJUzndfxptBvFj8PzzzxNFEYuLi3zbt33bkftgj8IoTsVblkWxWGR9fZ1MJoNpmrz1rW8d+gfT\nMG6/0WhQKBQolUrMzMzw4IMPksvleOmll0Ye5h4+92Xcf/2vaH3lKzQqNcyETmCaOIpCUG8hcika\niSR64DM7O0FIhB+G1CpNiNqZrZ6mkFRdytWdvQKTkwrrlRZRT1FpZibJWsnpVFYjAY4PGUMhFIK1\nFtDaWa6dTrUrp7oQnF9I40fQbHo0rQAVWJmC1cqdY9Dy239irixmCVWVVmt3hFy96VFveqxMwsRE\nCsNt0r3TnheyVmrf9lwakhpoCtRagvJGu0dYV2EmBw0bvADKtfYZmck0aJpBteHjhpDLJJgxFFTH\nQsnmyaZAES4YSYSq4d18ncpHbtD8g0+QfeQRMv/oH2G87b859PM5SoYts/vRvTjtoGESjuPQaDTY\n3NzsTFF77rnn+vbrntVhEuOYZBATBMFIZbZcLjM9PX2i2+hXCe/9LPjYxz7Gu971Ln72Z3+WL33p\nS/zoj/4oL7744pk8fo7CeB5lY85hR8qeVu/qqLbb2wcLcPHiRebn54e+bRjeYoreHNV4AZQQguef\nf36sKiy+77O6ukqxWMQ0TZaXl3nooYd2vPH1LgAbJuGnP4X/b/8Nzuuv44UBimORyiaoNlqETZvM\nVAaRgZZlo7jtU/y24xDobWGLMVM6oaFTrrflUwEMDfI5qFgRaQPQVNB0CDyyOSiWnV1trlNTJlbL\nw7V2fymanTap1AOCIAI7gvqdYK7ZnMmE3hbU6TRsWTuva5gqM+mI4mqz83+TKchmVZq+QbXqkk9C\n1oByFWh3wqKpMJcHJ4Dy9m3mkir5TJLKpkXCVJjJa2zWAoIIggjWGqAqMJtty7ntghpBWvVJp0HT\nVGoNlzrtKvOU8Gn5KlEQkjBtMkqE5UIybaL5Ds5Xvkz0Yz+Ced8FjL/9UyR+5EeO/kQPkdOU2YPY\na4xrEAS88MILPPXUU7six3rD/vulMJxWZXecZXbU8ZSDiOVaWVnh1q1bnX/fvn17VxvBb//2b/OZ\nz3wGgG//9m/HcRxKpdLYpyiM51E2hhwnicA0zZGG+o9qu3v1wb7yyitjG2oei3mhUKDZbDI/P8/j\njz++480wfv7POkIIyuUyt2/fxrKsvhPGuhl6f64QiA//Jt6HPkRYuI2TMLHLDcIIzEmT0G2SSadw\nazah16J8x/8wk+AqoBgmsxkFI3RRNbC9gFBVSWUNQjfA9wXZcyk2N2zuvBojwGNqGjY32xO8FFXB\nSGrohkou4eH5HpO57UuGYAUqTStidinBesGlX8tgPg1K4LHR1R47YcLEBAilXSG17YjN6s7rNW1o\n2hHgcvm+CRTXoVwNgDvHVBjBxnaH0PyUwkRSUNqI2Npsm63jCRwvwNRhdhq2GgquK4gEeKrO9JSB\nKhQcK6TWiCvWEbmsjqIbWFWbctlG12DiXBJ7y8EVkMwlwTTYKjdImxCJAO+lV0i972eJ/tW/xPyR\n/xH1f/mHKEM803JYzrLM7kUcb3XQ4rTuVfKxpMT5p/EwiX5V3ZMuTtuLcZfZUX4exWe8TsIzzzzD\ntWvXuH79OsvLy3z84x/nox/96I7LXLhwgc997nO8613v4uWXX8ZxnLsi23Y8j7Ix4SQjZaEtlaex\nEGsYp989z+vkwRqGwfLy8q4+WMMwRrogaxC0Wi0KhUJHzM+fP7/noIb98ljPAt33ZXJykgceeIB8\nPn/gsTq0+xVF6P/mX+D9/u8TFVYRukHDj9B1QWZ+gpYf0ihtm6vu4s9kCL2Q6QUDI/IRocdWQ0Hx\nQrA9XEDNQMVXCby2qML2NK8Z2NzY/VqbnIbNrTv/FpHAswJys7BRArHL4SMeWIBm1eW+WRBmEtsR\nVKsuXgAz82msqovv7nx9eV5bmBdnwa7CVK5dYS1ZJs3GnS+WZkJlYUpj6412rJaiwPIs+BFslO/c\n3tJiErfsUKqAacLMdLuCG59w8QMolUBTBRdXDPBVausu9e0oMEWBqZU8rY06ngeNZgAE5BdyRLaP\nU3Molx0SpkIuZ6BZDmrkMDWtIhI58ELUyMMV4JY3SX7wNzD/j/9E8nu+C/63D0CfftJRMc4yexD7\nRULFw3Vi0e3NaAb27Nc9rtQFQSB7Zg/JIDJmdV3n13/91/ne7/1ewjDkJ37iJ3j00Uf5hV/4Bd78\n5jfzzne+k1/+5V/mJ3/yJ/nVX/1VFEXhwx/+8FidLdwLKbNDoHchFxxvIpdpmtRqtWHs4r4M6sDu\nlwe7Xx+sruunkm971A+3+NT76uoquq4PbYHaKOhuiVBVte+XjIMYeGU2DDF+5RdRPvl/4WzWCbZq\nhBMmfiQwwhDRalLzdPxWQDYHhgENPUm4ZUEg8OsOypzJVlUgwjv7lZxOUGv4hP7OfU2vZNi83drx\nf4oCuaUcpcLOdAGAmTkob9K36jq7CBur7Z+tJrS7c9vTwe4/D1FgkZ2GShWsHnc+Pw+l9fbPjRpQ\nAxWP5bkEhhnguiFhK6K6dmf/hYCtzfbP02nITYASQnn1Tu+u50FpEzQN5mehZhk4LZ/5acCF2m2/\n3T6wlKKxaRP47dut3K6jagrT04J6vZ1U5pYbTM7lmDYdFB+cuiAqexiTKQwN3LIN1EjPZxFbHsKH\n5PwEhm1DqYX3X/4I/XP/D9r3/HeIf/q/QzK5x0EwPMYtSgwGM3hAUZTO4rR+wySEEHie15HdVqtF\nuVzGtu0dwyT6ye5e+yYrs4dnEJVZgLe//e27cmN/8Rd/sfPz1atX+cIXvnDi7Zw1xvMoO+PE/bAn\nGSkLp9dmcBLisaXFYpFarXak8P9RR2XBnSr0Qc9TFEWUy2UKhULn1PuTTz5J8hQ+jI9Cvw/uvUbL\nHrc/7KQy29k/IdA/+AGMT/yfeBtbeHUPPaVgpzWcjfbrQJtQCHJ5co06vgIi0Kii4nU1nZrLGbaK\n7alZpgnJrI6aM1EDi3QuBegorkuk6kR6iN9skZ6i3TgrAF2HfIqw1SC3ooKRBafRfix1hVaYIp11\nsRrhjh7amfszbN7YKcUxcytQuk0ns0sDFiYgkQUHEyOZpPRa/wSRxobL3IUk7lbI5BREOdjc2C3T\n2ckk9pZPFETMPZClseVi1+68f4RhW8KnZnzm5zPY6y2c7d2NIqgUbTRTZeq8Tm3VIwogCgX1lsbc\nShaDiMYbDfxCAx9QNchNQ6sEbtXGpf3vyFax1psohkZ2Guz1Gq4G6YVJ1GIVdcJA/+Tvo/2/n4G/\n/oME//AX20/UiBjHiVSj2Od40fFe7UTx4rTuyLH19XUcx+m8h/aKrmVZYyuzoxbxcrncidSSHJ3x\nPMrOOCeV2JjTHF4QB+Ef9g20tw92aWmJRx999EgVEMMwDjXudZDEAr3XN/DuFfzT09OHPvV+Fogl\nM34OHcehUCjsOVr2pNs5CdrHP0jiI7+BKG7iBxFKoKBHHjU7iSp08ksJAsOkdqsGtW3pyydoeC5+\nIySZhtRUFkWx8J0W8zkIbIg8MAhoFgKiAOKFUgJIPmBQu74zyUAA2eWA6mtxRTYC2tvLPzBB/XoN\nsEgASbUto1oSzBw4QjC1kKa2YdH9cMydh61b7KJVA7sJcwsezTc8zp8HT0tRum0Tdn2nW7oAlZvt\n10Wt1P6/XEYnu5iiVraxawELl1JUrt0p9VauN0CBuRUF2zNpbLjoBizMQ/02NEotFE1hZklQ2+rE\n7RJ6EZVbHkYSZhfACMDeDHFu1HCARA70RFtgo7C9P0bOIJFUcTZdGlugahH5GXDLIY2t9u/1lEmr\nUEXPJ1AiD289JKnpGL/9myT+5L8Qff9fx/9772+X2YfMvVqZPSl7LU6LiYdJxC0MW1tblMtlwjDs\nnMXqV9VNJBJn8vkY9XFyNyzCOk2kzA6BQb0ATrMyG4v0fm+gvX2wJz3dfhqV2X7b9DyPYrHI6uoq\niUSi7wr+kzCqN0lVVfF9f6ijZePtHFdm1U99mNRv/jLa67cJkjpBzQfHJzyXxp9Mkt5yEDYEuRS1\nm1UQoKY0ElMRoeoy7SoEQkVYIeo01ArRjokF+gS0mmyL7B3S98HW9Z1VVAHk9xDP3DI0bu5s+RER\nOHWYnM9TuVYHLBRgSoPUnIGe8FETsLXR/75rOszOQr3Q/nftFoBNTlfIrqj4UYiWTFF5fXcvr98K\nqLzaIJGGpfvAbvXprRdQuS0Al/sezqDUW2zd7vp1KKgWt/djGSobEPiQm1KZSOlYtz3UPKSmwNqW\naLfR/pOdB68JXgv8ho/fgOxcu1KupzMoqiCv2ZgiIApVaLYwz7WruUJJo6c8FKdKkMpAqYL673+D\n5B9/gvBv/g/4P/Xz7T6PITGuPbNnfZ/7DZNQVZV8Ps/MzMyuft1Go9Hp140Xp3WLbne/7lmU3UFT\nLpfvioVYp4WU2SEwqBfeaS4YimW29zR6GIadwHzf91lYWNh3pftRt3laMts9CMB1XRYXF3n66acH\nnnOradrQg8SFENTrdSzL4stf/jLz8/NDHdAQS/OReP5PMX755+D1mxAFBBmDYLWJMaUQJvLYr9Y7\ni/SDOQhsm8mVJFgRkevRqkBoQ1tBQ7Q5qK02d4isNmliez6ht/M1lLoA1VvbYgWd9ILMRYOta7vv\nR3YeWhsg+qyJnLqkbIvsHUQI1obP1KUczVcbJID8JBjnwIugst7uP52eT1O/Ze26zSgQNNdCzq2Y\n2EWb5UvQqEN9c+flctOQCKB+vf3v+RkQ+RSb1+0dLQgrl5JYr7TFfea+DLYd0tq4cwYkDKBSgMxs\ngqn5JI2XaliV9pdod/uuZS5k8CoufqP9+myug6JBfgm8MEFOc1EagBWSStbxt6XZA/QVHeo+vhWh\nGC7JSZdoC0RCJZFV0MsNlNkkNBvoH/2P6J/6ON5P/D3Cv/lTux/wARBF0did+g7DcOz2GXaeqtd1\nnVwut+8wiVh0bdumUqlg2/auYRL9JqcNmtP4wiMrsydj/F4dkpHQ3eJwkj7YozDqBWDx6t7r169j\nWdaOQQDDIu7RHYbMuq7bqSin02mSySSPP/740CQ2RlGUw3/pKm+gfeB/Rn3+SyhWgNhsEM1MoNk1\ndEPBi1Ra1+qoSY3kvI7vu/g3QYsgwoEUWFossm20GWg0IDGVIJFw0c22aAW+T0ZJI9wAYYcIJ0Cb\ngfpNmOzZrdRFqF/zmUkqaGkD1QRF9dAy7QpsLtNOAnA9E6vqE7qCiYfTVF7ZLaMAE5cztF6/s3jM\nrbb/AOQMmLgAkWoRzSawNne2OqgGnFuC5o22UDZea///wgKQhs1bMLmgEW1GeM6dx90uASWbc9Mm\nxiw0Sh6TSbBeuyOurTfaUjt3f3uRmV1p///8gynCmzbWpkv6HCgJaBbv7FPrZgtFh/zF9uNnpBTy\ncwm0jYC0HqGlsviNdrKEXQRzGhRhEFV8gtsttDSocylEwcbeBP2chuaDe6tJMK2SaIWotSbqZITS\nrJH40D8j+r//E+7P/BLiTYMdviArs6PjsH2n3cMk9lqc1t2v22w22dzcxHEcgiBAVVUSicSuFob9\nFqftx6gXf0G7pW1ysvedSXJYpMwOgUGeElEU5VT6pQzDoNFoUC6X2djYIJ/PH6sP9iiMqs3AcZxO\ne0QURczNzfHUU0+N5MNC0zSCIBhYxbd3tOzS0hLPPPMMhmHwwgsvjGSYwaHaDIRA/Q//GO0PPwxu\ngFKow2wWJZdEL7RP33uzWVAUJi6GqJstbD2Fde2O6Im0hp1QUYH8io+ht3NZW1smE7bXTvsHIg2i\nhSRewQHutBJoSzqNtRB6Rh8klqF+o/1z5Agipy2RakZDtyO8yp3LG3hMANkrEFgWmUd0fN/E2rJo\nbUd45S+A80arT2xX++x5fkmj8Vq7zKvhMrucRM851EvgNGBqDppv7L6utdb++8LVLJqqUGvZhM7u\n14u35ZHIJpnTQEuDre2uKjduACosXwHFAaur39bdjviauABWTcevtbchAvBqsHABtCCBvy3JERBV\nfRIP5XBfb0AA3hagBaQu5fBfaxBaEFo25v1ZxGqToBwSmgrm+TziVp1Qi0jMg9gEpjWMUgP810j+\n3A/QevJZNv+nf0bi/EVSqdSJM1HHUWajKBrqNMRhMahoru4khX5EUbSjX7darXbENz4T1iu5qVSK\nRCLR91jwfX+klfA4xvNeaKcYFlJmh8SRqlX7YJrmgb2rg8TzPNbW1igUCmiaxqVLl7h48eJItj9M\nme2OCQuCgMXFRZ555hmKxWInjHwUDCrDd6/Rst0MfZjBIbej/Onvo/3OP0Ut3oQwhVBUmDahYUE1\nIlrWULUQ43qjc8rfnobGK03QILUMZh4cL4VZaIILNCBKadgJg6h2p/IoAOWBDN6rO/th1Wkdux4h\ngp2vSWNawa6o7dVMO64AiXMh9s3d9ycxD9YNiFyAdv5qAkglIXNpe/8VqN7eLZETD6dpvryzmusU\n2vuvG/DAAxAq4KXB71P0nXkE3Jfb7RSmCpOPGLSqEc3VOxuavgzBGw6uD2y047r0Wdh6tee27gNx\nHRQVpi5B5XV2eH7rJqhGwMSVHM5Goz3U4QZE5XaVPHkpgXvLRXjt67nfaqBNGWhJH28VCAX2aw2M\nBYNEUkMzTfQoxFhOkzAs9JpAqdcRD6fA8RGBQFmIEBMmwolQDR3FCsi+8BVS/+QHqL75v+WV73sv\n7vbrpzsT9SinncdRZs/CArDjMKpEgIOGSYRhuKNft1wud+RXCIGu6zuOId/3O21+oxDMKIoOnT8v\n6Y+U2TNOvAhsmBFQURR1RC/uF73//vuJoojFxcWhbbeXQfcICyGoVqsUi0Wq1Wrf9oi4UjoqTiKz\nhxktO6htHYU9ZXbjJvqvvAvllZdRmi1QBVSqKEIgTIgmMuhhC0SEuHGnd9VfNEFVmL3iomyBaEHD\nNIlu3BntJVTwJkPCWzvvn/aQTutbPZmxKZXACAi3dvw3alYjMHTCrZ2n+QEyj2RofXN3zJaWbSck\nRLuvgmpqhKsh/lb7vkwbYD6QJMoa2OUG+pRG/YX+bQmKCjP3p7C/1a6Q5g2FxKMqlhNS3W4zmHnU\nwP1mVxtOBNbLPgowd1HD9UMSGbBf2Xnbfq39Z2I+AVMGjdebzD2Yxftm+/EUgPMaTCxAkEnQeq2r\nGi4gqTfJp5IQBbjcea04r7lokwbKgkpws32dsOIT0m7bUCJIKKCXfdSGj37Bgdvt6nQIiEs5jNUG\n6qqNSGoo0yFKGYTTQixmUddriAkgkcHwmsz8xWc59+rzuH/7nxC87W91MlFt2+572rnfyvlkMill\ndoSclV5fTdP2HCYB7OjXdRyHra0tbNvmueeeQwiBaZq7jqX4i9MgBHRra4upqakT3869zOkfZXcp\ng6zMDiPRoFf0ZmZmeOihhzov9s3NTSqVysC3Owps26ZYLLK+vk42m2V5eZmrV6/2fdPRdR3X7WMm\nQ+KognnU0bLdnFplNopQf+dn0f7rH6KsbSEmElDywAblHERNA7Xqo9JCTCag4KIsgEiDULPoN5oY\nXc5mzUP4rTuvASEguA+818GcAW3CQM+oaCmX0IrIXM2guAFKqCIcmyAfERSBLG3LVDSEEqEshoTV\nEO43QVdQFJcokYG8IKi30C+CUwU3lmAdjJk0zo3dQqrokJoOcW7c+T/hg/uqAzicexLCmyH5p3Sa\nNZXq9Z2v6dmrOZwXG13XFTjfDFGB+QVIPAD1r+/dT26/HjLzRB7RDNAuRjRf3x1x5627JHyX+y6D\n12zu/v0agMvUI1laa02MPGQsUL4p2v3KCmQeAes12tVYIKz6UIXkFXBvgTGlkp5KYNx00DIGJEBs\nv38F10FdArUBigXRaw28c2AkdLStAIoglkCpRCg360Tn8yjVJorVQixlURotMDdJ/vv/lfCPfwvl\nH/wOiZmVvn2G8WnnWHZjOYmrcdVqlWw2u2v1/FldOT+uMjsup87jYRLx2S1N0xBCsLKy0hkmER9P\nlmV1Krvdi9P6fXE6rMjLxV8nR8rsGWfQMttqtSgWizv6YPuJ3mlm3B7nDTAIAtbX1ykWiwghWFpa\n4tlnnz3wzWTUcWCHlVnLsigUCmxsbBxptOxxtnVSdsjsi/8f+kf+AcpqAVwfofmI1ZDoXArNDxF1\nDbVqIxQQFyZQIg/OqWBFoOgoTRel67Czl1TcVyL0OTDmc+hak0gTRDchn6IdG2v7iDlwXgXFi4j7\nZAUQPJzEf7FX7EK0J8B5If73ndeXcdHCf0mgRu2pXUkAHdQZA/WiQejZuJkM1mrrjuQC+YfAeqn/\n45N7BLwX2jsUVtotCYuTOup9aSzLwswE2F/bPWksJjUD/pcglwLtqST1Gz5+defzOvsmcJ9vRw+o\nwOwVaNlgdbVJZM9Dsg7e9n5OXoVGQSes7Tz+3WtNZq7mSQZ1Wt1tFgK8lyExDSIP7o3uK8G5C6CL\nCPHqdpav54EK2hUI/7J9sagIUUZFX4xQVkGUwdMDjPtAuw1KEcR0AvQQ9VYdkTUgC+rNJtFyHqVU\nh2kF/drXSP/8X8P7az9K8Ld2R3ntd9r55ZdfZmFhAV3XO7LbPda1e+V8bwvDaQnluMrsuBIEQeds\naPcwiYmJiV2XjYdJxLJbr9f7DpPod6YgPkOwubk5kOlf9zJSZofEoL6NGoZxYpmN+2BXV1fRNI2l\npSXe+ta37vvmeFoy2xv0vx9CCLa2tigWi9Trdebn53n00Uf37Jvqx1mS2X6jZU/SrzzSyqxno/3W\nu9C+9EcI20epBoSmjpLJodo1aAYQJlAiG/GgDpGBervW7n8FhA5KGEAdRFaDZQGZiMR6RHJOQfEF\nFBoE8yrRdbGjt1MkwXPodtI2l8D/5u4KpfZQt8h23Y8pCCsKRD1nVAIwFn3cL7ZfDyYtTEDNgzoP\nYmECd9NF0R1Ez6GUOg9hTy8qQFQNiKp1zj0N0U3IPA31N8Ar7bxc7mHwt+UzsiH6mkPKgMmnFJol\ngX0bZp8C9/md13P/sv3mPnsVGhVITamorwki986OuC9BIhWgPZGj8WIDIjBmFCZTKuoLdSIgc8HA\n8wT+2p07Fm4BW5B5GAIHMgboN9s+KdiW11dp9xJEbZFVz0PUAKpAKyJogfpIFvVGC2XCIIo81Ie3\nb0PTUTyX6P50+3uJYqBMWyh+HXEujxK4UHdR9CbJP/o1ouf/EPtd/xZx5a/sflL7EC+mymQye8ZE\nda+c7ycn/fJQk8nk0KqQ4yizpxUrOQh83z90qk33MIl+rQJhGO44niqVCqurq9RqNX7mZ36mcz1F\nUfjwhz/MAw88wP3338/KysqRnvPPfOYzvPe97yUMQ9797nfzvve9b9dlfu/3fo/3v//9KIrCk08+\nyUc/+tFD3/5ZR8rskBjk4ATb7hOIfgD9clOfeuqpQ+fBnpbMHmZYQ3fVcmJi4kSTrHRdH0n1MqZX\nZgc9WrabeIrbsDFf/BSPfvwfg9MisASaFyIWVbRCiFKrIXRg0kBpueAAtRDFDjoiiwHKeRChBnkd\nZcNtS0yxfTo6NsEoD35p51AEISCYh+hbPTs1Dc4quyRSmVFxC30EX21HfPnXdv9Ovx/cF3dfJaqD\nvpRA/NcaKQGpBGgPQpiBZrm98l+zDUK3/+so84RK8NXt+7MJWQX0R8DVFGovCdJXsoSvNttxAd34\n4H5NYAALfwWsPkMeYtyXYO5JFU0xaZg+wt15PAgbghca5FZ0jAsB+tcFSunOZaKbProOiaeh+TU6\n2b9KBlIZjYQlCHUN0Rvm/4MAACAASURBVFVOD/8SlEUDggCxuf3c3QJSoF4CsWWgL/noShPtcvtL\njFIFLBB5HSXZQqmBUrNgCUR1e7szJqpdR4Qg7suiOD4imUK9eZv0r/ww/rPfjfcjH4TE/q+dg3pm\nD1o5H0+6iqu6pVIJ27ZxXXdH+H+v8J6kv3IcZXbYedrDZJDRXJqm7XmW4Ktf/SqVSoUPfehDlMtl\narUaf/AHf8D169cpFApcuHCBT3ziEwduIwxD3vOe9/DZz36WlZUVnnnmGd75zndy9erVzmWuXbvG\nL/3SL/GFL3yBqakpNjb2mOYypkiZPeMcpc2gXx/scXNTT0tm96qU+r7fqVoetrp8GE5jAVgQBEMb\nLdu7rWFWZv1GBfE7/z3Jb30VLXBRfB0t64CnQ8EHTSAu52GjjnJ7O7NYAyUSCKHCFQMlctsy9yoo\nhEAIGghFRbHu7LtQwUvosLrzuYrelEPc9jEvOigJ2vmwBoikTsJPobB9+n67mBsmIvzqBJFjEVo+\nYQv8OiQeB/cru++jkgVhAX1eCtocsObdEWYXwpfbP2Y1MB/LEqVcvMU0zZesjghCuwdWXNsp5ggI\nXgYNweKToOaa1Fc1gmr/LyTnnskjvlAnBWQfh3oZ3OLOy0y+RUP98xCBQy4P0bNpGl+2dkl+alkh\n9RVQnwT7JRDdLbUBhF+BzAXwVdAmILOpo73Sfi70SgTfBv7X6dxHseqDCeoTKtELEegK2sUMpuKh\nPvT/s/fmsZGm953f53mvui+exSLZZN/X9Nw90uiwJB+QETtj7zpaaLMJ4igOjLX/sB0sDBuJFWdj\nJFhYiLG2dgPEQSI7iO21lQASEMSwV1lb8o5GPWdPT19kN5tXVbFYF+t833qvJ38Ui2Sxqmf6YHOG\n8nwBopsvq+p5r6r6Pr/n+/t+XZSVboNY92T4+MeCKKsWou4iW+CfiKKsNLsTmgTIsECUbGREhbiB\nstZEjoJo2BAJIWihX/13aAvPY335f8B/7h8MPWfw+G4Gw5Kuehhm/l+pVPr0lXuXnB/UD/UoktnD\ncjJ4EjhMa65eVfbHf/zH+dKXvvRIr3HlyhVOnTrFiRMnAPjyl7/Mt771rT4y+4d/+If88i//8k71\n+IdNo3s077QjgMOMtN1bqYzFYu/b8PSg+LBE+/vDGsrlMtlsllarRTqd5plnnjlQZ4fDlBl4nkej\n0aBYLLK5uflEomX3QlXVA29u60k76q/9G2b//b8g2GqjWg1cPYLaboER6KYLTAehbHabvrYLADKu\nIdNRaLiw0UTkO93Gnlt7mJMEmQkhbm6vRqhABrxMEs2so0zR1dQ2gIgBdxoIj652dhv+UzGUq43t\nB+3CuaTDWw4h9sXSPgPeKsinQhA38XTwvC7J9SMa5veH3B8q6CPg3Rq+lGp8AvxXu8dl4DASU1HO\neHRssDZBa3ZlA8OgjIJWAP8qxAMe4qU4jfU69h6iOvISyCu7yWPeNYgoEP1kV67g5CH1yRDitd1B\nZB3ElTbJ+SB20KJ9C9Ag9RwYVx0QIN/txtd6J6FztX+/ZAlSl8AIgr2055z4wFUw5sFpaMjN7b/Z\n4N/xCX5BR91wUYt73ChmDGQTxJYNHVCWLPxzcZQ7dYQHYrGJPGlA3kbUAANkWkcUHDBN5KyO2HCQ\nERB6G2mqCK2NqNcJ/pv/Cvftb2L/p/8b6IMrUU/SzeCDzP97+srekvMwP9T9Fd1QKHQkQxMOymP2\nw8BhhyaUSqXHirLNZrPMzs7u/D4zM8MPfvCDvscsLHSXrz796U/jeR6//du/zU/+5E8+8pgfNXxM\nZj/iuB+ZHaaDfZLE6LCgaRqNRoPNzU2KxSIjIyPMzc2RSCSeCMF+0k1SvWjZbDZLtVolEokwOjrK\nxYsXn9iYPRykZnankry+zqUb/xOncq+iVkyIqVA30Ost5EQU2h1E3QfThCTIu3XkWR2hOuB7KLe2\ndl5Tjgi4t+sMIA3wz6cQjgeXfUSjgyyDnAijXd3q2x8ZVMC2u0R2D/zTYcS7g81U7pkwvD3oQiAT\nGl4OaLqIZpf4ads/wZdAXnGJHdPxM0FkoIHdBmsF9JPdpqxh0F8C/9V9Gxse/pugaxB9OoAbUumk\nTJyFfjIsAhAeBa8nm+h0SWtUgPJsgFZbxRhV4PuDbgT4IF/rJowFXwH7b80BhQKAv2yhAanLoCqg\n7ietVVCqEH5BwVzykVVQT4ZJqB30O90THjyr0in5OzIC6HrQaiEX/5kY3s0GxtNgFEG57iDHdOSU\ng8hvH+e6jYyqyOMgtuN4lVt1/PkootJEtEHctZFpA+nZiLZEbnn4Z0YQlRqi5kAGqCnIkg9TAlGw\n8KejKKUKuvI9tK89h/UPfw//7Bf7j/9DtObaq68cht6qTY/gbm5u7nTQv/766zsWUcMkDB81fFRs\nuR4Fh10JLxaLj0Vmh+mT939fuq7L4uIif/M3f8P6+jqf/exnee+9935oUseO5p12BHBQxGsv2erp\nYHO5HJZlPZFK5V4IIQ7tg79HznseqidOnOD06dNPfOyD9rbtoRctu7GxQSgUYmZmhvPnz1OtVikU\nCgc+3jA8Lpnt3W/r6+u4rsvxQJkzV/9r1OIK0hYQM6BiQ0zFT6oo5SY7Rc9JkCIO43VEyUGO64hb\nu2v1MiDAVRDHPUiAtFTwVNS71f4l/YSOWBls4hJzPuwnYVEQ5TZif7NVXCALQ4isBGdWQ3ln8PWZ\nB/m2ACSi7KCWuzulAdFnu9Vm//NgOVHMhTZ+sXuelTkD+d79V1KMzyRRXtvCAAxAPg12StB+UyKb\nELqo4r01ZHIlwX+nQ/LTEADaT4E7RMcLEP00GH8LoQTYz4Zofc8c0N2KpErMCWBUOnQ+Hcb+94MT\nAHndJ5gAfhai32+j7CnGinsegSg4l3W81/faT4Cm+wQ+P4J6vdpt3IPuPWAIOCth29lANL2uhOMi\ncL27TVluIucC+GcVkDrCNsHVYcZBlHxEoYLMhJFNqytDGfEgHACvg388Dq6AkESUmuD7hP70v8B+\n7qdwfupfwTax+ijbRWmaNtQP9cqVK1y+fLnPIqrValEulzFNs89b9/265g8TR1lmAIe7Olkulx9r\n2X9mZoa1tV3x/Pr6OplMZuAxn/zkJ9F1nePHj3P27FkWFxe5fPnyI4/7UcLRvdP+HsF1Xa5fv061\nWmV8fJxTp049kg72YdFb8n/QprGHhe/7lEolstkslmUxNTXF3NwcqqqSTqefyJhPEr3jWV9f34mW\nffHFF/uWqw7LLutxxmo2m6yvr++ki509e5bEG/89ynf/T2jb4PoI0wbDh0QItsyur3IDxDGQuuhq\nYL3uMriM63Bvm/BMgj8dQzgNxF0Ptjvj0TxEwOsjshIg5iD26UA5D+zr3keCPAHKvu1SgjejwLuD\n58F5WUH5uyFE1gCJgXAGSakc01DWPKhJ1E2I0CQCuM8q2GnwpI+zfp8T+2kd9bX+CrNYgAASIwTK\nfySwr6q4DL9mylMq4UUf0ZHEAfdHBO1NibsnJCHyWTC2z4GoQeAdE+1ShLbwcHqkfUwQm/EJrHUJ\nfvCdBtplgbkhkXubyRTQn4XQFfBeAHkdxJ6CsGiCcc3BfimE954JMdBPgLbUglwLeUxDtl3Edgyv\nsLtE1r8UQ9zoykOET5fIPgPogAWi3IECiDkTtud9siWQcwGUNQuRayNTAYh3EHWQjgejIZRivRuy\noGnd+0lrIN0kgde+ibZ+hc7P/mv86ZeRUh65JXt4MIuovVXdarW6E4Tj+/5AylXv/48bD3w/HFUy\n+2G4MNRqtccKTbh8+TKLi4vcu3eP6elp/uzP/mzAqeBnf/Zn+dM//VN+/ud/nlKpxMLCwo7G9ocB\nR+9OOyJ43A+Hdru94wfrOA4TExOPrYN9WDwpMttbdi+Xy4yOjnLy5MkdfVk+n38k94YPEw8SLdvD\nYZLZh6nM9mzBstksmqbtpos1ltH+7x9HWVtA6sEuYUgFQfMRZUCayISBpwhU1UGaAooKwtvWPWsC\nogpc1JBND1GTKDRgsX98MQ3ss8uST4GyR/blp8DLgKJGUV5wkYaKNCyE6iFDIFrg/xhIInhCIhUb\nLwhKXUX9TAjhNJGdCL5p4ese4s3h58Z7UUN99T7V1dkQXBusYmr3fJQZlcAVF/+EwD6eot0wsd8w\nEQ7Ikyqhm/dvqFQvRIn+uyZg0/pcFMu0cK/slkJFRhAzu0R2Z8yrXVLrfEGltazAWBDjvcF9U5db\nxIDOj6qYRY+4hMBa/xe2dkMSDUDn8wL7uxJCgsAlQeBa9xyp74A/Cf5sAPVmvw7beNfE+1wC0aqh\n7LmuYtVFRrrXUeypIivXGsgT201maYHUDJS1DjIdAM9GCIlwgbvAGboTI18i7lnIM0FYshDVTjc1\nbMxDlFxk3sWfS6Bs1iDoIpMh2LIQ4w3QFJTGJqE//Sc4z/2HEPsn970ORxkfFOm6P+Vqv7fuMAnD\nwxj/78dRJbOHLY/okefHkTVomsbXv/51vvjFL+J5Hl/5yle4ePEiX/3qV3nxxRd55ZVX+OIXv8hf\n/dVfceHCBVRV5Xd/93cZHR09qMP40CEechZydI3jPgTYtv1Qs7y9Hfs9n9GJiQnefvttnnnmGQzD\neIJ7O4gbN24wNTV1IDF7nU6HfD5PPp8nGAwyPT3N2NjYQIWkVCpRLpc5e/bsY4/5oHj11Vd5+eWX\nH2qiMCxadnx8/AMrPqZpcvPmTZ5//vnH3e0PRL1eZ2VlhUuXLg39e8/9IpvNUqvVSKfTTE9P75qF\nv/MvUV/7lyjtKngKFC1IKVCRXQKRMJCpKOJeBeGBFEBIQaz7yIyAdBhhtvqIqz+mIVa9neVnAI4B\n17b3aVQgMxISdG28nCCy5aBUPYQJ7nGBdrv/PSVHgFaXzO6FOy5QahJln8JAKuDNCtRViT8p8BMq\nnh7DliauAoH3fJTsEJ36Z+OEv18f2A7gvagQvDZIjr2YoH1Ow1NA/FtnQAIB4GdUYkjUWv/z7ZMq\nrTB03vZInFDQlu4/Mek8bcCYgvaOh1oZTpq9lIo66+OPKRjf84buC4DzfFe/bOyvftM9d/7zcZTX\nuo1aMgzyWVDubFfkz0jEW0Oe9yzwJgjZfQ2eo5vGpoBY3vO4OMgxHWV1zzGcALKwk6Q7D7IIorP9\nWnMCke8ejDyhQ8EBVSCnIyjlJn46jrDqyLEoUtFpG3H4R/8XjJ657/n8KMH3fd566y1efPHFJzZG\nz1t3rwtD7/97jf/3k91AIHDfz7zV1VUMwzhyq2ymaXLnzp37fm4eNHzf53Of+xzvvPPOoYx3xPDA\nX8pHb9p0hPAgkbYPooPtBSccNpl9XHsu3/fZ3Nwkm83iOA5TU1O88MIL73schx1iALvV0g+ajT9O\ntOz+sQ4D9/OZ7el58/k8kUiEmZkZLl68uEvm3Q7qd/4TlJXvIzoNcH0Qoa6soBMGtwXnQboBlJt7\nYrCmQeAjwxqi5ILXT2SlDpjuTsKXPwbeMRBEEJdVlHIL0fSgRNcFIQ9dRtuF87RAf2Pf+0mCOxZF\n32wObPdTClp+iLzguTjGthOAmpWoWRedKnpMIA0FzfXwzqr4UwZeQMdpSFyrQ/jN4UTWH1fRVxUG\nDWFBbUh0A2JvOrgXFazpMN57DiLbrW5KA4ITCuri4PvMuOthANZPakgziFxpDjS8ATgzKsGai7bi\n48UEnadH0f6u3K1u9vYxLlCmFfQVD1Y8nGcUqEv0pf7z6U4a0ACt4dL+VIzwq/3OD8IH9Y069vkI\nftBFNT30O92BhCPhOjiX42hXG11ZQe9574A8ryJDHtjsNIJJDeRFENuaWVEH2g7+OVB68okl8KdD\niFYH0fBhGcQ4EKE7ybIUvPNRlHoTOiocc6EhERtt/KkYSr6OHFMRVRMRbRF2m/Ctn6Jz+Z/hXfrF\nodf0o4TDaEbaaxk2rCFor7euZVk7ca6WZfV56+4lvJ1O50D8sg8bh2nLBbC1tTVUNvIxHg4fk9kP\nAVJKarUauVyOSqXC2NjY++pgDcP4UAMMHgb7j218fJyzZ88ONDTcDx8Gme2Neb8PsIOIlu3hsDWz\nPZmBlHJHz2tZFtPT01y+fHnQfqb0Fvp3/jHUqohKAxmNI6wWolPHT8UQXgtaPtIMoix3l7TlXAQR\nayFuAD4IXBgB9gUZ+KcBJ4pz3EKtuCgl8F0N7XZ/SdU9mUJ/u9q3zRsH7b1uQ9ZemM8YhN4a7Ozv\nPK8ReH3wPurMauhvDyelndMG4be6JFPd8lC3THRMAirYczrinEYnrSHbEu2mg1bunltvNkzg+vA4\n2taLISJvbrskbPpEN5tIAc0vhOi4AlXTCF4Zvj8A7c+lCb++ATTpnNdpp3TCf7fb5ObFBVpSoK11\n7ym1IQm/XcY5G8QJuuhvuvhBgTwZIrC0W6LWF32kBvXPhYm+2kZxwJ4JQMjFKHdfK3y1RvulIMai\ng1btv2fduI9Rd3CmVPRi/z7r79axj6uIukTPd8+Rm9ZxRyRaW0UGVPTtuDbhAre79mhiu6FPuF1Z\ngv8MKO8BApSsiX8a/HM6wosg2i2E6yBiPpR91MIWchYodwMYZAJEwge/gX82gXAscDvgBsHxULaq\nBF//57iF79D53B+B/tElXR8Fj9kP8tZ1XXenomuaJtVqlXK5TKlUYnl5mUAgMFTC8GEf1zAcNVuu\nj9HFx2T2CWI/2dmrg41Go2QyGc6fP/+BpOhhghMOEg9DZi3L2unej0QiTE9PP9CxPc6YB4VhBPqg\no2V7OKyI2d5YjuOwsLDA5uYmIyMjffrkAdz6GvrrvwsdELYNEwKxVEMEwZ9JIpa2usvEhoooW8iT\nKrgqwm11O9R7h6VtBw34IE/TdSvYsYBq0juDzqkQ+lv9+mhnJox2tZ/IIsEPR1CtfaR3RMNYGDyX\n7lgA/fogkZUCpKqgDLm92k8FdojswN9eGCfyZpexGb1YVxVal4M05kNE7w2/X+1JjcDq4MRFSIhd\nN5GXIwQLbeo/liLyeg213n8stWcixN/d2Pk9kHcI5B2spw2sqEboShsuxDFu1vYPgb5uoQONzyZw\nAh4jrw8SfuFC/I021kkde1QjlHfRy/37G75u4SY1zPkAobe756f92QDhWyYI0Go+7U8ahK7YuyEI\ngLHs4UcF1jMaMioIrLkEV7bTwEI+1nmN4M09muDrYD8VQV9o71R0lavgvwRSiyCaLZQtkJ6Dn95C\n2eb/0lVgSkXkHcQaMEm3ql8DGdUh4qAUasgxFYQCSgc5HkDaBqLhoC2/itp4GfMz/zNy/OWh1/HD\nxkeBzL4fhBDouo6u632fLTdu3GB2dpZIJNInYajVahQKBUzT3PHWvZ+E4cNwnThsMlssFhkbGzu0\n8X5Y8TGZfcLo6WDz+TxCCDKZDC+99NJDLWN8mGS23R60NOrB8zwKhQK5XA7P88hkMsOrfQ+BD6sy\n63neE42W7eEwPpx712V9fZ1Go8Hs7CwnT568/xei20b5/j9Gzb6G8CUEfZAOrEs4JpBueJfIRjRk\nKgp+s6ubVT18EURxunIAGVBwT48gLBdVq6OUfWQLcDR2RY/gJwzUm/1OAlIT+A2njxQB1J8ZIXK3\niTOjIkMggwL0CGZCotYchNS7tgVSIHwDKxYkvGqitkzUmoO6fQs3n00Re2MfUQa8iIq+Mfyeax8P\nErpaGvo34fmMv7OF2pHY5w2c6TCiZBJ6t5tqZmVCxG8Or9h20hrhVROt6WOUq3gpja1PpAjcbBBa\nt7EmdUK1zsC5AAiu2wSxqf7DGEbu/d8rfsQncbfF1o9ESfxdc+jrCR+CbRvzUgDtVWdAyqBtuWhb\nLq0fCQA+kVudPiVb+G2bzgUNNeuhVXcr535IICISmRQoe+QMiikJLLqYzxmE3t79XDNutbCPqSgt\nHXfaQ5ECY83Gm5WITvf+ERYoa+Cd0FCXXITtI7M+7qkQ2tK2+0EKZAxEw0E6AjkRQpTayDhggFqw\nYMoHz4ZwGKWWI/yd/xj74s/jXPpv3/d8fhg4ioEJsNtItddbd1j/Rc9bt0d2i8UilmXtxAP3GtP2\nE94nRThd1/24MnsE8TGZfYLY2Njgzp07pNNpnn766Uf2gzUMg1ar9cEPPGAMq5LubxrquSzcr4P2\nYfGkI1iHQUrJ6uoqjUZjJ0HtoKNlDwO1Wo1sNkulUmFycpILFy5w7dq1Ab/B/iddRfvBf4ZSXUcK\nt5veZQlQdEh4SEsgimY3XGAGpOWi7wk+cMcNtJsW9nkVGRXgBghc6yd/5nic8K09S+kS3KCPYW43\n7ejgzEQwMxLV8nHOaCiOj2oaeNhENrZQgz6qD7S6P83TNsmrg64X1fM6o9f2+PhGwU8KzNkEimdS\n+0IUXxEIG9SGh150sScTxN8qDryWr4JUQXEHde9SgJfUUEtdMmZUbIxK9//2KZ3K03HCS8NdOaQC\nbtogsLg7UVRNl+TVMlKB6o/F8AyFsVcHK649NF6aJHWle5zVz4wRXGoQyvVXlsufSjJ6vXutkleb\ntC8FoQXhO7uTCHtCg6jEqHoYW23MpwKoZQ1jvf/zxtcVhBpHcTt00jqBjf5JbmDRxU0FsM4ECS7U\nMC+NYjTqBNYcWPOwno4TuFHf0fEKCaF3baxndQLXugRaquBNKOA7qK6BXuhWf9X1Ns6EiggYaFvd\noAx10cU7F0Vd7BJ0bcHEOW+gL9hQBSIqcgRExUPm2sh5BVHwkSGBiEvI2cjpOEq5jD8ZRXh19Nv/\nK2rtdaxP/DnoB/N5dhD4qFdm74cHdTO4n7cu7MYD9+QL7Xa7z1u3p/UdRnYfdQLgOM4Dy+IOAo8b\nmPAxuviYzD5BTE5OMjY29tikqNcAdtjYO25PIlEoFIjH42Qymf6moSMGz/N2mtNarRbj4+MPXTH/\nKMBxHHK5HLlcjmAwuBPO0Lsu79eAqKz+IeqN30FUq6DrKAULmYhsuwdYSBX8IIgTMZRCAzqg7/E0\ndY4H8YWCP+9gVDz8toas9xO49nyI8PVdIuvGDeqnggRsAznmojRNtHIHP2ETv7GvKis71I9HCO+L\n5HWDGoG1wQmPE1aIrA4SSMWV+JpD7N6gp2zj5BjhbIWtT8URwSiy08DI24SWO9QuJ0i9PpxQVj8R\nZ+Sd4VpXN6oz/k4F1Za0ng1iJQNE320RqHSZXP1T0yTezg59rvDBjymMXa2x9ekYet4lso8UN05G\nCC/tku/UjRK+rlD+fJLElTpa26f6fJzR97b6K6jL3Wu69bk48dcaeOEAclwjsCdmNrTcwQ26VD45\nzshr3THcoELzUoTk8vbvYZWtp2Mk9yWtadUOStNm86eTTPyg3Dd28Ead5nwIo+hi1HYnyMFrDp2T\nCfyoQGs3COW6f/NDFtZckOB2YIa+6eHGxTaR7j5GvdXEOT+Kfrs7ln7TxjkXQ7vTQLQ8pKvgTcdR\ninVY9btpYzmJdBSYBJGtI6cDiM0mciyG0mlC7R1C3/0UnRf+d/zkc0Ov0WGjtxR/1HAQ1lx744Hf\nz1u3V9WtVqvk8/mdeGBN04ZKGN7PW/ewZQblcvnQnBN+mHG0vrmPGA6qyvhhNYApikKj0eDKlSs7\nEomjHJm7P1p2fHyc8+fPUywW0XX90L0FH3UiIKWkUqmwvr5Oq9Uik8l8oEvEvhdAvf6fo+T/X4Tj\nIMMhRLGJPx+HjTpKDfxY90ddA1Fr4IdBXdaQmot7RgEtjLrUQre2ybKETlgQyu7e725EINouzeeC\nCD2A1rDBdoivNNGs3cdJADuA8Pvv8fqpCPEbgysSW3NRxvbF2wI05qOMvDtIMDefGmHivcrAdl8V\niHYbzfJI3qsDu89tX04gAiqFHx3DKHRI3GqgbC+/m1NREjeHxMkCvgJOzCBc6lYuIzmLSM7CDyiU\nfyRNW5VMv7U/BWLPsZ2PMfJul0AntyUKm58ZJ7DeJrHcwokZKIqHavd/riiOz+i7W3SmdConkoxe\nrQw1tREeJN+pUzsXpTUdJPPGoIRCszxGbhapfiKBsdbBm9JIruwSV63tkbzboPLJBKkrtZ0JiBtS\naD8dYuL6FlsvRolfbfalhkWXTTqjOmY8Rmit+3pmJoAXt9F8ga+qsB0YoZiSQMHGOhsmeLt7LrW6\ni2KrmHM6oZXuvaLfLNM8FcNodZCpAGrQxL6cRDW3UNo+ilfHeTaJsbEFVrfRzGsoCEPCRBLR9lFS\nHag0IBFFqdaRI4LQ2z+HdeKf4c390n2v1WHhqFZm4cnLqj7IW7fXmLZXr9uTMAA7jWn7XRgO87ug\nXC5/XJk9ABxNVvL3DIepme0RpWw2S6PRwHVdXnzxxUO1WDnoGN37Rcv2Pmir1eqhOQzAbhPYw35B\nmaZJNpulUCiQSCSYm5sjkUg83BeGvYl6/edQyjdBKkihgVLrBhvU6oiWgntGggPa4rYMQICnx5Bn\nW2gVgV70saMWirVb9TWndULXHPwA2KdSeBET2YHoHQtaDj2LrcZUmNi+JerKyQSj7/ZXQN2AIJgf\nvOfr0xFG3x1CZOfCQ4lsJ6IRXxtOPEuXRph4pzz8NAUVkku7BNiZV6nOxHGEguoFGR/SUAWw+eI4\n6auDkgXF80nc20SfDtG8EKETTTLyZhZ1TwiCHdMItvwB/9eJG0WkgI3PjuHqCjNvbA4dG0DxVRJF\ni9ZT4ygbJtHs4H76qsAZ05i6U2Lj5TEmXi8PlVLEl9vUng6hmsMn5CPXatQvRghkO0hVQU4FiG+T\n1OStJs0zYQJrNnpjl9EGyg5ewKN5cQw3YhHPNVG2VSFOPEh7KkA43yUawvUJLLWpX0wRv97VOiuW\nR3DZp31GR/ggE4JAw8I5phLcbKA0QGMLKxMhIFsICfrqFuaxKKGNZrdJLKOhli2ob+Ee01HKwAQQ\nbCLdFGKrihRxgkv/HMd6HfvUH4L64X1VHmUy+2FD0zRisdhQpyApJbZt70gYms0mxWKRarVKu93u\na0zbS3bfz1v30jogpwAAIABJREFUUfCxZvZg8DGZfYI4qFnpYXT4t1otstksxWKRZDLJ7OwsyWSS\n73//+4fuFdhrAnscX90HiZbtQVXVQ5Vx9Oy5HuQLqufVu76+jud5TE9PP3p1vP7X6Au/BM0aomMi\nNQM8C6UBXtgHEohEHcwQ6nJ3adtOR7CjISJ3SohtvlmbjJC4tVsxtUZD2HoY8bxPoFgjWK3SDgSI\n3OmXBzRmw8Ru9RNZK26QWBgkXO1jaeLv5fu2SdGNRN1P9nwBwhq+LFg7mWDi3UHC2pwMMXp9sBkM\nIPt0mukbG33bdNNjdLFK8dIs4zfX2HomTieRIrheJrHU3f/GdJjxm8PJMcDms+Nk3uvpeZvYM0HK\nMxES11oEKhaVc2Ok943bg5DgRxWm7pTIf2aS8bfLaK3+5i9fEWzNRRlfKRGotXF1hdxnJpl8rYC6\n56HFl0aZvNutyKZvlKifiaE2ILK2W331DIX6uRAjd+tIBUqXk4y9PjiJiC+1qJ0ZgbhKYrGfxEdX\n2nRGQ5iJMKH13YmGndIQgTYiHkDZE/2r1y0UW6M5HyK6ff8JCfHbVaqXYqSuNbCTOu0TUSItEycd\nIXyve771loOZMTCqNqoNwVwLMxMh0DBRHJ/QShPreIhgzkTLWZhTUYLVJtqqgzMn0IsS39MRoSoy\npoEuwVYw1v8fVOtTmOf+HALz9722TxIfk9kng73xwHu9dd944w2ef/55pJR9EoZKpbJT5e156w4j\nu7quP9R3f7lcZmJi4kkc4t8rfExmnyAOiswqivJE8qJ7KVb5fB5N08hkMu/f9X5I0HX9kcnsw0TL\n9nDYDgoP4jXbbDZZX1/fmbWfO3fusZoSlMLvoC7/KyQKSq2OPx5BWW0jXIkzlkCpdFDbNTxdhaKN\nNaND1ABbdons9uuYMZ3YnTZORKd9PIbqtfFdhcTqLolzdQU133/ve4YgsDEkwCEWJVCoYI4G6CQN\n3IiGHVIJODobn5oiIBUkLYTv0wkZRMqC8pQBQnQTxwS0oyHCDUH9RAzDV/D8FoojcYUgljPxFVD2\nFRc7kSjRwqC+1owZjKwNJ7nteJDYapeMJvN1yHcJWvNimMZYGMULEHt9uBa2fDrJ1PVC3zajYTFx\n08INKdz5mTkmrt+fCG/Nx5i8U0J1faZuFrAmwpQnMkxcWd0h9+uXpzh2a1fCoDk+mRsFts7F8G2F\nkYUapU8cY/Luat9rx7MNPF2l/IkMoz/I4asK9acmSa10JxPCh7GbWxSeHSNxp0awuTuxrpxIErHq\naE2f/FPjTL3XT2gDZRMn6FC9MEXqRp7i02OkalW0kg2lNlsXp0le3z1nquUSznnUzkZI7PEfDpYd\nSl9IkLpXI1nqXh/9nkXlZJyRu93rEMrZWGkD2XDQLEko18KcDKBbDlrHJ3jPxDphEFy3CeWbWNMp\nAtUq+orEmdXRyw6e1CACot3Ei+sgNMTWKoFrP0F16quQ+rnHai56FHied6gazoOA53lHtp9i76rg\ng3jr9sju1tYWlmXtxAPvlzD0/t3//VqtVn+oYmU/LHxMZp8wHiQF7DDh+z7lcplsNruTYrU/cWw/\nHkff+SjQNO2hKtHDomXPnDnzwF84HxUy67ruznFomsbMzMxDHcdw2Chr/wCl+CrSEIitGnI8iMi7\nuFEDO6kQuttEcTykhPZIBC1qEaraeK6L11R2iKyngTkaxI9rhDe3SGxWqI1HSaz2V1a3RlKMLfQT\ns0Z6hsj6JvVTcZy4AF2AGiW8VkJOQUh2CJkdaENtbJxEtp9w2eEgUctCN/sr6GY0QCLbQrf6t0ug\nkYkTlW38KUEjFaYdDeEYGpZuECu0saMBjGZ/9bhyYoTp68Oro9X55EDFFiBabNPKjDF5a5Xysyla\n4TAT14oEG919cgMquufeNz7Wjkc5tpBDky7rn02TWKgTK+xWsN2AimaoqO4uIw/W2wTrq1QuJXE8\nDVfTOHYzN1Qnm8w1kAKW/4MZpq8NJ9uq4zF6K8fG8+NYEZ35G4O63sk7JZqjYSrjYUbu1aieSRNr\nF9Gd7r08dadI7tlJpq4W+o5Vt1ziuQLrP3mMmaurffuYvJ1l8/woYwvlHU2y4kkSd1rULmQI5atY\n80FihSqhuxa1uSixtebO5GTkbp3KqTgjd7qENrhh0xmLgWKitV1ChQ7WmIFUPfS2R3DJpjWXIpKv\nEsxWsdJxjGYdfc3BmUmgVWtIX+CnQmhbJv6417V+U7dIbvw3lGp/y5utX7xv6lWvMneQOIqV2QdJ\nVDzKuJ+3bg+9eOCehKFer1MoFLAsC8/z+Iu/+AuWl5eZnZ3FdV2+973vcfLkSaanpx/6Wv/lX/4l\nv/Irv4LnefzCL/wCv/EbvzH0cd/85jf50pe+xOuvv/5Eo5E/LPzw3m0/ZOhFkz7qh9reiuXIyMgD\np1j1JA6HGaX7IOSyFy3bcyN4lGjZveMdpmZ2L5ntWZ31PGGHxRk/MjqrPJ/6JUSjCHjgKAg87HoI\nL+0RaJjoG0EUx6MzFacT9Inf210ONgMBonkTayxMZ1JBejByZ3cp2tEVwvn+69QYSTC6WMY1FBoz\nUeykjqLHia7l0GMd9HaXsPqKgql1CNX7HQY259JMLAwSxsLkGLO31ge21yYnSN9eG9i+eXaeydvL\nAChSEqu0iFVaOIaKHQoQqbUhDvX5BFYiSkf4+J4gc60w8FoAxZOTQ4ksQCMZIbXSfd5orsooVdyY\nwvozU2g1Fzukc+z6/Zu+alMhprbP+8ztDTxVIfuZDKmFBuHNBpvPHidz687Q545kt6hNxqinddq1\nEOHqcDuw5mSKqZUCzdkormcwfm9Q1wtAIsZEOUfhzBiTC4PNYdFyG09TWP78DDOLWbR9WtvMrQKb\n50ZJ3aujW90JaSdq0DwRYubuKhvPjDN5rdhHdicWy5Tnk8TXG+id7vvCVxXMkE376QhTi7v7kVhp\n0pwdJZSvoG6PPXKnTvVknNR2hTZQatAeCeJFVQLNDsGSjTWm05nSQFfwVEH5qRQhR0URNu3xBMgO\nSsfCyaQJVAoo5TbORAR9s42X7qA0DZRYjbT6bxmfLmFN/DmuFH2pV5VKBcuycBynzzJq78+j6C2P\nos/sQTgZfBjwff9ACjd744GHeeueP3+excVFFhYW+O53v8u3v/1tlpaWyGazeJ7H+Pg4f/AHf8DZ\ns2ffdxzP8/jlX/5l/vqv/5qZmRkuX77MK6+8woULF/oe12g0+P3f/30+8YlPPPaxfVRx9O62I4aD\nqsz2msAeRr9q2za5XI58Pk8gEHjoiiV8OGT2/TTC+6Nl5+fnHzlatgdVVQ+9MmtZFpVKhXw+TzQa\nZWZmhlQqdWAVcGn+f2jl/5KwVwJPRVoCrd2kHZ/A8MoEtjxMJYqiWXROJ5GdFtGV3XPeSsRRfJ32\n2SDhahXRDKFv9Fc/W9ExkqVuM5KrC1rHxjB1gR+NEqu0SFl1yEM57hFq9VdA16fTfUviALahEc0P\n6jKLkyPM3B4ksuWpkaFEthMKEs0OJ6Xlk8dI37y383u8UiNeqeELqGUSKOOSYnqKRsAgWDKZXCwi\nhUA3h6eDAZRnR5hf6N8PzfWZWchTnp3AkBaLnzjO/NX1HYLXw/Lzs8zvOwbV85leyOFqKu/91Fnm\n3xs8xh48TUHGg8wu5ulEDDZOzpN+Y3nf+dBxYj6xikOgWMNTBOuXT5J5826f/GLlmWnm7i2BgFDT\nYvXFDLNv5gYqypXjKWY3shQuTTD5bgF13zxw4l6ZxkSCjuV2JR4Jn9FSV3CdvlukeGGEkdvVHTIK\nMLqyRS0dxag7mKkgesgjvVmCTdg4PUZ6D6GNrpWpZJLES000u/u+Td2tUz0RI7nUQACBhk31VIJ6\nOEyo4xNu11CCIaTuEDVNKEItEyVRboIJnUQYTTNRrQ3MmRSabyJVh05yBLXawosL1JoCiomqv024\n8GnMiW+hxzNDK3M9y6jeMvQwveVektsjvsOqukexynlUyexh7XcsFuP555/nxIkT/PEf/zG/93u/\nt/O3XvT4B8njAK5cucKpU6c4ceIEAF/+8pf51re+NUBmf+u3fotf//Vf52tf+9rBHshHCEfvbvt7\nigcls77vUywWyWazdDodpqamHs62aR8+CvGyTypa9n7jPSn0mtKKxSKlUom5ubnHTkwbOk7799Fq\n/wJRbdIJ6gQKDlJ1aI9NEs51SV4rPoIiBQG3id+o02mHUHwHO6BSnUmSzJsE2r3MUOi4MQLebhd9\nNTGK0epQvZRBwSRWrdGJeKTv9ltg5TPjTN3prwI2ImGm7g525JcyY2Ru7at+SpC+GFyil6DI4R9f\n2fkJTtxcHdheH0kwtji4HWD9/HGOLXRJ7ng2T6+32J7VuXN+nlC9g2HbhLf6G9hWz2YGiGwPniJw\nA5LJfIWRUgVzMkh+cpbkUoF4qUVtPEZmeXi1F8CKBDieXUWNe9w9d5z5N1dQnX7xb/7SPDNLSwAE\nTJv0vWVyz0yiV1zG17pSj+LZCWbW9uhSfcnMwl2qZydhyySVr5M7N8nsWnZHAiAkHFvIUXpqishK\njVC9e9zV41OkrCKqJ8ncLbB5Jk10rUa42V8Rjm3WKJyZx4vaZJb7Jy3jyxWqx9NEslWM9u4kIVZs\nk39hnHitTmxPhTm9VKJwcpTxpTLK9n0wktuimo4T3moTsLrv3cRyi8ozc+hug0hzi7FmFUsaSB0U\nCUbLxIwGu+8JyySRa+4Q2kCtjZmIY9AiVKnSHokR7DQRnQr2VBzhtLATCbRaE6k4CFkgVPoC5sj/\nAoHPDVy797OM6gUB9MjusCCAvQS33W7jOM6BOrw8aRxVMnvYHrO93o69EEI8sLtBNptldnZ25/eZ\nmRl+8IMf9D3m7bffZm1tjZ/+6Z/+mMx+jEfHQToa3K/jfq9/aqVSeeDGpwcd97DJrK7rdDodqtUq\n6+vrTyxatocnTWZ7ThGbm5uMjo4yNjbGyMgI6XT6YAeSEr/9T9Ha38ZvghtTUDd87BGJ6iUIrRXw\nVI3qZIJUtoLqd5lBVY8T9ToUz6RINesETYNAe1fzWkpNM7bUJUNb6QTWaIJArUbErREpdytu7UCI\n1D4LLFvXuo1S+1CPxolt9pO4SirB5MIgwV09melqQfdh6fQxTtwaJKaliSRzQ6q1APVkjHhlMATB\njIQZWx9OKs1IkNML99AdFz8iWDs9g1RDJO5uEKq1iTfun8x395njnFlY2vk9ZFocW17C1xTWPjmN\nFGES7y7e9/nlE6PMLXWP5eTSPWonErSCCTJXu8e9emaOY3eXBnSymfUCnqqw+PIJpANn7i3tf2kA\nUrkCrq6x8qkzZO4uMYwmja3kqSeiVMbTqLZHyq+g7XmvTGQ32BqJY8djJHO712/91BST5hqKCaun\nMhy7038NU7kNKuNJtLpGvNpiayyOTAeY3ijQjkSojY2QKO1OjCaXyxSPjzC6XNmpJqc26tTGY5hx\niT2eJNopMlpZYSMzRqzefVCwZWNFDMxIgFCrQ6hpYUYDtMMBwu1OH6EN1eo0EyGCwiVcadAaCRF0\nTIxiHWsiQahVpj0RRXMlHhZqSxJSfh4r9RtI4xfvex33Y28QwAdVdU3TpNPpsLa2xtLS0tCqbu/n\no0QeXdc9cjpfOHpRtsNWffdyDt/3+bVf+zW+8Y1vPPIYRwUfnbv/Y7wvhgUnWJa140YQDoeZnp7m\n3LlzBzp7P2wya1kWpVJp501+GNGyT8ItwvM8NjY2yGazCCGYmZnh1KlTKIrC8vLygZNnX7aQnZ9D\nM9+lY6mERJlOawzibTRbgVKDRnoSnSqhanuXyMbiqEoQPVZjvGZSC6VJLO9aYplGAGE1yT81Qbxj\nkmzVyBIiVe0nhZVQkpnNfiutrdFZJu7e69tWmBhjpLBFbXKMVsjADqpITWBrOo3xGIbU8aVDyHdx\nhU3IM6leTKCg0xHgC4Gjaqh4LD8/gyDQzcP1bKRrY4UCaL5PrNLYOUaA5eOzzC8NJ7mrcxnOLgzX\npLbHJ0gs3QW62tvZ7LbcQYcbP36GQMsmYNuEGv2Vyfpoirnl4eMpvo8fijC3vMDdy/OEC22mVvuJ\n/L1Lxzi+1E/WE9UaCWqsP5ehY+tMVItDG76gK1UI220Mw2Zjbpz0ynCNbCcQIGEWWHtqmvStDcJD\n5BTxWhN70qB0PkX62uDrJLfqdAImG2fnSN9eYfXcNNONHOr2e+rYeo7lc7PM3+o/HyOlLZqxMHef\nm2OmliNQ7058wq0WZsijmB5lfGN3UjW+UqE0myGVLaC6HlYkSDsdJKSaxNplQttG+OlciY3MGJO5\nrgtHsGXTiUSwIjrBVpNQs4MZDWCGg4TaFolck/pUmlhlg2jNpJkIYUifSMWknYoScJsEC1u0JseJ\nVIq0R+KE3BZWUiDcIIHKf4c9+g6e/q8R97sgD4H9Vd1SqcSFCxcwDOMD410VRRmaeHXQ3qgfhI8r\nsw+Gx42ynZmZYW1t9321vr7eF1/eaDR47733+PznPw/AxsYGr7zyCt/+9rd/6JrAxEN+iX902vKP\nCDzPOxDiks1mcRyH2dlZNjc3yeVyuK7L1NQUU1NTT+wNuL6+juu6zM/PP5HXh/5oWc/zSCaTuK7L\nxYsXn9iY+/Hqq6/yqU996rFeo1chX19fZ2tri4mJCWZmZgaqyT3P2Lm5uccarwdPLuPZ/wijeRff\nChJsl2mqGcKNDYTvUxUJQopK2KxQUVKMbFQxIwbtsRjRjRaBTrcJy1ENvCoETRs7oFGdGUO6LunC\nrl6xGQgRqNjo7q5QcjM5ysRKv3tBKZEER8GNJPGCKpqw0Nw6QsLIPiKcHZ1kemVQ47p67DTH7g1W\nLu/MHefUPpIMsDE9Rzq7AnRJbzWcpBGIYqoBXFUnWagxkS8R2LPCkZ8aZ7JUQhnyObg2P8vs+nBC\nWh4dIeHU0TwXR9W4l5lDrbkcv76CIuHuU/OcvLc89Ln1aAQ1BJH2blX37tw84UKLqdUitWSUQNAj\naA5v5gJYOn8Mx9CZfS9LuD0Y09uOBHFHDeLNOr6isDB3jtNv3+wj+L4QrF6cYX6ze4yVZBLLMcjs\nI9ataJhORmekWWPp2BzHbq6hucODFG4/e5bTd24PrfIun5jl2M21HakAwPKlWdKNArVInMmN/oaz\njmFQjSVIZ/sJdPZYGj8SYcJaIeB1P1ub8RSa2SFo7spANjLjTOSKO/vSioRA1Yi0t9PHogHQNEJm\n9zoUp8YYq5QQAlrxELpvYzge7eQIAa+K4ktqkwmSVg0zNULQq9BJJVGEh1QVvNglHO2bKGJ4GtWj\n4s033+TZZ599YF/qvVXdvdVdKSWGYQx1YDho4rm6uoqu60xNTR3o6z5p5PN5XNftW7p/kvjGN76B\n53n86q/+6iM933Vdzpw5w3e+8x2mp6e5fPkyf/Inf3Lf787Pf/7zfO1rXztKRPaBZ4dHb+p0xHAQ\nFcVeUkkulyObzTI+Ps7Zs2cfy3f0QWEYBub7fKk+KvZLIyYmJjh//jyRSIRGo8G9e4Nk5aOKvY12\nvYSxCxcu3PfaH2RIgyO/i+f8UwLtDTwnguY0qEYzjBRyuKpGNRRntLqFAGp6gki5TXk+Rcqs0WkH\nCXR2SeiWP4Iec2gfC5FobaAJj9FCP8FoqlGi7i658AGt4dGMxqmMxvCCKiGvjRQ6U5t5sCuwfajr\nkyeZWb3b93q+hHBzkBjVw1HS6yuD2yMR5lYHm8F8QJi75FCRktFWldFWldvHT3Hp3s3u49KQj6Wx\njRSWa+PqGpOlwa59TxGE7PtPQlvjY4yudZfBdc/lzFr3uKoXE9xNz3Ny20lhGLLHpzm/tNC37eRK\n9/FrL56kpYU4d/O9+z7/xvmzXMjdBqAxGWUxdpzT7/a/X3Lz05zKb1eUfZ9z926QPZPB2LIZ3yaN\nt585zfnc7n6MbG3hqiq3nzvJ2be7z3V0nfpclKlql+CeWF2hcDxNdLNNpNYvIcmePs2Zwm1yF84w\ndWsRxe+fIMwvrbFx+gRjSytIRaVyepr5cne/VVkjPz3J1J7GvYBtM1qrkDs2SWbb3zc3lyZmNDCD\nLkpnlzJH61Uq8SQ+gvD2fZDOFSlOTTGaz6MAkZZJKxKiEY4RazcINjvUppK0x1K4moVQJLnxCcK2\niio8HN2hoQC+Tl0bJ+JKQg2TaixGqlqhnZwkVC1gJsfRRQ3PuY0mvoCr/R8onLnv9XtYPIxW9kG0\nuj2C22q13req2yO9wWDwob/HXNc99LCdg8BhNzuXSqUPdCx4P2iaxte//nW++MUv4nkeX/nKV7h4\n8SJf/epXefHFF3nllVcOcG8/2vi4MvuE4fv+Iy/Tm6ZJLpejUCjsvMFeeOGFQ/V8rVar5PP5ge7I\nR8V+4jc9Pc3Y2FjfMZmmyc2bN3n++ecPZMwHwauvvsrLL7/8wOe2Zw22vr6OaZpMTU2RyWQe6INw\nc3OTWq3G6dOnH2uf2/KP8L3/EcNpItsavm+j4hHON2glEriqz0i2WwW11SBbwQlGzBya77KpTzCR\n7RIUR1FZn8iQbNVJtbuPd4RK2wqTaO1acZXiM4ytdYlkMxKhOpqgEwqTKWwQdnb1shupGdLr/YSz\no+k4Mki03ejbnps4TWZpsPq6OnOOYyu3BravzZxmdnnw8bfnT3F2eVAqYBoBPE0j2h7Utq7OnuFY\nfgFTC1CIT+F7UYxSmZl8nncvXODphRsDzwFYOHmKMxvDZQkdXaedjBBv1lnMnCVUbDF3b1cucPfk\nPCc3loc+F+D6ubOc21jkxuw5ZhfXSe4jjOVUirDaJuT0ywGWp08SzNVJF4pcu/QUl7LDybCj6dyZ\nOY5qupwpDepte1idPcX4Qo7S6RlmiwsDf69GE9hKgsm17rEtnjrBCfPejrTg3tQx0ssbhDqDk7aF\n4ycwtA7z5X7PW0dVWR+b5fjqct92T1HJT8+hBlymars+tYXRcVK1Goa7O8ZWPIVudojsqdCWpo4z\nkr+HAtSSMerpBErAZ9zcxJAuzVAUFQht38Obo+NMNLoSjlZ4hAANNN9hKxIjRgtQqEQjqLZElQni\n9hrNZIqg0sJJ6rj6BJ74PTT5o8NP7kPi9ddf5/LlywfyWu8Hz/P6Eq/uV9XdX9kdVtVdXFxkbGxs\nqC3VRxl3794lmUweWojBb/7mb/IzP/Mz/MRP/MShjHcE8XFl9qOCR5nRFgoFcrkcUkoymQwvvfQS\ntm1z+/btQ09VOQjN7MNEy/bGPEyrLOhWNHzf/8ClPNM0yWazFAoFksnkA/v17sWDJIB9EGr8DpI/\nIoCD6yooqkNE1rG3wrQnxwk4dYIFiQ8UxzPQ8Zisd4mHLXTC5SbtQJDq5CQJd5ORxhaJPURzPTTN\n8fIuCbNVFVONsXjyOEm/xrhVQZcecnOLoLNLHHwEer2/4x9gZewEZ1Zu922zNYNEYVBeUExNMrN6\ne3D7SIbplUESaekGmeJwTejKzDHODSHLrqIQMLtJUiG3w3xlufsHHfKXJiAkuXX6DMdXlvtkCY6q\nErcHm9p6WD9xjpPL1wA4t96tBq88N4/tGkwvLhPvNO773EY4zHQ9jyp9Lq3ewIwFuH7yEqfeu0XA\n7r4HGxNxRjcGE8rms3exNZ0rn36eS3fvX9XVXYfJZo3ydIiGHSXWGIwSBji2dofXP/kcU5X80L+n\nmjUctcXSuXPIjsW8tbJDZAGO51fJZSbplNsk67vHXE6lGNUrOAGDWiRKorU7vu55HNtcZfH4CU7v\naVpbm86QMjbZiqZhz6mfLBcpj04RrZUIuN3zk6xXqcVHaQpJtN1dUQrWCixdeoqRTo4Rt0LCbtBS\n4zi6jmG7RM0m9XACXw8RcUwmykWKo1P8/+y9WWxkaX7l9/vuvbHvZDC4Bfd9STLJ3Kuqq6o1bQtq\neOQBBvI0/KABZAHSgwEBBhrQAAONRoZgCDb0YAjWQFZLLz0aaWbkgfRgt6DWdFerqnKp3PeFTJLJ\nCDLI2Pft3vv5IbhFRmR1VmUmu1KqAxRQeePG3YP3fOc7//Pvym/jKqVIuXx4RQl/MU/a7cUrC3QV\nsmT8XfjkJhl/CLUuKUsfznQO2bGLbvsN6uZ3schffuG9+KpBVdXP7Xj1vKqbSCQol8sHObhHCW6x\nWCQQCBx7w51Xxdvmmf0ah/iazH4FIKUklUqxtbVFLpeju7ububm5lqmi1zU1/UXwKmT2y7SWhePP\nfYXDRIN2ZNY0TXZ2dohGo5imSX9/P+fPn//S1bqvQmYlkrjya2j8HY56FtO04jLKWPUyKXMMj2sT\ni54jk+vGcNewOuxIw6And0gao9Zu7D2CrvIW/ZUNnln6GSwdqmRpq4/BrS3qqsZWVw/YBUJ1Mxh7\ncHggAjYcA0ymmoniWucIY8+aq+czDi9D0daK+kedY5xYfdCyPG+z09VmxihldbZdvhqeZG6tlcBl\nPB2MPWu1KgDcH5lmYaO98hrv7GJh4x4AtV4L9/yzWKsavRurrIyPcPJpe7KYCHQxsNl6PkM76wDc\nem8BW1knkM82JQLsY318mBNHjslRqzIXuUMuHCDq6qOma0xv3Wq7bwAhJX31LeJjIdS0Tn+sNaGh\nrlmo+TUmttdJ+308Co4xtbbast698WnObN2gbLVxf2yS2dVWddZi6GhmgfygB8uT1ue5L7lD2uMj\nZu+iZzdOrCuE21vFXc5CGRKeDpKan87sYbawKk0mtp7yaGyc8bU1nkyNMJ1fgRp4Uqts9k0ycMQa\n0ZncZrdjEF9uB5veUKt9uSRZbyebAT+mRyFc22K8eJf1ziE6kg1riKucI+/spGwBR72Mt5Ql5wpS\n1kwcepWu5DaJzlGChad0FLMk3X58RoFAIUfaHcArM/gzcdL+PgK1LVKODvxairzSi1IsY5MZys7/\njRLPcNb/9Qvv2cvgq9BB8mgCg8/na/l8X9U9quhubm6ytrbWouoeVXa/akVi9Xr9WI8pmUwSCoWO\nbX//kPGE1FMYAAAgAElEQVTVepL+AeLzRqVHGwD4fD7C4TB+v7/td16Hmvdl8EXJ7Ku2loXXF2f2\nRbBPZo92EMvn80QiEZLJJF1dXQee3lfFl72XOlni6r9EFSs4qykKSpCuXAJDEWxbRugrNkjJlhxE\n9ZXorqUpGXb8qYZSmnF5SLn9jOxsHszdZFUP/UdisnRFkHL2kx3M0VePMSQjFA03WqpZQU3YOhjd\naiZBRc1BdxulddfdxWRmlZLNTsXhI2d3ULDbkLrgztQMKAIHGqaQVGwq1lKBB76GBcNmWikqgoLV\njqNY5fbEHJqu46zW8FYqlIXBWKR9vNV6Rz8nN+60LC/aHIzttC/s2vEHmd08tDdYzTpzqQbBTA93\nYnPWuD8+xcTaKhajmZAmO0IEI+0V4kQgxGzkARajTny0k2fOMCfu3sO6R2ofDY81Edmj8BbS6KqF\n3S4va2KQkWj7rNz7k9Ms7jSIdl3VeLR4konbN5sKru5Mz7C8exuAQDGLT+S4vrDA4p07B8rqTmiA\nseJe84R6ldnEY27NzrN4v5nE7waCBKxpBrcjPJoYZ/TpGpbnnutAPkvZ5uDhzBwDlTVctUPVPphP\nkXX6iHcE6Uo1+5Z70jvcOzfDQuTuwUSjIiX9qSds9I8zFD1U6EOpZ8Q6B/Bld3DoNbY6upGddjxq\nCVutiLrnjhtObrAaHGIs0RjgeEpJEu4uhJTY9QreYoK0O4Qi09iMOsHkU7Y7x+ktrNBZyJD0dOKr\npwkU0mTcvXjNGP7MFvFAiK7yLkmHnw7LNhlPHzW1hK1eQ1r/PVlrDE/t/0RpWxb3+fgqENmXwfOq\nbiKRYH5+HovFclDzsU92C4UC8Xi8SdVtV5Rms9mO/V1w3MrsfpTm13h1fE1mjwFHu4DV6/WDBgCq\nqtLX1/dSKt/PaqrmZWKrXmdr2Z8V9smsrutsbW0dkPFwOMzU1NRrjbX5MmS2whPi2v+MZBdnPUXe\n1o0vVSTudKNioye5jo5CzBWmNx1BlSZIKFR8OC1Vdrt76ahH0bLWQxOShHqtA9XMk/Z3UQp4MUzJ\n2E4zqdrWgowb603LsngJyuYGCWveIXqNHRKBEDW7G2GRYBF0ZCPUBjWcsoKTCh3APe80C7HnyJuE\nDTHAUH6zdbkvzFDxiA9XA9zwqPcknTsZIrZe8hYPwrBh6AplCeNb7YsIHw9Ms7R+o+1nJW+I7nxr\nQRjA054wpyINZbQYdnPLO0kgnmIsts6doRlORO61/R5ANBgiuJfD2lVI0lVIkhwJsO4eYvLhY9yi\n1ZpxFFvBDubjDzGEwvWTi43vVA4LM6P9Y5zYOSSbFkNnavsmj2fH8e8WCMVj3B6fY3nndpMLTZGS\n5chtnkyP0rGVQqsbKM4S9lLzLNBi9C5rU9P0rm9gr5YpOL0Iv4pnz4s8tb3Ck4FRQju7+MrN1oVd\nb5Buyybr/kHmIs0+aF8pS87uYT0UZni3cX9jwTBOb4GFxF3Ww/MMRw7PS5GSgeQqq+FRxiKHan9P\ncpMn/ePobpgprcCepXjL04MsmTiNRuLDWGKD1eAwY4l1AIKFODFPCL80sRs1AoVdkp4eRDWO1TTo\nTa6wERxiKL9BZz5JytOLrx7DX9hmx9NDl7FDZzrOTiBIdzlBihABtkjbBpCuXapmGFX+V9L2/xFf\n5Y/R+GJFu29To4SjODrLJYTAZrNhs9leStWNx+NUKpUDr67NZmtbmPYmFNTj7LYmpcQwjGMlz/+Q\n8TWZPQbst6fbJ3s9PT0sLi5it9u/1La+Kh6kN9Fa9iiO61z3/WCPHz+mXq/T09PzRsn4FyWzWT4m\nof1bVJHAadTRraDmBSm3wE8eSzxPxtEJdgNPPN8gssBTyyBWzUKnEcddz7BpTjNQOSQTa/Zxapqk\nFuimr7qDu5oiW2p+2SRsvYzuNk/Vb7jDjEXXSbs7SXk7KdsVhEUymlrD2VGlk3QjXqAKj9RxgvVm\nj+euo5PpndZp6zudM5zYap2mv9c9xdx2q4c26u5hLHYHTRqEy9tQPvR33u+awl/NsdvfxY61Cww7\ntnwZq15ibrO9TWC9e5KRaHt19FlnPyejhyqvq17gdPI6KLAyNUTG66eUcuCstSZ/3Bye5+RW6z73\n0xaunT+Dq2pgpGNNvtN9XB9dZDnRINGqNFneukWqJ8A9+yhzD+9RsdhBLbXV/SbjK1QsNq4un2Fq\n5+4Lyykmdp6S9fhY759lce1y23VGYg+J9PRDRaPiVRjPNQ8WJhJP2Qr0ULI7D9IPIp1hOhxpPLUC\n3nqBW0PzLG40XwtvJY9q0VnpHcHUrAwqa9j3irqGE3d53L/AZPT2wfqKlIwk1tnon2Yo+hBTCJ6M\njDEqN9i2h6hVNaxmQ/Huy8fY9PajFHaxm40ZprHEOs86pxlMNn4LPfldot4eusoJrKZOZz7GenAc\nh6hQtYJF03gQHMdllFARVC0TmDKPlPDMMoyjbuAo59lxBOku75IiTAeb7BLG7YqSEf0YPCLl+Bf4\ny/83Vvp4WbyMj/+rCCnlS5Pwn+bVrdVqB0T3Rapuu1zdL/PuOM73675I9FV5n7/t+JrMHgMePHiA\nlJKhoSF8Pt+Xfnj3p/yPMzpkH/s/8qOtZYUQr+wffRH2Cd+bHCVXKhW2traIxWJIKent7WVkZOSN\n/3H5ImQ2xn8mbflDnGIHIW3YtRileh8uewSvLJPPhMm7FHosG2wUhhgzNiirNjYC/QynYtjNhuKX\nJUhPsjEdn3Z3Eg8E6U5t4dPzsDdb/lgbZ65yhDRKyNcsBPemaeOeMHmPB13WKA65CcgkAZKgwwPL\nBE6zucJ+xT3CVKK1YCtl7SAkm3NpdQTBfKplXQNBZ6G14Akg7g7SX2j1hT4KjjMbfwQCQtU4oere\n1L8KN8NL2HJ1tixdWEo6w7ENvJWGklht6Zl75PjcftRitO1nqVAn34hdpNDv5J7jDIFolL5so+NV\nVdXoqiXbfg8g7utmLn4bu1FlfXqQtO5n6ckhccs4vYwWWhXmjlKajlKa2yfmSFr8fHP9kxfuw2rU\n6LRk2Bwbpn9js0U53cf98CRnc59xcfoMFx5+1nadcCbKzellHLVCUzHWPvpyMTJ2L6u9w9grVVzu\nHJ69lABVmiwm7nJj5ARLa832D1e9TG7Qg89Sxh5vVoUnk7e5Fz7BXOTwO4o0GUg84sr4Ej3KLlP1\nxnM2mIsS9Y3Snd1AMxu/sYFclHXfAH25LayysWww+ZB7wSnmEo3n3V8p8Lh/DLtaoUtJMcwKa85B\nhirPUAT0VgWbnj7661GQELWPETZXQUDMOYRHTeNEYdMygqzVKTBCuLpGTPTgd0RJK/3UlBRxx/9E\noPp7OM2FF96vozAM460ks68LR1Vdv9/f8nk7VbdcLlOr1Q5U3XYWhq/CNS0Wi8cSr/mPBV+T2WPA\n/Pz8a/G7Wq1WarXasZNZVVVJJBLEYrE33lp2H/vE/XWTWdM0icfjRCIR6vU6/f39nD17ls3NzWPz\naL0smX2q/F+U1L/ELXapSjchsUrKGKNP3kNgsmEMM+DcxUGRnXqIoXyEJ8Eheqy7uLPigMgiIVux\nku3oQfVY6TfW2NEDDSK7h4ziYSy53rT/u94prLrKw6FZeuUmXTJCzD7Did1mr+yWvaeVtEpwtrFa\nr7sHmd5t9bg+6JxrGyd1o3uR01s3W5av+Qc5GWuvsO6TmJbv+IZY2L2JgqS30iCbZhCeuEZYcY8y\nuBPFFKKlgcL9/nlmd9rvK2d3M51unI/bKDFX+AzTC1f7lwhka+x6nFzYbE8MATa7e1je8xkPZ58x\nzDPuLsziSVQY2nrK0/AIyzsvLvpShcm52jUuzp7lwv0rbde5NnaKM+mrAKQ6g9yTA8xFmxXwx70z\nnMt8hiLgQvwzrs2cZGblIc56c0OGyxOnOJe7hi40bowusPT0Ns/DX8lRtLvYGg9xJtp67Eu7d7g+\nusDyke/emFhguXKbmqGxEZpiaLdZiZ9L3OHW4AkWnx0S2vtDcyxylxXvGBwZL/TnnnI/MMlU6smB\n0j2c3eSpf4jBzCYajZmL0cwGnw2fJChSDMlnzItHRO3jeKp5EDBSesaKa5jx8jpCSPrzMWKuMD1G\nhP7KKk8dI4waa/RUN9i2j9GjrNKjPyPp7sNpifKIIdwVC8m6jYA1Skr0UVNUtu3/io7K/0LA/Cdt\n79dR/GMnsz8NX0TVzefzn6vqWq3WA0vgcbwH4vH4137Z14ivyexbhH0ye1yoVCpEo9GDQqihoaE3\n3lp2H/se1teFYrFIJBIhHo/T2dnJ5ORkU7LCcSYo/LTrJ5HcV/8NNeUqdlGkhJ+AiLBjjBAy1qlI\nBxvqIPPGIzR06qZK3QiQ6qsxIjfYqQ0S3isGM4CH7kmCrjTdRhwMSBBgLN2s9sVkD9PGE2LOELve\nIB5Ljv5yioCIs/fup4ZGONvqJ9WNAArNCumab46R3VYPaaWNZ7CmWOhLtyqsVcXCaKa9Glq3tC/E\nux5aOChweh4Zp4+RQjNRVQQMV57hsFQJW7ZIjvhZsY3jK9QZjT5AM2vYzfZKJkC0d56Z3Ust2zxd\nuEHM00WPq4MbQwssbbQe0/W+kyzvtBL1+UTD6nDjzDcZirY/F4CqasWr5XCWK1xIXuHezAz+WJr+\nI9dyo2OUxczhPjrKCXwixcfTF7jw6BKqlCScHXSqOyhHelec2r3J2sAQ1nT1YHu3B+Y4V7gGAjSp\ns5S5zd2xU8yvXms6rqLNC50qy8U7XB84zfLm1ZZjX965zWejp1leu87tiSWWKo3tWk2d/tIq66E5\nhp97fhZ373B74ARD8XVi4W7ma40BxnTuMQ8Ck8ykD60rs5nH3O2cYTbx4MB+MZrZYNU7ga+eIRXs\nYFBb5xS3eOIcRdkb9/WXVrjvnmK23FD2x4vrPHaNMll+iioMAqVddp39hIwoo+U1VpwjjBtr9FZW\nidrH6VNXCJRiJJ3d9Fu2iTr68Io82+YYVlnAShlTMdmx/x/UKhm6zX/+wvsLbyeZ/ar4fF9G1S2X\nywfKbjqdplKpcPXq1SZV93ll93Xdj2Qy+TWZfY1Qf/u3f/uLrP+FVv4aDUgpMc327R+/CHK5HKqq\nvtGpCcMw2NnZ4dGjR2xvbxMIBFAUhZGREQKBwLH5e1KpFE6n85XUX13X2d7e5uHDhwcRKNPT04RC\noRY/bLFYpF6vH1vI9+bmZtuWiXUq3FT/FSXlDhpVBHVUs44UBhajTFXpoGTR6K0UcMkcSaWDXXWI\nIfUhDirUTQtaSkEzKzwLzFL1W+gqp+gwD6fq06UB/LVDUvrUMYgi3FQ6oNexS7caJ6UO0/fc9PYj\n2yKDuWZVdsUxxUiquajHlIKSqeGtNWeqPvBNM5NoKIJVxUrJ4qRs8bISWMRdSlJTrdQVDVM0XoS3\ng8uMpVtV3I2OKcaSrQ0VTECqDrzVTMtnDzsnOZFs74f9rPc0s5mGEug0K4TrWwTFDmWfjb8b+hZu\n6gQKCZTnesY8cw0wWHqCSvvf9p3eeU7kbtPLDk+CIzx2TtCf30bQIOqmW8Vfb59ZWxMW6jYDvz3H\npd7T9Ke2WvZ/f+QMk4VDhTVUTqBZTS53nmMw84yqaiXV4SVUb7Y5KEgGSxHu9c9i6oJYTw8j5dYI\ns0A1i2JT2PBNUlPt9Fi3sdIst4cq21zqP01XNo4mTSqqjfXBQcZqTxsKeHWLT3vPMdBmUNJb3Obv\nFj7kQvZik99XwcSlp7kXmKO72Nxat2LzsjY6zMn8EQ8tEn89x6p3hM7K4XMeqiS4E5yju9SwmSQc\nXaS6vOS6XcwZD9AwEIC/nmPdMUhAbzQM6aolueOepXuv011nPc2qc5IOPdn4jqGTtAZwyxId9Qyr\ntmE6ZAavnmJTm6RDxLHoVbJqJ0FllwQ9+NQEeXowRQ1durEqJXLaPQqUCJinWq7NPkqlEpVK5dhC\n/F8H6vU6yWSSnp6en/WhfC4URcFqteJ0OvH5fNjtdur1OidPnqSvr49AIIDNZsM0zYNc3UgkQiQS\nIRaLkU6nKRQKVCoVDMNACIGqqi/9jrx58yb5fJ5vfetbb/hM32r825dd8Wtl9i3C62hg0A5HW8um\n0+mWGKp9onec0DTtS+1TSkk2myUSiZDNZunu7n4pS4SmaRSLrV2ijhNlUtzU/g2GWMFm1lGULBWs\ndGtxMrofq6biV7apl0N4zIc8cpwCUWaidEhoHpcnsHolnXaFMPe5V5mjV24dfP5EjjNReEJW8/DU\nN0KnLYVatTFUuXPQ368iHHQ9V9xTFE76M61WAnmk5Wve4iHm6GXb1UOgkmenM4Sm6PikDhTQhaBi\ns2KXNWyiho0aBaEzwD06epoJaFFxMCRXSDg7yCleisKJIW0YNTsJPBTsHrRqlu7CDv5qgxDe6zrL\niXj7qXZNaa+mlBUbU9n2qQea0FkybtCrxEgPBXhsnaQ/niCc3otA8/cxmGkf8bURmOBC8vBYJupr\nTKhrPB0bIlbtoWbV+DD5Yp/rp90X+LD8EwC+kb/Ik4lRqgUb83sFck8CY8xmW8/VaZR4r/wxN8YW\nqSkdnEv96IX7OJG6z0cT7xEyMvCCXg7uWo6QtsHt0TN8I9Y+Eux86ip3B2fp3d7i6cAoZyrXmz5/\nJ32ZT0bP8+7TZgX76vgy/23xR1zrO8nJ7dsHhYsAFqkzW3zAjd4FlrYbxPVq30lOqPcYyq9wKXSa\n87tXj6xfZ7AUYcU3yXj2UKFdSN3jas9JNFudefGAoIhDCW64F1gqNLarYdBX3WHbNkRvtUHqT+Tv\nc9czw3y5cb3Hio95Yp9mov4Qp1lGr6gkbAGCZpqx0joR5zhhY4XB8mOeOEcYZ41AKUvK5aNffUbM\nmKBDfcaOHMQukiRlLw4EJev/wwORYbr2XUSb6ry3UZnVdf0rlx/7Mjgay/Wyqu5RC8N+t7T9TN6j\nFoZ9dffovdyPfPwarwdft7M9BrxKS9ujiMViFItFxsbGXsNRvVxrWYC1tTXsdju9vb2vZb8vg/X1\ndaxWK319L1f5u38uW1tbuFwuwuEwHR0dLz1KTqVS7OzsMDMz8yqH/dL49NNPeeeddw7+nZbrXFd/\nF1WJ4DBrKKqBKup0iR3iZhdBkcEmipT0Lup6DdUGbplGKan0mDsYCO5oswzpsUZRFrBjhuhJJ1Fp\neEjrUuG+uYxqLTCtPUYTJo/MWabSzYrlJeU059PNU8NXbUucjjfirEqamzV3mF1XEE+tgEcp0Gfu\n4BF5amgk65301przZm855llMt/pO/95zgW9kLrYs/9h3nveSl1qWX7Uvc7rQTJbywsOmEiamdqGW\nTfzlDKP5NTx6Y3CyElhkPNfed/qTrvd4P/1x288+6voGH+T+vmX5I3WSFXWUdxMX8e+pec/jVtcC\ni6X2FoFte4icw4de8jG32zoFH7X3EbCncMpKy2e3fOcY2HhK3NPBlN6a8LCPe54Z+lxbrIsJltpM\n8wOseybodz9FEZK/177Bh1sftV3v0/A53jEvc9t1gdnNy2iyvRL9w6EPmSk9or/UvmvYpY4znFm/\niioll8dPc652eFx3vItM79zDYjZbfQyhctNzgrpN47x+tSmN4bL3NOfizedWUh08s/UznWsMvD7r\nXmba9YSIY5KZfLMd4rp7keXC4XORUz1kVQ8DtcPB3333FLN7RZEmgoeuCSYqT8lpHcScAaTNwGJa\nKFsEUrXiNUoIKcg7BL16AruUFNwSt1IgwiQ+dZtN2Y+XAnG6ENKNgoHUlzhR/deoNMc07ezsUC6X\nGR4ebntNv4rYF0aO62/p68Lu7i6lUumVr7WUkmq12mRh2P9va2uL3/u932NgYAAhBOFwmF/+5V9m\ndHSU7u7uLzzz+YMf/IDf+I3fwDAMfvVXf5Xf/M3fbPr893//9/njP/5jNE2jq6uLP/mTP2FoaOiV\nzu+Y8dIX5Gsyewx4XWT2dRCudq1le3t7PzfrLhKJYJomg4ODX3q/XxSRSATDMD73h3c08qxcLh+c\ny5cpkMtms2xubjI/P/8qh/3SuHjxIufOnUPXde6lPmKz6/u4rFkUxcAiBIIq/ayzxQxdrOMVKYqm\nixQBhpWGerRV7WOpeoeH1klqVoWOUpWwuacySogWJhiqPSGneHjmGqOsaZwpH778dakQK/QQPvLy\n3hWdeLMF7LKRTFAXGo9cE5jSi10r06HGCbKNCWwaAwxVm5XJi7azXEg9pxhKeKaOM1hqVnZzigtp\nqviM5qn2vHCDVPE8TxQl3LPMMFdpje/6ifcd3i992rRuVAwRqfWQNP3MF1cZLD63f82LVAU+o5WQ\nZjUPpk0loLdaFgDuds4xUn3KNXmKgVSUkeKhunup8yznK+0VYoDb3edZKDSI+m3mETk4UTgk+hd7\nznGh3D4eC+DvvN/EJmq8t9te2a0JCxs9g0wYDQX5tusCE09v4jAOY8Mqwkair5+wPMxqvWQ7x/zW\nHdzGYebtT7rf4331kOw/ci3Qs7XWVDwI8LjnLJPiCjlrkErNQyjXXu3O+k4hFSt+s3UAk3OfxBW/\nh2oe/q00hEZkYBHdYjCWbvUXX/ac4lyimaTmNReP3OM4PWVmxaFKe8lxhvP55mK8u64TzBcPi8oS\nWgemUAjVGzYcA4Wn3hOomknBoROwpsjbXIyJxnVLiH4slhx2UaWGhajSR7/YRpcqEdFPUCbI6UHK\nOLGpeTCcdFmesSnDeCiQpAtd+tARKOYAy+X/FQuHnR+3trYwDKOtJemrilQqRTKZZGJi4md9KF8I\n0WjDCtPf3/9G95NOp3ny5Al/9Ed/hM/nw2q1srq6SiwWQ1EUvvOd7/Dd7373p27HMAwmJyf527/9\nW8LhMGfOnOE//If/wOzs7ME6P/rRjzh37hxOp5M//MM/5Mc//jF/8Rd/8SZP73Xjpcns2zcX8Bbi\ndflMX6UA7Ghr2c7OzpduLQsNe0Oh8OIimDcBTdOoVqttP3s+33ZkZOSV821fd8HZ52HfQ33r1i1i\n3ptUxz/FqZnoQsGCBpTwUOAZI1gp4BEp1uUMNaXODA2VKG346TIKXHMvElYiJGtDhM0jGbL6DDaZ\n50ZglhHbCiFWsT/H2W7JE5yqNSuWa3KIDkeWiqMLw1ZkQn1CHg8XSs3k6q6yyEKp+bsVrIzlW9vW\nXrGe4uxzqhjALecC38i2kpprllN8WGpVCa/YT3G22LqdGhrT9efIk4B+Nth0d/Nt82/ADWkjwGMx\ngahY6M9GeGIZ4sPST1q2B7AaOMlyG1UW4K7/NPPVxqDgffExdMB170nqeSsLxVsMy/bKJMAD6/QB\nkQVY4C544JLnLN3pXar2QONav+BR3tVCnNWu4BFFPhs4RXg3Qm+1WQW/HbrAaePwvBaKF1nrG6aW\nsTCVb3iQL3ed4wPZfO7nq5dZ7RklnjEZKa7zyDPJObX5vk8Vb5PvHqaS9WAvNAZBNc8EE0pDtffW\nE3i0GnpgFi3d6lF2ue0IVwEZtyGei3LzFm5iBBeRiQcIs4ZUHdA3yZC8hqyp6L5ltGyzKn8uf42t\njjP0pQ5J6sOOKQY8EarCCkf+XJ4vf8ZnnmXO5A+3MVu8yz3HInPlxrMc1FNsWXtYtw+RdnXgcyQZ\n0O6xbh1iVjYGB37DTkTrJ0yUoIyyWh+lR9vGqtTpNnfZVYKERIJeuUuSIH5LAkN2IxAoWp77+kmc\nFMlgJaDGSZkCXXooKRE+sfwmc+nvErD3omnaW2kzOM7GA68T9Xq9pYX8m0AgEODs2bN873vf49d/\n/ddZXl4++MwwDEqlz2+gso8rV64wPj7O6OgoAN/5znf4q7/6qyYy+81vfvPg/8+fP8/3v//913QW\nXz28fU/cP2JYLJYvRGZfR2vZL7Pf14Hn/cGGYbC7u0skEkFKSTgcfq35tsdBZqvVKtFolO3tber1\nOvnJFcr+K1hEnTpFXIBKjiIu7AhA0kmMFTmPIkpMyxUQkJdeyqIPv+MBYZGjZtoJVw9J5CN1AaHW\n6HNF6RQNwhEtLzAnD1XZkrQzkmsovHnFzSP3OHmHk9Pl23hEAWi8uKOilzPPTevrUiFYbs1OvWk9\nyfliqyrbVWtVPnOKh6VCa6vZrPCy/Jzncn87Xr29sfOi9QIf1NsTz84jmU0BNc05roAT4q5OBuQz\nPqq8j7eY40TxDtqeHSOlBZnOt5+aNxB4n+t8hoBly03ogL/p/hbOYoWO2g5W2fqbqVu11vktAee5\nQrnDyg3rMPmMF49sXxi27R1lUTTI8BnjGtmgh8/0dzmz01BpV61jLJiftpDhEWOdqsfKR+73cRdy\nfKC2J/Fj9aeUPW6ivgsMqc+wGa0zSp7KOtLdgWGbxszFUb1JhDxcTxg5VOUpRnAZNXF4L/XuC2jK\nJ1ABo+sESnwFYTY3mVCLtzCCJxDZHWR3B6q8tXeJDFTjDob3JGquWaHtLV5F959FzT/E6J3ijOUz\nMKGkhsiq3fiMQ7K/XL7JDdcCS8WGBURBMlG5zx3HLCfK97nrPoHDY2B1lJiR97HttRLr03fYUsP0\nEcFBhU69SEoN0iESjMmn3DdmGBGrOEUZ3bSSUXz4RRa3zFKUfjrFDlHZj5Mi3eomcbrxigIxcxah\nprDJEqZ0UbUk+cz3vxO4/U9Riz7q9Tp2u51KpdI2RuqriLfZM3ucx51IJAiFQk3LVFV9aZEpGo02\nKfbhcJjLl188o/O9732PX/iFX/hyB/sW4O174t5CCCGaWtp+WVit1p9qV3gTrWXfVOHZ52GfXOZy\nOSKRCKlUilAoxNzc3BsZPb8pMrtvhYhEIlSrVfr7+zl37hx/lf136L77uEQekLgoI5EUcNIjtqlK\nCxKVEh587OKQEgPBTbmMW6pMK4ekMVrro19e5Z62RN1qkMbDO8ZF9hnNjtHNeLlZRb1pnsHvqpFw\nFuh3POSEuMnjwuIekT1Est5HP81K4z1xjkW9WVGt4GAq29og4a71DPP51pzVp+pJTrYhoA+tJzlX\nbBgRbAQAACAASURBVCVa92ynmSu1EswKVqZkazcxgE8t53nHbPXdAqxZZjlr/D1jrnVwQdb08bQ0\nRzWrUxZ2vinbk7277gssGp+2/SyHmzPWa3RY06Q8IdaLU0xnr+KkQdguOs5zQbY/HoAr9nN84Pox\nCXsHK7nzLBWb171uW2KZ5mU+meeM+gnXupcJJXdRfBasov1zbKPGknKDq8NLZNMefGb7wYHDLNDd\nbYBlGLbaR6OJegpFrZMPz+Kvtr5AhVlBMW+hd59D27mM0XkK1XrpgGSrlTsYwVmU5DOE0fzMKdVN\n9LF5tELz/RayjmI+wPAsouYPn2eBRIgM+vgCltqhJcJp7GKqA5iyA8VsDEBUTE7UHvDEMcPEXnGX\nJnXydjdXQ6c5peztU8IddZ6ZvdQDjyxQNWxk1CB+ErjJkDN7KCg+3CLLrPmAW8YJptWHeEWWutFD\nWXHiVfIksFKQLvpFlA05hF+k6JRJ0rIDr7JO3BymIkqYWNCEjsOeJXnmbzlb+TVyjyV2ux2bzUa5\nXCaXyx00BdgvUmpXaPSzjMZ6m8nscbaWTaVSr1QA1o5PvGiA8/3vf5+rV6/y0UftffH/EPD2PXH/\niPF5I/E32Vr2uMlsvV4nHo+zs7Nz0Nhgenr6jf6BVhTltcSn7aNcLhONRtnZ2SEQCDA2NobX68XE\n5P9T/5RS1308okhRevGJHUr4KKEwJp5Skm7qBAiJBjnMygFyIkdM+ukjhkc5VDq3jW6ENHnknCWg\nRclJN4u15qn+ZLmXUbbJ4uGWbR7DDsvyKnZxqIpt1iY5UW0mvFE5wHy1WSWtS41geb3lfK9Wz/Ce\neUgAM4qPkuonUXdwy7qALjR0oaIIBVWq5GqCi9p5nIqBppnUTAMnElc5SUJ0EpDpw8grCe5K+0Kr\nq7ZzvGe0kmIT6Ba7bV3+27KbRb15Kt+nZFlyf8qmsx+XtcjfZ96ls5JntnZYxFXBSsh8Stu+scAD\n1zLnaFyDDm2XDt8uGXeAK9mzzJbuMaBuvrDqICkCnHQ0FMegJUWw8xKrnhlqKclM7SE1LIRcqRfa\nD06p1/lR9wdY1DojrXVjB8gGT/Bz4icYvWGMfAj1uag1AL3zLJpxBQzQ+8+ibt1oUl73YYTm8XGJ\niusM9lTrgEVgoFUuUx/8b9DkTxDPdVhTq/cxOqdQktuIPd+01HyYvUEs8mMM/wJK5iHiiMItZBWF\nRxieedR8w2ds+E+j+O+iKGsY9kXUyuFzrBibGJZxZK2OkA3yrsk64/oz6tZJ8hYneiDDBcsVUsLP\nDv10ywaBP2Hc5Zp6ilNGw9oSlEliZpiicOMSBfpkjFU5gkYNuyizaNzhJovMaA/oFDHW5RCqqRNU\nkmyJXipYGRIbbMpJ/GILn8xRkF6CYoOEHMIiSmQJYEHDpmzzif3fEXJ+i1nH2baRgVLKpgKjdDrN\n1tYWlUoFKSUWi6WF6DocjjdONHVd/1Kt2n/W0HX92MislBJd11+pAVI4HGZz87BmIRKJtC2Y/uEP\nf8jv/u7v8tFHH72xFu1fBXxNZo8Jr0OZfR66rrOzs0M0Gn2jrWWPg8xKKUmlUkSjUQqFAqFQCLfb\nzdLS0hvd7z5eB+k/2l3MMIyW+1Gnxn9Rv0dZWcVmSDJ48IgsJTpQqDDCKityDAUbM6LhQUzLEDkB\nozSITIQ++ohiSsEdMYdNqTHhOCQkST3ECOsH/35qTGAxTD7ynmfc8YhZ5Q5PSiebiCxANuduIUrZ\nWg/9NBd4fapf4LS8xiNlkrQWwKbZSEuB21bgkTqJz5Kh05LEr2R5VJ3hQ1oVzh8XP+BDW6tC8HHl\nfd7r+snetYSkEaBs+HlQmsBRK7BW68Om1+hRM/jr2zgoM60/bEvwrosLnG5TZATwhImG17UNNpRh\n3tM+4RvBxrR9vNrHSmacnuIGzyxDfKC0V2yToosT5mctRNevpvmw4yP+ruNDLGWTYCmFnXLL9+85\n53hfaT6mMesDzG64WXyXbMHGB+K/tt03wI4Mccp3Da9a4FPreU4U7uF5TnktO6YYoKEqq/UI0mFH\nd51F2z5U+U1bD6r24IB0a+UrGL2ziMQ2Su0ww1XvPIsmL4IAO5+h976Ltt1akGbaelG91zAsp9Ha\nRJGp1UcYHROItILAxOwJoYone8d4G8O/iJK532xjkBUUVtHds+AMoLk+OXgGFB5jWKdRa4f+cVVf\nwbDNolRXEXuFjVLtQAa9eC0xVCIAdMgMRRwU6MBNQ8k9ZVzjhnKepT2Fv8eM8EhMM6isYhV1xsw1\nHigzjPIYTRicNG7xmGWGtLv0EOMh0/SZOwREjh26UYkzIB6zZs4TVDbQpUYZJ50iwi69eMhREk6q\nMoBd5ImO/A2WvIWz/FzLtRNCHBDU57FPlsrlMqVS6SAntVKpoOt6S/er12lf+FqZfTm8aqexM2fO\n8OTJE9bW1ujv7+fP//zP+bM/+7OmdW7cuMGv/dqv8YMf/KDF0vAPDW/fE/ePHIqikEgk2N7ePrbW\nsqqqvlbV8ij2u4zFYjG8Xi8DAwP4/X6klMTj8Teyz9eNUqnE5ubmQXvCqamplsYWJYr8R+1PkWIb\nBUldNbGgI3GikcSDzl1m6SJNN2tIYEWexCO2Gd0jpzFCnJB3WWOGMhJD2pkQh5X9u0Y3S2ZjmnSb\nHjbVSWxagUnnQ8J768T1EPOyWZW8W1zglGhWYB9WJ5muX2VDDpK39VKz2ChZK4TZxGkpMXmkSvyj\nzAectTxXmCUhVIvDc8JDRvdy6vl1gazu5eSRY1AU6FTSYElTFBpTHa3NE36c+xC/keZeeQZLrU6P\nGWOYdaTgQF17HhGzjwtae1/ZmjnEBUczAe6ybdHVvUXOcBOvdXGxcJ7T5lUsz03lb2hTLCvtCXLW\n9HHefR2XK0esEuLJ7ikuyItowtj77jjv2tpbFxQBfc5VOvwqF1PnuKC2P/ZV2yjvqA3C9Y79Eoa7\nF70ygJZqFGGZigPNnW2670JW0Iwr5IKLuBN3EZjo/gBW2dyNTa3cxwz0YRT9qIU1TOcwquVO07a0\n6ifovedRt68g9hR1qTiQISeq2EbRP0HvfLc9oa09weicxbRa0USzH1at38LwL6Fk7iDkkWsu69Dj\nR2hxjvZxEJRR1C0Myyhq/emR7dzHsC9B6R5m4Az4rqAom5j0gd6JuuetdrGNyQSSKoJGtNuSeYm7\nyjnmzca1n5IPuWcuM6lcByHwyAoXLd/CUMqoio5b5PlY/hPC6ip+stzkBEOsAyYP5GksskRRWFiX\npwmTwaQC6ASJs0snViogMuTowBSw5v9/Metwvt5KaF8EIQQWiwWLxYLX62353DCMJlV3d3f3ICcV\naOp49UXtC28rmT3OYrtSqfTK72xN0/iDP/gDfv7nfx7DMPiVX/kV5ubm+K3f+i1Onz7NL/7iL/Ld\n736XQqHAL/3SLwEwODjIX//1X7+OU/jK4e174t5SvOpod5/0FQoFNjc3j7W17OvGUQVT1/UDH+nR\nP4BvQsl+nTBNk52dHSKRhqoTDoeZmJho+8d+lyR/qf17hIijiioeUtRMG3ZRxS7yFM1+DCVBP1tU\npZ0cXiJyEoFJP40CLlMKDOnnnrlEtxbBIjWCMn9IKKREL9u5K5apak76LSsohsKk1twpa7vSzahy\nxIYgwVI2QUBFOnhoThPX/NRdAr8nRtASIbinXF1LvMeoY71pewXDyYLamqd6MXeOC/ZW4nWzutRW\nlb1RWOJDd+vyy6UznHO2TmFXDCvzjnsELXE4MgNbqjv50e77uPQS8VonM9oDHMrhvPuOHCYstlq2\nB7Cr9jIiWjthAdypLfOu/yfgh2QtxMruNCP1B4S0OGv1YRac7VXgxjkv8IGnYYXose/SM7jLWmGY\nWLKbC+IyKaubIfHiweK6OcxZ5yUGnVEuJ88yXFmnWznsjLXrOMk79mYvrapvI7Ud9IF3USMXMbuX\nsLzA6+tVblHrm6Ba7cTzAk+vUt/CtLmoWU+h2pMoslVd1qqXMHqXUHYeIMwKRu8smjgcuGj6J+jB\nC2iJ5mslhRUCKoo1h5kPoBjpps/V+g0M/ymU9E0EBlI4MHsn0eyfIvFjyGFUff1gfSFzCM2KKftR\n9CODGpllt+MEQf8nBz8bhS1MbRyhV1Eo7C17gsECCvcRNAj0nHmFiDhFWF4jj4u0ZuWHln/GgPU2\nbqXMGLdZMU4RVhtFjXZWiZthupQIkzxhRc4wIFbpFms8kdOExQZBUjxhjH62iMlhikIlaFZAVBDU\n8JIkoXYisfHU8mMKosi3av+07f35olBVFZfLddAYp+l+HMlJLZfLZDIZtre3qVQqmKaJpmkHBHe/\nS6Pdbj9QNXVdf+sSGI4b+8LHq+Lb3/423/72t5uW/c7v/M7B///whz985X28LfiazH6FsV/BH41G\nD6atQ6EQQ0ND+Hy+Yz+eV50WKRQKRCIREonECxXMnyWEED+1r/j+YGK/Pe5PK0h7SoS/tvwlFuIg\nVPyk2aabfhHDKvLEzTH6lIcoSApmLwYWrCKCQo4BGi/iqOwjao5xSv2kIdUBMX2cJUtD5apIB5dL\n5xmzPiZkbajZpgS72Zw4ECkNckEckpWatPD3lfexWCW3Xct0OVcJq08oFydY0J6L3dKtTGitIf3X\n8qf50PLc1LuEoGhNO8jrHk5ZWpMKcrqbJceNttfPq7YvUrqcPccHHa1eWZtWZq7rAcPOBimtGRr3\nUifQK36KxTpL9jZJCUDEGOWMs73qmdZ9LLgPj6/TuktneJe6ofJp7AJ54WZErLffbq2P8x2t2x1x\nrzPiXudi4ecI6bE232zgdnmes6HDe3au8wpFw8tu6QKhwkWkYiPoTrAXxNAEgdlQTEe+gVJbabvO\nPjRVR+tbxyhNo+ZbWwUDKLJI2VVHCjf+F7iO1OoNjNA0khBam8QErX4RPXgONXEFgUQiMEKLaFoj\ngcD0jGLmJIrZnO+r1q9hBE4j8k+RPSFU637KQQZhs2DKPhTjcJCiyASmtQ9TdqEYcWqed6h1Xcer\nrlPT38NqfHyE0K5gqAtg3EfZI68qtzHEWVR5ZW8/kpBQSFj/ewqO64SVDWCDO/ppTuwVjY2r17hT\nO8uk9SZ2qnhEnKQM0ikSjIsHrJsn6FUeMSEeclfOMSbWGJVrbIhBesQuhuynJCR1OtGlG4vIEBS7\nxOlBR2PNcov/Ior8s+q/aNst7HVBCIHdbsdut7f16tbr9QOiWyqVSCaTlMvlA/vCfr2Ay+U6IL02\nm+0rLby86rvti+Lr7l+vH1+T2WPCy/5QjraW3a/gP9patlQqHXtMFjRG8l8mP1DXdWKxGNFoFE3T\nvnQ82HFgP9HgeVO+YRhsb28fnMPAwABTU1M/9Ryui0f8rfYDLCJHDRd+dnhGPyHymMIgakwzoK6g\nIInSg1PUCYoGgVVMP1JIPjK/Qb/YYVK5w74Mmze9TKo3SJkBnunzONQYPZatAyILcLe0wPuuZjKR\nL7rJ2Tq4V56jqmoM+tboU1OE7c1T+LKutfxluJM+ywfO5u0V6w6WldZ4rcv5s5yztTYNuJ5d4gNf\nK8G5XjjVVpX9LHOaM/7WBIOqaWHK1T7B4FL2Au8GDxVIq6oz19U4xiup89R8Vq7HllBKknntLh61\nocZFKl2EXa0ZuQBr5iLLWutxW1QDfyDNO8GL3No9iaMIk5bmafINOUxYaa8EG1LQ7Vlj1LPGx+vv\nMikeN91DAIuj3uIJdqk5XJ6LGN5FTLMDS+3FLWslKsIZQbhKGLWTqG0aD0gUpM+CKteQjhS69Sxa\nsvX+Gd7T+FyNLly6eBct0b5pQ6EGluAKZsWPldamE1r9MnrwDGriOkbXWTTroVKrmE8xvGPInESY\nzUV/wnhKfWQBi/HjpuUKcUxHP2YpiGImjmxrC8MxS8k1jvReOryM2qfUeRercXj8iriNoZ5BGJ8d\nrKfKK9T5BroGGXuBqjWCkBkUsxdzz0t+QrvKpr7IwN7gb9ZylTu1BWas9/GKHIbpIo8bjygwIO6x\naczQqz5hXtzjsZxlQKwzILeJ00WHiPJMDhMQCQpolLCT0TuwayVMNEwhiGrr/Dn/ke9U/4c3Smg/\nDz/NvnD16lV8Ph/VapV4PN5kX2iXvuBwOH7m74PjVpPj8fjXZPY142sy+xVBu9ayMzMzLST4VRon\nvAr2i8BehsxKKclkMkSjUbLZLD09PSwuLn7hCldFUY7Vx/Q8mc3lcmxubpLJZOju7v5C5/AjcZOP\n1YvYqFNDwU2dDA78so4UCnl8CLWARoXrnKRL5gnu+VAzZg95NOoMM6GsEtHDjGiHRV6r9WE2xAAj\nlnVC1lUelad413H4Yq6ZGhOWw5isrWoft4snmHBsUXJZGPE2yOvj7BynfM3TytHiBIuOZk9r1bAy\nq7WqdU8yp1lyPqeOSgjJVgKT190suVpbyhZ0J6cc7VvN+iztw8MvZ87zfhtV1pQQdrVvWPCsEGY5\n+BmaYvDuUIM81QyNa5vL7GY7OeNr9fECJGqdTDtabQ770K1OELDY3SCJ97ZmKKY8nPVd4VFlgnc7\n20/tA3ySe5f3Bxs+2/dGPiFXcfPRxvu86/4UTeg8NN9hxv/i7wstjuqLoNfOocXbq8pG4Dwan4AE\n1XITvedd1NgnTTTICFxorAMIamjqlZb1TEsPiuvxAbHW5CfoofOou4ceWQDTGsbbGUWIPLq1n3rB\ngsVs9b5r9c/Idr6Pt41XWDVXMbwTKDmJMBspB6bSgdHrQ7X+GN08j6V8qekcFBnFdI4gi3WEbJBg\nQx2hHCpjWlSEYUcRh3YTqV2kJs9hNQ+vmyI+Q1ffQTM+BVSq6jskXAlgHF1r/J6kKCCEE8wOUBpF\nYgPqfYQ+hdQeoQqTGctDntaHGbWsE1C22aqPY9eqWESdHmWFbWOQXvUZ4zwkYk7QpWzikRlK0s+g\nWOcJ4/SIGEkZwqoVqMhOCsLEKRXsokxKe8af8p/4l9V/jspXazpfVVUURWlbbPS8fSGbzRKLxdra\nF47+dxxFWcdd/PW1Mvv68TWZPSa0U2afby3b29vLqVOnPjeu42eR+QqHGbefZ1qvVqsHhNzlchEO\nh5mbm/vS0zf75PI4yWy1WiWRSLC1tYXNZiMcDjM7O/uFzuE/iUvcVW+hKTVMSqjSgiqSKChkhIce\nkSAjO+mVuzxSJvHLKsN7RHZHDlBDMqA0fKpFI8iS2pjiLpjdRPUZpqyXUPZijupSY9rSnO+6Upxl\n1n6HjzIfoGk6g+4Neut5Qu51jphsCShtrAAZDZ6zct3eOduiqJbqDgbURnFR3dRI1TooGx6i1WG8\naoZLxbMYUsVE4LEI1nMddIgUKiYqBoow8Wg6qUqIIdsDpDTwaoeWgvv5RWY9rSS3bqrMuFvzbAEu\nJc7zTm97z+dGcZhBf6RpmVXVOTV8ncupM/i6slx5dhozr7LsvoFVaQwY7xVmD/yuz+NpZZ6Fzmbb\nwlzfA+iDlfgocTnOFK2FawAl3cFsqNm24bUX+GDqJ2RKYWy1IJPWR/A5dZempxdNXkOxJNHDZ1Bj\njxD6YbMF09KH+lyxnWZ+gtG3gIhvotTTmLZhVK1VhW2st4yy8xCMMrIjiCLuNq9jXKLgmcZVWEfI\nClLYkQEbitiLwCKK6enBLIVR6s3XvmZbwtv1E8q1eezl+yjPeYZV8wlV5wiWogShYfT6ENZGlzdF\nuUTd/i6WyifPEdo1DNcUSlFHt05R7n4KamNAJOUipnkTRRx6LUztBvX6IhZ5JMpLfEpR++/IOyJU\n939X8hqavoCuNbzhprKLaoxgyDKIMog6qFsoRhhTjWD7/9l7sxhJs/vK73fv/WLfI/etcq197a69\nuptsUrRkWTaBgQWDGlsCLOlNhOk3CRAgC5BhD2CPAAPEyCNYsOdFIAVhMARsSwA9Gg6H7GZ3q6u6\nqrr2qqxcIvfI2NdvudcPkVtkRPZW1dVdnD5APVTkF996I+Lcc8///EWDCbXButtPv7XOsO8xjxpn\nGQvcJyia9Mh11r1++tU6/cyT1yMk5QpNAtRMhMPiMfc5wohYIesOEbQ28PQInihSMcMo0aBmLfAv\n5d/yu/V/QnB/leWXFJ/GvlCv18nlcm32hW5Fac/LvvAiY7mg1TDhZWpR/DLgKzL7grD3A7fXO/pp\nW8v6/X6q1erndZoH4iASvbcpQKPRYGRkhIsXLz6XL4btY37e2XjGGIrFIoVCgXw+z+jo6GdqNGEw\n/KX8KfPqIVq4RMjimj7S4hFVohgUgyJD3QSxtIUjodfkSdHANUGa5iwjxsFV13f2eEx4eKTx9BHK\nYp5jVoHGnrzOIT0NVktV01pRaJymzycoWnGmkq1l80x5klOx9uXlD7NnuNrbroo92DjCK73t5Kfh\n+Bn1bXKzfI68F8fv81NzDVknzsneO5RDPmLBMkrUiJoqvtUI4/3tKm7NCdLT8JMOtXfOqtsB4o1F\neiMtUl20/ZQaPVQqMRaqPawV30A4EJVV+vwbjIaX+HDzAq/0dVchx2PrXV/PVIe5cgDJfVA8zOWh\nlvJ6aaplaShWY7zz6CJB1+HKQCfR20bZPnhp1A1EeX3m75hfO8z6YpyLPe339d3iRd7s6R7zlQxn\nqKeG0GoasWkQXq5jGy90Gos9xVX6PfRgP7oygSq0SJdJDiDptDgo9xa6px+3dhIRdJB0nxwr9zq6\nfwrPO4RP/aTrNlH/fdzeI8j8Bjp5BGtf2oI0q+hwL159CrWVf+z5D2P13gMBocCHeP5XEaWbiH2m\n3oB8SjV4DDdkE/G3W0Ck+jl1dYmw1/58lHlALfXrOLGfI/YU/qFu4nkXEOKdHQIshIvne4xwjmKZ\nB2gGyfuPUg5+gM89A2x1DhMGV91HeYfxVGty4qmnKO8knrwHQmNEGSFCO4ptSOYZI0xFR3EwKFXj\nZ9VfwZJ1pJAElcUjfRQpHDxjEXIOEfBVKUqLEbPOMfGQJ+YI/dYKq2aSmMywqceJiWUKZhRXCPxy\niX8Z+jf8bv2/IMbnl2bzovBR9gWtdRvR/ST2hWAw+ImFkBetzGaz2bY2tl/h2fEVmX1B0FqzsLDw\nzK1lv2ibwTa2mzSsra2RTqd3mgI8T3zeLWb3WjvC4TDxeJyhoaHPlMfnofnn1r8lK5ZxhaSPEjlG\nGRRzLDOGheSQeEDFxImaKAnVUpmm9AiO8diQdZTIosVurmvam8EBlkUVI+dI6zEacpeUCi+Ip2+A\n248Wh8n5NkkEenHaCIVhVOwvojIMBDqLjhr1ELfd01S8XjQWxqqRrffxxuTPSAPpLWLUcP2M2Ra9\n4W1/Yose3Fo6w4WhzuX6D5df5epIJ3G7MX+Rr03tvh702wT9K6xWe/nG6c5M1XLTj21sflG5gtAW\nAa/MVHSWuK/MuyuXuDTWnXhu2pMH+lZdkh2vJSJl3jj3c346/wZLkRHy2RGOB28QtnY7Vb2//grn\nJ7sXrQE4W5Lq+MAjxgfg1tNTkBecSd1mvdHLxbHutobWe3sJhG4ipY0ZSuCWLmOVdp+pQUGo0uGl\nlXodwuu4kdeg7GCJg4m41OvonsMYn4FCd/8xgJEC2X8Pr3wE1ei+naUfYg+9iRIPoMvHVZosJuTg\nySMIJw89xTaiqcR1vPirqH2E1hCCYYXwR9GNEHJfPq8/+C754jlS1u5nYoOLeOm30I2ThMWNNsVX\n+t+nUnyVWGRXTReijuvL0fB+jVzoMVq27DyOuovPO45WW9F3wkbLdYQexmyNJU/dwXLP41qtZ7mj\n2HpRjBmijp8mAQpqAZ+vwVHfbT6ovcKJUGtFwzQPEfJnsYRLzuvDMYY+iiwyjk/3U9YRyt5xevxZ\n1s0Q/XKeRTNJQqxQYIgGESyZ51+E/29+r/br9PLFF9NqrT+XQiop5UemL9i2Ta1W+8z2ha9sBi8/\nviKzLwjbpPVZW8t+kWS20WiwvLzM0lKrSGlkZISrV69+bjaAz4PMbjdnyGQyVKtVhoeHd6wds7Oz\neN5HlHwfgBo2/7P1E0piEwTEjU1eJEhQYJlhEjQY5SE+fYRDxqKyZRsI1JKUgj6yqnU/p3QvVWkj\nTYCAOUlJLtMUW35DAwFybD95YySB+lHqoSp5XwZYQJkQnrzTdm4RPYMv2k6c6o0zTMXeItsYZrYw\nQdkL09ABLo+9DUKQ3CracTxFutbpf11YP8254S5JAqJzXNquxXSsMwXB8RSHe7svwQdU9x+VD+bP\nc/XIvggsA49WxsgGY/z7pdcZjywykdyN11qr9HM83Z3UzRWmOTnQ3Q+7UhrgyvQv8FsODM9Sa4T5\n6e3XGZYrzKSeEAof3GbrveULXDzeXrh2ZvJDmICHmVeJpVNEfP/2wPc3/SNEZWuiIGQRK/kOXvgs\nYnMD6SzjxS9jiYO9tIrreGPH0KVRZDPTdRuthlDh6whZx+29upUu0D72DRYmKVBiDRMv4apzWNXO\nAjJPHUKn3kHLOKYwjmV3xpsJU0QEJE76NP4uKQf7Ca3BR63nOF6oZW1oBE8RbHyIpH2MxRIfYDtX\n8dnvUYpcxou3tpfBuxSL50hGr7dx/nDiFo3aJYL+1pgwpo+COkbdn0cQAppbJ+ziymWUdwijFlrb\niiLShDE6AVtd+FzrfSz3Ip5cwNMz5EQDTYKKegpbKygx9zgl6wEgOBe+wVrzJKnAY3oDC8xVjzIQ\nfkpabbDhHsI2NgMiw5o3Q5+1hKN8LOkRQrLKTU4zyTp50sRZIy/6aZgYjqjxF6G/479pfItJ07l8\n/yLxRcRybbf1DQQCXe0L280jttMXcrkcjUYDx3F2Gk9srwDm8/kXkr6wsbHxS9/E4EXjKzL7giCE\nYHx8/JmzU78IMlsqlVhbW6NUKjE2NvaxcVTPC8/TH9xsNneaM8RisZ14s71fWJZlfWoyu0aN/0W9\nRVUUCQgX2wg80cBPAEGIPnJMGxfNGTbFBn6xjgFCzik8VsjKOQD69SBVcZuIPsOKKNNnJE2553yD\nzgAAIABJREFUWzgTrw1jR26DF0R5J6hYhmZkFiNstiW6HnMIW7arskHKOxRFmB6MmSHks1gzp7GD\nBYYGFxkC5tZnYN+X993MGa6Ot5Mmx1MMRztJ6L2V45wd7PS4vv/kAq9PdzYT+Menl3ljsvP1e0vH\nOD7SPT6rP9HFRiAg6wzw9Uu7Ff2L+UGW5ydp5BTNZpBfPdU9a3G12MvEQGc7V4DV+mGGrN3zCwdr\nfO3iz8DA/3v9V+lVnUv/24gnS93/IGB6Yh0duY1TvoaVv4vYF0Hl+Q4TCXfeR+W/iRkI4ta+hqJ7\nwdzOPiKvonw/x/REcasXsYqdhN3EB5CyVSxnqbfxBk4issttGa9e/DLKt10YVkdGbuGoq/hKuxMK\nbXzYPT6kqgN13GQKCoex7M4x0owfx4nfhNpp/G5nCsYuob1NPXkeb4+CivqQRuAsweaNnfisbQjf\nDfLBX8fel94RSNzDcb6OX7YnZfjC16mUzqC1SzFmg2+udS2NUSx/HSm3uoSJClqEELoHtvzlWq6g\nvGk80wDRRHhnyAuFrc9Rs+5uHWGduHuaknUHENSseyTcMxSt1kRz0P8I3FGa1hITkQfcKZ1hJn6P\nPmuBleZRLP8iA9Zj5hsn6AvOkZLrlHWacZXhKeMkTJ0NM05CriAF2MQpS5v/M/QT/qvG65zSX5zi\n92VsmGBZFrFYrKuVT2tNo9FgdnZ2pyHRtn3BGPPM9oWDsB3t+BWeH75co+4rfCw+z25ce+E4DsvL\nyywvLxMMBkmn00QiEQ4fPvy5H3sbz6rM7vXzNptNhoeHuXTp0oFftkqpT0WeH1Dkf7Pex5ZFIlSp\n4WdQLOInRYwCdVHlqDvMhspTEhmO6xhVEUTow0jh0gi3fiCFEcSMjxzHWJOrBEyQptyzpKslAasE\n3mVW5SquWmHEm6Amdyc1PhPFEe3NCyL6MIYq5fIFnKCm6lsnaaJ4ql2pDepDHO9vf6+nBYfTcx3X\nPLd8lrNjnSQ0KjrtMp4nONLXuQ/PExzuWeh4HaBc725VeffJJS5NdyqsBgha7cvP6dQ66dQ6a7l+\nYokyNzPHyC4OMhFbYTrdUokfrc1w5Uh37+1qcYCTw93/ZgQcPvaUQ/2PuPt4htxcP1fG38FSrSnD\n7Y0rnJ7p7s8F8MJDSJGB+Fu4kTgUrmGV3tlVRSMhutxKAIRsoPscPDmCbzPSlqu6Da1GkaHWuQsq\nqMh7uIFrW6kDrc+SG7qI5W8nuIo76N4hvOI0qvEEz3cYGWlXwQUaK/g2rnoNlW8VXxWs40SCu2NH\niDxu0sGUTuJr7K4S2KFrOImWWt0Mz2NqZwi4nc02lLhOtec38ML/0Bk8Zd2kwQWCzXeR213GCJIP\nXKDq/4Cgdxah2om+63sX4byBT+5ZSTASHR2mIgBr9xxlMINXm4HQox17gpYbuPUhfP4gUrXUeE8+\nRbvfIi83qKkskEeYNYLeFA3V8vZWrdvE3DOUt/ZftW4Rd09Rsu5hhI2lNgjoNE2Z42T8FndLZ5mO\n32Mo8ID58mn6Y08YD95lrnqU/sginqhg6zBjYpENxgjJHKt6Bks0CIsyGklNWPxfgXf4L+1zXPVG\n+SLwWeIbv0hIKQmHw/h8PgYGBkgmd21H2/aFbVV3W9Sp1+torVFKtZHc7QYSlmV9pKq7vd9Pm+7z\nFT4aL8+o+yXAl72r1UctwZdKJebnu3dH+rywbW34tGg0GmQyGdbW1kgmk5/Yz2tZFvV6Z2ejbnib\nLH9p3cITVeJUqZgkY+IJfWYaQYairDLuTfJUPUQLzZjXgyMka4TxiRw+1VpGDpkUcX2IJ+oDthXW\nVC2CG2lZD/xuPyExRcZ/A0SLAIZNkvq+fNeUGcaWGTAKvzlOgxgFKjTkGsR2vZ6S9Y7sfD+BjhKg\nSuk0Q8l2Qqe1IB3sHANzSzMcGez0j955epFXJjqXwx/OX+L0eGfHrMXsFJdmulsC+mPd1c4PHp/j\n9NFOUgRwf+kEr/f/jMnpWSanWyRjITfMk3szVMpRpkZnUbJzYrhSPszgQPfWtO8/usDpcy1SNj3z\nmOmZxywsDbNwd5rzw9dJxA9ugOBaM0i5SyKFKkHPWzixcdRmEpAoebAPV8tD6OA7CKmxB8Oo/BV8\ntXbirGN9KNFuLVDWW+ihI4jNCsIpIw/I05WsYBIhXP9lCKx3JAzs7M/3c7zey1BxiPR1quhCVPDi\nT0Cew1f7AM86QqNnD8kUDezwHNTOEnD3Neew3qAYexvLu0rQvIXYfw7WdZrmKkH750CQfOA81UBL\nXW/IRYLeMYRqL0B0fP+IcC5jyXfwvChF+Sol32OECRHwptBq936I8GMs91U86x93yLQVWsE0D6Pl\nI5zaEbJS4YQeQn4clWp9jo1waYpVLLcf12qtINTUbSLuMarWw63/3yXiTVNVs7iijN+E8EwYV9Q4\nEb9JqXGcQPAJ47Hb3CmcYSr5mEPhhyzWj9AXWqToBNFKkWKZojdIQi2xoQfxRISGCRISNnUp+evA\nXapNw7e8F18t/2VUZj8Junlm99oX9pLcbey1L2x3SqvX6zv2hf3pC7Zt09vbi1IKIcSXuonEy4iX\nb9R9BYCP7VT1abDdKnd1dZVEItF1Cf6LiASzLOsTH3M75mxxcRHXdRkdHeXKlSufajnokyrB/4YV\n/sZ6hCc80tj4TYrDrKHNNGFTIicbJPUxynIWLTRhE8cRiuWtZd1pnaYolhH5Q2STElc+ZJvI+ush\n3PBjgnoIh2GWVY4U93f8dwApE6cmdympzySABuhrbIg1HJkj5cVx1VzbeSe8IziqnXwE9CiO3Lds\nbWAksdyRCnXr4TmuHdvNs206AQqlJPNLwwjXwdMKbRThoKTalOTKYe4snMRnOfgtm2iwiaSBz+Tp\nhsWVQcZ6O4nWg7lXODrRneQd5HbJlVKcP9FZZJVMZ+mfinN69DpPsiPknk6Tctc4Otoq9FnZHODk\n+AGqLBCMFzteHxlZZmRkmdnlq/SqOp72oWTnuPWCka6poNI/jx6cxzbfIFTpR5ruqQxOuBchWxMa\noWro3l/QrL2KLzeH1Dm8wCsof/f7JMVDTG8M23mNgPz7rttAy07gJAM4vgmi9acHxvIL+ZDC4FmC\nThBLdU44hWjgRT9Ey9ewo/Ow/36IBnZ4FmrnCLgtH64jXyEXvQdC4Fo3abivE+SnHedgfO/R4OvU\nhEMtMNu2z6bME/AmEVsFltuwrbvY1WvkfFVca9sDW8cWVXx6ECNX92x7g4B7CW9PZJn0OVSc32Az\nsmfilJonaJ+i4W/5dI2s4Tp+jA4j/DUQhoZ8hGoM4QVXQGgcmSHoDdJQq9hynYg3QUk2McIjEXiM\ncscoqzWOxu9xv3CE6eRThgNPWWmM0BtcI1MbJxYqEBFZSm6KXrXBmtdDQDbIESKIhRJl/nXgAWXb\n8E/cQwc8wc8Hv0xk9uPwSewL20R3c3OTv/iLv+CnP/0pnudRrVb57ne/y/T09M6/qampj4y+3Iu/\n//u/53vf+x6e5/H7v//7/NEf/VHb35vNJr/zO7/D+++/T09PDz/84Q+ZmJj4VNf3suHlG3UvMZ7X\nTGw78/VZCsm01jutcl3XZWRkhMuXLx/4RfRFkdmPI5e1Wo1MJsP6+jo9PT3P1CL3k3hm/5IMf68W\nkMJjEg8tBEe0y5qIkzR1mqJOlV4GTZU1WSatjxIyHmuqtbzdr9NomjTMBIVUmfFqlHpkVw0e8Q9R\n1f3MqhVghUk9Qknu9peP6l5qoqXKBswwRo9ikMypW8B2uoDBEqV9zkKDEpsdBDVAuEOVDenTIJeR\n+gyaKJ7xkWsYVEzw9soVwqE6oXAVn98l0xjh8KVWHqdvz57mPjzFmQt7SbKgQpAP71zg7Ikb3Cqd\noFqMIt0wtYKFIIRnGvzi3hV6YlnG+hcJ+lvexWaj+zN5MHeC6enuqmxm4zQn092LpBZXhxkYzZDu\nzZPubamsHzw5xsajIXRT8Wsj3T22b314mQuXuxNdbRSDU2sgVyg7A4Tyh/A3d5f2q2aagDrY6+qI\ny9iJX2DHQojl8yTMdcSeCYynToG/i5c4fB3bn0LlLyJD3RtG7JyjGKLc93OazW8Qq/y7rkTVE5NU\no7dAupTUm8Qq/wHZpQ9uJXgCJ3iDijtNn8mgRCfJF8KlmFAgjhKkm9+5iR1+ArVzWF6RbDwLcvea\nXesGTffrBMS/bz9XY1GwfDj0IWgnrUaUaQo/AT2EkHvuhz7CUtBGuTEku+eqZQFPDyFNHMSu+t+0\n3ifgvoqn7uJ6F1hRC+C/RdQ9TcXaXRWp+u4T8Y7R2FaDAwVC3gQNkwHhgnQRvgLSTqL9BbSo4zVr\neM4hjAhTkAEcOUbJX6apbITyY8xJKrJIJN7k3dIlQlYN6QXINQ/hyTrlci8D0VmiokLThOgTRXIm\nSsK4VJWLrQfRwuH/8T+iDPzOCyS0LyuZfd7nvW1f2Ftb8ud//ucAzM/P873vfY/f+q3f4smTJ7z/\n/vv8zd/8DbOzs/z4xz/umtiwF57n8Qd/8Af8+Mc/ZnR0lIsXL/Ltb3+bEydO7GzzV3/1V6RSKR4/\nfswPfvAD/vAP/5Af/vCHz+36vox4+UbdS4znRWafJX91b8ZtX1/fJyZ/2+1sXyQOItBaa9bW1shk\nWsupo6OjzMzMPLNSrZT6SPL8P4pF3pKr9EibSaPJyiLTOsojuYnCY8REeChsDpkoBZkhpE9RpEZZ\ntsie38TwmTCP1CYgCFYt6uHWj3HI9BD0Jnlg3aKl0grCJkJF3Gs7hwQRjDlH3miW5TohWSRIO4lJ\n6Uka+2wIocYETrA99N6nh9BiE6VfxSNM00BFlAgISVMIEHmgpaIGrSn6R9rPBaCYS8PI032vGsLB\nblnIhqC/DkIQS1SJJXa3uf6LC1y6sqsqbpheNld7eHT/MDFfhfyNFMOpZabGnqBUi5IXqt3HbbkS\nY2yos8AIYHV9lFde6WyROzqdwRezCcXrvPPodVi3uXjqPeQWuTJAsr+zycQ2XHUVZEsJNr5Nav2b\nNOxRQoUhrOYv8CUO/qxqY1H1Z1pfxqqOGbtLtjBDvGQTEC1bhxNp7K/P24Gw8jT6whgzQ7S5gdiu\nyN+HSjgE0mCH3iNvXSNRvIUylfZtognYKjx0/f9IMXaReOXDtu1sdYV6uDWWAtEMZe8QseY6ajuX\ndQtN3qTqf9AyGrtfIyi75OqKJs1Qlpw5g5GdEwXHug7umwTET3YIbdm8QWmroUHYvQpWu2XFyE1s\nPYxfpxEyh/EusCSzGOGh0YT0IHqPEuvKFXzeFMgmQuzeO0fYlNw3Kft2fbUV6zYR9zhVazuyy1CT\n8wS9Q9hbqQcNNUfYO0Zti+AaVSFkpmi4RynhshHKEwn0UxEFPFkCSoRLI1TiG0AdqyFbE3mfy2Ro\nhZJJIsOb1OoeRgoCgQpPK2dxaRAUfkK+TaI0sS0P5SQJ+FapeEPUpeL/C8xSFoY/cMY77/3ngJeV\nzBpjXlhL3Vwux+joKK+99hqvvfbap37/u+++y8zMDFNTUwB85zvf4Uc/+lEbmf3Rj37En/7pnwLw\nm7/5m3z3u9/FGPNLbW14+UbdV/jUiQau67KyssLy8jKWZTE6OvqpM26/iA/BfmV2PxE/ceLEx85i\nn+V423Dx+O/MMo/VGhOywogOkFHzTOtBFuQcCsW4jnJfreAzkrhRzIk+amKd40aTF4akewy32WQp\n8pRtS0Hac5GE8etpnogsEzK38zeAAR2npFpkJqSH8OlDPFX38MT2OQp6dZKyWtxztgaLcocq65MF\nhImjzDieiVMVDk0CrIi7IHZTExLeNE3VTnrB4Olih5JXK/dy5nin2vjg3jFOHL/b8frC3BGOHu4k\nxPnNFGfO7Yt8EoKeoRwLazZHz+16IB/Vplh7PER2sZ+JsXXWsgMM9LaTqOs3z/P617t7Xh89nuLy\nUPdl/OXlY5zof4fR061zvDl/jI0Phzh/+Cbzm9OcPNvdz6uNhetf6nzdv0a1fw1T/xVCbmGv6NgG\nT13B2tdC2EpmqMYl1ZULiKZD2HewqmtMmnJoFiNrNH3HSFULKNPubbbVNdzAroqtfbcopMaIl+r4\n3DkAmr7XcILtx9G+DynGJ4iXN7H0Cpp+CtHFtm2MWqAcHCTaCGLROq5njrIZ2kqKEIaq7w44bxKU\nP9l38pKCOELFekrcO4NUnUq7Y72PcN7EL39CXX+Tgm83KaFm3STsXoJ9Xcy0XMbxJpDuKVbU092P\nlVXB0QNYOomRu0kSjpol4J1Ayw8QSDzvKnNqCSmXiHgj2Gr3+dbUI0LuJHWrNYkzwsYRFZTuwdtK\nPaip+4Sd89hCsiFsClaRhJcgLzcwwlBRa6S8cbImAwJq8SUG3cOsWvO4oSopZ4CsLqJ9Nj3NGiXH\nIhwq0Cz24SiXnugcG8VxfIkNstU+jJSU6wGGI6vkGimiwRVsdxhHhvi5b5mChD9ufv6E1nXdrwqb\nPgbZbJbe3t6P3/AALC0ttXUPGx0d5Z133jlwG8uySCQSbG5uPtNxv+x4MVORrwA8X5vBx5FZYwz5\nfJ7bt2/zzjvvYNs2Z8+e5fz58wwMDHzmWeiLLGDbVmaXlpZ49913efDgAalUimvXrnH06NHnSmSh\nO5mt4PJPWSFjbfKKsOkxMSpygwEzQl1skDBJDul+FtQK0igm9RB31CZVUee4TtHQDnZtkqfksYO7\nCuqw7sf1gqyQ5pHcYET3UdxjJ4iZBGV5j5g+htFnmJXQkNU9RBZCJk5FtpPDlJ6gsRX3pUyUoD6D\nrlxlnTjzIs6sLDCvFqiKJmXRXijTsiLUOu5L2JtGhDor54ciQ1hWJ/mPBLqPc93oPneefThDMNip\nJi5lJjh9rp3cBMIOh84sINIe6TML2MM+bufO8+Nf/Co/e+cN5uYPceL0nY59ASwvD/HqlU5VFiCf\nSzF9rJ1Q94+vc/I3blKa8BGf7MMzM13f21Jluxd+GaDur7ARW6AQuIbH1L6/h2kGu8eDCakRw49p\njMXwONl1G4CN2iRGtp6b7c+wFrepmot7jhGnEpnrPDe1SDFZpx64iKafSqx77q9RcxTjfprqKOXQ\nJEZVOreRq5SDAkccxZgouUAAZPvYqPpuU9ffaHutbt6kYs2DsCnLNbTb/Tpt3/tUvN9k09d5jjV1\nF9zObkqOGWFFhIF2L6Qr19CmD0y7Wt5Ud1He6+T1eRatJRCgRZ2G8FB6T5W7cLHVOn5vYM8+iwhC\nCBPC743jule4a+XIkaCgWraGolqk1xunNSogr+bp93bHQ149occbAqDkW6O32QMYmoEKAzKMMpJU\nYgNRTWIM9Mbnqed7SEY2aNqKZDxHxh7GdqMUK/0k1Qp4NTwjeV/m+MPAHPqj+iM/B3wRObPPiudZ\nf/JJsLGx8UwNE7r9Bu/nFp9km182fEVmX0J8FJltNps8ffqUt99+m8XFRUZGRrh27RrT09PPPGOW\nUr6QWDBoZds+ePCAUqlEvV7n9OnTz0zEPw77rRSLnsM/ZY2wVeakMBSEjwhlqsSJmioBUhSEj6x8\nSlyn6dNTzG4V6IRcRbFYY1H6KISrHBNxnK1CmT49TRlYSTnYwkUYEDK7c1zLBEjqYcpM8VCWWJVZ\nenQ/RdleHNWrE5g95BYj8ZsIPu8KNf0Kc6R4JHM0/CUa/jJ7Vd+YScO+SvFgc4SG7CzAsrpUtSsT\npyn2K7iwNDfB+FQnmVzLHGL6WOfSf70a4dSpzv0AlDa7qwjL80OcubSlIApBcmidY1+/x/jX5nhv\n9TIPCsd4+8Z/wuPHx9vet7I+jc/X3UZy69ZJAl0INYBPnobBmyyH6+Str+Fybudv2vhw/Ytd3wfg\nuRfwtqrla4HHrEWrVKxvYEgD4KgLGKuzMcXO+72LNHxPWAvmqMlvYoy/7e/aTCF79iVMKJtizyyr\n3gU8HWDdnsZYB2XfVqnG75GNvoFWnROZHchNiuEJyv6PmEDKPJVgmYL6FRxro+smNd8t6vqbALje\nZbLWbgSdEU3KKof2TnS8z7iXWPTfQbiXu1yDpqYeg3dq5yXtvsaSNU9dPUXq0xjT/kNuq3mEPowx\nu8RLeceZVSVcM9S2rSPzGJNC7CG/nqhihIfSe4p/TJCme5UHUrBorWKEIadmSexJFchZj+l3dydF\nm9Yj+t2prevX1OUaMa8V/F8KLdFXbRHmglpjRLfIbSyxSF9zACEMyfgy5UKawcQyzVKannAWpIBo\nnY3qBH7XRXlFPKfJLbfIf+s84NH8HOvr65TL5efelOZltBk4jvNCzzmbzT5Txuzo6CiLi7vfOZlM\nhuHh4QO3cV2XYrFIOp3+zMd8GfByjbqXHM9TmS2Xd1uUblfyZzIZbNtmeHiYixcvPvf2fNtK6ec1\n8962QywtLREIBBgdHSWfzzMz010Re97Y+3yuezZ/pnIcshoIPJ7KJie04L60mdA+6iLAA1nggraB\nQzwQNab1MkZAoBolKfysplvL2b06QlY+IaWHyBOjiY/ClnoKMGkGKco7+E2YsJ6iIOCJam8dGsVl\nb4nNtiorjI+wmaZJjKaxeKDaldq0HsP2t78WMAkqotMGYGmvQ7cJ6TEasrODV8RM0pSdYfyD6e7V\nuKsLSYa7RF/O3T3O6YudXsns6gCTJ7sXd1UKwwyPdxY7OY6PqROLJHt3JwY310+zfr8fv2ly8lyn\nxQEgn09w+kJ3Qm0AR2wV6AlBxT9LxQ8h5zIJR6ItP8ju9gMDNMU+giwNpfAdyjpGsvYKbqi7t7e1\ngxjV7ap8CYXgPWrOSVJ2rdU6Fqj6Bna6Ue2H7ntKrvkalupuq9hGtXyUSuwGqvY66dAvkKILwdF9\nbFgraByS7mv4rZ93bgMY7wRrgXni3mmE6n5tNd9NtP2fU7DudTTqMKJOWQpi3lHkVtEk3kmW1Dog\nKFl3ibsXMNY+hV241OUyIe8Inuln2Zpje/JWVfeJuRdwrPfarDIN9ZCQexbPuo50r/BErYEw2NZ9\nku5xatbueKmrZaLeNLa8vxMX5sgsQe8Q0ktSNwMsWKugZulxZ9i0Hm9dj6YqNwh7fdRUi+BvWg/o\ncafZtFqTkE31mLQ3Tk4t4ooGPhEgoCM0ZZVSZJFhd5plK0NWLTDhTjFnrVANPmXCnWTOWqMnkiVb\nStCXWKBYnCCRWKNcGiYUz1IuDSGlR0g6WFishP388YThT55WkFsNAjzP68hM3dvy9dP8br1sObPQ\n+t150a1sz549+5nff/HiRR49esTTp08ZGRnhBz/4AX/913/dts23v/1t/tW/+ldcvXqVv/3bv+Wb\n3/zmL70y+3KNuq8A7JLKarXK0tLSTiX/4cOHu8aEPO/jPk9PlDGGYrFIJpOhWCwyNDTU1vL30aPu\nS5+fJ/7ObfJ/WAX6rRoVbDZkgZM6zE25Qq8JUhYOa7LGeS9MlRBPVJHDeYdCokzansIOatbV4+0r\nZNhY1DnGHZnHZ2r42Z2IKKMw5Il7p3kiCzgqx1EdY2+pUZ/up7iniYI0PpJ6goboZ0XkcGQVqDCi\nO1s5Bmh2pBXEdT8V1U4GI3oEHXrMfvgJsj95V5oQjuhCDO0e/LFOVXZ1cYCzlzvboNpNi6FD3Z/v\n44eHuDCY7Xg9l00xcaw7yX1w6yRHzu8rmOsvk+gvc+/986yKHP/4s1MMJIocP3lvp7jr1s3TXHmz\ne1tb4Z3DU51kvu5bomb5EN5hku4VlHqnLT4NwHMvo63OSQOAkXU2gzEcc5Qer4ZQndu53jm01U4I\nbd8qa0qSan4TnynT9D/seN9eFJVFUwn6vYtI1eUajZ9mWAECL/yIjfo50tYDfL5y22a5xiQ63Cq4\nLFiPibvfIGj9u/Z96T42VB4jmhTlKnHvFaTqEhVmgqyqKj59ASE7EyeMqG0R2hmUaLIkHYzYXTEp\nqUfE3XMY64N972tQ05MUZRH2ObzL1h185VNYsfZJS13dRzi/wbKvfdwW1TzxPb5YgIp6QsI9Td26\niQCkCWCbIQqEyFtPEFvH3LQe0+se2VGdXdHAEkH8OoItq1vXME/cG6SkVkEYKnKZmNdHWW1Ql0Xi\n3hDGVlgmiFbQ45zACBcXGHJO4ooqnnAYccbYsNYYDFbZrAdJJOYo5MeJpZZZ3xwj1rNKNj+EP2Jo\nNAJEfA3yPsX/cDjB/948RJ9sUQDP8z4yM7Ub0e3W8vVlVWZfNJl9FpuBZVl8//vf59d+7dfwPI/f\n/d3f5eTJk/zJn/wJFy5c4Nvf/ja/93u/x2//9m8zMzNDOp3mBz/4wXO8gi8nxKf0QH55E/9fEjSb\n3ZcyPyk8z2N+fp65uTlisRijo6P09/e/EJ/SvXv36O/vp6en55n3tbfDWCgUYmxsjHQ63fHl+Pbb\nb3P58uUX5mn6szt3uH1qgLiqIDEU5DpDOk5WLtCrUwRFjXmZZ9iOUKNIze+RtiVDyqEooqyJCidM\ng5zMIY1kXE8wLzM4W2rOKS/JxhY58tlBejnEgm8RvfX3AZ3Ek3tJpeGQTlKS88T0BA5JNnEwIoPZ\ns/zfpwdpyHZimNJDWxm2u5BukIAogWpX33r1FHXxGIs00iSAMJ6JIEUDF4NrNK7wcHAJm36q8hEa\njcFg8NAYwrURvNA8lvCj8KGMRa1sce/6EKFQjmhAYNcdjOsQCDQp5WJcuPQByZ52ZTG3kcQftQmG\nOj8rH7x1mnPXOhU/TwsW5kcYmexc3q4UIxgJ4dhuHmphLUJjeYBUJMvQxCqWv4sPFHC8kzs2gf0Q\n7mWqW2Qz6PWRNhZqqxDJGEHNHEfL7hYEoXspCLnVjtiQdmeIqA9AtCwH2uulJCWIA7zxRuI6l4lY\njzGys/isdVNeZVNtWxAMve5R/OqnbfYSx/0aOaudrCs9SIoiamv1wGm+ykagiye4MEFf8p0d2liy\nL1Pda7kwirg3idynojbd19m0Wvc04Z5AWN0j1JQepqmHqFtdCLuxSOgR9J5iReFe5qkGaLnNAAAg\nAElEQVS1il+nCVFDy87JULgxjQm2npkwYSr6NBtqnR53horVTmiVCRPSAWzVXmCYdI+jRZNFIalu\neZX73BlyVrsHPeVOkbd2x07MG6IiN3asQX4TAROkLosEdIyQnqBhguSlzYasEa0lWA1XQAj8xkdA\nx9lUFYQR9OsBFlQOy0jiupeyaJBwwiyWLZq6il9ZBHryrG0ewp8usV4cJBTUbIowATuAsQQWaf7C\njjMu260r+7E3M7VWq+0Q3u3fsr3NATKZDKdPnyYUCr1QH+qzYGNjg0qlwuTk5As53ne+8x2+//3v\nv7DjveT4xHLyV2T2BcO27U9dRGWMoVQqkclkKBQK9PT0UCgUuHLlyud0lt3x5MkTIpEIg4ODn+n9\n20VpmUyGSqXC8PAww8PD+P0Hf5m+9957nD179iO3eV74y6bDj+qLDKcDNKQmKvLk8dNPFkUcn66z\noJZJFmKE/TWykRoYeFX3cEdm8YTmnA6zJh/Tr/vZIEJMlMhvZXDGjJ84a1j4iOhDPNJlUqqELXdJ\n2xEdJid3W7326lFCxmJJ1iluFWfNeP1k99kQRnQPpT3WBYBhPbATC7aNRH0CE1zHMn0YIjSx8Iyf\nspyjKRq0pylMkZftP9DCSKIEsEW7z9NvYmAKINvj2ywTw6O5Rdp2oTXkFtIMTKzTKAYoLIVp5P1E\n/YJyIcnE1H1GJzM76ilAqRhGSU0k1hnSf/3t45y62p10vvuTU5x/s7vFwHIvocUaKeNDqQ9gTwGc\n8c7QUAcURRkL2wzj7SNMIW+QFAZjfNSt7tYFAO1eo7RPtbV0hD6dxrLeota4gh3cX6C3C+FeYsN6\ngjQBBrx+xL5qfoyfkpnAke1xYlFvnLi81yLNeoQ1QSsPdf/+TZSkjuGXs6ybIVxZ7tgGwMsfYiD5\nPvXqK5SiXXJujSDUmCAQ2lJo3YssW+3kO+EeR+yL18JIqvoiZVEhhoOWnfsWJkBMpzHqIdI9z6yV\nZXv8BnU/frGOEeWO/cb1OFqskDUTFFV+5zxTeozavucd0D1IqlsRWq1VCe2dokaAgrXPw+5Okbfa\nV1AiupfynlWQlDdFfmtyFNZ9CG+CDaFZsQqAIOWlKcgq7tYzGWgMsRBsPcOobn1eq7KBz1iEdYJ1\nVSZk/EgTIyvrjHpp7ksHz5OUlnrpCVdxLIGKlynX+zBCUvL7MfUkWhkgzr+w45z4jGqqMYZms7lD\ncmdnZ0kmkzQaDYwx+P3+rqrul6lIbHl5Ga01o6MvpgXwt771Lf7hH/7huRcw/5LiKzL7ZYXjOJ+4\niMq2bZaXl1lZWSEUCjE6Orqjir799ttcu3bt8zzVDiwsLCCEaIsF+SSwbZulpSVWVlZ21ORkMvmJ\nPDw3btzg6NGjbeHTzxvGwD+vO9wM1MnV1pEpP9PG5q5qck47rGtNxasTMzmk6KHX0qxYGZImypBO\n8Wir01bMWIyYAn4GuCUrnNUxVvYUVJ3xkngI7skKjtBMlv2UYnsTDtLY8iHCCFJmkgIhLBw29/yQ\nR00YP2voPcuuPXoAex9pjXv9GPUEGjGE00NTBxHROFW5TlO0GwdG9SFy+0hr0MQx5NuWdwF69Qxl\n2Wkl6NXHKMnO5f+EPk1Rdiqpi7dmmDjTSdbqFT8YRShWp1m1yD5J0sxbBGWTejnAm/9Z51K5AR7e\nm2LyeKdC2ahZ2E6ESKJTecUEaJLC2wrLV8ZHrzdCSGQw6jGudxpXdVovoEUmqweQVWMklnuOuFzG\nqM5rFHqAvHBBdM9t9pWmCIQ2EL7OBInWAYIUzTDOHq9s2p0mqK7vkHHjvtahFO7sX6foNTY1eqkc\noDq3dqIIuteo+rorp9sIua9QVbMY0eUeAxiBVTmE31ol6/eD6rzuuHMM6dttzdsq4GpN6vw6RZQK\nWnaq7tJEiLqHeWplOmweEW8MKZ/APt+y3xujYkbI77EQtPblJ6YTNFR7O+CwN4InlwjoYZZEhLKs\nIo1FSqco74nsEkaS0kMU1W5Bnl9HESiaW89KGT9R5xVWVY011SrK7PMGWJNZtmvUBrwhluXajp94\nyB1jzmqpwz1eiqxs4giPiA7i4qckGyR0hDIWVekw4fZz26phOQHW6lGsiIvMpmjqGuG4R93104z4\nqDVSaO3DR4D/1Ylz2f/sBPPdd9/l0qVLQIvoOo7ToejW63W01liW1UZww+EwoVDohdsU5ufnCQQC\nn1mk+bR44403uHHjxi+9h/U54RPfpJfL3PIfAYwxbG5ukslkqNfrDA0Ncf78+ReiTH4cfD4f9fp+\nB2V37L+OkZGRz1SU5vP5nnvF7V7YGv5ZTXMvYJNVDtUYHNEe71h1Jhsed2SDqh+ueIJHwR4EGos1\nDulRngoXsSeS6YiX4IEyVESVkLEoiBYZsYxiRI9xV67Q3FJcosZPNbK3MMcQw0Prk8wLmwXZYFTH\nKO5RaQEGdYysaic5ITy2dc+g00+zFiXvKeqJIzSCNgQBGhzyBjqIbNjEyItO9TFhBsjvX6Y14IhO\nQqFMkKroJH3C+KmKbmTJEEl0r67P3B3m8KU5AAIRl5EzrXNwGhb1used3BE2H4VRDZehwSwTh9eY\nfzTN5PHuy/m335vk1a93J2yWd5raHnXUEw5rVuvYSec3CIoSGNVBOo2xaMr2pee9UN45Cr5HFDCk\n3deJylmM3H1mrp4Cq7tSDFCSYRzlZ8i9hlRvd5A0vFdx9lkDctYTAnqSXm1jRI78vnaue+HIPFn3\nNC4BJAeTWaVnWPDdJ+W+hrB+3vVXxRhBThg8fZSgvIsQXb4fhMGLrlBzr0I33y5Q8t1H5k8ST92h\nWT7Gemye7d8xW+ap6j4i2kXL9lbISg/wRHkETG/H2KyqRWLeMYy8vVO0pdxBFmQUT5aJ6F6ae8a4\nFjY10SCoe7H3vF5TS0SdqzywFjGiurWtS1lWCeo0DZlr3QuhKcksEa+f6lbRnS0rRHQfSveBHmZW\n1Wj41xl2R4EW+d9Qa4y6Y604MARraoVD7hgLVmvMrKoMI94gS2qTTZVn2BtgQeapygZp7adpLIqy\nSr+XxDaSOWudM+4Qt3wVpkSdJSeAkyyhm3E2MfjrPpRjE07kKTbTGCfAd1WdP2uE+U+Dz88aIITA\n7/fj9/tJJBIdf3ddt43o5nI56vU6rusipexKdD9tQdongeM4n7lr5KeFMeaFxlv+x4SvyOwLxkEf\nxHq9ztLSEmtraySTSSYnJ4nH4x/5wX3RHT18Ph+l0gERP1toNBosLS2xurq6cx3dvsg+KSzL+tza\n6JY8+NOSYTbcpCZd6laVobzmfrrKcEFSiNlUlOCyjvB+IIcR8LoHZTHCDVnhilY8lQ1SJkJK93Jd\nze+oK8dNgIxsMKJHeSIkTeHuEFmACR1iZUuhSulegmaAW/Ipemc53hCgzl6tK2JC5GR7JmlKj+Jp\ngds8yZqqYfsNiUgYbbUvywotKMt2xQkgbdLk9hEznwlS6kJO03qSahelMaUnKHUJu4/rIxQ7GjBA\n0D5E33gn2XIdQc9Yp88R4NGNUY5ebZ1/5PK2IhniUWmG2aUU63kf00c2iKd3l5VdR3LifK7r/oxR\n1A7IhgWoSI91tUZAH6PPSyDVzR0iI7xX8Q5UZQX1nSV5Qc6aJ2d8DLhfw68+QJgY5S73cBuWN0Ez\nuggIluQiCe8iCbG044sVJkFuj/K3F02ZY8lIEu4bGN9/OPAYGD95Wacpl0m5X8OyftpJVI2iSKsw\nLG/dJ+G+hlJv75DCbdQLRymnWqTLeEcJyyewf2kfMN6rLPse0etewN2fRLAFnVrC2N9gI7rbWGT3\n2jawaymi/ibKaqnP0u0nIxW2LIBO49MJvH3JDmU1S8J9Bc96H+r9LAYSNGWLcCuTwqdjbRYKR5ax\ndC/KRPBEFWWCuPo493wZ+t0pstbjnTOzRQ2fSWOZEO4WiXdFE1sE8esYtizjMxG0HiYvwqyq1Z3L\nWlXL9Hn9bGyR3mVrkTF3nEWrNcaXrEXSxTS5RBEjDCWZpcdLsKlKrKg1ptxRnlgb5GSJQa+XRVli\nXRWY8Pp4LCs8tVY46Q5xx6pwWChmkeBVcL0Ibsyj4UXx5RSRWImKBY4b54+Ew2bNz38d/my/KVrr\nT/V7ZFkWsVisa9Hy/oK01dVV6vU6tm0jhGjz6W4T3W4FaZ8EL7IAzLbtz4WQf4WvyOwXCq016+vr\nZDIZtNaMjIxw5cqVT+Qn2s5EfZFLMh/VXnY7GsxxHEZGRrh8+fJzObeDunI9K1Yc+OMiFAMutjZY\nFPAXoBiuMdhIkkzUWBMWJ3WSW3IJI+CMF+GBrFASFca1j0WxzKQe5obwCInSDpHtNQFc6lh6kvdk\ng3HtZ0nuEpCUCbIu50nU+yjLOLcCDY7pEnqPAjeqe9jcl/k6ZOJk5QpxPQKmh2Vj02xoytHNtk9y\njwyzXz+Nl1I0k+3L8H4Toig6A/vTeoy82m8lMCA6W9QKo6h3K3IygnoXnyOAdlzostBw/51RTr3e\nuS/PE/SM5jvfAKxmIhz5ZouwFkkw92QEN6uYmtwkEkgQTHS3Cfi8c9QPUEf93uTO8ntTlsjIEsoM\n0e8O4ZMPaciDo66U9wq2tU/pFpo16ymWGSTpHQPrZxzk2GqSBHb9yEW1QtnsqrSedxLP6kxX2Lku\nPcqs9YRe9zIBdRvTpQmG8s7RtFrPPW/dJ+a9RlC+jxC7XmTpXaS2xxNatO4T9S4RkDd2lu2VHqAc\n3yWPNbWI1uNEzRLsUVAt7zgLVktpzVqPDyS00kRYsOqEvZM0rM7JkQnncdwJlJ4FrVj1UthbxLYh\nc7j1FH5/E1S7p7poPSTtvsGstYK7x59el3ksbxBpbLTY+3qWqDeKjwYbIkFBtSZY69ZTBtwZstbu\nmKrKHElvGFcu7ij4DVkk7o3gcyd5rGo0rVbL2hF3jCWrNb610BRlkbiXoLTVVGHZmmfIHWHFak2y\nivEcg84gq74NbOHgFw3COkhNNli0Mky5Y8xa66yqLFPuII+tTTJqg6PuEPetAhm1yow3wGNV4ZiX\n5G6oSbgu2SBA0DSppvyQTxMQLoTLNLTgn7kWG0WL/z7x6dXD5/l7pJQiGo12VUz3FqTV63WyWxFj\nzWYTYwyBQKCD6AaDwQML0l5kNFc2m30uBdRfoRNfkdkXDCEE5XKZTCazE9Fx/PjxT20G326c8EWS\n2VqtthMNlk6nP5dosIMI9LPgQQP+p6JgQzYo1KukfAUyvhjn4lXmvTQx0aSJoEaSmsghgCN6iHW5\nQkk4gGHU6P+fvTeLkezKz/x+55x7Y99z3zMrqyprY7G4NJvNljTaPIIgjAQJEFqSIRmw+8F6GsMP\ncns0hqVBC5Ce5IEE2IABQ/3ShlsCDAODETStpdVqskmKVaziUsVaM7Nyz4yIjH2795zjh4jMjC3Z\nXKvZLX5AkhURN+49ETci7nf+5/t/H9tM86r0eNoE2ho3IG0jjJgYN1QWaACWFDWOaoDSCqbNKFsi\nwjvhBtDirE6R7dEu9lZlhZVk7Aw1FDlzjjXpASVi9SCNWG+DT9zGyIreqqewAhMeJINjdpLDvgYh\naR0qcrDylzRzVOUg8U3bZSpysEqZsBcoyUGyGDJTeNHhkoC5s8NN+997fZwLX8oNfaxSCsLJO0V6\nuQrLULIBWq0xorU0QbmNCJ0QeWMFJb136q+fZVCfrUWTHWeNoP8cQTyCgOkjtb1V2UEIm+KBs0rC\nPM0I5QE9rqPPUVCDVUkjfLacDVL+T6OH6Ea70SADokbW2SBilhixJXTXZEOaEbKqV7pSVvfx9EUS\nYgvkPtJMsNe3DUBF3UfrS53qa4manYE+fWlD7mDNJAnjYOUB0sbZF7rnNWWdB4z4X0A7vZIDT1+k\n6mxTFWXG/Cs0hlS/G842jr5IE0Uz2Lui4IcPcVszCPEYZNdvRj3NbaeIW56ETO94y2qXtF6kIe8h\nuiaTlgBZu8ChfNBzNvbUGmP+IvmOHAWgoLYZ85cpOPcQQEIvsiFChEjSoHz8/C1ngxl//lgL3BJN\ngiJI0IRoyjYBz6s9MjpDXuVBQMHJkdZJDlXbbmxCT1I3ihaSnBCMeJc5kE0eChj1psnLBnsC5r0x\ntGjhoFnw0+yoEld1ipuROstNySPH4h4qWiMVKjtJdEwR0C28EPxZKUk2J/j6yIcLyHlStlxSSiKR\nyNA+iqOGtG6LsZ2dHer1OtZaXNftIbnhcPi4WvokcBTF/jk+eXxOZp8wDg4OWF1dZXZ2lpWVlY9s\nX+K6Lq1W61NtjDrtmLu7u8fV5NnZ2Q9cTf4o+KRlBrcqmj/Y9lgXPjppmY9J3o2keUlq3naCRG0d\nqQ03hcu/Mk1yQhC0k4SosS5aSCu4akZ5VWbRQhOwgobI4lrFrJkiLwTvqm2OLt4rJsauXEVaybSd\npWBDvCE3OQkksijRuzQ616nKZswUljSPRJ2QjvLQ7b0QTwaj7NK7LD9uYuz3echO2VkKwV73A8e6\nVLpIr7JBAiSImhmsKBC2LhaFRWGswNgADpnO67LYzn9rVuGaFxAWfK+B0T6hkEutCdZMIp0mIlDH\ndC7WIeIDvrcAUX0OJge1uxaIjwyvzO+txTj/wnCSG9PnyQdXaYtiXOLmGvG6JBjYxBWTNILDK7am\nNkY1cpqDgaAiq2TlAcLGmPbPEZT3jhuTlL5Gyxm+XwBjJsFZpaSylLBM+S8RUO9gOg1oDRvi/fod\nKsQoiBLT/jN4zqB/a0BfYKeLXNbkIU3rMO0/i3ZuAKDNGYwzqJNtqC18kyCt0zSIY+UgmQWoq8cY\nM0vcT1MYEi0L0JT7FE2GhHFpmjkazuDkJefc7yG0rv8c2x2NKMKSVRuM+JdoDvHprdoMVREAmx3Q\nM9cDOyT1eVr2DkIYAmaU3WAGT9bxMnlStQWakd7J2qF6TKx8Bh1/iADCrRXuuC2M2GLGX+Gwu5FO\nWPJq58QjtoMDZ41J7zIl4fCWU6A9kd1h1l9gxzk53pZ6zIQ/xV5HBlSWJUb0GJ5tYYTBFz4tUSVq\nonhNTcqdoUyYmp5iTTVAtljQGe7LClYIArJEwsTZVjW2VZ4zfoY7ThVUmSU/zbtOg4RxEHaOdWG4\n6GVoOHWesXBrrIrejhOaKVDZSNMcUTQPXJxwlW9WYxS2Hf58+oOvin0WPGaPJAihUIh0utd3u7sh\nrV6vU6lUODg4oFwuc+PGjZ7giG6y+0kS3c/J7KeHz8nsE8b4+PjAl+yjIBAIfGpa0mGoVqtsbGxQ\nLBYpFosfqZr8UfBhms7eD8Vikb9Zz/Ln3hiFZIT6iOJSwPJquMpPaIfXAnWCFha04Y2w4oyxaCSP\nRIQF63FPHDBmEjRJ8lDuojuc4xmjsCJOXji8qlpcNScXV2EtLkVmzTwPhOL70ucZ49OdrDlfD5EL\nn1QNEzaBa5NU7Vk2ZBMoE/Ak+7K36Stto+yJXsIRsWFysl+LavE5BCOIihECNokljDARarJAzfqU\nRYOm8BBWMCprVEUduqISkiZDZYhOc0LPUuiuKHfmM6FSGi+RBdzOXwzHOqRs+6Id9r+Ii48Udawo\n0BIn3pv92Lk3zsz54bpX4aWRcvCzYYFGXwd7WRYoR8ESJuNPEvPjeOoOVvQuSQfdib6stRP4pSUa\nyTZxtcKw5WwhbJxpf4WgvEddDsowjuCaaQ56mrIEO84Grp1g2j+PEjUKQ0jfEQJmhn21BgIeO3uM\n+y/gqtuYIwcBKygNIcJa+Gw4O0z6LxEQefach5xGmH1ZouxfwiMADCezAJoWD5VLXM9g1HCP25bM\nU/OvURGnR/W2Ce3zKJFjvc/L1QpDTm0zqldodIVWhPxnuO+0K+Jj/hVa6q2eiipAUa2S9q+g5WP2\nGaXadV5K4TyjepFyx4HkCJX4NsnqeTwjuBM/sajbch6TKc/RiJ+cGy18aqJG2KSoy/brS+kl3lWa\njElD1+dn09lk1p9j5+jcCsipA9J6hEPVnojl1EFHXrBF1MQJmynyhHjkVtGOBipM6DiOlfjCsK7y\nXPTHue0UaQlNU9RImwCHssW6OmRJp1hVNTZUgTN+kkdOk3HTIisdVlWDC36Km0rzjB+gPtpkc1fC\n/CHedhqRaZCtJIgZn/8sHX7zQYBvLrf6g9qG4rNAZt8PpzWkVatVvvCFLxw3pB399TekhUKhHpIb\nDocJBAIfSv/6OZn99PDZ/eR9jvfFkczg04TWmr29PTY3N5FSMjs7Sy6XY2Vl5VM9bjc+TmX2KB53\nc3OTu8ExvhU6AwmXSKrFnK94GCnyXCXOVibHjBdkDs2NMIR8yAjFq8pDWkuKMmNmjtel5idsg3ui\nPZ4JE6IgLHelD2iu6BBbnYu7tIKLZpLHskxW+IDPjAnyuIeUWqQsoaxi3M6QI0QNxa2+pdslEmyr\nXoI1asPsyN6L+JRNsS/3CdoIUTsGRMFG2Bf75Am1SbRoIa1HUtWp9jTqCGbtNLkhUoIoMSoM0Yn2\nR7V2EIuF6Rc1+MJH6Ci7Tr+ONkhSP48VVVL6i4TRSEq05A5alAmFh/9EST/B6Nn9ocrTiD5DQQ02\nuwEE6wvshdfZAxw7zZQ/SkDs0VLrOGaKar/etQMLEBtcRWmT2k0orhAVhlCkBM4gqdVmHLqWpo/g\niQbrToO4/xSuAU8Ot+Py7Qh0kbJ9Z5OwmWbMgKfuEdBPk3OGv2YQ7DprhLxrOMLHl8P1x8IGOJAe\nNZlj0v8ixnltKO31zDJVZ5uWiRCrTuNGB8fsmBSPVQGsS0bP4J9CegtqG/ynserWwGNWaHJyn4w+\nS1M9IKzPcU+drEQcOOtM+E/TcG4OjLOstsF/gZJ7p+cxIzR5WSSpJ6mp3gbAVjBNjTCw1nN/PpZj\ntD5DrWvS2ZRVbD2GoyJYb4a3o3VA0BB7jOlxsl0Rwltqhwk9yUHneL7waYg6EROlJqtgwReSpPcc\nt9wsyBbQIlMKko23J797qsyCzrAqC1gheOjsc8Ef5z2nSFm2GDcuNStpCsOhLDOpI+yqJmVVYcJE\n2JNN5rVkVQruqiKXdJLXXY+nRYz8lGQ6L9lUdYLVEJlgmUPihPKC7znwb+4F+X/PNnF/wOKb7/uf\nKf/YD4Jud4Ef1JDWrdPd398/1un2N6Qd/YVCoQGim81mGR8ffyKv7V8aPveZfcKw1n4iJHR7e5tm\ns/mppIgcaXrz+Tzj4+PMzMwcyxleeeWVJ+pvWyqVWF9f56mnnvrAzykWi8dV5KmpKVYT8/z5QZBa\nAGTCZ7/hMjpZZLsUZXE0j/BdyhqysT2mGkEyLY+7yXbF7svaYUcIHkmPRSPwxTYKwaIZQwiPex1b\nHmnhHHWyosqiGWeDIGFRJt9lVXTNKDa6dJZLzRTGa7ARdah2lksXKh7F2AlpCVuXCBVaXaEDcRtG\nkMUIg7CClB0jYNNomuRkg0PRvrC208PiZPt0lvNmmt0hFdwpE6fYt23ExmlR7EkbA0jrcWpDCGO4\nkaIVGlz6d2wIi0EPSbQa0Yvk+iplYBnz5wkKD1GvUyhvkJo6IfRx/RSFIRGwAEG9QukUa6qAv0xl\nCOlL+RlSOk0j8M9YMTh5CviXyJ1SObWA0AvU1AFKu4zXIziR90C2q82mPkop7HFaRTSqz7GrdhFW\nMq8n8dSNnpSuoF5iT+WHP9/CjF6gJPePvUyHIeJfZsPZJWSiTNkWzSGV9oD/3HE3PcCYfwahXutx\nMAjpCzxSJ3GxQjtMEcPvi/zV+hn2OtVW10YYNeCpIe+f/xwbzj6z/gz1IU1f0PZ/HdUzrKlqz/fg\nCFP+IvWuaFtpHermMjuqyJw/S2FIo1/QxAjj0ZSHYAUhfZX7Th5hBZNmlHwf+VbWYcREqHQR4IjO\nUPXm2Q1me74fjqcI+JJm+KTq7xqXmA1TUicTiYweRdoEj6XDvmy/rkV/lDXnhLCf8ce53xUGseyP\ncc9p/+YIC1NmlFXVnpTO6ySPZB0jIG2C1HEoSp8RE6SIQ0kazusYb0mNg2TUJLinDFf9GC87gouV\nEHezEt8zyJihbOLYbJhQU7DgwX+6UCf2Pg6ROzs7eJ7H/Pz86Rt9xuD7Prdu3eK55577yPswxvTo\ndI/sxo4a0gqFAn/5l3/J0tISm5ubvPjii3z1q189jmz/qMjn83zlK19hbW2NxcVFvvWtbw2s+t68\neZPf/d3fpVQqoZTi93//9/nKV77ysY77hPF5aMJnGR830hbaM7xPskrq+z67u7tsbW3hui6zs7OM\njY390ONl6/U67733Hs8888z7bndUhd3a2iIYDDI3N8fIyAivlSX/4ZGiEYFI1HCj5fCl0Tov112e\nT1TxBNz04Wpyn6SfYNUzqMgeLQFP6xT3VZG6aCtEXzJVBIJ1ESVsBdWuGNFnTQBDkwOiPJI+XzAB\nVru6+RdMmIrcRFiYsRMUCaFNlVxXFW+q5lKP9JLJi3qEzW6iZ+G8nseXHmWreCzrNITmks6w0UdQ\npk2GwkDUqWXMxiiK3qX7KTNBsS9BDGDGLLIrB3WgiWKCZnLQRiteGac2JAlqXJ9jf0iaVtRkqIrD\nQS9VIKPP9izNh22QUZMgYg1W5qkP0XWGzCzFU9wGInqeghruD+uaNCXhEbQBZnUM1N3j1CcLGH+F\nmjO8ahrxV8j2Ed2IiTFlgrTULYR/lUN3uJ0WQKs+SzN8QkTD9RijThXtts+d9S9RPOXYAFH/KhXR\nJCa28OSgJENYl6qdpi7bkgRpFYs6RcM5CbNwzSjbIojpk3uk9QIBeQtEE2mDHNoFqrI3HEFah0md\nwT+K9vWf4pHTO6FxbZhRo/C6PqMR/wp3nZPXPetPU3cGAzakDVA3F5G0qKrhDhnT/gI15xZYAfoa\na84JaZz1JykOqbhHTQZFAWGWeeicvG+uDZAyIUqq9/MdMhGi+NRlgZRe4rYUNIVhzp9kz3ncc9WN\n6RiaBi118lsfaAYRwsN3PWKVCTaDEcImzk6wdHzJVlYyruPsdL0vZ/yJDqE9urr0RosAACAASURB\nVD3G/c54g9YhYuLsqk46oJ/httMOY5jSUXakpiksMzrCYwlNYbnkJ7nutIhahWPibCrDRT/G647g\nqXqEVxsBxCOHRKjFQdyFbIRYBUZ9+P8u15k6pU1jY2MDpRTT09PDN/gMol6vc//+fa5evfqp7P+I\nzL7++us8ePCAv/7rv8Z1XcrlMs1mk5GREZaXl/mN3/gNfvZnf/ZD7fv3fu/3yGQyfO1rX+OP//iP\nOTw85E/+5E96trl37x5CCM6dO8f29jbPPfccd+7cIZVKfZIv89PE52T2s4yPEmnbj6Pq45UrVz7y\nPo5ico+qmJOTk8zMzBAKhU59zvXr17ly5crHnlV+UHiex5tvvnmcKtOPo/EXCgUmJyeZnZ09Htvr\nRfi3d1waMRgNW75vJT8R9/kusOxoZLjFqoV/E6mwbQK8jeWnnH1y+ATVOGOUua3aZPM5LXGE5rUO\nh/+SqbLeITvTJkIQyXud6krQCqYpUe6qIj1jHAQuj4RkT3isNAPsB3tJ1yXjst1VGQ1ahzg1BIK0\nHadOiH0MTXGI39X44lpFmgb1Pv3nkkmz17dsPa0nBrrZAeZMhpzst+4KIWjh91XDYn4ST2UHCGhY\nJ9qen333CysJEKE5JCFqTJ/lYEjKVtikqIoKdgjJHdPn2FWPSJgYEzaMS4G6XMUKH1U7Sy0yXO8Z\n0Rc6bgGDiOmn2FcnEgtpJfN6jKDcABsjp4aTSQtIvUT1FJI84i2iZIX6KceNeOfYc4f43RrIlJKE\nnAaF2HBZAIBjo+RI4okWQRti1ijqfZOGsH+NzYGqsmXen8E/qgL7z7LnDJcCxPQkMbHeDlE4jVRb\nwbSeBrnKjmiPZ3CsIcaMi6fWCJhxHosoXjd5toJZPTkQA6z8a6w5OYI2TNJY6mq4o8O0P4NP8Lhy\neQRhJVMmPaCTFVYQ959lzdkcIPFhEyGIHnCniJs0UZPhllOi+zq76E/1NHoBjOpRijLbk9Y3451h\nU0g2nROSO1mKsps4mdQGfYWrFZVgqzNOmDGjrHequm1HlDTrHelRwoRo4VCUHsLCOX+SrGyhkCRM\nlEOpsVhiJsSaalEULc7qJDecFiPGoUKEQ2FZMDHekoLz9SjveC7ebhi/IHEiHi0/hJuHCd/wjYsN\nrgxp+1hdXSUajf5ILaMfrUJevHjxiRzvt37rt/jTP/1Tzp49C7Srqw8ePCCdTnPu3LkPta+VlRW+\n853vMDU1xc7ODj/90z/N3bun2/YBPP300/zVX/3Vhz7WDxGfJ4D9uOPjaGY9zzuuYh7F5F6+fPkD\nCdmPrLKeFJkd5jN7VEXe3NwkGAwyOzvLpUuXesb/zwXB/3jbwYvDrLLcQPKvlOZl4DkDlZDHQwsv\nSMNrJkAB+BmnAYTYFgEu4B0T2as6yoZssN/Z//Ma1lWJpA2QsiMo4E6XxdU14/BQtc9NwgaZMaPc\nkjnqQgMasDRt75Lwgomy3UUmUzbOmBkjK2qsiTpWWqDOUybJal8H91mT6q3eAmMmOUBkgaE619Eh\nRBZgxB9n3x3sfE/JJAdDksCSjHAgBolXuDxOLTFI2Fw9rGGtjagdpzLE5kpYRaFTeS3JCqWOLZfS\n8yQLEaJhi7IhdB+xD5mpU4msY2Nk+6q8RphOhKjLlL9ExLjUhliWRfxz5E4hgQBF4mTVIXP+c7jy\nIZ7saoiygqo8pVtcQj5VJNQ4T7AZwAsOJ8umNocXbVftmqLBQ2VZ8p+jqd4EYXBMkh01LBxC8NjZ\nZlw/Tdx6rDmbnHbdqKhdlH+JyrB0r+PdWbadLTKtF/ACg9VVAF80OJAw7p+lKMK970VnH1tqlxn/\nEvWOi0HMv8KdTpW3KeqURYyoSbflAX2okqBEAOgls1YY9mWJaDWNiZ48L6gv8667z7Se41Cu9UzC\n6rJGwKRxbQvvyFfXOnhmkg0RQNpaD0ldc3ZY8GfZ7ZJpZFWWGX+KHWeTsA3j6gVeduss6hSWg+N3\nezdRZdkf52Gnsa3paELGxfEEvmuxAnbIkawGKUY9jLDsiyKTrRhKBpFEqNowBSvZkIZVV3DRH+Ed\npwEKrvhJXncMKMHT/gj3HUtWwmXPxeAxjWVNarZllXMmxsNwlXM2xuPJOk03QnEjSNQxNGKK/ZLi\nN2+E+N8utvi56V7p0ZP2Pf8k8CQDE2BQM5vJZE4t1Pwg7O3tMTU1BcDU1BT7+6f7X0M7arjVarG8\nvPyRjvdZx4/WJ+/HBEKIj12Z/bBk9mi5Y2Njg0ql8pFjco/suZ4UuglquVxmY2ODw8NDJicnuXbt\n2tAq8p2K4A9vKyJxCw1BdlQwVjWsjVueb0pUvMnb1vLlepDNdIUCMGotLenwhpQ4xqBFiQnr4pgE\nFr/jlQmOtSCKnDfjvCoUYSGIdF08o1awI3OM2AhRm+ENoQmYGnV18sN/SUfYCfWS2SgewsaJ2RG2\nkLwnPLKySkU0OSIZYavYFr2kRlpBYYj3aBKX/jakcT0yEIULEMOlBijr4hBAaoXfspT8MlE7huOo\n4zEIFE2qREwaX7TQNNHCx7Vh8kPIHhZEbHgDX6g+Qjk2qF9VOsSBGL4sP2KW2BtCSrUykJrmgVrH\nsTPM6hQx6tTkA4xo4dgM/STnCGGzREkNNr4BxPQ8j5zHgGVaP0NcFKh1CLgFWvL073FQT7LXIYkb\nzj6OTbPoLdJy3sYKTcQ/z557unwgoc/yOLSPsA5n/GvU1a0ewuX4KfbC/a9JsOrskKidIxHYRvtz\n6NDwpXmAA3nAoX+JkDE05HCbM4CcCFGUMKHnaQ6p7AMk/PPcCeww5z/dXvIfAl80qHCeOg26wyGO\nYIVlSx0w419EiDJ3Ve+Epi4rSJMkaHy8rslOUi/wrqogUUz5MxT7Jhi+8KgEXDJmlIbMEvWv8F5n\nKX9b7THnn+HAedhD54vykFE9gS+3CRCkaeZYc9qTp3l/mh1no2f7DZVlUk+Q66rSbzk7zHmXueU0\nqDptl4Q1leecP8Ej52S7R+qAOZ1hQ3UCQAINMtUQh06jrZxQFhG2TLZSGB1kR7jsSIeWVlSDAvCY\nq0hMtN2AdV9VOeOHeeS0eMep8oIf53VHc8up8yU/wvcdeFVoFnSEd6TggpZUaw6T0ueStGyHq0zU\nouRHaggnQuOxQrdAt+AwrPjvb4T4D9UGv3nu5Hfts+5mMAxPmszWarUPFZ378z//8+zuDk5G/+iP\n/uhDHXdnZ4ff/u3f5hvf+MYTkwg+afxoffI+xzGUUhjzg02tW60W29vbbG9vE4vFmJubI5VKfeQ4\nvU8jxOD9oLWm1Wrx2muv4bouc3NzXLx48dTxr9bgf76pEBG4n5M8NWt4JSd4ftpwUFaUgj5FqTlz\nGEOOVtgRlkvNIMlIgzdk+/18ppwnkYjxsg2SBHLyJML3RRPivhTsdQ7/vDHckSfn4aoJUxEh3hQa\nIw3z5RZb8W5aadFdy+2hlmJOTbEjajwWgY5vpuaqjrPaRzyXTZw11UsAztoMO31a15SNsiNOSGLU\nxrA1RchNMyZiaBQtKzqV4gBvixwNu3hiGebAoh1lPTJYcVzS02yoDeCkMi8snNEzlOUBEeMQQhLA\n4mBQxsVXBwRslFZXgpiyARrR4eQp0pygEBkkudZCUeeOLcC6EbAx9jvVZV8Y1jqkwLXzLPjjeKLY\n1lP2yRaUDQ2tSh8fk6PJkmC7o6Gc1E+TpAJIsqd06befOwFdpNwXPg/cHEmzwoT2qMjGqc/FCgr4\nnX9aHjr7jOnLxMQuTdkeh2ThOOa2H6VIGVNfRtj3/65GvHM8ChwQsgnmdJTqEKIa9y9yt6NB3ZYu\nM/osjT5piGsjbHbStTacLeb8a1SHuAzE9DT3VBaHAON6huqQ969dSa0S0GcwQyYuVVlEmQyONfii\nSsSMcF9KrDBoNPuqwYgeo9InR9CuR9XESXlPc9vtnQRsODss+MvsO72TmqzaY9Y7y5rS5NVJqMdj\nZ5+lrgAEaFfzc7JKXKcoqwIhG0LqBf7JbXDWz7DqnIznvpNl2R9nrVONtcKyJ0uM6TgHHQKfjzZY\n8kc5kBVSZoxH0kGoELuuR7PzOZ7VLp7VtIRlI2a4XA/wTljjC8G+rZGuCw7DinecMheqLu9FXW45\nNZ71ItxwYUc1OeMHeU8Zng5qvtcIMu4L/Hya2YDPjDDkkzX2FyNkDiy7ViEOBDYI/8vtEHvlFv/D\ns+3P6Y8qmX1SYz6Kn/8w196//du/PfWxiYkJdnZ2jmUGp8k7SqUSv/RLv8TXv/51XnzxxQ897h8V\n/HhS9M84Pu1cZmstuVyOmzdvcv36dYQQfOELX+Dq1auk0+mPdfwnRWbL5TK3b9/m1VdfxVrL1atX\nefbZZ4c2pR1htw5ffdWlJuC7WcnFUcN/ySmuJS3vlBw2PBiJGAq5GG7Q46bb4tlSHLTihtuuNi/4\nkn0nzN+JEA0huEydhrDMmQALfoZb0jsmslNWcL+zrD5tIizrKV6VhuvSYETbTSAd6SVPl3WUvKiy\nYCZImUXuu1McCsljedLtrizk+hp5Alay19fYJKyl3jm+sJCyKabMPGm9QMRcxDMr7Ngl3hWjbMkx\n/jlQ4oasc0tWuKPKrMkaym+T2m7vW2EtNWdwid+xDvtycLlbothT++RknQ1V5r4q8q4qcUtV2FCK\nt6TDPTHGrj1LS18hqJ8m4T9L1EwTMsnefVmH+pC0MoBQeYxGoDT0MaeaQQ/xqvWEpihivK188vYC\nEX2NoDkR/EXNOXwxnFRGzRTZIY4NuyrPe6pFwc4TNXNDnxs0E+yfEjxQlGWyYpomC7h2eGJeXJ+l\n1DdxOVB5NkWEsHeZoJ5g+32INIAXSLMeVsT9y0Mfl36Ixx17toZo8kBonMpCzzaODfO4i3T7w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oyyRrqsacvswoVQpdEoaIHmfvfUIMTDWOjReo0OItBenqIhlRohXJt31lg6evyEir2BZVKrLB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\n2tsdfrcZ3i6S6mo7tbWB2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l1VVRWRkZHMnj2biIiIcVnnaJFlmXfeeYcdO3Ywffp0nn32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\nAoFAIBBMWf5/LCMSOT4KQGUAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -991,27 +945,36 @@ "ax = fig.gca(projection=\"3d\")\n", "ax.plot_surface(xx,yy,zz(xx,yy),rstride=1, cstride=1, cmap=plt.cm.jet)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.03-statistics-with-scipy.ipynb b/04-scipy/04.03-statistics-with-scipy.ipynb index 65de31da..18ebcd4b 100644 --- a/04-scipy/04.03-statistics-with-scipy.ipynb +++ b/04-scipy/04.03-statistics-with-scipy.ipynb @@ -29,7 +29,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -66,9 +65,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -82,10 +79,10 @@ } ], "source": [ - "print 'mean, ', heights.mean()\n", - "print 'min, ', heights.min()\n", - "print 'max, ', heights.max()\n", - "print 'standard deviation, ', heights.std()" + "print('mean, ', heights.mean())\n", + "print('min, ', heights.min())\n", + "print('max, ', heights.max())\n", + "print('standard deviation, ', heights.std())" ] }, { @@ -116,9 +113,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -192,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -217,10 +212,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -228,7 +221,7 @@ "numpy.ndarray" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -247,9 +240,8 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -257,16 +249,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "counts, [ 7. 21. 42. 97. 120. 91. 64. 38. 17. 3.]\n", - "bin centers [-2.68067801 -2.13266147 -1.58464494 -1.0366284 -0.48861186 0.05940467\n", - " 0.60742121 1.15543774 1.70345428 2.25147082 2.79948735]\n" + "counts, [ 1. 9. 35. 57. 139. 136. 84. 29. 7. 3.]\n", + "bin centers [ -3.63703515e+00 -2.91024762e+00 -2.18346009e+00 -1.45667256e+00\n", + " -7.29885035e-01 -3.09750635e-03 7.23690023e-01 1.45047755e+00\n", + " 2.17726508e+00 2.90405261e+00 3.63084014e+00]\n" ] }, { "data": { - "image/png": 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+ "image/png": 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VdU/3+scsldPU3S1fS/6n23xe92sqf8aTbATOAj4xbO7UFH2Sc4DvVNV9k84yTJIPJnkS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\nC2JiAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -275,8 +268,8 @@ ], "source": [ "h = hist(x_norm)\n", - "print 'counts, ', h[0]\n", - "print 'bin centers', h[1]" + "print('counts, ', h[0])\n", + "print('bin centers', h[1])" ] }, { @@ -288,16 +281,14 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -317,25 +308,23 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean, -0.0426135499965\n", - "x_std, 0.950754110144\n" + "mean, 0.0431535037621\n", + "x_std, 1.03623455767\n" ] } ], "source": [ "x_mean, x_std = norm.fit(x_norm)\n", "\n", - "print 'mean, ', x_mean\n", - "print 'x_std, ', x_std" + "print('mean, ', x_mean)\n", + "print('x_std, ', x_std)" ] }, { @@ -347,16 +336,14 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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v4MHJJ2slyTBTuUeptpuWMu3lWzgkM4OL+v6LWUe18x1JJOxWVakfbK7dsGFw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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -380,9 +367,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from scipy.integrate import trapz " @@ -397,10 +382,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -412,18 +395,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -433,7 +416,7 @@ "source": [ "x1 = linspace(-2,2,108)\n", "p = trapz(norm.pdf(x1), x1) \n", - "print '{:.2%} of the values lie between -2 and 2'.format(p)\n", + "print('{:.2%} of the values lie between -2 and 2'.format(p))\n", "\n", "fill_between(x1, norm.pdf(x1), color = 'red')\n", "plot(x, norm.pdf(x), 'k-')" @@ -455,16 +438,14 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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apZeju9h3Yh/N6jWj5SUtaVW/VdGl5SUtaVm/JU3rNqVxncY0qdOExnUa06hO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\nP/1J99eaMycq3/gRJz8fevS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r8iU7PtslLfduw8MDefHGHI61dnLLy/m0dsgQSSHhLnqRV5nHtLhpmE1n3to2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\nxzSUG63zvSuME1mWVmNultT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -486,16 +467,14 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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apZeju9h3Yh/N6jWj5SUtaVW/VdGl5SUtaVm/JU3rNqVxncY0qdOExnUa06hO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\nP/1J99eaMycq3/gRJz8fevS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r8iU7PtslLfduw8MDefHGHI61dnLLy/m0dsgQSSHhLnqRV5nHtLhpmE1n3to2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\nxzSUG63zvSuME1mWVmNultT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -517,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": { "collapsed": true }, @@ -542,26 +521,24 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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oS1ND+9Loan101cfT5EqgoT4BV33zc3XxNNQnUF8b3/x8PPW19nlX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\n9P8BfIyZcbomsyAAAAAASUVORK5CYII=\n", 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hNcVeaoq8lOW5sdtOruEPBMP0BIK0dAdo6Q5wtLOfQ+19HGjvY39rL482HKJv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\n66TQ6xiKpdDrpMBjbS/wOsh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -587,26 +564,24 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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dOvDoo4/SvHlzJk6cmG/KvOK23OvWrUuNGjVy9X3nnC8o5V5ISAi1atUqVvq+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\ngHXwoJXWt2lTCA+3gn14eO6pYUM4Zz/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BwcFMnjyZG264gRtvrPSv7lJduuZ169bx+9//HjDuSq6a7rg6Wmv+/Oc/s2bNGkwmE+np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\nAp9OheDmcOciI2dNHZVa7Xy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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -632,26 +607,24 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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6ytflq11f2SS7e7dI6dIiDx8mQsEUpnVrkblzbZP1D/KXyjMrS2RUpH2D7N4t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\nPlz1/ffNKujHj1c4RShUpjiuWrUq2CFUKXt8oasmH5tq9T+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91TDK/2V/DBcT7jO9rzvmBbhaJzcNqpXj+dYOBB6+wKnLtw03rtEYXHrDwR8g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\ns5X+9XU3BA3KGuU38oXKj+2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oMRMuHIRDCx873dOxJ/Y29vwU+pP+p32VIiHXpC+lTAMm\nANuAU0CglDJMCDFDCNEPQAjhLYSIBYYAPwkhsp7fdgMOCyGOA0HATCmlSvpF0MLQhZgIE15o+MLj\nJ48u1dVZ7zoDKtR+/DwQdPoayw+e56V2jrSpb5djG6Xoeru7C67VyzF5bSjxd/U8bNXEH5y6wt8f\n61ZvZWNmYsbLjV8mPD5cjfaLOFHUfit7eXnJw4cfXx6mFJwLty/Q98+++Ln68W6LRx7DuPkfLGgL\nNT3h+Q1g8vg44drtJHrN24udjSXrJ7TF0kytyS+OTl2+Tf/v99PO2Y5Fz3vlXDLj1kX4oZVuz4RR\n/3toS8y0jDT6/dmPMmZlCOwbiIlQz34+TUKII5n3Tw1S/1cUfgz9ETMTM15s+OLDJzLSYd0ruq/7\nz88x4adnSF4PCCExOZ3v/JuqhF+MudWw5f1eruw8fY1F+6JzblS+lq643vkDsH/uQ6fMTMwY12Qc\nETcj2Hl+51OIWMkPlfRLqdmzZxMUpNsBaVP0Jvxc/Dj570lmz579/432z9X9cPf+CirWzfE683ZE\nciA6nhn9PXBWtXWKvZFtHOjhUZ3ZWyM4ev5mzo2a+IN7f91qnkshD53q5dgLB1sH5ofMVyt5iiiV\n9Espb29vfH19ee/X97A0tcQp3glfX1+8vb11DS6FQNBn4D5A9yBWDvZHXWfezkgGN7NniFfOc/1K\n8SKEYNazjale3orXVh4j4V5KTo2gzxwoawd/vAyp9x+cMjUx5VXPV4lKiOKv//56ipErWqmkX0r5\n+Pjw7ZJvWfPhGirsqsCY58YQGBio2wQ7JVH3w1y2CvT5NsfVOpdv3ef1gGPUr2LDJwMMbKOoFDvl\nrc2ZP6wZ1+4kMWl1CBkZOdz3K1MJBvwA1yPgrw8fOtXdoTtOFZz4IeQHVZOnCFJJvxQ7VPYQ1btU\nZ/ui7YwbN06X8EFXR/36GRiwQPfD/Yik1HTGLjvC/ZR0FgxvRhkLs6ccuVLQmtSuwLS+HgRFxOkv\n01C/E7QaD8E/Q/j/r+I2ESZM8JzAuVvn2Hh241OKWNFKJf1SKuRaCBv/2sitXbf48MMPWbBgAUFB\nQRCyCkKWQ4e3c6ytI6Xkwz9Pcjz2Ft8M9VTz+CXYiJZ18PWy57udUWw9eSXnRl0+gprNYP0EuBnz\n4HCnOp1obNeY+SHzSUpLehrhKhqppF8KSSl5Z8k7XPzhIoGrA5kxYwaBgYH4DhlM0HfjoW476PhY\nBW0Alh/8jzVHYpnYyYnuHtWfcuTK0ySEYEb/hjSpXYG3AkOIvJrD1ohmFjDkF93Xa17Q7Zmc2feN\n5m9w9d5VAk4HPMWoldyopF8K7b24l+PHjvPud+/Ss2tPAHzatiRwRHWCLwsYvAhMH5+y2Rd5nY82\nhtPZtSpvdGnwtMNWCoGVuSk/jWiOtYUZLy49nPODWxUdoP/3cOko/D39weGg34JwiHPg5xM/czvl\ntu5YUNDDK8SUp04l/VImPSOdOUfn0Hxocz58LvMGnJSw4TV8KlxiyrzVYFvjsX6RV+8wbsURnKva\nMMfPU+11W4pUL2/Fz8835+rtJF5ediTn+vvu/aDlWF0lzhNrAd0Ksf0z93Pp+CV+OfkLQUFBD68Q\nUwqFSvqlzKboTUTejOS1pq/9/963B+bDybW6DbGdujzWJ+5OMi/8GoyVuSmLR3lTzkrV1Sltmtap\nyLdDPTny303eXnM85xU93T6FOq118/tXTuDj48Pva37n6o9XmfXJLJ4d8uz/rxBTCo1K+qXIvdR7\nzDs6j8Z2jenu0F13MHo3bP8Q3PrmuPXhvZQ0xvx2mOt3k1k80otaFXLYPlEpFXo1qsE7PVzZFHqZ\nr/7KYX9dU3MYshSsK0DAcLh3Ax8fH14e+zKX/7yMWx83lfCLAJX0S5Ffwn7h2v1rTPaejBBCV1dn\nzSio7KxbnvnIevyUtAzGLT9KaGwCc/2a0ti+QuEErhQZYzvWw79FbX7YdZYl+8493qBcNfBdBncu\nw9rRBP39NysWr6DbS904+MdBlvy55OkHrTxELbAuJa4kXuHXk7/Sw6EHnlU9IekWrPQFmQ5+K8Hy\n4aWXGRmSt9ccZ/eZOGYNbqRW6iiAblXOJ/0bcjMxlRmbwqlY1pyBTe0fblTbG3p/Q9Dcsfj++ReB\n6zbh3a4FbWu05dWRr+KwzoFOnToVzjegqJF+aTHv6DwyZAZvNH9Dt9dp4EiIj4Khy8HO6aG2Uko+\n3hjGhuOXeKeHK0O96xRS1EpRZGZqwhw/T1rXq8zba0LZefrq442aPUewRWsCBwh8ykRgY2HDByM+\noMa4Gqz8a+XTD1p5QCX9UuDk9ZNsjN7Ic+7PUatsTdg8GaKDoO9ccOzwUFspJV9sOc3SA/8xpr0j\nYzvWK6SolaLMytyUhc83x72GLWOXH2XPmce3OZ3y01/49BoIW9+DiC0MchpE0zZNifWOJTldT81+\npcCppF/CZcgMPv/3c+ys7Xip0Uuwfw4c+QXaTYKmIx5qK6Vk1tYIFu6J5vnWdXm/l5tu7l9RclDO\nypzfRregfhUbxvx2mCu2xfAAAB3vSURBVP1R1x9uYGICAxfq9mJY+yKml0KY4j2Fi3cv8svJXwon\naEVb0hdC9BBCRAghooQQjz2qKYToIIQ4KoRIE0I8+8i5kUKIyMw/OWy+qhSkdZHrOHH9BG82fxOb\nk+vg74+g4bPQadpD7aSUfP3XGX7cfZbhLevwcT8PlfCVXFUsa8GKl1riaFeWF5cG88/ZRxK/RRnw\nX62ryLniWVqZVaJb3W4sOrGIi3cvFk7QpVyuSV8IYQrMB3oC7oC/EML9kWbngVHAykf6VgKmAy2B\nFsB0IUTFJw9b0SIhKYE5R+fQrGoz+qSY6Pa5rd9Jt1In24YoWVM63wdF4d+iNp/0b6gSvqJZpczE\nX7dSWV74JZhdEY/ss1uuGjy3TrfL1vJBTHZ9DhNhwqxDswon4FJOy0i/BRAlpYyWUqYAAUD/7A2k\nlDFSylDg0V0TugPbpZQ3pJQ3ge1ADyPErWgw79g87qTcYWrtXojfR0MNT91yOjOLB23SMyTvrzvJ\nwj3RjGrjwGcDGqmnbZU8q2xjycoxLXGqqpvq2Xzi8iMN6sPwtXA/geq/j+UV1+cIuhDEntg9hRNw\nKaYl6dcCLmR7HZt5TIsn6as8gbDrYaw9sxb/Wj40WD8JKtSB4WvA0uZBm5S0DCatDmHVofNM8HFi\nel93lfCVfKtsY8mql1vhWbsCE1YeJTD4wsMNanqC/0q4eY7ngwNwKFeHmYdmqpu6T5mWpJ9TFtC6\nm7qmvkKIl4UQh4UQh+PiHl8FoORNakYqHx34iMoWtrwavBbKVYeRG3XzqpluJ6Uy+tdgNhy/xLs9\nXXm7u4ua0lGemK2VOb+Nbkk75ypM+T2U73ZEImW2H3nHDjB0BeZxZ5gan8CFOxf46fhPhRdwKaQl\n6ccC2ffCswcuaby+pr5SyoVSSi8ppVeVKlU0XlrRZ1n4Mk7/X3t3HldlsT9w/DPsiMoiCoiioGjm\nhgu4L7iSmkkpbmnrLRf01i8rrczSrLTyXi2X3MstUcxrYZEKJiUK7sqmiKIsboAgyH7m98fBNUFE\n8MBh3q8XrxfPOfOc5zsv9HvmmZlnJjWaDy8nUcvcRpvwa915uCo5PRufZaEciEvh6xFtmdCriQ6j\nVfSNuYkhK8d35Pn2jnyz6zQztp0kv/Cunl/XfuCzjs7JMQzVmLHm1GpiUh+wrINSIUqT9MMBVyGE\nsxDCBBgF7HjIObcEAgOEENZFA7gDil5TKsiFjAssOfodfbPz6CcttAnf8k6P2qnEdLwX7ychLZs1\nr7gzvEODEj5NUcrGxMiAb0a0ZUqfpvwUfpHXfjhERk7+nQLNvWDEGt5NPEdtjYZP/vqIQs0DVu9U\nyt1Dk76UsgDwRZusowA/KWWEEGK2EGIogBDCXQiRAIwAvhdCRBSdmwrMQfvFEQ7MLnpNqQBSSj4N\nehvjglw+yK8Br/6m7csv8uuJJIYv248QsGVCF3q4qrsqpeIIIXhnQHO+fL41+2OvMWzx38RdzbxT\noMWzWI1Yz/SUNE6lRbPx+HLdBVuNiHv62yqBjh07ykOHDuk6jCppW8hsZsVt4eNcU0aMDtBOlUO7\njs6CXaf5LjiWDo2sWfZiB+rWMtVxtEp1ciAuhUkbjpBfqOG7Me3p1exOg0PGBuG7eyLhZiZs67+a\nBo5qvf2yEEIcllJ2fFg59USunkgMXcT82M24a4x4YezvtxN+alYer6wN57vgWEZ2bMjGf3VSCV95\n4jq71OF/k7vhaGXOy2vCWLTnzO01+UXTPsz0XIChlHz428sUJp/QcbT6TSX9qk5KNMFf8NHxb8HA\niDlD/TAomqVz5EIaQxaFEHo2hTnDWvHlC60xNTLUccBKddXQpgb+E7vyXNv6LNh1mpfXhpOapd1T\n1775YKa3ncQRYwPWb3kezqn5+xVFJf0qav78+QTv/gN2+LL+6GIOmZsxSHizYdXPaDSS5fvO4rMs\nFENDgf/Erozr3EhNyVR0zsLUiP+MdONz79YciEth8KIQDsSlADC03UT6OHRhYW1zzvzkA8c26Tha\n/aSSfhXl3qoZPt5DWL9jHQvr1KHptaZ8+85iXFq04cVVB/l8ZzR9W9TjV98etG5gqetwFeU2IQRj\nOjmxbWJXzIwNGb3iAPN+jya/UPJxjy+oZWbFBw71yd8+AXbNAjWrp1ypgdyq6HIkbBpJ4IkEhm7N\nwq6/PTf33eTtL5bil2hJXoGGT4Y+jU/Hhqp1r1RqWbkFfBYQyaawi7RyrM0CHzcu5obxVvBbvGLW\niP+LCoFmz8ALK/6x0Y9yLzWQq69ObIGVfaEgj/C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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -685,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": { "collapsed": true }, @@ -710,16 +683,14 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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WVpafpw2fGlPjs726vjrMkfgvlpN9Skqdz/bU1Mh9ajgaY1aRo6ysjLKysoD3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\nNabGZ3t1fXVozqeLcwREPzc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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -788,26 +757,24 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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RSZNEDhxwy2t5xKlTIm++KdKpk6S3aCHjGzYs+rvYbJKemOjrKJU6w547nc+1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\nw9jWHVtFlaeqYPLDMYRjJJwqEg4SRhX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GVn2q3DQmMpyuLRvV7ekTK2MLs27SOrgNVnxQpaZFjiKe+PEJcotzCSsz/0BV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\nQUQmisjlzs3+DTQTkS1Y3Tg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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -903,9 +870,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -932,9 +897,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -989,7 +952,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 22, "metadata": { "collapsed": true }, @@ -1016,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 23, "metadata": { "collapsed": true }, @@ -1035,7 +998,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 24, "metadata": { "collapsed": true }, @@ -1054,10 +1017,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [], "source": [ "samples = hstack((n1_samples, n2_samples)) " @@ -1072,7 +1033,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 26, "metadata": { "collapsed": true }, @@ -1091,26 +1052,24 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 34, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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GJqySRC5eGTcOMmeGJk1sNtu+HY4ehS+/DL1dA11qQ79dkMPC5BLhPH74ASZN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\negOqVEEBblqT9Px5Sh84wLtHjuK3fz5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ZmTPGid0JHJhjMsHUqXDxIky6N6/ganZlSYsl+Lj50HJpSykVLBIkyV2ke28cWEOdU3sY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\nOI/u7cF7kkSZTLXhLrLw+vRaYLWZvR91PBeCmR2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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1135,25 +1094,23 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "t = 0.868384594123\n", - "p-value = 0.386235148899\n" + "t = 1.709295300988294\n", + "p-value = 0.08896302469019521\n" ] } ], "source": [ "t_val, p = ttest_ind(n1_samples, n2_samples)\n", "\n", - "print 't = {}'.format(t_val)\n", - "print 'p-value = {}'.format(p)" + "print('t = {}'.format(t_val))\n", + "print('p-value = {}'.format(p))" ] }, { @@ -1181,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 29, "metadata": { "collapsed": true }, @@ -1202,7 +1159,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 31, "metadata": { "collapsed": true }, @@ -1223,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 32, "metadata": { "collapsed": true }, @@ -1242,16 +1199,14 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 33, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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8adhjJVx5Fuwd81zDcLafsWrSBE4+OfJ6wwZ45x149FGAiTD/Djjkg6SnvenYm2jcrzHs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\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1280,9 +1235,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1312,9 +1265,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1355,16 +1306,14 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, + "execution_count": 34, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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f+Y5jzBG5iZncwGweeqUBS9/91XecmGRFP4p98AE8/LDSLXE23bKn+o5jzBET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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1381,27 +1330,36 @@ "p = fill_between(lower_x, my_t.pdf(lower_x), color='red')\n", "p = fill_between(upper_x, my_t.pdf(upper_x), color='red')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.04-curve-fitting.ipynb b/04-scipy/04.04-curve-fitting.ipynb index 1a519687..e0982d0d 100644 --- a/04-scipy/04.04-curve-fitting.ipynb +++ b/04-scipy/04.04-curve-fitting.ipynb @@ -62,9 +62,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "x = np.linspace(-5, 5, 100)\n", @@ -82,15 +80,13 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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TBPYzz4TRoyNeqEQd9KhRL6eeGixzp/rqItLPSk7FmNmtwHjgPeB14Fx335R+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\n/wEcY+GYZJlNlgAAAABJRU5ErkJggg==\n", 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AbQ056QcRRcUJUFJdyIQe5W/68dXNfwA6d8bllwPjxwO+v/apPnOUz8dgT0QJ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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -114,21 +110,19 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ 3.93921315 1.59379469]\n" + "[ 3.84678358 1.4959619 ]\n" ] } ], "source": [ "coeff = polyfit(x, noise_y, 1)\n", - "print coeff" + "print(coeff)" ] }, { @@ -143,15 +137,13 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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E3FwtGDFC3x45UhtWqaf1a63RNDQtnmrJzVXt3Vv19devvKY/gdiR/snKYt15CWFgJypt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\nrkJggg==\n", 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WQvwRI6xtuJ4r4Hxf9cLxPjt7hYJuAFoCuBbARpfHkgEMy/59GIDxBW1HM3wRHyvEzPrY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\nGauI5EklHfGKzz7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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -175,15 +167,14 @@ "cell_type": "code", "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -199,14 +190,12 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "poly1d([ 3.93921315, 1.59379469])" + "poly1d([ 3.84678358, 1.4959619 ])" ] }, "execution_count": 8, @@ -228,9 +217,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -255,9 +242,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -288,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -307,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": { "collapsed": true }, @@ -322,16 +307,14 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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HHx51rLHEiN8UP1U70QwSvzKMmfsFFX19TDovi2BQmlHKS/Vktj+/C11iIJ/1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\nxaZbNd09PT1ZsGABkZGRXLhwodxzp0yZQkFBAYsWLVJeu8b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rZB87HDZt2sTg4CC1tfL6M6niH8N4vV527NgRUuShRJnnSOavyMGnT6D9SOfF\nB40poE9Qxf8Cdm/x52lzczr93v15q2Ub+y9VzXxwoodv37SYwszx89HpyRlIzhN4dcX+oL9L/sXD\nUOlz9JFhypBtvHONXBTI+VdUVLBy5UpSUuR5SomUQLtWufP+qvjHMAcOHGBwcDBozlH4BAPd8pd5\njmTjzf6dxRZm4e3vP/+gJEHSLLAo23wi3nB1SWg9djaYdkPxtX4fJBk4eWaIJ7Ye5cqFWXxsTX5I\n1ziTunEbZ9A+NHtSF3377H1kmOUTf4fNDYAxUd6+CE6nk6qqqklP+QDMnDmTkpKS2BR/SZKulyTp\nmCRJDZIkfXOU45+SJOmMJEn7h399Ro77TnVCzfdbB5x4XD5FI/8Zs9Kw2To4m74A+6FRIsfkHFX8\nL0CrnYvGdYoZzl4ovkaWMd1eHw8/vx+TXstP71wecivE7DUFANRayqBrnOY8CiN35O+0+dM+JpnF\nv7q6GofDMamLvSPZuHEju3btwu12yzZm1OIvSZIW+DVwA7AE+IgkSUtGOfV5IcSK4V//Fe19pwMV\nFRUUFhYyZ86ccc/rHy7zlLvG/0JEiovBlEIGR8v7J2eDZZSU0DTlZO1BXOYchKHJ/0KhPCLyq3cb\nqGsb4Ee3lzAzJfTF/Wvvuhetx0qfY/7kRv6OPmaYZsg2ntM6HPknyFvtU1FRAcCGDcr1XAiH9evX\nY7fbqauTb5+GHJF/OdAghDglhHABfwM2yzDutEYIQUVFRUiRh5JlniPJX5aNV2ukcfcoDd2Ts9Wc\n/wh2vPAGALMyGyG7BJLG7sEQKvtb+/nVew3cvnI2N5aMveFvNNKS0pFcTbg186DvFLisUc8nXHzC\nx1nHWdJN6bKN6bD6I39jgryRf0VFBcuWLWPGDPm+qKIhsOi8c6d8fRnkEP/ZwMjygbbh1y7kTkmS\nDkiS9JIkSeOHsiocPXqU3t7ekBd7dXoNSWlGRee09upSAAZ6tRdvN0/OBtcQOJXrPBRP2NrdaLwu\nLjVVwryNUY9nd3l5+Pn9zEo28n9vXRrRGE59Jy5TDoP2JOg6EvWcwsXisuARHpnTPoGcv3yRv8fj\nYefOnTGR7w+Ql5dHfn5+zIn/aEnHCwuJ/wEUCCGWA28DT486kCTdL0lSjSRJNWfOTO/dooF8fyhv\nwIEuG6kzzUia0PK/kTJ3/mzcjj6sCXPwdF0Q5Sdl+3+3qNE/gE4zB52zkWxsMO/KqMf78dajnOo5\n37QtXMzz/U+GBwaXT8pmr15HL4C84m/1N3KRs8R53759DA0NxZT4gz/1s3PnTtl8fuT4H2sDRkby\neUDHyBOEEL1CiIAvwO+BS0bdr0QaAAAgAElEQVQbSAjxOyHEaiHE6vFaFU4HKioqyM3NZd68eUHP\n7e+2K57yCeCWeulPLcK2/4LNXskB8Vfz/u0nTuEyzUboToHWCHOjqxOvOH6Gpyub+Zf1hawbYdoW\nLhvu2Yzk89JmWzIp4t9n7wPkFX+Hza1Yvj8Wxb+jo4PmsazVw0QO8a8GiiVJKpQkyQDcB2wZeYIk\nSSMTlLcCoySNVQKMzPcHq+bweX0MnrGTqmClz0hSi1JxGdM4+f7u8w8ExF/N+/Pef/8dJA2Z6cch\n/9KoXDz7bS6+9lIdxTOT+Pr1C6Oa16J5y9A7W7GJ4klZ9O1zyC/+Tqtb9kqfiooKiouLxzVSnAzW\nr18PyJf3j1r8hRAe4IvAm/hF/QUhxGFJkr4vSdKtw6f9H0mSDkuSVAf8H+BT0d53KtPU1ERHR0dI\nlQaDvQ58PjFhkf/KK/z55o7jfecfUCP/c1iarEg+L+WJu6NO+Tz62mF6h1z8/N6LTdvCRZIkXFIL\nTuNc3O1HweeLarxwCYj/DLN8i6gOq0fWxV4hBDt37oyZKp+RlJSUkJycHDviDyCEeEMIsUAIUSSE\neHz4te8KIbYM//lbQoilQohSIcRGIcQo7mAqAaqqqgBC2lb+YaWPsmWeAVatW4pw23B60xEjxcOY\n4m9Uotb6o/XNRO9sJU9jh6LIF3tf29/OP+o6+MrVxSybPbppW7h4Z7rwaQ0cP5Pnt5ieQALin2aU\np80o+Bd8TTIu9jY0NNDb2zvplg6jodVqufTSS2NL/FXkpbKykoSEBJYtWxb0XCWtnEdDq9XgdnZg\nSS7E1dT04QFJGq71n97i77Ta8ZrmAk1+S4fs0ojG6Ryw8+irh1iZn8YDV4xt2hYui67179RuGFo6\n4Xn/PkcfacY0dBr5xNphkzfyr6ysBODSSy+VbUw5Wb9+PQcPHmRgYCDqsVTxj0GqqqooKysbt19v\ngP5uG8YEnax9e4NhyARrYg7t2y/oCavW+rP9hdfwaY0kJTTAvCsiatTu8wm+/tIBv2nbPeObtoXL\nlRtvRO/sYcCzcMLz/nLv7hVCDOf85fsyqaqqIjk5mcWLF8s2ppysX78eIcS57EA0qOIfY9jtdvbt\n28fatWtDOr+/y0bqzISQt/nLQdH6BSBpOLbjguydusuXxj3+/5N5KQcizvcHTNu+c/NiCoKYtoWL\nQWvA623EoS/Ce3piDd5kN3VzevF5heyR/5o1a9BqlWsIHw1r1qxBo9HIkvpRxT/GqK2txePxhPzY\nOdBtn7B8f4D115aBz4ul94K3T1L2tK/zF5YEdO5BSo2tEW3uauge4kdvHGXjwiw+Wh6aaVu4uJLO\n4jak0nZ0YlN0se7rY7VaOXDgQMymfACSk5MpLS1VxX8qEnicC+UNKHwCa7+TpHT5G7iMR3JqIj5b\nOy5TLsI1oml7cja4LNN6l69GNwetuxFTxlxInxvWtW6vj4df2E+CQctPwjBtC5cZK3MBONaZNaGN\nXeQXf3l9fWpqavD5fCE/dU8W69evZ/fu3VE3d1HFP8aoqqqisLCQWbNmBT3XYXXj8wkS0wwTMLPz\nkfSDWJIL6D8wIm+cPL13+TYeOorbNAu9/iQUjO/EOhq/ereBAxGYtoXL1XffjdZjo8e5YMLSdG6f\nmwHngLx2zgFfH5ki/8Bi75o1a2QZTynWrVuH1WqN2uRNFf8Yo7KyMuTHTuuAP+pOSFHW02c0Mhdl\n4tMaOPT6iMfPcxu9pmfFz44XXwcgM7EeCsMT/4Bp2x0rZ3NDmKZt4ZKdloPG1Yxdmge9JxW9V4B+\nh78HhBKOnnIt+FZVVVFcXBwzZm5jEXgy2bNnT1TjqOIfQ7S1tdHe3h7yY6d1wO+YkZg68ZH/yhv9\nX1Cnj43wYDrn7zM9xd/SbAXhozT1CBSEvknoPNO2zZGZtoWLS9eBw5TLYMMoPZkVIFDjL6ejZyDn\nL8eCrxCCysrKmE/5gL+p+8yZM9m9e3fwk8dBFf8YIpx8P4AtIP4Ku3mORvHSAiTnIE5n0ocvJk9v\n8dd5szA62snLnAmpeSFf90TAtO2eUlJME1OyK2VrQNKy7/2JaeyihKmbQ0Yv/6amJrq7u2N6sTeA\nJEmUl5erkf9UorKyEpPJRGlpaBuDzqV9JiHy12g0CGcH7oQ8fA6H/0VTKuhM07Lc0+V04TXORcOp\nsKL+7cfP8ExlM5/eUMi6oshN28Jl8XX+vHbn6Yl57yji62Nzo9FKsjRvD+T74yHyB/+6RH19fVSb\nvVTxjyGqqqq45JJLMBhC+0Da+p0YE3ToovR8CQWHx8Fv9v+Gt5vfPveaPsWNLTGbth3Dj5+BXb7T\ncKPXBy9twaczk2g+AYWhuUH221x87UW/advXrovOtC1cLttwHXpnL07XxLTWUMTR0+rBmKiXpSqq\nqqoq5F31sUB5eTlCCGpqaiIeQxX/GMHlcrF3796wHjutgy4SUpVP+dT31XPf/9zHb+t+yzc/+Can\n+k8BkHtJIQBH3hzxBkyanhYPDZX+qqe5yYdh7vqg5wsh+Parh+izymPaFi56rR68Tbh0BRNi8Nbn\n6EMn6UgxpMg2ptPmxiRTmWc4u+pjgbKyMoCo8v6q+McI+/fvx+l0hvXYaRtwKrrYK4TgT4f+xEde\n/wiDrkGeuOwJzDoz3/zgm7i9btbc4he5vtahDy+apv4+ot+E1j1E6WwgdbRGduezpa6D1w908tA1\nC2QzbQsXn7ETl3EGDRVvBz85SgI1/nLuXZDL0TPcXfWxQHp6OgsWLFDFfyoQWOwNp8bYOuBSNN+/\n+/Runtz7JFfkXcErt77CzfNu5rG1j3G07yi/rfstWdkz0FhP4/aNqOCYpuKv1c5B727CPC94z+WA\naduq/DQ+d3nwZj1KkTjXH+Xue/09xe/V5+iTtcYf5HP0DOyqj/X6/gtZs2YNu3fvjrizlyr+McKe\nPXvIzc0lLy+0KhEhBNYBJ4kKpn22t27HoDHwxGVPkGby2/BePfdqNhdt5g+H/sD+7v3gPYMzKR+3\nZXhX77ldvkPjjDy1ON3Ygss0C732VNDNXT6f4GsvHsDjEzwps2lbuKy97SYQXizdys9B7t294K/2\nkWODV6BqJt7Ev7y8nK6uLlpbW4OfPAqq+McI1dXV5/J4oeC0efB5hKLiv7NjJ2XZZZh153sHfbP8\nm+Qk5vCtD76FeaYGtyGF+tff9x9Mmn4dvba/8BpIGtITTwSt9HmmsokdDT1856Ylspu2hUvRkssw\nOtsRvlzF76WE+DttHkwypH2qq6uZPXt2zHXuCkbgyyrSkk9V/GOA/v5+jh8/Tnl5ecjXBDZ4KZX2\naR9qp3GgkfWzL168TDIk8cjqR2gbakOz2i9gJz444j84DWv9e0/4N7oV5/ZBytgC0tA9xBNb69m4\nMIuPlE9Mlc14SBoNkmjGbSzA43Irei+5xd/r9eF2eDHKkPaprq4O67MXK5SWlmIwGCLO+6viHwPs\n3bsXIKzI39bvr/FXKvLf2e63bRhN/AEuz7ucJH0Sx+c0InndDJ3x+g9Mw3aOWkcaemcPC5euHvMc\nt9fHQ88Pm7bdpZxpW7hoE9rx6szsevUNxe5hc9uwe+wy9+6VZ3dvX18fDQ0NYX32YgWDwcDKlSvV\nyD+eCfzwVq8eWzwuxDqobOS/o30Hs5NmU5hSOOpxo9bIxjkbebfjHTS2NrzaLP+BadjIXdLPQedt\nRhrHz+c/3m3gYPuwaVvyxLqwjkd2oX+x8NiOfYrd46zzLCD/Bi+I3tcnUCcfj+IP/tRPTU1NRA6f\nqvjHANXV1cyfP5/09NB9T2wDykX+bq+b3Z27WZ+7ftwI9bqC67C4LHh1Z3AkzcHW1QOmNNAap03k\nf3zvftzGGRj1p2Du6H1f97Wc5dcTZNoWLmsvK0frsSPOKlffHtjgJWfj9nO+PlEu+FZXVwPhBV6x\nRHl5OTabjcOHw2/Mo4p/DBBJztHa70Rv0sqytf1C9nXvw+axsWH2+IuX63LXkWxIpi/3DD6tgdqX\n35p2vXwrX3sTgPSUtlH9fGwuDw+/UDehpm3hkJq7DL27GY0UfG9CpChh7SCXr091dTULFiwgLU2+\npvITSTSLvqr4TzKdnZ20tbWF/dhpHXAplu/f0bEDnUZHec74X0h6rZ5N+ZvYPdsfdbTWNvkPJOdM\nG/G3ttpA+Fi+fPSo9ok36mmcYNO2sJhRhFbTiMuUR9/pbkVuoYijZ8DOOcqc/549e+JysTdAUVER\nGRkZES36quI/yQQeO8MVf9ugcrt7d7TvYNXMVSTqg5ciXl9wPc1J7WjdQzgGh59CUnJgsEORucUa\nek8mRmcXeaWbLjr2/rFu/lI18aZtYZGYRUpCI0Kj5f0X/67ILQKOnulG+cTfIUMLx/b2djo7O+M2\n3w9+h8/Vq1dH5PGjiv8kU11djVarZeXKlWFd59/dK3/k32Xt4sTZE0FTPgHKc8pJM6Uh3K34DMOL\nval5MNA2oS0CJwOv14vPkI/W13hRvv+s1cXXXzowKaZtYSFJFOf6G610HW5T5BZ9jj7MOjMJ+gTZ\nxgxE/oYo0j6RBl6xRllZGYcOHcJms4V1nSr+k8yePXtYtmwZCQmhfzCEENj6lYn8d3aMX+J5IXqN\nP/UzkNCCMzGHs02tkDoHvE6wngk+QBxT/da7ePTJGI1NkPGhTYMQgu+8eoiztskxbQuXxfPz0LkG\nkaxJwU+OAEV299o8GMw6NJrIS2b37NmDTqdjxYoVMs5s4ikrK8Pr9Ybd1lEV/0kkYMkabuThcnjx\nuH2KRP57u/YywzSD4rTikK+5vvB6WjKaEJKW2pff9Ys/wEBk287jhUPv+P2YZmTb/Avdw7y2v4PX\nD3bylasnz7QtHHRZxeg9zWi1oTegCYc+e5+s7RvBH/lHW+ZZXV1NSUkJZrM5+MkxTKBSKfAkEyqq\n+E8ip06doq+vL/x8v4LtG1sGWyhKKwprE9LqWas5NacHgNOHOj6seumf2uLv6fYi+TyUXfmhJ0xH\nv51HX5t807awSMvHrD2FyziLpoZjsg/f4+hRxNohmg1ePp8vosArFglYU6jiH0cEyrMiKfMEZWr8\nWywtzEkOz3pAp9FRtGAROlc/TqsR0gKRvzI55FhBJ3IwONvIKLkWGDZte6kOr0/w83sn17QtLFLz\nmGk+AZKG7a9skXVoIQRtljbykuV9qnBEGfk3NDTQ398f15U+IykrKwt70TdO3p1Tk+rqakwmE0uX\nhlf/rVT7xiHXEH2OvrDFH6A8uxyvaMZnyvZv9DIkTWnxd9oduI1z0NEEmf4F3T/vamJnQy/fuWkJ\nc2dMrmlbWKTlszzpKACDDWdlHbrX0YvdY4/oPTUe0Ub+U2WxN8Dq1as5duwYg4ODIV+jiv8kUl1d\nzcqVK9Hrw3sTK7W7t9XiT9Pkp+SHfW15djn9placCdmcrj/pz/tP4Zz/9ldew6c1oU84DRoNDd0W\nfrKtnqsWzYwJ07awSJlNVkIfemcferu86ZmWwRYgsvfUeERr51xdXY3ZbGbJkiUyzmryKCsrQwhB\nbW1tyNeo4j9JeDweamtrI4o8rANOdEYtepO8VSTnxD85/A/qwoyFdMzw1/bvf3X7cLnn1BX/5t0H\nAMidn4jL4+Oh5+tIMGj58Z0lMWPaFjJ6EyTOROdpRqPLw+ML3ydmLFosw+IfwXtqLIQQw3bO0ZV5\nrlq1Km7aNgYjkkVfVfwnifr6emw2W0TibxtwkphikF1kAh/USPKzGkmDbniXa3d9t1/8p/KCb78B\njdfJmtvu4T/ePcHB9gGeuCO2TNvCIjWPBF0rbuNMdu+tkG3YVksrWklLTpJ8nkZuhxfhExFH/h6P\nh3379k2ZlA9AZmYmBQUFqvjHA4HFmUgMpZRq39hqaWWGaUZIO3tHo6xkHXpXDy6n2b/oa+8Dl1Xm\nWcYGErMxuFqo187n1+81cOeqPK5fFlumbWGRmsfcpCYA9r+xXbZhWwdbyUnMQa+Rz9oiWl+fo0eP\nYrfb49bMbSzCXfRVxX+SqK6uJjk5mQULFoR9rXXASWKaApU+gy1R5WbLssvw+JrxmWaPqPWfeou+\nQwP9uI15aKRWHn7xEDmpZh67Nc5zx2n5lKQcBMDT6pJt2BZLdO+p0XBGae0Q706eY7F69WoaGxtD\nPl8W8Zck6XpJko5JktQgSdI3RzlulCTp+eHjuyVJKpDjvvFMTU0Nl1xyCRpN+D8C24CLxBT5xb/V\n0hpVVcb8tPn0m9twm2bQ1j5s7TAF8/7v/e2v+LQGnOZ+mvts/PvdMWraFg6peSTpezA4ujG6Zso2\nbCSlw8FwROnlX1NTQ0pKCsXFoW9kjAfCTWNFLf6SJGmBXwM3AEuAj0iSdGEY9GngrBBiPvBz4CfR\n3jeecblc7N+/P6LIw+Xw4HZ6ZU/7ODwOumxdUX1QNZIGV46/o9fBXcPGblMw8u+uawCgzpDGZzYU\nsrZI3t2rk8Lwk5rkbkWjm0OPvSfqIQecA1hcFvnLPKPs4lVdXR1x4BXLXHLJJWGdL8e/vhxoEEKc\nEkK4gL8Bmy84ZzPw9PCfXwI2SXFXEiEfhw4dwuVyRbjYO1zmKXPap83iF+loqzIKN5aC8NHRbANJ\nOyUXfcVQKlqPjeY5G3jk2hg2bQuH4V3ZZlMfbkMG2z/YGvWQ58o8Zaz0gZE5//DF3+l0UldXN6UW\newOkpKSwcGHo70c5xH82MPIT3jb82qjnCCE8wAAwbrjU0NBAZ+fU7AYV3WKvMu0bz5XkRZmfvaxk\nE3pnFz5PCqTkTrnIXwgBUj56Vwv/9tG1MW/aFjJp/p/7vNn+qPrU++GZhI2GXO+pC4mmheOhQ4dw\nu91TLt8fIJwvNTnEf7QI/kIv31DOQZKk+yVJqpEkqWZgYCAij+p4oLq6moyMDAoLR++POx6OIf8b\nPyFZXvEP1PhH+4hemFqIh1Z8pjy8ybOnXM7/xXeqcRlz8Wk6WJob+6ZtIWNOB30Cyxb7QPjQdkdf\n/95iaUFCkt3awT7kRqfXoDOE/8U7VRd7A6xfH5obL8gj/m3ASMXIAy7s5HHuHEmSdEAq0HfhQEKI\n3wkhVgshVkP4LnXxQk1NDatXr46oTl+u9nUX0mppJcWQQqoxOkGTJAmbuRePIZUzQzlTSvw7+u3U\nbnkZodFhyHBO9nTkRZIgdQ7Jmi4M9tMkunM564jO6qHN0sbMhJkYtfKmKG0DLhIiTHvW1NQwY8YM\nCgoKZJ1TrPDAAw+EfK4c4l8NFEuSVChJkgG4D7jQHWoL8MnhP98FvCvE+J0+zGbzlBR/u93OoUOH\nIo485GpcfSEtgy2y5WbN8/2+8HWNSf6OXj6vLONOJgHTtjlW/5rLgqtGb9Ye1wSa8Lg7QZfPns7o\nPn/Rlg6PhTWKXhbRBF5TjajFfziH/0XgTeAo8IIQ4rAkSd+XJOnW4dP+AMyQJKkBeBi4qBz0QhIS\nEqipqSHId0TcUVdXh8fjiUL83Wh1GnR6eSsVWiwtzEmRpyqj/JZrkHxeTvengs8zJfr5BkzbzO5M\ndG4LZdffMtlTkp+0OTDQhjnZh0efQvXO96IarsUiX0AxEtugi4QISp1tNltUgddUQxYFEUK8IYRY\nIIQoEkI8Pvzad4UQW4b/7BBC3C2EmC+EKBdCnAo2ZmJiIj09PTQ3N8sxxZghsI4RabWBw+rBmKiT\nNXJxe910WjtlK8lbMb8MvbMDtzfX/0KcL/qe6LLw4231XLswHZ8mH62rZcp4wpxHah5YzzBnub9e\nw3Yg8k5sVrc1YofYoGMPOElMCz/yr6urw+v1TslKn0iI2ULXQFvDqbboW11dzaxZs5g9+8KCqNBw\nWt1RWdmORoe1A5/wyRal6TV63LThMc7B5yOu8/4uj4+HXthPklHHw/M6cRpz8OmmZhUaqf6f/yXX\nLETyecg4mxlxvb9cBQQX4nJ4cDu8ETnaTvXF3nCJafHX6/VTLu8f6B4UaeTusEXfvu5ClLDddSUN\n4tUncXooN67F/z/ePcGh9kF+dHsJx999ByQNhhz5d1fHBMO1/kk6CwZbB0nufGpORxZ8KWXlbIui\nl0VNTQ05OTkRB15TjZgVf0mSKC0tnVKR/9DQEEePHo0q8oi2icVoBOqx5YzSZizNBuCgtSRuN3rt\nbT47wrQtm/4O/xf2ius3TfLMFGJEBzaNu9u/6NuxO6KhlHhPAdgGI+9iF1jsVfETs+IP/sezmpoa\nfD7fZE9FFmpraxFCRPUGdFjdUfmYj0arpRWzzixrk+1N99yN5HNzxlEUlzl/m8vDIy/s/9C0zefF\n68xD7+pnxeUbJnt6ypCcA5IG+lsxZ0h4dQmc3HswoqHaLG1ROcSOhbU/ssjfYrFQX1+viv8IYlr8\ny8rKGBwc5MSJE5M9FVmQo3Wc0+qRvcyz1dJKfnK+rIvIuZl56J1tOMXcuEz7PP76UZr7bPzsnmHT\ntq5DeDQFSO6WyZ6acmj1/i+AgTbmlhUBkNmSQLetO+yhlHDzhA93uIcb+e/duxchhLrYO4KYFv/A\nt/RUSf3s2bOHuXPnMnNmZK6JXo8Pt9OrSM5fiQ+qW3TgMubjORtfkf979d08u7uFz2wo5NJ5/qeh\nk7tew2WahVcfveFZTDPcfnPl7ZvQeF3kDuSz5/SesIdpGZTfzRP8OX+tThP2Jsc9e/z/BlX8PySm\nxX/JkiVTarNXdXV1dFG/LTo3w9HwCR/tQ+2yb8EHEGlOfFoT9b0zwDEg+/hK0Gd18fWXD7BwVvJ5\npm0HK48BkFiYNllTmxiG22+a01MxWNtIcudTfTq8z58cDrFjYR1wkpAafhe76upqCgsLyczMlH1O\n8UpMi79Op2PVqlVTIvLv6emhsbExSvEftnaQMfK3uCy4fW5mmuXzcA8wt9wvng1Di6A/9tMlQgi+\n/feD9NtcPHlv6YembUJg6fM/AWy486ZJnOEEkDYHBtrB50Pj7cWnn8OO5g/widDX3ZRa7AV/F7tI\ndvdGG3hNRWJa/MGf+qmtrcXjka+p9GQQeHopLy+PeAzHsI+5ScbIv9fRC0CGKUO2MQNcdccdaLxO\nBlzzofek7OPLzd/3tbP10GkeumbB+aZtPcdxewowOLooXLJ48iY4EaTmgc8NQ10kzdTi0xpJbNVS\n21Ub8hB7Ov0pltKsUtmnZxtwhp3v7+7uprm5OarP3lQk5sW/rKwMu93OkSNHJnsqUVFdXY0kSWE3\nXBiJM2DqJuOCb5/d76+XbkqXbcwACQmJ6BwtuEUB9MW2+Lf323nstcOsnpvO5y4vOu+YaNqBRzcX\nnze+1i4iYnijFwNtFK71P7ktPj2XN5veDHmIHe07KEgpUCSV6O9fHZ74y1FoMRWJefGfKou+1dXV\nLFq0iOTk5IjHiLZ93Wj0Ofzir0TkD+CRTuM25DHQfkyR8eXA5xN89YU6fELw5D0r0GrOzycf2PUO\nbkM6XvPgJM1wAhne6MVAC6WbN6H12Jl9toC3mt/CG4JBn8PjoKarhg2z5S+H9bi8uOyesMs8q6ur\n0Wg0rFq1SvY5xTMxL/7FxcWkpKScW62PR4QQVFdXR/3YGW37utEIiP8MszKtCPVZGnxaA3sOdiky\nvhz8aVcTlad6+e4tS8ifkXD+QSE4dcJfWz5zSc4kzG6CSR3e/TrYiT4xAcNQK0bPbHodvdR0BQ/A\narpqcHqdioi/NdDFLoLIf8mSJSQlJck+p3gm5sVfo9FQVlYW1+Lf2tpKV1dX1I+dDpsbJDCY5Y/8\n04zKVLEs2+j/wus+E5t9bk90WfjJtnquXjyTe1aPskDZ34zFOheEl4333DHxE5xojCmgM4PF71+k\npQ+veTaJUhLbmrYFvXxH+w6MWiOXzIo8vTkWtnM1/qFH/kII9uzZo6Z8RiHmxR9gzZo1HDhwALvd\nPtlTiQi5co5OqwejWYdGI99mrD5HH2nGNHQaZVwqy264Gp3bgtNZCI7YSpu4PD6+8vx+ko06nrhj\n+ejlg007cXvnYXB0MiM3e+InOdFIEiRnw5D/SS0114TQ6Nh4dg1vN7+N2+ce9/Kd7Tspyy7DpDPJ\nPjXrOV+f0CP/5uZmenp6VPEfhbgQ//LycrxeL7W1oVccxBLV1dXo9XpKS6OrfnBY3bLv7u1z9CmW\n7wfQarVoXS14pUJEb4Ni94mEX75zgsMdg/zojhKykkcXFMepCtyGfLy+9gme3SSSnH2uB8OiTSsB\nmH0ik35nP9XjNHhptbTSNNikSMoHRuzuDcPOWY4qu6lK3Ig/ELepnz179lBaWorRGJ0bpNPmkd3X\np9feq6j4A/h0XbiM2Rw/8IGi9wmHvc1n+c37Ddx1SR7XLR07oq/bdxSvLhFSHRM4u0lmhPgvvGY9\nBsdZtL3JJOnHT/3sbN8JoJj42wZcaLQSpjACoD179mAwGCgpKVFkTvFMXIh/Tk4Oc+bMYffuyBwG\nJxOfz8fevXtleex02uIv8gdIyk8BSUPtB4cVvU+oWJ0eHg6Ytt2yZOwTB9pp7fEv8s5dVTxBs4sB\nkj4Uf8lgQG9tBf0sNs7ZyNstb+Pyuka9bGf7TvKS8hTp3gXDu3tTwtvdW11dzYoVKzAYImv7OJWJ\nC/EHf94/HiP/48ePMzg4KMtjpxKOnhMh/hvu9nfztHbL6/AYKY+/cZSWYdO2ZNM4X6ZNOxhyFKHx\nurjy7tsmboKTTXI2uCzgHALAYBjElzCTyxIvx+Ky8LsDv7voEpfXxe7Tu1k/e71i/XFtA04Sw2jc\n7vV62bt3r5ryGYO4Ev/GxkbOnIm8tdxkIKehlNyOnm6fm0HXIBlmZcU/f9kiDI4ucMm/3T9c3qvv\n5rndLXz2snnnTNvGpKkCjyhA52zFnDyNygSTh9Ngw4u+WUX+94ezYoBb5t3C7w/+nrozdeddUttd\ni91j57LZlyk2LeuAi4SU0CP4+vp6hoaG1MXeMYgb8Y/XvH91dTWJiYksWrQoqnGET/jTPjJG/v2O\nfgBZffzHQudtxqcrGPhxnmkAACAASURBVDNlMBH0WV187aUDLMpO5pFrFwQ9v//EDtyGfDzEfwP6\nsAiI/3C5Z8nN60D46D7UwbfWfIvshGy+9cG3sLltAHTbuvnt/t+i1+gpy1ZOaK1hWjuoO3vHJ27E\n/5JLLkGj0cRd3r+qqory8nK0Wm1U47icXoQgrMWuYCi9u3ckOlM3bkMa2994QfF7jUbAtG3A7uLJ\ne1Zg1AX5efS3sq89AZ/WgF5+z7vYJikg/v4vvVmrlpNg7cRjM5FsSObxDY/TZmnjp9U/5X+b/pc7\nttzBkd4jPLb2MRL0CeMMHDletw+n1RNWpU9VVRWpqaksXLgw+MnTkLgR/8TERJYtWxZX4m+329m/\nfz+XXnpp1GOd8/WJE1O3C8ktSgHg1PbJKdcNmLY9fM1CluSmBL+gaQcdQ/7F4BXXrld4djFG8vni\nL+l06BwdYJqNz+djdfZqPrXsU7x84mUe2f4IeUl5vHDLC2yev1mxKVmH2zeGU+NfWVnJmjVr0Gji\nRuYmlLj6Xwks+gohJnsqIbF37148Hg9r166NeiyHNf58fUZy6Z03I/k8+HqViQzHI2DaVlaQzv2X\nzwvtoqYPcDrno3MNsHLTFcpOMNYwpYLOBEMfprtMCQ6EIYlDNfUAfHHFF7l27rV8vvTz/OXGv1CY\nWqjolM41bg8x52+xWDh06JAsn72pSlyJf3l5Of39/XHT1rGqqgrwf2lFiyK+PsOOnkov+AIkFpZg\ncrah88rv9DgewUzbxkI0fYBXW4jkao46ZRd3BHb5Wj4U/9kl/pLXg1v9a24GrYGfXfkzvrDiC+g1\n8pYfj8aHG7xCi/wDvb/leOqeqsSV+AdENF4WfSsrKykqKoq4beNIHAo0culz9KHT6EjWR+40GjI6\nI0bRiMeYT1d/p/L3G+aPOxvPmbbNyQjxqeNsM/XdQ7iMM/Gazio7wVgl6XzxL7n1SrReJwOn+idl\nOrYwTd0qKysBeQKvqUpcif+SJUtITEyMi7y/EILKykrZIo9AC0e5F3wzjBmK1WVfSHJCBz6tibdf\nemlC7ne8y8JP3zw2tmnbWDTtoH5gGQCZi6bbau8wF0T+ScXzSbC0IDyp41ykHNZ+J5JGwpwU2vu/\nqqqKRYsWkZ4uf5+KqUJcib9Wq2X16tVxEfm3trbS2dkpm/g7zi34yhv5T0TKJ8DCef65n9mvfFMU\nl8fHV/4WxLRtLJo+oN+2CISXTR+9W7lJxjIjzN0AJI0GvbsLEnNx2JwTPh3roL/GXwohbSd34DVV\niSvxB/9j3L59+3A4YttrJZDvl2vByWl1o9Nr0Onlyz9PxO7ekcxftxytx4phMIRqmyj5xTvHOdI5\nyBPjmLaNihDQtAOvdx4GezsZudM48ncOgst67qWkDB9o9FS+PfGNlfztG0Nb7D116hQ9PT3qYm8Q\n4k78161bh9vtjvnOXlVVVZhMJpYvXy7LeA6bvLt7YeLFXzuzGLPrFHpNQVBr4GjY23yW375/kntW\n53HtOKZto3K2iYGzHbiNc/GIaeTkeSEX1PoDFK/z18ufeP/QhE/H2h96+8ZA4KVG/uMTl+IPsHPn\nzkmeyfhUVlayevVq9Hp5BNtpdcta5gkTL/7MKCJZexyXKYfd1e8rcouAaVtumplHbx7HtG0smj6g\n1jofn9aEPtMn/wTjheSLxb/o2ssx289g7w7ezlFurP2hR/6VlZUkJSWxdOlShWcV38Sd+GdlZbFg\nwYKYFn+n00ltba2sj51Om0fWMk+b24bdY59Y8U/LpyDhKAB1WyoUuUXAtO3Je1aMb9o2Fiffo93i\nX+wNdCGblpzz9/lQ/HW5uSQONqI15OLzTdwXo8PqxmF1kzoztGotuXbVT3XiTvwB1q9fz65du2J2\ns9e+fftwuVyyPnY6rPL6+kzkBq9zaPUsLrQj+bz4OuSvMAqYtt1/+TzKCyP4d/l80Lgdu2M+OreF\nspuuln2OccMokb8kSRi1fUiGFI7uPzlhU+nv9nsIpc0KLv42m426ujo15RMCcSv+vb29HDt2bLKn\nMipK5Bz9aZ/4adw+FuaCJZicLRhl3uw10rTt4WuCm7aNStdBhK0XNAVIzmm4uWskpjTQGs8Tf4Ds\n+f5ez9Vv7ZuwqQx0DYv/THPQcwO76lXxD07cij/Ebt6/qqqK/Px8cnNzZRvTKfOC71mHf/PShEb+\nANnLSKABrzGfxg552joGTNsG7W5+fm8Ipm1jcfI9jnvScJmy8Rp6ZZlb3DLKLl+AxdetRee20nes\nZ8Km0t9tR5IgJTO4+KuLvaETl+K/cOFCMjIyYlb85a4x9ri8eNy+uPX1OY9Zy8g2HcGnNfDe86/I\nMuQ507ZrF7A4J4oy0lPvc8CyGoAZC7JkmVtck5x9Xs4fIHHFClIHTqHxTNzmqf5uG8mZZrS64HIV\n2FWflaX+/IIRlfhLkpQhSdJbkiSdGP591HeEJEleSZL2D//aEs09h8dj3bp17Nq1K9qhZKelpYWW\nlpZzVUlyENjdq4SjZ7ppgndAzlpGScoBAIaORm+dEDBtKy/I4LOXhWjaNhpuB7RUcnZwPggvGz96\nR9Rzi3tGifx16emY7a3oE2bR3TExT0f9XTbSQljsFUKwY8cOWT97U5loI/9vAu8IIYqBd4b/Php2\nIcSK4V+3RnlPwJ/6OXbsGD09E/f4GQoVFf4qliuukM8JUqndvQm6BMy64I/SspKczYwsCYOzB6M9\nuuhspGnbz+4pDdm0bVRaq8DjQPIWYbC3kpUvX8oubknKBkvXRS+nZPgrfXb8r/L23EII+rvtIeX7\n6+vrOXPmjKyfvalMtOK/GXh6+M9PAxPW6DSQ94+16L+iooLU1FRKSkpkG1MxX5+JTvmAP5c8axkG\nz0kwzGNouE9sJERk2jYWJ9+jlSTcprl4mMabu0aSnA3OAXDZznt5/qULkXxummpbFJ+CbdCFx+kN\nqdInEHhdfvnlSk9rShCt+M8SQnQCDP8+1l54kyRJNZIkVUmSJMsXRGADVazl/SsqKrjssstkrRT5\n0MtfXjvnifT1OY/s/9/emcdHWV59/3vNlplsLAk7sm9CFoQAChEti6IWxQ1wa7X1UXlqP62P1Qf7\naF1o30etWupLW7S1Wl9FcUFxwbBpCYvIViAJARMISwgkkHUmmX2u94+ZQAozyUzmniXJ/f188plJ\n5p7rOrln5sy5z3Wu38mkp+EQLn0qGz9vX97/vGhbn9BE2wJx5Bt2WC5HavSkDIny1VC84qfWHyBt\nykRSzcfx1Ea+GqruXKVPcM6/X79+jBgxItJmdQradP5CiA1CiEI/P6G07RkkpcwB7gSWCiGGB5jr\nAd+XxK62GrWbTCYmTpwYV86/srKSQ4cOKR552JsiJOqWECPn3yeDMSnevP/x/OKQn95StO35WzPD\nVyVtrIZT+zlbMwykh6vvjNoFbHzjp9YfwDh2LKn1RzAa+2GzRrYnc7Pz79ZG2kdKyaZNm5g+fXrU\nVGo7Om06fynlLCllhp+f1UClEKIfgO+2KsAYFb7bI8A/gcsCHPe6lDJHSpkTzGr9tGnT2LVrF3Z7\n9FUG/RGpy05bcyMXpdM+MYv8MxieegStqwldXXLIT1+64bxoW3pyCKJtgSjbBEg0rqEYbBUMHKNG\njoBffR8ATWIiiVQjtHq2f7M3oibUVVnR6jQk9zS2elxZWRknT55UUz4hEG7a5zPgx777PwZWX3iA\nEKKHECLBdz8dmAYcCHNewOv87XY7u3fvVmK4sMnPzycpKYkJEyYoOq690YnQCAxGZS6zPdJDra02\nNjl/gPRRaHRa9PYydJrBeGTwUgG7j9WwfFM7RdsCceQbKvU9cSUMxe2JfB67wxAg8gfoN9JbJVaw\nXZm9GoGor2qiW28TmjYW89V8f+iE6/yfB2YLIUqA2b7fEULkCCH+5jvmUmCXEGIf8A3wvJRSEeef\nm5sLwKZNm5QYLmzy8/OZOnWqYmJuzXh1fXSKXc6aHWZc0hU7569LgPTRmHRHcBj7s23rhqCe1mh3\n8cjKfQzoYeI3cxUS7ZISSjeytXESHm0CpgHKiud1aEw9vLt8LRc7//5XTCCpsQLL8chedddVNtGt\nV9trMPn5+aSlpTF2bDvE/LooYTl/KWW1lHKmlHKk77bG9/ddUsr7ffe3SSkzpZTZvts3lDAcvCJv\nmZmZbNy4Uakh201NTQ0FBQURiTxsTcrq+jTX+MfM+QP0zWB0d6808N5Pg/vy/u2XxZyobeLl28eT\nnKDQ+agshIaTVFUNAiB3/g3KjNsZEAJS+viN/E1ZmfSoPUiSvh8Oe2TkuT0eSf0Za1CVPps2beLK\nK69Eo+mQ+1ZjQoc/UzNnzmTr1q0xb+6yZcsWpJQRcf4OqxuDUcHFXmuMdve2pE8G45N3oXFZ0VS1\nHdltLK7kvR1hiLYF4vs8ADT2Qehtpxk+QbkS3U5BSj8wX9xzOWHkSLrXl6LVGtgWIZ0fc7UNj1u2\n6fzLy8s5cuSImvIJkU7h/G0227mGzbEiPz+fhIQEJk9WXgbYaXcplu+HGEo7tKRvBlqtB529FL1m\nBG5PYI34aoud//64IDzRtkB8v47qPuPxJAzD4zqm7NidgaReYLm48k7o9fTqI8DjYu/WyOT966uC\nE3TbvHkzoOb7Q6XDO//p06ej1WpjnvrJz89nypQpGI2tVyW0B6fdjT5BOedfZ68DoHtCd8XGDJk+\n3gjbYDyOw9ibr9d86vcwr2hbIQ1WJ0sXhiHa5o/Gs1C+k001o3DrEjH07sLNWwKR1Aua/O+iT5uY\nTWrDURpPR0ZavVnKuS0d//z8fFJSUhg/fnxE7OisdHjnn5qayqRJk/j6669jZoPZbGbPnj0Rizwc\nNjd6BdM+Fqd3V22KIUWxMUMmuRck9SZjsNexHFrnv2Jr1Z6T5BWd5tFrRjGmr8K9f0vWA5JTx7xf\ngpPmzlB2/M5AUi9oqgY/V2am7CzSag/RzdAHc12TnyeHR12lFb1RS2Jq6x28Nm3aRG5ubteW4G4H\nHd75gzf1s2PHDhoaGmIy/9atW3G73RFz/k6bC72CaR+Lw4JWaKOv63MhfTMY3/MwOqcZXW23ix4u\nr23imc+KmDy0J/eHI9oWiO/zILkvOlt/9PazZP5Abfh9EUm9QHrAerEInzErmx61BxFCw6Y1yvfU\nrq/yCrq1VuVWVVVFcXGxmvJpB53C+c+YMQO3230u9xdt1q1bh8FgiJiaoNPmxqBg2sfsMJOkT4r9\nTsi+WWjPHgR7CRr9SOzO82WDHo/kVx/uQwIv3x6maJs/3E44/DWnL5mONIzC4zyi7PidhaR0723j\nxXl//YD+dNfWI11WDu06ofjUdVVNbeb7169fD3h9gEpodArnP3XqVBISEmKW98/Ly+Oqq64iKSlJ\n8bE9HonL6VE059/obIxtyqeZwVPB40SfcganoTvrP/rg3EN/31rG9iM1yoi2+eP4t2BvYN2hRNw6\nE4kDO8VHQXlacf5CCJKzM0muL8VZF1xz9WBxOz00VNvo1kalT15eHunp6eTk5Cg6f1egU7zjjUYj\n06ZNi4nzP3bsGMXFxVx33XURGd9p9+Zalcz5m51mkvWhyyooziVTAMGEcV59mKM+nZ9Dp72ibbPH\n9uH2icq2ezzH92tBa6ChLAWkm9n3z4/MPB2dJJ/MSqP/RV9Tdhb9aw6SYkjj9IkaxaatP2MF2bqg\nm8fjYe3atVx77bVqfX876DRnbObMmezfv5+2BOGUJi/PWyc+Z86ciIzvtHl1fZQs9bQ4LCQb4sD5\nm7pD3wyykg+jt9egt6R7RdtW7iXVqON/b1FAtC0Q36/FPTiXBM8IDE1l9BsxJDLzdHTacP7GrCx6\n1h4EYPNXysmsVFd4ixJ69A3s/Pfs2cOZM2ci9tnr7HQq5w/wzTffRHXevLw8Bg8ezJgxYyIyvsPW\nHPkr6PydFlL0cZD2ARg8DU35DjyuUqRhBC9/tZ/iUw387y1Zyoi2+eNsCVSXsJ2ROEyDcOsrIjNP\nZ8DUA4TGb9oHwJSZSWLTaZzWGsoK/Oo6totTpfXoDBrSBgYOUvLy8hBCcO211yo2b1ei0zj/iRMn\nkpqaGtXUj8PhYOPGjcyZMydiEWpz2seglJwB3gXfuIj8AQZdAS4rhp61uPXJ/GvdBhbkXMLssX0i\nN2fRJ4DgX7u89ekjciPzxd0p0GjB1DOg89emppIwbBhJ5sNom1LxuJXZK1FRWkffYd3QagO7qLy8\nPCZOnKj2620nncb563Q6ZsyYwZo1a5AyMptOLmTbtm2YzeaIXnY2p32UXPC1OC0k6ZVfnG4Xg70V\nUlMu04L0kGNp4qm5ERbnKvwYBl2Brq43Okc9V99zW2Tn6+i0stELwJSVxdC6Ioz6JAq+C79qyt7k\npPqkhX4jAm9CrK2t5dtvv1VTPmHQaZw/wLx58ygvL2fPnsj3FgVv5KHT6c6lnCKB0mkfKSUWhyU+\nqn0AkntD2ki01XvQ247TwzNIOdE2f1QegDMHOTv8GoR+NDhK0OlVJc9WSUoPmPMH76Jv39N7cTht\nbFtTEPZ0pw7Xg4T+Iy7e+9HMhg0b8Hg8ESu06Ap0Kuf/wx/+EI1Gw6ef+pcKUJq8vDxyc3NJSYmc\nIz2X9lGo2sfqsuKW7vio9vFR3u0y+jfso0F3HIdpENvXrYvcZEWrQGj4YpcFlz4ZQx9X5ObqLCT1\nCpj2Ae+ir9bjxFJTiLVSh8cT3pX3qdI6NBpBn2GBnX9eXh7du3ePiJZWV6FTOf+0tDSuvPLKqDj/\niooK9u3bF/HLzvOlnspE/nEh7dCCaoud1472JVU0MT43DYA9q/IjM5mUULgKhuTSUGQH6eEH994c\nmbk6E0nprTv/UaMQCQkM0ZwkQZtE6d6TYU1XUVJPr8Ep6A3+3/NSSvLy8pg9ezY6nXrV1l46lfMH\nb+qnsLCQ0tLIdhhau3YtQMQvOx0K5/wtDq/zj4fIX0rJE6sKyLd7lTpnXqrHYDuFvnFAZCY8vR9q\nDiPH3ozJNRRD0zGGZF4ambk6E0m9wFYPLv/9eoVej3HsWDLsx3A4bWz+cl+7p3I53FQda6B/K/n+\ngoICKioq1JRPmHQ653/TTd6+8qtXX9RRUlHWrFlD//79ycyMrP67sznnHyAKChWz0wwQF9U+H+0u\nZ92BSu68Zip0G4Q4vg0H3+NIHMGRoiLlJyxcBULLZnMKDtN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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -374,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": { "collapsed": true }, @@ -386,26 +369,24 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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3kHwo77ZkheQBkj8MNr8aTu08ZUr7kJwG4GnUl5oYA/A4gI+WeTkJkucDeBnA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\ngg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -423,7 +404,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "一般来书,当我们使用一个 N-1 阶的多项式拟合这 M 个点时,有这样的关系存在:\n", + "一般来说,当我们使用一个 N-1 阶的多项式拟合这 M 个点时,有这样的关系存在:\n", "\n", "$$XC = Y$$\n", "\n", @@ -457,10 +438,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -471,7 +450,7 @@ " [ 0.2020202 , 1. ]])" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -490,21 +469,19 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 0.50432002, 0.0415695 ]),\n", - " 12.182942535066523,\n", + "(array([ 0.4936445 , -0.04850485]),\n", + " 10.243133804036923,\n", " 2,\n", " array([ 30.23732043, 4.82146667]))" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -524,9 +501,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -572,18 +547,16 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.50432001884393252, 0.041569499438028901)" + "(0.49364450144032285, -0.048504849181653542)" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -596,9 +569,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -644,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": { "collapsed": true }, @@ -662,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -683,16 +654,14 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -715,16 +684,14 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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XLdkvxMiE5ak/aiH/h8vDhun8GTO0efPmWqdOHf3LX/6i586du/m1hR3IZmw1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\nAABJRU5ErkJggg==\n", 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fL2FhYXLHHXdIQUGB1uWQO9TSODrw3nvStGlT6devn5SUlGhbI9XK0UD3/oOi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\nYKATERnE/weeUQeVvypULAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -754,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 22, "metadata": { "collapsed": true }, @@ -773,18 +740,16 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 3.03199715, 1.97689384, 1.30083191, 0.6393337 ]), 1)" + "(array([ 3.12321586, 1.96764891, 1.29150655, 0.65755188]), 1)" ] }, - "execution_count": 26, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -803,16 +768,14 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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XO9IJE4Bp0/hONYgCPgL3WF2L75aW2ndRUaJQUvkONCXF0S6pDOldu/hO1YKC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\nA5MAAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -840,7 +803,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "metadata": { "collapsed": true }, @@ -858,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 26, "metadata": { "collapsed": true }, @@ -869,23 +832,21 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ 3.03199711 1.97689385 1.3008319 0.63933373]\n" + "[ 3.12321584 1.96764891 1.29150655 0.65755189]\n" ] }, { "data": { - "image/png": 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XO9IJE4Bp0/hONYgCPgL3WF2L75aW2ndRUaJQUvkONCXF0S6pDOldu/hO1YKC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\nA5MAAAAASUVORK5CYII=\n", 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qDGMrP7CZnX3Zrjk5ObjjmWdwQ48eWL5pEwICAirvX80IClgs9u3k2yqMXurb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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -893,7 +854,7 @@ } ], "source": [ - "print p_est\n", + "print(p_est)\n", "p = plt.plot(x, y_noisy, \"rx\")\n", "p = plt.plot(x, function(x, *p_est), \"k--\")" ] @@ -907,24 +868,22 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[ 0.08483704 -0.02782318 0.00967093 -0.03029038]\n", - " [-0.02782318 0.00933216 -0.00305158 0.00955794]\n", - " [ 0.00967093 -0.00305158 0.0014972 -0.00468919]\n", - " [-0.03029038 0.00955794 -0.00468919 0.01484297]]\n" + "[[ 0.11998147 -0.03814263 0.0134463 -0.04221849]\n", + " [-0.03814263 0.01238609 -0.00412428 0.01294938]\n", + " [ 0.0134463 -0.00412428 0.001999 -0.00627638]\n", + " [-0.04221849 0.01294938 -0.00627638 0.01990389]]\n" ] } ], "source": [ - "print err_est" + "print(err_est)" ] }, { @@ -936,10 +895,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -947,36 +904,45 @@ "text": [ "normalized relative errors for each parameter\n", " a\t b\t f\tphi\n", - "[ 0.09606473 0.0488661 0.02974528 0.19056043]\n" + "[ 0.11090601 0.05656132 0.03461859 0.21455515]\n" ] } ], "source": [ - "print \"normalized relative errors for each parameter\"\n", - "print \" a\\t b\\t f\\tphi\"\n", - "print np.sqrt(err_est.diagonal()) / p_est" + "print(\"normalized relative errors for each parameter\")\n", + "print(\" a\\t b\\t f\\tphi\")\n", + "print(np.sqrt(err_est.diagonal()) / p_est)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.05-minimization-in-python.ipynb b/04-scipy/04.05-minimization-in-python.ipynb index 32716756..11687327 100644 --- a/04-scipy/04.05-minimization-in-python.ipynb +++ b/04-scipy/04.05-minimization-in-python.ipynb @@ -18,7 +18,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -57,15 +56,14 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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/wLtU38HdHhiY2sEd7dMRuLQQR0O5w/77wwknhDZNESleCxfCDjvA009D+/bp\n909SbZJF2mYodz+tNsG4+wozuwAYRRg6O8TdZ5rZ2dHrg939BTPrYmYfA4tZ/WS//M0I1fj732Hp\n0lB4TESKW9OmodDgeefBe+8VX823TO4stiSsZ7FvtGks0Mvd58QcW1r5fGexcCG0bh0m3xV6OWMR\nyYw7lJbCccfB+ecnHc3qxdUM9TLwKPCPaNOJwInufnCtosyifE4WPXuG9svBg5OORERyadq0MKBl\n+vQwtDYfxZUs3nf3XdJtS0K+JotJk6Bz51A7Jh9HRohIvC69FBYsgIceSjqSqsVVSHCBmZ1sZiVm\n1tDMTgLm1y7E4ldeHm4/+/dXohCpr665BkaPhjffTDqS7MkkWZwBHAd8BXwJHIuqzq7W0KGwcmVY\nr0JE6qfGjUO9qPPOK55V9TLq4Hb3zytta+7uX8UaWQbyrRnq229Dp/a//w277550NCKSJHc48EA4\n+mi44IKko/mluPosVgBPAme4+4/Rtknu3rbWkWZJviWLnj3DtP977006EhHJB9Onh9FR+dbZHVef\nxVTCehZvmtm2tYqsHpgyBYYNC30VIiIAO+4IJ58MffokHUndZZIscPe/ARcAI8zsVzOp6zv30Knd\nr586tUXkl/r2hZEj4Z13ko6kbjJKFgDu/iZwAGEhpO1ji6gA/fOfsHhxqD4pIpKqSRO4+ebwhXLl\nyqSjqb1M+iw2c/cvU543BDq4+9i4g0snH/osvv8+dGo/8QR06JBoKCKSp9xhv/3g1FPz40tltpdV\nPdnd/25ml1Txsrv77bUJMpvyIVn07g3z5sHDDycahojkucmT4dBDYeZM2HDDZGPJdgf3OtHv9ar4\naVyrCIvMrFlhhuZNNyUdiYjku113hW7dwoS9QlRtM1S0jnavfLiLqEqSdxbucNhhcPDBcElV914i\nIpUsWBCarV9+GXbeObk4sj501t1XAt3rFFWRGjECPvssLHgiIpKJjTYKo6N69gxfOAtJJh3cdwBr\nAI8T1pwAwN0nxhtaekndWSxdGsZP33MPHHJIzi8vIgVs5cpQ4eHKK0Mp8yTENYO7jCoWH3L3TjWK\nLgZJJYv+/WH8eHjmmZxfWkSKwNixcNJJobN73XVzf/1YkkU+SyJZzJkDu+wSVsL67W9zemkRKSLd\nu8O228J11+X+2nHdWTQFrgH2jzaVAf3c/bvaBJlNSSSLE06AbbZJ5i9YRIpHxRfP8eNh661ze+24\nksXThPrWZsoMAAAQZElEQVRQQwEDTgZ2dvejaxtotuQ6WbzxRvg2MGtWMreOIlJcrr8+LJb21FO5\nva5WyovRypVhLe3evUPCEBGpqyVLYIcdYMgQOOCA3F03rqqzS8xsv5SL7Av8WNPgCt2DD4a7ieOP\nTzoSESkWa68NAwZAr175v0hSJncWuwKPAOtHm74FTnX392OOLa1c3VksXAjbbx8qR7ZNfBUPESkm\n7nDQQXDUUblbJCnW0VBm1gTA3b+vRWyxyFWyuPhiWLQI7rsv9kuJSD00bRp06hSG0m68cfzXi6vP\nYi2gG9ASKCF0cru796tlnFmTi2Qxa1aoFplvK12JSHG58EIoL4e//S3+a8WVLEYBC4EJwM/V2N19\nQG2CzKZcJIsuXUL9pz//OdbLiEg99803obn7lVegTZt4rxVXspjm7jvVKbKYxJ0sXnghJImpU6FR\no9guIyICwKBBoTLEyy+D1eijvGbiGg01zswSrI+YjGXLQl/FHXcoUYhIbpxzDnz9NTz3XNKR/Fp1\nix9NjR6WAK2A/wA/Rdvc3RNPIHHeWdxxB4weHe4uRERy5eWX4eyzYcYMWHPNeK6R7ZXyWlZ3oLvP\nzjCozsBAQtJ5wN1vrmKfu4DDCPM3TnP3SWa2JWHIbjNCIcP73P2uSsfFkizmzg1VZV9/PbQhiojk\n0hFHhGWaL788nvPnXSHBaPGkD4CDgC+A94Du7j4zZZ8uwAXu3sXM9gLudPf2ZtYcaO7uk81sPUIH\n+5GVjo0lWZxzDqy1FgwcmPVTi4ik9fHH0L59GFLbvHn2zx9Xn0VdtAM+dvfZ7r4cGAYcUWmfroS6\nU7j7O0BTM9vU3b9y98nR9kXATGDzmONlypTQwVSoSx+KSOHbdls44wy46qqkI1kl7mTRAvg85fmc\naFu6fbZI3SFqEmsLvJP1CFO4w0UXhUSxwQZxXklEpHpXXRX6TCcmvsxc0DDm82faRlT5dujn46Im\nqCcJa4Evqnxg3759f35cWlpKaWlpjYOs8NxzMG8enHVWrU8hIpIV668P/fqFL7CvvVa3obRlZWWU\nlZXVKZ64+yzaA33dvXP0vA9QntrJbWb3AmXuPix6Pgvo6O5fm9kawPPASHf/VQ9CNvssfvpp1VKp\nBx+clVOKiNRJxRKsf/kLHHNM9s6bj30W44FWZtbSzBoBfwSGV9pnOHAK/JxcFkaJwoAhwIyqEkW2\n3XVXKBWsRCEi+aKkJAy06d0bli5NNpbYl1U1s8NYNXR2iLvfaGZnA7j74GifQUBnYDFwurtPjEqh\njwWmsKpZqo+7v5hy7qzcWcydGxLFW29Bq1Z1Pp2ISFZ16xbuMK68Mjvny7uhs3HLVrI4++ywVsXt\nt2chKBGRLPv0U2jXLpQe2myzup9PyaIW3n8fDjkEPvgAmjbNUmAiIll2+eUwf35YVa+ulCxqqGLR\nkW7d4LzzshiYiEiWff89bLcd/PvfsNtudTtXPnZw57URI+CrrzRUVkTyX5MmcO21ocBpEt/x622y\nWLYMLrkk9FM0jHu2iYhIFvzpT2Hdi2eeyf21622y+NvfwsinQw9NOhIRkcyUlISK2L17h7lhuVQv\n+yzmz4fWrWHs2PBbRKSQdO0alnvu3bt2x6uDO0MXXBB+DxqU5YBERHLgww9hn31g+nRo1qzmxytZ\nZGDGDOjYEWbOhI03jikwEZGYXXRRaIq6556aH6tkkYEuXcJw2YsvjikoEZEc+OabsDjbq6/CTjvV\n7FgNnU1j1Cj46KNVzVAiIoVqww1DgcFLLsnNUNp6kyxWrAh3E7feCo0aJR2NiEjdnXsuzJ4NI0fG\nf616kyweeCB0BB1ReZ0+EZECtcYacNtt4e5i+fJ4r1Uv+iy++y5Mkx85Etq2zUFgIiI54h6WVjjq\nKDj//MyOUQf3amSzAJeISL6ZMiUkjEwLoipZVOE//4E99gilfTffPEeBiYjkWI8eIVHcemv6fZUs\nqnDccdCmDVx9dY6CEhFJwFdfhSG077wD22xT/b5KFpW8+SZ07w6zZsE66+QwMBGRBNxwA0ycCE8+\nWf1+ShYpysth773hwgvhpJNyHJiISAKWLAkT9f7xj1A7anU0KS/FsGEhYZxwQtKRiIjkxtprw403\nhjll5eXZPXdRJoslS6BPn7BWRYOi/BOKiFTt+OPD594//5nd8xZlM1Sm7XYiIsXozTdD0vjgg6r7\na9VnQc1GBIiIFKvqRoIqWRDW027SJEyBFxGprz79FPbcs+o5ZvU+WdR0FqOISDG77DJYsODX1Svq\ndbJwh0MOCYUCVYJcRAQWLgx18UaNgl13XbW9Xg+dHTkSPv8czj476UhERPJD06ZwzTVhKG1d7wuK\nIlksXx5K9N56ayjZKyIiwVlnhYE/zz9ft/MURbK4/35o0QIOPzzpSERE8kvDhmHAT+/edVvzItZk\nYWadzWyWmX1kZpevZp+7otffN7O2NTkWwloV/frBgAFgNWqBExGpHw47DH7zGxg8uPbniC1ZmFkJ\nMAjoDOwAdDez1pX26QJs6+6tgLOAezI9tsINN4Q7il12ietPUnNlZWVJh/Ariikziilz+RiXYqqa\nWfhCfd11odO7NuK8s2gHfOzus919OTAMqLyoaVdgKIC7vwM0NbPmGR4LhCFh110X1x+hdvLhH0dl\niikziilz+RiXYlq9Nm3CaNH+/Wt3fMPshvMLLYDPU57PAfbKYJ8WwOYZHAvARRfBZpvVOVYRkaLX\nr1+ocFEbcd5ZZDpQq049DRdfXJejRUTqj+bNa/+ZGdukPDNrD/R1987R8z5AubvfnLLPvUCZuw+L\nns8COgJbpzs22l64MwpFRBJU00l5cTZDjQdamVlL4H/AH4HulfYZDlwADIuSy0J3/9rMFmRwbI3/\nsCIiUjuxJQt3X2FmFwCjgBJgiLvPNLOzo9cHu/sLZtbFzD4GFgOnV3dsXLGKiEj1Cro2lIiI5EbB\nzuDOdNJezDE8aGZfm9nUlG0bmtloM/vQzF4ys5zWvzWzLc1sjJlNN7NpZtYz6bjMbC0ze8fMJpvZ\nDDO7MemYUmIrMbNJZjYij2KabWZTorjezYe4zKypmT1pZjOjv8O9Ev43tV30/lT8fGdmPfPgfeoT\n/d+bamb/NLM18yCmXlE808ysV7StxjEVZLKoyaS9mD0UxZDqCmC0u/8OeCV6nkvLgT+7+45Ae+D8\n6L1JLC53Xwp0cvddgZ2BTma2b5IxpegFzGDV6L18iMmBUndv6+7t8iSuO4EX3L014e9wVpIxufsH\n0fvTFtgd+BF4JsmYoj7WHsBu7t6G0IR+fMIx7QScCewJ7AIcbmbb1Comdy+4H2Bv4MWU51cAVyQU\nS0tgasrzWcCm0ePmwKyE36tngYPyJS5gHeA9YMekYwK2AF4GOgEj8uXvD/gPsFGlbYnFBawPfFrF\n9sTfq+jahwCvJx0TsCHwAbABoT94BHBwwjEdAzyQ8vwvwGW1iakg7yxY/WS+fLCpu38dPf4a2DSp\nQKJvOm2Bd0g4LjNrYGaTo2uPcffpSccE3AH0BspTtiUdE4Q7i5fNbLyZ9ciDuLYG5pnZQ2Y20czu\nN7N1E44p1fHAY9HjxGJy92+AAcB/CaM4F7r76CRjAqYB+0XNTusAXQhfkmocU6Emi4LolfeQthOJ\n1czWA54Cern7D0nH5e7lHpqhtgD2N7NOScZkZocDc919EquZGJrg398+HppXDiM0I+6XcFwNgd2A\nu919N8LIxV80WyT1XplZI+APwBOVX0vg39Q2wEWE1obNgfXM7KQkY3L3WcDNwEvASGAysLI2MRVq\nsvgC2DLl+ZaEu4t88LWF+laY2WbA3FwHYGZrEBLF39392XyJC8DdvwP+TWhnTjKmDkBXM/sP4Vvp\nAWb294RjAsDdv4x+zyO0w7dLOK45wBx3fy96/iQheXyV9HtFSKgTovcKkn2f9gDGufsCd18BPE1o\nMk/0fXL3B919D3fvCHwLfEgt3qdCTRY/T/iLvln8kTDBLx8MB06NHp9K6DPIGTMzYAgww90H5kNc\nZrZxxWgLM1ub0I47KcmY3P1Kd9/S3bcmNGO86u4nJxkTgJmtY2aNo8frEtrjpyYZl7t/BXxuZr+L\nNh0ETCe0ySf2XkW6s6oJCpL9+5sFtDeztaP/hwcRBk8k+j6ZWbPo92+Ao4F/Upv3KVcdLTF03BxG\n6Ez6GOiTUAyPEdomlxH6UE4ndHK9TMjeLwFNcxzTvoQ2+MmED+RJhBFbicUFtAEmRjFNAXpH2xN9\nr1Li6wgMz4eYCP0Dk6OfaRX/tvMgrl0IAxPeJ3xjXj8PYloXmA80TtmWdEyXERLpVEJF7TXyIKax\nUUyTCaMSa/U+aVKeiIikVajNUCIikkNKFiIikpaShYiIpKVkISIiaSlZiIhIWkoWIiKSlpKFiIik\nFeeyqiKSB6KyDm2An9x9bNLxSGHSnYVIkTKzNaOHO3iofrosqjyKma2VXGRSiJQspOCY2aIcXael\npayCmKNr1ujPZsHZZtYjqnpasf1woHH0dJaZHQo0dPcfo21bmNlB2Yla6gMlCylExVyjpqZ/tl6E\n9UrGEBa6qagi2sTd5wO4+//cfZS7v/HzRdw/BnaICjuKpKVkIQXLzJ6NFgiaVrFIUOW7ATO71Myu\nSXltppndFx0zqqI5xsxOMbP3LawT/kjKZUqq2r9SHM+sJo4qrxW9frWFNeRfN7PHzOySKs57koW1\nyyeZ2b1m1qDS62sAh7v7ZGArQnE/CAUtn8ngLfw3oWqrSFpKFlLITnf3PQjrC/c0sw2q2KfyN/Vt\ngUHuvhOwEOhmZjsCV7FqnfBeKfu3qrx/Fdc4YzVx/OpaAGa2J6FU9M6E6sm7V44zWjf9OKCDh4WQ\nyoETK133AOAHMzsVOJdVq0c2c/clVcT5C+7+CaHjWyQtjYaSQtbLzI6MHm9B+GBPt4jLf9x9SvR4\nAmFVsw2Af3lYFhN3/zbN/tXFsWVKHKs7dh/gWXdfRuh0HlHFOQ8kJJHxYWkE1ga+qrTP3sAQd3/e\nzI4F3oq216TzWp8BkhH9Q5GCZGYdCR+o7d19qZmNIXxIruCXd8yV2+R/Snm8MuX1KpdWrWb/ijhK\nVxNHdcd6peut7tpD3f3K1bwGsBnwaTTqabOoOQrCGgqZWqcG+0o9pmYoKVTrA99GH9DbA+2j7V8D\nzaIF6tcEDs/gXK8Cx5rZhgAVvzPUZDVxVOdN4A9mtqaFtdJ/v5qYjjGzTSpiilY6S7WAkJCOBm5P\n2b6SzJXXYF+px3RnIYXIgReBc8xsBmHFxLcA3H25mfUD3iWs1T6DX/YHVO7DcHefYWb9gdfMbCVh\nVb8zVrd/pedVxhHtV+Wx7j7ezIYTVg38mrCq2neV9plhZn8BXoo6tpcD5wH/TTnfY4REscjd70nZ\n/iMZiJb+/CGTfUW0Up5IAsxsXXdfHE2Sew3okdKMVNdzX0roy/g2zX67ANu7++PZuK4UNzVDiSTj\nPjObROj4fjJbiSJyP3BsBvsdCDyRxetKEdOdhUgRMrP9gM/c/b+reX1Hwozu93MbmRQqJQsREUlL\nzVAiIpKWkoWIiKSlZCEiImkpWYiISFpKFiIikpaShYiIpKVkISIiaSlZiIhIWv8Pck/yIdKtOMoA\nAAAASUVORK5CYII=\n", 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CbUWkNbAJGImvCJQ0GRgDfA+MAGaoqorIemCQiPwH32GoPsBTR7Fv46HsnL3c8+FS0lrV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\nApwMLHDGeFpSYnlIK3bmq0h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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -114,10 +112,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -130,7 +126,7 @@ "source": [ "from scipy.optimize import minimize\n", "result = minimize(neg_dist, 40, args=(1,))\n", - "print \"optimal angle = {:.1f} degrees\".format(result.x[0])" + "print(\"optimal angle = {:.1f} degrees\".format(result.x[0]))" ] }, { @@ -144,29 +140,28 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + " fun: -0.10204080670440296\n", + " hess_inv: array([[ 8095.267]])\n", + " jac: array([ 0.])\n", + " message: 'Optimization terminated successfully.'\n", + " nfev: 27\n", + " nit: 3\n", + " njev: 9\n", " status: 0\n", " success: True\n", - " njev: 18\n", - " nfev: 54\n", - " hess_inv: array([[ 8110.515]])\n", - " fun: -0.10204079220645729\n", - " x: array([ 45.02])\n", - " message: 'Optimization terminated successfully.'\n", - " jac: array([ 0.])\n" + " x: array([ 45.012])\n" ] } ], "source": [ - "print result" + "print(result)" ] }, { @@ -189,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -208,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": { "collapsed": true }, @@ -227,16 +222,14 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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o0KEDqqqi1+t94nogEGghjFWBW1564f949dXnaNNKZe264m16k46dG2xUr2HA\noLOyeMEczpw5Q40a2iMBvcFx03Pc8NwZpK6Gg+P/XQ1FT4aoYy13N1fHOqVvrgAmk6nK54EKrg43\n4nfuOK9KG5+l/9+dEerpPHSs6Wi1BrBx40byrGbqd9MOfWcdzyV56TH6HHrBq/eRsfEo/sEyudna\nDxvTRuTQ6uHaXq279Ltkat3X1O2+oJhQQqqZSNpp4a6OMH6pjvad7IDn39HJEyo7dyp8tChG8/jJ\n2/JIO1VEt9fLTtiqf1sUi0cs4o03/u2MFBmNxhvydyy4vhDGqsAtffv2ZdCggeTnq5gMKvkWsOYr\nTBqRzWtfhPHrJ5lEhUs8//IL/PXnLM313N0AHX8OA7I8r6jjQuvOe+m6rqtBq3VjlSTJ6d1xDfm7\n4ghZeuPFqQr4krfSl3S93rhUr2hFRhFKf+e//j6KNl4WVm0YsZtqjWMIiAnTlFWsNvYMXQTVIlk5\nK482t5SfCnDySBEpO/N5fnEzzXXTjpo5tPE8T/9ZvsEc0DyOBZuP0KONwszVduYu1lyWKZMlasX7\nERymfUueOzKduHbR6PVlr0sNutZk6tN/kJWVRWhoKIqiYLFYMBqNPnMdEwjcIYxVgVvCwsK4857u\nLF+ylAYNYPfe4h6AkXEBFOQBOh0R1ewsXTCbI0eOULduXc3wvMMwdVSuO7iU8Ly34caKuLH6mkHl\na/oKKh7XKIK7c0XLK+p6Hl0tHGtnZWUxd+483vj2Mc3X2Cx21o3YyU2TB3l1jGN/bAWdnuiPB7Dk\ng695/Zvq5crOHpNDTOMwAkKMmusmjTxMROMa+IWXb/zGP96KOR8cplc7CAqSad9BW9/fx6jc91r5\nOjoosigsnnCO5+bd7XZ/YIQfkXXC2L17Ny1atCA4OBhJkrBYLM7ceIHAFxGPWoJyeeqJgRQVQWTk\nxRtXQHUjvw7N5u4nA0g9VdyY+rW3Xi/R3N7dmE6HAWm32z1Wz7v2FHVXPe868tNd9bxr0dKVNrf3\nNePPl/T1JV2rEqVbqjmK/CwWC4qiXFHrs2vdg3fa9Gk06lmHoCjtAqid01MwBPsTd3fZ0HdpVFVl\n16fzCBtwH+FP3EF2uo3Ug0VuZRVF5c+Rmdz+RmPNdW1WhRU/J9Pmw7KFVa40erINZ9JVvpom06lL\n+Tn0DnbvUjl/Hvq8GKUpu3Z2Fv4hJuK7lp8uUK9bdTZt3oS/vz85OTlYrVYkSXIODxHnncAXEcbq\nDY6n6vmI6p/DAAAgAElEQVRu3bphMhnZsEmldkzxT+XQpuKLZWxdPYVFxTe1v/6Yxb59+9y2cnK9\nuToqVN1Vzzv2OcLzJpOJgICAMtXz1/LG6msGla/pKyiJa2GfawW9u4EQjoc3wNnDV5Kky259di3f\no+N3Our3X2gzKMGr160auo06/Tt7JXsuKZn809nU/OhZZL0ev3oxrJ5jdiv796p8bHaJDo9p56vu\nnHsSndFAgz6e0wX0JgOhNYJI2qnw7nva+o4fJ1O/RZDbsH5pZv3vPI371PUoU++2KJYlLcFkMhEU\nFOScZgcXU5vEdULgawhj9TrHnSfG2+b2fn5+3H3vnUgS1Ii56CHo8nRtRg7O4eY7/bEUQVAAvPfx\nf8o0t8/Ly3N6eBw9RQHNkZ+uraIq88bq2g9SUPHcaJ9reV5RrYEQjoc313Om9MPbtQjfVyRLly4l\nZd9Brwqrjm8+S8bRHJp/dJ9Xa+/+dD7B93RBvhDy9ut9G4unujdW//w5hwZdor3K51z6XQq179fO\nawWQ60QSHgrNWnhe125XmTTBzmNvaxepnjtRxN5Nudz1SXuPcg261mTT+s3YbDYMBgMhISEUFRWR\nn59/4ZglO5wIBL6AMFZ9mEudPe+4GZYOz3tqbv/gA/2w2iQOHYGwC/2v1089iV3R0aG7H34myC+A\nNatWs3nzZgwGA35+fuWG50sXbVR1fMlb6Wu6+gLefqZaXlF3KS2AVwMhvH1484XP1PFZfvrttxgC\njRxdo92rec23O4js0hC9UTvfMnv/ac6tP0St7//Pua36/z3M/u355GaXnINqzrGzanY2Dw7WbpuV\ndtTM4c3n6fzFXZqyAEVZFiy24jQDTyStAkknc3Nv7ZZZC39PIyohjKBIP49yQZF+RNYOY9u2bUDx\nbywkpHgqVm5uLoCz8MpTqz+BoCohjFUXnn32WaKjo2ne/GL/uoyMDHr27EnDhg254447yMrKcu4b\nPHgwCQkJJCYmsnjxxZLPv//+m+bNm5OQkMCrr756RTrl5eWRkZHhtrl9VlYW6enpzub2BQUFHmfP\nlxee99TcvkuXLgQHB6IoElEXHv5PHzBz6wv1GDvMTIsOfigq+FUP4IPPPnQeo7wbpy8ZVOBb+vqS\nrr6GN15Rxznjzita2SktVYmkpCRSzpzB1qYzO6Yc8ihrPl/ArlkHaTf8Ua/W3jtkEYEdm6EPvziy\n1BgVTmB0COsX5ZWQXTo9l7CaAdRsHKq57qqfDxHZxHNhlYO0nafJOZyOpJfZsd2z7NjfZZp01h6v\nqqoqs0ac45bXyvZWdYdftI6ffv7J+W9HiojRaCQ7O9tppLqmYAkEVRlhrLrwzDPPsHBhydnKQ4YM\noWfPniQnJ9OjRw+GDBkCwN69e5k6dSp79+5l4cKFvPTSS84T/sUXX2T06NGkpKSQkpJSZs1LYf78\n+YwYMaLc2fM2m62EQVp69nzpkZ/lhed1Op3b8HxoaCi9+/TGL8yAKl3sFpjQsRoZ5xVuf9gfvQ4M\neXmcyjmr+V5lWfapp3lfMgCFrpdH6QiFq1e0oKAAVVW9GpNblVNaqgqKovDe559T+OY7SC+/yo7p\nyR69j5tG7SGkfhQhCdGaaxecy+HI1M3E/vh6mX1S53Ys+6OksTr1f1m061dXc12bVWHlLym0/Uh7\nahbAjm/XENKpMcYGdVi0sPzvPD9fZd4cO097MV515+pcLIUq7ftr5/jmnivg0NpTHDp+pMR2SZKc\nv9Xc3FyKioqchVfCYBVUdYSx6sItt9xCtWolwzGzZ8+mf//+APTv359Zs4p7iv7111/069cPg8FA\n3bp1iY+PZ+PGjZw+fZrc3Fw6dCjuV/LUU085X3M5JCYmcvDgQXQ6HQDZ2dklCqIAtwUYrqF+x03V\ndeSnu+r58jw8Dz/4OAH+AZw6BXE1i7fN+uwAHR6LY874Auo3MpKZYSO6VwPe//g/zhCnO6qSkeIN\nvmRc+9pne61wPV+0xuS6K/QDrvqY3BuFlStXcjQ7B7nvg8i33QaynmPrTruVtdsUVg/bTuP3vAu9\nJ3+/Av+EWvg3rltmX9SrD7NmQQ42W/H5kZpSxLFkC/e87765vys75pxE72eg3n1NNGULM/JJnrad\nBt8NJLRvF2bNKv93MW8uhEUYSGgZqLnu7J/TqXNzTa9yazeOPkBwrWrs3LoDi8VSZr/RaCQ4ONj5\nMAY4U1fE9UNQVRFN1zQ4e/Ys0dHFT/XR0dGcPXsWgFOnTtGpUyenXFxcHCdPnsRgMBAXF+fcHhsb\ny8mTJ706Vk5ODqmpqaSmpnL8+HFSU1M5evQoGzZsoHnz5pw+fZpmzZoxf/78Mj0SHdXAV6PI4uab\nbyY3Q6JWI3+kvAI4DSe3ZfLypHa82zyVAW8Hk/yfItLWHUYX6se0adPo16+f27VkWcZqtVaoflcT\nYQBeHSRJqpCHAHc9RbWmkznaqLkamuWdM450GmGMXjmKovDR0KFY3n4H+cLDt61pa3ZOPUi9LmVb\nMe2bcwR0Ouo/0anMvtLY8i3s+34ZdaZ+5nZ/UKdm6E0Gdm0ooHWXAGaNziG2aRimAO1b4NJhydS+\n37vw+95RmwioE0Vws7qY4iLZ+PF4MjMlqlUr+/v5bbRM+3u1Bxzk59pJmpnOa5sf0JRVFJWk73fT\n8osHOPrTRjZs2EC3bt3KyOn1ekJCQpy51A5vq8OhIQYICKoa4hd5CVztm1bjxo15+OGHGT58OFu2\nbMFkMnH77bcTHR3Nn3/+SWpqKitXriwRanQYqVcz1KjT6Xiw70PEtwjkyDGIDJMwF8D0Dw7Q/M4a\n/L3aRmycnqydx2n1+e3894uP3T7Rg+8Zf76kry/p6i2X4hV1RBJcvaIOj6jwilY+CxYs4LTNhnRf\nH+c2deCLbJ+S7PZ3u2roNuIe9lz57uDw7+sxhIcSelf5hq3cpCErZ+Vht6vMHJVBr3e0varnD5s5\n8ncaNw2+U1NWsSts/TaJ2HceBsAYFkRwjWCWLysre+6cysYNdp7+SDsFYMW0jOLc2mYRmrLJS09i\nt6nE9+9IZI8GLFuxvFxZWZYJDg5GlmVycnKc6S2OCINAUJUQxqoG0dHRnDlzBoDTp08TFVXcuDk2\nNpbjx4875U6cOEFcXByxsbGcOHGixPbYWO0LEsDJkyfZt28fixYtYtSoUXz44Yc888wzhIaGEhkZ\nSUBA2eT+axWmfvihfmxPshBb34+A4OIby6bpqTzyeWO2rM7ntr7+5OVD2rYTBDWJYPSY0W7X8aWw\nOviWAehrurpONXPkirrmVzu8Pu7yqz01uHfNFb3SB0xf+UwdRnpVxZGrann7PSQXr510193YbXBi\ny7kS8mf3ZnBqZxqtBmt7E1VFYdcXCwh/w300x0HY0/ewZHoOm5blIelk2vatpbn2qp8PEtG0Jn5h\n2oVVR+bsBWRi+t/u3CZ3aMG8Oboysn9Ohxp1/IiooT01a8YP52jZL15TDiBp2G5q3NEUWZapcXtD\nFq7wPOvVUXjl5+fnPB/FAAFBVUQYqxr07t2bsWPHAjB27Fjuv/9+5/YpU6ZQVFTEkSNHSElJoUOH\nDtSoUYOQkBA2btyIqqqMHz/e+ZrLpVGjRiQnJ7vdd62Mv7Zt25KdYaHDXcE4GiJYCmHFqFQadYkk\n/YxKtTCJ5O9X0nrwHXz57VBnmxR3+MpF0FeMFVeqgr6lh02U9ooWFhaiKEoZr6hjTK5WfrUoWvIt\n5syZw3mdDunue0psl2UZe2Jzdk47WGL7mu92EtG+HsYgz22aAE7M2Ym9yE71l/t6lAt/6k6y0mz8\n+H4aCbdq9zW1FdlZOTKFdv+9XVMWYNuXSYQ/dEuJbbEv3MWihbYyRWRjRkv0fErbU5p6oIDjKQX0\nfL+Npmz2qTySV56k/VfF95uozvU4sHs/OTk5mq915GY7+vyCGCAgqFoIY9WFfv360blzZw4cOECt\nWrX47bffeOedd1iyZAkNGzZk+fLlvPPOOwA0adKERx55hCZNmnDXXXcxYsQI541zxIgRDBgwgISE\nBOLj47nzTu0QkicSExPLNVYrKvdPC0mSuKljN5K3WvAL1FE9snj7wu8P8djQpiyfk0enXv5kncgl\nqFYYMT3i+eHHH9yu40veVV8yVh1exGuhr7sKem+7TphMJkwmk9Orc7W8ooKqgaIovP/FFxS+877b\n71PpP4Btkw44f7cF2Ra2TtxHm28f9mr93Z/OJ+TxXpp5lrJej6l2DfZvK+CBwa00190++ySGABP1\n7tEurErfc4bzO08R/2X/EtsjerRCQWb3rovbUlJUjh5VeOSNmprrzvs1nZgWkRi9yK3dMPIAYQnR\nBMYU58Hq/Y3EdmzA6tWrNV+rKAqyLBMSEuIcHANigICg6iAKrFyYPHmy2+1Lly51u/29997jvffK\nztNr27Ytu3btcvOKyyMxMZG//vrL7T7XKUtX+8b+348+5rYeN9P1/lC2Ly12r+pQ2PzHGeq0DCMg\nyIasg1Uv/UmnL+7mxw4/MmjAICIjI8vo7CsXP4euVT3MWpE4vhvXIiV3RUwOY9K10K/0Nk/cKJ/n\njc6MGTPICAhE6nmH2/3SQw9T+NY/Ob0zjZiW1fl77H4Ca4YR0aaO5tppm46QlXyG5mue90oXtW4t\ngjLTiW4QrCm7dFgydfp6V1i149s1hHRshD6obLqAsX4tFi1MpcWF2QOTJkjUbRKAyc+zcW2zqcz9\n9RyPje+heXzFrpD0427aff9Yie0RPeqzZMVS7rnnnnJeeeH1F8L/jgECZrMZs9lMUFCQc4CAY6iL\nQFAZiF+eD9C4cWNSUlLc7ruWnspmzZpRLTwSCZmCAongACi0wLxhKTz6ZVPmTTLT5mYTp+btIrR+\nBA0ea8mQr790q7MveVZ90bj2ROkG965eUXejcl1vZJ5yRR1FS56GQlyKngLfx2az8Z/Bgyl8971y\nfxOyLEPDxuyadghFUVn11VYSXvOup+mezxcQ1KM9sp92uoBSaMG8YQ/5WVbMGe4LQB2cPZjLsW3p\n3PS5dlSsMDOfA5O3ET9skNv9IX1uZtas4lutqqqM/V3lwf/T7hu7eVE2eqOOZvdqG+37FhxHknXE\n92tXYnvN2xuyeLl7Z4srjhQcKD43g4KCMBgM5OTkiAECgiqBMFZ9gKioKNLT08u9SFzLsPqz/Qey\nalYmCW0CMF64P9itCvtXZhDdIJjaDY1YCuycSjpEqw+6M2nKJFJTU8vo60sXPF8zrNyN/XRXQe+u\nF6+nUbk3cq6oL33/VYnp06eTExGJdGt3j3L2J59h68QDHFx2HGuBnYYvlm23VJrcI2mcXLKHWj++\n4ZUu6WPmowsKxlSzOjvnem4nmPTLISKax2AK9ddcd+/ozfjXqk5wy3pu98e9fA/79tjJzlbZuAEs\nFoke/cI11501Io34XtpFYACrhu2h5j1lvcARbWtz5tRpZ5FweTjSABw4BggEBASIAQKCKoEwVn0A\nSZLQ6/XlthO5lsbq008/DapErYZ+mC8MhFHtKnO+TuahzxOZO9FM17sCWDlgKgHRwTR5qTMff/FJ\niTV8ybMKVctY1fKKOkJ2pcd+VqRXtCKoSp+pJ240o7wisVqtfDhkCIXvlO9VdSA9/iR5aYXM/tdq\natzd0qtw8/6vlxDYqiHGmEhNWdVq49THY1DffJPCW3uxafLxcmVtRXZWjUqh/cfa3l3FrrDtmyRi\n33qoXBljZCjB0UGsWA7jxso07BCs+f6yzlvZujyTe7/ooKlDxrFcjqw7TYehZQt5ZZ1MXNdGrFy5\n0vP7KGWsOnUXAwQEVQRhrPoIdevW5ejRo273XUvjr0aNGjRt0YJl07KIa+BHQADY7WAK8ePU3jzC\nov0BFevZTFIX76fFm11ZtHQxe/fuda4hPKvucS1acvWKejuhzN/fH71ej9FoLDP280b2it4IVMWc\n6smTJ5MXG4d8S1dNWVmvhzp1SD+STVsvCqssmXmk/L6WmO9f80qXjElLQGfA8PTT6F99lf0rz2DJ\nd//wv23WCYyBJurcmai57rH5+1HtEPuc+3xcB3KbZsycIfPndDtPfVB2AEJpFo9PJ6JuCGFxQZqy\n63/ZT7UmMfhFupeN6Fmfhcs9t7Aqz1iFiwMEbDYbeXl5TnmLxeJTTgeBbyOMVR8hMTGRAwcOuN13\nrY2/AU8Pwm5XiW/th2MYlRxg4K8hydz7biO2rbOg08HKAdPRBxpp8XY3/vPJB87X+4pXzUFF6Vva\nK+oIz7vmijpax7h6RfV6vVdeUYch6gufrWthoOD6o6ioiP8OHUrhu+97/RpbcAT6kAD8IrWLn1J+\nTsKvVg0C22kblKrdzqn/jIKXXgFArl8PY3gIe5e4D40v/S6ZOg+28ErnrV+uolrfLppyMc/fyYw/\n7ASG6GnRxfP7U1WVmT+eo+PzjTXXtVsV1vy8lxYflj+SNqZHI1asXOHxXPNkrELJAQK5ubnOtcQA\nAcG1QhirPkJiYmK5RVaONIBrdeO/7777sBVJbE/KJ6K6Hp0MmSmZ+IcHUJBtw+hvxM9foig9l/2/\nbabJSzexdfd2Nm7cCJSssPcFLqVoyRuvqKOVE1DCK1o6V/RyvKJVzbsmuDEZO24chQ3ikTvd5JW8\nsncPyo7t2POLyN5/2qOsvcjGnq8WE/XJc16tnfnHSpQiG7pXXnJuK+hwC5unlE0FOHswl9Qdmdz0\nmXZhVca+s5zbdpKEoc9oyob3aoPJBC1uC9WUPfB3HllpNrq80kxTdvecY+hNBur0Kd+4Dk2MptBq\n4fDhw+XKaBmrcHGAgMlkIicnB5vNJgYICK4Zwlj1ERITEzl48KDbfde6Yj00NJQ77u5JTqaNOs39\nkS78iuren8iMz/bT45X6pJ+1g2Jn3ZtzUG0KrT7qzjsfvVei5ZGvXNxcpy158oo6Gty7ekUdDe5d\nvaKOoiV3XtGK0NWXPldf0VVwkdIDH0o/mKWnp/PZ119T+I73XlXefRupw11QuzFHJ232KHp0ymZ0\n/n6EP6Ld0klVFE6/PxKeG1TCGNO/8grb5x7HbisZxl454iCRLWIwhmh3F9g5bC0h7RqiD9GebmU5\neg4bMrUbaa8755d04tpFo9dr355Xfbub2Adae5SRJInY2xNZvrz80auOjh/e4OfnR1BQEGazWQwQ\nEFwzhLHqI8THx5ebswrXfozpk48+RYFZISdDwd+/+CK3Z8x2jMH+GAN0hIQbKCoEe6GNbYOX07B/\nO05knWbx4sWVoq8ntLyijglLWl5R12lLpRvcX6tcUWEACq6US21tVvrBbMq0aVibNUdu1077YICy\naiX27dtR3x2H7d6XOfT7unJ/w6qqsuuTeYS95HlalYPsueuwZeWhe+vfJbbr2rdD5+9Hyurzzm1W\ni52k0Qdp/4nn/FMAS3YB+yb8TYNhA7zS4/hXM1CCQlk1I9vzugUKSyef5+7PtD+7tEM5HN96nnZf\n3KcpG9mjPnOXLnC7z/FZX8r1yWAwOAcIOAqvxAABwdVEGKs+gtFo9Pjkeq0r7Hv27ElQaABH9uRT\nK7HYW1CYbaHjf29lxicH6PxUbQACQg1s/24V+adzaP357bz38X+cT/HX6qLmTa6ollcUuOpe0YrA\nl4xVX9HVV/T0hvK8ot62NvOUrqLX6ykqKmLIsGEUvlN2WIpbfRQF5a1/o975HAQEwd3PYskqIGuX\n+9ZSp5fuw5KRR413/+HVez39/kh4/Am3Ie6iZm3ZMu1iKsC2WScwBZmo3bOh5tr7xmzGPy6SkDbx\nmrLW9BxOjl1G6J8/kbo/j6zz1nJlV8/KJLCaH3Vv0u7DunbEPsKbx2IK0/bs+keHsCpplfNB2xVH\nCsClXsMcAwQURcFsNqOqKgUFBSV6swoEFYUwVn0ESZKIiIggPT3d7f5rXWRlMpl44IEHUGUd/kEG\n9BdmoZ3ZdBK9v4moeoEEh+nIS8vHLyGODW/No16fZhQG2pg+fXqFeVbdjf109YqazeYyuaKOVk6X\n4hX1Ja4Xw0rgPY7v/FLH4F7qwActo2bkr79ib9sOuaX2OFMA5Y/pqOkZ8PI3xRtkGeo04+ikTW7l\nd386j+C+t3l1TuYu3YLlxHl0//3I7X5p0CA2/3HM+dktGZZM3Ydbaq6rKgpbv0oi5g3vvLsnfpyH\noW4cfl074B9bnQ0LyveuzvzfeZo84L5fqys2i511o/bS6hPPk6kc7Pt+FYWZeWzdurXMPm/yVcvD\nMUBAr9eTm5vr7MEqBggIKhrfugvf4DRs2JDk5GS3+yojrN7vkScICgtg1/pcYusZAdgxaisd/tOV\nGZ8eoHWfGBQ7GGqEc3j2btK2naTNl7346PP/ep3f5OoFcvWKlvYCuV4cXb2ijhuvq1fUUbR0qV5R\nX7jwVhUPrzdcTx7La0V5UQLHv13PB4dXVJblMufD1Rj4kJeXx9Dhwyl8+13v3kthIcoH76E+9d9i\nI/UCtvtf5dDY9WV+G5k7T5C+NZW4b1/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XSLg1RlN25Te7qPfMTZpyqqqyc+hSwv/1sEc5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\nMoXY2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SEsh320PKjh07uHLlCt3d3Rs+t9frzbTkfdBErHouinp091k6tXGG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\nKEvtYdj4JTN6mMfjV3ldPcxF7Rr7YwG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N8+GnkJ7nRXQfVAm8Fjp0SCqXw2zv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\n7qWXKnjssS8IDlZiMsGZM6PU1w/g7HixeXMYhw83ON1GWJgPK1aE0Namo67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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -262,23 +255,21 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ 1. 1. 1. 1. 1.]\n" + "[-0.962 0.936 0.881 0.778 0.605]\n" ] } ], "source": [ "x0 = [1.3, 1.6, -0.5, -1.8, 0.8]\n", "result = minimize(rosen, x0)\n", - "print result.x" + "print(result.x)" ] }, { @@ -291,9 +282,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -343,9 +332,8 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -358,6 +346,20 @@ "\n", "Minimization of scalar function of one or more variables.\n", "\n", + "In general, the optimization problems are of the form::\n", + "\n", + " minimize f(x) subject to\n", + "\n", + " g_i(x) >= 0, i = 1,...,m\n", + " h_j(x) = 0, j = 1,...,p\n", + "\n", + "where x is a vector of one or more variables.\n", + "``g_i(x)`` are the inequality constraints.\n", + "``h_j(x)`` are the equality constrains.\n", + "\n", + "Optionally, the lower and upper bounds for each element in x can also be\n", + "specified using the `bounds` argument.\n", + "\n", "Parameters\n", "----------\n", "fun : callable\n", @@ -370,19 +372,19 @@ "method : str or callable, optional\n", " Type of solver. Should be one of\n", "\n", - " - 'Nelder-Mead'\n", - " - 'Powell'\n", - " - 'CG'\n", - " - 'BFGS'\n", - " - 'Newton-CG'\n", - " - 'Anneal (deprecated as of scipy version 0.14.0)'\n", - " - 'L-BFGS-B'\n", - " - 'TNC'\n", - " - 'COBYLA'\n", - " - 'SLSQP'\n", - " - 'dogleg'\n", - " - 'trust-ncg'\n", - " - custom - a callable object (added in version 0.14.0)\n", + " - 'Nelder-Mead' :ref:`(see here) `\n", + " - 'Powell' :ref:`(see here) `\n", + " - 'CG' :ref:`(see here) `\n", + " - 'BFGS' :ref:`(see here) `\n", + " - 'Newton-CG' :ref:`(see here) `\n", + " - 'L-BFGS-B' :ref:`(see here) `\n", + " - 'TNC' :ref:`(see here) `\n", + " - 'COBYLA' :ref:`(see here) `\n", + " - 'SLSQP' :ref:`(see here) `\n", + " - 'dogleg' :ref:`(see here) `\n", + " - 'trust-ncg' :ref:`(see here) `\n", + " - custom - a callable object (added in version 0.14.0),\n", + " see below for description.\n", "\n", " If not given, chosen to be one of ``BFGS``, ``L-BFGS-B``, ``SLSQP``,\n", " depending if the problem has constraints or bounds.\n", @@ -411,6 +413,7 @@ "constraints : dict or sequence of dict, optional\n", " Constraints definition (only for COBYLA and SLSQP).\n", " Each constraint is defined in a dictionary with fields:\n", + "\n", " type : str\n", " Constraint type: 'eq' for equality, 'ineq' for inequality.\n", " fun : callable\n", @@ -419,6 +422,7 @@ " The Jacobian of `fun` (only for SLSQP).\n", " args : sequence, optional\n", " Extra arguments to be passed to the function and Jacobian.\n", + "\n", " Equality constraint means that the constraint function result is to\n", " be zero whereas inequality means that it is to be non-negative.\n", " Note that COBYLA only supports inequality constraints.\n", @@ -428,10 +432,12 @@ "options : dict, optional\n", " A dictionary of solver options. All methods accept the following\n", " generic options:\n", + "\n", " maxiter : int\n", " Maximum number of iterations to perform.\n", " disp : bool\n", " Set to True to print convergence messages.\n", + "\n", " For method-specific options, see :func:`show_options()`.\n", "callback : callable, optional\n", " Called after each iteration, as ``callback(xk)``, where ``xk`` is the\n", @@ -460,69 +466,77 @@ "\n", "**Unconstrained minimization**\n", "\n", - "Method *Nelder-Mead* uses the Simplex algorithm [1]_, [2]_. This\n", - "algorithm has been successful in many applications but other algorithms\n", - "using the first and/or second derivatives information might be preferred\n", - "for their better performances and robustness in general.\n", - "\n", - "Method *Powell* is a modification of Powell's method [3]_, [4]_ which\n", - "is a conjugate direction method. It performs sequential one-dimensional\n", - "minimizations along each vector of the directions set (`direc` field in\n", - "`options` and `info`), which is updated at each iteration of the main\n", + "Method :ref:`Nelder-Mead ` uses the\n", + "Simplex algorithm [1]_, [2]_. This algorithm is robust in many\n", + "applications. However, if numerical computation of derivative can be\n", + "trusted, other algorithms using the first and/or second derivatives\n", + "information might be preferred for their better performance in\n", + "general.\n", + "\n", + "Method :ref:`Powell ` is a modification\n", + "of Powell's method [3]_, [4]_ which is a conjugate direction\n", + "method. It performs sequential one-dimensional minimizations along\n", + "each vector of the directions set (`direc` field in `options` and\n", + "`info`), which is updated at each iteration of the main\n", "minimization loop. The function need not be differentiable, and no\n", "derivatives are taken.\n", "\n", - "Method *CG* uses a nonlinear conjugate gradient algorithm by Polak and\n", - "Ribiere, a variant of the Fletcher-Reeves method described in [5]_ pp.\n", - "120-122. Only the first derivatives are used.\n", - "\n", - "Method *BFGS* uses the quasi-Newton method of Broyden, Fletcher,\n", - "Goldfarb, and Shanno (BFGS) [5]_ pp. 136. It uses the first derivatives\n", - "only. BFGS has proven good performance even for non-smooth\n", - "optimizations. This method also returns an approximation of the Hessian\n", - "inverse, stored as `hess_inv` in the OptimizeResult object.\n", - "\n", - "Method *Newton-CG* uses a Newton-CG algorithm [5]_ pp. 168 (also known\n", - "as the truncated Newton method). It uses a CG method to the compute the\n", - "search direction. See also *TNC* method for a box-constrained\n", + "Method :ref:`CG ` uses a nonlinear conjugate\n", + "gradient algorithm by Polak and Ribiere, a variant of the\n", + "Fletcher-Reeves method described in [5]_ pp. 120-122. Only the\n", + "first derivatives are used.\n", + "\n", + "Method :ref:`BFGS ` uses the quasi-Newton\n", + "method of Broyden, Fletcher, Goldfarb, and Shanno (BFGS) [5]_\n", + "pp. 136. It uses the first derivatives only. BFGS has proven good\n", + "performance even for non-smooth optimizations. This method also\n", + "returns an approximation of the Hessian inverse, stored as\n", + "`hess_inv` in the OptimizeResult object.\n", + "\n", + "Method :ref:`Newton-CG ` uses a\n", + "Newton-CG algorithm [5]_ pp. 168 (also known as the truncated\n", + "Newton method). It uses a CG method to the compute the search\n", + "direction. See also *TNC* method for a box-constrained\n", "minimization with a similar algorithm.\n", "\n", - "Method *Anneal* uses simulated annealing, which is a probabilistic\n", - "metaheuristic algorithm for global optimization. It uses no derivative\n", - "information from the function being optimized.\n", + "Method :ref:`dogleg ` uses the dog-leg\n", + "trust-region algorithm [5]_ for unconstrained minimization. This\n", + "algorithm requires the gradient and Hessian; furthermore the\n", + "Hessian is required to be positive definite.\n", "\n", - "Method *dogleg* uses the dog-leg trust-region algorithm [5]_\n", - "for unconstrained minimization. This algorithm requires the gradient\n", - "and Hessian; furthermore the Hessian is required to be positive definite.\n", - "\n", - "Method *trust-ncg* uses the Newton conjugate gradient trust-region\n", - "algorithm [5]_ for unconstrained minimization. This algorithm requires\n", - "the gradient and either the Hessian or a function that computes the\n", - "product of the Hessian with a given vector.\n", + "Method :ref:`trust-ncg ` uses the\n", + "Newton conjugate gradient trust-region algorithm [5]_ for\n", + "unconstrained minimization. This algorithm requires the gradient\n", + "and either the Hessian or a function that computes the product of\n", + "the Hessian with a given vector.\n", "\n", "**Constrained minimization**\n", "\n", - "Method *L-BFGS-B* uses the L-BFGS-B algorithm [6]_, [7]_ for bound\n", - "constrained minimization.\n", - "\n", - "Method *TNC* uses a truncated Newton algorithm [5]_, [8]_ to minimize a\n", - "function with variables subject to bounds. This algorithm uses\n", - "gradient information; it is also called Newton Conjugate-Gradient. It\n", - "differs from the *Newton-CG* method described above as it wraps a C\n", - "implementation and allows each variable to be given upper and lower\n", - "bounds.\n", - "\n", - "Method *COBYLA* uses the Constrained Optimization BY Linear\n", - "Approximation (COBYLA) method [9]_, [10]_, [11]_. The algorithm is\n", - "based on linear approximations to the objective function and each\n", - "constraint. The method wraps a FORTRAN implementation of the algorithm.\n", - "\n", - "Method *SLSQP* uses Sequential Least SQuares Programming to minimize a\n", - "function of several variables with any combination of bounds, equality\n", - "and inequality constraints. The method wraps the SLSQP Optimization\n", - "subroutine originally implemented by Dieter Kraft [12]_. Note that the\n", - "wrapper handles infinite values in bounds by converting them into large\n", - "floating values.\n", + "Method :ref:`L-BFGS-B ` uses the L-BFGS-B\n", + "algorithm [6]_, [7]_ for bound constrained minimization.\n", + "\n", + "Method :ref:`TNC ` uses a truncated Newton\n", + "algorithm [5]_, [8]_ to minimize a function with variables subject\n", + "to bounds. This algorithm uses gradient information; it is also\n", + "called Newton Conjugate-Gradient. It differs from the *Newton-CG*\n", + "method described above as it wraps a C implementation and allows\n", + "each variable to be given upper and lower bounds.\n", + "\n", + "Method :ref:`COBYLA ` uses the\n", + "Constrained Optimization BY Linear Approximation (COBYLA) method\n", + "[9]_, [10]_, [11]_. The algorithm is based on linear\n", + "approximations to the objective function and each constraint. The\n", + "method wraps a FORTRAN implementation of the algorithm. The\n", + "constraints functions 'fun' may return either a single number\n", + "or an array or list of numbers.\n", + "\n", + "Method :ref:`SLSQP ` uses Sequential\n", + "Least SQuares Programming to minimize a function of several\n", + "variables with any combination of bounds, equality and inequality\n", + "constraints. The method wraps the SLSQP Optimization subroutine\n", + "originally implemented by Dieter Kraft [12]_. Note that the\n", + "wrapper handles infinite values in bounds by converting them into\n", + "large floating values.\n", "\n", "**Custom minimizers**\n", "\n", @@ -596,9 +610,9 @@ "A simple application of the *Nelder-Mead* method is:\n", "\n", ">>> x0 = [1.3, 0.7, 0.8, 1.9, 1.2]\n", - ">>> res = minimize(rosen, x0, method='Nelder-Mead')\n", + ">>> res = minimize(rosen, x0, method='Nelder-Mead', tol=1e-6)\n", ">>> res.x\n", - "[ 1. 1. 1. 1. 1.]\n", + "array([ 1., 1., 1., 1., 1.])\n", "\n", "Now using the *BFGS* algorithm, using the first derivative and a few\n", "options:\n", @@ -607,19 +621,19 @@ "... options={'gtol': 1e-6, 'disp': True})\n", "Optimization terminated successfully.\n", " Current function value: 0.000000\n", - " Iterations: 52\n", - " Function evaluations: 64\n", - " Gradient evaluations: 64\n", + " Iterations: 26\n", + " Function evaluations: 31\n", + " Gradient evaluations: 31\n", ">>> res.x\n", - "[ 1. 1. 1. 1. 1.]\n", - ">>> print res.message\n", + "array([ 1., 1., 1., 1., 1.])\n", + ">>> print(res.message)\n", "Optimization terminated successfully.\n", - ">>> res.hess\n", - "[[ 0.00749589 0.01255155 0.02396251 0.04750988 0.09495377]\n", - " [ 0.01255155 0.02510441 0.04794055 0.09502834 0.18996269]\n", - " [ 0.02396251 0.04794055 0.09631614 0.19092151 0.38165151]\n", - " [ 0.04750988 0.09502834 0.19092151 0.38341252 0.7664427 ]\n", - " [ 0.09495377 0.18996269 0.38165151 0.7664427 1.53713523]]\n", + ">>> res.hess_inv\n", + "array([[ 0.00749589, 0.01255155, 0.02396251, 0.04750988, 0.09495377], # may vary\n", + " [ 0.01255155, 0.02510441, 0.04794055, 0.09502834, 0.18996269],\n", + " [ 0.02396251, 0.04794055, 0.09631614, 0.19092151, 0.38165151],\n", + " [ 0.04750988, 0.09502834, 0.19092151, 0.38341252, 0.7664427 ],\n", + " [ 0.09495377, 0.18996269, 0.38165151, 0.7664427, 1.53713523]])\n", "\n", "\n", "Next, consider a minimization problem with several constraints (namely\n", @@ -661,18 +675,16 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(37L, 2L)\n", + "(48, 2)\n", "[ 1. 1.]\n", - "in 200 function evaluations.\n" + "in 252 function evaluations.\n" ] } ], @@ -681,9 +693,9 @@ "xi = [x0]\n", "result = minimize(rosen, x0, callback=xi.append)\n", "xi = np.asarray(xi)\n", - "print xi.shape\n", - "print result.x\n", - "print \"in {} function evaluations.\".format(result.nfev)" + "print(xi.shape)\n", + "print(result.x)\n", + "print(\"in {} function evaluations.\".format(result.nfev))" ] }, { @@ -695,16 +707,14 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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2L6n9Z0ei1BGnT59m4pTJhB1aWMBerv8Ax9efolEusWqzyszsepR6PR5RVapKtsmsbr+S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\n4JgH9qlwvBPooWixoEgmAVrdiT6+CKKaFy1QTV8Iu9pC2L3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twB1m8FStYMcSeL87dJoC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uB6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\nYII=\n", 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R4EGhuFNRYlahUCjmSSGXNZFIcO7cOWpqapbUZV0IhmEs6mQvgAgmf+6c66bmYu20lZ9O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\nzs7GZrMRHR0NwO7du3nqqacYGhr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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -741,7 +751,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 24, "metadata": { "collapsed": true }, @@ -759,17 +769,15 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(38L, 2L)\n", - "in 49 function evaluations and 49 jacobian evaluations.\n" + "(48, 2)\n", + "in 62 function evaluations and 62 jacobian evaluations.\n" ] } ], @@ -777,8 +785,8 @@ "xi = [x0]\n", "result = minimize(rosen, x0, jac=rosen_der, callback=xi.append)\n", "xi = np.asarray(xi)\n", - "print xi.shape\n", - "print \"in {} function evaluations and {} jacobian evaluations.\".format(result.nfev, result.njev)" + "print(xi.shape)\n", + "print(\"in {} function evaluations and {} jacobian evaluations.\".format(result.nfev, result.njev))" ] }, { @@ -790,17 +798,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 26, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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2L6n9Z0ei1BGnT59m4pTJhB1aWMBerv8Ax9efolEusWqzyszsepR6PR5RVapKtsmsbr+S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\n4JgH9qlwvBPooWixoEgmAVrdiT6+CKKaFy1QTV8Iu9pC2L3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twB1m8FStYMcSeL87dJoC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y0X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\nCOGxJFgVQgghhBAe6/8D6bfN7+5DVO4AAAAASUVORK5CYII=\n", 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R4EGhuFNRYlahUCjmSSGXNZFIcO7cOWpqapbUZV0IhmEs6mQvgAgmf+6c66bmYu20lZ9O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kR4X/qITq/+9G82UadqK8WjaWse3NXeCKvjzj0Jatv4P9+b5uM/q2MYBq+++iolJSU0NTXl3N52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ArVYTHh5OS0uLT9Zag4ODjI6O+lRs6qlZgyy2tVqt315TfkxAzAbYHAwPDy+0KJydnaWiooJX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\nu7sb4eHhdq0BiYmJCA8PF+3P5AqOrF6dPn0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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -834,16 +841,14 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(120L, 2L)\n", + "(120, 2)\n", "Solved the Nelder-Mead Simplex method with 226 function evaluations.\n" ] } @@ -852,22 +857,20 @@ "xi = [x0]\n", "result = minimize(rosen, x0, method=\"nelder-mead\", callback = xi.append)\n", "xi = np.asarray(xi)\n", - "print xi.shape\n", - "print \"Solved the Nelder-Mead Simplex method with {} function evaluations.\".format(result.nfev)" + "print(xi.shape)\n", + "print(\"Solved the Nelder-Mead Simplex method with {} function evaluations.\".format(result.nfev))" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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S0oJ2EMoL9FYd0P5pncwKc7y11WrFbDZjMBhITk6m9/0D2WaPJm3492COzTpg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\nEEIIIYTP+v/YLseLtZ7EnQAAAABJRU5ErkJggg==\n"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iFpdiYpZqhp2rm3scszTwEV5MONak3U6nyVjRoCatRGePqFWR93QHAr0NdCKs\nViuNjY10dXXR0tKStCmJ1WqlqamJjo4OmpqayMzMFB60gpsGcSQLdh2xUVZVVQmHw0mjrKFQCFmW\nV4mzZFFWi8XC4OAgmqbdUFEKPW82WszqbWwTCbXodIntbNfqcDiYmJjYlmVF5zpHC7d44j3e8eHz\n+VheXt7VQhbWz5nVNG1dX1qjjglG6VtccSy47E9dZDvGc6FsFIBM1czUXCV9YeNCFkBZyOGUswjM\nxtrjujQz82o1Z01ro7ntch6fUAvwy/GPX21hHycyja9rpubipCRxJOo9SZJwu90sLy8zOjpKSUlJ\n4vV2uairq4vk2yY7Zp1OJ/X19fT09NDS0oLL5RKCVnBTII5iwY5hNMqq/z86yup0OsnPz8flcm0o\nD0ySJDIyMlhcXCQzcwNXpG1GF2oA4+Pja4Sa3vVpt6VL2O32Te0CBqt9e6NfsVH4/Px8Q7nON0oH\nsHA4TCgUihwHO2139tKUiUc7HSyGjf0GT5wuZE/pKOmamfG5KvrDG2t73HjVy8mLeZRJhVBxKeVx\nTs3MYriavjhCVmdOPYQjjpjNUGv5eYbxKHCa5uCCtp8ek4f/EmOcMTc3R0NDA2fOnMFut5OTs9ZX\nNxq3201lZSVdXV0cPnw46e89MzMz0lWspaUFp9O5K84RAsH1IMSsYEvZSJTV5/MRDAZXRVnT0tK2\nTJzl5eUxNTW1q8RsMqHmcDgIBoOGhdpOYTKZIs0jjBBr86Tvh9jjQxetm3F87KYOYIkK8VRVxWQy\nkZaWlnIh3lbx3UsWfr/PRlgzfgxeXbLz9sVc2sK5nAsbz3M1oXHbjJnXL+YBcOpiFTXll9b1eI3G\nFpbwUMXpBEIW4FVqeRcvrXovXd3LMSkTErgxxMMaMnFF3s9FkwyEOSd52aetRKI1TYukD+ketPX1\n9UnTiQoKCvD7/Zw+fZqGhoak54K8vDwCgQCnT5+mqakJm80mBK3ghkaIWcGmsBuirBslKyuLoaGh\nbU81iBby0WIlnpCPJ9Q8Hs+2pwtcD4maPUQfH7pg8/l8qKq66vjIy8uLbPNWfVeyLKNpxgTK9ZJq\nikh0Id7ExAQ+n489e/Zs67pGo2nwpQEbXx/a+DG4zxpk8JUCzt1hPK3DjkbtmIXXL19zybi06ORt\n/iwuO+YSjrUpMp5gOb325JHgV6RiPqi6CcjzALi0fN6UiglJxm7Q7JqFGamWC6Zrl9435EX2KSti\ndmlpifT0dCRJwmazRXJioz1o12Pv3r34/X4GBwdT6gpXWlqKz+fj7Nmz1NbWiqYKghsaIWZvcVQU\nZFLzYUwWZQ2FQpw7dy5Slat2SdZhAAAgAElEQVRfkNcTZ7vl8Zb+eN7r9SasIN4oulCLFSrxhJoR\nIa83T8jLy9v0dd4K7HY7i4uLyLK8SrzH2jy5XC5yc3NxOBwRm6ebgevN5Y1lp5smTC1IfOVVK0+Z\nNi5kG9VF+k6moaoZFB3xMG6guYEbjcIRG+0Ta0Xw/FgJVK0vZu2aiWV/Gb2OxC4AOpok4VEPYZaP\nY9My6KWaZclY9N6qmfFoB+mPSfd4Q17iEaUQWGlhG51W4HK5OHjwIJ2dnSnlxO7fv3+Vp2wyqqur\n6e3tZWRkhMrKSuFBK7hhEWL2FsfDPEN00sDbkVg5iSWLsqqqGrf7lW7vYzabycjIiAjWG+EEmZub\ny9TU1IbFbPTj8OhH4vEeh+fl5W2KUNOLwHabmNXN9GNTA/x+P0tLS2RlZUV8SW9GE/dUbl42kssb\ny3b5zMbj31vNPPZ3NqYXZSo/pTIUMLYedlmjOaTwRuc1MVl5xcz43tQincVomAdtnJmLL+5eOlfM\nfZVnCMSJnNo0mbBSRa/DWJHZSQ5yv9bKZa2eyRSaIkRj0mTC2kG65LWX3B5pGQ8KLkzMzMxQW1u7\n6vOsrCwqKipSyomVJImGhoaIB21+fn7C9ZIkibq6Ojo6OpiZmaGhoSESGRYIbiSEmL1F0aOsDjUT\nr7TIv/Jn3OP/T9iV9FW5rLFpAYkegZtMJq5evYrH40lahbvbyM3Npaenh/Ly8oTTJXocbrVaI5Xi\n2/E4PCMjg0uXUi902WzWM9OXJClyfESb6U9PT+Pz+ZLu491CorST2JsXffu3Mpc3lp2IzM4uhvnc\n92z8+OS1R/POc4uwJ3X/4GKbSvpljTcurb78nPmFFcuv+wiR+PdSpcFCr4Mr3vVvBpeCFgqX8riY\nsbpoy6rJaEo1bbJxt4QXtTJqlpoYzjAmZGVNwqLWccIUX3grEpySl7g/nIHf749rsVVYWIjf76e3\nt5f6+vqE5xRZlmlubqa1tRWr1ZrU21mWZerr63nllVdYXFyMWLIJQSu4kRBi9iYnNi0gumUrrFwQ\ni73NnM1/nX+xfZW959+CbTxvw7mK+fn5tLW1UVFRsStSCFLFYrEgyzKBQACr1bpGqOzGx+FWqzWS\n5rFV+zo6yhrPTF/fD6mY6TscDmZn43d72m3oRWCxKRGxLVv1m5fc3NxtjzLrBWCbjZ4OEZvLfWoo\njT/7+UEmllbnbp47lUlOlcpMKPkx2OhUuNghMba8dr1npk3csSzRmqDhV70Kw90OFoPJlzV8sRS5\n/pqYtWgyslLFmxsQsnZVo2Aki6tZe4GLKY+TNHBpBzmWJBXj555RWoJSwqhoeXk5Z8+e5fz58+zb\nty/h/CwWC83NzXR0dNDc3IzTmXibFxYWKC4uZnBwEJvNhtvt3vXWdAJBNELMxuFTn/oUzz77LPn5\n+fT29gIruUwf+9jHGBkZoby8nB/96EdkZWWhaRqPPfYYR48exel08r3vfY+WlhYAvv/97/Mnf/In\nAPzhH/4hjz766JasbyqOAaFQaI0vqx5FcjgcVIbfQl/5v3HhwAvUVNzLkeCHMG3g8JBlmezsbKan\np5M+4tpp9HSJaB/O9vZ2zGZzpLf8bn8cnpaWxvLyctIOQMnQzfRj0wI200xf7wK229B/H9ERVo/H\nQ3t7eySfejfcvMRyvTcxsY4Z+vkhtugsM7uQb7+Ry7dftKHFcSsIBCRu8yoctyRel3usYV5/zRR3\nHjreVgu8NX4XrdtC0NntIKikts2vDOfzHw5aWTAFsWgScqCcN63G04jSVci4kE3HjJMCuY7i3NTF\nrGVxD8cykzs0dNoDjAyOJG1Ne+DAAbq6urh8+TJlZWUJp3U4HNTX10c8aBMVik5MTFBaWkp5eXmk\npW56errwoBXcMEgGq3a3t8R3h3j11VdJS0vjkUceiYjZP/iDPyA7O5vHH3+cr33ta8zNzfHkk09y\n9OhRvvGNb3D06FFOnjzJY489xsmTJ5mdneXIkSO0tbUhSRKHDx+mvb2drKysDa9XKlHWeN2v9CiS\nfkHWL1Kx4uwX9qe4bFnZ3iylmPv8j+BWCwyvp9frZXBwkKampg1v62YRLeRjo6yxj8NNJhOXL1+m\nubl5p1c7ZUZHR9E0jdLS0qTT6jnNsXm9iqKsMtPXX1tR3Xzq1Cluv/32TZ1nqiSLMkdv/+joKOXl\n5Sl1WNsphoeHSUtLS5gzbcTazOl0rkmH6BiS+c2/sTM4lli8Z+eqeN8j4Y/jh5Vm0jiwrNDWl5ow\nqvw9DyMxevVuv8Tr3XZUjIn3j9S/weLeWZSlYrrSjd9cZ6sSpsEc+udX3BLMKHz2zu/hlf1Jx+Yp\nNfzMlCDMHMN/fWWet5fXUlhYmHA6RVFoa2ujsrIypXz5qakphoaGOHLkSNybME3TOHHiBPfccw+S\nJDE7O8vAwACHDx/G5XLdUE/YBDcdKV+AxG1XHN7ylrcwMjKy6r1nnnmGY8eOAfDoo4/ywAMP8OST\nT/LMM8/wyCOPIEkSd955J/Pz84yPj3Ps2DHe8Y53kJ2dDcA73vEOfvazn/Hwww8nXb6maUxOTpKV\nlbVKtKYaZd1oodFtgf/IuHmQsBRkzjTGUef/4kjgQ+wP3W1o/zmdzkgXomQtFjeL9YqOVFVdJVRy\ncnIoKytb93H4yMhIpFPSjUBmZiYXL15cJWajo4zRBUiSJEUibi6XC7fbvS1m+tHIsoyiKFsa2TQS\nZdZvYmKZmprakC/udhIdmY19ypDI2iwVx4ywAv/zX6382TNWwkry68nstMxdUpg3Yi4pe6wh5GGZ\ntvHUj7HiIZmR6mv7/u5FmeNnN3YeOXe1hr2lk5zYwE1JgSrj68/h3OK1iGYYE3ZPOd70/oRjC9V9\n/NSAkAUYKnJQfuEC6enpCQtRTSYTzc3NtLW1YbVak/pj656yPT09NDU1rfne5+bmcLvdkfezs7Mj\nbXWbm5t3TeMVgSARN8YVexcwMTFBUVERAEVFRUxOTgIrkbHoxz2lpaWMjo6u+36qy3r/+9/P1772\nNfr7+xkcHOQ973kPdrt9VZR1swuN0rRsDgV/hS7bUQDCUpA37f/EmGmAu/wfw0bquWbFxcWMjY1R\nVVWVfGIDxMtljRUqLpcrUnRkVDRlZ2czMzNDQYHxiPR2opvp+/1+5ubm6O/vX9WyNPKIODOT4uLi\nXeMh6XA48Pv9122BlmqUeaMtW3djF7DodAiPx8PMzAxzc3NcuHBhU3O5B8dkPv03djqHjI29+oaE\ndLuG9stgSh1LDLe78Bp0Ouh5yYaj2ksIaLwKxy9uTMjmWlRCZzO52hgEkzEbrTJFZrIvlzHv2rzR\nnsl9lCYQsyVqJf8mG0/7GSq081hWJd3d3UnTAqxWK01NTXR2dtLS0pI0aFBaWorf7494ykb/FiYm\nJtac7/SCszNnznDo0KFdc/4QCNZDiNnrJF6ahiRJ674fy8zMDH19ffT39zMwMEB/fz+jo6NMTEzw\nxBNPUF9fz4EDB6iqqiI/P3/Lc/Xqgm9lyNLKojwVee+SpYdp0yXu83+CAiU1cZqXl8fIyMiGCsFS\nKTrSI2vJio6MkpeXx6VLl3aNmA2Hw2sibrEtS81mM7m5uWRmZu76og09bzZVMatvf2yUFdjSKPNO\ndgFLNR3CbrdTWFhIXl7ephz/mgZ//TMLT/zQhj9kfH7D50w03adwOihzl6xw/OTGUjQWl2SaRpbx\nhWy0zm4sLWu/XWXxDJyZNfG2fic0LaU8tjJsYqg3lxl//GPp5xOl/E6FA4+8Nv+7RN3Lv0upOzvo\nWFQYDZRAWgb79++P+MomOt87nU7q6uro7OzktttuS/rbr6qqinjKVlRUACvXr9nZ2bhNFqILzvbv\n378rawYEAh0hZlOkoKCA8fFxioqKGB8fjxQ3lZaWcvny5ch0V65cobi4mNLS0khagv7+Aw88sGa+\nzz77LB0dHdTU1PC+972P3/u936O4uJjLly/z4Q9/mK985SvbWmxiwszt/g/zovNbq973yvO84Phr\n6oO/QkPwXchJctdkWSYnJydhIViqj4N1X9LteByelpaGx+PZVtujRC1LdTN9l8tFRkYGhYWFa1qW\n6jdPu13IQvwisETbHxtlLioqwuFwbPlFdTsis9ebDrG8vLxpEbOOLpnvPGfhB73X103O2q9xKFvl\n+LmN/1YrM8M4Xs2hq2Zjx/PtDoXTJ2V8wZX90vaSi4zGJXwp7KYDITO9PbkshNY/56rIWJcr8GSc\nWfV+sVLCs3IOmsHvw67JBMcLeFXK44UQfCQ3F7/fv25aQDRut5vq6uqI+E3mQat7ytrtdoqKilha\nWkqYF6sXnOlNGISgFexWhJhNkQ9+8IN8//vf5/HHH+f73/8+H/rQhyLv/9Vf/RUPPfQQJ0+ejFxw\n3/Wud/GFL3yBubmVLjQvvPACX/3qV9fM99FHH43rcrBnzx5aWlp49tlnI8vaLoqVGvaGGrlo6V71\nviap9NheYNx0jvv8nyBNy048n+JiBgYGSEtLW3PR3qzHwZuNJEm43W7m5uZWdeLZDDbSsjQVMjMz\nmZub23XNE2IJh8NomsbMzExEyEVvv34sGN3+rcBkMhEKxa+qN4KeOx4r1Dfj+N+MG67hEYkvf9XG\nPz9jxmyFwg+oXJ03Pk9J0rhzr0LfP8nkfSgMKXYVjOWe/DBtJ0wMBSUO1av0pmDBFVkHNO41qbz2\n2uplLy6ZuH3GRmduIOH4yrkQHeeK8KnJl9k5uY/yKDGb68/hqDUf1eC5y6HJMF9Jh7QSxX42CB+x\nXWs129/fz4EDB5LaIerit7GxMakHbVNTE62trdhstqQpVdFNGGw2G4WFhdvaalwgSBUhZuPw8MMP\nc+zYMaanpyktLeWJJ57g8ccf56Mf/ShPPfUUe/bs4Z/+6Z8AeO9738vRo0eprq7G6XTy3e9+F1jJ\nvfzv//2/c9tttwHwpS99KVIMlipf+MIX+MhHPsIHPvCBbU/APxL4D4ya+wlLay8AU+ZhnnX9GXf6\nP0p5eMWxILboSH8c7vP5GBwcJCMjY9ujrBslLy+PycnJDYnZzW5ZmgoZGRlrChZ3itjt14W7vv02\nmw2fz0dJSUncKPNuwWw2R9IZUiE6HUTf5th0CKfTSXFx8aYd/6qqblhUzMxIPPm/rPzd31sI/jKC\nGQpAJQpXDToGlGT6sE6HeeO5FUG251IQsoxFeHOcGnuDKid+cW2/OAc0qEhtvMukUbuo8trZ+CJ6\n5k0XvH99Mdvks/LKYCFhLbVtf3mymMcqnSzJXgqVPF60laEY/C6cmkx4vopTvmuFYs+HIKyBWbrW\navbixYtJG43s2bMncq6NlzIQjdlsprm5mfb2djRNSzrv2IKznJwc0VRBsOsQ1ly7nN/8zd/k/vvv\n54Mf/OC2L7vX8jId9n9POI17vIr8/has8rX8xWhrp6mpKRYXF6murt6mtb5+VFWltbWV22+/fd0T\ndqxHp/7SNG1Vy1J9X2x1NKO1tTVpq8vNJNn2x9p86cUsmqZF9u1uZm5ujunp6VXm9Kmmg0Qf/1v5\nfZw+fZrq6mpDjiE+H3zz/1j5339lZXFp7fFosWnkfkBjPIXorM2s0pgToOO4nXD42rwkWaPs4yqX\nllKLzjbnK1zulpmeXb0+skmj8Lc1xpI0YyixqthH4MJY4uka/3CcK+a1DhWHPTZePJ1t2Pbr9w+9\ngjVtnFekvXiNCllFYnGilF7W+sq+kAFv+eVDCVVV6ejooLS0NKlll6Zp9PT0kJWVxZ49e5Kuw9TU\nFF1dXdx3333Y7cm9cL1eLx0dHTQ1NZGZmbmrAxKCmwZhzXWz8IUvfIEHH3yQ97///dsmVPQoa5Z3\nP46ybHyO9bs2zRddQMtf4j7/I2Sra1vY5ubmMjw8TGVl5a6MwMVDlmXS09NZXFzEbrev8ajdzpal\nqbJZzROiSdWjNLqlcbLtlyQJSZJ2pBVrqiiKQiAQYGlpiaGhoU1LB9lsjOxDRYEf/D8LX/lTK+NX\n1x8TCkjkLs4zTuLCq6ayMFNnJE6dXiukNVWidAmSNVq2mTSOZKqcOCZDnEYKqiJROaMyluCQrneo\njHZKjC4nv+blX3Bwpcaz6r3Diw5eOGPsiZnOwMQBltKthoVsumZieb6a3nXcYX4avCZmY9MCEvmU\nS5JEfX09bW1t2O32pE1rlpeXKSsrixSQJROnTqeT+vp6enp6aGlpweVyCUEr2DWIyOwG+Yu/+Au+\n853vRE4g3/3udxkfH+ehhx5idnaWlpYW/uEf/gGr1UogEOCRRx6hvb2dnJwcfvjDHxrqT//pT3+a\nt771rXzgAx/YtPXXo0yxQi226GYpa4H+vOfwWMYTzk/WzLQE3k9t6C1IMTdTFy5cIC0tbdc4BMSi\nKMoaj9rFxUXC4XAkPSI2yrjbHrGNjo6iqmrSrkDxiPUojfbojfYo1YX79UaZe3p62Ldv37Z5EMdD\nF+rxblRMJhNWqxWv10tlZWXcZgK7gc7OTg4dOpRUTB993sQf/Q8rAykWZZmtGnkfjB+dzctQqbRo\nnDyeOOpqsWpkPwgTnvjHSaVbRR6D88OJ96k7WyP4EHjjNGO4x6Zw8g2ZcJzP4pGfH0b67AR6ELll\n1sXPB407DwDcZlHoa5O599OdTJqDKY/L0MzMz1bRE1jf5rBKhr4Yzer3+2lvb6epqSmpE0goFKK1\ntZWDBw/idq+/fSdPnqSpqYnZ2VnGxsZobm5O6RjXmzC0tLTgdDp33e9CcFMhIrNbyejoKH/5l3/J\nmTNncDgcfPSjH+Xpp5/m6NGj/O7v/i4PPfQQv/Vbv8VTTz3FZz/7WZ566imysrI4f/48Tz/9NJ//\n/Of54Q9/mPLyvvjFL/Lggw/yvve9z/CJYz1rI03TVlVMFxUVrRtlamcZW/gCIVM3qhS/wluVwrTZ\n/5Vx8wD3+P8Tdu1aHlhxcTH9/f07KmYTdQKL12zCarXS3d1NY2Pjjq2zETIzMxkZGVlXzBrZ/q1u\n2ao7GmyHmI13o5JKM4FgMMiZM2d2dVFdbM5s7E1Ja7vE1/+6hJ5eYxZZ4aBEhaYSffsqSRp3l6uc\nPi5zcjH5OSgUlNgXVpiIUwh2T4FC+wkZfyD5dWp+VuJuReF16dp8zJLGHYrKiRPGjs/JSTNvXbRy\nOiNI41QaPx9K3GxgPe6VFE68KaNpEplj2UzuuZrSOLdmZmqmmr5g4uP+ggr9YTgQdXW22+00NDTQ\n3d3N4cOHsdls6463WCw0NzfT0dFBc3MzTuda4RwIrOQP22w2ioqKIp6ydXV1SW9U9SYMp0+fpqmp\nCZvNJgStYMcRYnaD6JXpFosFr9dLUVERL7/8Mv/4j/8IrLgU/PEf/zGf/exneeaZZ/jjP/5jAD7y\nkY/wO7/zO2ialnJ0q7y8nMbGRn7605/Gjc6mmsunOy0YzeX7D4FmvuwaI1e9jRpGWDKtH6UdNZ/l\nOcffEgj9Fh8NOZCRIlZKXq837ol1M0nUCSy62UROTk5SqxmbzbYt67wZuFyuyHZGV8/rnaAURTG8\n/VuF0+lcY891PRi9UUlFqO+kz2wy9NSPQCDA8PBw5P96h7eenkz+7d8yeOVUGV7vxkTGqX+XKfmQ\nyuicTHWBinVG48RRY+Kx86iM+30a8/6V4yvDEqJakzjxsrHLztXXJHjLyv+zzBplUyonLmzsRsvf\n7uTgATsvXTLugWtC486gyvGea8vuas3HlYKYzdLMjM/soz+YPDcV4NnQajELkJ6eTk1NDV1dXRw+\nfDjhI36Hw8GhQ4fo6uqK24BhampqVRqC7il74cKFlOobYt0WdtqFRiAQYnYDlJSU8LnPfY49e/bg\ncDh45zvfyeHDh3G73ZETTHTHr+huYGazmczMTGZmZsjNXZv8vx5f/OIX+djHPobb7ebs2bMMDg7y\n8MMPR1rcbmUuX4Zm5wOBBn5kb2dU28N94UKCph5UKf7Ffsl0mUntTf6jpZk/DKRxm2KJdATbjEKw\n6E5I0aJVv6BHPxbfaCcwWMn3nZ6eTqmYYruJ51Hq8/loa2tblRKQqGXrTuFwOJidXT8Pez22U6jr\nbXd3iugOZ/p3rPsf62lAqqqSkZFBUVERoZCFH/1I4dvfDjM4uJINds8DPk6c3FintXBQokJRqCjT\neONlGSVsXBR7liTuMyu8hommfIXLXRIdc8YvOUNnZBrfrrBkkgj2Q8/0xo7lQpfK8st2ptONHxMu\nWaNmZq2IPjfq5EMBJxdt3nXHpgc0rizu41woNSELK3mzn4sTwM3JyYnYcDU3Nyc8vjMzM9m3b1/c\nBgwTExMcOHAg8rckSdTW1tLZ2cmVK1dWtcdeD91tYWRkhMrKyl2ZfiW4dRBidgPMzc3xzDPPMDw8\njNvt5sEHH+S5555bM53+w061G5jO1NQUnZ2dq7qCzczMMDk5yZ//+Z/T1NTE4cOHqaiowO12b8sj\nnvtC1bxpGeKSaY5XzFbKldupYohl00Tc6UtML7KoVfMJp8J7Qlb+W14WsyMjhopWUukEpreuLSsr\n29ROYLAiZnt7e3dMzCZq2RrdCS0rKyty85Senp608GOnidc4IZpUmglstVDfrotyrKWdflMCK/vJ\nbrfjcDgoLCxcFVHWo7C9vYu89FIGP/hBgPn51eeZzlPz5Oc5mJwydn5wuTSa68MMvBjCWWNHCW98\nX5x7WeL+9yi8sk6RV6oUDqhc8JpZ9m9sHi15CsPtMqcXZe69S2HcgOtenhTGMRiiY36d9IDhHDgQ\nX8zmqhbOzVZyUUtdyAKcDMO0CrlxvrqSkhJ8Pl/c1rRr1j0vb00DhnA4TCAQWJN7K0kSjY2NkQKy\nZMGW2CYMxcXFQtAKdgwhZjfAiy++SEVFRSSf7ld/9Vd5/fXXmZ+fjxRQ6Z3A4FqXsNLSUsLhMAsL\nCwk9Z0+dOsWrr75KTU0NH//4x6mpqSEnJ4ehoSEeeughvvSlL217jpKMxEP+I/yp80U0SWPEpHJF\nK+e+cBE+Uw+atNryJiT5+LTyKk/I7+Y5S5Bj5iAfPlhMwdQkewtWW8wY6YTkcDi2rYJWfzQXDAYT\n9km/XuIJmmiPUt3uKVnLVrfbzezs7K4Xs7rXbGxazG5upnE9xKYB6dsanQZkt9sjrhD6TVn0S5bl\nyL8AL78c4m/+Jp+f/SyIqsYvQPJ6NRr3LjM5lZrDRUa6RuOhML1dIY7/QgIkbq8LcZH18zPXQ5I0\n7jioMtIhoVxgw0I2P1Nlj6zx/DfMVPyWZljMmmWNOzNVjkeJ6f7nZCy/phFKYZ32WVQW+2QuLa6f\n5/rGyTzKai6jxMwuX7UyMFXNRc34/tuPxvOTMh8vjF9zXVVVRV9f36rWtOtRVlaG3++nv7+f2tpa\npqen180Fj/WUTeaOEu22YLVayc/PFx60gh1BuBlsgJMnT/KpT32K1tZWHA4Hv/7rv86RI0d49dVX\n+fCHPxwpAGtoaOC3f/u3+eY3v8np06f51re+xdNPP80///M/86Mf/WhDy/7Upz7FO9/5Tt73vvdt\n8lalxtO2Nl6znl/1XpViYq90Do88tXpiTeJN5dd5yVwceSvXF+Kz0yqHxxfjipdoj87dcEK8dOkS\nZrM5cmOyURIJmmj3CH0/bGT7Q6EQPT09HD58+LrWdTNZrwDR4/FEUkCiv/vdZPVz6tQpbrvttpS/\nh3gd3rzelYidXmzmcDgiLz0NSBeqseI1Fq9X4x//McC3vhXg7NnUUiAkGaoPFnEuQY6p261RfyBE\nd3uYxcWYbZU0at5uY2Ak9ej3oWqV0LjGwC9zS7MLNfy3gzdo7Hi+q1Kh74TM4sLKuLsfVHjdlvp6\nFLlUsuc0+gbXjrn9dxVOJYnoH7Yo9HfIeFIoVHvwU2c4l7YY+btQtdI7Vc0VxbiQPRQIcr7HwQPZ\nEv96+/otlXUP2pKSEoqKihLOU9M0Tp8+TUZGBgsLC5SXl5OZuX4BnMfjoauri5aWlpQKNXW3hfr6\netxu9w3RWltwQ5DySUOI2Q3yR3/0R/zwhz+MdFP5zne+w+joaMSaq7m5mR/84AfYbDb8fj+/9mu/\nRmdnJ9nZ2Tz99NNUVlZuaLlDQ0M8/PDDvPDCCztSQeolyJddP2VJXt1Nx6LBfYoPr+k0mnTtMDH5\nsvmK7TcJy6svHEcCEn/oT6NWNn6y3068Xi/nz5+noaEhpemjO0HFPjaOzmuObqawmWx38wRIXIAY\nLdT1l8PhoLu7m9ra2oRV2TuNboUUncYQz9LL4/FELL10oapvp15sGS/KCqT0PXV1eXjhhTB/+Zcq\nc3PGT8GNLU66z659EpSTrVG7L0RXW5jlBD6tTXdJdE0lf0xeVqhSaNFoPbZWJN77nxWOj6YmREtz\nVHL8Gt3tq6e32jXcj2hMplDUdjhPYahdZi5WnP+ShnsUeu5af33ukRXeaJVRU4wov+ueSSYODwFQ\npNjonq5mTDH+NOeuMLR2WAirMhZUrrwzRGaCU0Q4HKa1tZWampqkHSZVVaW9vR2Px8P999+f9CZt\nfn6es2fPcuTIkZTOU8vLy3R3d9Pc3Ex6evquujEV3LAIMXsz88lPfpJ3v/vdvPe9792R5b9pHuIf\nHKfifla2HGCvZYiQ7VqUYiH8bv7KvDZaaNLgoZCdxwJOMg1239lOWltbaW5ujpyco1u2Roua6Ja1\n29kJKpqzZ89SXFycMOqyUfSuX7FFZ8Aqmyt92xNdAAcGBigoKEjog7mTKIpCV1cXhYWFEfcAvcOZ\nXmwWG2WNjqjGSw0wwpkzXn7yk1l+8pNZzp3zU1TkYGGhBO/6dUYJabmzgI7ule8jL1ejpipE+8kw\nPl9q14rG91rpjhPhBMhM0zhUqnLq5zKhdaKvOUUavtsSR2dlSeOuCpWOYzI+b/zp7n1U4biyvgg1\nyxp3ZqgcP5E8R7fi8yrDyurvRkbjrqDKiR5jedhOq0LTZ9pxq1bap6uY2ICQvc8v8VqXGaLOhf+z\ndJz/rzGxSNWjoo2NjfLxgjEAACAASURBVKSlpSWc9urVq5w5c4bm5uaEDRh0JiYmuHTpUso3yLOz\nswwMDHD48GFcLpew7BJcL0LM3sxcuHCBj3/84zz//PNberJYr9+8pmm8cOQq45nxr6xWDe5TvCyb\nekHSMGs2/l77LYbl+CdatyrxWNDJx0J2TKkfu1uOLt6Gh4cj+zleJ6jYlq07ydjYGOFweMNFa+tF\nHqOFemyUdSPH4KVLl7BYLEkfj24liSy9dK/Z7Oxs3G53RLReb5Q1EefP+/nxj2f48Y9nOXt2bYHc\nvffu4fjxjR1jlVU2AuRQURqm9WSYgMHc0wONEv2e1dFZs0njjlqVM8dl5maSzy9RdLYiX8ExB2dO\nJxaRGdka6odgObR2eYnSCuJxz8MKJ0quTeuUNQ7OqrSd31hB4cc/cpmfy1lMqsaetkjAvUsSr/Wt\n/W7vtc7wfxs8ST26l5aW6Onp4ciRIwmfdvT19ZGdnc3Q0FBKDRgALl68yPz8PA0NDSml3IyPj3Pl\nyhWam5t3ZbMRwQ2FELM7wfz8PL/xG79Bb28vkiTxd3/3d9TU1PCxj32MkZERysvL+dGPfkRWVhaa\npvHYY49x9OhRnE4n3/ve92hpaUl5WZ/85Cd5z3vew3ve857rWueN9psfkxf4mvN5FGltr3Od2rBM\ngdyPT57DGq7nj8wfTLguBxQTXwykcbuyfflWiTpB6S1bTSYTHo+HmpqaXX9y9ng8DA8Pc+jQoYTT\npdpMIDrKupk5zFNTUywtLW043cYI8Sy9dE9ei8WyJjVAr8i+evUqi4uLHDhwAJPJtOEoayIuXgzw\n4x/P8JOfzNLdnTjsajZLlJVVMzyc+mlYlqGxUcJi8WK15nD8+MYbVdz2AQutZ1eeThypVZjulxg5\nn/r+iBedtZg0DhcFaDtmJZyi/de9n1E47lktOA/nKVxol5lfJ60gHhlujfCnwatJ5JtUsi5rDIxt\nTMje7lYIaRqd7zBm52ZFo2XaxJvn45/z7LLGTzJe43BdTdKnGDMzM5w7d44jR47EfcSvaRonTpzg\n7rvvxuPxcPr06aQNGHQGBgYAqKmpSWGrYHh4mKWlJQ4dOrRr6h8ENyRCzO4Ejz76KPfddx+/8Ru/\nEXk0+ZWvfIXs7Gwef/xxvva1rzE3N8eTTz7J0aNH+cY3vsHRo0c5efIkjz32GCdPnkx5WefPn+cT\nn/hEytHZeMUp8aKMqTwi1vlXaxc/t/UnnMahSdyjLLFkOkO3+gmeNSWPGL47ZOXzARfF2uZZLkWL\nt2iP0lRatmqaRmtrK0eOHNnVQhZW1vXUqVPccccdKTUTiL5R2cquX7EsLy9z8eJF6urqNm2eiVwx\ndIsrXbTa7fZI1XV0ZFX/fvV/+/v7sdlsSSvGjTA87OFnP1vihz+cobXVY2hsQ0M2PT2JHzsDFBaG\nqa6G8+fnuXp1Jb89M9OCyXSA2dmNCYvy/WDfY8O6rNFzcmPHSXR09kCxSugyXDhn7DdVuFdl5n6J\nkCoZSiuIx93/VWEyTWL5DFxdMP7bltG4y6Fw4o0V8bjnf/i5lKJwc2kqxeeCnJtNnBL0VJ2H8tGT\n63bzimZsbIzx8fG4rWnn5+e5dOlSJP8/mfiNRtM0uru7yc7OTumpj6Zp9Pf3YzKZ2L9/v7DsEmwU\nIWa3m8XFRRobGxkaGlr1o62pqeHYsWMUFRUxPj7OAw88wMDAAJ/5zGd44IEHePjhh9dMlyqPPvoo\n73//+3n3u98NrM7ljL6ob/YjYp0AYZ50vsCEaTHptIcUmQKu8mX5o/ik5IUBdg0+43fyca+TzBSf\nrG6leBsYGCA/Pz+lPLPtJrbr2ejoKFardVV+Z/SNym64sCiKEjFzN4KmaXFtvXRXjNgoayo2V4lQ\nVZWuri5KSko23I55aSnMK69M8+KLk7z00hRDQ17uvbeM48fjW2ol4447qjh5cu3353RCQwMsLy/R\n2xv/N3n33WW8/rrxY7ixUcFsXsTucHPixMY74uUWayh3QV2OyusvyaixflYpcud/UbikSLhnNc6k\nmFYQj7fdHaY13cRSCo4FsWTbVHIn/QwOX9sfDQ9O0dOY3AotB42cC2YGp5KfC3+1UOFb+2bp7e2N\n280rlgsXLuD3+zl48OCq3/nAwABut3vVcTw6OsrExETSBgyw8ltoa2ujvLw8Jfs/TdPo6ura0W6D\nghuelA8YUW64SQwNDZGXl8cnP/nJSP/sr3/960xMTEQEalFREZOTk8DqrmBwrWNYKmLW6/Vy7tw5\nmpub+fKXv8y3v/1tLl26RElJCU888UREuBQUFGzJI2IdG2beFriXX1j7mTKNJEw56DWpDGsF/KfQ\nZb5rqUBNsjp+Cb7u8PLCaQf7F+x8ti5IRfrKvdRmtqxNldzcXKampnZUzCbz49XFak5OTqR18W7F\nZDKhqusfL/HytaNdIXTRmp+fv8p7ODqnNTbKuhFkWaa+vj5iDJ9KYZ2maXR2LkTE68mTc4RCq+MA\nJ05cprZ2L2fP+g2v04ULV0hPL2NpaeXvgwcl3G4/p0/P8eabiR9zv/HGZfbvz2RwMPk+sds1WlpC\nXL06R3f3yr7PyfGSllaV0P1gPUwmjeo9YVyyyksvXJ+LhWtAwxuUGVvc2Heb6dCoTVN5+e/M1H9O\n5bRBMVtuWWbxrIXBxdXC/uqJbEyNIZQE1+AyNOi3MDifmgh/fkrG0pSxbjevWCorK+nr62N4eDiS\nxqNpGtPT02s6MJaUlOD3+1NqwCDLMv8/e28eHtldn/l+zqm9VNr3fWvtu9S71DYBE/AAAzjGxgEb\nLnHYbGLITDIw3Jl4ZnIT4HKZDHYy4YY7MHaGNcPmrR3sYLul7lZL3VJLau37vpS2UlVJtZxz7h/V\npVZJtZySV4ze5+lH6tLZquqc33nP9/d+37ehoWHXUzaS7EEQBGpra+ns7MRgMJCRkfG63YuOcIQj\nMvsawev1cu3aNR577DFOnTrFI488wte+9rWQy0ebCvaDH/yAJ554gsXFRUwmE6WlpZSXl5OZmcmd\nd97Jxz72MVV+gK81WqQ4fqHkYpVjqWCWRc1qyGUdgoJLN0nVbBVSqpd+Y+TKlLVhlUv/I5f/dyCG\nloQ1PpwwQa3F9ppF1qpFYmIiY2NjKIryug7G0aZ+BUs90+l0rK6G/h7eKtBoNNjt9gOaZY/Hs6tX\n9odGpKam7mrvXq8GrFDQ6XTU1tbS3d1NfX190OtsYWGHF15Y4YUXlnnpJStWa/hzW1HA5VpDr4/B\n7Y5uwstqdfF7v7eNx2Ngfn6T/n71FgeKAjrdPIKQjRJiWj49XaGkZJv+/jUuXgz0OV1d9dByzkZr\nq3q3DI1G4cRxLwsLTi5fkkgYFojL0mM7BCEuyZcx2BVe/Actxx+W6LRFf8035EnMXxe4vORb1zCo\nQOT01l2cifPSeSkGT5AmtOV5DU3bHq6GGIrLULD26FlVYS/mh0MSeH5Z5EOZvjSv3t5e6urqQo5D\ngiBQWVlJV1cX8/PzZGVl4XA4Qo6RwchvKOh0OhoaGrh27Zoq2cPeEAZBEEhMTCQmJuaI0B7hNceR\nzOA1wuLiIqdPn2ZychKACxcu8LWvfY3R0dHXRGYwMzODTqcjPT09YCAYGRnhgQce4Pz582+annNR\n8PDRmGl2kHmn5MCtGWNb8IRcPs2Vyf9z4/1UxawTl7vBZIRZy/IxLb955lYVuzFF4qEqNx8u8KJ9\nA9/yjRs3yMvLIzY29lVvK1SYANzyoz1smIDX692dHXgrwO8KEcx/NyYmhtjY2ABpwP4wgb2/v5ma\n5Y2NjV3boYkJB5cuLXP58gpXr1qx281MToaO6A2Fc+fyuHDBFXlB4NgxA5mZsLKyxfDwBmVlxxgY\nCH2dhcPp02VcvhxYHS0vl4mP3+Lq1XW8ob36MRhEklNKmJ8P/12IosLJE14WF51MTgZWjM99wMyF\nPvURr0nxChUZMhf/WUS5Oa1TdkpiKEs9mY0xKNQkeLn8cmA/gCAopH7exbIU/ngMokKTRuZiR/h9\nHr/TQ2fzwVmHellhpEuPwxP9OfyJbInv1Pu+lOHhYWRZpry8POw6ez1o19fXMRqNZGdnB11WlmW6\nurrIzMxUFRBjs9lUyx7AN5t4+fJlioqKKC4uPvKgPYJaHGlm3wycO3eO7373u5SVlfHoo4/icPia\nO5KTk3cbwNbW1vjGN77BM888w+OPP77bAPYnf/InXLkS3Ls1Eu6//34+9KEP8fu///uv5duJCk/q\n13nc4KsGpsgyzfIic9r5kMuvjp7kWVsdAPWWJTS5duZNwQd5rQKmX2UwPBVY7siJkfl0hYdPlrpJ\neAO895eWlnA4HKo78KMJE4iJiXlNu347OjpobGx8wxq6/K4Q+yvKflcIf4DAXleM5eVl7HY7paWl\nb1iV9TBwuSSuXrVy+fIKL788TWfnGhsbgeSsrCyJsTEBrze6IVKjESgqymVk5CCh1esFKisNWCwS\n4+NrzM8HVmCLixOYnk48IGFQg5QUAzs7pezsQGOjF7t9k/5+u+r1T51Kof1K8EhUUVQ4ccLL0pKT\nyYngsocYCxhLE1ldD3++azQKpytl+lpFNoM0rjU+JHFNhQNBceIWtlEdKyHCH5o/IdFmCr2dLJNM\n7KLC0ETkfWl1MvF/4WZ1z334lBeu3gxDiBb1MTLLNwT6Pu3GrPNdaz09PSQkJJCfnx92Xb8HraIo\nnDx5MizxjCaAAXyOJOPj4xFlD+AjyxcuXECr1e560B4R2iOowBGZfTPQ3d2962RQVFTE9773PWRZ\n5p577mF6epq8vDx++tOfkpSUhKIoPPzww5w/fx6z2cz3vve9qJth/BgeHuaTn/wkzz333JtGArwo\nPGCeYUxza3q1xr5BknYKh/Fg9cgiGflR3z2s34x7FJG5LcvGRuomS5qDVY3SbR2v/EMWSpBwBYtW\n4WMlHj5X6aYo7vU7Rb1eL93d3Qe+JzVhAnurrG9E1OPg4CAZGRmveSiBX6+8v8nOb3O1N0xgr147\nmDRAEARu3LhBfHx8gH78zcbyspP2duvNyusyXV2ruN2h9b1+nDtXwIULkZsh96O0NIHxcSNer0JC\ngobycj2yvEN/vxW7PUyJFDh3rpgLF6KzgwLIydFSX59MZ6fE4uLhGtEqK0voH7hFSPwkdnnJyUQI\nErsXzXeaaBsMLY2qLnazPuZlbiL01E3ZGQ9DGaGvJ4NWpiHFw+WX9WHdDizxCsIDsBVEOlCXIDFz\nTWQtCtuvs5/f5mKWb6xq2YHWbh0cIhimxSRxqV1EkgWe/LCHj1T6zkN/mldeXl7ExkSr1UpXVxfn\nzp3DaAxffY4mgAFgdnaWlZUV6uvrwz6Ir6yssLKyQmpqKuPj4zQ2NmI2m99SD61HeEviiMz+ruHj\nH/84d911F+9+97tf933tj2x1OBzs7OwwFq/hbxpjUfYMagZF4d3SGiuaqQMNYkm2cv7b6LmA1/Si\nzO05G8wl2VgXA0+3iuuJ/MvLocmZKCj8q1wvD1d5OJsR/Q0+HPyVx56eHlJSUnZdE14vp4hXi4WF\nBTwez6HDE/a7Qjgcjt0wgf1VVoPBoMrmKhj8+fKFhYUkJycf6lhfDebn7XR3W+nqWtn9ubnpJjU1\ngamp6GyzNBqBkpIcBgfVr+dbx0xxcRJTU076+9eQZfXDrF4vkpVVzORkZLlBWhrk5nqw290MDW3c\nrApXMTJyuGulsjKW/oEcBMFHYq0rTsbH1W9Lp4e0xgTmlgLPj6w0mWxT8FjcYKj44x0GrAdJWkWm\nzPYkTE6o9K996GC6WEucxMVWETlSx+o+ZBU6WPgjDc1bIq1BwhAiQYPMSWQudd96WHh/icQ/3XPr\n4cbj8dDR0UFlZWXYh9apqSkcDgc2m02VDZc/lrapqSki+QWfTaTb7Q7bQNbV1UVxcTFxcXHMzMxg\ntVqpq6vDYDAcEdojhMMRmX0rQZIkjh8/TnZ2Nk8//TQTExN89KMfZW1tjcbGRp588kn0ej0ul4sH\nHniAq1evkpyczI9//GMKCgpU7WNwcJA/+qM/4tlnn31NBge/zdf+ClykyNa/NCzxlH7rwPaOSV7K\nmGZJs7b7mqgIDI7/a9o3D9q8WDQSLXnrjCbYcQi+0y5BFlh8Iod1W+TpqYYUiYcq3dxV4EUbxUx7\npDABfwUyJyfndXWKeLVwOp2MjY1RU1MTcplgzWYOhwNZlndlEHtJq98V4rA2V6Hgdru5du0a1dXV\nqqpBh8XMzBZdXVa6u1d2yevycnCda2lpIpOTblUV2b0oKIhjaUnP9nbw9bRagdLSGJKSRByOHUZG\nVrHbPeh0IgUF2YyMREegAaqqUujvtxBsKE9P11JSIrC2tkl///qBv5eXpzA8nEoYY4mQ0Ovhjjty\nGByUoyKxe3Hm3QYujfpSqIwGhdq8ba6/YsS1o/58qn2nRE/8rYtcr1U4mSlz8V+is/7KLpZZ/H0B\nSRGw6BQqPDId3YeT6Ri1MrV3r3HFnhL1uvFahZwVNzemArVTeo3C1CNuEvcUs7e3tyM2Y3V0dFBd\nXc36+npID9r98MfSnjhxQpUHbV9fHxaLJagfs9vt5urVq5w5c2b3tZGRETweD+Xl5UehCkcIhyMy\n+1bCt771LTo7O7HZbDz99NPcc8893HXXXXz0ox/ls5/9LHV1dXzuc5/j7/7u7+jp6eHv//7v+dGP\nfsTPf/5zfvzjH6vez8c+9jHuvvtu7rjjDtXr7G3O2UveDhumsInEPTFTbIgH746CovAuyc6OZpyd\nmw1iKZ5k/lvvh5BDTMEl6z2czFunP9aBW4D6FRPP/TBD9fu7w+QleVbh/We83NHkJcYY2Y92f5V1\n73SYy+XazTZ/K8MfnnDy5MmwMgi/JMD/Xe+1uQpGVl+vKordbqevr4/GxsZXHQu8ve1lcHCNvr5V\n+vtXWV938dxzM1it0dlg+bxgrVHvv7k5j7Y2n/5UrxcpLTWTmCiytbXN8PAqTmdw6UBRUQJzc1pc\nruiZZXNzCW1tvmsqNVVDaanI5uYWfX2RXS2amytoa1O/r6IiDVlZHvr7rej1Omy2cpzqDRUCIIgK\nmceNJJi9rAwZWVk4nPi9+vMyfQsix9JlWIBRFdZjwXDiTyVWBAFhEibmDreNklQZ7wQk1G3TVRE5\nLnYvCowy8hhMrwTf99/+Kw9/1BB4fmxubnLjxo2gzVj+B8XTp08DPgtJp9NJVVVVRAK5sLDA/Py8\nKvLrn2HJzs4+0MQ8OTmJIAgB+l5FUejt7cVisVBUVHTkQXuEUDgis28VzM7O8olPfIKvfvWrfOtb\n3+Kpp54iNTWVxcVFtFotly5d4tFHH+X555/nPe95D48++ihnzpzB6/WSkZHBysqK6ot8cHCQBx98\nkGeeeSZg8AkX2arRaIKGCbwa0vKU1sZfmpZD/j1Vljm7p0FMWDrJE3N1YbeZa3JTlbfKDfMOyS+k\n0z2gzrhdLyqkdXiYndBj0Mo0Fq9xtmyZ26s3yUrVHypM4OrVq9TW1r4h2le1CNZstrS0hF6vDxrZ\n+mbZXIWD1WplcnKSxsZGVfuXJJmxsU1u3PCR1hs3fP/Gx20HpurPns3h4sXFqI+pvj6b7u61yAve\nREKCnsJCC+npCczN2RkZWWVnR33VsqUln9bWgzMbkVBcbCEnJ4v19S16e61Bq7ShEBurx2wuYWkp\nNImOjRWorRVYXbUxOLi575hLaG2N3uFDFBUaGmQSEhVefCGyCX84NL5XIqYcLv+LGNQySy3e/V4P\nl9xa7M7otyEICmezZK686DsGvVHB+KcSNkVdo1ODWWKsS8S2HXrft+XL/PPHD0pKVlZWmJiYoKmp\nKaAZa25ujp2dHYqLiwHfONHf34/RaNx9LRyiIb/BGsgUReHSpUtBibZf95udnU1WVtYRoT1CMByR\n2bcK7r77br7yla+wtbXFN7/5Tb7//e9z+vRpRkdHAZ/l1p133klfXx/V1dWcP3+enByf6WFxcTHt\n7e2kpKibqtrZ2eGuu+6iqqqK7e1tRkdHee9730tNTU1AZOveKuvrMXgoKHzWNEe3Nnwl7KS0Q5ww\nwQ5uftX7YZakyN6VpbHbVCTZeeaHyao7g8v02wz9ILDRRCMqnK6UeN9pLx846yU/Xf2pPTk5icFg\neFNCCUJVWRVF2f2O/cR1fX0dQRDIy8sLaLraHyrwVsL09DRbW1sB6UVer4+0Dg+vMzS0js3m4oUX\nZhgaWlNNFE0mLZmZcYyPR9eglZJiQlEMrK4edBswm7UUF1uIiVGw2exsbkrMzW3dXM+MopiDrhcO\ngiBQXZ1Hb294QhsXp6W01IzBIDMzs8H0tI26ugx6epSoiKwfJ0/mcOXKQUJaU6MhJsbF9esrYaQT\nkJ5ezdycuoq62QwNDV5mZqxMT/vGiLq6aq5fj74i79Prelha2sJSncCN8cPJAgqyZOKcCj2XNVT9\nmcyNEJXRUEi1KOS4Zbqu7tPcftFLqykymW0xSlxsF5EjRPKKgsLIw26yg4SMzczMsLq6GuBB29XV\nRUlJSYB8JxobLkVRGBgYwGAwqCK/+xvINjc3mZiYoL6+PujyfgJcUlJCWlrarvb+CEe4iaMEsLcC\nnn76adLS0mhqauKll14CwoclRBuk8MQTT9Dd3c3g4CALCwsYjUbS0tJ45ZVXuP/++7n77ruprKx8\nw8MUBAT+nSuV+zUzeMOcilc0RoxKOXdIa9xbcJlvj70n4raHt0wMb5k4XbCBcxLGicEuh6+QDrlN\nnL7Ty+Xnbp3ukizQ1qelrU/Lv/8u1BRKvO+Mlw+c8VJTFH6a19+R+3qR2WCVdIfDEVBJ91dZk5OT\nd/XK+4lqUlIS3d3d2O121Q9EbyY2N10sLup46aVFvvOdaZaWZIaH15mYsOHx3PpOzGYtGRkxUVU8\nt7e9gITZrA05zR8MVus2jY1xbG15KCqykJysR5Yllpa2mJzcoLf3oA7Vt56ThoZ41tZcUZFLRVFY\nW1vFYjFht996f3q9SFlZDPHxsLpqZ2hohc7OwA1fv75Ic/Mx2tqir+xeuTJLU1MVV6/KpKeLlJQo\nTE+v0dsbWT/g9UJi4iJzc+GbDdPToaRkh74+K21tgd+B0zmDKBZF1WjV1ORhc3OLK1d8lcraTDug\nPswBwGRQOF4gc/k5kUm3j8AahhWIIuivKUtiokOka+0gkZ58VkT4AwUlxD1ZJyickGVaL6sj4bIi\n8NN+DV88ffDcz83NZXt7m+HhYcrKynb1/zExgVIHURSpq6vbTeYK13gpCAIVFRV0dXUxNzcX0qfW\nD6PRSF1d3W4D2ezs7G5xJhi0Wi0NDQ1cvXp1N1XsrTTjdYTfHhxVZl9HfOUrX+HJJ59Eq9Wys7OD\nzWbjwx/+MM8///xrIjP4yU9+QmpqKuXl5WRkZOwu94d/+Ifce++9vPOd73wj3+4B/INmkydMVtxC\n5NOmRPKwNJBKu/tgA0EwmJBJ+IXC2rJIfbWEwyLQFyYNKFEvw/Owvhq54lKQLvO+M15+v8JDdZlC\namrg8SuKQkdHx4EpvWgRrNnM6XSiKAp6vf6ANMBfSfdXVNU0YL1RzVVq4XB4GBvbZGJic/enyyXx\nwgvTLC2pF14WFcWzsGBnezu6xqOzZ7O5eHEp7DIJCQby8izExWmRJAmr1UlmZgyvvLIQ1b4AWloK\nD6W7PXs2l+VlhfR0HU7nNkNDVlUk3GTSkpqavVvxVIuEBC3V1bE4nRa6uzcP1RB24kQtHR0H6yMl\nJZCcbKez0xo2jOHMmXIuXYosH6qqcuFwrDI5efDaq/tAMtdH1dVoGksllnoF5va7HQgKxV9SGFsL\nP1YYtQpNCTJtvwk/BjT8B4ku78FlErUKOasyvSq8awOOO0Pm4h8Fd6/Y60FrNBrZ2NigrKws6LIu\nl4vOzk5qa2sjBsF4vV46Ozs5duyYqgdjfwOZ1+ulpaUlYrV1a2uLnp4eGhoaiI2NPfKgPYIfRzKD\ntxpeeuklvvnNb/L000/zkY98hD/4gz/YbQCrra3l85//PH/7t39Lb2/vbgPYz372M37yk59Eva/+\n/n4+85nP8PTTT7+pU8nbCtxtF0lOnmfIENmQPdEuYT1fjJirZ1AXuXGiUZa49ne3bgR5mTJ5x2QG\n3CKrroPv+5TZS/sT6gfJ44USnU9oyM6WqauTqK+Xqa+XaGiQ2doaISEhIeLA7m82209Y99pc7Set\ne6us4IuEfDVa1teyuUoNVle3mZiwMTa2se/nJsvLBwlreroZj0dmbS06Anb6dCaXL0dPME+fzuby\n5SU0GoHcXAvp6Sb0egGHw83c3CZLSwcdBTQakfLyVG7cUK+fBdBqRUpKshgY2Ay7XHy8nqKiGCwW\nDXb7DhMTa5SWZnLlSvSxxJWVqQwNaZCk8MN1To6GlBSJjQ0nU1M7KAo0NWVz9erhKmMZGTHYbGU4\nnSAI0NAg4/Fs0tsb/r37kZpqxOGowBlCr1pRIaHX27l+PfR5UtGoZ2A7fFk1I1kmV6/QEYaEnvpD\niXZ96L8XJcsIMzA2Fvl6bPqAxNXqwG0VGWVcIzCn4uF6PwQUej7tpiR4ZgWyLNPZ2QlAaWlpWNuu\naGy4XC4XV69epaamRlUKYn9/P1arlZaWFlXjlp8A+0MV3ooyqCO84Tgis2817CWz4+Pju9ZcDQ0N\n/OM//iMGg4GdnR3uv/9+urq6SEpK4kc/+pHqtKn9uO+++7jvvvv4vd/7vdf4naiH1+vlWbvMxz1J\nNOqWsCQvsBKh8JJ1w8iLL1dQliVhKYBrshhyig7gxICXjhcDCapWo9BQI+GJF+ixBerQamcketrV\nV0KOx3jpPH+QAKelSZSW2mhuNtPQIFFb6yUxMTCu1W9zFawB6/WyuQoFq9XK1NSUqs7kcPB4JObm\nHMzM2JmZsTM3Z7/5+xYzM3aWlpykpxsYGIiO9NXXp9LdvRL18Zw+ncHly5EbuzIzzWRkxBATo9mV\n81y9usjOjnrJWba+WAAAIABJREFUQXp6DF6vyOpqdKQ7OzsWm03H1pavmqbVChQVxZKSokeWvSwu\n2picPEj44uL0xMYmMjcXvVXA2bMFXLwYaDum0/mcCGJiZObnnSwuBrclq60tp6cnuvfox+23H8Pj\nMTM/v8bkZPTH3dJSRGtrIPkqLpZITHTQ2akuLrjpQ0lcHTpIyLUahdNlMl2/FnFsRUge0ymkf05h\n3nbwWmnOluj8jYjLpe4+K4gKmf+nwvzNGNsyxcbcUCz2nei1oXF6mSzbFu+vMPGXfxj6duxyuXj5\n5Zc5efJkxOCUaGy4HA4H3d3dqshvR0cHcXFxuN1uqqurVWlhFxYWmJubo76+/k336j7CWwJHZPZ3\nHTdu3OBzn/scTz311Os6IPj9aPeTuL1+tP8xoZTntfFokHlP0jKrccvYglh3AWhlBeevShmb902J\nF6dLJBcpdCoa5CDndZoos/09ga0QN6fsVJnCMpkRr8jSjki+WWbhxwJulTeitHiZnTYBW4TYTYCk\nJDcVFducOLGBxSKRk2MgK0tLerpIZqaG2FhRdZjA6wG/eXowc3On08vKyg4rK9usrOywvLyD1bqD\nxyPR17fM7KyPtC4vb0c09c/KisHh2GZzM7pkqXPnsrhwIXQEcjD49LPm3cau9HQzmZlmLBYtsiyz\nseFkZmaTra3AYyksTGB52YXDETlsYC/q69Pp6VlXHWwgCJCbG0tlZSp2u+94xsbWbmp4I6OiIoXR\nUU+AZlgNtFqB7OwsHA4oLjbg9XoYGFAnVcjOjmV9PRWnU90+jUaB6moTouhieHiFpKRyxsfVPyTs\nhckkEh9fy+KiSG6uTFaWgytXnFHpjo9V6xiTE1H2PMRWFcnsTMJYv/prrvlBibY98oDkGIUCSeZq\nR/TSopbPSbQmaGgxSLRdEQOOTS3KEmXswzC3JJJmcTH+32W02uDvZ3V1ldnZWex2e1gPWj+iseFa\nX19ncHCQ48ePh9S3Op3OXbuwgYEB9Ho9x44dU/U+JyYmsNvtVFVVHXnQHuGIzL5VMTMzwwMPPMDi\n4iKiKPLpT3+aRx55hLW1Ne69914mJycpKCjgJz/5CYmJiSiKwiOPPMKzzz6L2Wzm+9//Po2NjRH3\noygK9913Hx/72Md4xzve8aqP26/v3N9F7w8T2Gvt5be58mNREjixbmbz5gCeqPHyeylzDJvXCeZp\nnrMu8usfBlp15SbLZJfIXEWDZ9/5fdbh5eL3wlcURFGhvlJGSAHzlsKFH6uXG9Snb9H9T+qth/Lz\nJRYXJ3C5Ai8Xi0UgM1NDRoZIRoaGjAwNmZm+37OzQav1oNMJaLUiOp2AXi+g04k3XxNuvub7v07n\nq+a6XBIOh8T2toTT6d3zu+//gT8lFhdnWF6WcDq1rKxsY7W6WFnZCUlyfNPFcVy7Fl5nuh/Hj6fS\n2RmdBECjEaiqSqanJ7zGVBQFsrJiSEszYTZr0OlgY2OHsbE1bDb17gEnT2Zx5UpoC7lQaGnJo7X1\n4HszmbTk58eSlGRAkjwsL28EEObm5kLa2qK3BztzJpdLlzZULZuZaSIvz4xWq+B2S/T1uaLWFQM0\nNxfR1haazBoMAjU1JjQaFzduLAfE7lZVpdPfn3QoVwWA22/PwuOJpb3djnTIIL9TdyXSPqAnMU6h\nIlnm4nkxbJxtMBgtCjEPwKpToD5LYvaqiNV6OGKVnS9T8FGFtp7DaeybUyU62kTc7lv7//a9Q/zx\nB/ODkr3+/n7S0tLQ6XQhPWj3Y2JiAofDocqGa3FxkZmZGZqamoKS39HRUcxmM1lZWSiKQldXF2lp\naWGbwfzwOyhotVpKS0uPLLt+t3FEZt+qWFhYYGFhgcbGRra2tmhqauIXv/gF3//+90lKSuLLX/4y\nX/va11hfX+frX/86zz77LI899hjPPvss7e3tPPLII7S3t6vaV19fHw899BBPPfWUqsHA30W/v8rq\ndrsPhAnExMRENQ30D9ta/o09cFqq1OCkPHWOEf1BjWLu9Sz+ue1g5nhmgq/Sek3UsHPz5iSiUHpB\nZvC6uhtFWoJMjUdiwyYwsiRic4Z/D4KgUOn1cuOiei1hS4uD1lb1Vcb4eAGDYTZkIlUwVFWZGRiY\niyr+tLIylsHBuagafJKTDYiii5UV9ccG0NycQVvbbFTrpKWZkCSF1dUdzGYtOTkWEhMNeL3beDwy\ndrvE7OwmbncgyzlxIpOOjsM0aOVF9T2Br/Hu1KlsdnYkLBYtHo+X5WU7U1MbYb8LrVakrCwzat0t\nQGVlOv39gdP2oihQXBxLWpoer9fD1NQGi4uB2nQfgVanWd2P/XIDvV6gutqIXu+mv9+KzRa68t7c\nXBWWDO+HTgf19To8HjvXr69SUXGc/v7DE5jCMi2ZNfEMvKRhffXw27ntIQkpBtr+JXoy7EdNoczm\nKGTdp3B5KzoyG6NTqNbItHceXO89Vev83/fMUlpaGvC6oii0tbVx9uxZRFEM6UG7H9HacE1OTmKz\n2aipqQm4vyiKwsWLFzl9+vTu/iRJorOzk+LiYlUNZIqi0N3dTXJyMnl5eUeE9ncXR2T2twUf/OAH\nefjhh3n44Yd56aWXyMzMZGFhgXe84x0MDQ3xmc98hne84x3cd999AJSVle0uFwmKovDRj36U+++/\nn9tvv333dVmWg3bRy7KMXh8YJBBNmEA4yArcsWGiM0hX77m4dXSJ8yxobk35WrwC4z+qZNUWvJqQ\nEitTXi7TpdXgUASOCRITfyciqYyvLLRsMfEjC4IAhSUuknNlnKKW0UUdriCm6/lpMovPCrjCGJrv\nhUajcOzYAkND6uNJGxtFrl0bVr08QEuLmdbW6Ahjc3M8bW0zUa1TV5dIT89CUPu4UNDrRYqKLAwO\nhiZvWq1IVlYMKSlGTCYNoKDTwcjI6q5nq1q0tORE/VmIokB1dQY9PcH1uomJBnJyLMTF+c5Dm83F\n3JwvlMFi0TM7G90xpqaakWV91P6zyckmYmLiSUjQEx+vYWtrm7GxtQPyiWA4fryYzs7gFmLhkJ0d\ni8ORRmGhHoPBQ3//SlgCuxexsXpiYkpZXAxfWi0o0JKTI9Hfv8za2q1tl5SkMD5eFHVl1mCApiaZ\n+fkNsrPzaLsYXQLXXpw44WHL4WQ+JQ6bI/rxL9asUJsh0/aCjwiXnJYZOa5e5lAcLyNNwmSIJDKj\nTuGXn+2gOC85oOK5ubnJ5OQkdXW3Zremp6dZW1sL8KANBlmW6e7uJj09PaINF7BbQS0pKdl9bXV1\nlcXFRaqqqgKWdbvddHZ2Ul1dTVxcEKPcffAT4IKCAjIyMt6y0eFHeF1xRGZ/GzA5Ocltt91GX18f\neXl5bGzcmkpMTExkfX2d97///Xz5y1+mpaUFgHe96118/etf5/jx4xG3b7Vaee655/j2t79NRUUF\n4+PjpKWl8YUvfGG3GWlvlfXV2EypQa9X5PZ1E94g56cOmfemLLEYu4Jd8FV0Klbj+dmPwzfAxZsU\nqislevUaKmfdXP65+jjM03oPl/93YLXVaFIoq5GJTYflbYHRBWHX+/JcgcSFJ9V/RseOSUxOjoe1\nI9qPs2d3uHhRPSHT6QSKiiSGhtRNQ4NvOr+sTKS/PzqC09KSSmvrdFTr5OTEYLdvYzbrSE01YbFo\nAYXtbTerqw7m5rbweg9W8A5LTOvq0ujqUimJuPNpOH4VRAUUkYSxZgwGDUs5r4Ag+ypxHU0wmwfv\nehHiN2EzHl58F/TWUlSUwNKSI2rdbWlpAuPjbrze0MNpYqKBvLxYYmN9ld+VFTsWi4H+/uCfVzgk\nJBgwGpNZXIzc1CUIUFRkISkJHA4nKSkpvPJK9L61AMeP59LZedAOzmwWqK3VsrW1yY0boc/B5uY6\n2trUXc9xcT7LrsFBK+s3N5mSYmB7pxJHlES0qkpCkR309/su3JZ7Y2gdiy5mt6lEYq5HYHE+kIjW\nfFWmdzMyoT2TKtF9SWQ7QpPYtx7YpjHxCsXFxaSm+uwNRkZGiI2NJSMjMPZ7aGgIIKRVlx9+G66S\nkpKwHrRwq4KakpJCbm4uANevXyc/Pz9o45m/gayxsVGV/7mfAFdWVpKUlHQUqvC7hyMy+1aH3W7n\n9ttv56tf/Sp33XUXCQkJQcns+973Pr7yla8EkNlvfOMbNDU1Hdjm9evXeeyxxxgcHMThcJCcnExZ\nWRldXV3ceeedfOADH6CgoOB1J63h8FW7nse2Q2u3UjQebkubY8i4jiwIxL1cSPuN8N24AGatl4p8\nB3P/YmBxJXyXrR+xBgVzu8LSTOibS2KSQkmNjDYeFmwCmhEYva6+utLSYg+qrwx5TLECFsscCwvq\nO8ELCgwsLi5HFSKQlWXEZlsL0DpGgkYjUF5u5saNg5rW2FgdGRlmEhL0GAwiiqLgdLpZX98mLc3I\nlSvREVOAU6eyaG+PTgIQH28gNjZIxXQfcTXaM9iJnQ8cKv2j2/7XZGDvJePWwVMfgN5aGhp8LgzR\n6kNbWgpobfWR7qysGLKzYzAaRZxOnz3YfrlAsPWiQU1NBjdueILKIAoKYsjONuLxuBkdXT1gkXb8\neCmdnYeTKpw8WcOVK75zrLRUR0qKh76+ZWy2yA8AcXEGdLo6VsO4k/mCGDx0d68GhEz40XLuoDtC\nKOTny6SlbtPREVg1j0sSoCZBVXU2KU6hJF6m/aXgY+zxuyQ6s0KPvyatQr1B5pJKx5XjRRLP//tN\nuru7qampIS4ujosXL3Ly5MkDzgR+D9rExETy8sIHXERjw+WvoBYVFZGQkEBHRwdnzpwJSTo3NjYY\nGBgI20C2F06nk66uLurr64mLizvyoP3dwhGZfSvD4/Hw/ve/n/e85z386Z/+KRAoHziszGBxcZG5\nuTlKS0sDBqDe3l6+8IUv8Ktf/epNf6p1KHBqzcx0hCjaMt0mOXETePQCl56oxiOpzTf3IrVBTAb0\nr2nYjCALOJEh0fEP6sl9TYWE3mnHZNKiKFq2tjQsLYksLQV/PzqdQl7eHGNj6vWmdXUi169HJzdo\nbo6JWjpw6lQC7e3qKq0JCXqSkw1kZxtRFDeKIuN2e9ncdLG0ZGdjI3zV79y5bC5cmIrq+MxmLVlZ\nsYyORlFBvvNpOHHtZmVVJGP2NhQUlnJfPkhSX82lYIuFv/kiyBoKPzjBROEvAiu3OdO3yLMswEQB\nQuoaStwmhp0k8kfvwmjU0pv+I5TYjYCKbyScOlVAe3v0hLalpZjW1nVyc83k5pqQJA/j42usrIR/\ncIqPN6DXp7GyEp07BUBpaTwZGXksLGwwMhI9IT5z5hiXLiUdeL2oSCA9fZuOjtWwMx8mk0hcfG3I\n6xMgOVmhvHyHy5e2Q8oa1FRnT5VJjFwRWQvTJCaICrl/rjBtP3g86YZtLFY9Y1PRFRs6vuYkL8Hn\nJV1RUbGrjw0GvwdtQUEBaWlpYbcbjQetv4KanJyMXq+nsDB8+M3S0hJTU1McP35cVd/F5uYmN27c\noKmpCbPZfERof3dwRGbfqlAUhU984hMkJSXxN3/zN7uv/9mf/RnJycm7DWBra2t84xvf4JlnnuHx\nxx/fbQD7kz/5E65cuRL1Pu+55x4++clPctttt73WbylqPOfScK9NXcRus3GBhA2FZ16KrN/y49SK\nRPvTGrRahdoGGX0y9FlF7CHsuE54JTqeU38DaWlw0vrrwMqfxSKQlaVFp3MRFxeLLOtZW9MwNyeS\nmysxMjIRVdNVc7Obtjb1U/qC4CPB3d3RpU2dPWtheHiFxEQdiYm+8ABQ8Hi8OJ1uNjZ2WFlxBvix\nNjamcu1adBVTURSorU2muzu6bv6cnFi2ttxsbrqgpidgul/z0rtITolho+kZ3MY1RMmArHEdJK0K\n8Hq6oO0nxrIAghKePHt9+mC0cuAy/vVXkiF19RYZ7myC594PgNmsIyMjmfHxyOQwPt5AQUEssbE6\nPB4vWq2RtrboG+VqatLp6yNiBVoUobw8lqQkkeXlTYaH1zh1qpD29sPfOiorT+w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ppbU1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\n1Rr4eKFSKxz4uIiwU+DUsIis+K+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -901,9 +904,8 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 29, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -911,7 +913,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(31L, 2L)\n", + "(31, 2)\n", "Solved Powell's method with 855 function evaluations.\n" ] } @@ -920,22 +922,20 @@ "xi = [x0]\n", "result = minimize(rosen, x0, method=\"powell\", callback=xi.append)\n", "xi = np.asarray(xi)\n", - "print xi.shape\n", - "print \"Solved Powell's method with {} function evaluations.\".format(result.nfev)" + "print(xi.shape)\n", + "print(\"Solved Powell's method with {} function evaluations.\".format(result.nfev))" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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2L6n9Z0ei1BGnT59m4pTJhB1aWMBerv8Ax9efolEusWqzyszsepR6PR5RVapKtsmsbr+S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\n4JgH9qlwvBPooWixoEgmAVrdiT6+CKKaFy1QTV8Iu9pC2L3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twB1m8FStYMcSeL87dJoC\ndfoT9nVFSnzxGtHdOgRs7kpK5tT1/dFvfAFdLdi7ZmUaBa8lqqKfz82kxjxSjT/n/RLweZIfTqcT\np9MZVNLKlK8yaUsul4vMzEzi4uJ8qh3FKEYQFGdWLzQOHz7MvHnzGDJkiC9zc6mMAoQQjBo1qtDs\nqhAiYHY1lO+7ydsMJQUVaAo2NjaWSW++TuyZJHh4E2z6HfFYPdgboHijy1B4cyN4nTC1MqR8lSt/\nlR9X3EBWny0sPVqe1u1u5L7BQ30Fb1Zh1SggLCwMrXWewq5/yu/eH0Up/rpU1qKmQoGZaXY6nQWk\noExnKdNa1JSCMh9ckZGRF+28msUeLpcrj1atVSQnJzN69KvUqtWQG264lX//ezsnTtxDZuYbeDy3\nA1XJe29ti5SlkXKKha2fRojpwACEeA2D21oeIWpT9EAVYChKLQOuR+tItF6K9UAVoAJCXgvqDvA2\nRetGKLW1iMeSjvKWgcz1EPVJ0QJV17dgvx5Ub5RaDVREiIbIox8E76M1cvfj6IPvQ8UVwQNVAJmA\njKwBm76B9OPwQXu48jbrgerBX2HRAKj1UW6gClDtKdSODZCRlre91sjx/0KcPol+fJm1fRzaDB/c\nCq3egDrGPrwx9XAt+DNgc5WaxpmuQ9C9BlsLVJVCPtYX4dLoZ/NazsrqTVm9erWlGbnCJK201rhc\nrjw1E6aklTlLU6wQUIyiojhYPQ88/vjjTJgwIc+bZWFGAVWq5BYIXAijgJYtW5Kens7evXsDrg8P\nD/c9pIvi+36+UlC33XYbtSolIPYsRI3Yhb76FnihLfKn1yF/sFWlDtz/AUgNy0Ygv2sMJ9YH3nBY\nNKrdBxCRwMw5W2jTriu9et/J+vW57f0LcYJJQZlT92a2LZA+qSkwfzkhkJNVqKn7QPqkgQJTU6c0\n0NS9qaeaXwoqMzOT9PR0HA4HQghfpXB4eHgBKSh/fdJ/QmIrNjYWh8MRMtg/e/Yss2bN4qGHhlGp\n0pU0b96Sd99N4ujRgWRljcPt7otRxBR8DEoNRamFwO4Aaz3ASqR8BrgHIZYA/dH6E+AJ4CmU+hXY\nU4QRHjacrLgv57iqofXHQIDZjEKRhFapoLcBr4D+gqI9In4DGiDlfqQsh+CYtW7ag8x+HLIeBD0F\nyHWM0t43UIc+M15oC/RTyB33o49+ja60DiILURjIgYq6D7HqY8RHHRAlG0DH/BzfIDj8OyzoAzUm\nQaW7866LKIeMqwBr8tKU5IwJ6JX/QT29OrTWKcDpfTDpBqj/ADTN1WvVNfrhnLe0QHPt9ZJ621Ao\nfyW8FMBlKwDkm0+ht25EjV1XgJaReWUzkrYlk5GRYemlOJiklcvlwmazFciemsobZuHV5XZ/Lcbl\njeJg9W9i7ty5lCtXjsaNGwf90V1MowCz/6hRo5g4cSLLly9n8uTJvPHGG75Awrwh+IucXwopKCEE\nH7w9nsilr0DWGbj1A7j3N/jPB4hnW8KJfXk7tB+EqFgDEruiIhrDzPbIRXdB5vGCGw+Lgo6fgD6A\nM3ErSzbfyC233kP7jrcwf/587Ha772YYyigg2LhNHuaF5PyeD/yL2LTWPommYHzSQFJQf5dPakpO\nZWRk+PikXq/Xxyf1txYNDw9HKfWP6b4WBv8MsH9WJzs7m2XLlvHCCy/RuHFrrrqqJg8+OI6vvz7L\nuXN3oHU4Llc9oDqFBah5UQFoipRvYUzxAxxGiM+APkj5DkolAO+h1JtAe3JvxRWBxkg5gdAsrG1I\nORK4B633AxOBLxHiCIbgv1UcRMqhwN3A1UBdpCzKrE8aUv4LGADcjVJzUd7H0Y5xoF2Fd1WnkVkd\nwPk96A1A/uxgJ6StBJz8IV8/D3LbQPTJuejKSRBR3dqhxt+DTj8OKhzdzaLV89HlML8nXD0WqjwQ\nsImKbI9tsZ/A/4rZqC9eRT8yH0pUCL2P9JOIie3gis7Q/q286+oMwn3oKN7TqXkW2599C3fKQbzT\nCgaygSBmfIL+8XP0q39CdEGKiq7enFUbk3yi/qGyn8EkrVwuV1C1AJOWVhywFqOoKLZb/ZtYuXIl\ns2fPZt68eTidTtLT0xk0aBDly5fn+PHjVKhQ4YIbBZw8eZKNGzeSnJyc589ut7N9+3bq1KlDnTp1\n8rg1mWLzVqRGLiQaNGhA/z69mLHkBbJv+QiqtkY9cQgxozc8cQ0M+Td0uNcopBICPXQyvNAWWm2H\nmq/Aln7wZQ1Ey5fQjUaAza9o4MruiPJN4Oy/0GXn4Ih7mE0HZjD4gdFUKBfJi8+PoGfPnufFiwoL\nCyswlXWxYYVPCvgsTs3xBeOTWpGCCsYn9eeSRkREWOKTmtN82dnZ58UPvViIiIjA4/Gwbt06Vq1a\nxezZC9m8eR0REZXIyqqO19seuAe3258TfBMGl/RNoCiyYfeh9ZPAB0i5E6X2IURVtH4EpZqE6DsU\nrYcCS4EO+dYpYBVSTkWpgyh1LfApWufKY2ndDSFeReu2FH6LT0XKf6PUT2jdEINrWxo4hlJ3AzuB\nWiGOdT5wP1A+57MZmHVHygko99cQEcTH3rMRMrsCNVBqH8GK0pRrEPLgRFTFHPtVlY3863Z0+mZ0\npa0QZtG5y30QcbQj2muDyp2sFXwdXwXzukG1l6Dq8ODtqj2Nd10LcGXDwRR47U7o92+4uhBaggmn\nHfH2DRBfHboFcLSKiCGsZHmy/1hDTB/DSMHxw3zSP/oG/f06sPJbW/U7etwT8NQvULFG4DZXN2XH\nlk0+Yxm73U58fHzIhEt8fDzp6emYttYej4e4uMB8bTPA9Z+RKZa0KoYVFBdYXQAsXbqUiRMnMmfO\nHEaOHEliYiLPPPMM48aNIy0tLU+B1dq1a30FVrt37y7Sj/Tzzz9nxowZ1K1bl7p161KnTh3q1q1L\nUlISP/74I5MmTSrQR2tNVlZWHmH5S4XU1FQaNG6BfeACqOQnsbX1R8Ts+xF12+SRuJIfDIakLagW\nOdP6pxYgk+9HC4Xu8AlcdUvuNs7uhBnXQrmVEJmzba3A8R9iXWOIizrFc6MeY+DAAX8rUPcvHLrQ\nOp2htFj9dUfzS0CZWU//4woVlAbyujeF8gPJQZ2vxJbdbic6Ovq8CsEuFJxOJ5s3b2bt2rV8991M\nUlJSsNni8Hhqkp1dE6hJqOlyKccCdXICuFA4DWxGynUotRsIB64D7sFfQD805gLzMCStIgEXsBAh\nvgCy0LoNMJjAAZ5Cyn+h1GPAHQHWOxHiC7T+CCmvQKkXya/PKsQTCFERpQp6xhs4i5QjcoqvHgH+\nFaDNZIRtBjp+H4h816jrS8h8GCPQfSfIPnKPF1tZaLYcYmohk26BzP2oykkgE0L0NTexAY51Roh2\naDEExF1w36nCXapOrofZHeGKp+Hql0LuQq6tiHpkHHz0NDQeAHe8G/q4PC7kuzdBWipqQFLwAHpW\nD+I7RlNi8hjc23ZxsmUf9OhP4dY7Q+9jTzL0bQn9XoPujxXaNHb41ayc/wu1atXCbrcjpbRUpGtK\nWpm/+WDBqgmllE/aqljSqhj5UKyzerGwdOlS3nrrLWbPnk1qauolNwpQStGxY0c+/fRTKlWqVGD9\nPyko//nnU3jhgx/JvHdZXqOArDTkVzejUnfDiG+g8c2QfhoevhrqToMKt+W23fUq4uAkRPkmqPYf\nQanaAMgVT0HKHFT5HXl3qjVk/0msayxh3k08PuIRhgy5j4QEiw+2HJxv9X1h+qShgtLC9ElNaafY\n2FgftzaYaH5+fVL/wPRiPRw8Hg9ZWVnExsZe0hckrTUHDhxg7dq1LF++iuXLV7Fv306ioyvhclUm\nOzsGY3r8SYzpdqs4jZFZfYKCmUYF7EGIzcA6tD6HzZaI11sX6ICUnwOVcgLHokHKx9C6ExCP1t8g\nZRRKdQNuIzSDawnwOUZ2NjZnmRf4BRiPlDEo9QSGo1YgnMaY1l8G5FfemAM8hJSVUOpToGyQbSiE\nvB4dPRkiDHc/tBuZPQLl/Ar0VOD2EOMwIOSNiHKl0Y4DiOxzqEqbrZkLAGTOheN3gG0ohI83tqfK\noztNgWq3BO5zejP80g4qD4cawYXy82BTV0hdiKzTATXi99DtlUJO7g971qIG7TAoTsGQ8h22pMco\nv20eJ665Be91PeC1T4O3N5F6Cm5tBA27wdDCHbwA4t7py3v3dWPgwIForUlPT/cVR4WCy+XCbrcT\nGxtrKUFgBrgmJS2/mkgx/mdRHKz+N2P27NksWrSIMWMK2h1e6uyqf/Dkdrtp3f4m9jYcBY0GFGy8\n/C34Y7RP4kr8PgXx/Ruo647kzTJ47LBlIJz5DdngflSLV0HYYFo1iH0dEh4OfDDZSUS73kQ4FjJk\nyH08OvwhHzUjFKwE+YGm7s1sJhA0CM3v5OS/rLB9mYFodna2b/smNzd/ptTMkv4TGQuXy0V2dvZF\nFeQ/c+YMW7duZe3adfz++59s3rwej0dgs1XDbq+IUalfmbzZx28R4jhaP4Ohh2oVsxBiM1qPxSiS\n2oqUG1AqCSHCgPJo3Qwj+PN/6KYDr2MYBTSyuC83sAUhZqH1XqQsg1KDgLZFOF6Q8hG07o7WI4A/\nMSxdM9D6X4AVK85nkDIepWbm/P80Ug5HqcXAYxgc11AYiwjbgI7bDPoUIutWhPcwSi0nfza3cMwD\neiCj66Mqbiw8I+oHkf4++tQzEPYehPllf7PvRFY9h+oaQGz/zFb4pQ1U+BfUeqvg+kDwpMP668Cx\nE97LhLAQL7haI79/FL32e/SgZIgqXEcX5UF8EkdEw9p4smx4fwphjQuQ7UQMuB6IQb+63No4fnqD\n7o6N/PjtN4AhgZienk5sbGxISpQZfAohgkpa5Ye/pFVUVFRxwFoMKA5WLz4OHTrE3XffzcmTJxFC\n8MADD/Doo4+SmppK//79OXDgQIFs69ixY5kyZQo2m4333nuPzp3z2yBag1KKtm3b8uWXXwYMxs7X\nRjQQAmUOzWX+wdO6deu4fdADOB5JhsgA00Op+5BfdUZrN/rJ7xHv3ImO6gF1C9IayNiK/Ks/ynkE\nrp8AtmjEssfQFY6BLORm6t5LpHMCOuNb6tevx1NPDqNTp04+D+tg48vMzCQ2NjboeAPpkwayFgXy\nTLEXxVo0GJ/U7XYTHh5OZGTkBacqXAg4HA6UUuftuqW15tixY2zZsoWkpCRWrFjPX3/9xalTh9Fa\nEh5+PW53FYzgtCSFF0IppHwTaJWTpbQCN3AI+BSDt3oOKRNQqipGcVSo4p4FwJ/AuwSnAniBrdhs\nf+L1rkXKaJS6GoNXWgqlXrF4rP5IBl5GiHrATrTuCTyI9braNIyCp0UYlq4PI2W1nGxqiODKBxdC\nXIeOegWyxyCog1a/UTTThG+BB4zjTnwBSj0duotWyLOPo9K+gLBZYOuQd706AJ7acPcRiPJz2ju7\nA35uDeUGQO1CJLP84TqD2NQB4QEtjqEf/glqtS+0i1jwJswfhx6wEUpYCNq1RnxRFmED9dtBKOS+\nZbaXj/WDLRtR7+ywqEZwCJ5uSuXSpdiTssW32AxC4+PjCw0mTW1VrTUejyck39WEqdlqStldjvey\nYlxSFAerFxvHjx/n+PHjXHvttdjtdpo2bcovv/zC1KlTL4lRwPfff8+aNWsYPXp0gXXnw8EMZS0a\nTDTfHzd1u5V1p2NQvadBbJCCiNmPwOYvoG4bSF4J1++ByCBZ0CNfIXY9CdFl0PajENkNynwTejCu\nZDjalMiIymh9gtat23HHHd3p0qULiYmJBcbqdrt9U+3nM3Uf7LwG8roPxCcNZC3q9XqDCvJfDjAz\n+v7i4KHg8XjYtWsXSUlJbNy4mdWrN5KSsg2vVxMRUZmsrDJ4POUxpvFjEOKdnCAsVNGSP44AHwOP\nYgS4+eHEEOffgxApKHUEIaLROhZjenwwhjOUdUg5BmiMUvf4LVVAMlKuQKlVCBGB1tWALsCVOW0c\nwIvACKCVxb1lAUsRYg5an8TQb51O0TizJp4CtmM8Cp7CoAYUBS6gF0awOwIYX4S+GUj5AFrPy8lo\nu8E2Bq48AqKQ6105kKf6obPWocNWGMYCASBVLVTzYXDNo8aCc7thZiso3RPqfW7tELOPITa0RVAG\nVWElnOiCbHoV6s5PgvdZ9QV8Oxx6L4YKzS3tRq5+GbVmLKJDV/RHs0K3f+9l9PQP0e/sgHgLLxYZ\nZxAjm0GpOoQdWMbpE8fyTOWbGdCEhISAs3Naa9LS0nwZVbvdjhDCR1UKhaysLF9hVlRUVDF/9X8b\nxcHqpUavXr0YNmwYw4YNY+nSpT6lgA4dOpCSksLYsWORUvLMM88A0KVLF0aPHk2rVlYfSnnh9Xpp\n06YNM2bMoHTpgjcoc+o4EJ/ISiV6KPeqwrB3716atLweRRj0/BAaDsjLYTVxcBVyRm/UueNQuiW0\nXB18o0pB8nA4Og2UG8rOhZibQh6LTHsG0meivH8AvxIbOwu3+w/q1GlE374306VLF664Itfn25Rj\nyh+gWglKQ/FJA3ndF4VP6na7cTgcxMXFXZYZCaUUmZmZPqksE16vl3379pGSkkJycjIbNvzFqlUr\nOXv2DNHRiUAFMjPLoHUFjMA0nsD3sC0YPMzHsZ7tA2NaPwWtnwOygT1IuRutd6D1aQwnqNIYBVhN\nMTK2AP9BiC1o/TxG4ZNVHAfeAl4CvEj5J0qtQAiJ1lWBzjn7CoTfcv4+o3BFgj1I+R+UWo6UJVCq\nDdAaI9h9BwitQ5qL/TmKA6aY/ftAxyL0B1iCEC/l+HxkYPCFrQVnsBa4LSeD/QMmL1baGqLKfghx\nQbiunpOI450RniyUbX3hBVjucYj4L9B3pED6fpjZAkp2hvpfWztExwHEhuvBVhddfoFBW8pcCGn9\nYdJpkAFoJlvnwyd9oMt3UL27pd3Ita+j101E13sPdj4C69OgMDrX7Onw8kPw+iqoZuE7d2Yinr8e\nQQzq/pXEf9qYuV++S8uWefnMpplIQkJCgfuTaTxi1gUUle+qtcZuNyxl4+LiiIyMLA5Y/3dRHKxe\nSuzfv5/27duzdetWqlatytmzZwHjR1m6dGnOnj3L8OHDadWqFXfeaVR0DhkyhK5du3L77daKDgLh\nq6++Ijk5mWeffbbAOqWUj7tq/t//L1B29EJaYE56+z1eHfs2Gi+iSlPUbVOh5BUFG3o8MKM3pMyD\nKx6E2uMgLD74hp3HYX1nsO9BRjVCxT8FMbcGz76oTDh8NXhHYGR7wMhG/U509GyUmk+VKlXp1687\nPXt2p1q1akRERBRKoQgkBWV+zm8teqH5pPkLri4nuN1udu3axebNm9m3bx8bN25j+/Zkjh7dT2Rk\nSWy2cjgcpXG7EzGm2xcAD2FIIVmD4QKVjtaPEJqH6gKOYmRXF2DcFz05QVEZoC5Gljb4d23op9ZE\nqf5B2+RFBrALmAWkIUQMcEVO8ZQ122ApXwOao9SQfGscwDKEmI3WpxGiOlr3Ia/r1DSEOIDW0whN\nAdiFlJNRaj1C1EXrh4CZOf1nY01rdj9SvozWf6F1fwyzgpeQUqDUbyH6epFyLEqNxVBQeDnf+tHI\nqLWoKhsKdnXtgKMdEdRE25aElqZSLvAmQufvYOkQiL8eGvxQeB8TmTtgQ1tEZBt0+Zl5VomjZQJT\nAfatgbc7Qdu34Zr7Le1GbpiAXv0auuUfULIJ4o/S6Cm/QsMWgTtsXAmDb4JhX0Gr3qF34HEjX78Z\nTh5DDdsGUhL5n4d5rdfVPProo3mamjMlSqkCXPSMjAyflrMJpRTp6ek+Pe9QMANc01SkWNLqfxbF\nweqlgt1up3379rz44ov06tWLUqVK+YJVgNKlS5OamhowWO3WrRu9e1u4yQSBx+PhuuuuY9q0aRw5\ncoQdO3bQunVrqlSp4svmAXkCp4tdHW7C5XLRqNn1HKnyMmLv5+jTqxFd3kQ3fzjwg2Xxq7BsAmiJ\nqPkS+opHwBYkiHCnwR9Xgqc+0rYXpV2IEsPQcQ9BWIDK78xfEKfvRatdFPRw9wAriIiYTVjYHBIS\nIrn11i7ccktn2rRp49MhzB+Y5tcn9T+3FxNaaxwOB5DrKnMp4fV6OXToEHv27GHv3r2kpOxi69Yd\nbNmyBbv9DDExZRGiHFlZpfB6ywDlMDJlgXiLPyHEQbQehiH7ZAUepJwEtEAp/8x6bmBqsx1EqQNo\nfQ4hYhAiHqVKYgSRA7EaNBpIxchUDsYIbvPDiZHlTEHrbWidlhMMlwOOGBxObaXAyR/HMKbQx2MU\nJu3NyaIuy8miXg90I7CuqgchnkLrh4Fg2bytSPkZSm0DGmJwW0v69X8ArV/DoCgEQyZSvo9S0xGi\nCVqPJlcWLAPog6FO0DRI/0MI0RfYh9ZTg7RzgrwGKi2GqGa5ix3L4FgPkL0h3KIrFYC7NXjWIsp2\nQzeaY61PRhJs6AgxPaFcgH0duwnZ9Oq8VIDjO2BcC2j4OFw32tJuxKZ30StfhBaLoJSR5RSrWsAd\n3dDDA2zj0F64rQl0fwr6vBB6B0oh3xkA21ehHt0JETn31k1f0Tl7FrN/mF6gi5kB9Ze0MmWoSpYs\nWeDeY/Jd4+LiLKmqmAFuVFRUsaTV/y6Kg9VLAbfbTffu3enatSsjRhhZuzp16vDHH3/4jAI6duxI\nSkoK48aNA2DUqFGAQQN45ZVXCky/BINZeJKcnOybTk1OTmbjxo24XC5q1KhBzZo1GT58OA0bNvSR\n3x0Oxz+WhVu8eDEDBz9O1s3b4NgixNohULoaus/XULZ23saebMSkGmhPY6R3C0plQq2xUPnewNXA\nh6cikp9Ge44DPyNtr6PUTmyxnfHGPQFR7XKpB1ojT3ZCOyLQ+udCjlgDm7DZZqP1Z2h9jkqVatCg\nQX1atryGa665hoYNG1KpUqV/dBrefIjkz25cKDgcDnbv3s3x48fZs2cPyck72b59J/v27ePkySNE\nRpYgLKwMLldJnM4SQCLGufsRI7MWiBsaCAop3wWqo9StRTjCvcBXQAdsttM5gWmaX2BaDmOavQ55\ns6YrgcUYclZFkTZbAizHmGIPB/YjxE6E2IpSx3Oq6MticFsbkxuYm3zZEeTyUq3iU+AEQoSj9SmE\nuAqt+1rczgpgBoZuqzlLYVzbUn6KUnsxMsr3U/DlDYzs6m9ovZiCLxEaQxf2tZzA+WUCmwm8gJTh\nGFa0+fETcB9CNMvJABdSgCXuRsYnoMrlZEEzpsPJB8D2IoSPCt4vP7xLwNUDhBs6nAv+IuyPtFWw\n6WaI/xeUeTtwm8wFkHZHLhXg7BF4owlU6wE3hZaPAhBJH6KXPwPN50Nim9wVu99Eqm9Qs5PydkhP\nQ/RqjL6qJTwewFggP7RGTh2BXj4DPWxb3jqCM7spNb0jxw4EsgvOzYCabnjmzE4wbVW3243dbg/K\nd80Pf0kr06K1GP9TKA5WLza01txzzz0kJiby9tu5N7KLZRSgtaZ27dpUrFjRZxBQt25dqlevzh13\n3MHcuXN9lez+cDqdmHaZ/wRu7zeIJSeuxdNgNHhcsHIgHJ2PbD8K1W4U2PxuTrsWwDd9odpByPge\nefZltAhD13kLKvTJKzauFWJVM/S5+iC+yll2CHgCIX8HWwl0wpMQd7fBZXPvgSMNQc/HGpduJXAr\n8CqQRnj4HqKj9+Jy7cRmE9SqVZ/mza+hSZOGNGjQgLp1615SJydTkL+oBVdut5ujR49y+PBh39+e\nPQfYu/cghw8f5uTJYzidmSilkTKS8PCGfgFp6Zy/wA8UKZei9aocNyerD52zGBzJPhTsr+P8AAAg\nAElEQVTMXHoxipyOI8QJpDyM13scg3cajpEVrwXUo2BgGhhCTEEIjVI5FechkYmhDvA9Bu0gCyGi\ngUS0rotxLRX83eViFkLsQOuXKPycaIxs41/AxpxiKYkRdD9OUQ0IpXwJaJmj+boaKT9F66No3RJD\n1L/wcyXlQ2j9EFoP8lu6HSlfQOtDaD0EQwM2GMzs6nKMAB6MbOwwlPoJeAUjyx0Kh0C0hWq7kfYp\nqNTxYPsCwizSp7RGqPFo16vAi8jw91G1x0OFEPtO/R2SekHC05BYuEmAjwpQpRFiTDOIq4XuNc/S\n4Ymtk9F/jICms6HsDXlXutJgcXn48xiUzOFou93Ie26Acw7Um+st7UP+PBY9czz64Y1QOp8agdZE\njS/H1o2rqVKlSsD+/pJWDoeDmJiYQoNKs+LfqqSVGeAWS1r9T6I4WL3Y+PPPP2nXrh0NGzb0BZxj\nx46lRYsWl9wo4P333yczM5OhQ4cWWGd6OZ+vpNDfxaFDh2jWsi2OG9dDfM6N8uQK5Ir+6KgYdL9v\noXLuFKD8shv6qAtd5TejqCp1PCLtLYhMRNd5G8p0yc2Ypm+G1deDdzMIv4IVrYD3kGHvo7zHkAl3\noOJGILK+Q6RPR3m3Wzp2KYcAG1HqC7+lGjiDMaW8m9jYvUi5G4fjIOXKVSUqKpIWLZpSuXJZEhNL\nU6pUKRITEylVqhSlSxv/L1Wq1AV5eXC5XJw4cQKXy0VaWhqpqamcPXuW1NRUUlNTOX78NCdOnObU\nqdOkpKSglIfMzHNERZUkLKw0WifgcMTh8cRjTAOXyPk3FqNI6EPgLkLLNZlQSPk5WtvQOojtZkCs\nxeCU9gbOYLMdQ6kjOdnSSKSMxeuNw9BRrY7B0bQh5WdADIbblNVr24UQk4C2aN2hwDojG3oIm20/\nXu8BwJGTOY3HOCc3UtAWtTAopJwIXItS+QOsbCAFKZNQakvOZV0GrRthqAHsB6ZhaLcGE+MPhn3A\nmwhRFjiH1u2AQVh/iVhOrtGAGyknotQcDP3XZ7EmR/UcUsai1DxgI0LchhCRKPU9RTFqEPImtDyH\n0HZ02CKQFtUgdAbSexfasyJnRqUVMBJZ4k9U83XB+52aA1sHQKk3oKQFg4djNyEbVkIf247I1qh+\na63Zu26fBosfgSY/QbnAzwK58krUC+OhWz8jQ/r8EFi+CPXebggP/R2I3z9HTxkB9y2BKs0Cton/\nrgcfPzOg0PoJMwMKBKQA5IdZ8V8saVWMECgOVv+X4HA4aNeuHfPmzQuY3XM4HISFhV30KRb/wiP/\nzxMmvs2HP6fguO6X3MZKwdqHYf/XyJYPojq9DhExcPYAvFsPKi6A2Da5bU+NQmR8hoitjqr9DpQ2\n1sntD8HRlSjPlgBHBOiNCPk0Wq9BRFRDZ28HXgCeszCiMxj8xseAIO43PriAAwjxHFpL4DrCwzOJ\niMjEZssE7GidjtudgcuVQXh4JHFxJUlIKIndnkH58hXQ2uDFGtxYL16v8n3O5cx6cTqzyc524PE4\nCQ+PJDw8HpstFiNwi8HjiSI7OxKtYzB4hDFIuRKt09B6OFYF8oVYAfyekym1GlxnYGiMdsKoTveH\nwsikngJOYbMdR+tjKJWKcc+yIUQptC6PwdUMZY+ajRDvIUQblCqKiP4B4AsMXVEHNtsBlNqP1meR\nMhaIR6lKGJne6uRmNbcCMzFksIoSPJ7AyB4Px3gh2IqUm1BqX04gXBnDprV2gZ5GJtiFUs8SOiB3\nA39hs63A6/0rp3008AnWg9RcGBarVTEsZaug1KsYLwxWkY6RXR0CTAb6A2OLeBTrMfjCZyEyOag0\nVQGoHQh3V6PqXS0hl5ObBbZK0Hwd/8feeYfHUZ3f/3PvqMuyZLnKveBCC8XU0EwIGNNLDIRA6Dh0\n8iUBDCFAAgRCCR3TezHVdNtgDAYDptjG2Lj3bsuyra7Vzn1/f7yz0kq7qx0RkgA/nefZR9JqZufu\n7MzOmfee9xzabZe43rrnYe450PFeaH96uG1Vvg3rjsB23AZ3ytxwIQbzn4f3zoGdX4BuLTgFfDUS\nb7cs/NuexTx6K4z5B3L7bChOTC9MwJdvwr9+Cye+BINHpFzMfHQjfxi0gX/d1rLVWHl5OdFolMLC\nwrRT/DGp0ve1tPqx+km34QdHG1n9sWH8+PFceuml+L7P2Wef3WBh9UPhtttuw/M8zj67eQfxD19d\nbW20aF1dHbvuuR8bBt8PPZo1bWyeg/3kGMTVICOfhv4HYj+4Hj5/Atd7adNlXQTWnw8VY7EddscN\nvgNy+wbNVneBOY2UkBrgOoz3DOKXYe0vce4I4FcoKUq1X57BmMsRGUc478rvgPPRyM7k02p6qlUD\nlai/5GOq0eWEYBw27qdt9rdBSckdwHDCJx1VBWPaj/C2RIK1j2iAg4TraFZ8h+pXDwMq8Lx1OLcO\nkc1AJp6npFqkI9AL2AYoxNqngSjOJcueT4UVqH71dJp2xcejEq2KrsPz1gRV201AdmBbVUKjnCDd\nZ/wixqxFk6LSkZJYFX45qpUtAzLwvGJ8fzCwP40kKhUiGHMjcBwiyT43H5iL532K73+NRqsOQJuj\nOmLMtcFU/kFpthOPTRgzAZG3gvdwAWGjUhshwDQadb5Pknjz0hIqsfbvgZXV0VhvKuJdjHiXpV/V\nHweRU9HkrsSmKGOHYXrujBvUNAjArH4QWXAZdHoKCkI2vvplmHWHIvVz4PAXoX+6m1pg4csw/jTY\n6Snonma/bpwE342EfzwGfz4FrpkEg0L0Ocz9BP5+KBxxH+zawvciwJLJDP7ySmZO+yjl9SHmrZqd\nnU19fX1SS6tk67RZWrUhDdrI6o8Jvu8zePBg3n//fXr06MHuu+/O888/z7bbJusu/n6orKxk2LBh\nTJgwIWGKOdZolZWVFVoP1NyLNd4/FFofLTpx4kROHXUl1Yd8C16SpqAZf4EFd2F3PB53yC1w766Q\nfT50vjpx2Wg5rD8Lqt7BdhmOyxuCWfEQUr8WTPoKkjWH4dy0INd9DZCFtQfh3HB0ije+eiRYeyDO\n5QE3h9p32q0+FefuDrU8bECbcM5Au7PD4BuUAFyOVuvCYAF68W5NZbASuA0lVvHE2KGVs1JgE9Zu\nxJj1+P5GlIjHjrMuwaM3WqVswZaMauA+YGcgvYduIz4AvkZJVTWwFmPWYcwqnFuPOgjkAe2CRiit\n2lr7HJATmPeHreI4rL0TGIxzxzT7XwRYBSzH8xbj+ysA8Lz2gTPCWozp20wHGgaz0IapG1HtsEMd\nCD7FuWlBE1Yf1L+1OWH/Cm20uo+WjxNBNalv4NwsrC3BuaMxZiLGdMO5G1ox3plYew8iqwP5wYfo\nzUvYMIdJwMVYW4Rzt6M3NO+AuROy14BJUeUXH+tG4+ofAPkXaoeVDB+DdxTsvxE8JVF2xa24xX+D\nLq9B/q/DDbN+MWbNrzBSgvM74W1biD88sau+CRa/Ae/8Fn7xGPQIaYf2QaHq/c99EIaFiL1d/i1c\nvQ/sOxqGJdoaJqCukoxburJi6aKknt3Q6K1aUFCQ0tIqGb6vpVVGRkZD7GsbYf1Zo42s/pjw2Wef\ncf311zN+/HiABGeAHwo33HADxcXFnHpq4sUwGo0SiUQS7I7CBAQ0r5RCY7wohI8WHXHkb5i6dT/8\n7VJ8gVauwH58JK56FWx3PObbsUjvlZCRonM7ugGz7vdI1RRwNcCxYF5Nvmw8ZCU6xXsvWu2ZCryK\n583B99dhTEeMGR5YI+2PTlvvjV7wk0wdJqAGrUQdAowMsTwYMx54AZEbCDtla+0TwCqcC1Ftalhn\nHPAdzv2J9AQtRki/RLWLu+J5W3FuAyJbUd1oLpCLc+2Bbiix6ANYjHkUyEfklNDjU7L3JHASqbWy\n9agmcxmwBs+rxPfLgXqMyQk0roVoZXsg0D3Fe40EMoI9ca41Jvhl6LFzNJCBtcsQWYzIpoAUFwbT\n57+gaXW9Ek3hOo7Ulk7JYcyDgGDMADRgwCHSE9XQJsoH4mHtv4AeOPfHJP+tQROw3kClKtuh+z5G\nWsqBK9Eblp3SjPI7rL0P5xYC+6KxqVnAHVhbgXNv0bKUoRRrr8S5D9Gp/6Zk09rDcd5NkHFG4qqy\nCRs9FtxCnBtPuvPUZvbHDbwRSk7FLP0rrLgb6ToRcsO5s1DzGawdAYwA+zy46WD3hfM2QUaKKuLS\nd+CtkbDDA9ArBOkE2PIVTNsfdj4ErhiXfvkNy+Dy3WD7k+DIe8NtY9kn8Nivef6ZJxgxYkRSKVlF\nRQWZmZnk5OQgIlRUVOB5XtKm3uZos7RqQwtoI6s/Jrz88stMmDCBhx9+GIBnnnmGadOmcc899/yg\n29m6dSsHH3wwEyZMSKigOucatKuxv2Mk9T8ZLRrvT7pkyRL2PeBgZJebkYF/SK3tmnsX5tu/InXl\n0O5A6PVBy288shSz7hSk+msMQwPfzqPBpNY7GnMbhtuDC2P8+4kA7wJvYe0inIvZBlVhTASRR4BO\npCd609BGlLvRCMx0cEGndVbgkRkGKm1QveMhIdeJYsytiPRF9YTVqI60DCjD80qBUpzbhEglSsZy\n0HuXGpSw9EYtlNLZP5WjTVr7AfuEHB8Y8wUwOdgP62kkpRU4V41kVkMXo3LWqIXqdlC2F6b+u8AL\nsjXNXWtQ/epvSZ0qVQPMR6uZG4BKnKsAMtBo1m6ojGBHWtbYQmMK15/QKmkqONRvdRGeNx/fX4Ie\nc/lopOlOhG8qK0ebtK6kMTp2Nda+g3OTAwuqYaisJNlx/QzGLETkaZLrnRdh7f049y2wByqDiSds\nEYw5Izh3Dkiyfsz27Cqs7Ydzd5D8nHkKY19FspY1dQZx0yFyGNb0xbn3CCfX+Qu2YDwU74+seRbp\nNgWyQ6Z+Vb4I688ALgevMcjAZvTC/ep2GHxC4jrL34M3j4Vt74Q+iVKtpNg0Bb44HDJ3wHapwt2R\nQpcfw9aNmMuHIl33gJNfDreNFZ/D4wdj8/vw10tOYNSocxsqmjHEvFULCwsbvvudc1RUVDRYWqVD\nay2t4h0I2iytftZoI6s/JrzyyiuMHz/+P05WAS677DKKiopo37498+fPZ+jQoRx++OHEf/bNI1S/\nDylNFi0a+11Empjlx5vmX3DhJTz59AuY/O7IXo9C1xSay9oyzJQjkQ3ToOgC6HwteC1HbNoNF+LK\nnsGa9jhXivWOxPlnAb9KTLiSKMZsF1j5tGRNU4n6Qk5EtZh1aIWrI9b2QKRPUEXrgVbwehAjLGof\ntATnbmlx3I1Yj9oUnUX4uMz5wAPA/9F0aj+CkpRytOmpHGPKsXYLzq0MNJugFdBsrM3FuRxE2qPT\n9iVolTRGvvygUprbymnsJcDzqKY0VXNOLVopXY7qSivx/QqUsGXheV1xrgSRLpBVDYM+gd9UNa4+\nCVibDyuGQ2QiWlU7rBVj/Bydqg5kBFlTodNCyK7TMdQDLgNT1h2pHYwmbnUD3sKYTYicT+samJ7D\nmM2I/JFG8udQXe0iPG8evr8UYzyMKcK5Pmgldgs6pX85+hm1Bm+hUomzsPZNnFscSBJGoprhluAw\n5rJAtxwfcLACa8fg3BeodONikvu2AjyMMQsQ+ZCm16cVWHsJIt8h8ida/twcxh6KZDwMXmCb5T8K\nkYtRz9hb07yPeGwC2w/jtUNKvoCsfulXEcFsvQUpuwF4GOxvm/7fPwev9zL8495r+vzKyTDuCBhy\nK/RLdGxJig3j4avj9Xuvw/mwqDOMWQZFKdLeaiowV+0NGcXIWVOSL9Mcq76CR38FQy6DDr9gLzeG\n9955hcrKSgoKChoKG6m8VeMJZRh3k+9radVGWH/WaCOrPyZ8/vnnXHfddQ0ygH/84x9Ya//tJqvp\n06czZcqUJkEBtbW1dOjQgb333ptBgwYxbNiwJvZa9fX1ZGRkkJWV1fCFkY6UxksD4tOc4iNb44lp\nS9GiNTU1DNluV0prB0D1l9geh+B2uxvyUhCZGaNh7r3gfGzxWbgOV0BmisYlvxwW9wP/WnTa/kaM\n+RSReqw9FedOB3aJCwv4HJ1GfYtwXc5foFOb/0B1povQi20pOoVahUgVkIO13YAinPsarSrugBKa\nLFTPmZXi7w+C5pYr0eaZWpQgR4KfTR/G1CHyBToF3hmoCCqiSvSszcKYLESycC4HrYYWAzUYMxOR\ni2k5gz4esUrp/mg1NySyX4WOsyG7CKiAeg+cYMoyoS6KSARj2mFtF5zrhkhntDnodSSjCAoOhcKt\n+qifAiM3J27jA6A6F/qXQN1SqBsAdd2hLjvJIxPqKqBuDdRtwLIF57bo/s7ytcA60m987UmoIuHL\nDrBwBERiJvgOa+8DegW2VGErnQ5r70BkW0S6NFROlZwWBuR0V5Ifky9gTBkifyacq0MNMA/P+zZw\nCPDQ6udI0leB4/EZ8CxaAa1EY1o/xJjtEbmE9LMHUYw5E5Hb0GQtH2MeRuQWNAHrFsIdh3divBlI\n5ldYdwFS/xKagHVkK97L1xgzEpEyTPtjkS7PpF9FothNo5Dy1xAmgE3i1exWgdkGzlkFuYHx/qqP\nYdwIGHgDDLg0cZ1kWPMSzDwDut4BHc8FwFs+EP93V8KvkzQf1tdhr/81bNmCO/+bcLZZa2bAI8Ng\n4IWwy41QW0rO2wMo3bAG3/epqalpIJVbt24lNzc3KSGNTfHHk9uW0FpLq7q6OqqqqsjOzqaoqKjN\nIeDnhzay+mNCNBpl8ODBTJo0ie7du7PHHnv8IA1WjzzyCDNnzmwICBgyZAjdunXjuOOOY9CgQVx9\n9dUJmlPf96mqqkowk09VJW0eLdq8Uvp98M4773DaOVdT3X8SZvFvkaoZmB2vQra9LLH5yq+FcQOg\ndjjWzsb53+IVHY/f4S+QPSTxxctfxKwbhfiLaLwYT0Q1d7Mwpgg4R3WUpi/WngXyOc6F0IMB1l4B\nzMK5FIk2OLRCOA+tKqq20pjOwTXEAQ4RP+53B/jBT4ea3QNkBQTGQ22d9Kf6mHqIZADZwWMxOkV8\nEFr5K6JlqYJg7bNAOWqQHxaL0WafM0nulelQje9SYDVkr4ZtNsPIuK+XBvKXD6v2gPa9obAS2pc3\nktL25VC4BbJroDwHyrvC1kJYugyOKU/c7GRgfRewB0D2EsieCdm76vrZmyC7Uiul2X7wALINZAv4\nFuqyoM7BtEjy4t4HqHHEQwNgTXxluQJj7gMOQSRFhjvlwFxgCZ63CecqEKlGb1By0ECDVOS0OaKB\nBnUvnEvWeS7ojdTswL91JRr/2jPYzuuoHCBEJbEZjBmNSC6wBmMGBiQ1RaUvKcZizIeIPIkxFwEb\n0ZjW1rgE1IM5BCjGGglkPGHttHysvQXn/ok6b5wI5jjou6rlWRtXjl13FNQtwsnnYFO5fID1BuH2\nuRR2Oh/WfAavHgIDroaBIfsTVj4G314E3R+DorgGrNXn4/VaiP/XZlVb57C3HQ8LZ+AumtcYo9oS\n1n0LD+8H/c+Gobc1PF3w3g6Mf+Uhhg4dSk1NDZFIhLy8PCorK1v0Vo1EIlRXV4eqmLbW0so5x5Yt\nW/A8j4KCgjZLq58f2sjqjw3vvvtug3XVWWedxejRIbo0vyd83+eYY47hnHPO4de/btrZKiLU1dVR\nV1dHZmZmk8ppsippPNn9IXHYkSP5ZMm++CWjYcsk7PIzERyy10PQo5kn4Op3YcpJ4C0HNmH8cxH/\nM2zBgbji6yA3rsohgl15AK66PchLzbbqgMeDqtACrB2Ccyegus9rUQ1nOmxFq7G/JdxUs2DtDYHH\n6eUhlgftsL8ObXQJ6w6wFtXH/o7wJv41wTo7El7zCtZOxrmv0CnhlcBaPE8JmHPVgMXaThjTFb/r\nCji3LPFFYuRvggfbd1MiurUQyts3/b2qDOQZtBI4CLo/DecuTv56i4pgTXEgI9iKfqUZrFVZgzoB\nxB6xxhCBzPqAyFZBx4fhZD/x9Sejjl8TMqDr9rC2BNZ100fdKmAsSuAz0BuV5XjeFpyrDCr7HTGm\nB77fHZUQdAVmBAO/kHC65hhWo4b9F6Cksx7Vjc7GuW+AOqztiHOD0Uan+Onb1zBmMSI3Ek66sBX4\nHGM+QqQUPYf+TKsq6w1Yh8pV6tGbqmtpXTJXDcY8HlRSO6K2ZeE8g9UD+SSMWYlzY4ilatmMQ5Ci\nM5GiFGQyuko7/l2Oyh1sGjLoX4vt/DruoEfg5QOh359hcMsJWDGYpXchc/8CvV6EgmbfgXWLYen2\n8GQZZAc34SLYh85DPh+HXDQP8tLZoAEbvoMH94E+p8IeTd1Ksqefx/Wn9uPSSy9BRKiqqiIajZKZ\nmZm2kSpGbn9oS6uamhqi0SjGGESkzdLq54c2svr/M0SE7777juOPP54TTzyRVatWMX/+fEaPHs2u\nu+6K53kNmtOcnJz/KClNhWXLlrHbHvtTM3g6ZAdZ8iuvw6z/F6bLnrjdH4CCRtJlJx+BrK9GMoJm\nK7cBoueBTMTm7oAr/ptazhgDkYWwZGeQ8UDy1BbVot6O570cJBVlAaPQi9gOpNbeAYzHmKsR0QSl\n9NgM/AE1RQ/baPQxxryCyFWEaxgBY6YA77fSxH8VSnx+R2LuvI82IK1AbZc2Y201ztUiUgtYPK83\nIl0DItgpeAQXtoJy6PM4/CbJtH2M/D3eB5Yn6e5u8r6mIzIBOBmy5sCg6fCbaOMC7wNrwazuBnX9\nAxlBJ6ydAmzBufMIbU3V/XE4d3ni8zFy/WRP6LATlCyGkjXQpQIqrN4rrAXWCWZ9N6jqg0gJSkw7\nkopUGTMW2BQ0k4XV5PnodPxyrO2BcwsDf9Vu6PG+YwvvN5aotSfOpXKqqAWmY+0UnFuCtZ1wbnfU\n1u25QKf7rxa20RwLsfYlnJuOylBq0SbGsDIEB7wN/AsNUbgEjUF+HSXj6fA8cAHG7IHIGJru53Hg\n3QR91yTq2utmwJqDMbIXwhvhptddNZhOYD3oczFse2P6dUSwi27ALboVer/TGIbSDHZZD9wFY2B3\nlTzYl65H3rwLOX8mFPVOv52N8+HBX0KvkbDnmMT/LxvLAdnPMOEtbc6KVTWzsrIS9KqJb0F+cEsr\nEWHr1q20a9cOz/OaOBC0WVr9bNBGVv9/w5gxY5g2bRpz585l7ty5ZGdn07t3b3Jychg+fDjbb789\ne+65Z8N0TuzLxVobyrD5P4G//f0f3PPUHKr7xNlNRcsxi05Eyj/CbHsJssNfIDMfqlbCG0PAvgle\nXIa2q4bopRhehoyuSKe/QcFxmE3XYjY/h4vOCTGSlWjU57Lgor8ZY7pg7c74/m5odXMIjQRQsPYs\nRCoQ+XvId/shxjyIyE2Eu0gL1t6NSDUiF4TchmDtg6iJf8iOY3yMeQ+Rr1Gx5mY8rxrnagJCmhVU\nBTvj+51RvWtHlEA/hFqAxU1HF22GbefCdt9Bp1KtRB5TmbjZlNPqDp3GXgKswtrNQDUammCAdpic\nAqRjGeTXgW+gqgOUHRSnJY0hgjGPYkw+GskaAlkLYOCbMLKi8bn30R6kLy0szIRIPRoo0BExXZHi\nXCgRKFkG3dZCSaZqY2PV17Ul+ihvT+J3s8Pae3GZRdDRQmYU6jOgdG+IDA72Rynavb8KWIZzpRiT\njUg0+BzOpXWJWmtR7XG8HMAH5uB5H+P73wTSge3RcIF4ohLFmOuAkxFpuRkKvsTaF3FuFXr+nAIU\nY+3ViBwa8riegTE3AWWInE7jsXZb0Cz4cQvrbsXaUYi8j8j1qItCIoy3J9L5fmgXZ9Bf9Q6sOwHM\nOWBTSX6SQMaCOx067Qd7TQyxvGDn/QlZ/hjSZzLk7px62WXHYIcW4i56EjNxDPLk5XDWFOjewjox\nbFoEY/aCkqPgl48lX6Z6LXkTtqd0w2qstQ3T+wA5OTlpu/5ba2kVa9BKZWkVmwFs315dR2IENzs7\nm/z8/DZLq58H2sjq/2+4//77yczMbNCvduyotjjPPvss48eP54EHHkjQ+sT0Q9nZ2T9IVn1rUVtb\ny3Y77Mb6wvuhQ7Nkq4ovsUtPxkW3wB73QZ+RmDk3Y757AMeyxCqHi4J/LYaHwWQhxZdD6Q3gjyJc\ntOpitPHkNtS3cirwKZ63qMHGydo+wG44tws6jXs+Oq0ZxptRsPZ6RCqD5pgwKEejYQ8j/LRrBZpU\nNQyt4kbRqdwtwWMznleGyKagqagarTQZlGDsi5LRjigxjat6ZC2ATtPiCNUgiLwPnYfBtlElqe3L\nYd4QmLstLO0H3hIY+G7TpqgY+fsiHxb1hUgEzyuPkxF4jTICvwtKxDpi7dvA1tZVSqkExqBkKVms\nZR1aOV4JrMfaclzmVuhYo3pWgPpMcO2gdDBEdqSRrDeHYO3LCGuQwpOhZAOUrIVu6/SnkabkdW0J\nbO4AmbNg4LimlryvGiiz4HwozcTzC/H9YqA/6nbQHqjGmHuAQxHZK+T+iGEcxixC5BysnYZzn6Lh\nAv3R461bC+vOBJ5DY1ybyxfqgEkY8zIQQWR39I3FV88WAbejLhuptrMaa2/HuS9R2c15NJUM1AIn\nozZgyRxFPgFOCqrCT9PoG5sMf8fmfIPr+RUApvxeZOMVYP4FNqSeW6JYcxku+hhwImS9AYesa2qx\nlbCOw84ehax5DenzGeSksk4LUPEBbDgOzn8E7jkdTn4dtgmRTFa2FMbsCV0PgX1abiZrN34Qk995\njh133JHKysqGmO6WSGU84j1S/11Lq2SNXTGCm5eXR25ubptDwE8fbWS1DQoR4dJLL6V///6cc05i\nZGas4So/Pz+U/90PjfHjx3PqWVdQPXg22CTTQWvvxqy5DlM4GLfH/ZiPjkNqT4TMFGlSzoF/D5bb\ncNFVYPJBpqI+mC3DmJsx5iGce5FEMlSGzl1/geetwvc3oUQoB2t3ADriXDGaElSEkomi4O/84PXK\n0IvuyUBYcjEdTZ26InhNQQlBVfCobPjdmColW24patqfESybhbXZaFpTLkowOoXG3WQAACAASURB\nVKMNUj1QIlGDVtu2JakWN28y9JwKJVHltAOA2TnQy0DfGpj7C5i7K6zoDRK/76KBFdRMbXKiPrCC\nAkotpr47xnTHuS6ohCBeT9ockTj7rNND7j/QSuIjaBUxE2u3YkwNvl8T7J98PK8TIl1wLkbSO2LM\nd8AniJxLy2QnHvUY8xiQ3WyMAgUVAXldDSVLlczm1MMk16Q43YBY9fml5i4E8VgIvIgeV+kajYRY\n85u1C3FuPmAwpg8iB5MuXCAemuLVDediWs8tGPMWIm9hbT7O/RolmcnJmp5rvXGu+XlcibWP4tzY\nwGlgNKkjaZNVV+ux9lqcux+1gPu/EO+mBuwe0P1DbNXTuK2PA6+B/VXaNQGQ9Rg5GsPKwOd1ICaz\nBBn6PHROkcTmothvTkE2foj0/QqyUjdtNcHiDlBfC8c8Ajv/Lv3yW1bAA3tApwNgv7FpF8/9+ixu\nOmdHRo0a1cRbtTU+qT+EpVU0GqWyspLCwsKE6mlsLO3atSMnJyd0KmMbfpRoI6ttaER9fT0jRoxg\n9OjR7L13YudtLEqvXbt2/5NOyyOPPpEpi/YkWvKX5Au4Wlh0Kmx5GwqHQPlC8BaDTeM1GR0L0T9q\nuo0diMjxiByJVqaSnSMRjNkFkd2AS0KMfDmafb4FLRWWY21NYCcVQUR/anUzD2MKAmureqwdFDho\n+eipF+8M0PTh3BpU8xgjnwbIxJhMrM0EMnEuE5EclOi1x5hNwIrAmips1Xwdql89liYJQFkLYMiL\ncFycTjTW0f9RD8zyvoibidoHNTZcOVeNSA2Qi+fFbKlildJirH0e8HHubFpXKX0QrTAeG/d8TD6w\nDO1WL8PammAMdWglNBJs+xc0yhmKSN3kI1g7HpE5gZdqWI1lrJrbH9UBrwI2BvKK2Hhy8bxOuJyO\nSM+F8NuKxJeJ6XohiVwiHu9gzHxE/o+mFd+Yd+tSPG9hECwAGgLQHSXvb6MepeGJqqICDRo4A2vn\n49zHWNs1sPBKl3QFes5che6nHdDz4HXgbqwtxrnLSX+DWYc2Or6G2qktxJgTMGYzzj2KVtPD4lSw\n32BMHiJTwYZsUpTPwT8CY7ZFZDyN59pv8bpH8YcmcRnx67DTj0M2f4P0nwkZncJta8sLsPr3MHgE\nnPJ6+uW3roYxe2CK9kAOeC3cNhY/wVD3JJPGj0vwVq2rq2tiadUSYoTy+1paxaq6qaqzsbG0a9eO\n3NzcNoeAny7ayGobmmLdunUceeSRjB07lm7dEqfeampqcM6Rl5f3X9cBLV++nJ122Zv6Aa9CYQvV\njOq52MUn4CrngDcAMr9pMaUKAFkNtYOBYVi7DOeWA3lYewzOHY1OlceTuWlometxwlnirEC7wC9D\nq5LJUINW99ajla3P0aarXVCSFnt46Lkb+z3+7wko+TmScH6UPsaMAdoj8tu0SzdiJtr8ch4NFa3u\nT8G5SxIX/QBYkYFZnhWQUou1vRHpHjQ5xR6pyHINxjwEdEXkpJDjq0a76N8DivC8zEBfW4PKBzpi\nTJdAX6vyASWmWcAcdOp5JKnTqprDYe3LwFqcu4DEqWgl57ABY7ZgbW1cA5oDMvG8AYGcIdaA1pEm\nTT4tORzETodx7WHjCbCme7PKtcLaB4FinDuAxsrpcozJCLxbe6PG/c0bcaagkperabmpMAYBVmHM\nt4h8hN6I9QN+T3gLqRgewdpNOHcJxvwD9So+B63IhsXtWLsJkTMCec2BwF2Ev/kBtbb7M1AFdg7Y\nEMRdBMMDiP9n4CKguXZ9Kdid4OBVkBWXVBatwn45AqpW4frOgowQ+1wEs+lmZP1NYE+FnFfgynWN\nftHJUL5WiWr7nZBhb6XfBkD1WszEfcmMlrF8ydykldHW+KS2htzGW1rl5ORQUVHRol1WbCz19fVt\nllY/bbSR1TYkYurUqVxzzTW8+uqrCV9CMauSlu5m/5M444yzefHl17EFu+H63An5u6ReeMNTsOQc\nEA+bdTbOXAg2dRXG+HdD9AbEfYRexN5DzdUXIFKJ5x2E7x+H2jcVY+0FwMc490SosRvzLMaMxbk7\nCXeR3IJeHI8gvBxgGVqFOpvwpGALcA968U9iYp4C1r6FcwuAX8E2s6HLouTOVpOBhV1gzbFAQTD9\n3aUVxDM2xofQame8bnkzqiNeiTGbsLYqmLaPYEx7jOmCc0tRAj8MJYDpK5/GfI3I2yi5Sjf1GkUr\nkytR5mgxphBjlJCqniEfa4sxphO+HyPGHYLHeuBp4CgaY06TIGtBal1v3+Dvl4vggAzIqYV5A2F+\nASytAX9jYNUVC4KwgW1VP/RmKL0PqrUPAe1wbhSpZhxgAdZ+i3PfYIwAnRDZCWunAb/AuVPSbqcp\n6oGvgKfQc+Zw9NhuLeGYjVZos1C9eWuI7jqsHY3I14ichbUTwR6K4/aWV5MarDkb8d9B5Fkg+VS/\nzdweN/hC6HexPlG/BfP5QZhIDa7f9PQ2WKBa2LWjkC2vIVkTwA6FaAc46wPoMTT5OpXrMQ/sCXmD\nkYMmpN8GQOVymPBLTO4O5LllvDb2Xvbbb78Eshi7TgChfFK/j6UVQGZmJnl5LZ/PsbGISEPKVVvD\n1U8ObWT154CXXnqJ6667jnnz5vHll1+y6667/tuvef/99zN79mxuvfXWhBPbOUdlZeX/RLheV1fH\n9jvswdoN2eCWYouH43rdCjnJp+PMunuQFX8FNxhkFjZjF5y9DOxRSaJVfUz9Tog/GGiukZuHeq9+\nhXPrsXYHnDsEbQC5EDie9PCDdJ4S1KIqDL4IEnyuAApCrWHtROBTnLuM8P6U81BN4ygSs+jrUClD\nY3MR1OBcDXSMwHADHTPg3Ww4JUlH/3MZsOyEOC3lFnSKfldSXcATsQmtZn8BFGGtBE1WDmOKsbYk\nqEo2ygcabaAWoalKRwbbDAdrP0HkQ0TOJFYpVGK5Cc+rQqQ2kHDUoV3/RQEZXYMSt+PRfdme9D6f\nc1CbqZNo0f821ryWXQ6Zm+GX0Uai+mI2LGqP5zv8DpUwOAKDLXQRWFQM8/vBwh2g1kdtmn5H+gjV\neNRizB3A4YjEmpW2ou4AM/H9RYEOtQRt9IuvPG5CK5l/JJyUYCXWfoRzU7E2J9B5b0A/x9Ykas0P\ntK1z0fOnGJ0RCENWfIx5BpF/YswQRG5GP8uZwP+BtwZMYfJVZRlGDsMQCQIJWroZuB2T/yhy4AKI\nlGI+2x8j+bg+n4MNcf76FdiVR0HNAlz2tIYwAlO3D2bPX+IOTRIvW1WKeXAvyOqF/Hpy+m0AlC+A\nCfti2u2DbPsaWSsu5MrTOnPVVcm9Z2OksrWEMoylle/7DY1VYVxqmjsQtFla/eTQRlZ/Dpg3bx7W\nWkaNGsXtt9/+g5BVEeHMM89kn3324eSTT074fzQapbq6+n/ScPXBBx9wwkkXUpM7GVN5LhKZiu1y\nCq7H3yCrmXRBfMysXyDVe6KZ4Fdj7Tic1GMyL0TsKDDdG5d3M6BuX5Q4pLqQbwaewtpJOLcCnQLe\nAZHBiPRFp1B7k5xcLkG1f6NbeP2msPYeYA3OhYxhxGHM3WiDUUgrJuow5jVgKSK9sLYcY6rx/Vq0\nSpmPtXHNRTkFsP9C2Pk7+MSHaUPB659Y+Xs1AxbtA9UHNtveauAJtFIWb6lTgTYDLceYUoypCuyo\nBGs7I9IZkbmoT+g+aGNamIvOXJSMj6SJzrYBkWBMK4F1DVpWrUSqVjhWGXWuEyLFNK2Oxt+0VaNp\nVQWIJIm9TAFjvgh8Yk+naerXlmBs64FSjCnH2lr8jCp1I8hEA5vKeiC129Aoq+gIZEB+JQyer4++\ny2BVT5iXDfMXQ/kFJN6ctIQZwJvA/hgzG5FSPK8Y3++P6kFbeq3xwfo307TrP4ZqNFhgEiKbMKY3\nIocT06RaewOayHVeiHHOxdrHcG4eenydDeRgzPloZOuhLa/OPIz5P2ADGmnc1EnA2pMQMwoxSYia\nmwhuJMYMQyRZE2ZzRCGjG+zyNGbOxeD1QXpPDufXWr8as+wgjJ+Jy5oGNo4U1j8LmX+CK9Y0lQJU\nl2Ee3BsyOiMHTQm3nc2zYOIw6HAUDHpCn9v0OkML7mLqR++mXC2MT2oMMUKZkZGRltzW1tYSiUTw\nfT+U+0D8WLKzs8nLyyMzM7ONsP500EZWf0448MADfzCyCjo1c8ghh/DPf/6TnXZKbIaIRCLU1dWF\nuhP+oXHCiaczceo21OfcBNH52IpTcZE5mO4XIyVXQkZcxaPya5izP7gvadQgvoL1/oHzF2Azf40z\nfwR7IBiD9S+B6Ns4l/pLuBFRjDkXkdlAbzxvc5BGVIE6APQCBuBcf6AP0CewVnoL524n3HRmFap1\n3R9N9AmDzSg5PxxtTNmKWlypPZXnqT2Vc1uCsbrAk9Oh3wsB8cgqh05zIdMPbKh2hx0r4cDJMH8w\nfPArqCpHtbtHQVZ2M9uqPVN0p0fQOeyvgC54XgTfr0aJcTHWdsf3S9CKVBeaktL4KmRrGn5moBZG\nOwKRoNs/Fl6gzVWNWtYuKBnthLXTgyng8wnvU1oZENbiNI4EW1EJwQa0+jgXvXFoB9QHmlYwpgBr\nixEpxrkOqE449rMOrVTvRtrp7aw6GLBYieug2cqD5+0L83eE9V1pek1YH4xnWZOULZ1Kj6VL7Uv4\nxjyw9nZgB5yLNYE5YB7WfohzM7G2A87tiVbcm1cV1wL/RCUrqWJgvwsqqQtRknoOTSuxr2LMJ4GO\nNlnVshZr7wqkPcNQS7hky70P3A7eWjABCROH5Qac/080jOCilPshAWZ/kGmYwhFI77fDrVMzC5Yd\nhLG7I5lvJbHpcyoFOPtD6B7IpWq2YB7aB0MB7uBPwxHV0i/g/YOh8+kw4K7G56NbyZrek/XrVrZY\n3Uznk9p0yOktrWIhADGP1rDuA/FjabO0+smhjaz+nPBDk1XQBKkTTjiBV199leLiRFue/1XD1dq1\na/nFTntRnfcxZATdvJHPsJVn4aKrMD2vQbpd1KD3ssv+ABs/wUVnNHul1cCfMWYSmALE+yN4v4G6\nXUDOQm1t0mEDMByd2o/5nDq0ivotsBhr1wMVOFeJEjUf6IDn9UY7s7MRyUYkB5EstPKUGfzMAhYA\nH6GhBB5KUOrQqdlarK1BG7Rqg+np2sCWSlBNZQ7WZmNMNr6fg05nFqNEsAQlPhYltA8Ae0KeJNpQ\nzbfQoSPMOBbWxlWkmYN2aZ9F0ynPWKf5ImBlQHp0Ct2YdohkoMT6KJSAFBOOwE8H3kI1pX2b/a86\n2N5yYD2eV9XEcUD3fw+UxMd7xaa6cMW6/aehCVJhcu6jwFLgSXRfdwMqsFY/t0YHCDAmP9C4dsC5\nouBzm4fG+vYJxpzu3IpFqx5EOD9fwEYxfe5DBgsMjuqY52VhFjhkeR04sLYr0DOY2i9B95XB2jFA\nV5z7XYixxSMmBzgDY9YhMhljfES2QWN50+3bxzCmApF7mm13dkBSFwND0WbGZNU5h7UXBRKZ5g2F\nUzHmMozJxLmbSOcyYO2xOHO9BgLIViwnIe4rRN4MxhAGgjH3B9Vbge1KwQsh96mYCCuOB+9MyLkr\n5WKmbm/Ya39k+C1QW455eF+Mn4U75ItwRHX9R/DB4VDyR+ibGGxSsOCXPP3gFRx6aMuV6h/S0ioS\niTQ0ZBljklpahRlLm6XVTwptZPWngoMPPph169YlPH/TTTdx5JEaq/efIKsAEydO5M4772Ts2LEJ\nXzT/y4are++9n+v/8Q7VOZOaTnPVvI6tvgQnVdD7Zuh8GvhVMKMfRG9Aqy3N4YAxWO9enL86kAZs\nAJmMko10eBFjbkVjGtNVmjYBnwHPANujF9U6lESphZUxUYxxqG7OR8SpRpQInlcIeIhk4JyHEtoc\nlNTkBq+XD+RjzAw05/xCwjelLIesp9TR5zi/8emYDdXE5PZIxoxHZAYwEGs30ZgoZbG2C9AD57qi\nhKSx+9+Yx1GSfS7Jp4dTYRLwMbANxlQGkoFYc1VRoGONr852BrIxZhoi41CykkwSkAyCtRMR+QxN\n/TLEuvthU8PUvEgdzsVuJLIwphCRWFPTfjR66xYGP3NI/B4WrH0DkW8Q+QOJhvqpENPmNrMUww/G\nuaZhvNZWNTSAKWkWbPcS3EAPhpRDYS0sGKzBDYsHQH3zYzoWNHAIImGCKCpQ94ElOPc1Shq74NzB\naFNf2GMzikYYn4dWX78NSOqS4HXOJH3s8IfAC8Cn6PlShrXX49z7aNTxqJBjeR5jXkHsOxh3GMZ0\nxLnJhHNLANV//z74nO/AZlyL63IFdGxZ5mA2P4ys+SNk/BOyz295E5GnMFmjkT/OwzxyAKbO4Q6d\nHo6orn4XpvwGel4HvZIHlNiVf+Xs4WXccfstaUlfa0hlS5ZWsan8eFlBa9wHoM3S6ieINrL6c8J/\niqyKCLfccgtbtmzhmmuu+dE0XEWjUXYduj+LS/8MuUmMr6sewtRcC1420udOcLWYJecj/lJabtKY\nDeZKkI8Bg+cdjO/vgyZXdU+xjqiOTTzUoDw9rB2LyHuIXEu4i3UEY24KqlBHhdqGms/fi0h3wjWB\nBeh+D5y7KfH5D4DlvWD5XqjzwDo8rwrfV19YrfoKag0UI6btaLn65gJLpVycO53EaddYlXIRsBrP\nq4jbXnvUr3RntFLalabNVanwNSol+A2Jfp8OtQ5biVYstZNepDZo6oppWDtiTGxqvhglorHp+UIa\nK7XlGHMXxuS2IlVLsPZ1RGYFxCyZ4b1DSWBp8NiCVuA3YExxcJMTawDLxNpCjCnGuY6IxCQERSiB\nfwSRXsH+AAq3qFRgyDzosRqW9VXiumAQVMXI2BLIehY6dYfMjED2sQ9EtkWr5UvxvMU4txCRKjSa\ntROwHdZ+jlZszwyxL5rjE+B1rO0dWMztDpxBepLaCGv/iMjJiPQArsXaXjj3T9QyLCyiqMymFo2I\nfaAV674DnBY0bj2Gfh89iMl+ERm4KLndlAh242jcxvsh+yXIGJ5+M85BfRGmfQnGZeJGzAzXtLX8\nZZh6GvT7F5S0kM619RP611zE1Cnvhqqa/ruWVqlCAOItrcK4D0CjA0GswtpGWH/UaCOrPycceOCB\n3HbbbQwdGnYKKjycc5x44omMHDmSI45IjKOMNVz9twMDvvjiCw47/GRqCuaCTdKZ6xxU3YCpvQuy\neyJ1qzBub8SFMb9ejVY+e+J5Nfj+RtSCaC+c2xe9SPai8TxagXacX45aLKVDFGP+hEg3IJWRe3Os\nAv6FTn+n0u01x0b0QnokLVojxaPP43DG8sTnJwMLwawtxNpuQeUy1oVfjMoS7sOYnQK3hLCIYu19\nQTLUNsCKIO411mCVj+d1x/d7oTcM3dEpaYu1kxD5IPDe7Bt6e+pJ+yFQgjE2CAeoJebFakyHoPrX\nFZFG71NtLHoT7aZvwTqtCaox5l6MieLcRSTXQQqqT96IpphtRr12a4CueJ4PRHCuPqiG1qPHXh7W\ntsOYAqA9vg/wDXAAevwWkr7aX4YeI7uRoIvOqYGBC5W4DlgMG7oocZ2fBd0mwcjaxmVfzoDSqBbI\no5mwsRtEfol6C8e/50qMuQuRE9GbwHSIoNrWr3Hum+C5IlTD2toZHYf66L6GBnBcTPJosJbwRTCT\nsgE99hcRTg5RjbWX4dxY4E/AaU3GZbxdkT5vQn6zaFhXh11zClLxEZL1EXipvJqbwa2C2u0htwiO\nXhyOqC5+HL64EAY8Al3SeC+7erK+7sTcOTNo164dBQUFLX7/t5ZUNre0qqysxPO8pBrZ1rgPxJZv\ns7T6yaCNrP4c8Nprr3HxxRdTWlpKYWEhu+yyC+++G6Y5qHUoLy9n+PDhPPDAAwwalKjnqqura7hT\n/W+e9GeffSGvjs+nLuee1Au5KFRcAnVPg1+DNh+NIp21kzEPAH9D5BW0IvYp8D6etyAgr9l43l5B\n5XVPjHkfYx7FuTGEq6CtAK5E9a7h0nCMmQRMQpOIwja3fIMxbwRNQvGkPopWENW0viFitN9mLRY1\nx3MeLPtNUD1LhVKMeRg4CJGWiMhaVJu5As8rDzrvVcdp7R441xPVSZaQjpBYOzmIsDwb9VSNoRp1\nF1gKrMHzKgPNbDWQizGdEVmNkt9DaDTjT3ex+wqVcRyBNuKkQgTV7K4L3m/Mw7cznhdFRImnNi7V\nB+vkBu4LBUABvl+HesnujZLxAlTm0Y5Un78xUwNngd+jutcwWAU8huqvm9/wOh2/txz6LYAhG6Gs\nKrmvbnxIwUvFsPBwiCRrhPsGeAMNGkhW0awBZuN5X+P7cwNbrJ4oCW+P3rRdRugbMKqBjzDmLVQ3\nbDDmQESuCrk+wBKsvT1wGRgOnI4xpyHyCHoz2BJmYsxIjPFw7kmS+/eeh1eUg98r7mY6WoZZfiim\nvhSX9RXYkJG+0SlQewxIT8hZB79ZB6bl7yQz/15k+pUw6AXomFiUSIb8xYdz0xXDOeWUU/B9P23V\nNEYqs7Ky0tpOxRPKvLw8ysvLG6Jdk6E17gOx12+ztPpJoI2stqF1mDt3LmeccQavv/46BQVNGwFE\nhJqaGgByc3P/ayd9WVkZA7bZgfqsPyC5l4HXQse2q4TNx0DkczTJ6HeBUfluJD8fHMbshUhH4PqE\n/8GXwEQ0SnIDSkQqUcJ0NDol3DH4mfzL05hXMeZtnPsr4XxRHdbejYhN02kOSoAqg8eb6FRxEdbW\nNDRiQS7WdgQCW6rdymDALJibDcfFxXumtKFKhqXAc6j0YBBKhucDq7C2IqiWgrXdEemNSE+06Sk7\nmDIfjHMnEl7LWIt6h84FOmNtfTBlX9egX3WuB+px2xVteIoR4MXAfagHa1jT+ghKPMehRLcIY6qw\ntrF5qrH6mRt086vNle9vQpu/DkItztrRlHwm07BODDSVvyes5ZkxHyPyHlq9a55I1RzVqJRgBiqR\n6Is6Jmjqlx4nmYF9V2cNNujzLZxRmvhS8fGvAA8NhDWnJS6HBmVABeoj7KGyhlmBn/HiQDrQDyWo\nzZuv3kNvGu6k5ZuZ1Vj7Ls5NCdwGfoXeYJSiXfuPkn6fbsLaMcEN0S4oSY7d0DyOMd8g8i2pv0Nu\nR+RGtEEysVGpEavAHAyDl0JmN4gswSw9ECPdcVkfh6uMimCidyG1V6M3AqMxWZ2QYeOg634pV7Nz\nbsJ9ezMMeQOKhqXfDsDWKTDnCPbfd08mjH+TyspKrLVpG26/j6WViJCRkdHgApAKrXEfiB9Lm6XV\njxptZLUNrccrr7zC888/zxNPPJFwhxub5snKygp1Z/tD4Y477uCaa24AY7H5p+PyRoPXK/nCUofZ\nOBjxt0GnZ+egZOF0RE4m0Q7pO7SqdRctN+Q4tFr0DvA+xrTDGIKGG73Ya6pSx+CCH5taLgQeQUnP\nyOB1hJg2svHv+J+b0dSj3dHKYyXWVmBMOSJbEalEpAptrsnCmEyszQrSnXLQkliMRMe+0AUOmgTb\nfQfPnAJVpYENVRXUr4PSfSGSLvnHR10QFqLktIbGONEe+H4flJQqwUv+HVSOMXdjzLY4N5JEwroR\nTSRagrVlwXutxpgOaDLWomC/HBzs3zA+wOuAOzGmOyIXop/XMmK+qxoEoI4C2sRVB+QFmtVNuu8Y\nQaOdVGHwaJdk/BrNqs04p6FT9emh5PN1kuts9XV13FvRm5MKNEhhFUrG/MA5Qkm0ygliFV1BbxTy\nUWeKDWiH3RAa/WSbEcIw8a8Aj/eF5WeneFeVwN1oU95WnFuF53XA9weiBDWZVrcR1t4B7IxzZyTZ\nFzPQlLXFGNMXkeNpWnUHeBCNvn2Y5MdiLcY8h8hTWNsH5y6nqQeubsuYUxF5FK20x2MV1p6MyGJE\n7iNMQpzNGIF0OgnJPxSWHQp2OOS8kHY9AKQaGzkDqX8PkdfQfQiYEdgB3XB7P55kHcHMHI3MHwPb\nvw8Fu4Xb1obnYeHZkDeK9t5zrFu7FGNMA/FL13AbjUapqKgIRSpbGwLQGveB2Ou3WVr9qNFGVtvQ\neogIV199NQUFBVxyySUJ/481XOXl5f3XbEFEhP32O5QZM3bG2C8RmYWXdzx+3jWQkcSCpm4KbD4M\nZAJ68XkNa5/CuUUY0wtNLTqRWEOVMddizJM49wJhqn3WPg6MC5o2LI1NOyto7CIvw9rqoCs7Vr0S\nVC9paDw/m/4e+5+IIFIVdJzno5WeQvQCr5VS/Tt+vGWoJ+dBkFXU6Ika9WAbHwZG4bmTobp59WIW\n8DY6zR6rXNejpHRRnDVXFZAbENNeqBXWTOA8UjenJUM5WjHrixLOlQGZqQR8rC0B+uFcL1Q3XEIj\n6Z6JBg4cSsvm71GUWC9A41o3oJ6zqg2F9ljbCWO64vsxB4PYDUYxjVXwzRhzG+rZehXpCFYMxkxB\nYzhHoHZTMS/ccpRoVqEVz2qgBmMiiJShjXYZGOMh4iMSDcYcRY+TLIxRhwhjcoKmv5VodXUQjVXc\n/LhHNvHXg6ZV2RSfW5j4V4DXC6D0RFiZhd7ALMfztga+rXWorKEqGNtIWpdQtRH1Xb0KvcmswpjJ\niLyFMQ6RnVByn+o1IxhzBSJ/oamcw6Ga5ruwNjdw02hJn/wYxnyLyCwa9+PLwCiM2QWRhwkv2XkL\n7FWADxmXQfbfwq3mlmFqD8WIw7lPaSqtmAYZB8EJm8CLKyKIw351IbLkBWSHqZAfQgsrgl19C27F\njVD4BOQfT7vybRn/9iPstttuaa2n4hGJRKiqqkpLKr9PCECyBq2W0GZp9aNGG1ltw/dDNBrlqKOO\n4sILL2TYsGEJ/6+vr2+wBvlvNVzNnTuXffc9lNrab4AajD0Xkc+xuQfh8q6HzKYXG1v+e6iZjnNv\nxT0bAR7D817D95dj7c44dxZwGMbsg8hehDP7jgZatl6E82qNaVHHBVOi4S5s1r4KLGylNdVCyHsO\neloo8Rs9VOdmwqxjoCZZpa8SbUpZiTGdiCVLGdMOa3vGNT6VkEgM3kV9quVxuQAAIABJREFUUS+g\nZVP9tagv7RI8byu+X05jhfnXqPayJ7HGqpaxCLgfrWQdgWpjlxBzE1Df1WogD8/rgUifBo2ste8i\nsgCRPxFWRwz1gYXSdDSBqj1KpDah0gutdlpbF5DOSINeVUmmQyubuSjJzAuqnHmI5ONc7GYkN9gf\nY9GbkZOD59SrN5VXrGpYX0JtrcK5hVj7ASIfoSlcKT63WPxrZhSidZBbBqdEGv//sqc2SfvXgw/m\n6yKYNQCp7YVKMTqhpP9ztNntUsJbdcXwJtp8tSMaz1ocWGLtS7hzYgKqXXgV3YfTMeZWYHMw0xJG\nuxk73x8FDsDaCxB5JyDBI1vxXkqx9q849xFk/gFybg+3WvQ9qP0NhoMQeZlk79tm98DtdS/0Plaf\ncD7289ORVROQX3wJOSG0zRLFLjkP2fAKUjwBsrVSnFn1Jy47N4frrrtGhxNUTZNZTzVHOkurZCEA\nYV4X2iytfkZoI6tt+P4oLS1lxIgRPPPMM/TqlTjlXltbSzQaDW0l8n3gnGt4+L7PX/96A489toba\n2rHBEuvAjAImYbN3w+X/HbIC3ZYrgw39QUajVdTm2ALci+e9j++vw5huwfToQ4TrxF+ENnH9mXCk\nR7D21oDItGAX0wT1QVd1N0JbU2UtgCHPw3Fxp3KDh2p/WLMPquNcExC7KkQiGNMhqP5a9ALcnfCd\n2K+hhPEilIyUo5KJhXheGb6vFU1reyGyDSJ90Eqgwdpbgd44dzapjftjWBW87mKMWY96nNZjTGes\n7RUnQ+hB6sYtwdpxODcOTck6OO5/W1DSuwol1xsb5AGN2k5DrPprTHugCJEinCtCK5rt0Wpi++BR\njTH/xJj6oDIbJv50PcbcjDE5gcF9mJubWMX5EJrHh6aCtRNQb9nT0Up6KVqd34qGHNTGke8IklkH\nnSSIgM2C0sEQCSzF+pXBbl9B/yXw3Xbw1W5NgiWMeR7Yikgqt4QYBJ2ZWILnzcf3F6HHZC56fKXT\n5yZ7n1cjsh/GrMa5Waie+FzCSUhieBTV+9YFWtunCZ94Jmgl9m9Y2w/nBmEy5iM5s5LbWDWsJpjo\nzUjtDcCNKNlPhdOxPTfgDnwH/Aj2kxOQDdOQnWYkxlQng1+FnXcsUjEb6TQNMuK+82s/ZJsOlzF7\n1qcNT0UiEaqrq0NVNquqqlI2ZzUPAWhNxTTWoAW0WVr9tNFGVtvw72H69OlccskljBs3LkFLJCJU\nV1djrQ2lM0oFne4WfN9vQkydc4gInudhrcXzPGpra9l5533YsOEBtFs3hnLgAjBvYDO3weXfANmH\nQu2zmPKLEDeVlqcfV6LT0h+itjvtsXYwvr8dOn05kFi6TzysfQx4PU4OkA5b0CnN2NRwGGxEdX9H\nE0r/2JLWcDmwPB/P64ZzJQEJ7oK+N49Y7r0xO+PciJDji6KNT2+jxNFDpA5ru6FRtBpDqxf2ZN9J\nNQFhLcK581GCGUsImwUsCyQC5QBY2xuRQYgMQJubHsCYgYFlVDpy7VCt6mzUz3MtSgQtqgd1GFMU\nVJe74fux/dMpGH9n9Fj5O9YW4dy1KDFNhwjWPhIQw3NIrm2M0igNqKFRt1yDdjTloIQy/hFt9liP\nanDbo6lZPho+oVICEYeIDzT+VImB+uea/8fee8dJVd3//89z7pSdbcDSFwSkIwKCINh7JLbE2KJi\nixpjorHFQmJiSSxp9ho19hqVYAMrsVIV6b337XX6Pef3x/vO7uzu7O4QJX6+v8e+H495zO6UO/3e\n13m/X0V18lwKOmFMIdYWIAA8dSoAgmj9KdZ+7i26mnVK82th7ELY/yuoz4P5E2DZSEj40PoBYAjG\npC+8LAKQ13kuHGsAi+N0xnX7IeLIAPAocDnCs822ooiobAbSBR8K/IHsjf1TtQqlnsXa1chCYHc8\nVzeg9W+wdj3WXoVQV+KgToScd8B3SOa72Vp0/BxscjbWvEv7fNhNoIfBKRvQs8+DqtWYMYvAlwVt\nJb4LtfQYVDKJ6TYfdLP3xyYIlvVg5YqF9O7dyOltbj3VWqW0DpnEWa2FACQSiXa3m9p2h6XV//PV\nAVY76tvX008/zSeffMKDDz7Y4ked2gkFg8F2+UvW2hZgNPW3UqoBkKafK6VaPOb777/POedcSzi8\nFOm2pFcUuA6lXwCnOzbvNnTkfmw8xxvhtVe1NPpX5qPUepSqxJhqREQ0GGP2wdphyIGvF0pd4HUK\nszVAX4BST2LttWSXngUyupyOtb+iERzV0MiRLUXrWiCC2asaLszwM54FrNm7VeV2Y5XTaE11YIbr\nd9EURNZ6aviBuG6Fd/31ZNdBTNUmZKxv0ToXY2qBAI4zANcdighnBiCgsfl+LYzWf8DaJBLY0BMB\nfMto5FBWehzKOiCA1n0RTmx/lHrf44rehHzu2Ry46tH6Hs8T9Gxk5F3pnVK81DrvucVRSkRPEnaQ\nAo+KRoGdi+x6fQhw9AM+lPJjrUYWOQ5a90EpX8P1cpK/JdrWj6SefeI9z+MQkJuK9k0/DzScpMP6\npcflbi4wylQWrd/F2iVIqEEGBbcy4t86fgH03QqLR8OCYVD2KtLNDuE4a3Dd1UDCA6fFiK1WpsnG\nLERQ9qfMj9dQSWA5jvMFrrvE64KOQKntSGhClhxRQGJen0ViXkcD3VFqIdb+h/adPRIo9SjWPoIA\nzdtoupj6HTrgxwQz2BCaNajIcShCGPMF2fKkdWAQRtWifYWY0YvBlwU/OLwKlhyJcoZhiz5qNf0q\nL3wmf7/9KC644IKGy9KBX3uWhpksrVJ0gs6dO9M8BCDb7UKHpdX/D6oDrHbUty9rLZdffjnDhw/n\noota8jNd16W+vp68vDwcx2kApSlAmg5MlVItAGnqtDt16qnn8tFHw0kkbm/lFga4BeU8hjU1YJPA\nUwjPrb2ahYwb76fxIJHq9M0HVuE45bhuNcKBzUOAyWFIFy4n7RRM+zvk/R9E68eBTRhzJfKTiyNA\nu63TbETxHWgQa0kHuAhru3kpS12g+DP4+ZaWL+tFH2w8A+JtZ6JLbUKiPU/ynt9KtC71QKSL4+yF\n6w5CAGQ/0rvWSv0Ta7cCVyNCpeYVR0b5S3Ccnd77aHCcgbhuGAlrmEq2KnoB7HOQ7plFuqQxxPS/\nP8YM8rjF/RBObPMFQhKtn8aY6QjVIpWWVoF85ptIRZlqXYNSYSTtKoJ8Ltp73J5o3cWjBhRgrXQn\nm3Ym87z36F6g3BuJ70sj+GztgDkHuAelhnndufaAUqVHPYhhzNW0De6kGu2zptB6+IKhcYIgrgfy\nPb6cphSOKhqdFkpRXSph/1rsflFhGixwYEUuuAOQdLIhZDOZ0PoRoCfG/IKm75UF1qH1bIyZh9YB\njBmIUCJSllhRlLod8S9uK0LWIk4Dz2LMVoQDfAGpjr9SV3t855+2sY2FKHW1J6681XuNzasCOBXy\nFoEe0nhx8m2IngWcDPY5sueqfw0cDT4LE0tAZ0Edqf4Clh0POT+BogxOAulV/yxHj3uDd95+pcnF\nKeDn8/na7WymQGVubi6BQID6+vpWJ3O7s13osLT6f7w6wGpHfTcVj8eZPHkyf/jDHzjgADGCT+10\njDEkEgmSySRKiYo9BUAzdUq/i9qxYwejR08iHP4USc9prQzwAKg7wVai9aHeePsI2ur8aX05sBpj\n7mrnmZQgAPYLYANK9UTr9LFro5q7UdWdGru6NAIdhXTSHK9z5ms4N8bB2gBysNyCjF1Pp9WY076f\nQv9ZcGzaT/kNYO0BED6+jdeSsqVahdbbMaYKAZYBtN7X88NMjfPbMR9XT2PtJgSwJhG/zDVoXYkx\nNR6QHIbrDkPk5T3Ttvk00kG7hpZJYZuBecBKHKesAehqPQhr90X2bW+h9TFI9GlbB2yDANGFiGPA\nYhqtuOLe6+iMUt1RqhfGFHu0iRQdIEUPKEPrWz3R1uVAW+9xqpJo/TzGPA8cjIjTUtZlqe+IafZ3\nCfAASkU9UVQv5HukvfP0kw/h1T6Gtcu97mcrVm9ppdQnSHrX0cjCahe5uTvx+cqIxeqIxy1KgeNT\nOFqhHYXWrjcBSX2XLXKI8WFtANfNwXUt8ViRJDMNUzD+U+hRBQsPgK8OgaosjfAJo9Q9njBqErAD\npeZg7RcolQD6Yu3RtO6r+glC9UlFoKaXRZKrngFKsXYiAtybf4c+QfinX9KSdlKH1ndhzBtIatY1\ntPVbUeoXqMAETOAfYA0qeTM2dg/YuxFObTZlUOpvWHsrcCroN2DsfMhtR/lf+i9YfSHkT4VOv2v/\nYdxSghWDKdm1pUX3MgX8cnJysra0ysvLo76+/jsNAfhvLa0cx6GgoIBgMNgBWL+f6gCrHfXtylrL\njh07WLFiBXPmzOGJJ56guLiYtWvXEovFWL58OYFAAK01ruuSSiL5X5DWH3jgIW666TmSyUeQTklb\nO5kESu2DtTVe16UErffG2uOx9hgE8KbfvxIBtGeROcaneaWiVXsixu5t31boBhuRlKRzaekP2Vql\nolWPJ2O3plMVXPwEvDoB3M2i4k74oCyGSkQ8jmFqp78DGZVvRusazzYqiOP087iCfRFw/B8kgSvb\npKQNCDj9htSYW97r4Vg7BFF6tdcp+RD4FwJWo82A6UCsHYW1Q0lRMZp+dtvQ+gasDXgH8K5IJ3cZ\n0n0rQ2y4apE4134oNcSjG/RH0rLeRwzer6JtYG6Q7uFa7/l+idiJDUAAadIDUUkgkbZ4SXrnCQSM\nBhGgnHos1cYp9bgxBEjZVk6k3d5PY3xr+vWi78nNBceBWAysheJiGDQYQiF4/z0JRjrwMM0DT+VQ\n1E0Ri0I0aolFafJ3NAox7+/yMsuTDyZYstDQrafD+MNzWbcCNq4O4/fnYbq4RPeJwRgHtu0FCybC\nmqFg2gIZpcD7iMCuCGsr0LoXEo88tp3PSkrrvwETvO5s6r380gOpNVh7CCLIbL17LRzU87xFQKo+\nAG5EggnuIpvFgSySLoW8pej4pVh3MdZ8QHZxziCpdGdi7QqsfQw4AOX8BNX7IMze92a+i7Wo7X/D\nbroVOj0BeW11iNPKVKJ3DeIfj/6VKVNahmvsTmczHo83+HXn57fNH97djunuWlpFo9GGKPFQKNRh\nafX9VAdY7aj/rnbs2MEpp5zCihUrCAaDjBgxghEjRhAMBtm8eTO33XYbe++9d5OdQYpn5PP52l1d\nfxeVSCQYOnQUJSUVKNXbG81NofWR5zxEqPIUAmDe8IDJVoQPeDTGHId0unKBd1BqKmL23f4YVRTk\n1yNepZniJ1uW1u8Bn2HMNWSXbgUiDpqGdF66NtoLBRLQY6dkhS/+UdrtDQI6XwYUjhPy1PmphKkB\nSMJUXzILT2YhYqTLaenJaZAD7tdovdXj9iocZwiuOwJxHViGJAK155iwBfgcrVdjbQUSepDqFF6O\nxG42B6bNqxb4DOl2f4MAtDhQhOMMxJhhnjBrgHfq0sr2vkaEcHFkIeQivOAalBJnAKEBRJAueJEn\nyuqN6yYR0BoCLvEeI2VLleed56ZdFkSpl7H2Xk8pfifStW2rFqPUH5BQiqlk5nimB018CdxHKGRx\nXYPWmj59/QweYhk1KsaQITBwkJx69ID16+GW31tmzIADDnJ44OkgxX2zW4Du2ml49O4k/3w4TlF3\nH5fd0oUfnd9IvXBdy4aVCZbOj7LwixgLZkfZEkzAeI3J17Bgb1g4HmpzkEVAelyvQeuent9vAklw\n2t1wkl1IAMifga0o9SwSz3okskDJ5nV+g3Csv0DEc7/F2rlex/us3Xo2Sp2GtSVoPRJjPiV78dfb\nwBSUGom1z9DY5f0UnMtgUmlLKoB10RuuwO56CVv0LgQzcdIzVGIZlB4HxnDO2cfz5JMPZb6Z19ls\nz3rKWktlZSVa66xA5e52TLO1tErnrsbjcQoKCsjJycnqMTrqO60OsNpR/10lEgnmzp3LiBEj6Nq1\n6bj8/vvvZ926ddxxxx0tdgSpwID/VUrIokWLOPLIE4nFzkPraRhThtbnYcyvyaQa1voK4B2MeSnt\nUouMnV9D6zUYU4nWYzDmeJR6FdBYm50oQ6k3gWlYewvZR6vei7V+rG1P+JT+Ot4FlmFyRkPf2dA7\n2einOj8Ea7qhkwmgHokl9aN1D4wpQ8DTGQifNNuR17vIuPxy5GD/DY6zw+t2BnCcYbjucGT82qPZ\ndt9CrAh+SWPHyCDip9lovQFrK7E2ieMMx3X3Q/iqg5Cx6lSsVVj7J5rmrccRHu8ctF7vAdw6lCr2\n3AxGIwEMDwDdsfYOWo6HDQKo5wFLUWoTWld5HrBhZNxf5d3uJKSb3YNGGkAPWor8AFYgfppLETHR\nMQiwjSCK/2ja/1GkS1rhvR6LLKb6Ix3R1Fi/UXjV+N36wrvfQGSRVeCd8pCggZXk5c8mGt2Kz4Gz\nzoEbpyqK+0AyCZs2wbq1sG4drFyuWL4cNqw3VFWB64rWJicEPp/C8YHfr/D5wOdX+P3g88tlgSD4\n/fL7XzjPEMxVXHlHV075WSF+f/vfsUTcsnZZnA9n1zNjbR1bchKwHoJLNfFVnTDJ8cj0I7W4MJ6z\nwIhmzgLtlYtQP14FylCqM9b+ABnZ7940SOvfYUwvYAlKDcXaPyNd9WxrB1rfjzGfe49dTnaL4gha\nX40xLwA3IsEOzZ6b/wDM4AegW9p740bQq06Dmq8x3eaAL8tJSXgaVJwL9hzgNxQWHsaOHetaBXTZ\ndDZjsRjRaBSfz4cxJisR1Z6wtEokEg1UhFQwQYel1fdSHWC1o777MsZw/vnnc8wxx3D66S0NsZsL\nrvZ0/eY3v+Wpp3YQjT6OcM7+gLWLPMD5G+BkGg/udQhg+THQPMIxVTuBV3CcubjudkSsMwxr90G4\nlalTyu4pvQxK/RaJtMyWc1YJ3Ikot9uPaxSQVgWBx2F4RJpBqWrwUy2A7YfQCKhSB8FKlJKEq8xK\n/0yPtZQUXUD+z8FxRnlj85SlV3v1KcLz2wvHieK6lYAPxxmZBk77kRkwGOAeBMiNQetqoBxjqlGq\nK1qPTtvGEFryCJPAzUiHeDQy+i8DUnZYPrQegFIjvG5wiqqQAoslaTzEiQg1oBwBPVsQ8F6K49QD\nzbuuNu351KHUUJTKI5VA1Si6C2FtCAhhTA5CvViBRPiegFKgVIo20PTc2gTGbEJAawK/P0AgGMEa\nSywmgLIgH874KdTXwfLlsHEjVJRDbh6E8jSRsKG2GgIhxT4HFvLzvw+goIufaL0hHnGJRgzxsCEW\ncYlHDbGwJR411JQnmPt2JSvn1RIIaor2yqWwR4Dq7fXUVySIhg29+/nZZ/8g+x0YZOjoAMPGBOnc\nNfN+wXUtn88M89T91SysiaAnafz5GneuQi0qIFY6AWtHId3HSsTO6nTaTp+qRUSRS3HdVZ5AsSvC\nNf4hxvy4jftmqgqU+hhr30PA7+XI4i/bqkfrpzDmX95+5XqPtnK15xDSVi1FqR+jlIsxL9I61eC3\n6C6bMPt6rhDxUtSyY1GJMKbbAtBZuJBYg677Pab6frAPgRJ6U37eKKZPv4+DDz641bu2ZT2VcgVI\nNTRas7RqbbvZhgC0Z2mVuj4nJ4dgMEjKijGVotVhafU/rQ6w2lF7psLhMMceeyz33HMP++67b4vr\n4/E4sVgsqxXzt636+npGjpxAaem90BBaXoMYcL+JMUmUuhxrf4GMkWciB7hXyaxWT68kIsZ4Eejn\nGcSHvW5lKrKzJ0oVe7Y7PZHf3f0IFzWTCjidM5g6X+w9RsptIWV/VI3jVANVGFPljcZdIADFCfi5\n23LzHwOb+sOm1sD4ZoQrexqwT7PrIkgHdRVal3u2VJ1RaijGDEaA62rgNzSqrFur1Fh/HcZUIAuG\nOEIluBGxSGrru7EeeB+tl2NtGY2+oH4EfE6gdY/TMoTbOAett2BMuXd5yLvuYCTMoTWwXY7QCRYA\nK3CcEly3HAE+qdfRD8cZibV9MKYY+W718N6X1CIhNdKdgVI3Ye0aRBh0OsI3bQ5A0//+Bulo+7zn\neSTiTtEJcTTo5L2eVeSEZoH9gC5d4/TsKd+qZUssbhLyCxR5BQ6F3f30Hhik3/AcuhX7yO/iY/Py\nKG88XEoyYem1dw4/+FlPAkEtwikHtPbOHdXkb2vgk1dKmftOBZ17hzjqsoFMvnoIPl/TxUZ1SZSF\nb+1g+axSti6upnZXhLqqBKE8zeCRQcZMCjJi/wB7DfLz8b/refXRGtCaccd347y7htKlV5BVW6uZ\nsWALc5aVUFAepOKtOL5d/YnV7S+fQ+At6LYX+LXHzz4Y4gUotQJYjLXlni1Wf+9z7+M9u42I0f8t\ntB80YIHlaD0TY5Z6PNkfotTnKNUFY7JJokoC04FHcJyuuO7VCOcaZCH1BOI6kTnIQqmHkPS7E4G/\n0nYnuBL0RNh/Jdg4askRoPfGFv0HdBYNBFODrjwDG1uIdT8C1biP1/pmLvpZOQ880Pprbquzmd7N\nTAlyU6r89uhjuxsC0JZAq3kYQWr7tbW1aK3Jy8vrEFz976oDrHbUnqt169Zx1llnMW3aNLp0aRmh\nGIlEMMZktWL+tvXee+8xZco1hMOzaSneeQOt/4Yx63Cc43Dda9H6fmAlxjyRxdYtWv8aa+uw9vq0\ny8PICHkjwn0rQ2sBshL1CY1+mm39rNLfG42InMTiynVzEGBSRCMQ6iK36/8UXLip5eZmAWsGwfZz\n23jMxQjn7XSkM5hS6tejdTdgGMYMQsbLzd/PVxDQei1NPTmrgM9Rahliy5RA630wZiyNfNPtKPVH\nlNobY25otu0twHtovRRrS7E2geOMwXUPQrw3BwJV3gh0J+K3eRACHD8DPkXrVR6wrUPrgcCBGHMA\nYj/U33uvn0biNrt4AplKYBFaS3dSeLcRlOrjPf8xWDsCoZUMBbaj9Z0Y8xrSpf8JAjC20eB569Si\nVD0NyVcmNfYPgMoHW+u9ZoNSgzznB2/cr+RceXxdax2M2YV81+Lee6bJz68nHk9S3EcAaTxm2bQJ\ngkHo1DPAEacVMXDfEKVb46xdHGXT8gjbN8aor3bJydUoDQZNQe98/CEf1rN8tdZijZwwtuH/SGUE\nkzCgQGlFImFJRF3yuwTpNayQAWM70X+/QopHFNJnRAF5XTI7MbiuYfUX5Xzx3GbmvroVbWXBFY9b\nBu3fiUsfGsHeY1p2zmrCcWYt2s6787aQqDewwEflxzHMXgZOM403/BewJohK9MLa0ciipjVe679Q\nahvW3klm2k498BlKzQCiWDscsTdLWdqFkZCBvyDhBZnKArNR6m+eldhFiHizaWl9Ecb8DnGGSK8y\ntD4ba7/C2vsRH+j2S/uOx3Yeiq36EIInQtHzWd2PxGpU2XEo2wnjfi7f1yYvZwlFRSewadPyNqle\nrVlP1dbW4vf7mwDTlIgq5XnaVn0Xllbp3d3mj9dhafW9VAdY7ag9WzNmzODhhx/mxRdfbDHy/18L\nrk4//Tw++KAficQtrdxiM/A7z57Hj3TPrqPpHL21KkUUwucinbH2yqLU3Ui85M9p7IJoWu+IpKJV\neyJdz3aqtaSqVv1Uk0hXdBVa78KYSu8xuwBjsTZlvJ+NYOU1pAN7FLAWrUswpg6tB2Dt/t6odmAr\nrzXq8TkjwP5ovRZrS7A2iuS/p8DpEDLHYUYRH9YFSGcx4tEBJuC6kxBgOpKWlkNVwJvAB2i91gOA\nce992ZvGdKRh3vuQeuwoAoY/AxbiOJuwlGPcKu++KaAZQflPxupRQHdQ3bxTd2SxEQW7HexmcBdB\n8lX5myDSIe6DANHmyn/t/b0Fx1mP3w89egqXtL5eUbrLEsyB2lrAiq2UtZZQgY9AjsZqDY5DtCpO\ntC5BINehoFceY84aRk5BM7CR4aC89asSVr69ESfg0HtSXw647mD6HymCrmQ8ydbPNrF51kZ2frWD\nmvWVxCrCRKpjBHIdeg7O90BsZ/rsU0BhjxwWzdjJp09tpmR9HZ0HdGLfs/dh4lXjWf3mWuY98BVl\ny0vILfRx5LnFHH5OL/rv27R7bq1l8YYKZn61lTkP7cIcmeEr8kwumJ5pndbWbJwMWv8FOKIZ93UD\n4js711P3H4EkV2X6Pk9DqeVY+wotAe9atP4b1q7B2hOR/Udrv/+ZwEuIUDP13f0QOBOl9sba58le\nfOUitnFvQeFU6JRlEELkXSg/E6FJPZf5NtaSlzeE119/iEMPPbRNqlfzzmYKODYPAYBGS6v2xFmZ\nttteNRdopTizrSVkpZ5nbm5ug0NAB2Ddo9UBVjtKaubMmVx11VW4rsvFF1/MDTfc8J1s11rL7bff\nTjQaZerUqd+r4Grnzp2MHn0A9fVv0bahvHivKvUE1u4CeqP1AV4HcDStczDfQal7sfYvtB/rCTLG\n/y0yvs0uq11G1Pchgo8xbd80byns93ozP1UfrD0YwkciI8VlKLUZpcSaSqk8tO7vWVPthajmVyI8\nzGy8LtcAc3CcrR7v1CCm9iciQK+tA4dBAObHaL3Z44u6CN/wVwhIzHSQMogp/ttovQpjSlGqGGuP\n8J7/Bm/Efj6NANN4172J1guAHRhTiVIDUepwjDkMWXT0Aa5HqRewthCJwa1HqdVoZ5dQL0wN6K44\n/qFYZxRG7QvOMDnpPmC2Q+RPEH0aSIDOQ6mAAD+blK6qjYEKgFOA8nVB+YpQvm5YXw+M6g7JUqh+\nHYwHnp1uoIvBKQA3jErOIxgUayilIJQLyQTE4xAIgRPwESwI4A85oBTJmEvtzghKKXxBjZu06Lwc\nQsWd0T5H/Kms/H5TrBTjJonuqiFeGQFAOQod9KN8DsoBNxzHxF3yehfQZXAR3Uf1pNuIbnQZUkSX\nwUUU9C1EeaIUYww7529n7VurWPHKUsLbqnECGuNarAuFAzrxoyePp++k4oz7jG+eWcqCh76ifGU5\nBV39HHV+MYef3Zu+w5sKkK6fMpdVQ6pbfmVmIT87gH91hTUntQFLi5QEAAAgAElEQVRYtwKPIQug\nnSj1LtaWotRArD2FRtpAa2WQBLULsDbFXS1H64cx5iOk43oN2ewztL4QY/4EnIfWN2LMP4BfI+LE\nbGsVSl0BlGJxoehJyD2l7btYi667A1N9J9i/grqszZv7fDfwi0sT/P73N7YbiZre2YzH4yilWu2I\nxuNxwuFwViKq/9bSqqCgoMHnta37pfvBdlha7fHqAKsdJT/qYcOG8eGHH9KnTx8mTJjASy+9xIgR\n7ZhGZ1nGGE477TSmTJnC5MmTW1yfTCYbfOz2tMLyiSee4Le/fZ76+vdpX91r0fokjFkDFCNG+BVI\nPvo4XHd/BDD2IzXK1/pKrK3xuGPZ1BLgIeBKso8fXQS8DlxG85jF/NBDDKeUPGRAuTIAdcFOEApC\nohTKfDhuYYM1leP0xZj+SIJTXzL7m76MjOCvomW6UwXwheeSUAEoJCBgNKLO/gR4Dzmg7p9h21XA\nTLReiDElSHrXwRhzIPLezgIeRevjMOYqGsHuBuB1HOdrXHcXEnV7OK57FDL675b2GDOQUawPKMZx\nKtPuM9G7z4EIaEh//UuB51D6E5TahHHLvcevA0IQugqCZ4EzGKwDyTmQ/AySX6PVerBlGLcaTAQV\n6IvOHY7JGY319UbVzMRWfwQ6CCoXfD1AB9AqgVIxrIliTRxMTM7dqJiZ+vLAVyB74ehWQFT2iQQU\nFIpAyhjIyVdE62RX7ctx8AU1JmmJh5MNe3AVcLBxj9OsVQNAlaatkiaqKLca/naCPhK1MZz8ID1O\nGk/B6AHkDuhBaEB3Qv27yzfisxVUzV1D3bLNxDaWkKyqI1kbxY0lyetdQOdBRXQZ1IXtc7ZSsaac\nnK75FI7Zi37nHETxj8ey8cnP2PzcF9St2Ynj14w4ZSgjzxhG/8P74Qs07dK5ScPXTy7i60e/oWJ1\nOZ17BTnq/N4cfnZveg/O5eYLF/DNgIqWX7uPaaSvA/xjKGxvnr6XQIDqJkQAWO91USciPsa7A06+\nQXjgL6PUW1j7HFoPwJjrEfpLtjUdmO5ZodVgzLPIhCGbiqP1AxjzGEIzuAX4OzpnM6b77NbvZurR\nVedgI59jzQxQWYg87Tx69ZrCkiVfYq1tV/CU6mxaa+ncuXObx4FIJEI8Hm8XBKdvd3csrVKAOZvt\nx+Nx6uvrOyyt9nx1gNWOgtmzZ3Prrbcyc+ZMAO66S1KZbrzxxu/sMaqqqpg8eTL/+Mc/GDy4ZXpM\nLBZrsAXZk+MUYwxDh45l164gxvwMGfG31THcChyAjMwOQsa6cxFh0AbP6gkcZzSuOwHpstyCGP9n\n51Go9bPAUs9LNTuwrvUbwBokxlLukx+6j+PdSl6JN97uzAC8mw91UR8q0htrdyK8yh+wO9ZUWj/l\ngfDLEOX/N2hd5nFYB2LMGKRbXZxhm58Br6DUBVh7OMKH/QCtN2FMFVoP9UzbJyLd3Ob334UEKiSB\nIpQqxdoIjjMe1z0GicgdmOF+a4Gn0XoOxmxHBEcpLuhjwNlp94kjFlqvo52FGLMDbAInMB7jHI11\nDgXfBOHnxT+CyCVgtoIKiiDFrQNfJ3RoCIRGY4IjIWcYOF0gugbq50J0KY7ZjklWYRNVoIOo/L0h\nfxi2dgVULwXlF1Bqk2BT4jhJLxPw1Mrn4wNHKxLxprtnHXRwgn6S4Tg2aVq5NwJKHQ1aoxw5oTWm\nLgLG4PTrTejISThdCzAVNbgV1ZiqGkx1LdTUYmvrceuj2IRLoEchOXt1J29Ib/JH9CFZF6Xi0+XU\nfL0eawxOXi5Ga7Tr4taF6TRyL/qcOo7ek0fRZVz/Jt3XHW8vYu3DH1Hz9UYSdVH2PmoAo84azpDj\nBxHq0rQT6SZc5j/6DQse/IqaLdUUFedQVRkj2scVGmmqPkSoxAPSLnsmHzacC1Si9UZgvWdzlwt0\nwpg+KLUapUZizDnsfpUBf0es1npizBW0OxlpUTvQ+iWMmY1MGaaRvZ3WQpS6AqXiGPNnGidLYVDH\nQc954M8wbUpuFH6q0Rh3NqjOLW+TqewGYCjvv/8u++23H47jkJfXtu1WbW0tiUSiXbCaUuXvCUsr\nYwxVVVX4fL6sHAWgETx3WFrt0eoAqx0Fr732Gu+99x6PP/44AM8//zxz587lgQce+E4fZ+nSpfz8\n5z9n+vTpLXZc1loiERkvhkKhPQpYFy9ezMEHHwp0x5gKtJ6EMech3ZKWnUWlngD+hLVPkTmecyUw\nC61XeMKfaqRDOBilJP/d2vTs9/TzfIS/epPHCU3xYy0CjKNpp0ja3/WImj2AJG5FGB9KMD/S8tlN\nyIUFPUOw4QbEu/Q1sk/FSiIWSYsQoVgCpToD47B2X6Sr096ILYZ0lRYgoMuP1gd63NOxtJ5WVYF4\n2871+KOdvMuOQtwUmlMK4kjHeTpKrcfaWhznUFz3xwg4748IXq5A8mX7A0G0U4ZxS1C6Gzp4GK46\nEnwHgx4uwNGUQOw5cN/BUWtxEyUof0904ZG4Tj9U3UxsdLWAy0AfFDEUMUyyFtwYKq8vunAEbt4w\ncGMQL4d4OTpZAolyTLQK3DjkdvOAqgvRKomMUhqitWQq7SCiJ+8u+DQkjXRJTap9qmQ7WnudUwOu\nkb+blxilgs8n7dlwfcvb+BxUTlCArWuw0RjKcdBdO+H06Epi6y5sWSX4fahAAOs4KGuw4QgqP0Sn\n04+h4LhJ5B02Fl+PIpJlVVQ8/Bq10z8hsX4rJF16HDmcPqfsT88f7Etun0ZhZtWSLaz6+0zKPl5O\ndFcNPUb1YPSUEQw8ZgDlqytYO3Mj697bQN2uOoLdC/AV5RPfUYVx4xTsl09ucYiyVeVERkabAlXA\n/6Efs86gKnJIxnojU4FRNP1uVgEPIAvRtqywUlUJfI1Ss7G2FFkcVgB30XYEdPPaitYvYMxslBqE\nJLN9jiya2+NjhtH6z55v9MmIS0czMKUuReePwXRuJiaNfgzlp4A9Guxr8l3MpuzrwIUo1Ylf//pM\n/vjHmwmHw21GrVprqa6ubvBV3R2z/vZAMGRvaZXyUrXWtmpplem5dFha7fHqAKsdBa+//jozZ87c\n42AV4NVXX+X111/nySefbLECtdY2ROxlQ4r/NnXrrbfz4IOzCYdvBh5G6889s//JGDMFGZOlxnwG\npY4F/Fj7+yy2XoJYx2xBOiC1KBVFa0lLsjaJtXGvUxinUVTlIrw1l1T2vKQfiUBHKR/KU4Jb68MY\nB+GdjgKO4PDQPfwnA1g9IgSf9AvCqqneJV8gY83LaDoul9cq4HsRjrML161GqVyUGoYxQ9B6Ftb6\nkDSwTGb3qRJrKMdZgeuWo1QvrB2DUp+g1BhP6Z/pwLUReBWtl3qdrZEYczzyefQE5nshAF085bMB\nnsZxFuC62xHD/5Mx5gSks52+uNgA3Id2PsS4mz1hUxXYKOTcBDnXSOc0uRTiz6LMf4BN2GQlOjQc\nW3AsNu9wyDsIdC5UvAzVb+Akl+FGd0KgCxQOR0W2YCMlkKyFYDdQSQGJ8Vo5z+nigVLjAVIFdWW0\njEBtuatN3S1VAwYM4Pjjj+eSSy5h6NDmgrnsK5lMsmXLFhYvXsy0adNYsGAB27ZtIx6PZ75D0Pvs\nYjEauAP5nSEQBFwI10JODmrs/ugjjoCR+8L69Zj3Z6BWLMWWleP0KCL/6APIP24ieYePw9+7G/Vz\nl1L56OtEPvmKxI5ycnoW0vvE/Sg+cQzdDxtGvLyOyoWbKZm1gnWPzUJjhTurFb5uhexz04/Y66yJ\n+HIaP/eNz33BspteI1lVz9DTBrOldBtV+zfyWDt/1Yk+h/dmXWIjofIQNS+FsTsPwbgH0RIMLkCE\nTjeReSJTg6S1zcGYHThON1x3LMJJDwBveAupx2ifRrABrZ/HmK9RagiSfiVUC62vwdpfepe1Vp8D\nV6J1CGPupgVCb6iVoC6G4u2gO0vcav292KqbwN4Gqj1vV69sFK1/jTEvI4B8FN26ncuGDUsxxhAO\nh1tV88diMWKxGAUFBdTV1aGUatd6KiWiagsENzy1LCytrLVUVVVRUFCA1nq3BFqpY1fqeXdYWn3n\n1QFWOwrmzJnDLbfc0kADuPPOO9Faf2ciq/Sy1nL99dfTo0cPfvWr5hYsjYKr3NzcPUpYj8Vi7Lff\ngWze/HNENAOihH8Qpb7B2jhan44xZyNcy/WIB+NNZNdVqUKiNE9AxtStlUEOcBWIen4ecA7CX20L\nDKZqNeLF8zPGhx7LorOaqmkotQFrf4kA3lTiVBVi6j/MM/UfTNPUnSRa34+1TgbAugr4yBvv16L1\nMI97Og6x0wIZg/4BSeS6CwHLXyP2YeswphbHORDXPc573zKZk89FOkRxxDngMG+BcSxNxS4G6T4/\ngtaLMKYc7T8YwxngnACqLxgXkn8C9++I+MkRjl7BwZiCyZB3GOROABOB8meh9k10cg0mVoLK7Yvq\neQym29FQuA/smAG73kZH1mLCZaiuQ7B9D4HtC6BsKQRyIBmHRNqHFMqDSBiwAlqDAYjGAE9/ldYg\n7dq1G9OmTWPcuHHA/3YaAcLPmzNnDs8++yzvvfceFRWV4A95r8eC44ecXIhHwReA3AJIRKXtq4Fw\nGPruhT7wIDhgIpSWYBcsQC1bgi0twSnqRN5REyiYPBHdKZ/Yms1UPf0O8WXrcPJzcOtj6ICDDgXx\nDR1A7qR9yT/+YEITRrBr6sPUvfo+TtDH8BuOZ++fHYq/oOnvZ9v0r1l87cuES8opGJ1Pfn8BFRPP\n2p+hxw4iGo0xb/7XzP5yPr4dfsLTEpgtR2HtBNKBpVLPIeEO1yGCvTqEFjMHYzajdZFHizmClgsy\ng9Z3YO3JWHtmK+/0WrR+FmOWIB3Yi2j8/aTqS2RaMZ+Wk4lqtL4ZY2Yg8dKXtvvZat+p2PxfY/Mv\nQ1f9DBueiTXTQWUp/LSrUOpklEpgzFsInceSnz+R6dMfZuLEiSSTyQYBU/N9e3V1dYNNVMo2KhAI\nEAq1vQ/cXUurtkIAIpFIQ/c1fdvZCrSabz8QCHQA1u+uOsBqR0lXZdiwYXz00UcUFxdzwAEHfKcC\nq0yPd8IJJ3D11Vdz2GGHtbg+kUgQiUT2uOBq7ty5nHDCT4lE/k1zoRJ8iVKPIyPwXOBcTwH8Ntb+\nk+zEFV8iPLXfkRl0NS+D1g8DMYxpzbC/ZUm38yvycoIc75Y34ayeEYAZ+VAXPdxzACj1XtMmhI8r\nAQJNwWn7QQgSA6mAw1FqHrADa12PRzoRcQBordvhAjcgHeggIkw7GmN+gPCDMx105gNPodRKrI2h\n9ckYc6AnGClBOjnnI1SJx9D6Naxdi8VB+3+E4SegjxIxEwjfNPk3tH4Xk9yMDg7FhH4Esa9Qia+w\nyXrIGwfJMhQV2FgFunAottdx2K5HQv4Q2PYGlLyDDq/HRMrR3Ydj9z4O6y+EsmXosoWYmm3gD6J6\nD8WGa1GJOmxtGUTq5HnkhiCcYYXhVWFhAatXr2k4gDav/7X9W/PHdl0XYwyrV6/mxhtv5IsvvpBu\nrPaDSUgrOJQvi4JoGq0gP1+oBomE5LaC0A+URufIb8tG49hOndHHn4gaPx7boyf22adRn3+KzvFT\n9KvT6HLRyfh7y3TAGEPlY9Oo+MszJEsqGHD+oQz7zXHkD+zR5Hnv+ngF31zxHPUbShh30WgOmTqJ\nwuLG9zcej7Pgq2/4/JM52K2K+AyNu/5IZNHqQyg49wPD0boWY9bjOF1w3ZHA0bROa0nVOiRs4GGa\n+hCvROtnMGYV8vv5GW3tN7S+HmvPxtor0y6dAVznhRLcQ/vBHKl6HZx/opxuKDeCcb8E1aP9uwHw\nFNgrEMePR0mnGWj9V6ZM2cUjj9yLMYZkMkksFmvCH20eAgC7Zz2VElF9G0urVFe1uRBrdwVaKYAb\nCoUaGi4dgPU7qQ6w2lFSM2bMaLCuuuiii5g6dWr7d/oWVVJSwgknnMCLL75Inz4trV+i0SjJZDKr\nFJJvU7/85VW88koF0egfW7mFAd7yOGPrEc5jf4Tz2R9R8ra+E9P6z4hY47osn1EtcDsi5mqrI9v0\nOWr9AhAhN5ho6QaQ6IwTc3DdOsBF655Y2w9re3tj+R4eOM5GyVoJfNZgEQUuSh2JtUciQLe1xYVF\nRqgzUGoz1jqIldU3KHUx1l6c4b4LEIC6wgOoJ3lel5Noulh4BhG1+YEoyhkM+gys/hGoMY3eoOYb\nSPwV7XyOSe5C507C5J4NeSeBrzeYMFTdg468jImtg0B3FElsrBSC3aHTSAhvRLlV2GgVuse+2IGT\nscEuULoUXTIfU7MVtIPqNwobDUO0GhWuwNZ4ivRgAGJpq4l0fmlaTZgwgY8//jirxdqetn8zxjSc\nUuDUdV2stWitcRynybnWGqUUa9eu5c477+Tf06cTTShIekEY/lwBr/4g9B4J0WoIl0O4CkYeAsee\nAyMmwVuPwuw3oLIUdchhOOedjzrmWGwggH3pRcxD98OmDeQeNJauV51BwQ8PRHlgpX72EnZdfTfR\nRavpdsgw9vntCXQ/YniTfUn5vHV8/YtnqF25nX3PHMHhNx9MlwGdcBMuOxeVsGn2Fr5ZtJSSwlIo\nAzU7gF1rkcVWLsLF7o9MQrJZjDaWUk+ilPbETku9Tup6RHR1IY3xx23VYuBBxLYtgUSyzvVEkK11\nbTNVEpnOPCJJVPbL7Piptg6tL8HaGVj7IMKJbV4byM8/hq1b1+L3+zHGEI/HSSaTDWr7urq6jIut\n3fFV3R0RVaaOaSQSaeCcfpttpz/vDkur77Q6wGpHfX81b948rrvuOqZNm9ZiR5UirWut2x0FfZuq\nqalh5MjxVFTcRvvq/RgSrfoYMv4WDqpSvdB6IK47BDl4DUDG+AoZEV6CAM/jsnxWq4DHkfFfe50R\nF+GHbkK6KoU4jt+zpnLRuocHTIsRpX4RTUFhDK0fAoZjzBm03CekOKyzPeuuOrTe2/OcHYnWz2Jt\nLdbeQuaO7ALgXQ+gaq+DeiQCVBWwHKVuQalBGPMXhFfaHKD+BPls0nf6SeApTx293uO2jkKpN0EV\nYX13gP4JuO+BuR+lFmLdWpyCH+KGzoS8yZJ/bmqg8m/o6GuY2AZ0/hBs73OxvU6FnAGw9UnUtoex\ndashWITyBbDxGhFA+QLSPXQ9lb4/JF1Em4C6apnhp8/yQSzEIjF0jg8TTQKifTIeD/XQww7hnbff\n3W0LHNd1qa+vJy8v77+yz7FWkqiaA1JjDNbajIA0BUqzrVgsxhNPPMHtt99OdW1EPGOVhmC+0AWK\n+kEiBiYKkRrovw8cMwUG7wczn4ZvPoD6atTxJ+Cccy7qkEOxpaW4f7wV9eEMcJMUXXIKRZeeQmCg\nLICTJRXsuPoe6t/5jGDXPEb87iT6nz0JJ0fGzbGSGra/uZDFN7yCicTp1L8TVRuq8eX5CfQqonDi\nMLr/aDzx4mrWzHyJxKZ6+HQcrD0J+W6/j3ikNud+t1flwD3IRKca6dqeT3b+zI2l9e8wZi9k0TcE\na+9m94DzbJS6w3MJ6IfWGmPnt383u8gb++dizNukuLSZqqDgWJ5++gYmT57c8B2LxYTqEgqFqK2t\nzRgCAI3WUNl0Nv9bSyulFNXV1W0+RrYCrebPOyW46gCs37o6wGpHfb/15JNPMnv2bO67774WO4EU\naT0YDLbLR/o2NWPGDM4771rC4Wlkc7BQ6h8o9Zw3ZqtCOhwr0Xo7UIMxEhWkdV9gMMaEkTH2RTSC\nxfSTQrqaquEyrd9B4hOnADuR8X05UIPjxLA2ijFxBED7UaoAyMXabcgofX8EMGdDo6hBqUdR6iCM\n+SHSPf4CrZd53VMHrcd43qnDaC46UephrN0C3IwA4q9R6l1gE9bSDKBmej5rEA4qSIfoVK+D2hyg\nggQvPIK1K1GqB3Ax1p5DY3a7QTpTr3jvZxRdcCqm4FIIHS7G+8kyqPoLOjYdE9uMLtwH0/s86PkT\nCPaBHS+itj6ErV2GyukCI87DDjkbwjtgwR2osq+w/iBMukBQ5vwXRDzlD0DxYNi0XD5Oa6CwM6qm\nAlvvjfodr5PabC86ctRwpk97m969e/PfVjweJxqNtkmfSYHS5oDUdV2UUi0AqeM4KKW+k+lGimNr\nrW2IWH7jjTe46qqrKC/3AiR8QeG+Go8aoAAsFPWGo86CPkPgPy/DmvlgXfSpZ6DPOgs1dhzmnbcw\nf/8rrF5Fzn5D6XbVT8kZP4LkjjIS20oov/tFEsvXgVLk9u9K/fpSrLE4nfLQXYugfzHJFeuxJWUM\n/dM59L/ihxKQ4JUxLhs/eoc1772EqQVmTYY1G1BqO9ZeS9vK/DiwHon7XY61wg2X39rfkKjk3aka\nJGnvbWThdjlixZZtbfZcApYgHdELvO38FHgfVCspfNai1EOej/TZCM2pvXqck06az8sv/9PbhADW\nFN+6PdV9NBptEF+1Z2lVX1+PtTYrS6toNEo0Gm3orrblKpCNQKu17efn5xMKhTosrb5ddYDVjvp+\ny1rLpZdeyrhx4zjvvPNaXJ/qGO1pwdVxx/2IL7+swpjTEOVuc0FDeiVR6jSs7UbryTHbEBC7Boku\nLadR+Q+NPyPbxglAoVRntO4EdMF1OyOCp0LvvICmHM8PEKHWZd512ZRBREsfIOPNKFr3xtqxnj1V\nH9r3Y70bUfLnIMEAR3kAdQSZAWod8DyO8yWuW+GJpIqB19H6GIy5i0Ye8VfA3dIdtRqtL/Csxkal\nba8K+APamSZ2ZKGfYhiITj6HSWxC5U/Guj60+RoT34buPBbT+3zo+WPw94Bdb6A234utWwL+PFQK\noCoH5t2M2vUZNhFBjz8LM/oUWD4DvezfmJpS1EEnY0MF6BVfYravQ+09GBuuQ1dXYKprUUEfNiZd\nVOWI3sjnVyQT8hm/9dZbHHVUukP9f18p+kxubm6rnVKlVKud0j1d7XFs33rrLa699lq2bdsmFzhB\n6U5r7a3ltAi43KR3vQM5Od7PxQoHNpEApdAFuVjXoHwOFHTGFhRhu/aQRcXi+RCpo/Ofr6Hw0jNR\nafSJ+jc/puqS3xMoCDLqqV9SdOg+TZ6jSSZYeu8/2LbhP+DmwacKtWovrLmQxt+JAbaj1CqUWoYx\nW9E6D2O6I6P+sUDAW/gGMWYq7f/GLLAOrWdizFdo3R1jjkap+ShVjDF/zeITqEXrxzDmDZTaD2un\n0pRy8Ee0k4cx72Z4+Eq0Phdrv/Rs/DLl2GaqMgKB/di4cRWdOolYM8VfjUQihEKhNqdn6dZQ2Vpa\n+Xy+rGyn6uvricVidOrUqd3ObXsCrda232Fp9Z1UB1jtqO+/YrEYP/jBD7j99tsblM7p9b8QXG3Y\nsIFx4yaQSISwNpVhfxxiYj+CzIbzZwDXId3G9iqOUjc081JtryqAe4FjgCxSY7wStXK9Z2uTicPo\nIlSDpThOCa5bDeSgVH+sXY1SJ2LtMVk80hJgFkptRfYZ/ZEu6VQyx8caJBL1HYzZ5rkFnI6IUlIH\nzDK0vhxjtgGjGhwCtD7N49Wm568b4Fm0vhdjVqED4zCBX0HwFFDewS82HRWdik2sl46dW4fufjSm\nzy/k+i0Poeq+wWo/evgUzNBzILc3zLsNvfVdTLgUZ/RJuBPOh7J16DmPY0rWoofujxl9BKycjVr7\nFTY3F7p1x6koxd25Szqunhdp4wcD/oAiEZNd6A03/obrr5v6rYRRmQBpMpmiF+gWgDTVKf0+K8Wx\nzcnJaXNiUlFRwb333su99z2Mm4yAv0D8aAOdhSqQDEPPkTDqDOlsL3oBanfCEVPg1BuheAh8+hI8\n/1uoK4efXwfnXwEFnrvFtOdRf7ke7Ri63DeV3NOOayLwqbr6TuqffI3uPxzHyAd+RrBX0wVs/brt\nLLjyz4T77gInCZ/tA0tH4OhVuO5qlNIo1RVjhiJTgkzj+ThK3QWcibWtLViiyLj+Xa8jOwQ4hUaK\nUA1wK5KE11rQgIukX93ngdwbyeyzXInQERaCStuv2dnAj9G6D8a82cpryVS1aH0DxrzOnXfezEUX\nXdTAf059H5PJZLuK+9SUTWvd0JVvrXbH0qquro5kMonP58uqY7o7wq/0591hafWtqwOsdtT/jdqy\nZQs/+clPeO211+jevSX/aU8Lrqy1vPDCC1x99V8Jh/+OgKpPPdCk0fpIjDkaOegIsGqkA9xNduKk\nTchB5UKyM+QHUe6/iPBeW+eFNS2D1g8CfTy+p0HA6RK0LsGYGsSeaiiuO9h7Lqku5krgBcTyZnyG\nbS9Gqf8AWz2BzYGePdUQBER+DjyNUud41jwKSc95EWvXenSF07D2RFrGTBrg356YbTNCAchD4lrT\n7cKWAFNR+kssQVToF9jAheB4VABTAfW/RZt/Y0wc1f0X2KKfQ3AA1P4HNv4UbFhSp7DQfQzsezmU\nLEDv+BBTsxU9+GDMgRdDTif46K+w9WtUQRfsD86D0m3oRR9gKstQY8djy3ahd27D1DY10fflBUjW\nx/HnOiQjbgN1dfR++/DcMy9lTHJrrVob3TcXOaVO4XCYYDC4x/2K/9va3YmJMYY333yTyy77JTU1\n1QJcE/WAgaAXPzv2HOg3CeY9Dju+hiEHwGlTYb9jYf7b8My1ULEDzr8cLv4NdPHijR+9C/XEX3B6\ndaXrQ78n58iJDY+b3F5C2SmXk1y2msG3/pQBV57QhBpgjWHTwzNZ+ciz2ElJ+bp+1g8W/xDM3lm+\nG0uBV4E7aUoH2IHWH2DMJ2hd4P3OjiWzE8mLKLUTa1+i5STjK5S6HajF2kuQxW9bdT3aGY0xT4M1\nKP0XrPkj8AuE6pNtzQIuQSJqz2LUqPf47LOZTfjOqe9xSsDUVncz1dkMBoPtgtBsbKdStyksLGzw\n985GH9FhafW9VAdY7aj/OzVr1izuvPNOXnvttRYHsO9KcNWWslkpxamnnsO8eQNIJs9Nu9c84E20\nXisjZr0vxhwHHIpSV2NtV6ClZ2ymUupt4F2P85UdrUHrdxhZOfoAACAASURBVIGFGHMl7YPiJAKK\nVyECkBAQQ6lctB6SAZxmqiXIwfMCYD8EoM5CACpofZB34GxN/b8O+AtQiNZxjImi9YkY82Myd6m3\nAfeg1HysDaLUJVh7NkJjuAz4CDgLKEA7/8a4JTihU3ADl4LvkEblcuxNdOw2TGI5umACpuvV0OkE\niTANfw3br4HwfHSX0Zgh10O3w2HD47Dydu99syKY0j7IK4JoDcQ8ADpsAlTugOpSMcJPjZ89HpvK\ny4Gkwcbi+PICWGPx+RWxmjj+YGM39ZlnnuHUU09t1ZQ8G5FTJuV98/pf+RV/m/o2E5OlS5dy9tln\ns27dOg+41nqZswEo7APjL4TtC2HdhxAqgFOvh6POhzXz4PEroGQDnHkJXHYjdO8FySTcfg3qjacI\njB1B0QO/IzBmeMPjhd/+D5UX/w5/XoDRT/2SosOaRpOGN5aw8Kf3U1e9FnNAARRZ+PwIWDge3Pbf\nf6WeAWJI6MhCtJ6BMRtRqh/Wnoz81tqqJEr9HmuvQSykALaj9V8xZgEi7vwF2XHYNyP7szlofaXH\nsX0R4cJnU7VoPRVj3kB4+pcDcXJyjmDOnA8ZMmRIk1sbY0gkEg3iqLa+C7vjq9qe7VR9fT1KKXJz\nc3e7Y7q7llbGmAYv2Q5Lq/+qOsBqR/3fqrvvvptt27Zx2223tfgxZ2vR01xEsjvK5q1btzJ27CTC\n4dYSX8oQXuU8jNlBYyzqicA+iICqiMxeoSBdzz9iraLt9Jn0clHqESCAtec2XCagdAOwHcepwZgw\n1kaQrmlPXLcI4c3+EAk0yLaSSBzpNzRyUA9sB6CCcHLfQesvPI5uitf1AmISnl4GiVJ9CWO24ThH\n47op14T07S8DrgSWy/adYVA4A5wB3mZSXdTpGBNDdb8UW3SpdFGNgfKH0RX3YmLb0QOmYAZdJQb+\nJZ+gl12LqV6GHnICZuKN0HkQvHcZbHgXug+AoYfB9hWwYY481vD9oa4KdqxD+Xz4T/kh7idfYneW\nUDBpH+JrtxAvq8YXdPj/2Dvv8Ciqto3/ztn0QuhNmiK9iQURsCAISBUbIkoVFBTELoqIKIgF7CBN\nBCwv0iwoiqAgCIINEAUMHekESNtsm3O+P85O6ibZaKLRb+/r2ivJzuzu7GZn5pnnuYv7rIuIKIHH\nZQ6XQ+8czFNPPkNCQkK+IifltwTIXZD+WZGTz+fLTA36Mw4BfweKY2Li8XgYOnQoixcvBhkJyg3h\nsaB9cN7V4E6FE9tA+aDDIOh1v7noePMuOLwLet0GIx+H6rUgLQ3GDEGsWU5UlysoP+UhwuoYZwGl\nFGcffJ70mQup1LkljV8fQlQ1Qw2wMtxkHDxF4tj3Ob5sE7pGTWgbBVWPwrdXwk+twBvomODBTDN2\nYL7rIGUUJlSgF8EFg9hYD3wKLPJPJ/6HEE3QOlifZxsW5kL1JEJcitbBCU8NvgGGIGUCSs0ke0hH\nePhk7ryzDM89NzHHI+z9we12E0zUanFYWtlFb0JCQub99vMG2zENWVr9rQgVqyGULiiluO222+ja\ntSvXX5+X25ndokdKmacYzU/ZbP8M5qQ/c+YsHn98Nk7nyxTcyfQBa4DFwAGEiEJrk6pkFPplkbIC\nWlfyCyvsQhaMIKkXJt3Jk+3mzufnKUzIQBxC6GxFaWWUqobWlTE0gUrkVCX/AnyMoRHULuC9pADr\ncTh2YVmnESIOratguLkjKJgz+z1CfIrWfyBEFbS241FjEeJptP4V02ltiymwX0KInzAz0zvR+hby\nWv+8gzH8P4yUfVDqfuAM0nEPSu2ByO4ItQvt/d3fRR0NCd1NF9V7Ao48gEj7DMJi0PUfgtoDwBEP\n+95E7nkRlXECedFdqItGg7IQXwxD/7EeWe8y1HXjwZmM/OAB1Ok/ELeORp/XBMfMJ1BnjhM1YiDW\n91vwbfieMu2a4jl0AveBY4THR+FLScdyq8yRf8UqCSxe+BHNmjUrtu9nUeDxeHC73UGpo/8JlEQK\n10svvcSTTz6NZRl7JMJiTOCAZRlbMSmhUm1IqAQ+L+z72dzXqTdceqURdJ1NgjlTEc5UYvv3IqJ5\nfVRyGlZSMr69h3CtWIt0SCKrl8d9/CzK6UbGRiNiYiA+DsvlQSfFQMJVcMUGqHkANraG7xPAsw8p\njwGpKJWOEPFIWRPLisWICe8DgqUQZEcSZj/LQMpqKPUwxoEjWChgHULMRus0jDXfDoyrSGFIQ8rH\nUGoRpps6MsA6u4mPH8DBg7/n6YraF29utxspZaEXLx6PB6fTGVShGMh2Ki0tDYfDkWdKVxSrrPye\nuyCELK3+NELFagilD2lpaXTq1IlXX32Vxo0bk5GRwZEjR6hZs2amitTyp94EUjb/VRGJUoorr+zM\nli0t/e4AhcFCiBFoHQMMw3QmTmASoo76f0/G4chAa1fmzXQQfZiC2IEQ9k+Z42+tHShlW1sdBrpg\nlPDBdju+xqj9R5HzxLMH2ICUh1EqBSlro9QFQBOy+LE/YGyghmCCCmwcBT5AiF1+CkVnvyirFnnx\nITAX091JQ8rOKDUUw//N/n8yQhGTEiYR4gFMWIBd4CvgDYSchFZnQViI6KboapMgvhOkrUEeexSV\nsR1ZqR2q3kNQuQNYLvjlEcSRhRAWjm79KDQfBEk7EavuRh//BXlRT1SPsXBkJ3Lpo0bl3/8h9HmN\ncUwbgzp5mKh778D67Xd8K7+mzKWN8aU5cW3fS3TVeLxJabiS3ZnvJCxc0K17D159+bVM25ri+n4W\nFRkZGSilChWm/FMoqRQupRSvvfYaj4+dgFYucMSY7mp8M8NXdh0w343yjSAyAZJ/B+0GNJSpaigF\nlg/ST4DPDRExhg5SphyUKQ8pZ+G75YhzqhK17H0cdbIuBrXPh+fxp/DOeQfhioLK6eh2GXCeQHxf\nCf1dC3DVxiRYZb+4/BwzDRlH4UlYYFwwfkSI79D6BIbecxaTJBVoXwz4SQHrEWI2RpjZCbgeKR8H\neqBUfoEpNtYDg5Eyzt9NzT1FyUJcXF/eeGNUQCqMTYGx+daF0b2C9VXNbTtlWVaB3q625VQwhXDI\n0upvQ6hYDaH0ICUlhR07drBjxw42bNjAypUrkVJy5MgRLrnkEpYuXZp5wvd6vWitS0xwtWfPHi69\n9AoyMoxQqXAcBu7ARCQ2DWJ9hRDzEWI/SuVnf5UXQqwHNqD1SIo2IlyC6Wq2RYjfgJNorXA4mmFZ\ntn9qfoXCFswovy9Grf89Sp1BylYo1QWjQA7UhTgBzEaIrf5C3kKI8mg9HyPIsrEVsLl6LfxK5W7Z\nntMDPIaQ80GEo6PGQtQAUGfB+TB4PzKepjoDUely9EVzIe48SD8AW0fAqW+QFRuhLnsczu8Oe1Yg\nv3kEdXYf8srBqGsfhh1rkB+PQzmTEYMfM53UVx9EHT9I9OihWEeO4Vv8CbFN6yDiY3B+u43oamVI\n25+E8iocERLlU0iHIDo2hrdmzqVr166loji0T6iBOkmlBSWdwuVyuRg9ejQLFiwEYRm6QFRNEGHg\nOQRx1aDdRCjXAFYMgLM7oeP90PlhiIqHTe/ColFQpSY8/jbUv8B+YhjTA37dSMSLkwi/vW+O/7nv\nsy9wDRoBGU3A6ggVUqHdWmiwE368BDa2BWcsROyCihsh3Afeo5BUFdwPE/gcnQr8hJTf+Sk0FbGs\nC4ArMfSjeUjpRalX8nm8DQV8ixBzMOKra4AbyKLh/I4Rff1K4O5qOlI+gVLvY0Sj9wZYJzcW067d\nWpYteydgJ93usNr0lYJ4qUXxVc0ucrIsi7CwsAL3haJ0TEOWVn8LQsVqCP881q9fzy233MKZM2do\n0KABjRo1yuyoJiYmMn369IAJVyWdif7II2N4/fWZOBxNsawLMd3M+uTHRxXCdBC1npDvOjnh9o/J\nzyNLFFEYNFL+DziLUsMLWfc4Rhx1ECGSscMKhLgarVtiOiCFXdX7gHUYukMa5n3dgbGQyu/AvAYp\nF/lPpK2xrFsxzgIaeBzTiRkLRCLlNJQ6gpS3+kf92T0tTwH3gFiBCKuDjnoSInr5zUo1uF5Fep5H\n4YMKQxDOdeD6Fa0sE+npTkJUuxB9zRtQ7SLYMgu5aRIq4zSiy33ojiNh0wfIFZNQngzEsCdNJ3Xq\nvagj+4gaORhtWfjmvEtk9QpENT+X1BWb8JxJJywuAl+aiU2NiA3jnKblEMpBhbDqvPP2+9SoUaOQ\nz/XvhVKK9PT0Eg/Y+Cv4qylcweLQoUN06dKF/fv3gyPOXOiElwGdARHx0HYCxNeE1SPAdQJ6Pg1X\n3AlImD8QtiyDLv1hxGSI89tgrf4AXrwTx4UtiJzzBrJqVvKcOnCQjN790QcdkNEDiIayp6HdOmiy\nHdbUMYETN5zN2shFAhLbgKef/450YIu/QD2AlBVQqilwNXkvMr0I8Qxa30Xg1DwNbPB3UlPQugNw\nE4GOBVKOAbqj1DO5lnyL6abGoNQMCqYYZUc6ERFXsX79l9StWzfgsVtrnenBWhgvtSi+qrbISWtN\nuXLlCi1us1tOlaSlVUxMTKhgLRyhYjWEfx6pqakkJSVRq1atHCMRrTXjx49HSsmDDz74pwVXfxaW\nZXHRRW1ITDT+flqf9nuw1kbri9C6GaaLaivrNVLeh9Yef+czGBzCpMDcQvB2Vm5MilMtsjxbPRgR\n0i4cjlNYVgqgcDhqoNS5/nWrI+UsoDxK3UX+fFyFUQJvQKnjCFEOaIfWlRHibYToglKDyXlyS8HE\npG720wL6oHVv8tptuTBpVT/7f78DeIGc7gQ7QIwANiEj26Eix0FYW8MlVApczyG8r4BwoKs/DeVv\nBxkOzl+RhwahnNuh/MVIz2GU87gpbKUATzrUaAa9x8PezYgNb6N9brhrAtS/APn8cNS+XURe1xmq\nV8V6dzG+pGTCKiSgXB5UegZhcRGAoFzDSoRFOEjaepiW19dmz9dJ9Ol9K+PGPhkwX7w04O8K2Pgr\nCCaFqzixbds2evbsyclTZwFpOK3hMSaMoPVYiCoL3z4OQsFNU+HiPnAiEd7sDalH4f7XodOt5rvp\nTIMHr4W9W4h8fSrhN/bOfB3tduO+fyy+hZ9Bxo2YpDegTDLUngk3JOfduJnAkesxSXJ7kLIsSjXG\n+BIX9h37AcNVn0+WuEpj/FpnA2f9RerNFHzBmghMwthrVQScSDkOpd4F+mOiZoNFOlK+jlLvMHhw\nfyZOnJDvsdume9nj+IIuXoriq5qSkpLZMS3snGF3TEva0sqyLMqVKxfyYC0YoWI1hNINy7Lo3bs3\nQ4YM4ZprrsmzvKQVzzt37qRduw5kZNgeiGcwitefMclUZxAiASlb+EdxVTF8sz4Ea/UixFfACrQe\nRcGRjWBGgMcwwqdNQHmk9PmFGmWQ8lwsqzaGrxYobtWDlK8C52FSoLIb7P+MEOvQ+ghCxAJt0bo1\nhldn4zgmS/wClHoA2I4Q89F6v9/Sqx9GSJW7GDoOPAf8gJR1UWo0hsu6CinvRKkJwCakfACldiGj\n+6Aix0CY35hcKch4EuF9Exxx6OoTofzNZozr2oc42B+d/iPyvP6oxuMgpjoc+Qz58wiUzwkNekHK\nYTi51RjI+9wQHm4ENkqZeE8pITwMwsIQPi9hVSrgO3EGgabqHZ1xJf5ByjfbaXrXZexfspXISE2d\nVpXY/WUSs6bPoWPHjqW+GPw7Ajb+KkraUzk/rFu3jt69e5Ph8oGM8CchS2g5ElIOwv7lEF8Z+r4G\nja6B9XPgw4ehZj14fC6c658KLH8LXr8Px+VtiJr+MqJi1gjdu3gZ7uEPQUY70FWBI1D7GxiUnneD\n5gIHIjEc8u6YxLrgIeUrQH2/0GoTQswCzqD1VZjjU7DWeWOArijVAyEGIUR0EbupGuOV/CRSlkGp\nQZQt+yZ79vyKx+PJd3+xLa28Xm+hvNRgCkWv15u5fwYroippSyu7eI6JiQlZWhWMULEaQunHmTNn\n6Ny5M3PnzuXcc/OqZN1uNx6Pp8QUzy+8MIXnn1+K0zmWvPuMF9PF+A4pD6DUaczILhIp6yNELFpH\noVQUphANfDOpUz60bgucxKRXpeJwuNDa7e/WGvGHELEIUcZvf3UYk2bTmOAFV+kI8RpCXIRSDYGv\nEOIwWochhF2g1gzwXm2cwhTkDowVV29MElUgYcU2hJiK1ok4HO2xrFHkNPjfgRC3oHUq4ELEPICO\negCkf4yqfOB8BOF7G8IqoKtPgnLXmyLCcwRxYAA67Vtk7ZtQTSdAbG04swW5uT8qbR/i8rHoVvdC\n6lHksptQSbsQN41Hdx4JS56Gla8gW7VHjXkV3noe8fFcYgbcSNj1XcgYeB/h8ZHUfKIvBx+ZQ1SZ\ncM7peD6/v7WJFj1qkXLYQ4JVhXfefp/q1U2n7N9QDLrdbrxe799eDAYL21NZCFFsDgFFxfz587nn\nnvuxrAzTZXVEmRAC7YOIWDinGXS4F8rWgBUTYfda6DUMhj4DMXGQchru6wRHdxM1+w3CumaN41Xi\nHjJ690EfPYVwx6Orp8HQtLwbsawM4mA82umBCuX8fNYwOHU5eBrnXT8P/gCmARURItlfpN5CsEVq\nFjZh0rHCMGEhDxbhsXuRcixa/47WgwEjWI2LG8W0aaPp2bNnvvuLLbjyeDxBWVrZhWIg6oBNF7CD\nMooioiopSyvb0SA2Npa0tDRiY2OJiooqkSnhfwChYjWEfwe2bt3KiBEj+Oijj/Jwk0rC/iY7fD4f\nrVtfxc6drfxK2cKwH5iFOVnUx4y7PYAXKS2EsDCFqQVYaG35f/cC4HDUBMpiWWUw3ZR4zCgvHiOq\nynp/QryDEUfcReBo1dxwYkIOfsFY3WhMOldrDA2hoM9ui1+pfwgTzWo4sOaEWCfXup8h5WyUOoGU\n/VDqTvIWs+8j5VSUSgM6IuRaENHomBchvBuk34/w/Q8ia6CrP+s3+BfgPQUHBkHqV8ga3VDNJkH8\n+eA8gtjUD31qE/KiYajLx5mR7scDIfETZNtbUH0nw+EdyOm3o6VGPz0HwsJxjLkVERdJ3PypuN6Y\nj2fZCuo8cjPuU8kcn/M5zYa34di3+0jedZTL72rAj/MPMeDWQYwbOz7PibGkL57+Kkp6fykO2Jy+\niIiIfzSF6/Tp04wadS/Lln1ib5mxR3PEQJg/SMLnAZ8LIqPN7YL2ULYilK0AW9ZC4k84unYmvM8N\nmc+rMzLwjJuIPukEXwuo9xPcdDrrhReXhehz4PxE2OOBrtk2alEFSLwuQMHqxhSHv6P1r2idjDkm\nWMB0siKNg4EGfkPK5Si1HQhDiGvQ+sUgH+/0W8+9i5kwjSPnxfTXNG/+KRs3ri5wf7ELVpfLhcPh\nIDa24PeQX6Fod1UTEhIyX6MoIqritrTSWpOcnJyZaJXd0qq0XkT+wwgVqyEULwYPHsynn35K5cqV\n+eWXX4r1ud977z0+/fRTZsyYEfAqvCRPbjt27ODyyztmowMUhlSM12A7jOdoMNgHzMFkcwcr0FFI\n+QZQDaXseNOcy43p+E9IeQylUpGyKlo3RutKwDKE6O73Rg2EFIx5/y8o5fXbTnUik3PHy8B3mBF/\nK2AmQnyM1hZC3O0PMchtSD7XfyLzYOIb78CcyBQwAZgCwgsiAs57HxK6miLVlwIHhkDqCmTV9qjm\nkyGhicmI3zwYjixH1u+Kuvp5KFsHvn0esWky4pwGqCEzoEItxCs3ohM3IoY9hu57D+LRfvD9V8SN\nHYls3ZKMfqMILx/DuS8MZv+9MxDuDJrdezlbJ31JzRblqNqoLNuXHGPOjLl07Bg4ttIuBrXW/+/s\noooTJc1JLyqWLl3KgAFDUcpn6CfRF5tQCu8+qNodqnaBw8vg5CpQHqjcwlBLvOmQcQQc2nRpI+zP\nW5iz6enTIC+Cikch3AvecDjVGjwNoOYcGLIv78bMbABH7gD+QIhdCPGb35M4zu/p3AKTPheBlFOB\nZih1RxDv0oNxCPgII75qgqEMuIBnMNSdgrj1GlgJjPOP/J/EXLDnho/o6D589dWHNGvWrMD9Jbul\nVTC8VKfTmYM6YHNDo6KicpwbiiqiKk5Lq4yMjMxiNvvz597GEDIRKlZDKF6sW7eOuLg4+vfvX+zF\nqtaa+++/n1q1anHnnXfmWV7SEZPPPfcCU6Z8RHr64xTcgbSxFWPSndvfNH+YWNN1aH0vwTkKADgR\n4nWEaINSV2HG9JtwOPZiWWcwJ6xG/pF/XXJaXv0BzEKI69DaHlXaAqsvUOqY/7HdMIr+QJ/rYuB9\nDJ2hKibysQc5O70KmIGUMzBBTU9hUnIisi1/wgjHZE2QFyBZhVJOqDISXPsg5SNkpVao5i9A+ZaG\na7r1EcS+WYgqzVCdXoVqLWHvauSKIaYYHvwGXHIdLH0GPnsReWFb1Ljp8P1a5Av3Et64HjFzniPj\niSl4Pl1FnbF9UUpx+NmFNLjtIrxOD/uWbKHD6MYc/C6ZeG8V3pn7HtWqZefx5kWoGCwe/NMpXIGS\nxk6ePEmHDh05duwYiGgIrwLaCSoV6j8IdUfA5tvg9AZoOxYufRAc4bD2CfhhKnQcCTc8DWH+z3zf\nDzClJzgbgXUVOXjmtWfDoP15N2xeNOyzECIMISqgVH2gNYGTqpKAV4EHMI4mgXAaIb5A65V+hf/l\nGCeBrP1diFcRojxKzcrnOfYh5RNovROtB2LEW/nD4ZjPDTdkMHfum4Xaq/0ZSyswhaJNzQnEey2q\niMq2nPorllY2vzZ7l9auuUIiq3wRKlZDKH7s37+fHj16FHuxCmac07VrVx555BHatGkTcHlJcQZ9\nPh8XXHApBw5UQqkmmLF2DQpS5ko5G/jBb8sUzPYopHwLcKFUMHGsKRix1a+YzmwURkRVx68cro9R\n8RZ0ANyPUXNci+nU7ERrB0J08xv951do/44Qc9B6L8Y39RBSNvOLL+zHKExi1dtAJFpPxPi1Zi+O\npiLkZBBl0FEvQXj3LOV/+vVgfQm4ETHnoJtOgJq9Yd8CxI6nILosuvPrULcTJB9ELLsZfWI7ovfj\n6G73w94fkdP7mcJ1wmxo2BLHyO6oA7uIf20CokY1nLfeQ1TVBM5/4272jpyG+9Ax2rzYgy3PfIkr\nKZXWA87n5//9wR0DhzF2zBNBXwiFisHiwd/hEJA7CS9QPHPuiGYhBK+99hqPPvooSL8FlhTGmaLp\nRIirBz8MgMgY6LEAalwGx7fBoi4QXw7u/RCq+v2GU07AlG5wNBHpBdCGHlTNCcMCnHK/EJDeEX65\nGnQwn8lqzATkZbIs5zSQ6B/1/4yU1VHqOvL3iU7DWM/NAS7Kdr/Tb0E3H5N09yTB8efPEBXVj99/\n306FChUKnY79WUsrr9dLdHR0vgVuUURUf9XSyn58dp9XO242IiKi1O6DpQChYjWE4kdJFqsAx44d\no0ePHixcuJCqVavmWV6SauJvvvmGrl27A+URwuvnW0YgZQ3gXJSqjSlga2K6HB6EGI3WdciymSoM\n6Rg7q4swPopgaAWJwEGEOIWU6ViWE/AhRDmkrIplhWO4qEPJyyHND6eBrxFiByZVKwHTCW5O/sX1\nl0i5FKVOIWU3P/3gHMCFlPehlOnWwjcI8S5QBq0nYbwcsx+M5yEdj6E0EP0ChN9ihFMAniVIzyi0\nCEPXmAYxl8CxZxBpi9HuE6AtqH4xXDsdKjWFT4fB70uQra5H9XsBImMRr9yE3rkOOfgh1B2PwqzJ\niAUvEtW9AzEvPUH6iCfwfPE1546/DUe5OPY/MJNzrjyPihfXYOvzq/Gk+3BESCJjInj2qee4445g\nxqg5ESoGiwfFsU/bRUHuaObcRWnupLFgXu/UqVO0bduOP46cNR1WRyxElIUWr8DJNXBgLjS8GTpO\nMWlZH90Cez+DW6fAVcP8NBcvLBgFGxaD52qgGkQchnqr4aYzWS/2AXD2cui6H6SCld1gf91Ct9G4\nA5yPUsOA7xDiI7Q+hQkEuYXgpj/zkfIUSn3o//tLzMg/DqXGE3jknx98OBwj6du3JTNmTAey7NUK\ns7Ryu92FjuNtX1Ug37SqzC0pgojqr1ha2eLB7NxZpRQOh4Pw8PBQVzV/hIrVEIofJV2sAmzYsIGx\nY8eydOnSgDnTTqcTKWWJJPZMmfISkye/h9NpJ7bsx2Ro78PhMF6sxoA/HCmro3UEWicCV2CiQ1W2\nm5XnpxFg/YHWBxAiBq2NOMsUpdWwrCoY/9LKGH/S7AfsL4GfMGky5fJ5B6ZAlXI3SqXgcNTDslph\nBBhzEeImtM4dM+sCFiDEerQWCNEPrbuRt6vswUTOHsAcKuZjOG/Zt/FjpGM0SiVD9DMQcYcRrQD4\ntiHd/VDWQUT1iegKd5plvhTEwZvRaeug7p2gBTLpK1T6PvCmgbIQ9S9DX94fTv8BX76OOLcB+rl3\nIcOJ4/7e4E0nft5UtFI4bx+F9nqp9VgfTn/yHWfX/wZaIx0SESaJr1UOERFOVKpg+dKPadiwKBnr\nuT4Rjwe3201sbOx/uhgsSRTFIcDmOAbqlgoh8hSkdpf0r75vu2v29ttv8+ijY0BEgXRAbB2ocbMp\nWH1noPMb0LgvJH4Cnw2Euq3grncgvqJ5om/mwoL7wNMLaAIRO6Dihiw+a1IUwrMHrUdDk33QcQWc\nqApfdoVTgfj0HmAXJsZ1J+BAymi/qLIHRXMH8CHEI2g9HCnXoPVv/pF/n6J8UsBahHgN8BAXJzlw\nIDGzq1nYBZ7tEODz+Qq0tNJac/asCVoIpggtiojK7pjaAqnCYDsV5N4W+wIqFApQKELFagjFj7+j\nWAWYPn0627Zt48UXXwzIRUpLSyuRxB7LsmjXrgPbt9dFqQ75rKUwfNAdwF7/72f8BacDrQUg0Bq0\nlph9UWI6j/bPDOAoRnBVjeBoBCDEQuAEOSNZk4CvkHKvv0Bt4C9Qm5KTw3rAb2vVA6VuxXi6zsQo\ng+ug1O0YH9XcB3MX8ApCrAGqo3VfpJyD1g60XogRznkpWgAAIABJREFUX61HyqEofRgRPRYdMdJw\n/gDUaUTGrWjfN8hKw1CVn4Qwf7F9bBLi1HOICq1RLd+E2HPBdRL5XQ9Uyg5oM8ZQBg58Bcc3ARrC\nwsDjAo/HjGaVMh6qWoNSyMhwZHQkaI1WmvjLm+Pc/BsR0Q6uWX4Xvz2ziqh9Pj5cuITKlYMR1BWM\njIwMLMsq9cVgSV3gFQdyj4mzF6W5x/dCiDwFqX0rSWSnfiQnJzNixN18+ulycMQDPrAyIDzWiK+6\nvQWx1eB/10DKbhj+PjTzu43s/R6m9IKMZmC1J+e+r5HyA2Cv8Tp2SGi1AdqtgV8bwdpqkH4IKY8D\nqSjlRIg4pKyBZSnM8ehpzIVzUeDD0I0WYo5lF6P1MwRvmQfwI0K8ApxC6x7ATcTGTuT55wcycODA\nzLUK6vbb/3e32w2Qr+uG2+3G7XYTFRUVdBH6ZyytCqMk2LA9VcuWLesPmTGFanh4eKn1ZS5FCBWr\nIRQ//q5iVWvNkCFDuOyyy+jXr1+e5SWZ2LNnzx4uvfRyMjIexAQBFAaFlFPQ2uf3GwwGGinfB05h\nolWDLXIUUs5G63C0roiU+3IVqM0o+ARzBHgRQ2M4i5RXoFRfzLgwN9KAqcC3SHm+n5vb2r+tCpN+\nswjEOaCPIGLuQ0c8BMJvcK4UuO4F7zxkmStQ1V+BSP9IM20j8nA/lHLBhTOhuj+SdsezkPgssm4n\n1DXTILYyfPcibHwKecn1qH6vQUYq8sWOKG8qjJkO5SojxvZBOBRRi+eitm7HO3oMVe/qScVBndnV\n4X4qNKlKmxl92Nj/fVpWa8TcGXOKrXD7NxaDpQV2cWJZFpZl4fF4MlXegbik9vj+n0KgzuC7777L\nsGF3YfY7JziiMRdVUVC5GWSchpS90HYA3PqScQxIPu7nsR4ETxWMJ3MYhu/tAL73/10DKZNQUSlw\nRQY0F4iNVdEbW4CvJub4lPX/FGIexjrvEfJPsbOhgT3+NLvNSBmFUudjxFS9UWpQkJ/KLqR8FaV2\nY9xRhpDV0d1G9epz2bnz5xzFZEHdfvs7kZGRkUfAZC9PTk4mNjaW8PDwIhWhRRFRBduNtakAERER\nmc8NIIQgIiKiVF7AljKEitUQihd9+/Zl7dq1JCUlUblyZSZMmMCgQcEe0IoOl8tFp06dmDx5Mhdc\ncEGe5SUpuJo+/U3GjXsTp/MBCj/oAyQDT2B4qJcF+SpuhHgdrWtSMOdVYTitv+FwHMOykjG+rQ6g\nH4UXqGC6r8sQIhGtFQBSNkepSeT1cE3GxKRu9idXjca4BWTHEYR4CK23gYgHLIh5BcL7GW6qeybC\nMxbCK6JrvAlxV5iH+VL9I/+1yAYPoho8ZkzZU39HbuqJ8pyB7m9D3Wsh7ThycRdU6iEYtgBaXAtr\nZsPC+5EdbkA98jps+BzxzGAie3Qi4vXncN3zKL4Pl3P+/EdACPYNeJaGQ9tSb0hr1vacQ//etzLh\nyaeK/ftSkt3+4sI/GckaSHlv37IXokAmraK0dqTyo34cPHiQVq0uJTVVYU6lGlO8ljUdV50MlhfK\nnQOV60KVerD5A/B6EZ6qSBmN2a99gBfLOokZ83fG8MarQPmz0HElVD8Mq6+B7c1zibB8SPkSWrdD\n6+vyeQfHEOI7tF6PEF5MXHNnjJsIwB5gBvAOBV+sH0LK6Si1GSO+upssgZcNTWzsI8yaNY5evXpl\n3VuIH7D9fcnIyMgjjnK5XHi93hzWUMH6qtr7qZQyKOs5l8uF2+0mPj4+4DHDFnvZF4Hp6emZNl1R\nUVGllhpUyhAqVkP492P//v3cdNNNLF26lAoV8ooESoqPp5SiQ4dr+fHHKlhWlyAf9QvmIH83wY/h\nTmJMvbtivBPBiLB+wah5T/s5slE4HHWwrHMxcavxCPEGQlyMUjcSeH/3AWv8nZMkHI7mWFYHDD0g\nDSnHA1VR6gUMp/UUxo7rZ6S8BKXuJa8dzlngUWAjDkdPLOsp//bMRsin0KIKQrqMafk5U6HcbVnC\nqmPP+kf+l6AumAFx55nu65Z74NA8ZItBqCsnQ0Qc/PgGfDMGeUE3VP9pEB6NeLkbev8PMP5tuKoX\nPDUQvl5CzKuTcfTohKt9T2RaMo0+f44T81dy4pXFtJ1+C7G1yrK+z3yeHT+RgQMGBvl/KTr+yWIw\nWNidwZISXOXHJ7U7pYHG97n32387D9jn89GuXTt++WUfkAYyFsJrQM2ZkDQPzr4DEeWhTFPwHjNc\nV+dpULeQMwHOiRCvIEQYSg0lB12g1n7o9LkRYX1xLRzInv53FCOCvAdo5L8vBfgeIb5B61NIWc1v\nYXUxgShIQkxDiHL+Y0NunELKWSi1CiGaGH4tZQv4tDbQsOEX/PDDuhyfVWEWcNkdAmwuqM1VzT2e\nL4qSvzgtrdxud2ZX154IpKWlERcXV2pt7UohQsVqCP8NfPnll0ydOpWFCxcGjNorqRHsoUOHaN78\nYiyrOZZVHqOmL+v/mYAZpefcHinfA7b5C72CTrReTFGajhFN/YAQFREiHaWcSFkJOA+l6mAXp3lx\nGiGmI4Rt5m/jgN+8fz9CxGOSudoGeA4fUj6JUj6/h+qvSHk5So0iLy3AhUmq+RIp2/o7stlTdk5g\nbKu+BxGBjG2Oqj4VYi+D9E3IP241vqoXzoTqPcxDTq1H/nALOjwa3fNdqN4KnKdNN/XMbhg6Fy7s\nBbvWI6bdgKhdDzV5IQiBvOtKhPQRvXQeOiUFd+/bKXNZI857Zwx7+0wg/YcddP5sOMk7TrD14eW8\n89Z82rdvX8D/o3jwb4lk/SspXDYfrzA7qD+jvLfxb+EBFyQKsyyLnj17smbN90A6iBiIvxoqjoA/\n7jTc61YfQLmL4cyPsPE68DYE1Y2saU46QryMENEoNZgcxxShoMl26LASjleDLztBUiX/wrXAt8DN\nSPkdSu1GyooodTFmVF9Y99+JCfGYgKH+AKQi5QKUWoKU5/qPcecE8WlZxMSMYsmSmVxxxRU5ltg8\n4KioqIATCfu7ZXup2uKr7F1VG0UpQosiosqvG2sXzrlFVRDyVC0iQsVqCP8dPPfcc5w+fZpx48bl\nOQgUdsD7K5g06VkmTpwI1MHh8ABulHL7VfwejFl+PFKWBcpjWfHAV5iDeBOESEPKVIwYIg2t0zGF\nnwLCEcLclHJjXAP6YYrTYL07DwNvAdcBSUj5MybJqg1KtafgmNVtCLEQrf/wv/YLQK9c6yjgeYRY\njBD1UepFjKAq+/L7gPeRYV1Q+iXQCaCHg/gYwiqC7zCiwYPohmMNn095YFMfOL4S2fZR1KWPGmP1\nLXMQax5ANG6PGjTLKKjnDYcN8xF3jkff9gB8tdSM/Xt1IeK1yXjenIfnmeep+cTtVBxyLTtb301k\ntKDT5yNIfHMDR9/ZxseLP6RRo0b8XXC73Xi93lJdaLlcLpRSBY5Cc9tB/V3Ke/u1/0s84N69e7Ny\n5TrAaxwwKo4EKwnOvgfn3Q2NnwErHTbdCGe2gVUfY5FXHUhAiGlAfDZOfBpm3z8OYceg1SFoexZ+\nDYe1AtK9mMI2DLgQ6EbgC96CsAIhfkDr+X4rrHlIWRml7iEwx70gLKdhw+/58cf1eZYUNpFQSuH1\nevF4PCilKFOmTL6Ti6L4qhZFRBWoELZH/nFxcZnrhERVfwqhYjWE/w6UUvTp04cbb7yRHj165Flu\nH/CK2/NSa02vXjexbp2Fx9M911IfcBwzdjuJ4YWeRQgnWh/DjNYrYiygymC6seUxnofx5Oy8+pDy\nNaABSvUMcutOARv8Rv8Z/te5GVNM5negVsDnSPklSqVh4lh7Ah8Dy4HxQG//urMQYg5QEa1fADqS\n87iyACHHApXQYhaIbEEOaiboh8ERhxAZaEckot696IjKiN8egnJ10d0XQIX64EpBLL4WfepXGDwL\nWt0ESQeRL3ZEaw/6xWVQvwU82R/WLiPmtedw9L0ed+/bsTZupsHS8cj4GBKvfZhz2tenzaxb+GHE\nUiL3uPlw4dJiUfwXBYXx8UoDso9gIyMjg1Le5x7f/x3bWBpFYdlR1HCIRYsWMWjwMLR2gIyCisPh\nzHwIi4BLF0HCBbBzAiROQago/37txBSdDrKs8DRCxCFEAkKUx7LKQUw0XLkPmh6ADW1gU2ukegNo\nilIFJ04FeGfAIeBNTBBJBT8V4ZIiPs8Jv2/zKqQM56uvPuWSS/I+R0ETieyRrFrroH1VgylCi2pp\nZQu7pJSkpqaSkJCQub02/zokqioyQsVqCP8tpKSk0LlzZ6ZNm0aDBnmv7G2u258db+aHkydP0qLF\nxSQn3wqcH+SjNgFLMfzV/FOwcuIsQrwJdEbrQCcF217mJ6Q8iVJOHI7zsaymmBPYZxieWssAj3UC\n7yHEj0A0Wt+MEYNl51VtwCRStUWIbWgt0XoyRvyV/QSyFSkHodQxcEwFBmTxUtU+pOxlwgMqvQlx\nNxlLqZQ34cyjoF0QHg3tX4AGvWHvSsTqexD1WqOGvA0JVWD1NFj8CLLTLagHX4G0s8g7r0Q4fEQv\nm48oE4+rfQ8i4iNo8Okkzq7YzMH736Dl2C7UG9Kadb3n0qJKQ96e+dY/1pWzi8Hw8PBSU2gFGt37\nfD6AHPZPucf3/yT+TTzgolwop6Sk0KZNG/YdOGnSsdDmlF13JDR+Gk6thU23Gmsr3QHTST2N8Uq2\n0Ho4+U5fKpwyIqxqR2B1G9i+GkFvtM6bCpgTqcBOHI5fsKwdCOFA63jMRfjLmIlPsNiPlB+g1GaE\nqI3W/RFiL5deupfVqz8L+AiXy4XH4yE6OjpgsEP2C6fCphZFKUJtEVVBvq427EJYSklkZGQmL9Xu\nqkZGRpZa+k8pRqhYDeG/h507dzJw4EA++uijgLyljIyMQsebfwYrVqygf/8RfneA4AogKecBh1Bq\nRBFeKRETYzMAk1R1FiNm2o1lnUGIGIRoholbPY+cnNnNwIfAaLKEUYcRYj5a70bKev4Oy4UE5tOu\nRIgFfqpCFKZ4rZNteTJCDEDr9ciw4Sg9DoQ/r1wp0PcCc5EJfVHlXjAqaIDUDxCnhyPKtETVfQ6O\nzkee/RSVfhC0D6o3hpuehdoXImb2Qx/aAhPmw5U94csPEBPvILLXtUS89iy+tRtwDxhOxesvp870\ne9l/96ucXriaq/43iIR6lVjTbTa3X9e3RBT/RcU/FcmaX5JTbuW9/flkZGSUavX9fzkpTCnFAw88\nwMyZs40vsdQQWRUunAMxtWHjjeCUYN2OUdpn+DmsKShl22Xlg9r7jAgLF3yRDAfvwRwzMl8dw2//\nDdiK1qdwOBKwrFoYnmod/3rvIUQKWk+lYGcUDfyKlO+j1O8I0dAfKmDzaH3ExDzKhx/O57LLLgvo\nDmHXJ+Hh4QEvmuwOa2RkZKEXooUp+TO32k85UUoF1ehIT0/PLG7tfUYpRVhYWKmNXi7lCBWrIfw3\nsXTpUt59913mzZsXcGRUkMI0WAQyJR8x4l4++WQ/LtctQT6LGyGeRetzMWkyhSEd2AesB04iRCxa\np/sN+5thlL0VC3mO9ZgOa0+/sOK430v1BqB2Po/5HCn/h1Ie4E6guz/JZjuGD9sFGA9iJlJehuJ1\nENk6zOorpOiPdkSjKy+AKL8gQzkRx3uiXZugwStQbZCJnjy7EfHrdej42nBOJzj5LSJ5BzrNdJlE\n7QaIC9qiTp+AjSsI69aZiKG34/t0Jd45CyjXrTUVbrmaY8+/T+qPiZRvWh00pO5L4qUXpzBoQMnZ\nqRUVJVlo5ccnLYryHv5/iML+DvxVZ5IVK1YwYMAdpKcnQ1ic6biWbwPJP4PlAqs8hivaECG+wiTh\n3UWBXFShoOkv0OFjOOqDVYMgyYXDsd3fPQ3D0HyaYUb8gY6ZPoR4HrghHzsshYl4/R9an8BMdvpj\naFC5sZYWLbby+ecfBfyOgrl4klIGTH6yv/P2PlWQRsEuQoPxVQ3W0sqmAkREROSxygqJqv40QsVq\nCP9NaK0ZO3YsMTExjB49Ol/BVTAdrfxUzdm7UPbB1Ol0cuGFrTl+vANGCR+O6VAWdIA6DLwE3IjJ\n1vYCB/23Y0iZAjiNOT5ehCiDlJWwrHTgDPAwhu8aDA4DKzHdWS9wKTAKw5UNhM+QciFK+TBFai9y\nqoQXAa8AMcZVQMwEeU3WYpWG4Abj11hhHDrh/qxo1dQliNPDEPHNUY0XQFQNc/+ue+HobMTFY9Et\nHjaRlT89Cz9PhKsfgjqXw+6v4ZspEBaGo2JlQGGlnEb4vITFxSLCwvClpiC0JqJZfbQQeDdvZ9ab\nM+jTpyjRkH8P/go9pajK+4KK0oJQ2iNZoeSmJsWFosTGFoStW7dy222D2bt3N6CMKFH7QHkhIh4q\npkK4Aq+EUxI85XE4JHass/FRtvw/FVpbEGbBpRa01fBLJKytD84rCH60nwgswBwPqvvv8wJfYVL1\nPGjdDsOZL6hDbxET8xiLFs3kqquuCrhGYVzl7JZWhfFSi+Kraouoso/3cyM9PR2AmJiYzEI4NjY2\n5Kn61xAqVkP478K2hRkxYkRAS6LcHa1gu1C5lc258fXXX9O9e29MN8E2/3Zku4X5uxVhCBEOhKPU\nSbJM/D1ANA5HRbSujFIVMYKrCpii0j7gKaScCcT7hQ35deVOA18g5W6USsfhaIllXYoRR6zABBVc\nmOsxy/18MgXcBfQkL//tV6Qcb3ipIg6IAPk+iHb+zZuG4HFE9IWoinMgvI7/fpe/m7oR6r8E1YeY\nbqrrCHJrR7RORXdeBpUvBp8H8Vkn9JltMHAZ1L0SDm9BzO6EaHAx6rGFoDVy9CXo6DD0+5+Cx4Oj\nZztiLmtGlYXP4fz8W1LueJoFs2ZzzTXXlMoiBgovtPJT3pv/EQG/o8WlvLdf/98iCnM4HP8Jh4DC\ncPToUdq378ChQycAB0TUg3rb4SZv1kqLoiHRA55mQEPMfmzfIjCFY4T/7zCIXQpX7oQmYfDtVbC5\nDfiCHV3PQwgfWo9HiM/ReglSRqNUZ0yoQLDF2nqaNv2B775bU2AHs6CGg1IKn8+X6XFa0NQimCLU\nhp1GFahra/NVbVGV/b+OjY0ttd/HfwlCxWoI/20kJSVx7bXXMn/+fGrVqpVpWxIXF4dlWXi93kyb\nnexdqGBGowVh/PgJvPHGJzidt2NETx4gA3AHuHn9PxMR4ixaj6Bwj0MbHqR8HaPmvSHb/U6M3+lv\nKHUWKRui1GVAk1zPvRbDYX0U02X9CCmXoJQGhgPdyVukHkOIx9F6p19EdQ+mszsJmI9w9EGIzSh1\nGCrPhNgbTDEKkLoMcXooIr4JqvE7EFXT3H94Luy+F1n3OlS7aRAeB0nbkSs6QYU6qAFLoUxV2PQW\nfDwKeeMDqH5PwuFExMNXIFpehJrxLuz8FXlbNxJu7UrF1x4h7d3PcD70Mp8sWpJpTVXaCy1bmJG7\nIP077KCC3cbSJArLjX9DUlhxc5XT09Np3LgJpyKSYJjKu8KsGnD4JNAGQ9kpCBZSvo2ucArdoQpU\nOQaru8D2FuQ/IXJhhJ2/AbsxziWVMGEkl/6Jd5SMlA8ydeqzDB06NN+1CqPQKKXweDx4vV4SEhIK\n3EcKKkIDvW5uNwG74I2KisrcN+wLzEB0hRCKhFCxGsJ/E1prDh06xI4dO1i5ciWfffYZ8fHx7N69\nm6pVq7JmzZrMQtTn82WO5YprTOPz+WjT5ip27KiJUm2DfJQHIV5G63MoOFo1N84ixAy07oA50fyM\nUqeQsjZKtQFakDfiMDu+BRb5+a8OTJHajbxFagbGtupbpOyEUo+RNe4DU5TfCXwDuIzSv8wwU6gq\nF+LEdeiM9Yj6U9HVh/rv9yC29UAnb4T2c6Guv+D+5XXY/Cjy8pGoLs8YKsDCwbDtA3jkXWjTC75f\nAZP7IPsNQY2dBCs/Rd47gApjh1L24UGkTvsA77Nv88VHH9OoUaNSZ3MUiPMcyA6qNCnv4Z8ThRUF\n/1WHgMLQ8Y6ObGywMe+C1cC5UfC7CxLrQNIwChZCefy+rVHo2tdAp09BSVjZDQ7WBH4HdiDlH2id\ngtZOhCiLlLWxrEhMiMnTBBcIYENh4qK/xLK2IWUC1auX4bffthT4+QRjaWX7rxbGSy2qpZXT6aRM\nmTJIKTOdCuzXCHmqFitCxWoI/y1s3LiRUaNGsXPnTuLj42nUqBGNGjXK9N8bO3YsVapUyXFQK6ki\nZt++fbRq1RancyA5i7qCcBJ4FdPRbF7IuknAdmA/QpxEaxfGhaAzcBH581BtHMdYZ+3GiCacCDES\nrfvmWk8BryHEMoRohFJPkzOZCuAThHgSqILWbwPfIRxPQngddFx/RPIERFwjVJN3IcrPgUvehNje\nC8rUQXdaBHE1QfkQX/RCH1sPty+Ehl3A40ROvxydcQI98Quo3RiWTIUFTyAmTEHfOgjefhMxcQxV\npo+lTP/uJE+ag5z9EauWf0adOnWy3om/0Po7i5hgOM/ZC1Kb1/j/rdAqbvwbRGF/1iEgP/Qc3pPV\n563Ou2AWEFcd6p+Eel7wCUiMhsRY2B8HvmiM73IU5hhiX9x+AdQEUR2a7YAOp+GwhlUxOJLrYFm1\nMQVpdXJObJYgxFG0nkThU6IzCLEWrb/0W27Vx/g4lyc29jUmT76HwYMLFkS6XC68Xm9Azre9/7lc\nLhwOB7GxgURdWchdhBaEjIyMTFFfSkpKjiI35KlarAgVqyH8t3Dy5El2795No0aNKFs2K4taa83I\nkSNp0KABQ4YMyfO4kipi3nnnXe677ymczgI8D/NgG7AYwxUt57/PDewAfkfKk4bXqX1IWRWtz0Xr\nmhgLq1XASKBuPs+tgE1Iucrffb3YzyerixnhvYKUfVFqOOb4sNTv6xqP1k9jYhiz4yhSDkWpvcDz\nwDCyeGkp5nlFGkSUg5YrIa6pWfT7A3DkTeRFY1AXjDGd0+Q9yOXt0fHl0YM+gXI14fgO5Iyr4dxG\nqCeWQlxZmDIINiyBtxZB26vgmTHIBTOotnQqMR1bk/zoq8Qu38CXHy+nWrVqeT4Bu9Aq7iKmuDjP\n8O8ptNxud6YBemnE/weHgOxY8dUKHp75MHsv2pt152IBv2vDRALgZqiyD+r9BPUioKoHDiQgdscj\ndkcjkhVauwEXWrvROg3Dr2+DdlSF1oehzfewrQWsbQ8ZgaY2CilfBVqi1IAAyy2MF/NKlNqFlFVQ\n6mpMWEn279IBEhLeYteuXwLaENqw+dRa64Cc7+yhAVFRUYXyUu0itDBfVfvC0uPxEB4eniepKuSp\nWmwIFash/P+Bx+OhS5cuPPHEE1x6aV4eVUkUCFpr+vS5jVWrTuF2Z7em0mRxWb3ZbvbfX2A6p2WR\nMhWl0hEiASntbkYNoDJ5BQtfY8b6DwNVs92fhik8f0VrB0J0QesryWtpcwghJgEXIsRelEoFxmKc\nCrJ30BRGmLUEKa9HqanktMxagpB3IhyNUGFTwfcUWF8jKlwFrr2gUtFdlkFlf7DBznmw4R5kq4Go\n7lNMWs9P78HSO5E9RqAGTjJCqoevRJ3aDx98DufXRwy/DbluJeesmklki/qcHfEslX7czefLPqJC\nhQr5/l/+ShGT3+i+ODnP8O9R39tq59K4jYUVMaUBxS1c+2z1Z8xYPIMMK4NIGcmQnkNofWFrbr+9\nPxs2fOtfS2D21ySIbg51m0O9HXD+DkiPh8TG5nbwPFAnMIb/zcm014tNgyu/hia/wPorYHNrsHJf\n5J8GpmFCSC7w33cCIdag9VdI6UCpRhiHkfynQNHRCxg+vB1PPz2+wPddmLiuqJZW2aNSCwsXsDnS\ndtc25Kla7AgVqyH8/8KRI0fo1asXCxcupGrVqnmWl0Rm+9mzZ6lXrzFOpxdToPowxZ703xwIYX4X\nwpH507LsCMWbMKO2YCkKyzCcsjHAEaRcjlJHkLI+Sl2LCQPIrxj/HiHeR+uzmHHgaqBKrnVWIuVj\naJ3gH/lflm2ZEyF7oNVmiJoCYUOzxFXuV8HzEDgkouz56JaPwbm94avb4Y/P4ZZ50NzP1V16N/w4\nD+5/C668GZJPGcV/pQrodz6CsuWRN3bEcXgP56x9i/CaVTjTfxx1DiezfNGSArswUHiBkFt5X5gd\nVHEr7+1tKA6bo5KEvY1SylKrdi4uX+WSxJ/Zxuyc59wXT/lF4AI8+OCDzJgxk6xTeRRCRKL1SBAV\nofpBqPebuZU/CXsbQGJ12P0VpLXE8Nn9qHgCrlkJlY/Dqk7wa1Ny1hUbMRfQtyHlWpTah5TVUaoT\nWQVsYThNdPTzbNnyPTVq1ChwTaUU6enp+YrrimpplZqaSlhYGDExgTn/2V0EXC5XDnFVyFO1WBEq\nVkP4/4d169Yxfvx4li5dmufKt6ROvqtWreLGG/vg9fbBdESjKFjgACbacBpGTduxCK+2B1iIKYgF\nUnZAqQ5kpcQEwhqk/Njfwb0Rra9ByqfQOgOt38ck1ZxAiGFovQshnkbre8jpl/g+QtyNCLsAFTEP\npF/przwITy+09S3UmA3xPeD4k4j0BWh3Eigf9JkDF/cHZSHfvBKVvB8mfgHnNYfdWxCPd0Rc0R71\n8hywLBzdLiM8UlF99UxkXAxnbnqY5iqKRQveDfr/ZnOVw8LCCAsLC3jC/yeV99m3sbSIwgLh36S+\nj4qKKvXbmFu4VlJCvJ9++okHHniMzZvX+e8xdnoORyxax6BUWYgtB/U01DsD5yXCGQ8k1oDErnD4\nHNAScMG530OnDeCzYGUcjiMarTNQyo05DkUAF2O6qAWJPQMjLGw53brF8t57bxe6bmHiOtvSyk6Y\nKmiKZrvH5EcdyC6qsteNiYkp1XzzfylCxWoIpROHDh2if//+nDhxAiEEw4YNY9SoUcX2/K+//jq7\ndu1i8uTJAbtqJXHyffrpibz66iKczr4E7zd4CJgP3ArUy2edNAwP9XeUSsIUqA1R6hBCxKH1WAKn\nziiM6f9KlLL8r9GJnB3c5zDK3k4Yr9YuKPUjqs9uAAAgAElEQVQaOSkGKQjRA83PEPkKhA3M6qb6\nNiO9vdCRNdE1FkOELa76CHFkALpCa1PMpm9DWz6IiDBxks+vgTpNYO0H8PIQ5PD7UPc9BqdO4Oja\nmqiGtaj28cugNKd7jqZd5VrMnzk737FbQSd8MB6lYWFheYzzSwNC6vviQWnfRq11JhUpPDw8x3c2\nkBDvz9JLcmPnzp1MnDiFpUvf898TA1yJlBkIcQylTphJiwyDmtIItOorEz61W0Cigj0xCHd5aO5A\ntz8Gf1SCVe3gTB34v/buO7ypun38+PucNOmmIJsWbQsIFJQN8lPKkjIEBGSKDFkVBeSRqeiDKG5B\ncYtfQQHFwVSkKKLgYjwgCgplCjJLEQS6m5zz+yNNaJuUpm3SJuV+XReXkpOefJqW5M7n3AN/VPVV\noGW+9nquSEJVfyMoaA/+/mkcO3bYpX+Xrra0MpvNheal2lpahYSE5Pn3Z5tUlbuHa1ZWlj0NQXZV\n3UqCVeGdzp49y9mzZ2natCkpKSm0aNGCNWvW2HtllpSmaYwcOZJOnToxcOBAh+OeeGOzWCx07BjH\n778HYza3c/nrFGUXsBFdn4S1n6mG9TL/TlT1LJp2BVWtha43QtcbYA0kFay9Dl8HwtC0GVytyjVj\nrdbdAvij68OwFk45+z4TgP/L+Zq+wCfkfd34EEWZjGJsjWZcDGqurgcZU8HyNmq1mWhVHgMl503j\n1Hi4tARueR1qj7LednY9/DoAQmqgGjW0S2chuAKkXIAmLWDsJAgOwfDwSEK6tKHa0rlol1P5p9sE\nejZpxVuvvGqvpHe18t72/7nz2Ly1sl2q793DG9ZYUHqJ7XdUURQsFgsBAQH4+fm5LSgtzPHjx5k5\n8wm++GJlzi0dgKE5/69hLeBMxtpFZAWEVYJ6DaHeSYg8BknV4dDN8Fc0RB2Ftr/A703hhw6Qngam\nN6BKdTAGQrYRznfIGVSQ59kBTmIw7CEwcC8GQzp9+tzNwIF9ueOOO4r0WnytAkDb60RmZiZAoXmp\n2dnZpKSk5EkdyD31ynZOKaryGAlWRfHpuk5sbCyzZs2iWzdro+nPP/+cRYsWkZCQ4NbH6tOnDxMn\nTqRz585uO2daWhpxcXHMnz+fxo0bOxz3xBvb6dOnad68DVeu9MG1MYYWrG8QXwAXUNWKaNpFwA9V\njckpUKiD851TsAasrwDhOc37l6MoO4BKOUFqW5ynI2xHVd/FOuJ1EnAjijIdRWmBpn0CqCjqXej6\nHxDwFhjuvbqbqp1FzeqMxr9w42oIap2zlMuof8eiW86jt/4KwppYbz/wFBx9AaXTa+iNcjo1JAyF\no2uhfgdIv4Dy73H0KxdQ0NCzs8FgQFEVRt0/iuefnlviXaiSjDstLb5Q2S5rvMrV7hDOCvHKsrju\n7NmzdO3ancOHD6KqIWhab6Au1rx52+vgWeAlFKUWun4f+GXDTceg3kG4+QD4meF0LQg/CQGZ8MWt\noP8B/TOvPtCKCnBwKGQ1Av7CaNyLybSH4GAj/fv3oX//vrRq1apEr73XKgC0vWbYdrILyku1yczM\nJD09nQoVKtg3M3IPGpCiKo+SYFWUzJ9//smAAQPYvXs32dnZNG/enK+//pqoqCi3PcaxY8do3749\nf/75p701iLscPXqUwYMHs3r1aipVquRw3BNvGgkJCQwb9gDp6cOAS1h3Ks5j7TeYiqpmouuZaFoW\n1u4AppzL+SlYR64Oxpr36up6EgHrJT5VvRFNG451vKqzrz+Iqr6Kpp1DUcag64O4Gginoarj0bQz\noJhRje3QjP8Haq4CrKwPUbInoVTsiVbjHTDkFDql/oxy8m6UG9qgNf0YjGGgaSi/9kW/8CP0WQe1\n/p/1tlXt0a8chUc2Q/V68PuXsPhelLFz0Ac9Asmn8Z/QjpG9uzN3zpNuqbwH758rD96/Rl+qvnfX\nGl3pDpE/vaSwx/SG0bYHDx5kxYoVHDjwFz/99AsXLpwnIKAOKSmRaFodoBKKsgAIQtfHcDWQ1aHy\nP9bAtd4BqHME1mFtHZ3f+yEEnjdRtWplBg3qR79+fbjlllvcOiL4WkWKtg8U6enpBAYGFpoXnpaW\nRnZ2Npqm5ekooOs6iqJIT1XPkWBVlNyMGTMIDg4mJSWFsLAwZs2a5bZzp6Sk0KFDBx5//HH69Onj\ntvPmlpCQwJtvvsny5csdLrF6quBq8OB7+fLLtUAgqhqKolRE1yuhaRWwXuq3/Qnl6uX5JOB9rG2k\nmhTyCElYx60ezylyaIKiJKIoTdG0aTjupiahKC+j60dQ1QFo2qicx8/tCKo6E007DYAaMBnNbw4o\nprxFVOHvQcVBuU49B/55EaX+k+jRU607sFn/om5ri27Q0ft+AxVuhMzLqJ+2RA8KQn94I4RWha0f\nwicPwpQ3ocdISD5F0MOdeHj4YB6fOaNIz3lhymvVeGkrj2u8VncIwOlufkkL8bzteUxOTmbHjh38\n+OPPbNr0E4cO/YnBUIGMjHOoajU0rSNX2+9loijZGI1m1IAMMsJ3wSDH0CFgdQDbPtxGvXoF5eOX\nXGHPY+6WVvnzUp3d9/Lly2iaRlhYGKqqyuX/0iHBqii5tLQ0mjVrRkBAADt37nTbZZDs7Gx69uxJ\n9+7dmTx5slvO6Yyu6zz77LOkpaXx2GOPObzBeKKSODMzk7ZtYzl0KAJNu60IX7kX+BLrWNP8bVz+\nBTahqofQtBRUtTGa1hpogDU4TUFVXwRuzRWwpgDzgd8wGDpjsTyEY6uqTGA28COqOhRNmwocR1VH\noSsV0P0eR7VMdSyi0rJQ/u6CnvEHtFoDlXPydC/9hrKjC0rE/0Pr9jEYg+HScZTP26BEtkAb9zmY\ngmDjfFj3X3jyY2jXG87+TeDkTswYO5JpUx4pwnPmOl+qGpc1loyzNeYPSsu6O4Q3P4+ZmZns3r2b\nzZs3s3jxUiIj61ClSmUqVAglLCyEihUrEBwcTEhICNPfnU7aPWkO56i4riKntpzy+FoLex5tP2Pb\nZf6C8sItFguXLl3CYDDYUwfk8n+pkGBVuMfs2bMJDQ1l6tSpbjmfruuMGDGCypUr88orr7jlnNei\naRoDBgxgyJAh9OjRw+G4LUfJnQUux44do3Xr20lN7Y9j4HktG4HdwH+wTsXajKr+gab9i6rWRdPa\nAI1x3pfVGrDq+i3oeiDWALQpmvYIEO3k/itRlLdQlCg07SWgfq5jFuB2UP4BUxTU2QGGnDSNjP2o\nf3eG4Ei0lqvBPycAPrEU/nwQteUUtDazrbusp35B+bIHym1D0Qa+Zp1mtfox2PI6vPAFtOgIZ44R\n+HAnHp8Qz+RJE4vwXBWdJ37W7iZrLBlbvqLZbLaP4bTd5qwdVFl2h/D2LgZQ+Brb3tOWPal7IHfJ\nwbfQJLQJv6z4xSvWqGka2dnZ9slVzn7etr6r/v7+9pZW/v7+0lPV85w+ubKPLYrM3RWrP//8M8uW\nLeP777+nWbNmNGvWjA0bNrjt/PmpqsqiRYt4+eWXOXTokMNxg8FAQEAAaWlpFPJhzmWRkZH83/+9\nTWDgGsBx18G5f7FOe9GBV4C5qOpfOX1Un0bTHgRaUPAAgQw0rQa6vg34DliApr2BY6B6FFUdCLyJ\nrj+Npq0lb6D6O6p6O4oSCPpCVEumtRL48nr451042gpuvA+t7Q9XA9U/JsKf46Hrh2i3PWkNVBM/\nhjVx0PMJtMFvWgPVpWPhp7fg9e+tgerJIwRO6sCTkx/yeKAKV3/Wqamp9su83sbWHkfWeG22XdLs\n7GwyMjJIS0vjypUrXL58mdTUVMxmM35+fvbq+woVKlChgnVHMDAwEJPJZK/ILyu25zEtLc3rf9YF\nrfG/D/2X6np160vO98B3UI1qPPHgE16zRkVRMBqN+Pn5kZKS4vA6n5WVZf89UVWVkJAQe6sqCVTL\nhuysiiKbM2cOISEhTJkypayXUiJ//vknY8aMYe3atU6LuTxR4DJ58hQ++uhH0tL6c/UDZDbwF9YG\n/2cwGFKwWFKxVvdXBmqiaUdRlBro+kMU/hnzV1R1I5p2LmcnNRZVXQJEYR2VasvHzeLqJf8hOZf8\nc0+D0rCOcv0SRfkPuv5frrbEmgs8Yz1Hw2ehbk5OqWZG2d4RPe0Q9Psaqubk2257Cna9APd/CM37\nA6C82w/96I/w5g8Q2RBOHCJwcmeemTmV+LFjivzcloQvjDuVNVoVpWWZs+4QvvI8Zmdn+2ynhYTv\nEnhnxTtkWDIIMATwQP8H6N6pu1et0fbhJjMzE1VV7b8Puq5z6dIlgoKC7GkEtl142VUtFZIGINxj\nzpw5hIaG8sgjnsklLE2ff/45K1as4P3333fan8/dRQ9ZWVncdlssBw9eRFWz0LRUdD0dCMJgqInF\nUgtrHml1oBJXA9NMVPUNoAWa1s/JmTOAdajq72iaGUXpgq534Ooc7gxU9Sl0/QZ0/S1gI4ryBhCJ\nrr+ENdc1t99Q1Xh0PQRd/5S84xL3oKrd0ahs7bWq/4hasyfaTZNRfx+MHlId/e6vIChnitaG4XDs\nC5i4HurkdAFY0AkuHEF/+yeocRMcTyTwP3fy4hOPMer+kSV8lovOV0aJ2tYYEBDglW+a7hwb6yyf\nNHdQeq12UIWdt6yr7wtzPXZa8ARd18nIyChw0yF3SyuTyURgYCDp6emYzWb7GGcpqip1EqwKkZ+u\n68yYMYMqVaowYcIEh+OemCi0d+9e7rijA2ZzQ6yX8atS8KX83C6iKO8Cd6Hr7XNu+xtYi7UIqjaa\n1g1ohvN+qmYU5b/oeirW14OngT7kfW3QgKnAV6jqNDRtFtZcWZtnQHkO1X8imt/ToPiBdhIyuoF2\nCIwB0P87qN4ipzVVB/QrR662pjKbUV9sZR3t+tYPUKkaHP2TwClxzH96NsPvu8/l59HdfGGUqC+N\nZHV1jQXNvHelR2lJ1uhN1ffO+NIabZfdvVFhH0RzdwgICAggIyMjT+GVFFWVOglWhXDGbDbTs2dP\nJk+eTGxsrNPj7p4otHHjRoYMuZ/09FHkvfRemGNY+6i2zhm5+i+q+v/QtDuxNvIuyJ+o6nI0LRnr\njq0GfIa1AbjNr6jqA+h6RXT9E+DWXMdSUNXOaPoRCPgc/DpePZT5BJjnQ9VHUdJ/Qk//CaVqE0g/\nC8Eh1tZUFapBVhrqM03RK1VEf3UjhITB4T0ETunK6y88w5DBg4vwPHhGeShw8Qb5P+TZdqdc7VHq\njnZQRV2jN/LmDgE2mqaRmprq0x/yco+/9ff3Jzg42H47IJf/S5cEq0IUJDk5mR49evDxxx8THu4Y\n9HliEs5TT83l9dc/Iy3tXpzvhNpYgH3AHxgMyVgs/+bcfgfWoQHX2tH4DVX9DE27iKLcja73xhoc\nvwZsAxYDrYFHgARUdQaa9ih5d1M3oqhDUPxaohmXgVrFerNmRsnqgq7thch1EJTTliv9NzjSFkxG\nUFXUtsPQmt6D+uFwiKqP9uIX4B8IB38jcFo33n75RQYM6F+k586TvGFMZ2FsH6C8bY2520GZzWay\nsrLs/SkBpyNwPR2UXosvjLb1hQ8nvrDG3IG/n5+f0w9ONrYOAbquYzKZvPZ3o5ySYFWIa9mxYwfT\npk1j9erVDpfdPJHnpmkaPXrczfbtmWRldcl1xALsB/aiqslo2mUUJRhFqYum1QUigf8BW4HHgVpO\nzv4/VHVlztf2Q9d7AsH57rMK+AQIRVGq5uym5p7frWPt8foRSsDz6H4Tco1Z/Qs1MxbdvyZ67S/B\nmNMF4Mo3KCf7o0SNQWv0MiRthMRZcOUPMGeidh+OFtsXQisROHsgC1+dT79+fUvyNHqELxThlOW4\nU1d7lOq6bn8eS2vufVFlZWWRkZHhdYF/br70AcpbAn9nu/lms9kelDrbzbftsGZnZxMaGmq//O+N\nv7flmASrQhTm/fffZ+vWrSxYsMBpMn5qaipGo9Et+YK6rnP+/Hlatbqd5OQo4HzOzuklFCUIRamH\npkVjbTXlLFVgLdbxqrOxjmYF+AVVXYOmpaIoA9D1HjjfeT2Dqs5D0/4CTKjqqJxOAbZdkZOoaid0\nzOgBa8CQKyUgewVkjUKtPAKt+nxQcnZhk1+F5Fkot85Hj4y33nZxN8rWThAzBL32nfDnYpTzO9DT\nL/PBwncYMGBAiZ5DT5EinKuPUdCIUWc9Sp219vH2sbEgH07cpSzWWNThDhaLhZSUFDRNo2rVqg7n\n0jTNfkWgYsWKXvtcl2MSrApRGF3XGT9+PLfeeisjR450OG67lFSUy10FvZDaCkh27dpFz569sFbm\ntwCicBx/6pyifAQko+tdctpVZaIog9D1rjgv2koDXsWaHtAFTXsASENVJwA3o2lrgLWgPIxqGoBm\nfB2UoKtfnvEQWD6E8IVQ8d6rt58cDVc+hzaroVpON/CkjbDzHtQ209Faz8oZCvAzgV/1Zcn7b9Gu\nXTufznPzBu4qwilKO6iCgtJrndtXOi24o4uBp/hC9T1YP5xYLBa3B/65Pzg5C0rz/35ea7jDokWL\nWLx4MRs2bMBkMnH06FESExPtf06dOsWrr75Ky5Yt3bZ+4TIJVoVwRWZmJl27duWpp55y+mJVUL5g\nQTtQuQtICqpq/uijj3n44cdJTx/DtXNQczuANRXgONZerSOAXlzthZqbBnwAbERVG6BpU8g7HCAD\nRXkQXT9pvW/AB2C8J9eXp6Fmx6LpZ+CmBAjM2WnVzCh/d0TPPgK3b4IKDa23//0R7IlH6Tgf/dZx\nObdtJujrgSxf8n/ceeedPpXn5gtrdKVQqKQ9SotLOi24h690CChJizV37OY7O2dWVhZHjhxh//79\n7N+/nx9//JETJ04QERFBnTp1iImJoVGjRsTExHDjjTfKAICyI8GqEK46efIkffv2ZcWKFXkuFdku\nOdkuG9oS9d1R1WwdGLCFtLQhOG/8r2EttNqOoiSh6+Q0/b8VVf0ipyfqMzjuqG5CUZYAwej6NKCN\nk3OvRVHezBnLegUlYC6632Trbqh5D0p2HEpgI7TaK8BQyfol5guox1qhB1REb7sB/HOep0Pz4MBs\n6LEU6uXkox7/lqCvh/D58g/p0KGD/VF9KRfPF9ZoyxcsbDffE+2gCuNLH06kQ0DJuBL4XysoLe5u\nvu21+dChQ+zfv5/ExEQOHDhAUlISJpOJunXr2oPS6OhoRo4cSefOnXn66ac98TSI4pFgVQhXaZrG\n8uXLeeutt+jSpQsHDhzg8OHDrFy5EpPJhKqq9k/6gYGB9jf7krzhm81m7ryzO7//biIr607bSoDf\nUJSdwDl03Q9VbY6mNQFu5GpQa0ZV5wNV0bQ5WKv596Oqr6Npl4GHgJ44dh1IQlWno2lngKeA3sBW\nFHUSiqE5mtIVzE+iVp2MVnUOKDmPl74X5e9OKNU6oDVfCoacXZ69U+D4Qui3Dmrn9II9mkDwphGs\n/vwjbr/9dofvW/IFiy/3m312drb9kqgru/llwZc+nHhLoZAzvhT4BwQE2HNF3bWbb9thPnDgAPv3\n7+fAgQMkJiZy8eJF/P39ufnmm/PslNaoUcPp79u5c+e47bbbmDNnDsOGDfPUUyGKRoJVIQpy7tw5\nFi5cyP79+9m3bx8HDhygSpUqhIaGUrduXTp27EjDhg1p06aNfTfDE5c2z58/T8uWbUlOro2qnkLT\nklGUAKAFun4rEEEB/5aBLFR1HroeAWSi63+hKEPQ9WFAUL77asCbwGrrNCrtcaBiruP/Ah2AK1B5\nItR69eqhS6vg9AjUev9Bqz/naoeAnfdC8gYY+B1Uy5l4dfgLgjeP4ctVn9KmjbMdXd/JaSyrgqui\n9Ci1VTvbqu+9kbcG/rllZWWRmZnp1c+jtwX+uXfzbb+jznbzixqUXr58OU8+aWJiIleuXCEoKIgG\nDRoQExNjD0yrVKlS5N+pffv28f333/PQQw+V5NsX7iPBqhAFSUpK4pVXXqFhw4bExMTQoEEDQkND\n0TSNYcOG0b17d/r1cxxz6okdju3bt9O5cxfgFnT9TqAGBQeoue1CUb5D1//Bmre6FOdtrf5AVZ9A\n11V0fT7WPqu57URRHgJqWwu11DdQw+LQarwD/7wD/zwHzd6B2jnTpjQNdVscWuo+GPwjVKxjvf3g\n54T8OIGEL1bSvHnza67cV3IaPZkvWNSqZme7+b4U+Ht7oZDs+DtX1BQTs9lMUlIS/v7+VK9evcBz\nXrx4Mc+l+8TERNLS0ggNDbW/LtuCUqnSL9ckWBWiOFJTU+nSpQuvvfYaMTExDsc9scOxZs0axoyZ\nRHr6Q0DYNe55CViHohxE1xUUpRO63gJVfQ1rdf8LXG3wnwX8F9iGqsajaePJm9+qYe3buhZFeQxd\nn4I1beAciuFudG0fKBrc/i1UuSPnS7JRf2yNTjr6oM0QXMN6e+LHVPhlChvWraJJkyYufc++dGmz\nJDmNznL1ilvVXND5r/fA3x2u9w4BBf2OOsvNLyzFZMGCBaxcuZINGzaQkpJCYmKi/fL9wYMHycjI\noFKlSnmC0piYGEJDQ73yeRceJcGqEMV16NAhhg4dypo1a6hYsaLDcU/swjzzzHO8+upHpKWNw7HC\nfyequgVNS86p7u8ExHA1hzUNVZ0L1EHTXgS+Q1FeRVEi0bR55O0EAHAcVR2Rs9v6KdA017EzqGon\nNC0NxS8DQqPRm74HwXVRf2iKHlIV/Z6vwd8aVCt/fkCFHY+xMWEtjRo1KtL37G2XNp1xNafRE1XN\nrrpeAn9P86UOAQaDoci76Z4ag6tpGmfPns0TlO7Zs4czZ87QrFmzPLukDRo08OoddlHqJFgVoiTW\nrVvHe++9x7JlyxyCFE9cftV1nXvvHc433/xNRsZgrLuoX+Xsoqo5u6i3kzfXNLcMFOVJrP/EM7Hu\nqvbH8bXgbeBNVHV4zk5s7p2uL1CU0Sh+d6MZ3gHdAObRoK8EYyBK9Sbo/daDn/Vr1L3vEfbrHDZ9\n/SX169cv1vftC5dfbTmNISEhAGXSDqowvhD424Jqby5m8oWgWtM0UlNTC9xNLyjFxDbNyZUUk4Ie\n98SJE3nySf/66y8sFgs1a9a055Q2atSI2rVr0717d3r27MkTTzzhkedBlAsSrApRErqu89RTT6Fp\nGtOnT3d4IS/sDaM4MjIyuP32Dhw8eBpNu4yqNkTTOpJ3F9WZI6jqcjTtNBCIokSi68vIOwnr35wA\n9QywDOiU7xyTgCVgeh0Mo67ebNkCWb3AGAz6JdTGI9BuewL1yGoq7X2B775eR926dYv9PXtr3mX+\nApKsrKw8M+/LKii9Fl8pZvL2cae+0iHAFlQrilLsvOf8bDuvx44dyxOUHj9+HF3XiYiIyLNTWqdO\nHUwmk9Nznjlzhttuu42XXnqJgQMHevLpEL5LglVR/mVkZNC+fXv7m/Tdd9/Nc88957bzWywW+vXr\nx6hRo+jSpYvT4+7eKTp8+DC3396R1NTO6HpcIffeg6quRNP+yZlQdRcQmlNQ5YeuL8c6mnUNivIk\nitIRTXsXqJTrHJdR1c5o+nkwfQVqrpzT7DfBMgOlyrPoYZMgcy/qhdFomX8QVrEiv2z5lsjIyBJ/\nz2WZd+lqAYmqqmRmZuLn5+dVQXVuvjA2FnxvN72s13itvGewzr23/cmdU1rYOc1ms8M0p5MnT6Io\nCjfddFOeoDQ6OrpYqSu///47J06coGfPnsX+/kW5JsGquD6kpaURFBSE2Wzmjjvu4OWXX+aOO+5w\n2/kvXrxI165dWbRoEdHR+XM/PfOmtm/fPjp0iCM1dRTQwMk9fkFV16FpKShKz5xxqyG5jmsoyjPo\n+gUUJRpd/x1r66ohDudRlHtQ/NqgGT4GJVdxV9YY0D+F6isguKv1Nl3HdGU6VUxr+GLNJzRs2NAt\n3y94Nu/SXbl6vtKgXYqZ3CM9PR1N00otx7I4ec9ZWVn88ccf1K1bl7Awx+LM/NOcbNX3p0+fxmAw\nEB0dnadH6U033eS1u8miXJJgVVxf0tLSaN++PR9++KHTKv6S2LNnD+PHj2fNmjUEBwc7HPfEm9rm\nzZu5556hZGT8B2tLKg3r+NRNaJoZRemHrnckb86pjQasAtZiHc26CuuQgNyeAV5CNT2Jpk692j9V\nM6Na2qNxDGp9C6acgFTPJuDSWOrU3E/CVyuoXLmyW77P3Eqad5k/Vy/3mz04v3xf1OEOknfpHr5S\nzOSJFBV3jsHVdZ2pU6dy5MgRli5dytGjR+1FTgcOHODcuXMYjcY805xiYmKIiIjw2jQMT5s2bRrr\n1q3DZDJRp04dFi9e7DTQj4yMpEKFChgMBoxGIzt27CiD1ZZ7EqyK64OmaTRv3pwjR44wfvx4Xnzx\nRY88zvLly/nyyy9ZuHChw4u8p3azli37iIcfnkVGRhMUZQdgRNf7A+2AgnYff0JVP85JA3gI+B34\nGvgY6A5koSg90PkDjGvA0O7ql2pnUS23oRuroddYD4YqObenEvjvAFreorHy86VOA3Z3ceUSsTt6\nlJaE5F26hy2o9uYuBiUJqt0ZlOY+Z/5pTraJe1lZWcTFxeUJSqtXr+61v6NlZePGjXTu3BlVVZk5\ncyYAzz//vMP9oqKi2LVrFzfccENpL/F6IsGquL5cunSJrl278vzzz+eZR+8uuq4zZcoUIiIieOCB\nBxyOe2o3a9y4B/joo6XAA0AsBRdaHUBVF6Jp/wKjsQamtgDgK2AhMBlFXYyi3IhmXANKjatfbtmO\nYumBEtIdrcoiUHIuc1suEHTxLrp1jmbR+295fKcu9yXigICAAt/wnV0WLWqP0pKQvEv38IWgurAU\nlYIq721BqbPfU3dPc1JVlbZt2zJjxgxGjx7tqaei3Fm9ejUrV65k2bJlDseioqLYuXOnR64iCTsJ\nVsX15+mnnyYwMJCpU6d65PzZ2dncddddTJs2zence0+88eq6Tnz8BFav/pW0tGlcbfpvcw5FeQNd\nP46i9EfXB+J83Ops4DdrgOq/D5Rcl6Jo9ekAABytSURBVDXNi8E8EaXyE+hh06+mBGSfIOhiV0YO\n68qLL8z1WMDjLCA1m80AeYJQT/QoLcmavbGLQX6lnXdZHL4SVKemptp/1q5Mc3I1KL1w4YI9GC3J\nNKcDBw4QGxvLZ599Rvv27d3+HJRHvXr1YsiQIdx7770Ox6KjowkLC8NgMBAfH8/YsWPLYIXlngSr\novw7f/48fn5+VKxYkfT0dLp27crs2bPp3Lmzxx4zKSmJnj178sknn1CzZk2H455oH2SxWBgwYCg/\n/PAP6ekTsO6upmHtmboHVW2Ppt0PVHHy1XtQ1RfQdRO6PhlVnY+u1EQ3rrMGrlkTQVsMNT6G4N5X\nvyxrP4EXujFzejxTp0x2y/dRlMuiYA20goODvf4SsbdPj5KgumgKKnKyvX8ajcYi5z3ruk5ycrLH\npzn98MMP1KhRg5tvvrlY33t50aVLF86ePetw+7PPPkuvXr0AeOaZZ/j1119ZuXKl03OcOXOGmjVr\nkpycTJcuXXj99ddp166d0/uKYpNgVZR/e/fuZcSIEfY3l2HDhjFt2jSPP+62bdt49NFHWbVqlUMe\nm6faB2VkZBAX14u9e0PJylKAH1DV+mjag0Cks69AUeai67+jKGPR9RFYd2XNKMp4dP0wGOoBR6HW\nRvDP1bIqfSuB//ZlwStzGTrUccehMEWdJ17QDpQvNbr35rxLT/QEdreSTGYq7uMVp0NERkYG3333\nHV27dnX689Y0jTNnztiD0oMHD3L48GGys7OpWrVqnqBUpjmVnQ8++ID33nuPTZs2uVRnMGfOHEJC\nQpgyZUoprO66IsGqEJ707rvvsnv3bubNm+fwZmN74zUajW6tdL506RKNGzfjwoUrwBzyjknNbT2K\n8j6KUg9NmwPUznd8H9a81myUGx5Br/QsKDnBYOp6gi6PYNnShXTt2vWa68mdm+euy6L5ZWZmkp2d\n7dW5oRJUu4cngmp3F+NZLBbuuusubrnlFiZMmJAnn/To0aNYLBZq1aplD0obNWrEzTffjL+/v9f+\n/nqaq9X3GzZsYPLkyVgsFsaMGcOMGTM8sp4NGzYwZcoUtmzZQpUqzq5GWbvLWCwWQkNDSU1NJS4u\njtmzZxMXV1jva1FEEqwK4Um6rjNmzBjatGnDfffd53DcU5XOp0+fpkOHbpw92wmLJf9UmHOo6mw0\nLQl4DGuRVf7XgvnA56jqQ2jaHSiG0SgBt6BV/QQlI4GQtBl8sfYTWrdubf8+PTFP3FXS6N59ynNQ\nXZyg1JXG+c6mOZ05c4Y9e/YQHR3NXXfd5dI0p+uZK9X3FouF+vXr8+233xIeHk6rVq1Yvny5W3s5\n29SrV4+srCx7lX/btm156623OH36NGPHjuWrr77i6NGj9OvXD7DmKw8dOpRHH33U7WsREqwK4XHW\nS/NxPPfcczRr1szhuK3gyt3BwalTp7jjjjs5f/5uNK031gKqhcB6VDUOTZsKVMj3VUmo6nh0PQ1d\n/wBomXN7GoraH519VAwL5esNq6lXr94154l7Iii9Fl/qyentje59PaguTuN8V/JJizrN6dChQ7Rv\n355Vq1a5dQhJeVdQ9f3WrVuZM2cOGzZsAK4Gs7bgVpRbTv9xeue1HyF8VEBAAEuXLqV///6sWrXK\nocWJn58f/v7+9g4B7goOwsPD+e679cTGduHChfOo6nc5fVXfRtMcg2b4DFgA9ELXnyfvtCsz/qaq\nVK1agw8+eIfIyEg0TcNgMGAymdzeo7Q4FEUhODiYlJQUDAaDV17GVhSFoKAgUlJSyMrK8tqg2t/f\nH03TSE9P99qg2mg02ndYbestKCj18/PDZDK5HJQWNM3Jz8+PqKgoYmJiaNWqFSNGjLjmNKeGDRuy\nZMkSBgwYwPbt27nxxhs98VSUO4sWLWLIkPyT9KwfwGvXvpquFBERwfbt20tzacKLeN8rvBA+7qab\nbuK5555j7NixfPbZZw6BlMlkwmKxuD04iIqK4ttvv6JNm1jM5ibo+gIc21qloygT0PWDwNtoWo98\nxxMJDBxO376xvPzyQgwGg9fuuNmq2T2xU+0uvhJUBwYGek1Qfa0OEWDdCTYajfYPfq62g8rIyODg\nwYMO05xMJpN9mlNsbCwPPPAA4eHhxfp96tatG4sWLaJq1arF+t7LE1er700mk9M2Ud74miPKjve9\ncgpRDtx5553s3r2bp59+mieffDLPC68ng4P69evzyy/fc+edPbl8eQO63ivX0Z9RlFkoSiN0fRtQ\nPd9XryIwcCbz5z/D8OHD7Lmh3r7jZivC8daenKqqEhQU5DNBtaqqpTKS1dW2ZbnbQoG1Pd2mTZvo\n27ev03Pmn+aUmJjIxYsXCQgI4OabbyYmJoa4uDgmT57skWlO3bt3d+v5fNXGjRuvefyDDz5g/fr1\nbNq0yenx8PBwTpw4Yf/7iRMniIiIcOsahe+QnFUhPETTNIYMGULfvn3p3bu3w/GSVmNf683+0KFD\n9O49kMuXJ6Lrd2EtrtqCosxG10eTNy0oG5PpSSpW3MDq1R/RtGnTPI/hC7mhvlBw5Yl+u+7mqSEW\n7mhbZnP69Gnat2/P3LlziYyMdGmaU5UqVbz2OS8Nn3/+OU8++SSJiYn873//o3nz5k7vFxkZSYUK\nFewfEnbs2OGR9bhSfW82m6lfvz6bNm2iVq1atG7d2mMFVsKrSIGVEKXtypUrdO3alTfeeIMGDRo4\nHHelGru4b/YHDhygY8duXL6sA5XQ9Q+B/I3BzxIUNJoWLSqwfPkiKlWq5PD4vtDiSIJq9ynu9Khr\ntS3LX4hX0mlORqORLVu20K9fP2JjY12a5nQ9S0xMRFVV4uPjmTdvXoHBalRUFLt27bJXxXuKK9X3\nAAkJCfbWVaNHj5bq++uDBKtClIXExERGjhzJmjVrqFAhf0X+1WrswMDAPIGpO97st27dSq9eA8nM\n/E/OsIDcfiEwcByTJo3i8cdnXvNyqC+0OPJUazB3sl2m9vPzc6nxeFkpaHqUp9qWFTTNKTMz02Ga\nU8OGDQkNDWX58uU8/vjj7Nixo8DdOZFXx44dCw1Wd+7c6VAYKkQpkmBViLKyevVqli1bxuLFi0lK\nSmL//v3UrVuX6tWrY7FYsFgsAB7pUXr8+HE6dbqL8+cHYzZPyXmcdwgMXMDSpQtdbmrtCy2OPNUa\nzJ1sQXVgYGCp5IYWhy0P2GAwYDAY8gSlgMMHJ1d/T/NPczpw4IB9mlO1atXyNM6vX79+odOcHn30\nUbZu3cp3333ntT9vb1JYsBodHU1YWBgGg4H4+HjGjh1byisUQlpXCVFqNE3jxIkT7Nu3z/5n+/bt\nREREYDKZqF+/PrNmzaJmzZoYjUYURSE1NRWTyeT28Zc33XQTP/20kS5d7ubUqYsYDGepXfsYq1dv\nJjIy0uXz+Pv727sYBAUFuXWN7mKrEPeVgitboFdWCmucn52djaZpGI1GjEajy23LbL//hU1z6tat\nW4mmOc2dO5fvv/9eAlVcq74vzM8//0zNmjVJTk6mS5cuNGjQgHbt2rl7qUIUmeysCuEBdevWJSMj\nw37ZMiYmhvr16zN//nzGjRtHp06dHL7GlhvqzuKW3C5cuEDv3oOpX78eb745r1iXoW25od4+U748\n54YWR+7G+c6C0oLSTCwWC7/88gvBwcEOu3EFTXM6fvw4uq4TERGRp8ipbt269g9momwUtrOa25w5\ncwgJCWHKlCmlsDIh7GRnVYjSsnfvXgIDAx1uv+WWW+jevTt16tThpptuynPMYDAQEBBgr8Z2927R\nDTfcwE8/fVOic9ga3aemptobsHsbW2uw1NRUr+gbWhBbv920tLRCL3e7ytVpTn5+fi5NczIYDCQl\nJfHYY4+xZMkSkpKSCpzm1LhxYwYNGkR0dLRLDfnLM1er7zds2GAvIBozZgwzZszw+NoK2qBKS0vD\nYrEQGhpKamoq33zzDbNnz/b4eoRwheysClHKdu/ezcSJE1m7dq3TgLag4hZv4ksFV96cG1rcgqv8\nRU65/9/ZDmlJpzmpqsqRI0eYOHEiTZo0ISYmhhtvvLFMUxi8mSvV9xaLhfr16/Ptt98SHh5Oq1at\nPNaaafXq1UyaNInz588TFhZGs2bNSEhIyFN9f/ToUfr16wdYc7+HDh0q1feiLEiBlRDeYunSpWzc\nuJG33nrL6axzX6gYl4Ir97AF1QEBAQ6pFa42zs/936JOc7IFpefOncPf398+zalRo0bExMQQHh4O\nQP/+/alcuTILFy702p+3t7nWZfetW7cyZ84cNmzYAMDzzz8PwMyZM0t1jUJ4GUkDEMJb3HfffezY\nsYNFixYxZsyYPMdyz5S3Nef2RraCq4yMDKc7xN7AlwquUlNT7dX2+YNSWyCae5qTK0GpK9Ocunbt\nyn/+859CpzktWbKEtm3b8t577zFu3Di3PgfXo1OnTlG7dm373yMiIti+fXsZrkgI7yXBqhCFsFgs\ntGzZkoiICL788ku3nFNRFObNm0f37t1p3Lgxt912W57j3lQxXpDcQXVWVpbXFlzZckO9YWzstQY8\nKIpCZmamvSNEURrnX758OU+Rk7NpTr169WLmzJnFnuYUEhLCl19+6ZW/i2WhpNX33vjBSQhvJcGq\nEIVYsGABMTExXLlyxa3nNZlMLFu2jN69e/Ppp59So0aNPMdtaQC2y9je+ObmawVXmZmZpZJakT+P\n1NmAB4PBYC90sgWlqampLFq0iLFjxzoEhQVNc0pPTyc0NJSGDRvSsGFDBgwY4LFpTkVpdVbebdy4\nsURfHx4ezokTJ+x/P3HiBBERESVdlhDlkve9swjhRU6ePMn69euZNWsW8+fPd/v5a9asySuvvMKY\nMWNYtWqVw+6kyWSy5116a8GVwWAgMDDQq3NDPZFaUZRpTn5+fi41zvf39+ebb75h3759DBo06JrT\nnIYNG2af5uSNvxel6cKFCwwaNIjjx48TGRnJZ599RsWKFR3uFxkZSYUKFey/Azt27PD42gqqC2nZ\nsiWHDh3i2LFj1KpVi08//ZTly5d7fD1C+CIpsBLiGgYMGMBjjz3G5cuXefnll92WBpDfG2+8QWJi\nIi+88IJD4GHLPTQajV7bhgl8q+CqKL1sC2qcn3uak7Mip6JMc7L9OXz4MIqi8Mcff9C6dWuGDBni\n8jSn69n06dOpUqUK06dP54UXXuDixYv2gqXcoqKi2LVrl30mvae4Un0PkJCQYG9dNXr0aKm+F0K6\nAQhRNOvWrSMhIYE333yTzZs3M2/ePI8Fq5qmcf/999O+fXsGDx7s9LgvzL235dh6a8EVQGZmJllZ\nWQ6pFYVNcypJUOrKNKdGjRrZpzkdOHCA2NhY1q5dS9u2bT39lPi8Bg0asGXLFqpXr87Zs2fp0KED\niYmJDveLiopi586dVK5cuQxWKYRwgQSrQhTFY489xtKlS/Hz8yMjI4PLly9zzz33sGTJEo88Xnp6\nOnFxcbz00kvceuutDsd9oQ2TL0y40jTN3svWaDTmySnN3Tg/d5/Swp5vT0xzWrduHfHx8ezZs0eC\nq0JUqlSJixcvAtafxQ033GD/e27R0dGEhYVhMBiIj49n7Nixpb1UIcS1SbAqRHFt2bLFo2kANn/9\n9ReDBg1i9erVVKpUyeF4QbuC3sTTY2NdVdg0J1teqa3y3tXG+WazmaNHj+YJSk+ePImqqvZpTrag\nNCoqqkTTnHbs2EGrVq289mddmgqqvn/mmWcYMWJEnuD0hhtu4MKFCw73PXPmDDVr1iQ5OZkuXbrw\n+uuv065dO4+uWwhRJNJnVYiSKI2AISoqiqeffpr4+HiWL1/uEOx5UxumgtgKrmy9TT29C+xq43xb\nz1Xb5XtN09i+fTtXrlwhLi7O4ZzOpjmdOXMGg8FAdHQ0MTExtG7dmpEjR3psmlPr1q3dfk5fda3q\ne9vl/xo1anDmzBmqVavm9H41a9YEoGrVqvTt25cdO3ZIsCqED5CdVSG8jK7rPPfcc6SkpDBr1iyn\nBVcpKSmYTCavLrhKT0/HYrG4reDKE9OcfvrpJ+69917eeecde6/SwqY5eWsKhqe5Msd+0qRJJCQk\nEBQUxAcffECzZs1KZW3Tp0+ncuXKzJgxg+eff55///3XocAqLS0Ni8VCaGgoqampxMXFMXv2bIcP\nKkKIMiVpAEL4Ck3TGDBgAIMGDaJnz54Ox22X2stjwdW1Guc7C0hLOs0pKCiIX3/9lZkzZ9KiRQti\nYmIKneZ0vXFljv369et54403WL9+Pdu3b+fhhx9m27ZtpbK+Cxc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FEhzCyUnFD8xWrSdttdybwWiOq9vocVob9DXKZiIZUnFlnlcOApPc2UgxK5FIJBbJ57IK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IBYKR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FbCuhrx89KpNRLeNNE2heEPFvOsapEokBrcjClsKy6iyJySSRmU1ta02izOl8G02GjaVYraLw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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -952,27 +952,36 @@ "intermed = ax.plot(xi[:,0], xi[:,1], rosen(xi.T), \"g-o\")\n", "rosen_min = ax.plot([1],[1],[0],\"ro\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.06-integration-in-python.ipynb b/04-scipy/04.06-integration-in-python.ipynb index a169518b..6e6e906f 100644 --- a/04-scipy/04.06-integration-in-python.ipynb +++ b/04-scipy/04.06-integration-in-python.ipynb @@ -43,9 +43,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from sympy import symbols, integrate\n", @@ -62,13 +60,11 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFYAAAAlCAYAAADY4B6YAAAABHNCSVQICAgIfAhkiAAAA4FJREFU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\ngg==\n", + "image/png": 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"text/latex": [ "$$\\sqrt{x^{2} + y^{2}}$$" ], @@ -98,13 +94,11 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ "$$\\sqrt{y^{2} + 9}$$" ], @@ -134,13 +128,11 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAAsAAAASCAYAAACNdSR1AAAABHNCSVQICAgIfAhkiAAAAMxJREFU\nKJHN0TFLQmEUBuDHFIKGFhVcmvwFDW35T/wHQXOLo3/AsSVozTlwCwcbGhoaxHLJTVAIAo0cbLjf\nhevHTW5bL5zh/d5zXt7vHP6AcsQn+MAyaOe4xhMW8fA2qm9cpGIlap5hgDrecIPxb7Ee9mU+2CfG\nKEX8EfeoYoMmrvCaNzzFSYa3MUejSKwyVugVjfoeamd1Q8kfWjnutdjhE885zl+Sy+7gTrKFLE4l\nl+zEzWfo4yjwEm4xwmH6kEULl1jjGC/ohij/BT8UwSaNbxctpgAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAA0AAAASCAYAAACAa1QyAAAABHNCSVQICAgIfAhkiAAAAMVJREFU\nKJHF0LFKA1EQheEvIgoWFmnsTGOnYG21kOcQHySNaQMprCRvYCOkkhTp8gipAoFlS0EEAyYKIdHm\nplnubnZB8MDlwsz8nDPDHyjDT8F73Q0dRsAFHiL1zzKnbF+cg30DMcXiHeMW51hiigk2ZfFiR0iR\nFEH3aOMMJ7jCAFuscF1njX5wHNaBLgL0Xgc6DdA31U9+E/4037hEMwK0MA9OnXyzG+xHeEQPz/gK\nwAuO8lCCJ8zwgTXeMMYdGhVX+W/9AtyxMTuRNoo4AAAAAElFTkSuQmCC\n", "text/latex": [ "$$5$$" ], @@ -167,13 +159,11 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ "$$\\sin^{2}{\\left (\\theta \\right )}$$" ], @@ -203,13 +193,11 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ "$$\\frac{\\theta}{2} - \\frac{1}{2} \\sin{\\left (\\theta \\right )} \\cos{\\left (\\theta \\right )}$$" ], @@ -239,13 +227,11 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/latex": [ "$$1.5707963267949$$" ], @@ -275,13 +261,11 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAACEAAAAZCAYAAAC/zUevAAAABHNCSVQICAgIfAhkiAAAAc5JREFU\nSInt1k2IjlEUB/DfMOWzMQtponzUu5gtZVZYCCVlYTaMmrKwsdDEUlamLJSyYEXKR5RCDRELUT6i\nkFnZDQtJioWJmfKxOM+bd67rfXg9Q03+9dS5/+fcc//3nOee5zJFseVfC+jG5d+dNK1iEX04l3A9\nuIhrGMYJLKp43Ql4jFkN4xW4gc5iPBd38AZLJ0NAD04n3FXUEm45vuL8ZIg4go0J9wEvsSDh3+Ft\n1QKm4xnaE34YY1iW8K8xmgvUIVL0UaQr93zB6szc9Tia4eegK+EWFrFu1Ym68jacwhOcFGf9EUYw\ngGMYxyfcyyzWh+MZftSPO95dbGZf6txvYj0viBTDUCZ4I2biabGRMtTEdzJY5tiJS4U9Gw9K/Htx\n8BcEzMBDHE5f5JrVdtwv7G58Lgm+DWdLfNpEma9jT4kvIrUrC3sTnjfxnSd2V4ZB7E+4/rqRZmIN\nlojOR5yYxaLuOfSKltwMO8SHeCDhV9WN9FzvxU3fS/CqELAOVzILbMXOJgLW4pAow5kGvl0c0yxG\nsKFh3IEX2Jzx7cLtJgKIzviznpNmpiUMYFcVgf4EdzG/ikCt3idqeK+in1CrInKXl7+OIXFB+Y+p\nh284OVxxrb4HkAAAAABJRU5ErkJggg==\n", + "image/png": 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"text/latex": [ "$$1.5707963267949$$" ], @@ -371,13 +351,11 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ "$$\\int \\sin^{2}{\\left (\\theta \\right )}\\, d\\theta$$" ], @@ -400,10 +378,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -414,7 +390,7 @@ } ], "source": [ - "print type(Y_indef)" + "print(type(Y_indef))" ] }, { @@ -426,14 +402,12 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ "$$\\int_{0}^{\\pi} \\sin^{2}{\\left (\\theta \\right )}\\, d\\theta$$" ], @@ -446,7 +420,7 @@ "0 " ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -465,10 +439,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [], "source": [ "Y_raw = lambda x: integrate(y, (theta, 0, x))\n", @@ -477,16 +449,14 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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jB/zlL2EKvohIKVEiz2L06LA5xKhRcOqpUUcjIrI5XeyswR13wLXXhmVpO3aM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\ngg==\n", 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liEgzUbgnsHnri7h79gpOO6I7k47XnR5FWhOFe4LatqeMG2YsoFentvz227pQ\nSaS1UbgnoKrqGm56ZiG7yyp56PJRdGiTGnRJItLMdEI1Ad375irmriti8reHaak8kVZKPfcE8/qS\nzUx9by0TjunN+SMPC7ocEQmIwj2BrNlWwo9eWszw7I78/OzDgy5HRAKkcE8Qe8tDKyqlpSTx4GUj\nSU/RikoirZnCPQF8fqHS2sIS/njJCA7t2DbokkQkYAr3BPD4h+t5bfFmbjltMMcO6Bp0OSLSAijc\n49yctTu4a/YKTjm8u1ZUEpEvKNzjWP7OUq6fsYCcLu2YfPEwkpJ0oZKIhCjc41RpRRWTps+nsrqG\nR67I1YVKIvIluogpDrk7t760mBVbdvPYxNFaUUlEviKqnruZnWFmq8xsjZn9pI7tE82s0MwWhb+u\niX2p8rk//fNTXlu8mVtPH8I3BncLuhwRaYHq7bmbWTIwBTgVyAfmmdksd19eq+nz7n5jE9QoEd5Z\nuZX73lzFOcMO5doTdKdHEalbND33McAad1/r7hXAc8C5TVuW1OXTwhJufnYRR/TswL0XHK07PYrI\nfkUT7r2AjRHP88Ov1XaBmS02s5fMLDsm1ckXivdV8t3peaSlJDH1ilzapukKVBHZv2jCva7uodd6\n/hegj7sfDfwNeLLOHZlNMrM8M8srLCxsWKWtWHlVNd97Ko+NRaU8eNlIeukKVBGpRzThng9E9sQP\nAwoiG7j7DncvDz99BBhV147cfaq757p7blZWVmPqbXXcnR+/tJg5a4u478JhjNVSeSIShWjCfR4w\n0Mz6mlkaMB6YFdnAzHpGPP0msCJ2JbZuv31rFa8sKuBHpw/mvBF1jYaJiHxVvbNl3L3KzG4E3gSS\ngcfcfZmZ3Qnkufss4L/N7JtAFVAETGzCmluNZ+ZuYMq7n3LJmGyuP1G3FhCR6Jl77eHz5pGbm+t5\neXmBvHc8eHflNq6ZnsdxA7ry6HdySUnWxcQiAmY2391z62unxGiBlm4q5oZnFjCkRyZTLhupYBeR\nBlNqtDAbi0q58ol5dGqXxmMTR5ORrjtEiEjDKTlakIJd+7h02hzKK6uZcc1YundoE3RJIhKn1HNv\nIbYUl3HpI3PYtbeS6VePZVD3zKBLEpE4pnBvAbbtCQV74Z5ynrhqDMOzOwZdkojEOQ3LBGx7STmX\nPjKXzcVlPHnVGEb17hR0SSKSANRzD1DR3gounzaX/J2lPDZxNGP6dg66JBFJEAr3gOwqDQX7uu17\nmXbFaMb1120FRCR2NCwTgIJd+7jy8Xms276XR76Ty3EDuwZdkogkGIV7M1tWUMxVT8yjtLyaxyaO\nVrCLSJNQuDejf64u5Pqn59MguF7LAAAHGUlEQVShbSovXjeOIT06BF2SiCQohXszeX7eBn768lIG\ndc/k8Ymj6XGILlASkaajcG9i7s7kt1fzx3fWcPygLKZcOoLMNqlBlyUiCU7h3oRKyqv46cwlzPqk\ngPGjs/nVeUeRqpuAiUgzULg3kQUbdvL95xaRv7OUH50+mOtP7K8FrUWk2SjcY6yquoYp737KH975\nNz0PacML3xtHbh9dnCQizUvhHkMbi0r5/vOLmP/ZTr41ohe/PPdIOmh8XUQCoHCPAXfn5YWbuP3V\nZQDcP3445w7XeqciEhyF+0HKW1/EXbNXsGDDLkb36cTkbw8nu3O7oMsSkVZO4d5Ia7aVcO8bK3lr\n+Va6ZaZzz/lDuSg3m+QknTQVkeAp3Bto254y7v/bv3lu3kbapiZzy6mDuPrrfWmXpkMpIi2HEikK\n7s7Cjbt4Yd5GXl1UQGV1DZePzeGmkwfSNSM96PJERL5C4X4ARXsrmLkgnxfyNrJ6awltU5M5++ie\nXP+NAfTt2j7o8kRE9iuqcDezM4D7gWRgmrvfU2t7OjAdGAXsAC529/WxLbV5bC7ex9y1Rby1fAtv\nL99KZbUzPLsjd58/lLOP7qlbB4hIXKg33M0sGZgCnArkA/PMbJa7L49odjWw090HmNl44DfAxU1R\ncCy5O/k79zFn7Q7mriti7rodbCzaB0Dn9mlcMa4PF4/O1mLVIhJ3oum5jwHWuPtaADN7DjgXiAz3\nc4E7wo9fAh4wM3N3j2GtDVJRVUNpRRUl5VXsLa9my+4yNhaVhr52lrKhqJSNRfso3lcJQKd2qYzp\n25mJX+vL2L6dObxnB818EZG4FU249wI2RjzPB8bur427V5lZMdAF2B6LIiP9c3Uhv3ptOTXuuEON\n+38e1zilldWUlldTUV1T58+nJSdxWOe2ZHdqx4jsTgzsnsHYvl0Y2C2DJIW5iCSIaMK9rsSr3SOP\npg1mNgmYBJCTkxPFW39VRnoKg7tnYgZJZiQZmNkXz9ulJdMuLYWM9M+/p9AuPZlumW3I6dyObpnp\nCnERSXjRhHs+kB3x/DCgYD9t8s0sBTgEKKq9I3efCkwFyM3NbdSQzajenRjVu1NjflREpNWI5ubi\n84CBZtbXzNKA8cCsWm1mAd8JP74QeCfI8XYRkdau3p57eAz9RuBNQlMhH3P3ZWZ2J5Dn7rOAR4Gn\nzGwNoR77+KYsWkREDiyqee7uPhuYXeu1X0Q8LgMuim1pIiLSWFrzTUQkASncRUQSkMJdRCQBKdxF\nRBKQwl1EJAFZUNPRzawQ+KyRP96VJri1QTOL988Q7/VD/H+GeK8f4v8zBFF/b3fPqq9RYOF+MMws\nz91zg67jYMT7Z4j3+iH+P0O81w/x/xlacv0alhERSUAKdxGRBBSv4T416AJiIN4/Q7zXD/H/GeK9\nfoj/z9Bi64/LMXcRETmweO25i4jIAcRduJvZGWa2yszWmNlPgq6noczsMTPbZmZLg66lMcws28ze\nNbMVZrbMzG4OuqaGMLM2ZvaxmX0Srv+XQdfUGGaWbGYLzey1oGtpDDNbb2ZLzGyRmeUFXU9jmFlH\nM3vJzFaG/z2MC7qmSHE1LBNerHs1EYt1A5fUWqy7RTOz44ESYLq7HxV0PQ1lZj2Bnu6+wMwygfnA\nefHy38DMDGjv7iVmlgp8ANzs7nMCLq1BzOx/gFygg7ufHXQ9DWVm64Fcd4/bOe5m9iTwvrtPC691\n0c7ddwVd1+firef+xWLd7l4BfL5Yd9xw9/eoY5WqeOHum919QfjxHmAFoTV044KHlISfpoa/4qeH\nA5jZYcB/AdOCrqW1MrMOwPGE1rLA3StaUrBD/IV7XYt1x02wJBoz6wOMAOYGW0nDhIc0FgHbgLfd\nPa7qB34P3ArUvQp8fHDgLTObH15bOd70AwqBx8PDY9PMrH3QRUWKt3CPaiFuaXpmlgH8Gfi+u+8O\nup6GcPdqdx9OaD3gMWYWN8NjZnY2sM3d5wddy0E61t1HAmcCN4SHK+NJCjAS+JO7jwD2Ai3qHGC8\nhXs0i3VLEwuPVf8ZmOHuM4Oup7HCf0b/Azgj4FIa4ljgm+Ex6+eAk8zs6WBLajh3Lwh/3wa8TGjI\nNZ7kA/kRf/W9RCjsW4x4C/doFuuWJhQ+IfkosMLdJwddT0OZWZaZdQw/bgucAqwMtqrouftt7n6Y\nu/ch9P//O+5+ecBlNYiZtQ+fjCc8lHEaEFezx9x9C7DRzAaHXzoZaFGTCqJaQ7Wl2N9i3QGX1SBm\n9ixwItDVzPKB29390WCrapBjgQnAkvC4NcBPw+vsxoOewJPhmVdJwAvuHpfTCeNYd+DlUD+BFOAZ\nd38j2JIa5SZgRrijuRa4MuB6viSupkKKiEh04m1YRkREoqBwFxFJQAp3EZEEpHAXEUlACncRkQSk\ncBcRSUAKdxGRBKRwFxFJQP8f9Flkb97pVeAAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -523,10 +493,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [], "source": [ "from scipy.special import jv" @@ -534,10 +502,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 33, + "metadata": {}, "outputs": [], "source": [ "def f(x):\n", @@ -546,16 +512,14 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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s6VEF3xna01fKQyUnJ9O6dWv27NnjVU98+qJTp05Rs2ZNli5dSuPGjW3H+R/a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\nUn7k/wDY8//eOSbGSgAAAABJRU5ErkJggg==\n", 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Shp8EBg4Ebt4ENm5MQ8MPAGPHAnnyADNm2NzVMAzMnTsXd+/exfz5823u/+qrwPDhwJdf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\nDfQHWcSuULtMUYoAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -564,7 +528,9 @@ ], "source": [ "x = np.linspace(0, 10)\n", - "p = plt.plot(x, f(x), 'k-')" + "p = plt.plot(x, f(x), 'k-')\n", + "p = plt.plot(x, jv(2,x), 'r-')\n", + "p = plt.plot(x, jv(3,x), 'b-')" ] }, { @@ -587,10 +553,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "metadata": {}, "outputs": [], "source": [ "from scipy.integrate import quad\n", @@ -607,21 +571,19 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 45, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1.28474297234\n" + "1.2847429723410948\n" ] } ], "source": [ - "print value" + "print(value)" ] }, { @@ -633,21 +595,19 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 46, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2.34181853668e-09\n" + "2.3418185366792282e-09\n" ] } ], "source": [ - "print max_err" + "print(max_err)" ] }, { @@ -659,10 +619,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 47, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -674,9 +632,9 @@ }, { "data": { - "image/png": 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fj/r3n8batV/iec+6jmKO29n4fA3o2vU910FMnHrhhReYP38+Y8aMOe5tQ745S0SaAq8A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\nfgHGAFeJyHuOM7myAdigqt9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -684,8 +642,8 @@ } ], "source": [ - "print \"integral = {:.9f}\".format(value)\n", - "print \"upper bound on error: {:.2e}\".format(max_err)\n", + "print(\"integral = {:.9f}\".format(value))\n", + "print(\"upper bound on error: {:.2e}\".format(max_err))\n", "x = np.linspace(0, 10, 100)\n", "p = plt.plot(x, f(x), 'k-')\n", "x = np.linspace(0, 6.5, 45)\n", @@ -702,10 +660,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 48, + "metadata": {}, "outputs": [], "source": [ "from numpy import inf\n", @@ -717,10 +673,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 49, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -731,9 +685,9 @@ }, { "data": { - "image/png": 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gixQRkThUYg+VmYWAFcAAYAMwH7jUObe8SJtTgWXOuR1mNhgY65zrddB51EMl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\nTkSuQmCC\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -748,7 +702,7 @@ "p = plt.fill_between(x, g(x))\n", "plt.annotate(r\"$\\int_0^{\\infty}e^{-x^1/2}dx = $\" + \"{}\".format(value), (4, 0.6),\n", " fontsize=16)\n", - "print \"upper bound on error: {:.1e}\".format(max_err)" + "print(\"upper bound on error: {:.1e}\".format(max_err))" ] }, { @@ -769,10 +723,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 50, + "metadata": {}, "outputs": [], "source": [ "def h(x, t, n):\n", @@ -789,10 +741,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 51, + "metadata": {}, "outputs": [], "source": [ "from numpy import vectorize\n", @@ -804,10 +754,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 52, + "metadata": {}, "outputs": [], "source": [ "@vectorize\n", @@ -817,10 +765,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 53, + "metadata": {}, "outputs": [ { "data": { @@ -829,7 +775,7 @@ " array([ 9.804e-13, 1.110e-14, 5.551e-15, 2.220e-15]))" ] }, - "execution_count": 29, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -847,10 +793,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 54, + "metadata": {}, "outputs": [], "source": [ "from scipy.integrate import dblquad\n", @@ -866,10 +810,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 55, + "metadata": {}, "outputs": [ { "data": { @@ -878,7 +820,7 @@ " array([ 9.804e-13, 1.110e-14, 5.551e-15, 2.220e-15]))" ] }, - "execution_count": 31, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -903,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 56, "metadata": { "collapsed": true }, @@ -921,10 +863,8 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 57, + "metadata": {}, "outputs": [], "source": [ "x_s = np.linspace(0, np.pi, 5)\n", @@ -935,16 +875,14 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 59, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Rw+lEZbm6uvLwww9zzz330KdPnzIHq3h4ePD//t//q9La/MI5yB2qDurKlSsMHDiQ7Oxs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\nQmCC\n", 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qVbvvNlpr3nvvPYYNG1bkWGF+ZFpGlJrt27fTokULk3uebN++HV9fX9avX0+3bt3o0aOH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\nArnZluDIkSO0adOGTz75xOh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -966,10 +904,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 60, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -985,9 +921,9 @@ "result_s = trapz(y_s, x_s)\n", "result_s_s = simps(y_s, x_s)\n", "result = trapz(y, x)\n", - "print \"Trapezoidal Integration over 5 points : {:.3f}\".format(result_s)\n", - "print \"Simpson Integration over 5 points : {:.3f}\".format(result_s_s)\n", - "print \"Trapezoidal Integration over 100 points : {:.3f}\".format(result)" + "print(\"Trapezoidal Integration over 5 points : {:.3f}\".format(result_s))\n", + "print(\"Simpson Integration over 5 points : {:.3f}\".format(result_s_s))\n", + "print(\"Trapezoidal Integration over 100 points : {:.3f}\".format(result))" ] }, { @@ -1006,10 +942,8 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 61, + "metadata": {}, "outputs": [ { "data": { @@ -1017,7 +951,7 @@ "numpy.ufunc" ] }, - "execution_count": 36, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -1028,16 +962,14 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 62, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accumulate(array, axis=0, dtype=None, out=None)\n", + "accumulate(array, axis=0, dtype=None, out=None, keepdims=None)\n", "\n", "Accumulate the result of applying the operator to all elements.\n", "\n", @@ -1066,9 +998,16 @@ " The data-type used to represent the intermediate results. Defaults\n", " to the data-type of the output array if such is provided, or the\n", " the data-type of the input array if no output array is provided.\n", - "out : ndarray, optional\n", - " A location into which the result is stored. If not provided a\n", - " freshly-allocated array is returned.\n", + "out : ndarray, None, or tuple of ndarray and None, optional\n", + " A location into which the result is stored. If not provided or `None`,\n", + " a freshly-allocated array is returned. For consistency with\n", + " :ref:`ufunc.__call__`, if given as a keyword, this may be wrapped in a\n", + " 1-element tuple.\n", + "\n", + " .. versionchanged:: 1.13.0\n", + " Tuples are allowed for keyword argument.\n", + "keepdims : bool\n", + " Has no effect. Deprecated, and will be removed in future.\n", "\n", "Returns\n", "-------\n", @@ -1122,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 64, "metadata": { "collapsed": true }, @@ -1133,16 +1072,14 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 65, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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jmWWb2SL/cW/AsQ5m9oP/6FCSnZcwFjjK96+7M6jvezwxbjH/9+NCxv7VcdKI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\n5WaWaWZPFnK8ipkl+cfnm9m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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1170,7 +1107,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 66, "metadata": { "collapsed": true }, @@ -1183,11 +1120,18 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: object of type cannot be safely interpreted as an integer.\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], "source": [ "x = np.linspace(0, 20 * np.pi, 1e+4)\n", "y = np.sin(x)\n", @@ -1203,9 +1147,8 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 68, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1213,8 +1156,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The slowest run took 4.32 times longer than the fastest. This could mean that an intermediate result is being cached \n", - "10000 loops, best of 3: 56.2 µs per loop\n", + "35.9 µs ± 115 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n", "-2.34138044756e-17\n" ] } @@ -1222,7 +1164,7 @@ "source": [ "%timeit np.add.accumulate(y) * (x[1] - x[0])\n", "y0 = np.add.accumulate(y) * (x[1] - x[0])\n", - "print y0[-1] " + "print(y0[-1])" ] }, { @@ -1234,17 +1176,15 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, + "execution_count": 73, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "10000 loops, best of 3: 40.5 µs per loop\n", - "result = 3.43781337153e-15\n", + "15.3 µs ± 26.5 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n", + "result = 3.437813371530083e-15\n", "number of evaluations 21\n" ] } @@ -1252,8 +1192,8 @@ "source": [ "%timeit quad(np.sin, 0, 20 * np.pi)\n", "y2 = quad(np.sin, 0, 20 * np.pi, full_output=True)\n", - "print \"result = \", y2[0]\n", - "print \"number of evaluations\", y2[-1]['neval']" + "print(\"result = \", y2[0])\n", + "print(\"number of evaluations\", y2[-1]['neval'])" ] }, { @@ -1265,16 +1205,14 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, + "execution_count": 70, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "10000 loops, best of 3: 105 µs per loop\n", + "37.8 µs ± 365 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n", "-4.4408920985e-16\n" ] } @@ -1282,7 +1220,7 @@ "source": [ "%timeit trapz(y, x)\n", "y1 = trapz(y, x)\n", - "print y1" + "print(y1)" ] }, { @@ -1294,16 +1232,14 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, + "execution_count": 71, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1000 loops, best of 3: 801 µs per loop\n", + "200 µs ± 1.14 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n", "3.28428554968e-16\n" ] } @@ -1311,7 +1247,7 @@ "source": [ "%timeit simps(y, x)\n", "y3 = simps(y, x)\n", - "print y3" + "print(y3)" ] }, { @@ -1323,16 +1259,14 @@ }, { "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, + "execution_count": 72, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "100 loops, best of 3: 6.86 ms per loop\n", + "4.2 ms ± 26.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", "0\n" ] } @@ -1340,29 +1274,38 @@ "source": [ "%timeit sympy_y(20 * np.pi)\n", "y4 = sympy_y(20 * np.pi)\n", - "print y4" + "print(y4)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.07-ODEs.ipynb b/04-scipy/04.07-ODEs.ipynb index 6dcb1069..e8207f7d 100644 --- a/04-scipy/04.07-ODEs.ipynb +++ b/04-scipy/04.07-ODEs.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -69,9 +67,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from scipy.integrate import odeint\n", @@ -84,15 +80,13 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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V6mczdVjCQqxbt47q1auTO3duALJkycLSpUtj7bt69SqZM2emRYsWHD58mIoV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\n", 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W2xXz2VPEl1Hn/8T18hPs57iy3flg8k0ptNr4/9dCiAwlibMQOUHCTGaduzvr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\njshnI3n93tfx8vByOlquk9XiXNxaGw2Q/rHYdbbzNsaEG2N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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -177,15 +171,13 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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B6zFj4NRT82PwOu8TxJw50LFj7ChERDavefNQUHTVqrCw7tNPY0e0aXmdINau\nhY8+gt13jx2JiEhqttoq1G/q0SO0Kt58M3ZEG5fXCWLevFB7qXbej6SISDGpVQuuuCKsvu7dO1SG\nzUV5nSDmzMn9DTtERDZm0CAYPx5OOw1Gjsy9suFKECIiEXXrBq+8AqNGwemnw3ffxY7oR0oQIiKR\n7bQT/OtfYa/rgw4KC4BzQd4miPLyMAahBCEihaB+/bCfROfOYfD6rbdiR5THCeK992CbbcJDRKQQ\nlJTA1VfDRRdBz57w3HNx48nbBKHuJREpVCefDI89FrYyvfnmeIPXShAiIjmoRw94+WW4/XY480xY\nty77MShBiIjkqF12CTOcliyB3/42bK+cTUoQIiI5bOutQxXYvfaCrl1h8eLs3TtvE8Snn0KrVrGj\nEBHJvJKSsJDunHPggANg6tTs3DdvE0S7duF/mohIsTj9dHjoITjhBLjjjszfLycThJn1M7OFZrbY\nzM5Pdk779tmOSkQkvl69QkXYkSPhT3+C9eszd6+cSxBmVgLcAvQD2gLHm9kelc/T+IOIFKtddw17\nSyxYAIcdBl98kZn75FyCADoD77j7EndfBzwEHF75JCUIESlmDRqEKrC77hq2PLj0Uli2LL33yMVC\n2U2BDyu8Xgp0qXySuphEpNjVrh0W0g0ZAjfdFLY/6NsXdtghTddPz2XSKqU1g9dfP/yH56WlpZSW\nlmYoHBGR3LbHHnDbbXDllaF8+Ndfh+OLFpWxeHFZta9rnmMFyM2sKzDc3fslXl8AlLv7VRXO8VyL\nW0Qk15kZ7m6pnp+LYxAzgN3MrKWZ1QGOAyZEjklEpOjkXBeTu683s7OA54AS4B53z4HCtyIixSXn\nuphSoS4mEZGqK4QuJhERyQFKECIikpQShIiIJKUEISIiSSlBiIhIUkoQIiKSlBKEiIgkpQQhIiJJ\nKUGIiEhSShAiIpKUEoSIiCSlBCEiIkkpQYiISFJKECIikpQShIiIJKUEISIiSSlBiIhIUkoQIiKS\nlBKEiIgkpQQhIiJJKUGIiEhSShAiIpJUlARhZteY2VtmNsfMHjezX1X42QVmttjMFprZQTHiExGR\neC2I54E93b0DsAi4AMDM2gLHAW2BfsCtZlZ0rZyysrLYIWSUPl9+K+TPV8ifrTqi/PJ190nuXp54\nOR1olnh+ODDW3de5+xLgHaBzhBCjKvS/pPp8+a2QP18hf7bqyIVv56cATyee7wgsrfCzpUDTrEck\nIiLUztQ/zu36AAAFzElEQVSFzWwS0DjJjy509ycT51wEfOfuD27iUp6J+EREZNPMPc7vXzM7CfgD\n0Mfdv0kcGwbg7iMSr58FLnX36ZXeq6QhIlIN7m6pnhslQZhZP+A6oKe7f1bheFvgQcK4Q1NgMrCr\nx8piIiJFLGNdTJtxM1AHmGRmAK+4+xB3X2BmDwMLgPXAECUHEZE4onUxiYhIbsuFWUxVYmb9Eovo\nFpvZ+bHjSScza25m08xsvpm9aWZDY8eUbmZWYmazzezJ2LGkm5k1MLNHE4tAF5hZ19gxpVNiEet8\nM5tnZg+a2RaxY6oJM7vXzJab2bwKx7Y1s0lmtsjMnjezBjFjrImNfL6NLlJOJq8ShJmVALcQFtG1\nBY43sz3iRpVW64A/u/ueQFfgzAL7fABnE7oQC7HpeiPwtLvvAbQH3oocT9qYWUvCpJJ93H0voAQY\nEDOmNBhF+F1S0TBgkru3BqYkXuerZJ8v6SLljcmrBEEYvH7H3Ze4+zrgIcLiuoLg7svc/Y3E87WE\nXzA7xo0qfcysGXAwcDeQ8kyKfJD4JtbD3e8FcPf17v5F5LDSaTXhC0xdM6sN1AU+ihtSzbj7P4GV\nlQ73B0Ynno8GjshqUGmU7PNtYpFyUvmWIJoCH1Z4XbAL6RLf2PYm/CEWipHAuUD55k7MQzsDn5rZ\nKDObZWZ3mVnd2EGli7v/mzDz8APgY2CVu0+OG1VGNHL35Ynny4FGMYPJsIqLlJPKtwRRiN0SP2Nm\n9YBHgbMTLYm8Z2aHAivcfTYF1npIqA3sA9zq7vsAX5Lf3RM/YWatgD8BLQmt2npm9vuoQWVYYgZl\nQf7OSXGRct4liI+A5hVeN+enpTnynpn9AngM+Lu7j48dTxp1A/qb2XvAWKC3md0fOaZ0WgosdffX\nE68fJSSMQtEJeNndP3f39cDjhD/TQrPczBoDmFkTYEXkeNIusUj5YGCzCT7fEsQMYDcza2lmdQiV\nXydEjiltLCwKuQdY4O43xI4nndz9Qndv7u47EwY3p7r7ibHjShd3XwZ8aGatE4f6AvMjhpRuC4Gu\nZrZl4u9pX8Jkg0IzARiceD4YKKQvaRsWKZ8LHL6hgsWm5FWCSHxzOQt4jvCXc5y7F8xMEaA7MBDo\nlZgKOjvxB1qICrHp/p/AGDObQ5jFdGXkeNLG3ecA9xO+pM1NHL4zXkQ1Z2ZjgZeB3c3sQzM7GRgB\nHGhmi4Deidd5KcnnO4WwSLkeYZHybDO7dZPX0EI5ERFJJq9aECIikj1KECIikpQShIiIJKUEISIi\nSSlBiIhIUkoQIiKSlBKEFD0z267CupNPzGxp4vkaM7slQ/c8K7GidWM/729mF2fi3iKp0joIkQrM\n7FJgjbtfn8F7GDAL2C+x+HNj58xOnLMuU7GIbIpaECI/ZwBmVrphYyMzG25mo83sRTNbYmZHmdm1\nZjbXzJ5JlMDGzPY1szIzm2Fmz26o61NJd2DhhuRgZkMTG/HMSax+3VAo7hXgoGx8YJFklCBEUrcz\n0IuwZ8DfCRvLtAe+Bg5JFFq8Gfidu3cibNhyRZLrHEAoWbHB+UDHxCYuZ1Q4/hrw67R/CpEU1Y4d\ngEiecOAZd//ezN4Earn7c4mfzSOUwW4N7AlMDj1ElBD2TqisBfBShddzgQfNbDw/LQ73MT/fEUwk\na5QgRFL3HYC7l5tZxXGBcsK/JQPmu3sqZbAr7olxCKGlcBhwkZm1S+z6VYvCLGooeUJdTCKpSWWT\no7eBHcysK4S9PcysbZLz3gc27DlgQAt3LyNsMPQrQrVNgCaJc0WiUIIQ+Tmv8N9kz+Hn3+w9Mdvo\naOAqM3uDMAtp/yTXf4mwAQ+ElscDZjaXMLPpRndfnfhZZ+DFmnwQkZrQNFeRLKswzbWLu3+3kXNq\nJc7ptLGpsCKZphaESJYlprDexaa3fDwUeFTJQWJSC0JERJJSC0JERJJSghARkaSUIEREJCklCBER\nSUoJQkREklKCEBGRpP4fPzntqp99LaMAAAAASUVORK5CYII=\n", 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Mmb+M/LIapyMZ45EVhI/szC9ny6EyrrTRgwHO7p/CohmZHCipZvL8ZRwutZIw/scKwkfe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\nxhiP/h9+nVLVkFsLFAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -201,9 +193,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -236,23 +226,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.08-sparse-matrix.ipynb b/04-scipy/04.08-sparse-matrix.ipynb index f24de6bb..d13bd916 100644 --- a/04-scipy/04.08-sparse-matrix.ipynb +++ b/04-scipy/04.08-sparse-matrix.ipynb @@ -61,7 +61,6 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -91,9 +90,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -122,9 +119,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -144,9 +139,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -174,9 +167,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -206,9 +197,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -250,9 +239,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -279,9 +266,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -315,9 +300,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -344,13 +327,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy.sparse import lil_matrix\n", + "import numpy as np\n", "from scipy.sparse.linalg import spsolve\n", "from numpy.linalg import solve, norm\n", "from numpy.random import rand" @@ -365,16 +349,93 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0\n", + "0.0\n", + "0.794484189867\n", + "0.244656695671\n", + "0.664486712483\n", + "0.0\n", + "0.830294662903\n", + "0.244656695671\n", + "0.664486712483\n", + "0.0\n" + ] + } + ], "source": [ "A = lil_matrix((1000, 1000))\n", + "print(A[1,100])\n", + "print(A[0,0])\n", "A[0, :100] = rand(100)\n", "A[1, 100:200] = A[0, :100]\n", - "A.setdiag(rand(1000))" + "A[1,100] = A[0,0]\n", + "A.setdiag(rand(1000))\n", + "print(A[1,100])\n", + "print(A[1,101])\n", + "print(A[1,199])\n", + "print(A[1,200])\n", + "print(A[0,0])\n", + "print(A[0,1])\n", + "print(A[0,99])\n", + "print(A[0,100])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rand(d0, d1, ..., dn)\n", + "\n", + "Random values in a given shape.\n", + "\n", + "Create an array of the given shape and populate it with\n", + "random samples from a uniform distribution\n", + "over ``[0, 1)``.\n", + "\n", + "Parameters\n", + "----------\n", + "d0, d1, ..., dn : int, optional\n", + " The dimensions of the returned array, should all be positive.\n", + " If no argument is given a single Python float is returned.\n", + "\n", + "Returns\n", + "-------\n", + "out : ndarray, shape ``(d0, d1, ..., dn)``\n", + " Random values.\n", + "\n", + "See Also\n", + "--------\n", + "random\n", + "\n", + "Notes\n", + "-----\n", + "This is a convenience function. If you want an interface that\n", + "takes a shape-tuple as the first argument, refer to\n", + "np.random.random_sample .\n", + "\n", + "Examples\n", + "--------\n", + ">>> np.random.rand(3,2)\n", + "array([[ 0.14022471, 0.96360618], #random\n", + " [ 0.37601032, 0.25528411], #random\n", + " [ 0.49313049, 0.94909878]]) #random\n" + ] + } + ], + "source": [ + "np.info(rand)" ] }, { @@ -386,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -406,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -424,18 +485,16 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "6.4310987107687431e-13" + "5.6847999430430503e-13" ] }, - "execution_count": 16, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -461,16 +520,18 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0 0 1 3] [0 2 1 3] [3 1 2 1]\n" + "ename": "NameError", + "evalue": "name 'C' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mscipy\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msparse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mrow\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mval\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msparse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mC\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'C' is not defined" ] } ], @@ -478,7 +539,7 @@ "from scipy import sparse\n", "\n", "row, col, val = sparse.find(C)\n", - "print row, col, val" + "print(row, col, val)" ] }, { @@ -498,9 +559,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -527,9 +586,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -556,9 +613,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -578,9 +633,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -600,23 +653,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.09-linear-algbra.ipynb b/04-scipy/04.09-linear-algbra.ipynb index 50fb934b..7c48fa52 100644 --- a/04-scipy/04.09-linear-algbra.ipynb +++ b/04-scipy/04.09-linear-algbra.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -55,22 +55,20 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "number of items in numpy.linalg: 36\n", - "number of items in scipy.linalg: 115\n" + "number of items in numpy.linalg: 40\n", + "number of items in scipy.linalg: 130\n" ] } ], "source": [ - "print \"number of items in numpy.linalg:\", len(dir(numpy.linalg))\n", - "print \"number of items in scipy.linalg:\", len(dir(scipy.linalg))" + "print(\"number of items in numpy.linalg:\", len(dir(numpy.linalg)))\n", + "print(\"number of items in scipy.linalg:\", len(dir(scipy.linalg)))" ] }, { @@ -109,9 +107,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -143,7 +139,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -173,9 +168,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -210,9 +203,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -238,9 +229,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -268,9 +257,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -296,9 +283,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -346,9 +331,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -398,10 +381,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -409,10 +390,10 @@ "text": [ "[-9.28 5.16 0.76]\n", "[ 0.00000000e+00 -1.77635684e-15 -8.88178420e-16]\n", - "inv and dot: 0.0353579521179 s\n", + "inv and dot: 0.19852924346923828 s\n", "[-9.28 5.16 0.76]\n", "[ 0.00000000e+00 -1.77635684e-15 -1.77635684e-15]\n", - "solve: 0.0284671783447 s\n" + "solve: 0.005011796951293945 s\n" ] } ], @@ -426,21 +407,20 @@ "\n", "tic = time.time()\n", "\n", - "for i in xrange(1000):\n", - " x = linalg.inv(A).dot(b)\n", + "x = linalg.inv(A).dot(b)\n", "\n", - "print x\n", - "print A.dot(x)-b\n", - "print \"inv and dot: {} s\".format(time.time() - tic)\n", + "print(x)\n", + "print(A.dot(x)-b)\n", + "print(\"inv and dot: {} s\".format(time.time() - tic))\n", "\n", "tic = time.time()\n", "\n", - "for i in xrange(1000):\n", - " x = linalg.solve(A, b)\n", "\n", - "print x\n", - "print A.dot(x)-b\n", - "print \"solve: {} s\".format(time.time() - tic)" + "x = linalg.solve(A, b)\n", + "\n", + "print(x)\n", + "print(A.dot(x)-b)\n", + "print(\"solve: {} s\".format(time.time() - tic))" ] }, { @@ -476,9 +456,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -524,9 +502,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -677,9 +653,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -713,9 +687,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -743,9 +715,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -870,9 +840,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -989,9 +957,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1019,9 +985,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1066,9 +1030,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1171,9 +1133,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1258,9 +1218,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1297,9 +1255,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1326,9 +1282,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1360,9 +1314,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1450,23 +1402,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/04-scipy/04.10-sparse-linear-algebra.ipynb b/04-scipy/04.10-sparse-linear-algebra.ipynb index 7b781a05..45e937b5 100644 --- a/04-scipy/04.10-sparse-linear-algebra.ipynb +++ b/04-scipy/04.10-sparse-linear-algebra.ipynb @@ -103,23 +103,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.01-overview-of-the-sys-module.ipynb b/05-advanced-python/05.01-overview-of-the-sys-module.ipynb index 488b492b..4ffdd78b 100644 --- a/05-advanced-python/05.01-overview-of-the-sys-module.ipynb +++ b/05-advanced-python/05.01-overview-of-the-sys-module.ipynb @@ -35,9 +35,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -63,9 +61,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -117,9 +113,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -189,32 +183,27 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['',\n", - " 'C:\\\\Anaconda\\\\python27.zip',\n", - " 'C:\\\\Anaconda\\\\DLLs',\n", - " 'C:\\\\Anaconda\\\\lib',\n", - " 'C:\\\\Anaconda\\\\lib\\\\plat-win',\n", - " 'C:\\\\Anaconda\\\\lib\\\\lib-tk',\n", - " 'C:\\\\Anaconda',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\Sphinx-1.3.1-py2.7.egg',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\cryptography-0.9.1-py2.7-win-amd64.egg',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\win32',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\win32\\\\lib',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\Pythonwin',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\setuptools-17.1.1-py2.7.egg',\n", - " 'C:\\\\Anaconda\\\\lib\\\\site-packages\\\\IPython\\\\extensions']" + " 'C:\\\\ProgramData\\\\Anaconda3\\\\python36.zip',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\DLLs',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib',\n", + " 'C:\\\\ProgramData\\\\Anaconda3',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib\\\\site-packages',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib\\\\site-packages\\\\Babel-2.5.0-py3.6.egg',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib\\\\site-packages\\\\win32',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib\\\\site-packages\\\\win32\\\\lib',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib\\\\site-packages\\\\Pythonwin',\n", + " 'C:\\\\ProgramData\\\\Anaconda3\\\\lib\\\\site-packages\\\\IPython\\\\extensions',\n", + " 'C:\\\\Cadence\\\\SPB_Data\\\\.ipython']" ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -251,9 +240,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -280,9 +267,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -316,9 +301,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -338,9 +321,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -360,23 +341,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.02-interacting-with-the-OS---os.ipynb b/05-advanced-python/05.02-interacting-with-the-OS---os.ipynb index 0072db4e..c6cf14c4 100644 --- a/05-advanced-python/05.02-interacting-with-the-OS---os.ipynb +++ b/05-advanced-python/05.02-interacting-with-the-OS---os.ipynb @@ -53,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -82,9 +80,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -111,9 +107,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -157,9 +151,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -186,9 +178,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -243,9 +233,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -273,9 +261,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -302,9 +288,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -338,9 +322,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -442,23 +424,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.03-comma-separated-values.ipynb b/05-advanced-python/05.03-comma-separated-values.ipynb index a632dc2c..4368f3cf 100644 --- a/05-advanced-python/05.03-comma-separated-values.ipynb +++ b/05-advanced-python/05.03-comma-separated-values.ipynb @@ -42,9 +42,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -91,9 +89,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -124,7 +120,6 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -156,9 +151,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -182,9 +175,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "data = [('one', 1, 1.5), ('two', 2, 8.0)]\n", @@ -203,9 +194,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -251,9 +240,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -292,9 +279,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -339,9 +324,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -369,9 +352,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -402,7 +383,6 @@ "cell_type": "code", "execution_count": 16, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -440,23 +420,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.04-regular-expression.ipynb b/05-advanced-python/05.04-regular-expression.ipynb index e37cdca4..8ee18954 100644 --- a/05-advanced-python/05.04-regular-expression.ipynb +++ b/05-advanced-python/05.04-regular-expression.ipynb @@ -164,9 +164,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -194,9 +192,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -214,9 +210,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -241,9 +235,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -276,9 +268,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -308,9 +298,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -335,9 +323,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -364,7 +350,6 @@ "cell_type": "code", "execution_count": 9, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -399,9 +384,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -435,9 +418,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -466,9 +447,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -497,23 +476,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.05-datetime.ipynb b/05-advanced-python/05.05-datetime.ipynb index 0d38b01d..4540dac4 100644 --- a/05-advanced-python/05.05-datetime.ipynb +++ b/05-advanced-python/05.05-datetime.ipynb @@ -61,9 +61,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -91,9 +89,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -117,9 +113,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -146,9 +140,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -179,9 +171,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "t1 = dt.time(15, 38)\n", @@ -198,9 +188,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -244,9 +232,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -271,9 +257,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -298,9 +282,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -349,23 +331,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.06-sql-databases.ipynb b/05-advanced-python/05.06-sql-databases.ipynb index 08340e19..1a57535a 100644 --- a/05-advanced-python/05.06-sql-databases.ipynb +++ b/05-advanced-python/05.06-sql-databases.ipynb @@ -114,9 +114,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -153,9 +151,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -185,9 +181,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -231,23 +225,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.07-object-relational-mappers.ipynb b/05-advanced-python/05.07-object-relational-mappers.ipynb index 3a9e4876..202d650c 100644 --- a/05-advanced-python/05.07-object-relational-mappers.ipynb +++ b/05-advanced-python/05.07-object-relational-mappers.ipynb @@ -89,9 +89,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -141,9 +139,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "session.add(order)\n", @@ -160,9 +156,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -190,9 +184,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -228,9 +220,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -250,23 +240,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.08-functions.ipynb b/05-advanced-python/05.08-functions.ipynb index 8b47d46a..5d2ae90d 100644 --- a/05-advanced-python/05.08-functions.ipynb +++ b/05-advanced-python/05.08-functions.ipynb @@ -72,10 +72,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -83,19 +81,19 @@ "text": [ "4\n", "8\n", - "cube 8\n", - "square 4\n" + "cube 64\n", + "square 16\n" ] } ], "source": [ "x = 2\n", "\n", - "print square(x)\n", - "print cube(x)\n", + "print(square(x))\n", + "print(cube(x))\n", "\n", "for func in sorted(funcs):\n", - " print func, funcs[func](x)" + " print(func,funcs[func](2*x))" ] }, { @@ -127,9 +125,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -156,9 +152,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -221,9 +215,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -257,9 +249,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -311,9 +301,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -343,9 +331,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -375,9 +361,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -404,9 +388,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -457,9 +439,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -507,9 +487,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -533,9 +511,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -559,9 +535,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -586,9 +560,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -620,9 +592,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -651,9 +621,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -687,9 +655,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -731,9 +697,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -767,9 +731,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -800,9 +762,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -830,9 +790,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -866,23 +824,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.09-iterators.ipynb b/05-advanced-python/05.09-iterators.ipynb index a9f5a503..9c29662c 100644 --- a/05-advanced-python/05.09-iterators.ipynb +++ b/05-advanced-python/05.09-iterators.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -55,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -86,9 +82,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -114,9 +108,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -140,9 +132,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -161,9 +151,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "StopIteration", @@ -191,9 +179,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -218,9 +204,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -248,9 +232,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -276,9 +258,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -295,9 +275,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -327,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -352,23 +330,25 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "9 8 7 6 5 4 3 2 1 0\n" + "ename": "TypeError", + "evalue": "iter() returned non-iterator of type 'ReverseListIterator'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mReverseListIterator\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: iter() returned non-iterator of type 'ReverseListIterator'" ] } ], "source": [ "x = range(10)\n", "for i in ReverseListIterator(x):\n", - " print i," + " print(i,)" ] }, { @@ -419,9 +399,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -446,9 +424,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -551,9 +527,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -578,9 +552,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -605,23 +577,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.10-generators.ipynb b/05-advanced-python/05.10-generators.ipynb index ca4a6823..cb50668d 100644 --- a/05-advanced-python/05.10-generators.ipynb +++ b/05-advanced-python/05.10-generators.ipynb @@ -61,9 +61,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -98,9 +96,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -141,9 +137,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -176,9 +170,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -203,9 +195,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -231,9 +221,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -317,9 +305,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -353,23 +339,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/05-advanced-python/05.16-dynamic-code-execution.ipynb b/05-advanced-python/05.16-dynamic-code-execution.ipynb index 1d63c2c3..ee14d211 100644 --- a/05-advanced-python/05.16-dynamic-code-execution.ipynb +++ b/05-advanced-python/05.16-dynamic-code-execution.ipynb @@ -74,9 +74,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -105,9 +103,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -152,9 +148,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -175,9 +169,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -233,9 +225,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -258,9 +248,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -302,9 +290,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -333,9 +319,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -357,9 +341,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -389,9 +371,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -411,23 +391,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.01-oop-introduction.ipynb b/08-object-oriented-programming/08.01-oop-introduction.ipynb index c0754a00..d7f1c120 100644 --- a/08-object-oriented-programming/08.01-oop-introduction.ipynb +++ b/08-object-oriented-programming/08.01-oop-introduction.ipynb @@ -42,9 +42,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -71,9 +69,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -100,9 +96,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -130,9 +124,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "TypeError", @@ -211,23 +203,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.02-using-oop-model-a-forest-fire.ipynb b/08-object-oriented-programming/08.02-using-oop-model-a-forest-fire.ipynb index 5e3355fb..da5cb265 100644 --- a/08-object-oriented-programming/08.02-using-oop-model-a-forest-fire.ipynb +++ b/08-object-oriented-programming/08.02-using-oop-model-a-forest-fire.ipynb @@ -116,10 +116,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -136,15 +134,13 @@ } ], "source": [ - "print forest.trees" + "print(forest.trees)" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -161,7 +157,7 @@ } ], "source": [ - "print forest.forest_fires" + "print(forest.forest_fires)" ] }, { @@ -173,16 +169,14 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -211,16 +205,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -242,23 +234,21 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.253111111111\n" + "0.145866666667\n" ] }, { "data": { - "image/png": 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rt0Kuys6lhgYp9A5UCzZewn7nyvfanCvTA+2kqLGnh+0vlR3Rzik52vShRqe0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\n4HA4APx/JL/m/4qA3IAAAAAASUVORK5CYII=\n", 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2mDIqMVU6eVv+0p2yKcmRyl1Svsnik7KmCh/mmBTm8pqnwjeys+6TRZO5ohs5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\nGIbhhE0WhmE4YZOFYRhO2GRhGIYT/x8oHlmsWPd5TgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -269,7 +259,7 @@ "for i in range(500):\n", " forest.advance_one_step()\n", "plt.matshow(forest.trees, cmap=plt.cm.Greens)\n", - "print forest.tree_fraction" + "print(forest.tree_fraction)" ] }, { @@ -281,16 +271,14 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Nv/erBmvRtBjZaYSwbZvdq5D1lUT8ms7cjtQTq68d4peDu1Y+/4z8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\n9a3divGAohe4eg3txx8bIC0htRI9X5NgYnVazsdyErEo1qo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8VMnKSzs/PXhqGk/frhO9NMMHmJfXFs26URaTs9+VtJREt+gLouca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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -311,27 +299,36 @@ "\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.04-writing-classes.ipynb b/08-object-oriented-programming/08.04-writing-classes.ipynb index 51ce3d84..4d9a3d2b 100644 --- a/08-object-oriented-programming/08.04-writing-classes.ipynb +++ b/08-object-oriented-programming/08.04-writing-classes.ipynb @@ -60,9 +60,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -86,9 +84,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "forest = Forest()" @@ -97,9 +93,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -144,9 +138,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -190,9 +182,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "AttributeError", @@ -240,9 +230,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -263,11 +251,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.05-special-method.ipynb b/08-object-oriented-programming/08.05-special-method.ipynb index 4a873a36..894e65fe 100644 --- a/08-object-oriented-programming/08.05-special-method.ipynb +++ b/08-object-oriented-programming/08.05-special-method.ipynb @@ -66,9 +66,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -94,9 +92,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -146,9 +142,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -176,9 +170,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -211,9 +203,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -247,9 +237,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -332,9 +320,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -360,9 +346,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -432,9 +416,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -459,7 +441,6 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -488,9 +469,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -510,9 +489,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -532,23 +509,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.06-properties.ipynb b/08-object-oriented-programming/08.06-properties.ipynb index c2b947b3..baf63936 100644 --- a/08-object-oriented-programming/08.06-properties.ipynb +++ b/08-object-oriented-programming/08.06-properties.ipynb @@ -49,9 +49,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -78,7 +76,6 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -107,7 +104,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -137,9 +133,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "ename": "AttributeError", @@ -220,9 +214,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -251,9 +243,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -281,9 +271,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -304,7 +292,6 @@ "cell_type": "code", "execution_count": 10, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -370,9 +357,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -401,9 +386,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -442,23 +425,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.07-forest-fire-simulation.ipynb b/08-object-oriented-programming/08.07-forest-fire-simulation.ipynb index 8701dc85..05d0a88b 100644 --- a/08-object-oriented-programming/08.07-forest-fire-simulation.ipynb +++ b/08-object-oriented-programming/08.07-forest-fire-simulation.ipynb @@ -104,9 +104,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -239,9 +237,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "forest = Forest()\n", @@ -260,9 +256,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -296,9 +290,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -330,23 +322,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.08-inheritance.ipynb b/08-object-oriented-programming/08.08-inheritance.ipynb index 228ac0ff..301ee0f9 100644 --- a/08-object-oriented-programming/08.08-inheritance.ipynb +++ b/08-object-oriented-programming/08.08-inheritance.ipynb @@ -45,7 +45,7 @@ " def __init__(self, color=\"green\"):\n", " self.color = color\n", " def fall(self):\n", - " print \"Splat!\"" + " print(\"Splat!\")" ] }, { @@ -57,9 +57,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -74,15 +73,13 @@ "source": [ "leaf = Leaf()\n", "\n", - "print leaf.color" + "print(leaf.color)" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -105,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -127,9 +124,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -148,9 +143,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -174,9 +167,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -196,7 +187,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "如果想对父类的方法进行修改,只需要在子类中重定义这个类即可:" + "如果想对父类的方法进行修改,只需要在子类中重定义(Overload重写)这个类即可:" ] }, { @@ -220,7 +211,6 @@ "cell_type": "code", "execution_count": 9, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -245,23 +235,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.09-super.ipynb b/08-object-oriented-programming/08.09-super.ipynb index e6c77254..dcfe7900 100644 --- a/08-object-oriented-programming/08.09-super.ipynb +++ b/08-object-oriented-programming/08.09-super.ipynb @@ -19,10 +19,17 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "Missing parentheses in call to 'print'. Did you mean print(print \"Splat!\")? (, line 5)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m5\u001b[0m\n\u001b[1;33m print \"Splat!\"\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m Missing parentheses in call to 'print'. Did you mean print(print \"Splat!\")?\n" + ] + } + ], "source": [ "class Leaf(object):\n", " def __init__(self, color=\"green\"):\n", @@ -49,9 +56,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -80,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -147,9 +152,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class BurnableForest(Forest):\n", @@ -210,9 +213,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -240,9 +241,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "burnable_forest = BurnableForest()" @@ -258,9 +257,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -287,9 +284,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -332,9 +327,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -354,9 +347,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -376,9 +367,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -395,9 +384,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -414,23 +401,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.10-refactoring-the-forest-fire-simutation.ipynb b/08-object-oriented-programming/08.10-refactoring-the-forest-fire-simutation.ipynb index 4aa5018a..e6fbfc58 100644 --- a/08-object-oriented-programming/08.10-refactoring-the-forest-fire-simutation.ipynb +++ b/08-object-oriented-programming/08.10-refactoring-the-forest-fire-simutation.ipynb @@ -151,10 +151,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "forest = Forest()\n", @@ -165,7 +163,7 @@ "\n", "tree_history = []\n", "\n", - "for i in xrange(1500):\n", + "for i in range(1500):\n", " for fst in forests:\n", " fst.advance_one_step()\n", " tree_history.append(tuple(fst.tree_fraction for fst in forests))" @@ -180,16 +178,14 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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47z/o0wd271ZXE1asaO4WCSGESC6kR0uI99ixA0qVggwZ1FwsCVlCCCESQnq0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ZRCRlEZGUzemkbKJSc0tClLOthhA/N3o29KZpbWfqezvi5+4grU+iWpFgdY2cnBzGjRtH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\ntZ7eB/90bjw32BW1i/e2vcdtlW7jf/X+55T3TM+xMlvMvL3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d8SqhAaFM6Dgh92HQuIvw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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -207,27 +203,36 @@ "\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.11-interfaces.ipynb b/08-object-oriented-programming/08.11-interfaces.ipynb index 962cdadc..b2d91f0f 100644 --- a/08-object-oriented-programming/08.11-interfaces.ipynb +++ b/08-object-oriented-programming/08.11-interfaces.ipynb @@ -88,9 +88,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -125,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -263,10 +261,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "forest = Forest()\n", @@ -278,7 +274,7 @@ "\n", "losses_history = []\n", "\n", - "for i in xrange(1500):\n", + "for i in range(1500):\n", " for fst in forests:\n", " fst.advance_one_step()\n", " losses_history.append(tuple(fst.losses.sum() for fst in forests))" @@ -293,16 +289,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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55+Tn55OXl8c///nPOh2rvkaOHMnixYtZsWIF5eXlTJs2jUaNGjFo0CC3zx87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w0JITXnKTzIKIB71Gy2n3XaQj5x3rkUBLiBDMGa1Uhy/AMrd2gICMFhJoiTou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o42hg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\nxAkRWoIgCIIgCHFChJYgCIIgCEKc+P81GTY80+wWLAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -320,27 +314,36 @@ "\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.12-public-private-special-in-python.ipynb b/08-object-oriented-programming/08.12-public-private-special-in-python.ipynb index bb80de79..91e55292 100644 --- a/08-object-oriented-programming/08.12-public-private-special-in-python.ipynb +++ b/08-object-oriented-programming/08.12-public-private-special-in-python.ipynb @@ -40,7 +40,6 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -60,7 +59,6 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -80,7 +78,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -106,9 +103,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -125,23 +120,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/08-object-oriented-programming/08.13-multiple-inheritance.ipynb b/08-object-oriented-programming/08.13-multiple-inheritance.ipynb index bc44810b..f941406b 100644 --- a/08-object-oriented-programming/08.13-multiple-inheritance.ipynb +++ b/08-object-oriented-programming/08.13-multiple-inheritance.ipynb @@ -48,9 +48,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -106,9 +104,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -138,9 +134,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -165,9 +159,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -191,9 +183,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -258,9 +248,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -280,23 +268,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/09-theano/09.11-net-on-mnist.ipynb b/09-theano/09.11-net-on-mnist.ipynb index b1d7d691..739bf973 100644 --- a/09-theano/09.11-net-on-mnist.ipynb +++ b/09-theano/09.11-net-on-mnist.ipynb @@ -20,7 +20,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -145,9 +144,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = T.matrix()\n", @@ -283,9 +280,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -404,23 +399,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/10-something-interesting/10.03-nba-data.ipynb b/10-something-interesting/10.03-nba-data.ipynb index c70aa089..676a0570 100644 --- a/10-something-interesting/10.03-nba-data.ipynb +++ b/10-something-interesting/10.03-nba-data.ipynb @@ -44,9 +44,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -80,9 +78,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -231,9 +227,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -257,9 +251,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -482,7 +474,7 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "collapsed": false + "scrolled": true }, "outputs": [ { @@ -559,9 +551,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "kobe_id = 977" @@ -577,9 +567,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -780,9 +768,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -847,9 +833,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -901,29 +885,18 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "得分:29.8\n", - "篮板:5.3\n", - "助攻:6.6\n", - "盖帽:0.2\n", - "时间:33.9\n", - "抢断:2.1\n", - "失误:3.3\n", - "犯规:2.0\n", - "投篮:50.8%\n", - "三分:45.4%\n", - "罚篮:91.2%\n", - "后篮板:4.5\n", - "前篮板:0.9\n", - "正负值:15.5\n" + "ename": "NameError", + "evalue": "name 'gb' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mcurry_id\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m201939\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mcurry_logs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplayer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgame_logs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurry_id\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mcurry_logs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurry_logs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mshow_avg_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurry_logs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'gb' is not defined" ] } ], @@ -964,9 +937,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1007,9 +978,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1050,9 +1019,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1257,22 +1224,21 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ { - "data": { - "image/png": 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MIibN1t5OyJoMw80HTCmtkDjNb/4nvrv9laypah6Y4mBOkNJSLplNDA1mZeaV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\n5c8G4TdahtfBbxc1YQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" + "ename": "NameError", + "evalue": "name 'kobe_id' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mIPython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mImage\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mImage\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"http://stats.nba.com/media/players/230x185/\"\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkobe_id\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\".png\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'kobe_id' is not defined" + ] } ], "source": [ @@ -1283,19 +1249,17 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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1CLSwO3U6YynVVhO7TpB2ISSzPh8PzKGhqLXPcKKrq/vo5n1diD0np61h8e0E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\n75pOOIevo2HHnQXPLa1zp81/D1j2g3LkhLH2AAAAAElFTkSuQmCC\n", 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GEzIuHiyqEuvMJj0N8qSlJaZHpmWa5EXniPNK7qBYqeen8wR8kxyjC+MhvjoZZET2EVJ0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\n", "text/plain": [ "" ] }, - "execution_count": 17, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1322,7 +1286,6 @@ "cell_type": "code", "execution_count": 18, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [], @@ -1340,9 +1303,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "players_1997 = pl_old.PlayerList(1997)\n", @@ -1360,9 +1321,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1391,9 +1350,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1433,9 +1390,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1475,9 +1430,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1498,23 +1451,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/10-something-interesting/10.04-louis-cha's-kungfu-world.ipynb b/10-something-interesting/10.04-louis-cha's-kungfu-world.ipynb index 73250d53..3b738e9e 100644 --- a/10-something-interesting/10.04-louis-cha's-kungfu-world.ipynb +++ b/10-something-interesting/10.04-louis-cha's-kungfu-world.ipynb @@ -69,9 +69,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -148,9 +146,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -187,9 +183,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -215,9 +209,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -271,7 +263,6 @@ "cell_type": "code", "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -367,9 +358,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -398,9 +387,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -469,9 +456,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -530,9 +515,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -577,9 +560,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -648,9 +629,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "model = gensim.models.Word2Vec(sentences, size=100, window=5, min_count=5, workers=4)" @@ -684,9 +663,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "model = gensim.models.Word2Vec.load(\"louis_cha.model\")" @@ -711,9 +688,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -749,9 +724,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -787,9 +760,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -825,9 +796,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -861,9 +830,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -896,7 +863,6 @@ "cell_type": "code", "execution_count": 23, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -931,9 +897,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -962,9 +926,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1038,7 +1000,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -1057,9 +1019,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1114,9 +1074,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1210,9 +1168,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import scipy.cluster.hierarchy as sch" @@ -1222,7 +1178,6 @@ "cell_type": "code", "execution_count": 32, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -1283,7 +1238,6 @@ "cell_type": "code", "execution_count": 33, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -1343,7 +1297,6 @@ "cell_type": "code", "execution_count": 34, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -1411,23 +1364,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/11-useful-tools/11.03-json.ipynb b/11-useful-tools/11.03-json.ipynb index 0af58cc7..97190bce 100644 --- a/11-useful-tools/11.03-json.ipynb +++ b/11-useful-tools/11.03-json.ipynb @@ -79,9 +79,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import json\n", @@ -114,9 +112,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -156,9 +152,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -185,9 +179,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -249,9 +241,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -276,9 +266,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -331,23 +319,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/12-pandas/12.01-ten-minutes-to-pandas.ipynb b/12-pandas/12.01-ten-minutes-to-pandas.ipynb index 5bec138e..20cb7689 100644 --- a/12-pandas/12.01-ten-minutes-to-pandas.ipynb +++ b/12-pandas/12.01-ten-minutes-to-pandas.ipynb @@ -71,9 +71,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -109,9 +107,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -139,9 +135,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -237,9 +231,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -334,9 +326,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -383,9 +373,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -469,9 +457,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -546,9 +532,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -577,9 +561,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -606,9 +588,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -647,9 +627,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -757,9 +735,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -852,9 +828,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -939,9 +913,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1033,9 +1005,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1148,9 +1118,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1183,9 +1151,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1218,9 +1184,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1288,9 +1252,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1365,9 +1327,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1398,9 +1358,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1478,9 +1436,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1540,9 +1496,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1571,9 +1525,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1600,9 +1552,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1638,9 +1588,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1671,9 +1619,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1727,9 +1673,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1789,9 +1733,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1851,9 +1793,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1931,9 +1871,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1960,9 +1898,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -2007,9 +1943,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2077,9 +2011,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2171,9 +2103,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2268,9 +2198,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2333,9 +2261,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2370,9 +2296,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2473,9 +2397,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2569,9 +2491,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2672,9 +2592,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2775,9 +2693,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2880,9 +2796,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2971,9 +2885,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3029,9 +2941,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3117,9 +3027,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3219,9 +3127,7 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3253,9 +3159,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3288,9 +3192,7 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -3322,9 +3224,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3430,9 +3330,7 @@ { "cell_type": "code", "execution_count": 52, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3531,9 +3429,7 @@ { "cell_type": "code", "execution_count": 53, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3565,9 +3461,7 @@ { "cell_type": "code", "execution_count": 54, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -3602,9 +3496,7 @@ { "cell_type": "code", "execution_count": 55, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -3634,9 +3526,7 @@ { "cell_type": "code", "execution_count": 56, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3670,9 +3560,7 @@ { "cell_type": "code", "execution_count": 57, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -3714,9 +3602,7 @@ { "cell_type": "code", "execution_count": 58, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -3843,7 +3729,6 @@ "cell_type": "code", "execution_count": 59, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -3946,9 +3831,7 @@ { "cell_type": "code", "execution_count": 60, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -3974,9 +3857,7 @@ { "cell_type": "code", "execution_count": 61, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4054,9 +3935,7 @@ { "cell_type": "code", "execution_count": 62, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4166,9 +4045,7 @@ { "cell_type": "code", "execution_count": 63, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4286,9 +4163,7 @@ { "cell_type": "code", "execution_count": 64, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4403,9 +4278,7 @@ { "cell_type": "code", "execution_count": 65, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4465,9 +4338,7 @@ { "cell_type": "code", "execution_count": 66, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4569,9 +4440,7 @@ { "cell_type": "code", "execution_count": 67, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4681,9 +4550,7 @@ { "cell_type": "code", "execution_count": 68, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4723,9 +4590,7 @@ { "cell_type": "code", "execution_count": 69, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4801,9 +4666,7 @@ { "cell_type": "code", "execution_count": 70, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4886,9 +4749,7 @@ { "cell_type": "code", "execution_count": 71, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4923,9 +4784,7 @@ { "cell_type": "code", "execution_count": 72, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -4969,7 +4828,6 @@ "cell_type": "code", "execution_count": 73, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -5003,9 +4861,7 @@ { "cell_type": "code", "execution_count": 74, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5085,9 +4941,7 @@ { "cell_type": "code", "execution_count": 75, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5123,9 +4977,7 @@ { "cell_type": "code", "execution_count": 76, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5161,9 +5013,7 @@ { "cell_type": "code", "execution_count": 77, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5198,9 +5048,7 @@ { "cell_type": "code", "execution_count": 78, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5258,9 +5106,7 @@ { "cell_type": "code", "execution_count": 80, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5289,9 +5135,7 @@ { "cell_type": "code", "execution_count": 81, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5354,9 +5198,7 @@ { "cell_type": "code", "execution_count": 83, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5453,9 +5295,7 @@ { "cell_type": "code", "execution_count": 84, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "df.to_hdf(\"foo.h5\", \"df\")" @@ -5471,9 +5311,7 @@ { "cell_type": "code", "execution_count": 85, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5564,9 +5402,7 @@ { "cell_type": "code", "execution_count": 86, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "df.to_excel('foo.xlsx', sheet_name='Sheet1')" @@ -5582,9 +5418,7 @@ { "cell_type": "code", "execution_count": 87, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -5668,9 +5502,7 @@ { "cell_type": "code", "execution_count": 88, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import glob\n", @@ -5683,23 +5515,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/12-pandas/12.03-dataframe-in-pandas.ipynb b/12-pandas/12.03-dataframe-in-pandas.ipynb index 7527eff7..c6dd2385 100644 --- a/12-pandas/12.03-dataframe-in-pandas.ipynb +++ b/12-pandas/12.03-dataframe-in-pandas.ipynb @@ -21,9 +21,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "`DataFrame` 是 `pandas` 中的二维数据结构,可以看成一个 `Excel` 中的工作表,或者一个 `SQL` 表,或者一个存储 `Series` 对象的字典。\n", "\n", @@ -55,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "d = {'one' : pd.Series([1., 2., 3.], index=['a', 'b', 'c']),\n", @@ -74,9 +70,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -144,9 +138,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -206,9 +198,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -268,9 +258,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -290,9 +278,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -345,9 +331,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -413,9 +397,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -488,9 +470,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -521,9 +501,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -573,9 +551,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -625,9 +601,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -691,9 +665,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -745,9 +717,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -798,7 +768,6 @@ "cell_type": "code", "execution_count": 17, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -875,9 +844,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -937,9 +904,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1006,9 +971,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1039,9 +1002,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1121,9 +1082,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1193,9 +1152,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1268,9 +1225,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1351,7 +1306,6 @@ "cell_type": "code", "execution_count": 25, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1436,9 +1390,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1539,23 +1491,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/generate index.ipynb b/generate index.ipynb index 8a3f5299..3f045efa 100644 --- a/generate index.ipynb +++ b/generate index.ipynb @@ -126,7 +126,6 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -312,9 +311,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "关闭目录文件:" ] @@ -333,23 +330,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/index.ipynb b/index.ipynb index 386b5874..d9c9e656 100644 --- a/index.ipynb +++ b/index.ipynb @@ -274,23 +274,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }