Static code analysis and corrections

utils/venv/lib/python3.6/site-packages/scipy/misc/__init__.py

@@ -0,0 +1,113 @@
+"""
+==========================================
+Miscellaneous routines (:mod:`scipy.misc`)
+==========================================
+
+.. currentmodule:: scipy.misc
+
+Various utilities that don't have another home.
+
+Note that Pillow (https://python-pillow.org/) is not a dependency
+of SciPy, but the image manipulation functions indicated in the list
+below are not available without it.
+
+.. autosummary::
+   :toctree: generated/
+
+   ascent - Get example image for processing
+   central_diff_weights - Weights for an n-point central m-th derivative
+   derivative - Find the n-th derivative of a function at a point
+   face - Get example image for processing
+   electrocardiogram - Load an example of a one-dimensional signal.
+
+Deprecated functions:
+
+.. autosummary::
+   :toctree: generated/
+
+   bytescale - Byte scales an array (image) [requires Pillow]
+   fromimage - Return a copy of a PIL image as a numpy array [requires Pillow]
+   imfilter - Simple filtering of an image [requires Pillow]
+   imread - Read an image file from a filename [requires Pillow]
+   imresize - Resize an image [requires Pillow]
+   imrotate - Rotate an image counter-clockwise [requires Pillow]
+   imsave - Save an array to an image file [requires Pillow]
+   imshow - Simple showing of an image through an external viewer [requires Pillow]
+   toimage - Takes a numpy array and returns a PIL image [requires Pillow]
+
+
+Deprecated aliases:
+
+.. autosummary::
+   :toctree: generated/
+
+   comb - Combinations of N things taken k at a time, "N choose k" (imported from `scipy.special`)
+   factorial  - The factorial function, ``n! = special.gamma(n+1)``
+                (imported from `scipy.special`)
+   factorial2 - Double factorial, ``(n!)!`` (imported from `scipy.special`)
+   factorialk - ``(...((n!)!)!...)!`` where there are k '!' (imported from `scipy.special`)
+   logsumexp - Compute the log of the sum of exponentials of input elements
+               (imported from `scipy.special`)
+   pade - Pade approximation to function as the ratio of two polynomials.
+          (imported from `scipy.interpolate`)
+   info - Get help information for a function, class, or module. (imported from `numpy`)
+   source - Print function source code. (imported from `numpy`)
+   who - Print the Numpy arrays in the given dictionary. (imported from `numpy`)
+
+"""
+
+from __future__ import division, print_function, absolute_import
+
+__all__ = ['who', 'source', 'info', 'doccer', 'pade',
+           'comb', 'factorial', 'factorial2', 'factorialk', 'logsumexp']
+
+from . import doccer
+from .common import *
+from numpy import who as _who, source as _source, info as _info
+import numpy as np
+from scipy.interpolate._pade import pade as _pade
+from scipy.special import (comb as _comb, logsumexp as _lsm,
+        factorial as _fact, factorial2 as _fact2, factorialk as _factk)
+
+import sys
+
+_msg = ("Importing `%(name)s` from scipy.misc is deprecated in scipy 1.0.0. Use "
+        "`scipy.special.%(name)s` instead.")
+comb = np.deprecate(_comb, message=_msg % {"name": _comb.__name__})
+logsumexp = np.deprecate(_lsm, message=_msg % {"name": _lsm.__name__})
+factorial = np.deprecate(_fact, message=_msg % {"name": _fact.__name__})
+factorial2 = np.deprecate(_fact2, message=_msg % {"name": _fact2.__name__})
+factorialk = np.deprecate(_factk, message=_msg % {"name": _factk.__name__})
+
+_msg = ("Importing `pade` from scipy.misc is deprecated in scipy 1.0.0. Use "
+        "`scipy.interpolate.pade` instead.")
+pade = np.deprecate(_pade, message=_msg)
+
+_msg = ("Importing `%(name)s` from scipy.misc is deprecated in scipy 1.0.0. Use "
+        "`numpy.%(name)s` instead.")
+who = np.deprecate(_who, message=_msg % {"name": "who"})
+source = np.deprecate(_source, message=_msg % {"name": "source"})
+
+@np.deprecate(message=_msg % {"name": "info.(..., toplevel='scipy')"})
+def info(object=None,maxwidth=76,output=sys.stdout,toplevel='scipy'):
+    return _info(object, maxwidth, output, toplevel)
+
+
+info.__doc__ = _info.__doc__
+del sys
+
+try:
+    from .pilutil import *
+    from . import pilutil
+    __all__ += pilutil.__all__
+    del pilutil
+except ImportError:
+    pass
+
+from . import common
+__all__ += common.__all__
+del common
+
+from scipy._lib._testutils import PytestTester
+test = PytestTester(__name__)
+del PytestTester

utils/venv/lib/python3.6/site-packages/scipy/misc/ascent.dat

@@ -0,0 +1,749 @@
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KKKKKKKKKKKKKK&K%K&K&K"KKK"K$K$K%K$KK K"K#K(K)K(K)K%KKK"K!KK&K(K#K#K&K)K*K*K)K(K'K!KKK(K(K)K)K.K+K$K'K,K*K&K)K,K)KKK K&K&K'K,K.K.K-K,K2K$KKK K K K$K'K+K(K7KpKtKsKsKsKsKsKtKuKuKvKtKsKuKuKuKuKuKuKuKuKuKuKuKuKuKuKuKuKuKuKvKuKuKuKuKvKvKuKwKyKxKxKuKvKyKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKyK{KyKxKzKzKzKzKzKzKzKzKzKzK{KzK{KtKYKIKKKLKKKMKNKLKKKJKMKJKLKLKKKKKKKHKCKAK9K4KEKPKMKGKBKDKHKEKDKAK>K>K>K=K<K<K<K<K=K>K>K>K=K=K?K?K?K=K<K=K;K<K=K<K=K<K<K:e]q{(KKKJKCK€K�ﾖKﾈK鵺覓蹶蹶蹶蹶蹶鍖彅ﾀKcKgK^KxKﾒKﾜKK[KbKbKbKcKfK｣K鍖ｮKaK]KcKaKeKbK�潭ﾇKmK^KfKeKfK_K�甃ﾃKiKaKeKaKeKhKｬK覓僵^KfKdKcKaK尻膃ｻKdK`KfKfKgK銭ﾞKﾉK�ﾃK絳��飫蹶�彅彅�ﾞKｲKﾕK飫狸tK€KvK�揖qKtKpKaK[KXKiKiKdKaKdKhKjKjKgKbKaKbKeKgKgKeKdKeKdKeKgKeKdKbKbKdKdKeKcKaKdKdKbKaK_KbKeKdKeKbK_K]KYK^KdK`K\K^K\K]K\K]KVK?KVK0KIKeKcKdKdKdKeKdKcK_KYKWKVKWKVKUKUKUKSKLKAK7K6K5K7K8K:KAKPKZKUKQKMKMKNKNKMKNKMKLKLKKKLKJKLKKKJKKKBK8K.K'K'K(K)K)K(K"KKKKKKKK K#KKK!K?KDKCKFK/KGKRKKKGKOKPK2K0K0K/K#KK&K'K KK"K$K$K$K$K$K!KKKKKKKKKK
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+KKKKKK!K"K$K$K&K+K&KpKﾓKﾎKﾐKﾕK･KsKxKvKuKuKuKuKuKuKuKuKuKuKuKuKuKvKwKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKyKyKyKyKzKzKyKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzK{K|K|K|K|K|K|K|K~K|KzK}K~K}K}K}K}K|K}K}K}K}K}KuKVKJKLKLKKKLKKKKKKKLKKKLKLKIKKKKKJKHKIKDK#KKK9KKKMKNKGKEKEKEKEKEK>K<K=K<K<K<K=e]q�(KﾔK飫鵺膃祠絳膃絳薔蹶蹶蹶蹶蹶蹶蹶蹶鍖鍖蹶飫��ﾚKｳK⑫lKiKoKvKxKxKuKqK~K廳ﾆK薔琦�鍖鍖��鵺���膃ｻKｷK鍖ﾊKwKdKkKgKgK`KjKｽK�僵`KfKgKhKhKgKｩK�ｻK�ﾒKﾐK���薔鵺彅琦��ﾓK朏ﾅK絳｣KwK規卯�習KsKtKYKeKUK`KlKlKiKeKdKeKgKgKjKiKeKdKeKgKfKaKgKeKdKdKaKcKcK]KTKJKFKHKIKHKHKOKXK]K^K[KZK\KYKWKWKWKWKWKXKXKXKWKVKWKTKJK;K-K(K*K,K,K*K%KKK	KKKKK(K)KKKKKKKKKKKKKKKKKKKK%K,K+K(K&K&K%K&K&K#K#K)K*K'K$KKKKKKKKKKKKKKKKKKK K)K+K(K&K$K#K$K!KK K K(K=KDKCKEKDKIKVKRKJKDKTKPK:K9K:K:K8K5K(KK#K'K+K.K-K,K,K.K3K2K2K5K2K/K*K#K!KK!K!K"KK K!KK K$K$K#K$K'K)K-K2K7K5K4K2K-K$K%K$K#K$K$K!KKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKK K"K$K$K'K*K+K:KｯKﾓKﾎKﾑKﾉK゜wKxKuKuKuKuKuKuKuKuKuKuKuKuKuKwKyKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKxKyK{KyKxKzK{KzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzK}K~K~K|KzK|K~K}K}K}K}K~K}K}K~K}KzK|KoKQKKKLKKKLKKKKKKKKKLKKKKKLKLKIKHKHKHKKKAKKKK=KMKOKJKEKFKGKGKGKDK<K<K=K<K<K<e]q�(KdK規ｻK甃�鍖祠祠膃蹶蹶蹶蹶蹶蹶蹶蹶鍖飫飫鍖蹶蹶��鍖ﾊK廳xKhKjKsKxKwKuKtKvK幸ｲKﾙK彅��蹶鍖鵺�飫��鍖ﾜK�ﾘKガdKhKiKhKeK`KｪK�ｭKfKfKjKgKhKbK婁ﾔK薔ﾊKﾗK���薔覓琦�琦�ﾈK扛ﾈK薔揖}K習卯��~KtK|KdK^K^KiKnKjKcKdKeKgKhKjKgKdKbKeKaKeKdKeKfKeKdKdKdK^KVKPKLKJKKKLKLKRK[K_K^K\KYK[K[KZKXKXKXKXKWKXKVKUKXKXKSKGK8K-K)K+K+K)K)K&K#KKKKKKKKKKKKKKK KKKKKKKKKKKKK&K,K.K,K)K)K(K(K%K&K#K&K)K+K$KKKKKKKKKKKKKKKKKKK!K(K+K%K#K$K%K$K"K!KK$K)K(K"K3KCKCKDKCKEKUKUKNKEKQKTK?K9K9K;K:K5K.K&K%K&K&K)K,K-K,K/K3K5K5K.K$KKK!K!K K K!K!K K!K%K(K&K&K%K$K(K/K6K8K5K5K9K7K7K5K1K+K'K$K$K#K#K$K!KKKKKKKKK
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KKKKKKKKKKKKKKKKKKK K!K$K)K,K*K'K&K$K KKKKK K!K!K!K!K!K KKK"K!K!K!K!K!K!K!K"K KKKKKKKKK%K0K2K4K)KKKKKKKKKKKK!K%K'K+K+K+K.K2K3K4K7K6K8K:K9K:K=K<K;K@KAK\KﾋKﾙKﾛKﾝKﾙK習xK{K{KzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzK}K~K~K}K}K}K~K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K~KKKK~K}KKKKKKKKKKKKKKKKKKKK€K€K€K€KKKKKKKKK~KKyKTKGKIKGKFKGKFKFKFKFe]qｺ(K祠ﾍKtKbKiKgKiKaKcKｶK�扛`KfKjKiKfK`K扛�ｮKgKgKkKiKfK_K廳�ｯKgKgKkKlKdKhKﾀK薔錆dKjKkKjK`K桑ﾟKｱKeK⑫ｾKﾒKﾅKｫKｧKﾁK甃��琦����ﾙKｰK⑫lKeKhKlKkKjKkKjKlK卯����ﾂKｩKﾌK絳･KqKvKrK@K1KKKKKKKKKKKKKK
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+KKKKKKKKKK#K*K&KK$K#K'K*K,K%K!K K$K#KKK!KKKKKK K"K!K K!K!K%K*K/K3K4K5K5K7K=KAK@K=K7K-K)K-K1K4K5K0K'K#K!K%K-K0K3K.K'K+K5K@KNKEK$K#K$K KKKKKKKKKKKKKKKKKKK KKKKK-K>KKKDK;K8K;K<K8K6K5K4K*KKKKKKKKK"K%K$K#K"K$K,K4K=K@K@K>KAKHKHKIKGKEK/KUK\KTKMKMKXKvKﾏKﾐKﾐKﾏKﾒK��K婁(K.K+KKKK#K&K*K+K(K(K8KLKaKrKxKrKqKsKsKsKsKtKsKsKsKsKsKsKsKsKsKtK4KK'K'K!K!K$K$K$K$K$K$K$K$K$K$K$K$K$K$K$K$K$K$K#K$K$K$K"K K!K!K K+K6K5K8K,KKKKKKKKKKK K#K&K)K,K,K/K1K5K4K7K;K7K6K;K?K?K?K?K@KDKFKBK桑ﾟKﾜKﾝK絳ﾅK}K~K|KzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzK{K}K}K~K|KzKzKzK}K}K}K}K~K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}KKK}K~K€K~K}KKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKK€K€K€K€KKKK€K€K€K€KKKKK€K€K€K€K€KhKKKIKFKGe]qﾁ(KｿKnKgKkKjKkKeKcKｴK�｡KcKjKiKiKlK_K�ﾞKﾏKvKbKkKjKlKcKpKﾋK潭�dKlKkKlKcKnKﾌKﾟKКcKkKlKmKaK規膃ﾄKrKeKeKkKhKrKﾉKﾟKｨKｸKﾍK甃彅����ﾍKｰKﾓKﾚKﾖK��鍖蹶潭狸膃����K扛ﾆKﾌK習dKqKjKBK7K/KKKKKKKKKK#K K"K KKKKKKKK
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KKKKKKK-K:KIKPKOKKKJKFKAKJKMKEK5K%KKKKKKKKK K K"K!K"K*K/K7KAK>K?KBK@K?K?K@K@K@K8K'K/KJKHKIKHKMKNK_K\KTKNKVKXK�ﾓKﾎKﾐKﾎKﾖK��Kガ&K1K0K8KNKdKrKwKuKsKrKpKrKtKsKsKsKsKsKsKsKsKsKsKsKsKsKsKsKsKsKsKsKsK:K"K'K)K$K#K%K%K%K%K%K'K%K&K(K&K%K&K&K%K&K&K%K%K%K%K&K%K#K$K#K$K#K)K8K8K8K2KKKKKKKKKKKK$K&K)K,K/K0K/K2K5K9K9K:K=K=K<K>K?KAKAK@KEKFKWKﾇK甃ﾟK祠祠廳zKK{KzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzKzK|K~K{K{K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K}K~K€KKKKK}K~KKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKK€K€K€KKKKKKKKKKKKKKKKKK€Kガ゜~K�xKPKFe]qﾄ(KeKgKｷK��KdKiKkKjKlK^KsKﾖKﾞK�eKlKjKkKiK\K｡K彅ｰKkKhKjKjKkK[K�ﾞKｿKwKwK�必ｨKｲKﾝK�蹶���彅ﾜKﾄKｴK潭ﾁK{KpKlKfK^K~KﾚKﾔK{KhKoKpKgKnKｷK鍖ﾋK薔��飫�ｷK｢K���祠KpK[KOKPKeKiK\K8K5K(KKKKKKKKKKKKK K!K!KKKKKKKKK
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+KK
+K
+K
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KKK#KKKJKQKLK3KK+K,K*K'K$K$K.KAKHKKKNKNKJKRKSKSKTKUKZK\K^KaKcKdKXKMKFKJKKKK€K゜€KyKqKeKXKNKKKJK<KEKIKGKAK5K1K,K,K0K@KYKtK[KHKAKJKガ��tKZK<K0K2K>KFKJKHKDKGK>K/K4K/K1K9KCKLKNKPKQKMKKKPKRKOKKKNKQKNKMKNKNKKKJKNKPKQKPKQKLK<KNKOKNKMKNKOK(KHKTKRKQKLKBKJKQKUKWKXKDKPKPKQKQKQKQKPKNKNKNKNKNKNKNKNKNKMKMKMKMKMKMKMKMKPKPKNKNKRKQKOKNKKKGKLK[K{K｡KﾃKﾜK覓蹶膃膃絳甃ﾖKﾁKｫK僵�fKOKTKTKTKRKFKGKLKKKLKLKLKKKIKKKLKLKLKLKKKIKIKIKIKIKIKHKGKGKGKDKCKBKAK>K<K9K5K3K9KBKLKTKVKUKUKRK9K,K,K&KKqK婁幸錆幸幸階卯階�⑫���~K|KtKkKiKkKhK`K^KcKlKnK\K@KVK_KeKeKfKiKnKnKjKhKjKkKlKjKjKjKiKgKgKcKdKeKeKeKfKfKdK]K\K_K^K\K]K^K_K`K\KXKUKWKXKYKWKUKVKWKWKTKRKSKVKYK]K�ｹKﾊKﾓKﾘKﾔK甃ﾝKﾛK飫甃ﾖKﾔKﾞK彅覓ﾟK覓絳潭絳薔祠薔��馥]rQ
(KDKDKEKFKGKGKGKFKFKCKCKDKCKEKGKGKGKGKGKGKGKDK@K@KBKCKCK=K4K)KKK5K<K6K+K0K5K8K8K8K7K5K5K8K8K;K<K9K8K:K3K2K1K)K-K1K;K=K<K=K;K9K'K@KHKDKAK:K;KGKGKIKDK:K=K8K'K#K!KKKKKK?KOK=K6Line truncated
+K
+KKBKSKPK2KK	KKKK!KKKKK+KLKOKKK5K6KFKKKPKSKSKSKTKUKZKXKMKKKIKzK€KK€K€K€KKKK゜xKOKNK@KLKRKIKEKAK<K6K:KAKCK?K5K<KJKKK=K]K{KКガ€K€K�⑫゜oKTK8K.K8K@KGKGKFKIKHKDK@K6K0K2K8KBKIKIKGKIKPKPKMKNKQKPKNKLKNKNKMK?KHKSKAKGKOKMKMKMKSK;K4KWKQKPKLKBKDKOKRK9KK1K?KJKOKQKPKPKPKQKPKPKNKNKNKNKNKNKMKMKMKNKNKNKNKMKMKMKNKMKLKLKMKMKMKNKMKNKPKOKOKJKHKOK^KxK朏ｾKﾘK蹶鍖覓膃甃潭ﾕKｼK廳K`KKKLKLKOKPKNKLKLKLKKKKKKKJKJKLKJKHKIKIKIKGKGKFKEKCKCKAK?K:K:KBKNKQKOKQKJKBKRKUKUKSKPK3K*K*K$KjK哮銭習幸幸階卯�К���ガ~KxKwKtKnKfKaKeKaK]KdKiK\KGKRK\K_K_KdKkKpKmKlKkKkKlKmKlKkKlKkKjKhKcKeKhKhKgKgKeKaK^K]KaKbKcKaK`KcK\KYKXKXKYK[K[KWKWKWKVKWKXKWKYKaK幸ｲKｹKﾃKﾍKﾕKﾙKﾗKﾔK潭ﾚKﾚK薔祠ﾉKﾒKﾟK鍖飫ﾟK覓祠ﾞKﾛK覓鍖飫�麁]rS
(K@KBKAKAKAKAKAKCKCKCKDKDKBKEKGKGKGKGKFKFKFKGKGKDK?K;K5K*K(K1K;K=K9K7K7K7K1K'K#KKKKK!K%K/K<K9K7K:K:K-K2K-K-K0K0K:K=K<K=K<K6K'KHKHKBK?K7K4KHKFKHK>K<K<K5K'K$K!KKKKKKDKOK<K6K4K1K#KKKKKBKTKAK1K!K$K&K*K+K-K-K3KPKPK?K3K2K3K2K3K2K.K.K8KSKRKDK0K KKK)K7KBKKKPKKKSKPKBK)KKKK%K7K.K-K^K_KPKJKfK�gK(K-K)K0KCK5KKBKUKNK=K\KｺKQK�K
KKKKKK:KTKPK5KKKKKKKKK$KK'KMKNKKK?K?K@KBKHKOKPKPKSKWKWKUKOKLKJKyK�KKKKKKK€K{KRKNKBK`K{KfK[KUKNKFK<K:KCKIKIKGKJKKK;K-K7KNKkK~K�К����KiKPKBK=K=K?KIKKKHKFKGKCK?K:K3K1K9KCKGKMKPKJKLKQKOKMKLKNKNKMKPKQKSKFKBKPKMKMKMKPKDK)KOKRKRKMKFK@KKKPKCKK&K?K@KDKIKLKNKQKQKOKMKMKMKNKNKNKNKMKMKNKNKNKNKNKMKNKNKNKMKOKLKKKMKMKNKNKNKNKNKNKNKOKNKMKKKLKTKlK錆ｵKﾓK覓飫蹶膃薔蹶祠ﾐKｳK狸pK[KOKLKLKPKPKOKHKEKLKLKLKJKHKIKHKIKHKFKEKCKBKAK>K=KBKNKSKRKUKNK<K$KKIKTKRKRKTK?K*K,K&KaK僵狸狸幸幸階卯規�Кガ��KyKwKsKqKmKgKaK_K^KaKgKYKDKQKVKZK\KbKnKqKlKlKjKkKmKoKlKkKlKkKjKhKfKiKjKjKjKgKdKaK^K_KaKcKaKaKaKaK^KZKZKZKZKZKZKZKWKWKXKWKWKXK^K�ｳKｪKｬKﾂKﾎKﾒKﾗKﾙKﾘKﾜKﾜKﾚK甃覓ﾚKﾇKﾗK薔�薔潭甃潭ﾝK潭飫鍖彅福]rT
(K?KBKAKAKBK@K@KBKCKDKDKDKEKFKGKGKGKGKFKFKGKGKGKGKDK?K<K6K%KKK(K;K9K9K:K8K=K?K<K7K1K+K"KK&K?K9K*K(K0K*K5K/K-K/K2K<K=K<K<K=K4K)KGKEKAK?K7K9KHKFKJK?K:K<K4K%K"K!KKKKKKHKMK;K4K3K2K"KKKKKDKSK@K/K"K$K%K*K+K-K-K2KRKPK?K4K2K3K2K3K2K/K2K9KSKRKDK+K(K9KGKMKMKDK;K-K0KTKQKCK+K2KHK^KqK�LK0KdKaKRKIK`K�xK-K0KQK=K)K%KK=KUKNK=K>KｴK;K�K
K
+KK	KKK5KVKNK;KKKKKKK)K$K K$K0KLKNKMKAK;K?KAKFKPKLKOKVKYK[KXKPKNKGKmK�€K€KKKKKK€K€KVKLKEKZK��~KsKjKcKVKIKDKAKFKIKKKIK?K-K+K*K+K;KSKpK゜�ガK~K�€KQKIK6KK"K2KAKIKKKFKDKEKBK=K8K2K1K8KDKJKLKOKPKMKLKLKMKOKPKFKMKLK>KNKMKMKMKMKIK%KHKSKQKMKIKBKHKMKLK(K+KJKLKJKJKHKGKIKNKOKOKOKOKNKMKNKNKMKNKNKNKNKNKNKNKMKLKNKMKMKLKKKLKLKLKLKLKLKLKMKNKMKLKNKOKLKNKLKIKMK^K~K･KﾆKﾟK��飫覓薔膃ﾞKﾈKｦKКhKSKKKKKJKFKMKNKLKLKJKHKJKJKJKHKEKCKAK?KAKIKRKSKUKTKFK)KKKK5KTKSKRKUKJK/K/K&K\K僵適銭錆桑卯階桑卯�゜К�€KxKsKtKoKfKeKiKaK`K^KcKTK>KMKTKVKYKaKnKpKmKlKkKkKmKoKlKkKlKkKiKiKiKiKiKiKiKeKdKaK\KaKbKeKcKdKdKaK^K\K[K\K[KZKYK[KZKYKWKYKYK[K卯哮朏ｲKｲKﾄKﾒKﾒKﾓKﾖKﾘKﾘKﾟKﾙKﾛK薔ﾜKﾒKﾗK潭蹶膃ﾟK甃ﾞKﾜKﾝK薔飫鵺冾]rU
(K4K@KBKAKBKBKBKDKDKCKDKDKGKGKGKGKGKGKFKFKGKGKGKGKGKDK>K=K=KIKAK4K=K<K'KKK+K1K5K<K?K=K>K7K5K:K<K%KKKKKK$K)K3K=K=K<K<K>K4K,KIKDKAK?K5K<KHKFKGK>K8K<K4K$K!K!KKKKK KJKKK:K2K2K3K!KKKKKFKRK?K.K"K$K%K*K+K-K,K2KSKOK>K4K2K3K3K3K1K.K2K:KSKSKBKBKEK>K6K-K$KKKK)KUKQKGKfK}K゜€KK�HK*KdKaKPKHK`K�zK-K,KpK€KjK<KK7KSKNKEK'K錆GKⅡKKKKKK.KTKIK@KKKK#K-K1K,K/K6K>K@KKKNKLKBK=KAKCKIKNKMKMKSKUKTKSKNKNKFKcK��゜KKKKKK゜]KLKGKSK��ガК�zKsKeKTKKKGKDKIKKKFK'K*K2K3K+K(K-K=K[KtK�Кガ�UKGK<K>K\K9K*K)K6KDKGKEKDKEKFKBK>K5K-K2K9KCKOKPKNKJKLKOKLK:KHKOK=KKKNKMKNKKKHK*K>KSKRKMKIKCKFKOKNK3K'K?KOKLKKKPKOKJKCKDKJKLKMKNKNKMKNKNKMKNKNKNKNKNKNKLKKKMKMKKKKKKKKKKKKKKKKKKKKKMKNKNKNKNKMKKKMKNKNKNKKKHKKKTKlK尻ｸKﾕK蹶�飫覓覓蹶鍖ﾝKﾁK姙{K^KMKIKLKQKRKOKKKNKOKOKMKGKBKAKGKPKTKSKVKMK3KKKKKK$KQKUKRKSKTK;K/K&KWK婁葱銭錆規卯階規�卯���€KsKoKuKpKcK_KeKgKbK^K`KOK?KJKQKTKYKcKnKnKnKlKlKkKmKoKlKkKlKkKiKiKiKiKiKiKiKcKcKeKbKdKdKdKeKfKdK`K_K]K]K]K\KZK[KZK[KZKWKXKZKtK僵訪必ｸKﾁKﾂKﾍKﾐKﾏKﾕKﾚKﾒKﾙKﾚKﾓKﾟK膃ﾆKﾌKﾜK膃絳ﾜKﾜKﾞKﾙKﾜKﾟKﾟK薔冾]rV
(K(K6KAK@K?KAKBKBKDKDKDKDKDKEKGKGKGKGKGKGKGKGKFKDKEKDKAK?K@KSKvKHK9K:K(K%KKKKK!K'K-K3K6K7K:K:K6K5K-K'KKK
+KK7K=K<K=K<K?K3K-KIKDKAK@K3K>KHKFKFK<K9K:K2K$K!KKKKKK"KKKKK;K3K1K0K!KKKKKIKRK@K-K"K$K&K)K-K.K,K5KTKOK@K5K.K0K0K2K4K7K;K@KRKRKCK/KKKKKK%K8KRK_KWKQKIKuK€K|K|K|K�DK$KcKaKNKIK`K゜{K2K,KjK゜⑫^KK7KTKNKCKK]KkKKKKKK
+KK-KRKLKBKKK$K KK&K,K1K3K3K=KMKNKJKGKHKEKIKMKNKPKRKRKRKOKQKNKNKGK]Kガ�゜����゜KガdKKKHKMKKガ���ガガ�vKkKaKVKMKJKGK(K'K5K=K>K<K4K+K$K.KDK`KwK�aKEKCKGK��xK[K=K/K0K;KGKIKGKDKDKAK/K4K5K3K3K<KFKIKNKPKMKNKOKPK@KFKPKMKMKKKMK3K1KRKPKOKLKDKCKNKOK?K*K-K8KdKeKNKKKPKCKBKJKGKEKIKMKOKPKOKMKNKMKNKNKNKNKMKMKMKMKMKMKMKMKMKMKMKKKLKKKMKNKNKMKLKLKMKLKKKKKLKNKNKOKOKKKIKOK_K}K�KﾆK潭鵺鍖薔膃鍖鵺覓ﾔKｷK適rK]KQKOKPKRKTKPKKKEKHKPKQKQKVKPK9KKKKKKKKKBKUKUKTKUKGK1K(KQK揖銭適銭幸規�階桑階⑫ガК}KpKkKqKqKgK]K]KaKcKbK^KNK=KHKKKPKWKhKoKnKoKnKmKkKmKoKlKkKlKkKiKjKkKkKkKjKiKfKeKgKeKdKfKbKeKdKeKbKaK`K^K]K[K\K[KZK[KYKZKWKcK|K習廳廳ｲKﾀKﾀKﾅKﾊKﾈKﾌKﾒKﾖKﾉKﾚKﾏKﾝK膃ﾓKｼKﾖK絳祠ﾕKﾋKﾛKﾔKﾖKﾘKﾌKﾍK軻]rW
(K$K'K4K?K?KAKAK?KBKDKDKDKDKDKFKGKGKGKGKGKGKGKFKDKDKDKDKBK?K=KJK=K<K5KDKxKfKYKKK;K*KKKKK1K<K9K6K=K<K;K;K5K(K+K8K=K<K<K<K?K-K0KHKDKAK?K2K=KHKFKFK<K9K:K3K$K!KKKKKK!KMKHK<K2K1K/KKKKKKJKQK@K+K K"K$K&K)K-K+K4KTKOK>K0K-K4K9K9K7K2K,K,KRKRKEK KKKKAKfKwK€K�yKWKRKIKrK€K}K~K|KガGK"K^KcKMKIK_K゜}K:K/KjK゜ガ^KK7KTKMKGK#K7K゜ KKKK
+KKK&KSKMKDKKKKK K KKKK
KKBKPKKKHKFKEKNKSKSKQKTKRKSKUKSKNKNKGKUK}Kガ゜ガ����K�kKKKIKIK{KК������ガ�KwK[KHKHK-K%K1K;K@KDKDKBK;K0K)K*K5KLKTKHKCKAKxK�К⑫�tKYK>K1K0K:KGKKKGK;KCKEKBK<K4K/K1K8KAKGKNKSKSKFKAKNKNKMKKKNKBK*KPKPKPKLKFKAKLKPKHK1K1K0K檪ﾈK檪zK]KFKJKRKNKJKHKFKHKHKLKOKNKNKMKMKMKMKNKNKMKNKNKNKNKMKMKMKMKKKLKKKMKNKNKMKKKLKNKLKLKKKLKMKMKMKMKMKPKOKLKHKJKTKlK錆ｴKﾓK薔鵺蹶薔薔鵺�絳ﾍKｭK規nKYKNKIKJKRKTKVKWKTKBK&KKK K K K K K"K!K4KSKVKTKSKOK7K(KLK適葱葱狸習桑�⑫階階�Кガ}KoKjKmKoKmKfK]KWK\KdK^KNK9KDKGKKKVKkKoKnKoKoKnKlKmKoKmKlKlKkKjKkKlKkKkKjKjKgKfKgKeKcKfKbKeKdKeKbKbKaK^K]K\K]K[K[K[KYK[KYKdKsKガ必規適朏ｩKｽKｽKﾁKﾁKﾄKﾖKｿKﾁKﾆKﾎK祠ﾝKﾄKﾃKﾟK絳ﾘKﾍKﾎKﾘKﾓKﾓKﾉKｶKﾎe]rX
(KK&K+K3K<K?K>K@KDKDKDKDKDKDKDKEKGKGKGKGKGKGKGKGKEKDKDKDKAK?K>K=K=K2KNK�€KK゜|KtKiKHKK!K5K<K4KK"K'K-K6K:K>K;K9K;K9K;K<K>K*K3KJKDK@K<K1K=KFKGKCK;K<K>K0K#K"KKKKKK$KMKGK9K1K2K0K'K"K"K"K+KMKNKAK2K*K+K,K.K.K0K/K6KQKMK>K5K1K2K/K&KKKK KQKRKDK>K`KAK0KhK�~K|K}KtKWKRKHKsK�KK}KガIK"K^KeKOKKK_K€K~K?K.KfK€K�`KK2KTKPKIK+KKUK;K黑K	KK
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KKKKKKKKKKKKKKKKKKKKKKK"K1K<KК哮訪揖揖揖揖揖揖揖訪僵朏錆iK>K)K*K)K&KKKK*K?KLKKKLKKKLKMKNKMKMKNKNKMKNKMKNKNKLKMKNKMKMKMKMKMKMKNKMKMKNKMKMKNKMKNKNKMKMKMKMKMKNKMKKKLKLKLKMKHK>K;K?KAKAKCKEKDKAK>K>KqK_K#KOK婁bK?KGKBK�姙哮尻<K3KtK朏婁婁婁僵扛^K>KFK?KEK€K扛僵哮哮哮哮僵朏�BKCK�vK=KEK=KsK�K哮僵廳`K@KaK姙廳姙姙廳哮�KmK=KEK@KDKzK�K姙姙廳廳廳廳姙朏尻KKBK|K習CKBK<KWK扛姙姙扛必PKBKqK檪姙姙哮�Kガ>K?K>K?K>K=KAK*KKGKFKFKDKDK>K=KBKDK@K3K3K5K4K4K4K4K6K8K9KAKDK8K5K7K<KZK僵｢K錆MK?K;K=K>K⑫�K朏扛[KEK[KｸKﾂKﾀKｶK2K
KKKK0KEK�ﾄKｽKﾇK哮!KAKYKGKbKZK?KDKyKﾃKｽKｿKｹKuKdKHKDKCKDKCKEKHKRKｫKﾁKｽKﾂKｬKLKBKDKCKBKBKBKBKCKHKDK]KｻKｿKｽKﾀKｳKPK<K>K=K<K9K:K8K8K7K:KDKDKCK姙ﾀKｻKｺKﾁK桑BKEKDKDK8K*K+K)K(KKKK)KCK?KAK3K(K)K)K)K&KKK	KKKKKKKKKKKKKK?K@KBK?KKｼKｵKｶKｶKｵKJKKKKK7KCK<KvKﾂKﾂKｼKｷKｷKｷKｶKeKBK､K訪<K@K?K@KFK哮ｷKｱe]rｷ
(K訪揖僵僵僵揖訪訪訪訪訪訪訪揖婁婁訪訪訪必必揖揖必訪揖婁僵哮廳姙姙姙揖銭規゜uKkK`KUKJK?K(KKKHKKﾜKｶKqK<K:K6K8K@K?K<K9K8K>KCKCKCKEK:K)K+K,KKKKK
K
KK
+KK
+KKKKKKKKKKKKKKKKK
+KKKKKKKKKKKKKKKKKKKKKKKKK$K5K@K�姙婁僵僵僵僵僵僵僵僵婁揖姙扛葱qKIK0K-K,K(KKK K2KIKOKKKKKKKMKNKMKNKNKLKNKMKMKNKMKMKOKMKNKNKNKNKMKMKMKNKMKMKMKMKNKMKMKMKMKNKNKNKNKLKKKNKMKKKKKLKLKEK=K;K=KCKDKDKDKFK=KbK`K#KGK適iK=KGK>K{K廳婁婁DK0KkK廳婁婁婁婁檪hK=KDK@K@KxK�K姙廳廳廳廳廳檪錆GKAK|K�?KFK>KeK檪姙姙�KnKAKVK訪扛姙廳姙姙�K{K@KDK@KBKlK朏廳姙姙姙廳姙姙廳訪WKBKjK婁NK?K@KIK必扛姙姙姙]K?KcK扛廳姙姙朏銭GK=K?K>K?K>K@K3KKCKGKFKGKFK>K;KCKDKBK4K4K5K4K4K4K5K4K7K7K9KEK>K7K8K:KJK規｡K姙[K@K=K>K9KsK檪僵｢KoKBKJK｡KﾆKｽKﾅKcKKKKK$KCKhKｾKｿKﾂKｺKCKjK錆TK:K4KEKIKZKｸKﾀKｽKﾁKｩKhKCKEKCKDKCKEKIKDK階ﾆKｽKｾKﾀKlK@KEKDKBKBKBKAK@KEKGKGK扛ﾄKｽKｾKﾂKvK:K?K=K<K9K:K:K8K7K5KAKEK?K€KﾁKｻKｻKｿKｰKUKBKEKDKAK0K*K(K)K$KKKK:KAKCK:K)K(K)K(K+KK
+KKKKKKKKKKKKKK	K1K@K?K=KUKｭKｷKｵKｹKｫKBKKKKKKBK?KNKｧKﾂKｽKｶKｷKｵKｼK葱CKiKｵKYK;K>K?K<KjKｳKｳe]rｸ
(K婁婁僵僵僵婁婁婁婁婁婁婁婁婁僵婁婁婁婁婁婁僵婁婁婁婁揖揖婁揖揖揖婁僵僵哮姙姙廳扛姙揖揖XKK&KKK卯ﾝKｳKjK<K;K6K7K@KAK?K:K6K9KBKDKCKEK:K*K*K+KKKKKKKK
+KK
+K	KKKKKK
KKKKKKKK
+KKKKKKKKKKKKKKKKKKKKKKKKKKK&K9K@K�姙婁婁婁婁僵僵僵僵僵僵僵婁揖僵朏揖yKQK6K+K)K'K KK"K:KKKMKJKLKLKMKNKNKMKNKMKMKNKMKLKMKLKLKLKLKMKNKMKNKNKMKMKMKMKMKMKMKMKNKMKJKKKLKMKMKLKLKMKMKKKKKLKKKEK<K<K?KDKCKDKEKEKEK2K@K銭sK=KFK>KsK朏揖僵NK.KbK僵僵姙哮哮檪uK>KBK?K=KmK朏僵姙姙姙姙姙廳婁NK?KpK幸DKDK>KWK扛姙哮�KyKAKLK幸�K廳姙姙姙檪階CKBKAK?K^K僵廳姙扛扛廳廳姙姙朏eKAKYK扛]K;KAK>K�檪姙廳｡KoKAKVK揖扛廳廳姙扛VK;K?K?K>K?K?K:KK:KFKEKGKDK?K9KAKDKCK6K2K5K5K4K4K4K4K5K5K7KCK@K5K8K8K@KxK｣K｢KpKAK;K:K8KXK扛姙｣K�GKDKガﾆKｽKﾃK･K-KKKKKAKRKｬKﾃKｾKﾄK{KvK廳哮OK$KPKKKIK廳ﾄKｼKﾀKｶK扛iKAKDKDKCKDKHKFKgKｾKｿKｽKﾅK狸CKDKBKBKBKBKAK@KCKFKCKvKﾂKｽKｽKﾃK檪DK>K=K<K9K:K:K9K5K4K=KEK@KZKｵKｼKｺKｼKﾀKzK@KEKDKEK6K*K*K*K)KKKK-KAKAK?K0K'K)K(K)K'KKK
+K	KKKKKKKKKKKKK?K?KCK?K卯ｽKｳKｹK姙6K!KKKK	K2KDK?KzKｾKｾKｺKｶKｶKｷKｵKfKGK廳桑<K@K?K?KDK揖ｵe]rｹ
(K僵僵僵僵僵僵僵僵僵僵僵僵僵僵婁僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵婁婁婁婁揖必揖婁訪訪婁ZK&K+KMK必ﾜKｬKaK9K=K5K7K@KBK@K:K6K;KCKDKCKFK9K+K*K*KKKK
KK
+KKK
+KKKKKKKK
KKKKKKKK
+KK
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KKKKKKKKKKKKKKKKKKKKKKKK(K9K@K�姙婁僵婁僵僵僵僵僵僵僵僵僵僵婁揖僵扛哮ガZK6K,K.K+K"KK(KAKMKKKKKMKNKNKNKMKMKMKNKMKKKKKKKKKKKKKLKNKNKMKMKMKMKMKMKMKMKMKMKNKMKLKLKKKMKNKKKLKNKNKJKJKLKLKLKHKBK<K?K@K@K@KDKCKBKAKzKzK>KFK>KhK扛揖廳YK,KVK揖姙廳廳姙�KK@KAK>K:KcK姙姙廳姙廳廳姙姙朏YK<KeK必LKBK@KLK訪扛哮檪�EKGK€K｡K姙姙廳姙扛葱LK@KBK@KSK銭扛姙扛朏廳廳廳哮｡KtK@KMK必pK9K@K:KuK｡K姙扛｡K゜FKKK卯｡K扛扛哮｡KjK:K@K?K>K>K>K=KK/KGKDKGKDK@K:K>KDKEK<K2K6K5K4K4K4K4K4K5K5K>KDK6K8K7K9KeK檪｡K�GK=K:K9KCK適姙朏婁SKBKfKｿKﾀKﾀKﾀKYKKKKK6KHK習ﾅKｽKﾄK｣K卯｡K･K�5KEKHKEKxKﾂKｾKｾKｽK訪oKDKCKDKCKCKEKGKNK｡KﾂKｽKﾀKｰKQK?KBKBKBKBKBKBKBKEKEKUKｱKﾀKｽKｿKｻK_K;K>K<K:K:K:K9K6K6K:KEKGKEK訪ﾁKｻKｹKｼK｢KLKCKDKEK=K-K-K+K'K'K KKK@KBK@K8K(K)K(K)K+KKK
+K
+KKKKKKKKKKKK
+K2K?KBK?K[KｲKｶKｼK⑫-K(KK
+KKKK?K@KPKｧKｽKｼKｶKｶKｶKｻK狸FKfKｱKZK<K?K?K;KfKｰe]rｺ
(K僵僵僵僵僵僵僵僵僵僵僵僵僵僵婁婁婁僵僵僵僵僵僵婁僵僵僵僵僵僵僵婁婁婁婁僵婁婁婁僵婁婁必VK)K1KOK｡KﾜKｩKZK8K<K4K:KAK?K>K9K8K=KCKDKCKDK7K*K+K)KKKKKKKKKKK
+K
KKKKK
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+KKKKKKKKKKKKKKKKKKKKKKKKKKK(K:KBK�姙婁婁婁婁婁婁僵僵僵僵僵僵婁婁婁婁揖揖廳廳階dK@K,K*K'KKK3KJKOKLKMKMKMKNKMKMKMKMKMKLKKKMKMKLKLKNKMKMKMKMKNKNKMKMKMKNKNKLKLKLKMKMKMKMKLKLKLKLKKKKKKKKKKKLKLKEKAK=K=KAKAKBKCKDKGKPK;KAK;K^K扛僵檪bK,KOK適廳姙姙姙�K�CKDKCK;KYK揖廳姙姙廳姙姙哮�KgK:KXK訪WK?KAKDK習朏哮朏銭KKCKtK檪廳扛姙姙廳姙VK?KBK?KKK��K扛扛扛扛扛扛廳｢KガDKFK卯ガ<KAK8KcK｡K姙扛�K幸KKEKzK｡K廳朏廳｢K|K=KAK?K>K=K<K@K(K#KIKFKGKEKBK:K;KFKCK@K6K4K5K4K4K4K5K4K5K5K;KEK:K7K6K8KPK揖｣K必PK>K:K=K=KeK�廳｢KgKEKQKｨKﾁKｽKﾄKeKKKKK(KFKoKﾃKｾKﾂKｺK尻習｡K�KzK\KVKEK\KｷKﾀKｼKﾆK�HKLKCKDKDKCKEKHKCK€KﾃKｽKｾKﾃKtK>KCKBKBKBKAK?K?KBKHKEK尻ﾄKｽKｼKﾂK�:K@K>K<K;K:K8K7K8K7K@KIKBKlKｾKｻKｺKｺKｺKfKBKGKDKCK4K-K+K)K)K(KKK7KBK@K=K.K'K(K*K,K&KK
+K
+K	KKKKKKKKKKKKKAK?KAKAK幸ｻKｼKuK&K)KKK
+KKK-KDK>K{KｻKｼKｹKｶKｶKｷKｲKcKCK婁階<K>K@K>KEK鋲]rｻ
(K僵僵僵僵僵僵僵僵僵僵僵僵僵僵婁僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵婁僵僵僵僵僵僵僵婁哮習NK*K4KSKｯKﾗK｡KUK9K<K5K;KAK?K=K9K7K<KCKCKCKDK5K*K+K)KKKKKKK
KKKK
+KKKKKK
KKKKKKKK
+KKKKKKKKKKKKKKKKKKKKKKKKKKK)K;KCK�姙婁僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵僵婁僵僵姙廳銭kKAK*K)K%KK!K8KKKJKIKLKNKMKMKMKMKMKLKLKMKNKOKNKMKMKMKMKNKMKMKNKMKMKMKMKKKKKLKLKMKMKMKLKKKKKKKLKLKKKKKLKKKLKJKKKHKBK=K;K>K@KBKBKAKBK?K9KSK扛哮檪oK+KFK習扛姙姙姙朏狸JKCKDK<KOK適廳姙廳廳廳廳姙｡KsK<KLK狸gK=K=K2K�檪哮扛僵RK=KiK扛廳扛廳廳姙檪cK=KCK=KCK|K｡K扛扛朏朏朏朏扛�K幸JK?KxK必DK>K:KOK姙朏扛檪哮VK@KhK檪扛朏扛｡K錆CK=K?K=K<K<K>K2KKCKGKFKEKCK;K:KCKCKDK8K4K5K4K4K4K5K3K5K6K8KCK>K6K6K6KDK�朏廳_K>K<K<K<K5KWK錆�K{KGKGK階ﾄKｻKﾅKyK
KKKKK@KWKｱKﾂKｿKﾁKｩK僵｡K檪�K卯⑫SKFK姙ﾄKｼKﾄK�K/K<KDKDKDKDKEKHKCK`KｼKｿKｼKﾅK哮BKAKAKBKBKAK>K?KBKGKDKmKｿKｾKｽKｿKｫKHK<K>K=K;K9K8K8K8K6K<KEKDKKKｧKｿKｺKｸKｿK習CKFKDKEK=K,K*K)K)K'K&KK'KBK?K>K6K'K'K*K*K+KK	KKK
+KKKK	K	KKKKKK
+K6K@K@K>K]KｳKｹK]K%K*K#KKKKKK>K?KPKｪKｿKｹKｶKｷKｵKｻK習DKbKｬKXK9K@K?K=Kce]rｼ
(K婁婁婁婁僵婁婁婁婁僵僵僵婁婁僵婁婁婁婁婁婁婁婁僵僵僵僵僵僵僵婁婁僵婁婁婁婁婁僵僵婁姙規KK*K:KWKｹKﾓK姙OK9K<K9K<K@K@K=K6K5K<KCKDKDKCK2K*K+K+KKKKKKK
KKK
+K
+KKKKKKK
+K	KKKK
+K
+K	K
KKKKKKKKKKKKKKKKKKKKKKKKKK,K>KEK�姙婁姙廳廳姙廳哮婁婁婁婁僵廳姙廳廳姙婁婁婁婁揖哮朏葱xKBKKKKK%K@KOKOKMKNKNKNKMKKKMKNKMKMKKKLKNKMKMKMKNKLKJKNKMKNKMKJKKKLKNKMKKKMKNKLKKKLKKKKKKKKKKKKKKKLKLKKKLKIKEK?K<K?KCKBKEKEKFKBKJK幸�K｡K{K-K>K⑫朏姙姙姙廳僵RK>KCK=KJK桑朏姙廳姙扛朏扛｢KK=KEK桑tK>K?K-KvK｡K哮姙扛]K<K_K廳扛扛扛扛廳｢KpK<KCK=K?KoK｡K扛扛朏扛扛扛扛朏婁VK>KhK朏PK=K?KBK適�K扛廳檪eK?KYK婁朏扛扛扛僵PK;K?K>K<K<K=K:KK;KGKGKEKCKAK:KAKFKDK;K5K5K4K4K4K5K3K2K4K5KCKAK4K7K8K=KqK廳｡KyKAK?K9K9KAKkK�卯mKJKCKkKﾀKｽKﾃKｬK*KKKKK8KHK必ﾆKｼKﾀKｵK｣K檪�K檪姙朏kK?K|KﾅKｽKｿKｾK^KNKHKCKDKDKCKFKJKHK｢KﾄKｽKｿKｷKWK=KCKBKBKBK@KBKBKDKGKMKｨKｿKｼKｾKﾁKkK8K>K=K;K:K8K7K8K7K8KBKFK@KKｿKｹKｻKｽKｲKWKAKDKDKBK0K(K*K+K)K)K$K K:K@K?K=K-K(K)K*K*K"KKKK
+KKKKK
+KKKKKKK!K@K@KBKAK葱ｵKIK&K*K'KK
+KK
+KK"KCK>K€KｿKｹKｶKｷKｳKｴKｰKdKBK婁尻<K>K@K@KAe]rｽ
(K哮哮哮僵婁僵哮哮僵婁僵僵僵哮婁僵哮哮哮哮哮哮僵婁僵僵僵僵僵僵哮僵婁哮哮哮僵婁僵僵婁廳⑫HK(K=K[KﾁKﾎK適IK9K;K9K;K@K@K=K6K9K?KBKBKDKCK1K*K+K)KKKKKKK
KKKK	KKKKKKK
+K	KKKK
+K
+K
+KKKKKKKKKKKKKKKKKKKKKKKKKKK,K>KEK階廳僵姙廳廳姙廳哮哮哮哮哮哮廳姙姙廳姙哮哮哮哮哮僵僵僵､KyKKKKKKK.KJKPKMKMKNKMKLKMKNKMKMKLKMKNKMKMKMKNKMKKKNKMKMKMKJKKKLKMKLKKKMKLKKKKKKKKKKKKKKKKKKKKKKKKKKKKKLKJKIKEK=K;K>KAK@K>KBKBKMKpK揖�/K8K}K檪姙姙姙姙扛YK?KCK@KDKК｡K姙廳廳扛朏扛�K卯AKAKガ€KAKCK.KgK｡K姙廳朏jK>KTK必檪扛扛扛扛｡K€K@KCK@K=KbK扛朏扛朏朏朏扛朏扛｡KbK?KZK�K`K<KAK<KК｣K扛廳｣KvK@KMK習�K扛扛廳｢KcK:K@K>K<K<K<K=KK2KHKFKEKCKAK:K>KDKDK<K5K4K5K4K4K5K4K4K4K5K>KBK5K5K7K8K\K僵｣K幸IKAK<K9K=K卯｡K�`KIKGKTKｰKﾁKｾKﾀKEKKKKK*KDKsKﾄKｾKｾKｻK､K�K､K扛朏｡KガDK\KｸKｿKｾKﾂKｦK�YK@KDKDKDKFKIKCK|KﾂKｾKｽKﾂKyK:KCKBKBK@K7K=KAKCKHKBKガﾀKｺKｼKﾂK訪?K<K=K;K9K9K8K8K7K6K=KDK@KWKｱKｼKｻKｺKﾀK~K@KEKCKDK8K+K*K+K)K'K%K#K2K@K>K?K3K'K*K+K)K*KK
+KKKK	K	K	K	K	KKKKKKK6KAKAK;KhK｣K9K'K*K)K"KKKK
+K
K5KAKSKｬKｺKｶKｶKｴKｳKｺK習CKgKｻK]K8K?K?K;e]rｾ
(K廳廳廳哮婁姙廳廳姙婁婁婁姙姙婁僵廳廳廳廳廳廳姙婁僵僵僵僵婁哮廳哮婁姙廳廳姙婁婁婁揖廳KDK%KAKbKﾋKﾋK桑CK8K:K4K:KAK?K<K8K4K:KDKCKDKCK/K*K+K&KKKKKKK
KK
K
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+K	KKKK
+KK
KKKKKKKKKKKKKKKKKKKKKKKKKKK-K>KFK規朏姙廳姙姙廳廳廳廳廳廳廳廳姙廳廳姙廳廳廳廳廳廳廳廳哮�KyKKKKKKKKK9KOKOKMKMKNKNKMKMKMKNKNKMKNKNKNKNKNKNKNKLKKKKKLKLKKKKKKKKKMKIKKKLKKKKKKKKKKKKKKKKKLKLKLKLKLKKKHKKKHKAK;K:K5K.K>KBK@K@KTKkK5K1KtK檪哮姙姙姙檪bK>KEKAK@KzK�K哮扛朏扛扛扛朏狸HK=KtK桑DKCK+KVK檪扛扛�KxKAKNK幸�K扛扛朏扛｡K錆GKBKCK=KUK揖檪扛朏朏朏扛朏扛｢KsK?KLK婁tK9KBK7KpK､K廳扛｢K�GKEK�｢K廳扛廳｣KyK<K?K>K<K=K<K?K'K&KGKFKDKCK@K<K<KEKDK?K2K3K6K4K4K5K3K2K4K4K9KFK:K5K4K8KOK葱扛哮XK?K?K;K5KnKｨK�lKTKGKGK揖ﾆKｼKﾄK|K&KKKKKBKWKｳKﾀKｾKｾKｫK�K｡K�K扛朏訪TKHK檪ﾂKｽKﾀKｱK�ZKAKDKDKDKCKGKFK[KｹKﾀKｽKﾄK檪FKBKBKBKAK7K:K?KBKEKCK]KｷKｼKｺKｾKｳKQK9K>K;K9K:K:K8K6K7K:KDKDKDK適ｿKｺKｹKｽK･KLKBKCKBK>K,K)K+K*K&K%K$K)K>K>KAK:K)K*K+K+K*K;KKKK
+KKKKKK	KKKKK	K%K@K>K>KHKnK1K'K)K)K*KKKK	KKK?K?K�ｺKｶKｵKｴKｴKｵKｱKcKEK｢K廳>K>K>K?e]rｿ
(K姙姙廳姙哮姙姙廳姙哮哮哮姙姙哮姙廳姙姙姙姙廳姙哮僵婁僵僵婁僵哮僵婁姙廳姙姙哮哮哮僵檪xK?K'KDKjKﾑKﾆKК>K:K5K$K:KAK@K<K9K-K3KEKDKEKCK/K*K+K&KKKKKKK
KKK
K
+KKKKKKK
+K	KK	K
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+KKKKKKKKKKKKKKK K K"K$K#K$K#K$K%K%K&K%K&K&K$K&K&K%K&K9KAKOKiKiK\KpKК揖錆^KkKｰK哮{KrKTKmKZK`KJKhK銭fK|KKfK{KzK狸dKAK�訪�｡K､K｢K朏･KｦK･KｦKｦKｦKｦKｦKｦKｦKｦKｦK･K･K､K､K葱oKK揖哮゜LKbK訪jKkKQKQKRK[KXKVKZK]K[KYKUKMKLKJKFKEK?KAK@KAKGKGKGKFKFKGKFKFKFKFKFKGKGKGKFKCKDKCKEKGKFKGKGKFKFKFKGKFKFKGKFKFKEKDKEKEKEKEKEKFKEKEKGKFKEKCKDKCKFKFKCKDKEKFKHKEK<K:K=K?K?K@K?KKKmK｡KzK8K?K=K6KGK扛ｪKｧKｨKｨKｨKｨKｨKｧKｩK揖DK8KsKｧKKK8K=K9K銭ｬKｧKｦKｬKК>K?KКｬKｧKｧKｦKｬK習=K:K=K;K9K9K:K5KK9KBKAK@K=K:K5K=KDKBK8K,K/K0K/K0K/K/K,K)K(K-K@K=K4K4K4K7K~K⑫\KbKBK=K8K9K<K&K,KGK)K7KDKCK狸ﾂKｺKｾKｵK朏､K･KnKK[KBK�ﾀKｹKｿKｩK+K
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KKKKKKKKKKKK!KK K#K$K%K&K&K&K&K&K%K)K)K&K$K)K)K(K*K;K@KFKHKgKHK�桑｢KpK必€KlK適､K｢K���ガ>K=KLKpKK桑ｰK･KｨK､K廳廳�K僵･KｦKｨKｧKｨKｦK･KｩK｢K}K姙ｫK｢K卯葱桑�廳狸葱婁｣KｦKｨKｧKｨKｨKｨKｨKｨKｨKｨKｧKｧKｧKｨKｨKｨKｩKｪK⑫K訪�TKbKRK適ｩKｦK､K｢KｨKｭKｪK狸kKGK3K+K.K/K#KK(K@KGKCKDKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKCKDKCKDKDKDKCKCKCKDKCKAKBKBKBKEKDKCKAKAK@KAKAKBKAKCKAK9K0K1K9K=K@K>K@K>K;KFKqK廳ｬKｨKｮKuK2K>K適尻;K>K8KKKｩKｫKｪKｩKｮKpK6KFK僵ｮKｧK｡K｢K･KsK9K=K9K9K:K7K8K:K9KAKBKAK@K=K:K4K:K@K?K:K-K/K0K-K-K.K.K-K&K%K*K9K=K5K4K4K6KDKBKQKjKDK=K8K9K;K&KKKK)K<K@KeKｺKｻKｼKｼKｰKｩKｮK習錆銭HKWKｱKｼKｷKﾂKhK
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KKKKKKKKKKKK K!K#K$K&K(K)K(K(K)K(K(K(K(K*K*K(K)K+K*K*K-K<K<KbKｭKｫKｭKｬKｭK廳ｨK必_KaK\KQKPKXK姙SKK>K_KVK階錆XKMKtK}KｬKｮKｶKcKuKｷKｩK婁幸oKeK適桑尻jK(K[K[KtK|KzKlKガkKwKuKКlKwKsK\K)KKKYKYKzKcK[KHK規KNKxK｢K尻КoKhK}KQK\K]KOKvK葱xKK⑫ｭKｱKｬKｭKｭKｯKｰKｰKｰKｯKｰKｰKｭKｮKｰKｰKｯKｳK習XKPKLKJKOKPKPKMKOKNKOKNKJKIKKKHKBK<K=K>KBKEKCKCKCKDKDKDKBKAKAKAKAKAKAKAKAKBKBKBK@K>KAKBKBKBKBKBKBK?K>KBKBKBK@K>K>K>K>K>K>K>K>K>K>K>K?K?K?K>K>K>K>K>K>K>K?K=K:K6K1K4K7K7K7K;K;K:KQK�ｰK[K5K;K9K8K5K4K7K'KK?K>K?K?K:K6K4K;K?K>K3K%K$K/K?K@K7KKKK(KK$K?K3K0K0K*KKKKK-K@K;K=K?K<KKK	KKK%K>KKﾁKｹKｾK�KKKKKKK?KTKｯKｼKｶKｿKvKKK
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KKKKKKKKKKKK"K!K!K#K#K&K(K)K&K'K)K'K)K*K+K+K*K)K(K"K*K*K0K?K;KeKｲKｮKｰKｭKｬKｫK銭xK]K1KiKQKcKhK桑哮0K(K｡KｯKｬKｩK尻�婁TKeKwK､K�KｮKｯKｧKｱK姙_K}K｣KsK.K$KCKmK�･K�WK5K-KSK階jKgK?K6K5K^K揖習aK;KyKOKrKｯK哮婁ｬKｩKｧKｪK€K_K>K-K6KLKMK=KLKgK哮�€K幸幸尻ｮKｱKｯKｰKｰKｰKｰKｰKｰKｰKｰKｰKｰKｯKｲK扛WKUKVKUKUKXKWKVKVKQKPKSKPKRKPKKKIKEKAK<K8K)KKK-K?KCKBKAKAK>K@KBKBKBK?K?KAKAKAKAKAKAKAKAKAKBK@K>KAKBKAKAKAKBKBK?K>K?K?K>K>K>K?K?K?K?K>K?K>K?K>K=K=K=K=K=K>K?K=K>K>K9K/K&K)K/K1K0K2KK,K<K9K9K8K9K6K6K;KK$K@K>K>K>K;K5K4K;K=K;K4K5K/K.K9K?K>K?K)KKKK6K?K1K/K3K%KKKKK0KHKzK習訪｡K*KKKKK+KCK桑ﾁKｷKﾁK訪
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KKKKKKKKKKK!K!K!K$K$K%K(K)K'K$K&K*K(K*K+K*K)K)K)K(K+K+K0K?K;KeKｲKｮKｰKｮKｭKｯK｢KmK;K%K;KlKzKhKК廳,K2K｢KｯKｯKｨKJKlK{KeKdKiK必ｫKｯKｮKｩKｯK€K:KCK桑oKKNKhKuK朏ｮKgKMKKKBKWKjK_K尻iKbKUKVK哮銭uKNK|K階･K､KｱKｩKｴK適幸僵JKOKEK4K2KBKK桑aK7KeK]K適習銭ガｧKｱKｰKｰKｰKｰKｰKｰKｰKｰKｰKｰKｰKｰKｲK｢KWKRKVKWKVKXKWKSKPKLKPKQKQKVK]K`KGK+K*K,K)K"KKKKK5KAKBKAK?K@KBKAKBK@K?KAKAKAKAKAKBKBKBKAKBK@K?KAKBKBKAKAKAKAK?K>K>K>K>K>K?K>K>K?K?K>K?K>K>K>K=K=K=K=K=K>K>K=K=K=K:K;K8K,K%K*K-K0KK K:K:K:K<K;K7K6K:K(KK?K>K>K>K;K7K3K7K<K?K;K2K4K-K.K<K>K>K>K(KKK+K?K3K.K/K,K
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utils/venv/lib/python3.6/site-packages/scipy/misc/common.py

@@ -0,0 +1,303 @@
+"""
+Functions which are common and require SciPy Base and Level 1 SciPy
+(special, linalg)
+"""
+
+from __future__ import division, print_function, absolute_import
+
+from numpy import arange, newaxis, hstack, product, array, frombuffer, load
+
+__all__ = ['central_diff_weights', 'derivative', 'ascent', 'face',
+           'electrocardiogram']
+
+
+def central_diff_weights(Np, ndiv=1):
+    """
+    Return weights for an Np-point central derivative.
+
+    Assumes equally-spaced function points.
+
+    If weights are in the vector w, then
+    derivative is w[0] * f(x-ho*dx) + ... + w[-1] * f(x+h0*dx)
+
+    Parameters
+    ----------
+    Np : int
+        Number of points for the central derivative.
+    ndiv : int, optional
+        Number of divisions.  Default is 1.
+
+    Notes
+    -----
+    Can be inaccurate for large number of points.
+
+    """
+    if Np < ndiv + 1:
+        raise ValueError("Number of points must be at least the derivative order + 1.")
+    if Np % 2 == 0:
+        raise ValueError("The number of points must be odd.")
+    from scipy import linalg
+    ho = Np >> 1
+    x = arange(-ho,ho+1.0)
+    x = x[:,newaxis]
+    X = x**0.0
+    for k in range(1,Np):
+        X = hstack([X,x**k])
+    w = product(arange(1,ndiv+1),axis=0)*linalg.inv(X)[ndiv]
+    return w
+
+
+def derivative(func, x0, dx=1.0, n=1, args=(), order=3):
+    """
+    Find the n-th derivative of a function at a point.
+
+    Given a function, use a central difference formula with spacing `dx` to
+    compute the `n`-th derivative at `x0`.
+
+    Parameters
+    ----------
+    func : function
+        Input function.
+    x0 : float
+        The point at which `n`-th derivative is found.
+    dx : float, optional
+        Spacing.
+    n : int, optional
+        Order of the derivative. Default is 1.
+    args : tuple, optional
+        Arguments
+    order : int, optional
+        Number of points to use, must be odd.
+
+    Notes
+    -----
+    Decreasing the step size too small can result in round-off error.
+
+    Examples
+    --------
+    >>> from scipy.misc import derivative
+    >>> def f(x):
+    ...     return x**3 + x**2
+    >>> derivative(f, 1.0, dx=1e-6)
+    4.9999999999217337
+
+    """
+    if order < n + 1:
+        raise ValueError("'order' (the number of points used to compute the derivative), "
+                         "must be at least the derivative order 'n' + 1.")
+    if order % 2 == 0:
+        raise ValueError("'order' (the number of points used to compute the derivative) "
+                         "must be odd.")
+    # pre-computed for n=1 and 2 and low-order for speed.
+    if n == 1:
+        if order == 3:
+            weights = array([-1,0,1])/2.0
+        elif order == 5:
+            weights = array([1,-8,0,8,-1])/12.0
+        elif order == 7:
+            weights = array([-1,9,-45,0,45,-9,1])/60.0
+        elif order == 9:
+            weights = array([3,-32,168,-672,0,672,-168,32,-3])/840.0
+        else:
+            weights = central_diff_weights(order,1)
+    elif n == 2:
+        if order == 3:
+            weights = array([1,-2.0,1])
+        elif order == 5:
+            weights = array([-1,16,-30,16,-1])/12.0
+        elif order == 7:
+            weights = array([2,-27,270,-490,270,-27,2])/180.0
+        elif order == 9:
+            weights = array([-9,128,-1008,8064,-14350,8064,-1008,128,-9])/5040.0
+        else:
+            weights = central_diff_weights(order,2)
+    else:
+        weights = central_diff_weights(order, n)
+    val = 0.0
+    ho = order >> 1
+    for k in range(order):
+        val += weights[k]*func(x0+(k-ho)*dx,*args)
+    return val / product((dx,)*n,axis=0)
+
+
+def ascent():
+    """
+    Get an 8-bit grayscale bit-depth, 512 x 512 derived image for easy use in demos
+
+    The image is derived from accent-to-the-top.jpg at
+    http://www.public-domain-image.com/people-public-domain-images-pictures/
+
+    Parameters
+    ----------
+    None
+
+    Returns
+    -------
+    ascent : ndarray
+       convenient image to use for testing and demonstration
+
+    Examples
+    --------
+    >>> import scipy.misc
+    >>> ascent = scipy.misc.ascent()
+    >>> ascent.shape
+    (512, 512)
+    >>> ascent.max()
+    255
+
+    >>> import matplotlib.pyplot as plt
+    >>> plt.gray()
+    >>> plt.imshow(ascent)
+    >>> plt.show()
+
+    """
+    import pickle
+    import os
+    fname = os.path.join(os.path.dirname(__file__),'ascent.dat')
+    with open(fname, 'rb') as f:
+        ascent = array(pickle.load(f))
+    return ascent
+
+
+def face(gray=False):
+    """
+    Get a 1024 x 768, color image of a raccoon face.
+
+    raccoon-procyon-lotor.jpg at http://www.public-domain-image.com
+
+    Parameters
+    ----------
+    gray : bool, optional
+        If True return 8-bit grey-scale image, otherwise return a color image
+
+    Returns
+    -------
+    face : ndarray
+        image of a racoon face
+
+    Examples
+    --------
+    >>> import scipy.misc
+    >>> face = scipy.misc.face()
+    >>> face.shape
+    (768, 1024, 3)
+    >>> face.max()
+    255
+    >>> face.dtype
+    dtype('uint8')
+
+    >>> import matplotlib.pyplot as plt
+    >>> plt.gray()
+    >>> plt.imshow(face)
+    >>> plt.show()
+
+    """
+    import bz2
+    import os
+    with open(os.path.join(os.path.dirname(__file__), 'face.dat'), 'rb') as f:
+        rawdata = f.read()
+    data = bz2.decompress(rawdata)
+    face = frombuffer(data, dtype='uint8')
+    face.shape = (768, 1024, 3)
+    if gray is True:
+        face = (0.21 * face[:,:,0] + 0.71 * face[:,:,1] + 0.07 * face[:,:,2]).astype('uint8')
+    return face
+
+
+def electrocardiogram():
+    """
+    Load an electrocardiogram as an example for a one-dimensional signal.
+
+    The returned signal is a 5 minute long electrocardiogram (ECG), a medical
+    recording of the heart's electrical activity, sampled at 360 Hz.
+
+    Returns
+    -------
+    ecg : ndarray
+        The electrocardiogram in millivolt (mV) sampled at 360 Hz.
+
+    Notes
+    -----
+    The provided signal is an excerpt (19:35 to 24:35) from the `record 208`_
+    (lead MLII) provided by the MIT-BIH Arrhythmia Database [1]_ on
+    PhysioNet [2]_. The excerpt includes noise induced artifacts, typical
+    heartbeats as well as pathological changes.
+
+    .. _record 208: https://physionet.org/physiobank/database/html/mitdbdir/records.htm#208
+
+    .. versionadded:: 1.1.0
+
+    References
+    ----------
+    .. [1] Moody GB, Mark RG. The impact of the MIT-BIH Arrhythmia Database.
+           IEEE Eng in Med and Biol 20(3):45-50 (May-June 2001).
+           (PMID: 11446209); :doi:`10.13026/C2F305`
+    .. [2] Goldberger AL, Amaral LAN, Glass L, Hausdorff JM, Ivanov PCh,
+           Mark RG, Mietus JE, Moody GB, Peng C-K, Stanley HE. PhysioBank,
+           PhysioToolkit, and PhysioNet: Components of a New Research Resource
+           for Complex Physiologic Signals. Circulation 101(23):e215-e220;
+           :doi:`10.1161/01.CIR.101.23.e215`
+
+    Examples
+    --------
+    >>> from scipy.misc import electrocardiogram
+    >>> ecg = electrocardiogram()
+    >>> ecg
+    array([-0.245, -0.215, -0.185, ..., -0.405, -0.395, -0.385])
+    >>> ecg.shape, ecg.mean(), ecg.std()
+    ((108000,), -0.16510875, 0.5992473991177294)
+
+    As stated the signal features several areas with a different morphology.
+    E.g. the first few seconds show the electrical activity of a heart in
+    normal sinus rhythm as seen below.
+
+    >>> import matplotlib.pyplot as plt
+    >>> fs = 360
+    >>> time = np.arange(ecg.size) / fs
+    >>> plt.plot(time, ecg)
+    >>> plt.xlabel("time in s")
+    >>> plt.ylabel("ECG in mV")
+    >>> plt.xlim(9, 10.2)
+    >>> plt.ylim(-1, 1.5)
+    >>> plt.show()
+
+    After second 16 however, the first premature ventricular contractions, also
+    called extrasystoles, appear. These have a different morphology compared to
+    typical heartbeats. The difference can easily be observed in the following
+    plot.
+
+    >>> plt.plot(time, ecg)
+    >>> plt.xlabel("time in s")
+    >>> plt.ylabel("ECG in mV")
+    >>> plt.xlim(46.5, 50)
+    >>> plt.ylim(-2, 1.5)
+    >>> plt.show()
+
+    At several points large artifacts disturb the recording, e.g.:
+
+    >>> plt.plot(time, ecg)
+    >>> plt.xlabel("time in s")
+    >>> plt.ylabel("ECG in mV")
+    >>> plt.xlim(207, 215)
+    >>> plt.ylim(-2, 3.5)
+    >>> plt.show()
+
+    Finally, examining the power spectrum reveals that most of the biosignal is
+    made up of lower frequencies. At 60 Hz the noise induced by the mains
+    electricity can be clearly observed.
+
+    >>> from scipy.signal import welch
+    >>> f, Pxx = welch(ecg, fs=fs, nperseg=2048, scaling="spectrum")
+    >>> plt.semilogy(f, Pxx)
+    >>> plt.xlabel("Frequency in Hz")
+    >>> plt.ylabel("Power spectrum of the ECG in mV**2")
+    >>> plt.xlim(f[[0, -1]])
+    >>> plt.show()
+    """
+    import os
+    file_path = os.path.join(os.path.dirname(__file__), "ecg.dat")
+    with load(file_path) as file:
+        ecg = file["ecg"].astype(int)  # np.uint16 -> int
+    # Convert raw output of ADC to mV: (ecg - adc_zero) / adc_gain
+    ecg = (ecg - 1024) / 200.0
+    return ecg

utils/venv/lib/python3.6/site-packages/scipy/misc/doccer.py

@@ -0,0 +1,250 @@
+''' Utilities to allow inserting docstring fragments for common
+parameters into function and method docstrings'''
+
+from __future__ import division, print_function, absolute_import
+
+import sys
+
+__all__ = ['docformat', 'inherit_docstring_from', 'indentcount_lines',
+           'filldoc', 'unindent_dict', 'unindent_string']
+
+
+def docformat(docstring, docdict=None):
+    ''' Fill a function docstring from variables in dictionary
+
+    Adapt the indent of the inserted docs
+
+    Parameters
+    ----------
+    docstring : string
+        docstring from function, possibly with dict formatting strings
+    docdict : dict, optional
+        dictionary with keys that match the dict formatting strings
+        and values that are docstring fragments to be inserted.  The
+        indentation of the inserted docstrings is set to match the
+        minimum indentation of the ``docstring`` by adding this
+        indentation to all lines of the inserted string, except the
+        first
+
+    Returns
+    -------
+    outstring : string
+        string with requested ``docdict`` strings inserted
+
+    Examples
+    --------
+    >>> docformat(' Test string with %(value)s', {'value':'inserted value'})
+    ' Test string with inserted value'
+    >>> docstring = 'First line\\n    Second line\\n    %(value)s'
+    >>> inserted_string = "indented\\nstring"
+    >>> docdict = {'value': inserted_string}
+    >>> docformat(docstring, docdict)
+    'First line\\n    Second line\\n    indented\\n    string'
+    '''
+    if not docstring:
+        return docstring
+    if docdict is None:
+        docdict = {}
+    if not docdict:
+        return docstring
+    lines = docstring.expandtabs().splitlines()
+    # Find the minimum indent of the main docstring, after first line
+    if len(lines) < 2:
+        icount = 0
+    else:
+        icount = indentcount_lines(lines[1:])
+    indent = ' ' * icount
+    # Insert this indent to dictionary docstrings
+    indented = {}
+    for name, dstr in docdict.items():
+        lines = dstr.expandtabs().splitlines()
+        try:
+            newlines = [lines[0]]
+            for line in lines[1:]:
+                newlines.append(indent+line)
+            indented[name] = '\n'.join(newlines)
+        except IndexError:
+            indented[name] = dstr
+    return docstring % indented
+
+
+def inherit_docstring_from(cls):
+    """
+    This decorator modifies the decorated function's docstring by
+    replacing occurrences of '%(super)s' with the docstring of the
+    method of the same name from the class `cls`.
+
+    If the decorated method has no docstring, it is simply given the
+    docstring of `cls`s method.
+
+    Parameters
+    ----------
+    cls : Python class or instance
+        A class with a method with the same name as the decorated method.
+        The docstring of the method in this class replaces '%(super)s' in the
+        docstring of the decorated method.
+
+    Returns
+    -------
+    f : function
+        The decorator function that modifies the __doc__ attribute
+        of its argument.
+
+    Examples
+    --------
+    In the following, the docstring for Bar.func created using the
+    docstring of `Foo.func`.
+
+    >>> class Foo(object):
+    ...     def func(self):
+    ...         '''Do something useful.'''
+    ...         return
+    ...
+    >>> class Bar(Foo):
+    ...     @inherit_docstring_from(Foo)
+    ...     def func(self):
+    ...         '''%(super)s
+    ...         Do it fast.
+    ...         '''
+    ...         return
+    ...
+    >>> b = Bar()
+    >>> b.func.__doc__
+    'Do something useful.\n        Do it fast.\n        '
+
+    """
+    def _doc(func):
+        cls_docstring = getattr(cls, func.__name__).__doc__
+        func_docstring = func.__doc__
+        if func_docstring is None:
+            func.__doc__ = cls_docstring
+        else:
+            new_docstring = func_docstring % dict(super=cls_docstring)
+            func.__doc__ = new_docstring
+        return func
+    return _doc
+
+
+def extend_notes_in_docstring(cls, notes):
+    """
+    This decorator replaces the decorated function's docstring
+    with the docstring from corresponding method in `cls`.
+    It extends the 'Notes' section of that docstring to include
+    the given `notes`.
+    """
+    def _doc(func):
+        cls_docstring = getattr(cls, func.__name__).__doc__
+        # If python is called with -OO option,
+        # there is no docstring
+        if cls_docstring is None:
+            return func
+        end_of_notes = cls_docstring.find('        References\n')
+        if end_of_notes == -1:
+            end_of_notes = cls_docstring.find('        Examples\n')
+            if end_of_notes == -1:
+                end_of_notes = len(cls_docstring)
+        func.__doc__ = (cls_docstring[:end_of_notes] + notes +
+                        cls_docstring[end_of_notes:])
+        return func
+    return _doc
+
+
+def replace_notes_in_docstring(cls, notes):
+    """
+    This decorator replaces the decorated function's docstring
+    with the docstring from corresponding method in `cls`.
+    It replaces the 'Notes' section of that docstring with
+    the given `notes`.
+    """
+    def _doc(func):
+        cls_docstring = getattr(cls, func.__name__).__doc__
+        notes_header = '        Notes\n        -----\n'
+        # If python is called with -OO option,
+        # there is no docstring
+        if cls_docstring is None:
+            return func
+        start_of_notes = cls_docstring.find(notes_header)
+        end_of_notes = cls_docstring.find('        References\n')
+        if end_of_notes == -1:
+            end_of_notes = cls_docstring.find('        Examples\n')
+            if end_of_notes == -1:
+                end_of_notes = len(cls_docstring)
+        func.__doc__ = (cls_docstring[:start_of_notes + len(notes_header)] +
+                        notes +
+                        cls_docstring[end_of_notes:])
+        return func
+    return _doc
+
+
+def indentcount_lines(lines):
+    ''' Minimum indent for all lines in line list
+
+    >>> lines = [' one', '  two', '   three']
+    >>> indentcount_lines(lines)
+    1
+    >>> lines = []
+    >>> indentcount_lines(lines)
+    0
+    >>> lines = [' one']
+    >>> indentcount_lines(lines)
+    1
+    >>> indentcount_lines(['    '])
+    0
+    '''
+    indentno = sys.maxsize
+    for line in lines:
+        stripped = line.lstrip()
+        if stripped:
+            indentno = min(indentno, len(line) - len(stripped))
+    if indentno == sys.maxsize:
+        return 0
+    return indentno
+
+
+def filldoc(docdict, unindent_params=True):
+    ''' Return docstring decorator using docdict variable dictionary
+
+    Parameters
+    ----------
+    docdict : dictionary
+        dictionary containing name, docstring fragment pairs
+    unindent_params : {False, True}, boolean, optional
+        If True, strip common indentation from all parameters in
+        docdict
+
+    Returns
+    -------
+    decfunc : function
+        decorator that applies dictionary to input function docstring
+
+    '''
+    if unindent_params:
+        docdict = unindent_dict(docdict)
+
+    def decorate(f):
+        f.__doc__ = docformat(f.__doc__, docdict)
+        return f
+    return decorate
+
+
+def unindent_dict(docdict):
+    ''' Unindent all strings in a docdict '''
+    can_dict = {}
+    for name, dstr in docdict.items():
+        can_dict[name] = unindent_string(dstr)
+    return can_dict
+
+
+def unindent_string(docstring):
+    ''' Set docstring to minimum indent for all lines, including first
+
+    >>> unindent_string(' two')
+    'two'
+    >>> unindent_string('  two\\n   three')
+    'two\\n three'
+    '''
+    lines = docstring.expandtabs().splitlines()
+    icount = indentcount_lines(lines)
+    if icount == 0:
+        return docstring
+    return '\n'.join([line[icount:] for line in lines])

utils/venv/lib/python3.6/site-packages/scipy/misc/pilutil.py

@@ -0,0 +1,621 @@
+"""
+A collection of image utilities using the Python Imaging Library (PIL).
+
+Note that PIL is not a dependency of SciPy and this module is not
+available on systems that don't have PIL installed.
+
+"""
+from __future__ import division, print_function, absolute_import
+
+# Functions which need the PIL
+
+import numpy
+import tempfile
+
+from numpy import (amin, amax, ravel, asarray, arange, ones, newaxis,
+                   transpose, iscomplexobj, uint8, issubdtype, array)
+
+try:
+    from PIL import Image, ImageFilter
+except ImportError:
+    import Image
+    import ImageFilter
+
+
+if not hasattr(Image, 'frombytes'):
+    Image.frombytes = Image.fromstring
+
+__all__ = ['fromimage', 'toimage', 'imsave', 'imread', 'bytescale',
+           'imrotate', 'imresize', 'imshow', 'imfilter']
+
+
+@numpy.deprecate(message="`bytescale` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.")
+def bytescale(data, cmin=None, cmax=None, high=255, low=0):
+    """
+    Byte scales an array (image).
+
+    Byte scaling means converting the input image to uint8 dtype and scaling
+    the range to ``(low, high)`` (default 0-255).
+    If the input image already has dtype uint8, no scaling is done.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    Parameters
+    ----------
+    data : ndarray
+        PIL image data array.
+    cmin : scalar, optional
+        Bias scaling of small values. Default is ``data.min()``.
+    cmax : scalar, optional
+        Bias scaling of large values. Default is ``data.max()``.
+    high : scalar, optional
+        Scale max value to `high`.  Default is 255.
+    low : scalar, optional
+        Scale min value to `low`.  Default is 0.
+
+    Returns
+    -------
+    img_array : uint8 ndarray
+        The byte-scaled array.
+
+    Examples
+    --------
+    >>> from scipy.misc import bytescale
+    >>> img = np.array([[ 91.06794177,   3.39058326,  84.4221549 ],
+    ...                 [ 73.88003259,  80.91433048,   4.88878881],
+    ...                 [ 51.53875334,  34.45808177,  27.5873488 ]])
+    >>> bytescale(img)
+    array([[255,   0, 236],
+           [205, 225,   4],
+           [140,  90,  70]], dtype=uint8)
+    >>> bytescale(img, high=200, low=100)
+    array([[200, 100, 192],
+           [180, 188, 102],
+           [155, 135, 128]], dtype=uint8)
+    >>> bytescale(img, cmin=0, cmax=255)
+    array([[91,  3, 84],
+           [74, 81,  5],
+           [52, 34, 28]], dtype=uint8)
+
+    """
+    if data.dtype == uint8:
+        return data
+
+    if high > 255:
+        raise ValueError("`high` should be less than or equal to 255.")
+    if low < 0:
+        raise ValueError("`low` should be greater than or equal to 0.")
+    if high < low:
+        raise ValueError("`high` should be greater than or equal to `low`.")
+
+    if cmin is None:
+        cmin = data.min()
+    if cmax is None:
+        cmax = data.max()
+
+    cscale = cmax - cmin
+    if cscale < 0:
+        raise ValueError("`cmax` should be larger than `cmin`.")
+    elif cscale == 0:
+        cscale = 1
+
+    scale = float(high - low) / cscale
+    bytedata = (data - cmin) * scale + low
+    return (bytedata.clip(low, high) + 0.5).astype(uint8)
+
+
+@numpy.deprecate(message="`imread` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.\n"
+                         "Use ``imageio.imread`` instead.")
+def imread(name, flatten=False, mode=None):
+    """
+    Read an image from a file as an array.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    Parameters
+    ----------
+    name : str or file object
+        The file name or file object to be read.
+    flatten : bool, optional
+        If True, flattens the color layers into a single gray-scale layer.
+    mode : str, optional
+        Mode to convert image to, e.g. ``'RGB'``.  See the Notes for more
+        details.
+
+    Returns
+    -------
+    imread : ndarray
+        The array obtained by reading the image.
+
+    Notes
+    -----
+    `imread` uses the Python Imaging Library (PIL) to read an image.
+    The following notes are from the PIL documentation.
+
+    `mode` can be one of the following strings:
+
+    * 'L' (8-bit pixels, black and white)
+    * 'P' (8-bit pixels, mapped to any other mode using a color palette)
+    * 'RGB' (3x8-bit pixels, true color)
+    * 'RGBA' (4x8-bit pixels, true color with transparency mask)
+    * 'CMYK' (4x8-bit pixels, color separation)
+    * 'YCbCr' (3x8-bit pixels, color video format)
+    * 'I' (32-bit signed integer pixels)
+    * 'F' (32-bit floating point pixels)
+
+    PIL also provides limited support for a few special modes, including
+    'LA' ('L' with alpha), 'RGBX' (true color with padding) and 'RGBa'
+    (true color with premultiplied alpha).
+
+    When translating a color image to black and white (mode 'L', 'I' or
+    'F'), the library uses the ITU-R 601-2 luma transform::
+
+        L = R * 299/1000 + G * 587/1000 + B * 114/1000
+
+    When `flatten` is True, the image is converted using mode 'F'.
+    When `mode` is not None and `flatten` is True, the image is first
+    converted according to `mode`, and the result is then flattened using
+    mode 'F'.
+
+    """
+
+    im = Image.open(name)
+    return fromimage(im, flatten=flatten, mode=mode)
+
+
+@numpy.deprecate(message="`imsave` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.\n"
+                         "Use ``imageio.imwrite`` instead.")
+def imsave(name, arr, format=None):
+    """
+    Save an array as an image.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    .. warning::
+
+        This function uses `bytescale` under the hood to rescale images to use
+        the full (0, 255) range if ``mode`` is one of ``None, 'L', 'P', 'l'``.
+        It will also cast data for 2-D images to ``uint32`` for ``mode=None``
+        (which is the default).
+
+    Parameters
+    ----------
+    name : str or file object
+        Output file name or file object.
+    arr : ndarray, MxN or MxNx3 or MxNx4
+        Array containing image values.  If the shape is ``MxN``, the array
+        represents a grey-level image.  Shape ``MxNx3`` stores the red, green
+        and blue bands along the last dimension.  An alpha layer may be
+        included, specified as the last colour band of an ``MxNx4`` array.
+    format : str
+        Image format. If omitted, the format to use is determined from the
+        file name extension. If a file object was used instead of a file name,
+        this parameter should always be used.
+
+    Examples
+    --------
+    Construct an array of gradient intensity values and save to file:
+
+    >>> from scipy.misc import imsave
+    >>> x = np.zeros((255, 255))
+    >>> x = np.zeros((255, 255), dtype=np.uint8)
+    >>> x[:] = np.arange(255)
+    >>> imsave('gradient.png', x)
+
+    Construct an array with three colour bands (R, G, B) and store to file:
+
+    >>> rgb = np.zeros((255, 255, 3), dtype=np.uint8)
+    >>> rgb[..., 0] = np.arange(255)
+    >>> rgb[..., 1] = 55
+    >>> rgb[..., 2] = 1 - np.arange(255)
+    >>> imsave('rgb_gradient.png', rgb)
+
+    """
+    im = toimage(arr, channel_axis=2)
+    if format is None:
+        im.save(name)
+    else:
+        im.save(name, format)
+    return
+
+
+@numpy.deprecate(message="`fromimage` is deprecated in SciPy 1.0.0. "
+                         "and will be removed in 1.2.0.\n"
+                         "Use ``np.asarray(im)`` instead.")
+def fromimage(im, flatten=False, mode=None):
+    """
+    Return a copy of a PIL image as a numpy array.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    Parameters
+    ----------
+    im : PIL image
+        Input image.
+    flatten : bool
+        If true, convert the output to grey-scale.
+    mode : str, optional
+        Mode to convert image to, e.g. ``'RGB'``.  See the Notes of the
+        `imread` docstring for more details.
+
+    Returns
+    -------
+    fromimage : ndarray
+        The different colour bands/channels are stored in the
+        third dimension, such that a grey-image is MxN, an
+        RGB-image MxNx3 and an RGBA-image MxNx4.
+
+    """
+    if not Image.isImageType(im):
+        raise TypeError("Input is not a PIL image.")
+
+    if mode is not None:
+        if mode != im.mode:
+            im = im.convert(mode)
+    elif im.mode == 'P':
+        # Mode 'P' means there is an indexed "palette".  If we leave the mode
+        # as 'P', then when we do `a = array(im)` below, `a` will be a 2-D
+        # containing the indices into the palette, and not a 3-D array
+        # containing the RGB or RGBA values.
+        if 'transparency' in im.info:
+            im = im.convert('RGBA')
+        else:
+            im = im.convert('RGB')
+
+    if flatten:
+        im = im.convert('F')
+    elif im.mode == '1':
+        # Workaround for crash in PIL. When im is 1-bit, the call array(im)
+        # can cause a seg. fault, or generate garbage. See
+        # https://github.com/scipy/scipy/issues/2138 and
+        # https://github.com/python-pillow/Pillow/issues/350.
+        #
+        # This converts im from a 1-bit image to an 8-bit image.
+        im = im.convert('L')
+
+    a = array(im)
+    return a
+
+
+_errstr = "Mode is unknown or incompatible with input array shape."
+
+
+@numpy.deprecate(message="`toimage` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.\n"
+            "Use Pillow's ``Image.fromarray`` directly instead.")
+def toimage(arr, high=255, low=0, cmin=None, cmax=None, pal=None,
+            mode=None, channel_axis=None):
+    """Takes a numpy array and returns a PIL image.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    The mode of the PIL image depends on the array shape and the `pal` and
+    `mode` keywords.
+
+    For 2-D arrays, if `pal` is a valid (N,3) byte-array giving the RGB values
+    (from 0 to 255) then ``mode='P'``, otherwise ``mode='L'``, unless mode
+    is given as 'F' or 'I' in which case a float and/or integer array is made.
+
+    .. warning::
+
+        This function uses `bytescale` under the hood to rescale images to use
+        the full (0, 255) range if ``mode`` is one of ``None, 'L', 'P', 'l'``.
+        It will also cast data for 2-D images to ``uint32`` for ``mode=None``
+        (which is the default).
+
+    Notes
+    -----
+    For 3-D arrays, the `channel_axis` argument tells which dimension of the
+    array holds the channel data.
+
+    For 3-D arrays if one of the dimensions is 3, the mode is 'RGB'
+    by default or 'YCbCr' if selected.
+
+    The numpy array must be either 2 dimensional or 3 dimensional.
+
+    """
+    data = asarray(arr)
+    if iscomplexobj(data):
+        raise ValueError("Cannot convert a complex-valued array.")
+    shape = list(data.shape)
+    valid = len(shape) == 2 or ((len(shape) == 3) and
+                                ((3 in shape) or (4 in shape)))
+    if not valid:
+        raise ValueError("'arr' does not have a suitable array shape for "
+                         "any mode.")
+    if len(shape) == 2:
+        shape = (shape[1], shape[0])  # columns show up first
+        if mode == 'F':
+            data32 = data.astype(numpy.float32)
+            image = Image.frombytes(mode, shape, data32.tostring())
+            return image
+        if mode in [None, 'L', 'P']:
+            bytedata = bytescale(data, high=high, low=low,
+                                 cmin=cmin, cmax=cmax)
+            image = Image.frombytes('L', shape, bytedata.tostring())
+            if pal is not None:
+                image.putpalette(asarray(pal, dtype=uint8).tostring())
+                # Becomes a mode='P' automagically.
+            elif mode == 'P':  # default gray-scale
+                pal = (arange(0, 256, 1, dtype=uint8)[:, newaxis] *
+                       ones((3,), dtype=uint8)[newaxis, :])
+                image.putpalette(asarray(pal, dtype=uint8).tostring())
+            return image
+        if mode == '1':  # high input gives threshold for 1
+            bytedata = (data > high)
+            image = Image.frombytes('1', shape, bytedata.tostring())
+            return image
+        if cmin is None:
+            cmin = amin(ravel(data))
+        if cmax is None:
+            cmax = amax(ravel(data))
+        data = (data*1.0 - cmin)*(high - low)/(cmax - cmin) + low
+        if mode == 'I':
+            data32 = data.astype(numpy.uint32)
+            image = Image.frombytes(mode, shape, data32.tostring())
+        else:
+            raise ValueError(_errstr)
+        return image
+
+    # if here then 3-d array with a 3 or a 4 in the shape length.
+    # Check for 3 in datacube shape --- 'RGB' or 'YCbCr'
+    if channel_axis is None:
+        if (3 in shape):
+            ca = numpy.flatnonzero(asarray(shape) == 3)[0]
+        else:
+            ca = numpy.flatnonzero(asarray(shape) == 4)
+            if len(ca):
+                ca = ca[0]
+            else:
+                raise ValueError("Could not find channel dimension.")
+    else:
+        ca = channel_axis
+
+    numch = shape[ca]
+    if numch not in [3, 4]:
+        raise ValueError("Channel axis dimension is not valid.")
+
+    bytedata = bytescale(data, high=high, low=low, cmin=cmin, cmax=cmax)
+    if ca == 2:
+        strdata = bytedata.tostring()
+        shape = (shape[1], shape[0])
+    elif ca == 1:
+        strdata = transpose(bytedata, (0, 2, 1)).tostring()
+        shape = (shape[2], shape[0])
+    elif ca == 0:
+        strdata = transpose(bytedata, (1, 2, 0)).tostring()
+        shape = (shape[2], shape[1])
+    if mode is None:
+        if numch == 3:
+            mode = 'RGB'
+        else:
+            mode = 'RGBA'
+
+    if mode not in ['RGB', 'RGBA', 'YCbCr', 'CMYK']:
+        raise ValueError(_errstr)
+
+    if mode in ['RGB', 'YCbCr']:
+        if numch != 3:
+            raise ValueError("Invalid array shape for mode.")
+    if mode in ['RGBA', 'CMYK']:
+        if numch != 4:
+            raise ValueError("Invalid array shape for mode.")
+
+    # Here we know data and mode is correct
+    image = Image.frombytes(mode, shape, strdata)
+    return image
+
+
+@numpy.deprecate(message="`imrotate` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.\n"
+                         "Use ``skimage.transform.rotate`` instead.")
+def imrotate(arr, angle, interp='bilinear'):
+    """
+    Rotate an image counter-clockwise by angle degrees.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    .. warning::
+
+        This function uses `bytescale` under the hood to rescale images to use
+        the full (0, 255) range if ``mode`` is one of ``None, 'L', 'P', 'l'``.
+        It will also cast data for 2-D images to ``uint32`` for ``mode=None``
+        (which is the default).
+
+    Parameters
+    ----------
+    arr : ndarray
+        Input array of image to be rotated.
+    angle : float
+        The angle of rotation.
+    interp : str, optional
+        Interpolation
+
+        - 'nearest' :  for nearest neighbor
+        - 'bilinear' : for bilinear
+        - 'lanczos' : for lanczos
+        - 'cubic' : for bicubic
+        - 'bicubic' : for bicubic
+
+    Returns
+    -------
+    imrotate : ndarray
+        The rotated array of image.
+
+    """
+    arr = asarray(arr)
+    func = {'nearest': 0, 'lanczos': 1, 'bilinear': 2, 'bicubic': 3, 'cubic': 3}
+    im = toimage(arr)
+    im = im.rotate(angle, resample=func[interp])
+    return fromimage(im)
+
+
+@numpy.deprecate(message="`imshow` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.\n"
+                         "Use ``matplotlib.pyplot.imshow`` instead.")
+def imshow(arr):
+    """
+    Simple showing of an image through an external viewer.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    Uses the image viewer specified by the environment variable
+    SCIPY_PIL_IMAGE_VIEWER, or if that is not defined then `see`,
+    to view a temporary file generated from array data.
+
+    .. warning::
+
+        This function uses `bytescale` under the hood to rescale images to use
+        the full (0, 255) range if ``mode`` is one of ``None, 'L', 'P', 'l'``.
+        It will also cast data for 2-D images to ``uint32`` for ``mode=None``
+        (which is the default).
+
+    Parameters
+    ----------
+    arr : ndarray
+        Array of image data to show.
+
+    Returns
+    -------
+    None
+
+    Examples
+    --------
+    >>> a = np.tile(np.arange(255), (255,1))
+    >>> from scipy import misc
+    >>> misc.imshow(a)
+
+    """
+    im = toimage(arr)
+    fnum, fname = tempfile.mkstemp('.png')
+    try:
+        im.save(fname)
+    except Exception:
+        raise RuntimeError("Error saving temporary image data.")
+
+    import os
+    os.close(fnum)
+
+    cmd = os.environ.get('SCIPY_PIL_IMAGE_VIEWER', 'see')
+    status = os.system("%s %s" % (cmd, fname))
+
+    os.unlink(fname)
+    if status != 0:
+        raise RuntimeError('Could not execute image viewer.')
+
+
+@numpy.deprecate(message="`imresize` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.3.0.\n"
+                         "Use Pillow instead: ``numpy.array(Image.fromarray(arr).resize())``.")
+def imresize(arr, size, interp='bilinear', mode=None):
+    """
+    Resize an image.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    .. warning::
+
+        This function uses `bytescale` under the hood to rescale images to use
+        the full (0, 255) range if ``mode`` is one of ``None, 'L', 'P', 'l'``.
+        It will also cast data for 2-D images to ``uint32`` for ``mode=None``
+        (which is the default).
+
+    Parameters
+    ----------
+    arr : ndarray
+        The array of image to be resized.
+    size : int, float or tuple
+        * int   - Percentage of current size.
+        * float - Fraction of current size.
+        * tuple - Size of the output image (height, width).
+
+    interp : str, optional
+        Interpolation to use for re-sizing ('nearest', 'lanczos', 'bilinear',
+        'bicubic' or 'cubic').
+    mode : str, optional
+        The PIL image mode ('P', 'L', etc.) to convert `arr` before resizing.
+        If ``mode=None`` (the default), 2-D images will be treated like
+        ``mode='L'``, i.e. casting to long integer.  For 3-D and 4-D arrays,
+        `mode` will be set to ``'RGB'`` and ``'RGBA'`` respectively.
+
+    Returns
+    -------
+    imresize : ndarray
+        The resized array of image.
+
+    See Also
+    --------
+    toimage : Implicitly used to convert `arr` according to `mode`.
+    scipy.ndimage.zoom : More generic implementation that does not use PIL.
+
+    """
+    im = toimage(arr, mode=mode)
+    ts = type(size)
+    if issubdtype(ts, numpy.signedinteger):
+        percent = size / 100.0
+        size = tuple((array(im.size)*percent).astype(int))
+    elif issubdtype(type(size), numpy.floating):
+        size = tuple((array(im.size)*size).astype(int))
+    else:
+        size = (size[1], size[0])
+    func = {'nearest': 0, 'lanczos': 1, 'bilinear': 2, 'bicubic': 3, 'cubic': 3}
+    imnew = im.resize(size, resample=func[interp])
+    return fromimage(imnew)
+
+
+@numpy.deprecate(message="`imfilter` is deprecated in SciPy 1.0.0, "
+                         "and will be removed in 1.2.0.\n"
+                         "Use Pillow filtering functionality directly.")
+def imfilter(arr, ftype):
+    """
+    Simple filtering of an image.
+
+    This function is only available if Python Imaging Library (PIL) is installed.
+
+    .. warning::
+
+        This function uses `bytescale` under the hood to rescale images to use
+        the full (0, 255) range if ``mode`` is one of ``None, 'L', 'P', 'l'``.
+        It will also cast data for 2-D images to ``uint32`` for ``mode=None``
+        (which is the default).
+
+    Parameters
+    ----------
+    arr : ndarray
+        The array of Image in which the filter is to be applied.
+    ftype : str
+        The filter that has to be applied. Legal values are:
+        'blur', 'contour', 'detail', 'edge_enhance', 'edge_enhance_more',
+        'emboss', 'find_edges', 'smooth', 'smooth_more', 'sharpen'.
+
+    Returns
+    -------
+    imfilter : ndarray
+        The array with filter applied.
+
+    Raises
+    ------
+    ValueError
+        *Unknown filter type.*  If the filter you are trying
+        to apply is unsupported.
+
+    """
+    _tdict = {'blur': ImageFilter.BLUR,
+              'contour': ImageFilter.CONTOUR,
+              'detail': ImageFilter.DETAIL,
+              'edge_enhance': ImageFilter.EDGE_ENHANCE,
+              'edge_enhance_more': ImageFilter.EDGE_ENHANCE_MORE,
+              'emboss': ImageFilter.EMBOSS,
+              'find_edges': ImageFilter.FIND_EDGES,
+              'smooth': ImageFilter.SMOOTH,
+              'smooth_more': ImageFilter.SMOOTH_MORE,
+              'sharpen': ImageFilter.SHARPEN
+              }
+
+    im = toimage(arr)
+    if ftype not in _tdict:
+        raise ValueError("Unknown filter type.")
+    return fromimage(im.filter(_tdict[ftype]))

utils/venv/lib/python3.6/site-packages/scipy/misc/setup.py

@@ -0,0 +1,14 @@
+from __future__ import division, print_function, absolute_import
+
+
+def configuration(parent_package='',top_path=None):
+    from numpy.distutils.misc_util import Configuration
+    config = Configuration('misc',parent_package,top_path)
+    config.add_data_files('*.dat')
+    config.add_data_dir('tests')
+    return config
+
+
+if __name__ == '__main__':
+    from numpy.distutils.core import setup
+    setup(**configuration(top_path='').todict())

utils/venv/lib/python3.6/site-packages/scipy/misc/tests/test_common.py

@@ -0,0 +1,40 @@
+from __future__ import division, print_function, absolute_import
+
+import pytest
+from numpy.testing import assert_equal, assert_allclose, assert_almost_equal
+from scipy._lib._numpy_compat import suppress_warnings
+
+from scipy.misc import pade, logsumexp, face, ascent, electrocardiogram
+from scipy.special import logsumexp as sc_logsumexp
+
+
+def test_logsumexp():
+    # make sure logsumexp can be imported from either scipy.misc or
+    # scipy.special
+    with suppress_warnings() as sup:
+        sup.filter(DeprecationWarning, "`logsumexp` is deprecated")
+        assert_allclose(logsumexp([0, 1]), sc_logsumexp([0, 1]), atol=1e-16)
+
+
+def test_pade():
+    # make sure scipy.misc.pade exists
+    with suppress_warnings() as sup:
+        sup.filter(DeprecationWarning, "`pade` is deprecated")
+        pade([1, 2], 1)
+
+
+def test_face():
+    assert_equal(face().shape, (768, 1024, 3))
+
+
+def test_ascent():
+    assert_equal(ascent().shape, (512, 512))
+
+
+def test_electrocardiogram():
+    # Test shape, dtype and stats of signal
+    ecg = electrocardiogram()
+    assert ecg.dtype == float
+    assert_equal(ecg.shape, (108000,))
+    assert_almost_equal(ecg.mean(), -0.16510875)
+    assert_almost_equal(ecg.std(), 0.5992473991177294)

utils/venv/lib/python3.6/site-packages/scipy/misc/tests/test_doccer.py

@@ -0,0 +1,125 @@
+''' Some tests for the documenting decorator and support functions '''
+
+from __future__ import division, print_function, absolute_import
+
+import sys
+import pytest
+from numpy.testing import assert_equal
+
+from scipy.misc import doccer
+
+# python -OO strips docstrings
+DOCSTRINGS_STRIPPED = sys.flags.optimize > 1
+
+docstring = \
+"""Docstring
+    %(strtest1)s
+        %(strtest2)s
+     %(strtest3)s
+"""
+param_doc1 = \
+"""Another test
+   with some indent"""
+
+param_doc2 = \
+"""Another test, one line"""
+
+param_doc3 = \
+"""    Another test
+       with some indent"""
+
+doc_dict = {'strtest1':param_doc1,
+            'strtest2':param_doc2,
+            'strtest3':param_doc3}
+
+filled_docstring = \
+"""Docstring
+    Another test
+       with some indent
+        Another test, one line
+     Another test
+       with some indent
+"""
+
+
+def test_unindent():
+    assert_equal(doccer.unindent_string(param_doc1), param_doc1)
+    assert_equal(doccer.unindent_string(param_doc2), param_doc2)
+    assert_equal(doccer.unindent_string(param_doc3), param_doc1)
+
+
+def test_unindent_dict():
+    d2 = doccer.unindent_dict(doc_dict)
+    assert_equal(d2['strtest1'], doc_dict['strtest1'])
+    assert_equal(d2['strtest2'], doc_dict['strtest2'])
+    assert_equal(d2['strtest3'], doc_dict['strtest1'])
+
+
+def test_docformat():
+    udd = doccer.unindent_dict(doc_dict)
+    formatted = doccer.docformat(docstring, udd)
+    assert_equal(formatted, filled_docstring)
+    single_doc = 'Single line doc %(strtest1)s'
+    formatted = doccer.docformat(single_doc, doc_dict)
+    # Note - initial indent of format string does not
+    # affect subsequent indent of inserted parameter
+    assert_equal(formatted, """Single line doc Another test
+   with some indent""")
+
+
+@pytest.mark.skipif(DOCSTRINGS_STRIPPED, reason="docstrings stripped")
+def test_decorator():
+    # with unindentation of parameters
+    decorator = doccer.filldoc(doc_dict, True)
+
+    @decorator
+    def func():
+        """ Docstring
+        %(strtest3)s
+        """
+    assert_equal(func.__doc__, """ Docstring
+        Another test
+           with some indent
+        """)
+
+    # without unindentation of parameters
+    decorator = doccer.filldoc(doc_dict, False)
+
+    @decorator
+    def func():
+        """ Docstring
+        %(strtest3)s
+        """
+    assert_equal(func.__doc__, """ Docstring
+            Another test
+               with some indent
+        """)
+
+
+@pytest.mark.skipif(DOCSTRINGS_STRIPPED, reason="docstrings stripped")
+def test_inherit_docstring_from():
+
+    class Foo(object):
+        def func(self):
+            '''Do something useful.'''
+            return
+
+        def func2(self):
+            '''Something else.'''
+
+    class Bar(Foo):
+        @doccer.inherit_docstring_from(Foo)
+        def func(self):
+            '''%(super)sABC'''
+            return
+
+        @doccer.inherit_docstring_from(Foo)
+        def func2(self):
+            # No docstring.
+            return
+
+    assert_equal(Bar.func.__doc__, Foo.func.__doc__ + 'ABC')
+    assert_equal(Bar.func2.__doc__, Foo.func2.__doc__)
+    bar = Bar()
+    assert_equal(bar.func.__doc__, Foo.func.__doc__ + 'ABC')
+    assert_equal(bar.func2.__doc__, Foo.func2.__doc__)

utils/venv/lib/python3.6/site-packages/scipy/misc/tests/test_pilutil.py

@@ -0,0 +1,283 @@
+from __future__ import division, print_function, absolute_import
+
+import os.path
+import tempfile
+import shutil
+import numpy as np
+import glob
+
+import pytest
+from pytest import raises as assert_raises
+from numpy.testing import (assert_equal, assert_allclose,
+                           assert_array_equal, assert_)
+from scipy._lib._numpy_compat import suppress_warnings
+from scipy import misc
+from numpy.ma.testutils import assert_mask_equal
+
+try:
+    import PIL.Image
+except ImportError:
+    _have_PIL = False
+else:
+    _have_PIL = True
+
+
+# Function / method decorator for skipping PIL tests on import failure
+_pilskip = pytest.mark.skipif(not _have_PIL, reason='Need to import PIL for this test')
+
+datapath = os.path.dirname(__file__)
+
+@_pilskip
+class TestPILUtil(object):
+    def test_imresize(self):
+        im = np.random.random((10, 20))
+        for T in np.sctypes['float'] + [float]:
+            # 1.1 rounds to below 1.1 for float16, 1.101 works
+            with suppress_warnings() as sup:
+                sup.filter(DeprecationWarning)
+                im1 = misc.imresize(im, T(1.101))
+            assert_equal(im1.shape, (11, 22))
+
+    def test_imresize2(self):
+        im = np.random.random((20, 30))
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im2 = misc.imresize(im, (30, 40), interp='bicubic')
+        assert_equal(im2.shape, (30, 40))
+
+    def test_imresize3(self):
+        im = np.random.random((15, 30))
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im2 = misc.imresize(im, (30, 60), interp='nearest')
+        assert_equal(im2.shape, (30, 60))
+
+    def test_imresize4(self):
+        im = np.array([[1, 2],
+                       [3, 4]])
+        # Check that resizing by target size, float and int are the same
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im2 = misc.imresize(im, (4, 4), mode='F')  # output size
+            im3 = misc.imresize(im, 2., mode='F')  # fraction
+            im4 = misc.imresize(im, 200, mode='F')  # percentage
+        assert_equal(im2, im3)
+        assert_equal(im2, im4)
+
+    def test_imresize5(self):
+        im = np.random.random((25, 15))
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im2 = misc.imresize(im, (30, 60), interp='lanczos')
+        assert_equal(im2.shape, (30, 60))
+
+    def test_bytescale(self):
+        x = np.array([0, 1, 2], np.uint8)
+        y = np.array([0, 1, 2])
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            assert_equal(misc.bytescale(x), x)
+            assert_equal(misc.bytescale(y), [0, 128, 255])
+
+    def test_bytescale_keywords(self):
+        x = np.array([40, 60, 120, 200, 300, 500])
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            res_lowhigh = misc.bytescale(x, low=10, high=143)
+            assert_equal(res_lowhigh, [10, 16, 33, 56, 85, 143])
+            res_cmincmax = misc.bytescale(x, cmin=60, cmax=300)
+            assert_equal(res_cmincmax, [0, 0, 64, 149, 255, 255])
+            assert_equal(misc.bytescale(np.array([3, 3, 3]), low=4), [4, 4, 4])
+
+    def test_bytescale_cscale_lowhigh(self):
+        a = np.arange(10)
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            actual = misc.bytescale(a, cmin=3, cmax=6, low=100, high=200)
+        expected = [100, 100, 100, 100, 133, 167, 200, 200, 200, 200]
+        assert_equal(actual, expected)
+
+    def test_bytescale_mask(self):
+        a = np.ma.MaskedArray(data=[1, 2, 3], mask=[False, False, True])
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            actual = misc.bytescale(a)
+        expected = [0, 255, 3]
+        assert_equal(expected, actual)
+        assert_mask_equal(a.mask, actual.mask)
+        assert_(isinstance(actual, np.ma.MaskedArray))
+
+    def test_bytescale_rounding(self):
+        a = np.array([-0.5, 0.5, 1.5, 2.5, 3.5])
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            actual = misc.bytescale(a, cmin=0, cmax=10, low=0, high=10)
+        expected = [0, 1, 2, 3, 4]
+        assert_equal(actual, expected)
+
+    def test_bytescale_low_greaterthan_high(self):
+        with assert_raises(ValueError):
+            with suppress_warnings() as sup:
+                sup.filter(DeprecationWarning)
+                misc.bytescale(np.arange(3), low=10, high=5)
+
+    def test_bytescale_low_lessthan_0(self):
+        with assert_raises(ValueError):
+            with suppress_warnings() as sup:
+                sup.filter(DeprecationWarning)
+                misc.bytescale(np.arange(3), low=-1)
+
+    def test_bytescale_high_greaterthan_255(self):
+        with assert_raises(ValueError):
+            with suppress_warnings() as sup:
+                sup.filter(DeprecationWarning)
+                misc.bytescale(np.arange(3), high=256)
+
+    def test_bytescale_low_equals_high(self):
+        a = np.arange(3)
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            actual = misc.bytescale(a, low=10, high=10)
+        expected = [10, 10, 10]
+        assert_equal(actual, expected)
+
+    def test_imsave(self):
+        picdir = os.path.join(datapath, "data")
+        for png in glob.iglob(picdir + "/*.png"):
+            with suppress_warnings() as sup:
+                # PIL causes a Py3k ResourceWarning
+                sup.filter(message="unclosed file")
+                sup.filter(DeprecationWarning)
+                img = misc.imread(png)
+            tmpdir = tempfile.mkdtemp()
+            try:
+                fn1 = os.path.join(tmpdir, 'test.png')
+                fn2 = os.path.join(tmpdir, 'testimg')
+                with suppress_warnings() as sup:
+                    # PIL causes a Py3k ResourceWarning
+                    sup.filter(message="unclosed file")
+                    sup.filter(DeprecationWarning)
+                    misc.imsave(fn1, img)
+                    misc.imsave(fn2, img, 'PNG')
+
+                with suppress_warnings() as sup:
+                    # PIL causes a Py3k ResourceWarning
+                    sup.filter(message="unclosed file")
+                    sup.filter(DeprecationWarning)
+                    data1 = misc.imread(fn1)
+                    data2 = misc.imread(fn2)
+                assert_allclose(data1, img)
+                assert_allclose(data2, img)
+                assert_equal(data1.shape, img.shape)
+                assert_equal(data2.shape, img.shape)
+            finally:
+                shutil.rmtree(tmpdir)
+
+
+def check_fromimage(filename, irange, shape):
+    fp = open(filename, "rb")
+    with suppress_warnings() as sup:
+        sup.filter(DeprecationWarning)
+        img = misc.fromimage(PIL.Image.open(fp))
+    fp.close()
+    imin, imax = irange
+    assert_equal(img.min(), imin)
+    assert_equal(img.max(), imax)
+    assert_equal(img.shape, shape)
+
+
+@_pilskip
+def test_fromimage():
+    # Test generator for parametric tests
+    # Tuples in the list are (filename, (datamin, datamax), shape).
+    files = [('icon.png', (0, 255), (48, 48, 4)),
+             ('icon_mono.png', (0, 255), (48, 48, 4)),
+             ('icon_mono_flat.png', (0, 255), (48, 48, 3))]
+    for fn, irange, shape in files:
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            check_fromimage(os.path.join(datapath, 'data', fn), irange, shape)
+
+
+@_pilskip
+def test_imread_indexed_png():
+    # The file `foo3x5x4indexed.png` was created with this array
+    # (3x5 is (height)x(width)):
+    data = np.array([[[127, 0, 255, 255],
+                      [127, 0, 255, 255],
+                      [127, 0, 255, 255],
+                      [127, 0, 255, 255],
+                      [127, 0, 255, 255]],
+                     [[192, 192, 255, 0],
+                      [192, 192, 255, 0],
+                      [0, 0, 255, 0],
+                      [0, 0, 255, 0],
+                      [0, 0, 255, 0]],
+                     [[0, 31, 255, 255],
+                      [0, 31, 255, 255],
+                      [0, 31, 255, 255],
+                      [0, 31, 255, 255],
+                      [0, 31, 255, 255]]], dtype=np.uint8)
+
+    filename = os.path.join(datapath, 'data', 'foo3x5x4indexed.png')
+    with open(filename, 'rb') as f:
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im = misc.imread(f)
+    assert_array_equal(im, data)
+
+
+@_pilskip
+def test_imread_1bit():
+    # box1.png is a 48x48 grayscale image with bit depth 1.
+    # The border pixels are 1 and the rest are 0.
+    filename = os.path.join(datapath, 'data', 'box1.png')
+    with open(filename, 'rb') as f:
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im = misc.imread(f)
+    assert_equal(im.dtype, np.uint8)
+    expected = np.zeros((48, 48), dtype=np.uint8)
+    # When scaled up from 1 bit to 8 bits, 1 becomes 255.
+    expected[:, 0] = 255
+    expected[:, -1] = 255
+    expected[0, :] = 255
+    expected[-1, :] = 255
+    assert_equal(im, expected)
+
+
+@_pilskip
+def test_imread_2bit():
+    # blocks2bit.png is a 12x12 grayscale image with bit depth 2.
+    # The pattern is 4 square subblocks of size 6x6.  Upper left
+    # is all 0, upper right is all 1, lower left is all 2, lower
+    # right is all 3.
+    # When scaled up to 8 bits, the values become [0, 85, 170, 255].
+    filename = os.path.join(datapath, 'data', 'blocks2bit.png')
+    with open(filename, 'rb') as f:
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im = misc.imread(f)
+    assert_equal(im.dtype, np.uint8)
+    expected = np.zeros((12, 12), dtype=np.uint8)
+    expected[:6, 6:] = 85
+    expected[6:, :6] = 170
+    expected[6:, 6:] = 255
+    assert_equal(im, expected)
+
+
+@_pilskip
+def test_imread_4bit():
+    # pattern4bit.png is a 12(h) x 31(w) grayscale image with bit depth 4.
+    # The value in row j and column i is maximum(j, i) % 16.
+    # When scaled up to 8 bits, the values become [0, 17, 34, ..., 255].
+    filename = os.path.join(datapath, 'data', 'pattern4bit.png')
+    with open(filename, 'rb') as f:
+        with suppress_warnings() as sup:
+            sup.filter(DeprecationWarning)
+            im = misc.imread(f)
+    assert_equal(im.dtype, np.uint8)
+    j, i = np.meshgrid(np.arange(12), np.arange(31), indexing='ij')
+    expected = 17*(np.maximum(j, i) % 16).astype(np.uint8)
+    assert_equal(im, expected)
+