From 44a6d1d720bc592509017365524aa5fcb73f7c1c Mon Sep 17 00:00:00 2001
From: Nelle Varoquaux <nelle.varoquaux@gmail.com>
Date: Wed, 30 Nov 2016 21:21:44 -0800
Subject: [PATCH 1/4] ENH new static images for the frontpage

Here is the code to produce the new static images for the website frontpage
---
 examples/frontpage/plot_3D.py        | 33 ++++++++++++++++++++++++++++
 examples/frontpage/plot_contour.py   | 29 ++++++++++++++++++++++++
 examples/frontpage/plot_histogram.py | 14 ++++++++++++
 examples/frontpage/plot_membrane.py  | 16 ++++++++++++++
 4 files changed, 92 insertions(+)
 create mode 100644 examples/frontpage/plot_3D.py
 create mode 100644 examples/frontpage/plot_contour.py
 create mode 100644 examples/frontpage/plot_histogram.py
 create mode 100644 examples/frontpage/plot_membrane.py

diff --git a/examples/frontpage/plot_3D.py b/examples/frontpage/plot_3D.py
new file mode 100644
index 000000000000..254a62faa6aa
--- /dev/null
+++ b/examples/frontpage/plot_3D.py
@@ -0,0 +1,33 @@
+"""
+Demonstrates using custom hillshading in a 3D surface plot.
+"""
+from mpl_toolkits.mplot3d import Axes3D
+from matplotlib import cbook
+from matplotlib import cm
+from matplotlib.colors import LightSource
+import matplotlib.pyplot as plt
+import numpy as np
+
+filename = cbook.get_sample_data('jacksboro_fault_dem.npz', asfileobj=False)
+with np.load(filename) as dem:
+    z = dem['elevation']
+    nrows, ncols = z.shape
+    x = np.linspace(dem['xmin'], dem['xmax'], ncols)
+    y = np.linspace(dem['ymin'], dem['ymax'], nrows)
+    x, y = np.meshgrid(x, y)
+
+region = np.s_[5:50, 5:50]
+x, y, z = x[region], y[region], z[region]
+
+fig, ax = plt.subplots(subplot_kw=dict(projection='3d'))
+
+ls = LightSource(270, 45)
+# To use a custom hillshading mode, override the built-in shading and pass
+# in the rgb colors of the shaded surface calculated from "shade".
+rgb = ls.shade(z, cmap=cm.gist_earth, vert_exag=0.1, blend_mode='soft')
+surf = ax.plot_surface(x, y, z, rstride=1, cstride=1, facecolors=rgb,
+                       linewidth=0, antialiased=False, shade=False)
+ax.set_xticks([])
+ax.set_yticks([])
+ax.set_zticks([])
+fig.savefig("surface3D_frontpage.png")
diff --git a/examples/frontpage/plot_contour.py b/examples/frontpage/plot_contour.py
new file mode 100644
index 000000000000..074be33a853b
--- /dev/null
+++ b/examples/frontpage/plot_contour.py
@@ -0,0 +1,29 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from matplotlib import mlab, cm
+
+# Default delta is large because that makes it fast, and it illustrates
+# the correct registration between image and contours.
+delta = 0.5
+
+extent = (-3, 3, -3, 3)
+
+x = np.arange(-3.0, 4.001, delta)
+y = np.arange(-4.0, 3.001, delta)
+X, Y = np.meshgrid(x, y)
+Z1 = mlab.bivariate_normal(X, Y, 1.0, 1.0, 0.0, -0.5)
+Z2 = mlab.bivariate_normal(X, Y, 1.5, 0.5, 1, 1)
+Z = (Z1 - Z2) * 10
+
+levels = np.linspace(-2.0, 1.601, 40)
+norm = cm.colors.Normalize(vmax=abs(Z).max(), vmin=-abs(Z).max())
+
+fig, ax = plt.subplots()
+cset1 = ax.contourf(
+    X, Y, Z, levels,
+    norm=norm)
+ax.set_xlim(-3, 3)
+ax.set_ylim(-3, 3)
+ax.set_xticks([])
+ax.set_yticks([])
+fig.savefig("contour_frontpage.png")
diff --git a/examples/frontpage/plot_histogram.py b/examples/frontpage/plot_histogram.py
new file mode 100644
index 000000000000..e97739a066ab
--- /dev/null
+++ b/examples/frontpage/plot_histogram.py
@@ -0,0 +1,14 @@
+import matplotlib.pyplot as plt
+import numpy as np
+
+
+random_state = np.random.RandomState(19680801)
+X = random_state.randn(10000)
+
+fig, ax = plt.subplots()
+ax.hist(X, bins=25, normed=True)
+x = np.linspace(-5, 5, 1000)
+ax.plot(x, 1 / np.sqrt(2*np.pi) * np.exp(-(x**2)/2), linewidth=4)
+ax.set_xticks([])
+ax.set_yticks([])
+fig.savefig("histogram_frontpage.png")
diff --git a/examples/frontpage/plot_membrane.py b/examples/frontpage/plot_membrane.py
new file mode 100644
index 000000000000..f10d2a01945b
--- /dev/null
+++ b/examples/frontpage/plot_membrane.py
@@ -0,0 +1,16 @@
+import matplotlib.pyplot as plt
+import matplotlib.cbook as cbook
+import numpy as np
+
+
+datafile = cbook.get_sample_data('membrane.dat', asfileobj=False)
+x = np.fromstring(open(datafile, 'rb').read(), np.float32)
+# 0.0005 is the sample interval
+
+fig, ax = plt.subplots()
+ax.plot(x, linewidth=4)
+ax.set_xlim(5000, 6000)
+ax.set_ylim(-0.6, 0.1)
+ax.set_xticks([])
+ax.set_yticks([])
+fig.savefig("membrane_frontpage.png")

From 303938f8f7102590d3d71c42d65fc403b54228cf Mon Sep 17 00:00:00 2001
From: Nelle Varoquaux <nelle.varoquaux@gmail.com>
Date: Wed, 30 Nov 2016 21:32:58 -0800
Subject: [PATCH 2/4] DOC added documentation on frontpage example

---
 examples/frontpage/plot_3D.py        | 11 ++++++++---
 examples/frontpage/plot_contour.py   | 10 +++++++++-
 examples/frontpage/plot_histogram.py | 10 +++++++++-
 examples/frontpage/plot_membrane.py  | 11 ++++++++++-
 4 files changed, 36 insertions(+), 6 deletions(-)

diff --git a/examples/frontpage/plot_3D.py b/examples/frontpage/plot_3D.py
index 254a62faa6aa..931e28641c2a 100644
--- a/examples/frontpage/plot_3D.py
+++ b/examples/frontpage/plot_3D.py
@@ -1,5 +1,10 @@
 """
-Demonstrates using custom hillshading in a 3D surface plot.
+====================
+Frontpage 3D example
+====================
+
+This example reproduces the frontpage 3D example.
+
 """
 from mpl_toolkits.mplot3d import Axes3D
 from matplotlib import cbook
@@ -19,7 +24,7 @@
 region = np.s_[5:50, 5:50]
 x, y, z = x[region], y[region], z[region]
 
-fig, ax = plt.subplots(subplot_kw=dict(projection='3d'))
+fig, ax = plt.subplots(subplot_kw=dict(projection='3d'), figsize=(2.25, 2))
 
 ls = LightSource(270, 45)
 # To use a custom hillshading mode, override the built-in shading and pass
@@ -30,4 +35,4 @@
 ax.set_xticks([])
 ax.set_yticks([])
 ax.set_zticks([])
-fig.savefig("surface3D_frontpage.png")
+fig.savefig("surface3d_frontpage.png")
diff --git a/examples/frontpage/plot_contour.py b/examples/frontpage/plot_contour.py
index 074be33a853b..9e6f125e26c6 100644
--- a/examples/frontpage/plot_contour.py
+++ b/examples/frontpage/plot_contour.py
@@ -1,3 +1,11 @@
+"""
+=========================
+Frontpage contour example
+=========================
+
+This example reproduces the frontpage contour example.
+"""
+
 import matplotlib.pyplot as plt
 import numpy as np
 from matplotlib import mlab, cm
@@ -18,7 +26,7 @@
 levels = np.linspace(-2.0, 1.601, 40)
 norm = cm.colors.Normalize(vmax=abs(Z).max(), vmin=-abs(Z).max())
 
-fig, ax = plt.subplots()
+fig, ax = plt.subplots(figsize=(2.25, 2))
 cset1 = ax.contourf(
     X, Y, Z, levels,
     norm=norm)
diff --git a/examples/frontpage/plot_histogram.py b/examples/frontpage/plot_histogram.py
index e97739a066ab..201eef9d7db3 100644
--- a/examples/frontpage/plot_histogram.py
+++ b/examples/frontpage/plot_histogram.py
@@ -1,3 +1,11 @@
+"""
+===========================
+Frontpage histogram example
+===========================
+
+This example reproduces the frontpage histogram example.
+"""
+
 import matplotlib.pyplot as plt
 import numpy as np
 
@@ -5,7 +13,7 @@
 random_state = np.random.RandomState(19680801)
 X = random_state.randn(10000)
 
-fig, ax = plt.subplots()
+fig, ax = plt.subplots(figsize=(2.25, 2))
 ax.hist(X, bins=25, normed=True)
 x = np.linspace(-5, 5, 1000)
 ax.plot(x, 1 / np.sqrt(2*np.pi) * np.exp(-(x**2)/2), linewidth=4)
diff --git a/examples/frontpage/plot_membrane.py b/examples/frontpage/plot_membrane.py
index f10d2a01945b..c7ed41d2ab7b 100644
--- a/examples/frontpage/plot_membrane.py
+++ b/examples/frontpage/plot_membrane.py
@@ -1,3 +1,12 @@
+"""
+======================
+Frontpage plot example
+======================
+
+
+This example reproduces the frontpage simple plot example.
+"""
+
 import matplotlib.pyplot as plt
 import matplotlib.cbook as cbook
 import numpy as np
@@ -7,7 +16,7 @@
 x = np.fromstring(open(datafile, 'rb').read(), np.float32)
 # 0.0005 is the sample interval
 
-fig, ax = plt.subplots()
+fig, ax = plt.subplots(figsize=(2.25, 2))
 ax.plot(x, linewidth=4)
 ax.set_xlim(5000, 6000)
 ax.set_ylim(-0.6, 0.1)

From 18a1503ea8de4c5d63615a74e5542cc34befa321 Mon Sep 17 00:00:00 2001
From: Nelle Varoquaux <nelle.varoquaux@gmail.com>
Date: Wed, 30 Nov 2016 21:53:40 -0800
Subject: [PATCH 3/4] DOC frontpage images are now updated to the new defaults

---
 doc/_static/contour_frontpage.png    | Bin 14901 -> 5342 bytes
 doc/_static/histogram_frontpage.png  | Bin 3169 -> 4701 bytes
 doc/_static/membrane_frontpage.png   | Bin 5872 -> 7550 bytes
 doc/_static/surface3d_frontpage.png  | Bin 20012 -> 13476 bytes
 examples/frontpage/plot_3D.py        |   2 +-
 examples/frontpage/plot_contour.py   |   2 +-
 examples/frontpage/plot_histogram.py |   2 +-
 examples/frontpage/plot_membrane.py  |   2 +-
 8 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/doc/_static/contour_frontpage.png b/doc/_static/contour_frontpage.png
index 61e567cd38cc6c5b55ab29f8eee54b1e5a8742f0..ac290ca895d98d9437162f017fcf6c73c9df866f 100644
GIT binary patch
literal 5342
zcmb_g_d6TV*B7G=N(tIhqe5(Ij~HzUVwTu@RjE<6RgGvvBQ-0CRVxv(_pI?nX;tl2
zidrRRYu2jQ`~C^<``+g{_dNGJpL;&%IX|5H+)u2Lp*8~@2OR|k1%nP8hPd*JSN0ir
z?P}*{ia}jDYJYVdQ{dGK13p1tooQddt^6q{ZaV$90g4|GpHWb-B6VPoOhdA_b8P%)
zwLn@A5Udbo<Ls|lUr$LkHa2G_Iis@`3d!C&c=#3-gRde^@A${{b(7T+6s6lkrt5S5
zs~&e^0I%<vy4amjQ#+B-sMkj9$wo{fd>}e?SD5;v;yAbvFqN5>CSMwyf6r8lpB2^r
ze*t~RmTiToEG;eqf`fxC%grIBw@^YcPMyokd}<Nr=tHRYmWaq=cQ@6}?yjD>Fi_{@
z{6t1A{1jU^Pym{rn*&hnT%O!4^YPI$7Y7=1=H~u6akz|VeQSa+?UJIgTbRe7)YDho
zwRHO8{`b{lDhilRo!d6u77u-u$JL@8VO`O~DMq|69ysWYVo)-UJFizegT8ru76t{O
zKBw`NX0vay(%#j8d8TA9yn|b2a1(5H`^Wu%q>+g7U?(T*v<j@PsnD9tbz{x0IP{AX
zsqlpP9#&eGv4RkP<^;_4euD@RjzgyP*kr!o9QPc1p9JPjF-M6)X3aDZJRr;%f<qL<
zQ4FzWtoGAmeKnYU_rXD}(Q06L8t-zT?MD<LT2I)z%uyU)Aw2jW!J17dA+91{Osk9A
zl|EIhXeVv-F;|wPlm>glkPTw+yPl<byLFfEW;}D*lkpWgnI+KM*=yP3^}$nI-C~dd
zar-TXFR4-14i$dohiyG=JQR!yV^hUz1ic;u<-<_CivXZ`MKojHccUQ9Kv*XFsxO;n
zgw?p~8&eoCp}cH-K)q{n<tr~YLEo>3fBvsUYm4U&<1G2u0~)NFiCDqINokO_!fVzn
zH-COvD;10mVEwLGu$qQQAGBBqQPI@zRJE+M-yKygn$wxi4AU`DACjt&c8;cJ_S)yX
zzq+}7a)!@-BT^D^{%JwQ84<0Lx~W<&)RJ7Ked2++&1Xy3T>N(f0ijV@Qu=qz*8YA;
z644JJro`o~(+*mSF2eDS8oSzbtk_zpt%mr|Qx69v6lUimPElgtO=jv)O4I{#4Y$U6
z>0^WBt8Jxcp1UVJ$y%d2v1F`lwD7syhUOX@UDUoH9MD?%)dbgqif&akeoohIXZoX9
zQ0~x0P?^vER69ZHe_65{Hs64L=ING+sw0$z25_dyTP}3zM$gl%^lLNU*HZL&S%O2J
zeAJTCh{pH3Z#aE><PSQ+zV5}Q=yhWEPVhDzAEB3qiy{6m>HT_S2~{O=M3=WbefAhP
z4#s@gCr(*GCy!7Ms!Zy*_z2SzA!CW?0IYPla{{6yH;RMnuz^oW<f;B(=KHGXAV-X!
z4O0@!i5KN5-bR(+Da5c_QGPgsm#r5LAMxE+foWc)gE;AW1omKWNfN>!g#A>5WNFi0
zTruv=Q~t6!_F8@bX|EY?(}sU66O*-XNujB0*E{B!PAYk<rE5x!RH2d)%uK2Z;(%HJ
z!bgVq9g;#G4^1A2ybSgfUl1fn@JYreGz9Spij-8Y<<ZibNGkv|W+H!#*EWST__6XD
z1ZLs!{lM&sck@x*v6$v!38#J`OBbPnB4qU*;3+_9iGlWsZTueDRSC}-z0zMyB!!wD
z#EbsQD?zCO*Rv7kMx8%KD(gZT_RLE{7=`=x&0INW<4xHOj7Ojqcm94CGEGDY7fZ2@
z)F89h-LQ$g^S>`z{{%{u9`D8<S`yCxw1^aPumM`*c#VDAhNc9vKlx0qWjbz(Ox5=e
z9I1^B(3_MLb`;%T8*z(X-xob(7ifk<@=D7V$=}Z@hF#6L1xkq*pWbLi0-FT{if=X{
z^jb=^x|W0BY3~yh)Z|3CIc>Ob{c@@0?~2n3-zm0R-2Sui=?BZ2=UXrA+S=)A2=CIb
zlb@_3$18FZwtf`P2=z3A?vWPCUgP;U9HGOJq1$2J<D2r~P2zZ$r{^!1tfeWP)H64P
zAgdEQ(q=R6)?})i756jV)0Nu?rQGFtJQQIitIzz+DrVWIB;;Xs7_p-~wZmZd)AAu@
z1i!4SsY>eYNpn1%(qukDSC>Z$K?##03A$_s81sHE(>p$D0p~vc$ZUA<s`W_E$|_d_
zcJJeIFC@9NojDilkx`Ey_d%NUMax^Hn9asE%5x}KTR&-4jA1|2Y8vs8T1G)hV`C;6
zV^hwBc#MIe&GmTeMg#p>r8E3WgJ84q-nK1gq>bvfj`Yc}>)6O@ZT%a&y_|o~V<SFH
zAx5%Me5Asqx^uE830#EHG0M$0l`=qV#5#Mu+6#y?ujIA<aCx+mD#&V+gDnnLo8-Rm
zD&T4;UBwqdn>Dj1-7aky9|3}ujmwq8X4{&^+48jY(zDb1n$ty$fo!{BUUTcj(K^(_
z4+pYaDqRbkARI`uob+s1=}#q}uytsRCPm;R=CYwMA<(Z!nQI{-jPIMCA_6K>gc7Y1
z6{k`0)@s1*c$N?=J56=Nvk`9D8SgznkIF(Q9=CUYdu={>cBil)zJ}!a!;5aJ`E+#Y
zqq2IR9%+e1_F7f|@>O1rsN?gN_ruy{cOZ)&Hig8G*9gnRgXjm-@<VS-SZ9Cf^ZtF>
zsHkkGUwM1x83Qf@C8zX!e+$tzUml6w9ir^t;`o;9Oq3b?5|^APO&AEYw>?RC2@M0F
zQDT0v@|M&#+vaglqQb$m$)x-0`mfv%ef8HCe9R{&cnMHNp+m*!x>%yx_>)3n4XXcX
ziZH9;OYP~w6NDiK_e^ps*~ZZ0JO3X#UJzIxT5_+{dvG<+?V4rijd;IF5DVHakr`ZF
z8Gbdq+}x(YkO2snc2ns%Y5NG>JviJuL)pE9816noPQY6BUj+(l2zK{5&aRD3*Rl`C
zF0uH4bMS?}<LCg+FBOf?f*RWADbMB(MCEewxs`~{8|t%!@!5F!u(tYiZ-dB}YKkOR
zvcsBLMm<Vt#a~l7Jw$Efc>{aoQQv{wT`*BZK)at6&u*CCoxIaTlfbUs@l?<$!H~@%
zll1jA-;dVKgO1}DwR6j^ZW}IB?GXk82!x-&JskLXiI91r$u(RuinO|nxsF?<XWk)t
z_g+K4wi?_Q&v%I8L?FO<K4c4EJxXSz4Fy@PC1kaP$^SvXkN4|a{~YcgGCCZODQ^+C
z>D#wM7{uG+*##ka@5t|v6|`FrqoM7jKexMEv654Y+>I%ksYCqS+R$8EXooHF`<Y4l
z{@kJHhofJ!ulWdSvNiMN47CvhBclpYc8~z7wM;H4sGW`_qJ6m74U`DxvM6b#pp9&f
z=v_D?2eCA)lh^i+j4KP~&va8pA6z8VxWav8?>h~cR%4SBMIF!~w$%}{xZ{m;?|m)@
z`-R$mgfSt2P(3D3@KaWTzN9$4k=tlNB~X>S;2Du)GFjCV5Wu*XfzZzlk*^L=^ZEeq
zBTrMewMO(7^6GB<o=FQ32AtVi*^GZw5%79uNiW+>6<iTJ`tZlkQ22pKEZgtyU*zrF
zn^V3W-tBic5kuOl78gzh5r&5x>r>j1NYd2wf$B8(2khBm6W9E|L#-50Z;~HK&Q0K*
z#65+>I$Ai}ZudlRSW{-&VrYksRyumajgHOulRyDkS><`+%3FUQX?a1XK_Pd(C)`9&
zBUP=3W*j9UC1LXH6E%SW?A~BX^ey9#$%X-b0g(@h+kDU~^bMuLJkQ~|)EGaS11C`8
zt86{3v6n|;ODC$^bl<V4=0e93SIump_18aWHJEmfzge8OpKOF(t^~e`lha&jVA0sU
zZ3Z9gu)TT-8Pr2zX3hn97zrx5CGs92sX7f!QQ3VBol?z~nJjsvUSvP<{0#?<#+Xq;
zi2V1kzG>=82pFPTA2=O%Am$<i`V|8e6{ypeO-0IwEnT$yOK_O_b?jfjX9k;Px@HE;
znGRZlCrZonI(;=ZYI}(glUbr$e;3jcwtSg|I{4xay`P0fhKnVG3&>9Cy0E<a>{&@w
zY<}90N|58lZtucQeW49|p6GRs;p;!R<o%O<nL&O6?xj5yL5;NQuUQUF|23V)Jg8`|
zULbz8w1#!6);{fFV|$fe-GVB|7qkl%&%>}n@NHT%pVOqH4-yN1F9mqRNhRd$P$uS|
zU#H(=Cm>~yVugy;bu<D2;lf1GJ>vwaR4!3xv1%~o`CC7Fgao3C`|pBOnDG1lNX7@Q
zl^ST5WDv*k+PI`o95(T?{h!LqZ;)6$iGC@tqp}#HYqWUt_+Myv@W0(R4k#mL4Qf*!
zYOFuY=sl1CY!3Rm=3yG0Mb9|1QTU6VvgzF@j&1ei-`9(BO1+CkzjhxzRVvitG|`2s
zvsFK#D^YXTe>L@DG3>g(IzPYjY*ZXZ9J2b8MM|p^OLE_O^XwTK#ptZ;rj9^Z$WnI|
zuxmfenKs3?PLV-m`z~@Ny}?Lis*vD#-N3}76hzM*fE`N3(YZFZd9)3cZxkb3Y&3S?
zkY9(_8I2qjwf^u)*BxBv-%BIsjC=m?4zmgDp~tKo-lXV2(d#Q3bpt^(!DgwzdN_rJ
z<S;||S8>T`I1XU(1W5kz6MbibRzqKtG-3yJbvI3akyGWJM&&Vs1yeTh=b>@ZlrfBj
zDChHNr|vf6nv`-@@4Lf_6@qP^M{%A5!-CH4K1I9X6`^(`Su@<&55~&1P12=v{jDh1
zX*+|o|8NFve(}q=crIgw*sp1gu$eiiTd-_w{@b!(Uq(246?xV$xZ@l7s`_B<>*iUb
z>!ZlF_Et*?Je||bkvdy{Jx~#*a*>}$SNuRf05IXzd5H9AGbsuPlBcJ2$-@*EVE%ds
z`&Yk^OGWc>@(MSB?Ii#cLhc|*R}o!yh3D}Cqa&=3Km2%ebo#Au-m;w$Xy~!w@$Mop
z<nkzyYBiihJ^qJ~Zwgo&SmNVly2TJUjxN^LaO7Z)+V2mL15>7}PdD@)Yr-+b@{8V-
znKO|s$PFr;+mgW?nP9rfbs;aUt}&nCPw_)WGclY2%o7c~ot`|D=~oxYB#9-U1)Qe>
zUK-rl1B6Gh(5y|1LTk#JZl0y<7(^*PBTrof`4w&`)P@$G^)mGZq{@WlwG;73RjvP6
z%d*g#Ftaddj3F$v860=Y0FGN#Bd%56sm1hxBdxmFaRF6}hg=w>_!ZV=(m)3Xh7cS%
zDt_h>2~bvMK=2S5ErRjfMPNeO;hURCzyM{-Oq2j3xc7jQCMu(-P|5*AekwU9TT#a<
z*_f!WAnB$TcfWG?{y*b9?p(dj$v$eEJQ93bIaJ%g9cJpgz5PtrPRZZId-N^P9W2j4
zb53$E5wi3@ec}%)($xv~*09j!kWP8ZAB`4~LY($XKVqkn{USIv+LbKo#;XO(v1B$=
zMEIF^^uZo@aLjnHmVGOO#Kp$Q7q<~81elpSpJ47%xD1hj7P^cTU#9A5#B{b(RSa}-
zHR-bQ;xt7av5p))*NZwFoHz!ETA!Fxgw&)+t2ng50~6XNRKrhr3W#zwMwB8F7U#`J
z>0~@|4Px!rm|Ycr@y)8!+}&I~&sLBj$pVJFUx;};kfdrKMz!-}FrAymi<gcvUJv*F
z7L0mbxI`C?Yd@Za^YSEVcVg?n_lBcTklD8nt(gJ)yPSx^0{Sdm{;bz@@3|sL&~c$!
zA{yzhr=gvh&LlLehVRU9;Sed*jl&5Dm2x%h0TxyB2sB>8bd))8+<Vp$rk{_Gj=s3t
zfM})(`Jcbo*|UOqk}R%h1nvzdqsj>cq#exhbZm&PV(|urA$uU=x$qqko+O9P=AwMQ
zIk+WN2^#rQj2W12{FaY+v!Aur=mZ%=<0W;KU&j*4L3v;$S5yo{eJx%F_3^u}+Ya72
zLCTv9Pm*=J#$UjwnXn%c@b5=pm@i{jUllTqtvV|;6e}6{SlA5`;jU~PEm9cE^hjxS
zHt*cX@GE75VK9g?91YZ;jTKR2H<+fD{=(jhOFN}E8`qhZqw!L@qSXbC-)7Du5FdtK
zRa;?SDa=!)0*D%HY=nnLH7igYUQ^zhoX-mCn5~N7k&+uf70z{qQR7Fv`3Go%8|4Qx
zVTMm+nOVezS6hFUUC@&+Y)g=xH~0sn2;wkUXYPjtqbIUXEbw$0GZ=$afGFi2*<L-5
zff?{m_rmCkkXYT;fBiu4o+JxxR2Z1@GY4B#fOIdYWex?r)91xcy;t5KBwlF9sN`}S
zOq+A~-t)ZD0uYs<16;8?V&z-5VFxHjo}oq{-|C|f0|B+!Z+2DbfdfYB_byMnaSN?R
zJ}bELzh-_r*0+?0WR3^Y=V_>)itrj~!H~Dv0{ws)uUT2j^z@ap-XJ^UAk_V3pC9w`
zB?)*Nm<5Z0?<HF40kN|je5rAKWzA`sRrP6fshI()f`BL*I54}Tj@uP)^eWu`3)@Y9
z7N+&E9ijC14nI8_GcWwIM{|7>C@JY<Q6hxk=O#X*??<F=%W;eOr}{kc1yQ<=nWS=%
zJm@^M4w~tKVy0cm)@K<<ATCehm>v_8WfSV*MSQf)yM+2rRB3z*pO+xi8w8?AQC0^E
zCk`jp$N~V#zhBQ78^0An>r76r6jZ^kA}`cE!H9KZ#Z*GSLe17=A1AVcrp}7B9)I1a
zy0Y&eI?N5Dt9XOh@byo|W!C0|k>O#8xO#8R{AEa!nc7W>WmV<*Zec41CEfbpYq^n2
z|Nga`2EI<p9?E^NJVt!1^Hoe_@lQz4f2(CXJ5|<)a~b!<-Z|a*{r4|Ak>`PPo8iX=
rZyj2iM>ue~%m2HQ_dlB8<@Nfl`cN~uDB~-El0rw*5LTh?`1-#9`6cPk

literal 14901
zcma)D19K)k*KW6Nx9wfqwr$(CZQJeEyldOGZEtOEZEyYU^9SDfCUbI<GnvT*CzG69
zSEQo61UxJ@EC>h)yp*J<@;_bpPokkA|K$ft!bkrUq_K>ID9HDJDZi%-_|F34D5>QF
z0`gPtKLK5st&#s{gmRUV6NB1=217<+%pXvp`)9(lQq^=7aj>&9vv>Vh1pyIpHZyWH
zGbQw}a<wFskdjk0r8k2D0U-pD5*1SQ+_>uT>LxYwyZQD{tvu&<IiBvF18H;!1_vOa
zI*I^bl)9;fVs)n7pGLE?(qulcVyD>j9j>3y*sP6xD<U;qVx?o8h=RR^SR-JGc_=sg
zFD+&>7Pr-&c;{~7%PPA%<<&g$SXdaX1?no!_<K|Z)SfDC?qBKS9cQ^lO?dH7h{nnc
zc}E3t<L@xRoc>qAAL|$W*Ik@Pw~4R#=phr9L%{pyMG*9DV_MH;zJl<Kt;N)LZ(vQ|
z0~U8yUi0oditxvV{=C5`^i`R_=b4BITULopI{&*`^~bTnpnvXo2#he%u)hP853hRP
z1C0&IHP=Z?=;n>_!K?#cEk-^xHkH|~J7J*aj)hkr)I}*4n3HPCg68CP**6hQoxec(
zBNN2l0OW{qe?We~cN%<heAR0AOAHObYI-5h_b$J3ztNO??c9^e+MCGbLoGQqp24q3
z#GUU#LG!NWJ2FBCN)<Ma*iIZ`D(J_yFu#uaN#FUxz0(QOOO7YfSz|11*Ovq0G$=fX
z0Un4r=&~?qJ0PDwx1U#4@bxdshH(AEU|ao1XMB-)D}y%Ps$Ra5AoEX7I450kC)Zy=
z4ycZ}KR561z>kQKw9atdxm_d#V$oJV>cln!;6QiFk?jMzPr`gXRIPe6QU0U_p>vxG
z`*!6%?WTWBV8Gz_m<U<7OJ^?S%y&lT-IT?dR}>olvQyiwNva>R&khSbGz`3N`0<Ab
zY}j=f>5}gdR^9KjM`Zb)kcxAfsvK;KaE}f=W(b56`f-T#Mc8(dy26(dOqoEM{v-Fn
zU@rCBkAJ4CSMDPHLA=yy62ofV=IEu0U*pMlDLNs1E2^OF{=wJa=mcbCW8*XRBq5;e
zueaKGooDrI$0saY>d89|jOb>z@e725;qvOvOo&8oh>G{l1cUUT5n&~eeu$sLa<?ds
znh;$m0j$bbC`Fkhs1YHsD6kQ_bmWKi+RcYD7!yTDng1<Tsr`q<bMDi9BJU|Rl?GJ*
z!9yb*8>}S;Y=2`Yt-!HiRZ?+0870)`C}sYZ0VBV;V0G8~u@XJC;i}8dbSA?mRg*$D
zYMbduaK8qmW{RKYOAhxF-#BhLcd1gp2Dr@K)4?tjT(a8(y?%69uycS~tABM6hXNi3
z0;d3y%b32P#gG*3_iXr@-|swl@Lfjg()Qhvdml5LDunD;CJeiVMs4?5qLNEs=<CD%
z%eif*l3+)lyP5wiK8@h{7?|&nAXSO!NtlD#;uyWj@$@da-e+i{<eJj>Y1n=6ry#ET
z$1=Oo@~&8d6jj$;G)T?6KbqlWU7Aq4CYt`%w{Y#1@bVKV=z+0aw9vcE3f|PTRa(=%
z&5ikHN&wGNFIJdhZIN=6YXTtnGWR*FWqt7yQ}3nkz_u~q$Gz7P&O$&>aq84w6|mH7
zBCXHhNs}x^A|=&KF}1G?^Td>BK}i68!Jz<UPT`{#Zl~Xfz?VF>>zm-JXs)JZxpMq~
z*+2uTw|3?fmlJICP2$A6&MglEWCNn;RH-o-A0+J3URW~pajs<L0VKWZocOQv9-4p(
znHiK+5jEiwsQudR`yo|4G2YX_52Nk(B3#X{PODnO7q9P(NS?2p=ieu@UC|epokpRq
z80Dr(vzYbk$Fk%Q@N38bDqi#wBMk=&!sJSV80ELs;vWS7<yS7#{N|PCpoY_CRjF}q
zHv^BmD%^Z-3L8~HSR(XdnD8Ja0!cRA7m=avZf-ZCP{TQ`Izei9v|k=6Z9KI11*YU3
zvIn3RDtYNPa=XXbGa%{STUu~y_>egl9M}+8x8Tq@pvuIdlY!+djI&TB%FLTNr@#a=
zDy`%MwSMfdGFq9bLOJdT%eo(bgs;Yg440sUVby!|A$pa_b$DU)y(emiPqAODpaze-
zc~q&`5EG;;u8RPs3k?5y@&uR*x^hwG%oG>VNR9{3aDM-MAuXI9I2|~4zJ<A3ZbJC*
zkv5A5l?)p{hAyN*dN5%hod#QFlqi*MR0nkhn7J^Ln&J^uy-2{SOEn7>)F|C#9^9Za
zL~OMICpP;cWjCjD-#4^3N}zk`p>t?J7@h-V4}bbbLgh|?So@r>m+-k=Q3p{9n!6-y
z$PDP7A1x?SB?Lj0NC`qf1B2!>Fa5Stl9eSxmG#avzzq^ZXu%phbIu3D-DYRYljTx6
z8KlQYxNF}8B?qY0n0}@oy+j-LPJeURSZ%%V4W5Ok^PE@6?!3}HKKnRc#OIs{ohUa@
zB0;Qx5yp1K&;CJX0?iUU7dmBzIZMK{fG=i&zJ~A-7_@_G!?7e1jdJ-BAt)Q98H<AB
zbWRz%wKq_TN*Oy3Iu4%v9N0u94`~?l9kZNot6(OxUDgQYwLJ2mxrD8D-U*woM%_Kh
zRQba`r&IqY=993HrhknuMjY}+<%UD8e<kwI?Bwzci2<!bgRO`rbhe%p)2rVZc<Onx
zWR3~ugwuhi3u`hX%~0}b!<<0Dg<p^1&^};ESxCIl_E@v_!<}k|sRx>H@;+*G#-Z6_
z<4}qBHqc#Y>4SHo)xNOu0%%CIBBvk)KM=+70%e7)vf%(7c9|7c#ZSr$RH3(l(`wI@
z2vdwWjkL>?o8`EMIj*$3fN01AN<!RaL;S}MBXGAn`aG`d_3DrKx%^EZ!c5YwHx^S~
z3Ged<>b{F0N^j-);RJU_D+(|}s3ZjXJCK$;b<;O8QjK>U5-xZkFTo-g@-#T+Awv>d
zkBi`(5R$U@Ss5*HHv!t#ucbV(HN=CYhx#|M_B}~az^fl6JpE&91#G`oXcHkA176J}
zX*ooil7O(8c_3za;f0`<MCz*7AGd`zd2V$kf}&t0hEe=#*rnBNuOUG$Sj-$3PBbQ$
zM=#m051;9rJLAIb7nDoCH8450le;M8$?5B<Vtr&EsdU%InpipR`SmbK{*YsXhGWvC
zXBwufA|j@YOm<G5ZHU4)BsiD3a%>_pVXJKAh-dL?{+|U5Lcb7;3LOfz2=*4rj22e~
zn~@4g`WWzB&xlTFg|!_sK2M|0wSyV;_NHRcsdGn#IQ-Z5s}5<Zcpr@Nbt6og3?65M
zMg5ltmOz`j=PK76?|f>OC0M*p+S32tVJNW|_}!1_Z>x<)<aqEaJ3w&*gBYK(uBL@f
z!YLp8v-L!HU&w83_~_39Gaf3r<?5xP*w8KLX4hh*r;llxc9W1Rz=f%b)g$_=j4(nI
zY6r*}Bu-C?vJ3<}Rt={K_6y+>jgp;!tzBGZ16DV>QgyivTmTn+Ww##J#6@vb67I$+
zMz!^LHK!YA-7e@Qr6Sf4XQG#^`P!)}8ky0`6S3e{c`;RZlWAU^ITf7xlgKpWHO#gz
z&Sd3NY-SD4%@Ql!RrJff1B6-@sH-Z)=c3}fXeJhm!voB$Y2k$dS7XHfVZ+#$?3z2&
zIF{Bq6ZA<LkqS~_no#9(Mj`947-HK@;+P=EsHGkRtWVUL@P@0+`s;WA0%9kzKt;Ff
zwAUy;;+e>=KgrSKMO>BNH}>U9Z}mmzpiRDZlZiR^Efs}kQFZWe9C5JXJ!{>a%(s=I
zey>m5{VNs6#L!*J4IS7hzbs9tfe@X@zt>~xXF)QmPKv><>hdqgq>gtY*4wZ!+8mv5
zHtm7##<mm#<dDGPHPR8RkfxQ823`#+qy-77V)b#wL*-a#)=5oOQ@~1y5_ZUusqu^b
z;O%GoY*+oYo!}xEB;uewxP<v^$kcQUy%D|l9uQg5TPX)OVf)295ub=un%cp^{G=Aw
zoOZ!%#3j>Uj(F{URiXhWJjh9@vO^joO-KV`*a*2X3K3P<Fh=NNM-@maG-q!y;znTf
z*7$P3Y_-la9^Ba^6;HrQ)f^DqNI-7&$z*O1*V==4fM8V>c1BuU69;8PkERkLLpO^V
z)8HppR6NP+UIU;Og2Ya-w8hLX#D}S6b~<5Zi_;N5*bxWx;3R&a$$v?a8;Bs{TJ!*u
zq(n|s`<A98ANk#hD3+qZyA-#f<Dsm@i)B(q`g*7mWhR;1Cl~7ec28ZQ3+h0OenwTt
z9Hgt7#i4>~?mz}L*isyOluQ)s*QQ243gXfl9mEBcJv7w;v%RIxW~b;Qn*5A-H#5Xa
z2>MCWjCB<H-JXTE$a8Fft=z>m2&H&F6_{n|oHI+#kfUDYAkZZMZQ>MRNGkT92^9lo
z?q<0J1prPWrys=$oa=;%4#WV5fzj_^l(aW+81Q^%Fa{UhYKX*Hu&gYGT)2IQ^%e{<
z1ZlE?(=Wy%Rp<&O=~<o^Gm2tN6av(Ua$rJA<h+|;HJDLO8yhT0ER&{9SN!V(^_eCw
zmX|3hbnxq$veNKulm1AfLqK|tLU((BzE{Moxgle2Ir_wEP^jy*)|x!rs(oTBF94_x
zwRoP;Y9dQ9;M!f3v>DFck`d^_7fIS<ovKX?7Rw52)}zgqp^6NBvqVWiha`QtfLVY#
zOH0A#Ao##9>y0gsyW-MZd@l7IjEc)NM2P4glEA4Y*$dc-dm{Y#VZ#klk*G|PGKe1h
z^OcR}gfDeK6Z|y)bf(a5SZK!yEA+M4<u(O0y)U)YYWJk_G|<>{7E=TOuJ`ZWA(<4K
zLt!v_e&Y}Aw~JUmmdlctN9$QcidXzfZ1usbYwY9%wP*!wHC}L+<z6MSYhkMS8Q~Nx
z^^?72ZOLfSza{1o1Sn11B8U~u!acQi=Cv#iYg!19CJy1vEc%Q!QqJarp_vmQCm5`J
zF(;g%!drieunDe%Ag`d7XxtOSFy5ipn4^BG(>cs3z)g@QX}*SIR^_61Gt@2D)=y|s
zMkqxDhH|YfuwDh%K@Wd;X$_*Qyrn2x)<`WjBX)Nz$zsDl^PV}A*L{Qg#PfG~Aa_bZ
zdo2VHl)MD{Krep5>u!ybVeK)eT(+%M9lOUw(v<?;g-&fDozo0Vf|h<%ky0mc9x7@<
z!YdQ2MlHiuu#q!G^cw?FOPVO7CdgU`)@Y!I2?&#LoDO9BO<}NGPl!BJi1aj+xwEQn
zj5D>Va3m*%(G$)`T2e+QXs>G;J=<9Fg%xV6Kx$A+4Vy5Q-Sl)j<;57HB&t;=)F!gj
zsN0|i@6BU~q>{WA8f9~j7Zh#e0N{T4biI8KOBhbmyLzKLJ)4eI94{r8FXODyk`Ddr
zKti=#g3IA_dD#sq-rEf(^0YWRk&TJdEMh>-1q=>VLWQWc!dbZ@N%4SW9=K7;uyx2X
z74v-il4<{4aXZDB9QsaHe<cRtg2LV(pd+=$1fM+P+=r7M1#J;<;R^a1>K!_GTX0iG
z`iCKveDwphf!$sHqW@G00rzc^ZaCJFneXrzmm;Y2nRZi+?B^2MQCwl+6Coh3GO6ma
zpHxb6F_~2AEf*sw9gKZ<GPh}^6K<IC=Q}c~GvO@VwxG=e&~oc>j&$y0=#s^6A2PcI
z`dy`(kLVB;WkJ3+*u<8H+|EOC6UK^%%&H`P&CobRjuu4%idLXV=;0Ow3;H03$|qpS
zXfD<+TZxkbX)r`_JVqUs8F?#n+G?VZd1X%*vOl}j3E_fXJURgMK@V{9dYFJrSzMqM
z(&Pg;ewTa^0T&R7z~k(KJXzV>a&}ZAM^FK<NOqtQwFbjDW{0L&>_2+tYrHv{0K62<
zpPT1PL0t1fDpVN}4Ubft4ldLXX8g%USCCdha1#ot;||;5hM5VY`)Q@SKIm1X3zE-+
z>n&xDp|WJAw<+`o&+~kP_~!nGT)L1&TG9<}hsfooN(~{<OZDKb-7EiY{x@i8-ZaAv
z{7@B(P~5vN8cTfi`uAU4<~Qet+;PXFfkj^z(%C^>-_8_GZN)oWiI5c#^yBumONOy&
z>0h|!9AOtTG>BJ5!ZH3>lfI}V@{k>aG8Fw8TA@AoXSG7@d3#&?obRLyk1g$g9J67V
z4|Y^HqJ%@BTMGwy65e(J&qeKjbY<_2O+9gmV+e20>}Rp_rV`V{T=^UV_$Ea?b6(YJ
zRdrSQ5AyT9QpR-LMJM;757Xt#RA453fl`A>8Cc0ou9<S?6coRO0#`B_e_F9(`>`7*
z^k9I4`owX^#~K7cU3vrB_RDR1AvPyl`>#gGaR}u)MO!BL{<zC7NK0wshstBe`Cmw@
z=WhSmLA==;n7bj`w&;2;SVFEanv&6QK6qcbZ{l#Ucs>R%2=%a!5hJIfpVz16{?0s4
zeNDm5`_O&(i7Oyf;xIgUVipN#Bl=4;TQijD!Za~Oq!+}ZH9TI-xj1WlV1>BX!-Gyl
zT8@V4hCu8I$-EV3uOH%GH&&uBmbpqa%`IvvXt6i;HcdtZ8m>r04OgZ<l7*PLs*9nA
zWlC~vSpCEBi#P7Dwph2*1gdP?8E$OLgW$sbY7kUhTG(W5)za}Mm2S&<lFF9vyqx~8
zi&VPLZ>!7&EoLd7#R~AY0JyfV@o6I}?^)2uPu5}{Co8zD;^HgXxa?wm;!(&&<_MUn
z2?9-t?kUIZk(UK;(plTCAGIpcs!0aE))<Qdc8hObQK-mRlDOzVP1W?OV_I=L-IoqZ
z&!<`J&_(?#>>#CYhzSnBGr6Gg42t73#G0$gu`5|ZYm=tu78{!`5$f61+_bq0b5T61
zFpVju(Lu@DY;?l!u+zu@;SLRx1&-jZ{%{-?%Ht!rp4)<Kj3)X8Zmw;WH27XZoCfM-
z4U9^fs?){|I<UrVdz3Mz{n;Ge!_D2}P@n7lRyv*bw_;$s$C0!<2R0`Wbga?CBWoG&
z2V<Jw5sj^0SE_@)FO$o~sz=Wm<IgUg%+hK6FI4jDj@;+Pe_<Eu)08l7Fv#qNHC7kl
zBw4&RlLd8Y?lfUjuGf%@H6NMitnWu6*(n)jo42axV$}A29tI!#jqoVc-<1g|7_87~
zR?oUX&y?(td4rWN&qkV+zO`$cS;?4oz?O^m6N?sdolH~r1nDT5og|9wWksnmc)87w
zh?t>dEnZ&O1a5ILySlhVa;dkj@<@ULF9P>#{A?dL_Z{Acy`&h^xpv8dU@t>jbLr)<
zCv-Csb+upcg?7#W^q_Q^Ud}kHwoN@ke5Z>V-kYr5KhHB+UULt5bI;RXETe`e#~^D^
zvK(1kULSY9hkp;f2I2#zr}&?!dT$Fcm^>bT>seunDZO;Pv*%9USM>?g<h23#aHh5M
z9y7_?SyiSoV$)ky7UBkqsVKTV*qS`t{@&pb3^&7DSxeOnq4PRX;ZDLPw^-7F&P-A$
zFnZaBWaPPNy44ETp|x8@%g|w7kg#MFJ7=IIlqE;f;$MrBONCy5RmnWW+{q(GI8|Ld
zWvvm!&k!t5r@HeY8XPawqZJi`;6Rm+m$iG*KcHrRvIHMP)w?ut?(8jlHNY~d_1tS#
zNZ8NlLd`;i{e?V2OC53(V;ptbf-pmhDcf-bQ+VHb`Mbq+;<)$=Uf-@w+wYIZ@8f@$
z3R395k7s2MTV_-39}jsaO?AFxSJOcgYQFzALM{I<!_`klj@Ybpkj-DNG{rvs*PvO(
zi^DR5g}?<VDIKaT{a#cys@J;|#DwXR;R>?W1a67ijFQ{bGSs;KNLrCmK<#R=OX~4H
z>}G=~4yg+d9kooVqt*Ve`r4C3?$y5an8t~@7P%%I${E460k@5{cA%8Y&Do~><<-v8
zUQ)9lTSts%8b1-qe7Ss}HTWs%2zE#-I*evR)LKuN<H7dYGi<hRiNdp-A80zI8oqkP
zX{B?R*h7R{#=0A?F+ySEm@c>x?ig;sqFlDm5WMdnuDSi42`TOx^}IKF?^!QXviM3(
zo7Xp{v3loSe)^C5w2t$ZIx;Kv_ued7`Z3vRQTr}9b%(%}8Aczv<`?25Ek}u9G=1z*
z7<M@(JcVV}T*CFoywdjTMxQfT3Rh*BO-|$!NxdKmNL5I2V1^MrJMYKxHty?W3#&Sm
zYpWKy!cRi>;TIiQYsD3FEndDZrL`}{VnFHc?v*(_8NVCdUDlN;(;cl4iQW52E0D`5
z!+VxXfx!Hk%9?sUU9o5pI!pV<1){J=Y@8JGD+PFLUw^9txL+-lK_+m2BTZ5>BpF+W
z2nIvBUZ62n6AiA`Sv$&*HkcXe&;9$&3D>Ir6h-c*?X^y4vU}C?Ni%9t`WRdEKA#Pp
zG*z$bc}4dtjlq5d!DocsN$zG!cZaLIx~<T4w*XHSQ9EYhPPB{62ZVy%D7?4Dh^w-!
zG3Rx>hSTnt2eaP=Zq4ulbKDvi^2LBAY<59dzGU(^9t@8|y4mtN@Un}-?97R1A5!XF
z-=S@tbA-K`q9t|)WWA~Yy)|JcC1~DEEsS2yTPNG~aL<Z}*pyj*iToGqENC7NK#NjY
z#uha{sed!6LlymR_9QK`$+C7#?+>z__}IJ%MQqg#cqwAJ)`|^$p^@T9CAi98=DVs=
zBSr;1{60)lp4S|`10D)oVLa-!#Vi~gb4B#wAI{;Vb0W#g3-)apzcX#*`BKWZ9KkgB
zUMKtt1Z?Og{$T&vk@)xsp#$JX0ymxP;n?-#WZJwe$ewi;q_v*^BsjJl)FSdp^Ds5X
zl-L!R&^5U6O@xb>`#Ci`Vy;GeMyNI(zOz(w`@qc1M4b_|oo(IJH{2)9ZwTLq4wOP>
zq*Y@R=s$eqh(VvJ`Cpe8ORe_KfTmHH7ked%R{_1gzQkQdpO^!{wcHa#PiAEilDb#K
zJ?pg35a?qWugZv?Jn}!eBK%j&<|>+BEZH=plPlxr>3QhhOEM+M+M&W;qw;z0S9Gje
zwRQatB3(DG=%J(W-IzYo6!@WxnX)m)n09v?!%jYK!&%+0NpmvK5832gAiQ_&1=ceh
zf^#6$iML(=*^x8F1^*tRIpA5^>^-hnFMhTZIT^{VPR(|$SPV!iCj+O;jUpgHkF4;}
z*(lJsLYw#Ft1rm(aHk)G$n-FgsbXtOhR7k4AZsZRqr~@xU#i5exf^DU^LiUJZl~U3
zROC|3lNF1=xU0}+yY5g0yVUaipi`D{mPkupIDjTIh`F_nlq@D;2xi%4J0Yo@z9=Do
zj9l%b6lMp^zAQ(gC^TQZi0&n(wmf$=dxx&8N@`S})1sX2%P_^ltg7dFK}A$OD$wWw
zY=&!yi|8*wohJkhIfa&5FK8iI#B6n*rZ0g!e)uBJz;+}Xe0I(qGL=+A1K9?tmb2>k
zXWq6H&s9*p87|&oM9qjPd!d^?u{9`qw38Qq{%vk^!)2!zK`a^3{sI8y?KWSo#)D89
zIFjXJ&-8?AjQ=d-XKymce;Edq!<7DWoZp3aV3a>(%V##V8JN_n@|`v6U2&>g>h71S
zn2SRdO0gT3H0~a=fQ>`3#wq>_hF;3?ObQ?`c+v&X&mPH-E)d{gh-wnJXpYfc<sG-7
zzmF7C=<M)d$ZE4c0-oforg(~-X{BVSsLpiwDamI_vgD%&Aoia@C;9mg(&!^BdIWdC
z*(ijPJ|Yt}6~r`D^HUhVw=}uBQ|#b3$F=`G#jSu?WNXKR37!v{nG_*Kpd)HXz?4Yv
z1mQkmtQa80_teM6md!3Kj4_xNvgFe^d5gGi&eGa}XkhBm&Lo`~Om1bMx6d~EGy_)m
znI;_{2YRL%jj_4#{>`wGy=?N1K`x(nJ;To`O<&4q*;HG*Y}?X;cHwJ3F;|{P6$ZA>
zeN{zqU|bDXYPuP~t{V?q;`M1BV{`D`g2dNqkJzHBImeqRbWyi8P)~LJ9Mqq%3S^AT
z)2s&_L=no1Y%23)(=H!%sW3ZlhUDpGk+CLn;=1L9{)B9J%5^z74PNkBL^$-W<Z&~s
z9y0CT2Y%V}0VyDJMdwtV^dAmR_N8ZXVLO1W33?`ths_z2SK^AkwZ$?l31tX2v}50|
z*6d#^%KmpRT^)CmQ0)(W4i@)ofhu3-e1-en=j^kaNfjexTCC)7a>tR_oY5^5#Ful8
zecK=1W5SXSnzUYP32>l0^+|)wf*RLb6RjyUP^svuJsL2L2Np3Ex{h0DIM%6+4p9_~
z=Ds^gBw)`w8>6PW1#Vn)hxP53zbVwX@}NSTj%M7X9I`YhFvqs$P{<WvJG1rWnK7uc
z?I~-sc2fMv>zvLiMZ#J5dK)Y)v=@08s%9OSy>y2W4ekizecgVocbT~RdJqV_4%N7}
zmfHHiCTpyZnsqhycpWL_Z$&nuTd)WEjLQr<?-F#?e?>rnM-(lUsDElUEgSC+gF{(Y
zXJnat?(|gewnUpPE<WH8tKm7`^EH31eY{#jr&4WfCcTbn10Q%laG!G9@FgQw&d&Lc
z;Q4ZJzGz0aptt(t>v%naC2BK?avDDKnr`P$o*NG?kAK8lR@~tHd3LG~$4C1O$0po0
zvV+z_Ir3-KIV-`~v_uvzyU~S$qE)*()`Xiz-O&McV521rPOX8MiiNQ4ZCtQHA}&eq
zlA5S9D>c7b&|Kd+H#z6zfpVXN?*3#@z&sJdfInfi$~3@(C)BKkMoS2oF!J*}M#i-l
zq7mf>k(#<g(y~JIAb+Erbx_2^gIJrWP-+#VDmwvLXLrFVy82NLH7pr~7e>>8eAN1Z
zvSWVe+P@GD^Im1DBbxBMJ-gO|wHn9t^l66gqBf!}2W`n8pDcE#MWgV${*9K8KhrGh
zet-8L9O4dy;384v01XZ=r4PiOk&eNhZAKGF@IUCF$=1oCO9+(<UwAhMjk1s}uZFB-
z;t{O`Y!wTH!MUrne)9p&x`XNA@~F0V_1LRekfdK5moJsjD<Q*X2Pl!W>)+qlar|wl
zerNUvP=M9gQnL4$Ms4ppyrZ&{B?LY0BHn*mWF@c5(F9@P!WNWPw#<O))@m@Q&S|uO
z(tAsf*u9)D<9eOsY;O&GJar?KXcDT?&Qf_~{`Lj|!HWG43veHyeR2KJ{Ch7>t!m9}
z5C+$ZPN-_R&pj%kC-jH!gG`wQQTnqMiFT22tZnFNsrmCt`m%z-<m}Ddf-GGmT5kCY
zf*Ed5pz8A}PRef%ZZLg9a1`lz)udm@qCvtOY${`Hn*QRzn!Jsx0EYQf@d(%-s(at5
z+Aqq_ZhIt{g^nz4Y*AvTsA!nB<%yBswLg`MS5ALjZTK#7kY4gp95*Z2|JncUN?YGF
zE@X>>XV8qwRNZ<{TRi<YfdtnN?|1QEH~O+#l(DKhLbmtI{=(*N3yrH^#icE>YIIYK
z0!8Q%BM0e1`bsIyQv(mDND}qel~w7NuBWC}-y@IT&P=Kufz(iry>^x@>Bzwog#B~|
z2(jV;sr3ucz`rO-7>O4{LYKne2<s7wN)d5CTv6-aHxP9E9k5;ktU0cY!b!wn2}0mY
z$Qq)WT@PF#M-`=;17XN4DW!@EU{b+ltD`yh8CDt&FX-0F=7C59qM`QU<>C>!5%VZW
z#MXp^zZAxlH^7vlc3>d~S9>`vkP^kTfxr1bi#bj06hr3*K3)y3%#OT}s%G;H7mrj(
z7gPB-T-V%}SqCXqi{}%cU97;%83oydP0JI6+*K@h`4u8`oX-CU_vH{nk9408erj!)
z3MHm6Td>v<neVgJu+^Z^taUn(l<jyB>~bBa+fN20`d1w0M1`qv5$1WlY&WOTk!*CO
zxq0l)Y-e%2057QT^?Gg9;i|!)IeyS2%t$1}nt`Lh2Tzcf;w^UirLKTcQS^C$wRPVS
z{n3|VJOSc!t0!=G;yc-oS!PIy?Js)(D1%GMEv-}W7ypF5RFBLK#0AJhr?JD3XMxL5
z%*$kk%4D5Jk~jVq6_rCA{`ZMi{)Piq4ziH$+W?>FMsm0F><cwsb(O3NQ(C96?y|kZ
zzh5v2f+nRZQj|qReGj4<d+CKqJUH&aeM`Nm7a#q_S@kicA%0pC0)JuLwJTU{^FzNa
zP6{ceV`HXdjm{!_K&7@P^_%m{Qx<aAd07Ktuu{`SzX|ylQCDfHp>@<@z#W|S#matR
z`TOQ9mu)lndhQ(sShq9`v92Te<W8`aZbWW2iLFPcUN8Pv7P>^YSMVZ#YuM&)N37qA
zTLgEn=OlJGQ*E8F3iVA4C7n`%Fb6717LIMNG1dh`mgx%{p1bb^vYZ^UtUQ4Bu74E;
z{xONXktxVhmT-`q7}^gMIB6%^iL8VfB7@58qM5DwC4O3UIhCZ}GDsN)t*n~vN<zb@
zqV<>w61pLCLMf`i+TCm)S}qPbI4@&e;Q)yta(Jc%rnGIRv0xL%terO^2HLP?T6Q|I
z0@^rvH$LFGTT$jb>b82fq~mb30hF%<H)fhDwIw+g{23gGBhQ~fw{kydQ+MQ|p)177
z^xJ}(G}dgqLr-r(2LeeryggDTaY82%C9UwFMAT~I^V75L;Ok|k;Y|!w;j4`9^5YqI
zvvy}J7w1H>)Q>1}hQ9LUmynz!dAwcyK{GkctbOBSa>BZfGQMX(xT}t!i&&`s!Xx1{
zsUt>UER5+|Ame0qoDSd`GPDQpQXT**Z#xQMVYuv-Pk|(DqPC*L1C$kx2tK)7?DB<_
zUyHRmX*GXw3A%T;CK2T5?#R!AUlJ{%C>Vl9vQB>gN#BX=y4a?y&VBJS@##(6um)=l
z&r`FhCNWTRHK&R)F1kXygL{@t#~w`ErsFwDru~uNE69i4;rOef!mDL!<kn#Qc}W{Z
z3@KJTgffcrYsbgS^}+n$Xvzw`+cnVCna<jqhFl@vQj}l6^A8qd69V7s4d(-GvkU8O
z#uW8W$>*@kFXiwvn+;h$HJ3*m4Wt?aneL&$z-O=u4vb9X9%1C#q&0-*Yo_V#<F!w-
zkQ_LeO!z{0{e@HU(`Cmdf>2^x!XYct?_fp)FdQLIQ2M`qia7o5{acZjzHn#!VQ}=r
z<x`2?uw_58pT+KjR<P<>OOX;<f5?(NF&(nXWK$|zY;fo*8%0doifqRy&OkOM&i&5%
zsT?o@Tmv#ZE!20N(YKgLBm~1*9oI=bC0__;oWNSwG_1G}q|1~r{#<u^{JrHl%hml@
zWpIST;0el;IU`Moev?~RIVXe}MpU-z%hHzXB2Tal+~v(N%j&Vt^-pg8-JcGE#-7g<
zq;u!~XI7)2R9?IuG+9`js1qx3`t^&W6j*<=$>h_QAv^@IcVul1T)*h?&I;UyI<t3l
z!LGn5r_5(U%2)q&N-4@FVv6d;Q{MoNb+kY(3MnAcSttAk2A%gS%bP${;YpcXV~W$!
zVt*P9up5;A$++=_&+ZMQZV)roZCfT1ijb%Tw;ZXYq|To3EF9QA$hPR^Y`eGYf=Y<v
zZ{NrSssuT>$6owOYrnoL$Oyyz*y@fTTH-Wb%Zj_AYV*4$dMYyJ=vdN>5d9q^)nv#B
z)BWXc(Sjd1v96{6I>K-tK;M%bPEG+6oL|@6OgreZj4OtugzEIR?SV4F)W>=F6FURG
z5|-{vd7Dt*3G;j)i>ZnOh#dlp9bpM$f2QJi7a%g%jni~61HcQjmCa9`MrwXB(!SC^
zEa7!<oK4vI9iX3#8ahR49eaZaTx21RNhs*62T$xPH;RC6B^p_dc+BE|aXfI|T6hs`
zAK{_ePIdB9w$)F_6LzGoeO;};@flx#Av#)4k6aDn2Q3rP1qk614<S_k9vF3M>!8#E
zRkN2!;)q_r#uDRuXVsYa=YF0Hlig4pujH0rzZ?V#dH1@Ml}<MRm-*ghM!8RdI1Rd@
zdgx6ZbQ<(gtLqE;M+ANQ909=Re-G~)->(N<zpvMi+jNt+@@!)yzlIk%%wM)!U1=5u
zK6JaCAI_pp>qmrBF4lHjcz!QW!xRGHq*5RJg(c7@j#c_$K)Izy144?tSgUTpW`?k<
zc6s}v&H}N_?{oT~6}zYmF{0!)plE_my1w<_=!=ANdT;^ZbR5EM$XGbXshvp8H(SLW
z`xzdW8Imx&m8I?Ce3U%DqS+y~xzP0h!I@q}tlStF{UA6Eq9pR#?LjgoVmU?fGklS{
zK<elX%CK?Lih1n8UukPbU=?)|r3AxtuO{ifK@LL5?A@ZOUeQU@QWLh9m2viJc2eSr
zF(PUYjFFnDQAcl~_b(2;r^Kyz?wBV5uT#8dD>|>US{6=orE=*Ddg`v4aek*n^sna{
zuXkK0^-swvmZ{M9A8j#A)3{#rHs8D9={`F;Qq1*Hl)`LfyaP4*zie`Y);{rF-?X=q
zT%2TbgW1M{Huq4J?J}j3X_eYGz0_P^Sqs>N<w%CvLwy1J*AOl|>0LtA;m2I<k!{4O
z{9wUHJtcIoG6hGgquSBaB6h)FCF`=6c=Tw(x7b_54*;KU>}`L(+B;d<zrwohKhjWF
z;wQTJQF&;~^})z@zr{rWL?M2X{J$8#gR<Uk7@a`Dxj;nbl{DCR3K+v^D~zOQi=>Bw
z9_1QP>wk_rkEnmG7iLylFXRSzyi=9k2E=nmq4YlB(Z9C^6yb^S)|<h35IBK%m6b{c
z2S#$5Z$DpUJC5O1`#dVucHIhJ^Ss*@GG0cvqMGc@ay|3z>$3Y^;f;6Il5l;UZNCgM
zigKjA+JEg^F}`ALZPi3%Fc4~g$GCa~YC`@dPpA@<72X+0L5=Xc-IWX3hH%d^AeFQO
zcSB{B4;>Y&|3e#r@PJGPmMda9+B2dZE(e^f{rt2Uu{6ab)cx}+iYAD?uNncj3xAbH
z^6U?8=TCr<6BbK9oB{ML>tsD^9dns|%ycs^5H+yv!#V4XVAK%0Ro%J|2)1+~U&q0M
zhRad}^D#uw(Xr@*zM`fsTeIk}or8}S!=TDlwXyH|Yi!T=?aRL7jwA8)SjKw=C17~=
z$jU7hfdlVeqd)UGMljc+p)bYFCYJo0b0op2A*+Jv7prCc`(qlj+Y{89*B_NPLF;Dm
z3+NJ(2xZX+s`|?qTbLNE(=CJv2EuJn_l*Zj&b&&JEW$Fux==$r@GL^!X`Dx_w&T!8
zDuW-@Pm%u)a%+{%^Ylos6B&+fZUydj6C4a)q}9JPrysaX?_8?yA%Zv<*+Gjo|A4rM
zj`{m2Ys0v~5`e9%F3I9Hkz3ZSC5e0|Z*#=sXk;@4X>xcy&``0r8hX3B>QoH01Daqv
z#cHo)<0|J=xx}P1Zc3s4R+hOxiHiz(79{9X(l}v~GW1Ahk-Zbk4@DN;!6pu0$gvj!
zQt#Os?h1zb_6avC=aIHVO5u()K||h1a1wPQ0ZdFgFxmMIR?NF{>=ky4y3J+hnVKtf
z<{7(=LIA=L^HnDR`LiHQ{21Hrj|rTDPm+i_iPk>IXKY6w0O|S%g`j=l9;fbM*nBrg
zaEqRckn2^y{s&JylLi?H2B?<Ct5<*baV4h9mwpb43PvQ=hHnRo(jUaBDg;zAJEZ=R
zn$vpJrZ!;xgh<*KS-9WV%Nl=2=HFx)Z&Ht4>ypni^P;8eC9>C4p3JAuoMt7THX`%3
zBJITpPlSD1d5E>hBhsn1J$2jjT1D;TUtE0Z#S^NW`#zZFQ|{1shpu3QE(1BSP2VLt
zCI`C5&E<?7=x}k$xqI_P<{#+ZFo-D`_aT>qLdv&+)vLP8-?hFJ8cy+IYAUv~`m|`2
z!R6^4O5jpTHBdtHP=k#wrZGm|LlwM^XYcFxVFE^P19^-OF&qivGM&3Lb6u6tzNjGD
zCV+SMf@j{)jR%1DOGr5%BGRQ_y5ZaqI7@u~iTi#isa<V9Yia#{DB^ks`0|DvV-q|M
zU5VS@j7y%gj%Eda{L+Tvco{n9mhI*aLOA$LKml;4bFp?F_&X!_B!)6MA$2A0x)$tI
z%ErcrLq!WuqvF`8MLxO}DIBd!wI)%w)`qUNYbHn&(n$U(nS@5HLPzyVOoB{9=g3ic
zC((KiWtPl;-D2(W$)oWxAbV)qioy6g)M9bnHOhm$5<Q=Gr)P!G+?~(@U+mfsm9Gb_
z#e;_12Y;GZxc&vnbc5WEmLgYMq1%-&XTt4L$A|e&X|9l^BW^Z{jdTW0%QD7`Ji3tz
zh3Ce6{d3o1-GhJdJirITXV#zWeb$ezwxbylgbVY5TB77fF|2RM?BI{n?d!S}uFyi9
z(hJbv4DQ#s8Fn@&N~~^4^}1cE5d9E~9BOc#s%#IlLYiuZIVxOg=iQV@4>uTyozp7n
zQY(d5s<V-_!N0l2F7HX&FUSJsmcRrIM-=Lew*|T(morH88^T<j;n_2%i=%|nF|lq$
zT1%B`wof~@p)I6vrX<N%6KJ(WEGDp@>GUKlo+4cv`!<0#4Fkj73md&i6bb7#uQMvF
zh)HT=%uUCht+}t#seG;^7k%$UrT%}p-1)!thADVm@S&rGLa)8xv3oX>j7Ri3vJ2Pt
z^d8YOn#tyu*SkihD=P6%p{8x<8OZfokiC&~x!hF1O_qnFc4>Cj-QYk|Tu7pg2Dsnp
z^K5n_QG)rh=1k{~S&%sYfigb|liuBlfquOtsQ^th<6xKtM=B{3EGHMPD@!hU2|tQ}
z9bc62=$9FumBL6RG8mT$y=J(Y<jZweNEQv>q~$jKk<Phq3v-38Y(9)0Gz>NxP-S+%
z53b+6sa}HTy))?T)o_c;T)Ibow4t39GJ%*K<|Wc{7((fJ3IAX|x|F59jz_i1AsgGz
zHN4u5MA6TB%hJ~)kVz9sPnSB4z4xKBDgvYX3(w=pBlVeil?zdYA`5y(GB&Mwk6F|B
z&!!0P3piTuFB*-XQSpOI=Uz6aXjeN2hxxFbLVR)JuRh5w9T>`8%uC|c#O+W>d#{ld
zjTq6orX4hXXh`};VgI2SOKMsRpWOjRicsxF_$Da@`rSs8$6`)?0|y?H69ZQjv0ENT
zWosWP98F(`X%DA2zSvF958WMUQyi7Ea(9_4Ev5L)?JC>WDDNaN7|DJrZS)RKR?E)G
zWCBEDT@}{*14@e#mEA9m@LIlo_Fk((gw<gBIj@Qq(o1(CM{d9=qu-TTGngUsNQk=6
z0_*?z&6k70G)di;#B}A5jonD0Xtj>BZ8Cnk8g^x6!#5?{4OFwLp(4!&G2x`0-Bi4q
zb+bHO+QgkvKd$SK^Xm`luBz@R^_=1As0s`+V=vH0X2;0~%8fNYIC|=lA&j07_+3wo
z3xT^$Tfe6hM;i9$?Y|=~`pqd&N0|s<rg*Vz<qu=|qi`f(4O@3E>87*{oH^fm`Z1m7
zUS7K$In8}xoNg2r=`$*;=f(1LhzB!K*oBj{l)+B(5VTFm@w$I4Z2zvdHGHYm?Io`I
z;&+*j@G`DE(czXvj}Zb84q-6h1~)p7g|>{;((BIqr;44_ezxES(BFrOd6(MbEDd=9
zl=R$~CP#FOHiFdNlflmYrcO-ex$3&>q4B+Tcp}pr%x4685pddmJ^#dZcZoe`V*n3z
zv$>~h@9(`fRj<hH^ga;^NCVYUdsl8*Mmy8+npbmMEfS48FE48Btf48Z@#*3HzK2&!
zLlc<G21M2LJ%Nhyj#V=Bndw`rcPKj(O<`!bx$8uz;*KzB)yHyL+U+zZ>givWbXyw!
zW@Ol<bIU%YWH-=Tyyey@<?M6Tb4!fINp{lpSg6u&QcGM_<2Wi$mRWWGNwM~p6kmUI
z$Y6Tj8PD?2y!w>E-vOmB)&c)xno*5s8dS@6XtrQhI%P()<hs%}=RTNGZRFi70iD7B
z_33^<y<&@*u~OZjt}rNSmkN1Etf((NTnj-&UGLQBSSm+~i581QAkK6GyS4WZiS64T
z2NVa+$iL}jYCo#l<B9oLqr!P8o6ZG690x+(*TJg5{t(VK(6&SgR^9Vn{NtYZjC`W^
zEZoPcvK~j9Rhg9$1@u7=9yp*n<O^{)V(A`@E20TbAvexWk4yLrP1yFGUR8gVaoo<|
z7=-EdMt<VK5fx)-_jT{3lE5X#xt({$Db^;Lx*b8d?KmtuSE~`$kyu6}*I}|S)IBMa
zx<Juo>W$g01U1wu4dg?(o}({ja9xG55_Ctl<OT5Q7(8j|wsNcDnYrW(cFcd`C$QEl
z@y=JiL?xL6K3S|)%Me1{9u?6_RC5)yq*v%nS*D+H$zWAelvE)msonG-MtyAqt~b{{
zJkpvD&JpY12RYzn?RN<JX<JLi{m~TQRhC1FP4pt{lYixzB`oJmb1!uN94(}#tK4@+
z7J20<N|i*2{!sm`A5v_X!ofFQ^gQLoy7rv+l_^K?DW@&LpYqJ4P^a7O6i|FH0J7%~
z>J$K~g@B0AsS+M`c}}W(*Ft<7McoD4uLk~6j&Fiz2wAaNnXp9&!!60|u8u!28@)67
zAIk*s>#Og8Tw~cBG#0inq+kV+6CmMaURkV(x2<HRklJ&@%y=QFlUgsv&|RBmpmr>e
z*TPx}!x9mV`|O(x9)F+CbtNXd<ppo^byQ>PGa>PYZF^m3;ll{xDHx<FF+~fWtmbh^
z*<by`%nRQvMJF}Wt;!;GD6S~`RH%EKu+R?^^TKw{tB(qNGw++8J>ai#>c?NWY5udY
z=<COCO_1AskcL?yt)G-r7!C9dh5*W{@y*J)R3WV+NBG0Vb7bao*m=mijQ{Zdap8K6
zQFv*+;cVX@23CCg6>CR0h*}`{s)Xu#5n+Livr-jBo{&M#ilPMwr)FS&4HTUS5h0{U
zjPomgwY<l1KIATA0$FStJt-2kA6@n&?;<e1e!}5nmNCkmT5d=e#X@R5(kUd2<1{tI
znN`A$MZ>)pJ5>j;7tmLgr<1~hnqNLAF1zA?PwiyC{=z|l^F~|sdr3+T8{r=bTLu{+
zD0msTVN}G45)@}b{l*NzM*3Og4#~HoBs3%&#E-U}Z9GO6F!0}!)D-2#X?41nb2-(M
z?f&CIg+NSpnrU4~K5{FrR(ym328V1rlm;{;7Gr)4)<*GvX*I`jr>PnEQEcjetj5EQ
zBTy~#R#Mk0cNA6LR<4S}WWi5);F5hiC7jpEK;W3khZG;wuRb&!7Pc*R-}uOG`Ll(e
z&xfB6R~{_C7xhkMA5bFKUVkbbOh>QZP;%uL`IkBL0;|@ZvN;;w48F6Wavj;}wVlWH
z93~hB%B6YrVv4JQfg#z&otERmETdJ&Ea$wCTmeOK8H@B3S`8WhQNu(YupeYN5l|^F
zK$tAQi-K(dw-W0w^@j%aJ=EYl^j;Jy9A6~+D|xX&o|Hk($#4SI_U6f*nInp-A;*nt
ziPe0mJr+H|%LbnhuQigRg1nshy5+-~5y?D&cijk<);<v0xb2fqB=0vPa)+-2%!v4u
zCY3aKw|r1HMv(3`9BWDjO!@y<ZH@OhHzLgzqk_J?6$N0RvmtzKAzaTne|3{u#v1Pd
z&bt0|f$fTp_|O&V6iQGjN&LT{=HjBi1yXnZY6V|;#0Pnn2fF|q(J$(8sgc`H+o!X?
zkk$RJwm+k5;)6Kx<Db_2zAhs1d&7?PR{5`8GBC8b?#D^SG)`Bobid@;KlW5^w=@W}
z1%1bOc9?oO``iz)ZaED+_7O@@WA6U8;F;k3PnzQYhsyXr+W3==eIxR1+&A{MC{z8%
O-jouP7p)aG4E{giM+Un9

diff --git a/doc/_static/histogram_frontpage.png b/doc/_static/histogram_frontpage.png
index 3c2e5ad0b88cb7a5a642527e326c84c8ac164af9..2849fe612f4f3de9fe3c357ec8cfb0e2abdf99f6 100644
GIT binary patch
literal 4701
zcmb_g_di?h`%lauDt5$3(_yuUY6&%ynvYSmW{rqVi>lU+5Yd_)_Et3>YCWjYTB%yK
zRqfppMbT<ht?%h?-#_4UUa#xiuXDYxeP8F?_qm_kG}h&0N3erHAWnU~8)m?`1W*rz
z1-OgBC}dz@^2h4mf&f=2#Q8Ds%;u|S?GFNR;r|l2RHMWL1mZr`zoB(2Fnen*#Fu{}
zjCE(*U>RTSEa>hR?OY8OM&GkB8T<6`%I*cxh8Kq4)+aOi>x@)#9u(*5pZaYm=05zR
zJKFnT*>9y-!OwN{)9;iw;a^Az@(<6#83no+z*wxD=FlZJ6shvUUUP`?X=7=-T3d8^
z$fKdDmOtUHs!@XmZ#8y~zisBKg?t{f@q#^5aH-@tYeR!$&vpN=N!nY?P%8SCbaY>z
zL13=i&*2-|BQ^wYZ|L~=xa1{{hVB0lQ~;fxw#kaQz<%4rgv-;@6FXNj4zsYZVCXr~
zE-NeZ7RxM^Tz`P5udhEn6*}``95$E}X>t3uJULm<^p1|7Bc(^aTn(lDWfbDO8s_N9
zXVoNTb$Irs#rJ0EK3-h9vkfC_E9+(mqQ}tA!=VWr_(ge<Zqihq@S|&N<kcu*a+j%k
zZDxW62BKV#5Nu1{5|yIEsjoZ(g)slg1isbae0P$jsp3*4E)Bt@-&hYf^d|o3T2NAE
z*bJ8b6I?0@#q(?tSw6O`AGJ0FT_3hZ-c`HBM?rh&97dd%WATPI#?)`G_w*Gk%air}
z_bzG<AO>cRStHuEK>{2KD$@&$I)he{iR>LP@h5q`6tu2R+EPeHcf{B7h{HD2Q9jGJ
zyrfq3zrHV&?1Koa?rUNJ$mYGfQ*!DDmYN4nKiz~EK*>ly(k%!Dt)Ce#t9aUQdT_~M
z_GqI$Rkz;<vBBEBaZWluwnIok|5*mu<`H7xIGCAU9s&k!<OU0ac5Y6I25QluBfnXy
zzmJ((=rcQ-r1Rw<o!2O<lV6EE(rd&Oa6SL|Kd$~r86QRi?b|5+$0);C^Xr|fkB$};
zrmvK?%NB_8u0@bm@RmB-PLLOxUipNi5!F}aH><V<h|UeoCi9kua_?WqW7}ck9X&#h
zbu;cKDa1TKX_XS=yB&4*&iCAja+}{u^?+h#pQKENYTo5MdZvH*1FC*%cGxyA?BuCa
z6v{AiEF?j^sAYo!1JTPC1Z=Ji2cTb3C81FK?150ef7{6HtBGZX$~I#YN4@JpR16-n
za&HlX&QZ+dy3?u@s3scBS?!(DRPa+1o?@y8r#5b!=y{*qoO{vD6*4LRX5L#&wReLG
z2h=Lpo{oI+;?f=OdKZ3l-ouwA(|pp2jEYyNAl*|Sm+aXXE*8Ig=%;u0nbJ-(S`kjg
zyd7qX=Ryqp`d0bw(MaWlqZP*xoWARE*yspZF{Ckr^X+?Uot?!HpIB;@11?{e%FZSL
zK%*Gb>I5%?X4HdYnh9f6Li8<d6u^JIRz32m+!7DEv{s+RBC|&Z2}Z=SQP7pe-J}A6
z!h;^w5G@d<;5&JgdhTWmQqW8&Ivy2YPSVlL8afd*r-ro&!@IB4ZCqPrp_6OcVO_V&
zw7k^|zF&5Kw7l3KUEAJy5J}fv0unWV6jZ5Q-Kb~Ys?=hgoptk}iQwRtSjbEOr+7_W
z{v2~|*O_cdcOst{1)W$t+V1;yWVZCXWMCRl%i>otp@&Vg(Oyuz2s6_PS#~oR1`17H
zNq!*x5vI}&>oRT6HzbgvuJ{|51-P!bbD`z$d<y>;1BkPsvd6z-ihSfe8zchS*DqT-
z`p2T;3nR2LJoGO8SvA>Y1BdP(SjJ7u@yDRzvwAtE4j(BS^T|spl-Nx;>ZA#8?I&k+
zpAP}%PzWQX$eL>~_#P@yU^Ic)vTYfBxo;FrfDl$~HBwDDvu@*+*8TNMUTyTTkb2_^
zHuF}KQ1KZ?_DLhfbup>uSY1|`xCVD>#4X{}^r<_aUFrhX7ut&$-1@$Fvct2Nj<Jt`
z>D^UmoY}aR`5|kQS*6G)Mo#VXRY`|9vpoP3`rghn6pB2S;vf815@d*H8>D&qGva7a
z99#md1=$GR={xD?HiOnPv>tFoyaei^uL*gtD$2|dY(Zqf_!uKfX!2ygbF=3SH(Y4r
zR5Q9Z1p3R-ytKRE2o3P}$WsR|shS4dHj$O`O@A_Zq4+z7P)5SBj(<8(+dnl7g~1t3
zB(;LS0Mi~8&(-G~^g~JtM`Oal1;OCQFD0O}+g2KRG7ln9@f`S@T@zw9MKf$D$R<9h
zZCHhZmL-pk7>5ZLS6_Jko|#^)da*tc70*ai45?Mso!n=w`dsYw<#y8)uMH4;$HAM;
zfgd8Kc3cco>t1fZ?yj;>{@OUhAofM(p;3k~_dc<bc}L-ySX$)=SeMrDgZigpUpUXr
z*X@^(mJ;=n{+V!stY|`(v|B`ut+?0m%2)&!&=HW5!YO<7?7HWwJO+zkg%)_NtVKNW
z*Qx#8Xxj6qn%%?i4<ZDc1;<V>sP9C#hIxdm2KiFd3T^|EVC3(12~q6lmt--eIo3Of
zn){(nkU5U@N+9spBI<#@l$HV+K#m%79A7CL+<O?xJkPQeP;d=efD_K0PRt;=7S46$
z_h*03U-ts@LL@^0V55akAf$Cf?CXR2J1?waja#N?+e<bp@DS1IF9C5|rpB|WN!{yS
zvhw6JcV!jQ-mz{b#1C>;aVUokASlBH1G!CKj!W$Y4ghr$?+0ZJff+{|F23^f!PO9H
z#MWP~nw$gAUv6J#&}(}C#Iq@p<czVH+jqhSP?X`6_VG7cF)&ErFNBG1g(JkyPt{H)
z?Kh8EWveTo6AQy;jg8-DHgQ-9z<+{cEy-F*l9rZlxz%lHXK=L0JTS#3-c@NL%KC1z
zPI!=HNtJdY>H)qHcgJpE{MXs1c3~Cfcft}%3QY+RyT{`_wDE317PsF&hI{16vP><{
zCh#T@&_HNVDKE5ugX*YjBZos$!-Qy|%x$X46Vawl5WA-qmT`+N`9D9bd)-5m-z4NQ
zcA4qaHhzwCIkqCj1vddLiGKyh&ipZXJRtE)G?n97;17b)J4?6}W%vzg#mWDLjax$^
zXc@Bg`z%`Bxh<VJ5>;2R09~r9)O=gG?%BlP^8(tVhT%^_)fqwX<&_^UON;OkcqHyK
zI?eH&p$r%Ia<oSq7b?q^yaWwbdZ7zH4safKZwl6GqREQP&|gaH0S`AC6NN5g%j>>4
zm34&6b1>oD&4+tRW8e4C_!GVv*X}wgrFA7iaPBXB?NUZu2G`<OJ)zBZRP#|izy=#?
zbJ**(Oi*4`SAMSY2bc~CRp;W$fLU<8s$^|XQ$pTtPK{C!kSD)^W;5j{tQM#LeJeVI
z{F*q<4Bh~;xwxo4(+i)=ZOp`2b#`O`Hs9=x3mX}Pq|WzTCyHd(#GvYmCZJ0mb_srv
zxbI!<Z0m~5?Hw5q!1)~nSjSj+p!-uW>xVBTMiWjp9Omnjyp%*#9V+0Kw|cRXmFxv#
zZRu0D!M$FhptK0i9k<P0bC4eE10hA2kB*3)o%3l+=jnn?54%x(4dk$1hGGuv_ix=z
zR@xJLW2^Us04Xf4$6T2%-PRNrPm*I+E@Q+_zK2nspyH>ajTfIEn58u4#WGB}9K-|^
zHIYzIejNPT(k(tc9SE3<(=6w>JEFht_`U%j4ql&|)VYdT01^$fqYW{sr)vM~hUrwi
z9duVI@d;=h_Gv{#R&pp~co7t|fqCIFwk>9S&bI~NCzk*EF#~A9{~~HJC^hBXnrY{@
zR0cb$*})Tb3i>J(pWLj@m!)Cx$X50hW;tNVioJ2z1<0%urla2|X1I|R>0l&kPHMZV
z!Zj)L>V`boG$V({$3*1zBdv>@dB^ALt>=fE7Ve=gN?YeqF6du-?6ablU2Sd(f_JiK
zn^J8<uX8!OF`1gesioP+n%>5v`TgT({*?h%tfa<t`2j8*JVjw!*vLGX+n5#+<3cco
zqS`m8Ff`dTT};r&6={*>)bI}9`VB}zh=OLfV+E(kXL6NRoQY-YhJ|yAmQBz4(i!aq
z1%Sdv`bx8dSjSr)Za}6`|0;=Wunu0Ekt-$x#xN}t?ugGR?#7eH9d{0+!k^Tgjsihb
zP*7VHW@yfpOpROnni5BOhxya7)*de36X)o0QmEdOTb-sevNZ>qR1<BmqsYgba&v2&
zm5jxsbPj25D1OprfjetqUjyIt)csu*xh<xT$)0sAL7t4y6k{FSRLD#!zb^ln{|q~O
z9vlmDCr$t^$tdVpMoWZ`>|u3x+mM$0i2HawZGtM7oSGBiGoM-@On|)S^ObJ4O)&;K
z;cbzF^o#SFf^I{6ktpatt}O0BGw$EVE)fn#)395&@}4VQ^=Saw%@OkcelQn0V8nfp
zj_9@OJLeEHE*>P+Y3>8=YjC(p1w!%&#d*&!E%-D&r5#9izdhN`6c(raXHIvwhf~r0
zhM<b;39HHWq~Nf$sK}T5#=}zUyOvu5W()vYx5?xxCp6&mhwDOks^L?Wdgi}7R@~T7
zZG)$zPtgHe%~p?M&4J7*_+#|s3oYh1hg_M$t`Znc1rsQ~hGO$!BVVze#pt4<bmj)<
zY3&aRC2dRKxi5fy`)a>KJQ^zaq@(SBZ9Tx<j4GG;T}AeV2C!_&7mvc#_FhiC7F;Sh
zaTDQlUf9rTSt>wI%UtMyQ=LSnD7LEpnyxX;NDoMqz(tzdi5t2gEnOJlz}m&KDVVGY
z#TU4iL^LBGXW922k-j?3>Jyahe<H6al}@!2k<9`)t5QlDX;-VTX>cKupu)B-1|3p7
zP0D|j)+KUcLZ<{dLOA48Sm<GvvwPX6-KlYYRkl@KZw=D5USu$-2X=*PvAu^0EHCcY
zn%CXGS{Bf;QJvgK98#6ur|7-`ul0Xbr?FFfTL<ew$dj1H^^AVYo8KBPM%I0s*)8T-
z?Ja{=udr!K9co`>!eNkotn)|0yP~{@#}$($;UBe3cXz#4<%3YA-&GcSe$qJ%AQWG9
zdN?cXc+#C-A442Ck`nNg!<789Kso)<cGhS1S5muX;ant7B&y%?XIA?Okyq(>@{}R-
zm&)5;ouBp<h>`X!eY1-uj8)<MaHXmuL11Hnbfbecj+-0TU)v<ODI{6TO16sE@SR@0
zbZWaqwO*7+VlXd!7#FKd+0n^tVAMGHFHjUy_;I&$QwhzC@9JTAV-m)o(HCkuKS>ms
zq-z5o#fDNi0TSh0OxiyY3fz+G<o^U(oXMz?X%zl>5Ulc(U*y?*02e4Kp*>0cW6E1O
z0>obm>Hdd#XLj46l^@mSM~m)%ANaumGd8w*DT@8*SO3EDYa1Ej``>4G`U=~<92f^1
zW@KbtRV%hyCZuzWS5j^7b<k*%fB$7g>0Nb$iL>=v3<!I$>_fZ#8R9AtK~y>n>{Y*p
zEJpZ1s^m@t!pDT0PLwK7MSQo@NC{kwAEQa4-7k+eW#eJe%>D6h6OkDry{&aFbxMb2
zYb4$&w*}dpAur3BE5ygd-cbHnaQ_Sfx)lAvgg~%%5L?&+mw#s{BeGi6b2kRa_<G4y
zd-MB_RkS~s&ZnNlS^T3xzJ3bUy9OGLu$ao#FE4M^8JuXEsXDQ7IItOTjgokMdc|R^
znPH*#NXY&NvJ2aWw0bNZzcQt*(Yf|fICjDMgVEI4RELwQ*ULZh1i|yOa=P1Pr$%Cn
zLCVC|qx!wIm{vCLM!MPgK9~i$xdF?W!{Z<)Dkw3oqN;p|vEexh*Ge006mrN5;~`c)
zT*=};jWh81Zzsn^y!KT4>nNvj4$k!&*+1u=O3qJ2g%mP9ap6+h;hw>fBb|Hm=Dvga
z@#R)sJDNQ;YLZkD_-<K7)ut8s&pUW)n^P!H&q4fPm}?=%uP#_+dS)gLIBT$tInQqQ
z|IQkui=G-3-L$r58(InAzZmlwK_C!HD=T%ZtsA56Tj2C=h$q(aDtEzn{wG8yUMjD;
VD)Ii~0B}A8($_Y=QHgbo{6A0UuonOT

literal 3169
zcmZ`*c{J2v8zshMiy1Q68L~#UL_#!@eVt*D>|^XZ*`@edE7`I}gY3IP_N8niO(bOv
zAxoCA8{hQrcfRku=Xsxd?>YCM=e)~}Gt}2)q~oBYprByXx{oj>_d;?dT%;lI3r6Zo
z<VItsqlut6|F>SZmAoV?v|jhoz7!M;djE>@3%*jHEQ0;C^fbV87pb67Y5cVDF<Iiq
znwtCF^>lZ4^zb873W~cvj<$Y|4t#-FKW9EoEj>dANk=dR1%00uLd`U2Y9sfNDaw(f
zGa~;rU!ffx5FhzIG7@+W*oC_^<77PMf{lM?rlZrxCs&6D+}ya79rc@WvL$N5FlH;^
zyY&2Ke8UEiXsDDK^_T-h?a9%vme_c@S)Z+4rC3#kS)bXH(2m{PTOqRtZDwXjB=RX=
zW@a$-f*OLA8e+r@0g(X$p+*K|hCp;dYuZopAMGw{A*kO-1#bQXCzwxjQWrFpO3rIx
z*>KN9F2W1>;B=1x5de5h24r@d&Xu;SZAE~{6sGL$Q%J3akV{G293RRIs^g&5(dJX(
z>FyTvGS1TL954SnAUrouDWKWCvjk-s0Q$S0yV`V?%{;l9gE>t$SyZ+kiV$is`ciX4
zXEqEr^)8l@O3)B)$4yiA;qmIp(BU6Ss=kqpxNO<@hw8V!7?ubeIlwEdXdw`<zkER<
zI-Q8#sS;aT(Q4hZ6qAXiQ_ubUPwU@l{aQk1<-Fkz4xOJ1p64(~Slpk(Ju`3J1GEZX
z>-pwoV-1|HSF36VB|KAk>@l6HVvl}Bt&gZsc1zHvok`VQSX40`Cn&?Sh&DtQ5s9a(
z1hvg&IDEodUUxZE6Q=L)UH%=szHajebw~;^Z@7O!1U{iIf35xAvq?ed!?oQYUbk_&
zCePTTUE5tJS{!ibNBvRAyFHq|!{0yRlnG2N;uyT+AR?J=Gx+vsphlEz%ycLu$uAFd
zIP_i&4|9cDS~D$Xt4NNwYZNnR^u}U(^aiZ{`Yk&!))nx7``fALa^A@~tZ0ZB(6K+4
znyLyIG(@m^V0uzy)a_CLl2l=T{-e*QdmU#?_0AZ|N|{k_e0d|a*)edV<Yd`l=V$IG
zTCa$;EwQFC@4csz)b2`xQI{dE$q%p~<u^<_JvbGncCWKc+$H*M&p?i*zHfq^a6872
zux-phps!$Swq|A6Z;$~7AL!K;@f$*01DI3A#{+=UT{{V<9woH&^Vb`tGC#-zi*y`P
z*s#+KuxYh8U;7oz%ke<6Yhy(;t{ymK9vqq{7@%2}QGdQOzb=fr5u^4Xt%7{Um;@y+
zt#4>;yQ46%3UYGHTgs}06`#1?6BW5f+_fzUqr4Rgc*XpfE0SDlTVwC^lP%|_a!kVA
zS2+SR&wi=*sSE&vpcTsqsvPx|utgcOdyJ*Kzlvi(kcKnn7H#$h063U$RDJnaeq`Xl
zt8CZaac}L3KN^%*iiQS3wyjUw4FoDXs*RG7Soc1IyDg9gJsJu4!UMS$EA`g9-?{$$
zac!_C$>BJ;QzH7dQ{04^A)a53V*T)k4fEPM;5Xd6@xCVdw}0gEhu{;U;0q&lToH*4
zr0{#Hn+3K}AKu@DiHY~AS0=1@kz^`m@jf36FmHHIdh7EhQ>P90)##_##;%jDpw;rM
z++8qx_GT8AwZfkug@wK9dI{#prw>E3v<7!1pe;(>{YhTGVt}{fEP;4@5C1`+Ot8NU
znlstY$M6^k*$03ri6N}R-p)dB4~>v(52HADB9Fupx*WbH=9#|qJ4|mjv(}zph^Fcx
z4AL006(|0+BOtee&wy~V*z9^u<J0L@4MgR3s4>rKFt1o;<?tNrEqH!D>-y*vOYH})
zFl`m==*cUC?Eb_ky==KKu=GaUdskRd6Dnul`$oPz2pk<vwLWzf?h@nwXOeq;Z^d$$
z-G2{fQdbx=RNsWSCK*#{8OIbL)6tZ~{^lpXs=*Xts{ErVDi(~cN*b<qr=*-)xS$l^
zY>aT<K%?JX>VF2#eYDrN+3|>w-!|y=;81KgzMZ1MzeH-op*I1R*46pm+iAR_^#ITM
z?27uz*bsx)rf3nmvA6e*;q#qH9@(p-J#j;lBP&6CCJ56ow7hRJk=S*U{{h1EYKgum
zy<tz!NPFpOSQs|n=kYx=aRg$#)|P5-iwTc+n*Dm=+wx+oBJ`M`0Wlh^iyQJ)<vlK1
zj04Kx%G@%twufE`SRacB)fVn^ZhS5a1le;;lybWwhqaT|lk{_m?;4_PCs`m&K}aN<
zS-K|#w#M+{MOJfdNsETAevD3r&0m`Y*W>m`Hn06_I2-_!UBM;tFv`obecO}a6nErQ
zbHE89Ot-9jH9!bWaTyD~7%M7SuId_RZw`UhA`|QLnVf>AN6y6f%;&GK^=uJ7+8K0}
zMqK$ek>fOl6;39$){p5V8B`d1Vy)lli@Kvw=^>YHamPfF{E}qv^NztqC7w>2CvZv3
zj=rEI1##gEyu%9sXYcjN0^Q#r8jI6XRz-P!;ZCaat>k!s?c-GAO<3oesrRjacXp>@
z!8Lx3WqS{MxXhU;r*)$w6|(m9tjKPPOH}}F!Jw1Top4>fHK0tfD4u2lM?84r`V#^f
zgNukpA<O3~-<clVWv4m*mF<;y{H-bha2n0JF^GzsX+s{|%_Vy18SVB5Z45C(MzRLA
z&FiRVLQQT&r-po9O;sDx_qR4N9Ua!T;$meJ;~Xy~Nn_p(SyfTCwazT)Z?DilSUDK?
z*pc1g4GvFNI4j|SWL%44m)%6q{pI`4(477X8E+vcq*TLg&y>I1|9Wk7#JJ@At5Ft#
zV7q0Vslwg(^42vVgDJh-<8$Gqe_mRa&H*hV+-ZOPzK1=x+K+Hn$VmKYsH4_d1={&S
zZgNM5jn2yPnVg6O3^EdfEKmJ$etcALIl#YexlTtmZ#o4I&jKwi)wsP9yKbW@CN88q
zMsV$+bkiP0AYQU?Gw$!RH486c2k3Sd?S8QN&E{N#XQh^j9j?n3d72wUAK<>N-p~A!
zk!J+16>S%SXC;Q6@F`g$%iVY~awq~NgKiN7<jG$#THdOLqF5iPU5^?g8!Chy?4gYG
zIvR*KESEvCm%4HkopWbfT70Wa#MR|_SRqN;);z;GrHSd54R<1+h=$Q7>-BFAA|YeW
z!#T9UZFSz(6mt#L;w7h3Uu4%J0cTb_`!vjigr(5_wB~|?^7PG;IYZ}H^%Cjz$HlMj
zpdaiW{eI{9zO=u{+F%g9HL*w?By~d`Ji`q6lZ>uU)qFaAU`o*_K@8>y_#mArN=WY+
zOk;Zo9az`+s<}oh&H9(L%pf$%RA}S>aKx!i)4QmMiuc3Bt5M7-ji+bOrXr-asiwoC
z>*Qg+Ac@F-2=W^bod{voR8s6*=#z3`#T7r!&SpTlM6>^?fBzZJ-g76SwxU=!{}Kek
z%vQYamYR5&8hRoTX1t5Otcc3xEL@AUe1@#2d%O5@y2I#g;O`zYrP*+f^5#v9^lajL
zfAT}{cQkIJdEuuiLr6||V{6{b#>w`yYVp{TE{J!%60;wM-DTOHD9fT{A*Y1^qKl}L
zGQU~&R4wUO?Oviv<hPl8jb08DBg*PF8hV%*tV%PPH9IfmLjc|_+*3h-&8@&h|HU4J
z*FqakoJ>PW1@?L8NTzMiD1}=okYEau8O|=zi8C{TizGaTJ^+IC!fbqQvZ_A+$mK9d
zdV>a5%)OF|hI~cBi`hBb89x4)VcTlGHQP;i$;#9H5d{X4#qB@6$p3!qaRn1<wRPWl
z;p}s<#0V0}%sU!?6st&RW^{!mmJH9JDoO>uSfID7FJHI6vNEc(b(*2}u=mx7{v85f
zZc06rA+EI5-Sb`QQ`$y-tTER8YSUNgG!$`CRWdcLyqF*(p22RC{_Ds-y&rKqK$ktS
z!3Fd%4CL9th#7^-)+AX8%gKPMM$m0R(3AdHsEVgR^!~DoO-)KBFrPLbgn`v6O}>z*
zS9-o`%Ty8bc3g%}8aetlFZpW?UpVdRr}k4;M!+1^uXet?Zl#d)r8wX{g=ApcH7Y2<
zcxCd*0+f(!nPid$z9i^UBVMGpv1kS>(=bE&|3(pamq%U#7w_3_{%mGqGh%L#c47Np
iLHPgV<NuPSpyyzSeGN`m^Ul$~q_3r+kEl|&dHf%|J?e%4

diff --git a/doc/_static/membrane_frontpage.png b/doc/_static/membrane_frontpage.png
index ec1eba243120080954de102162f90d340264d1c1..7bbe861ff71a82f90ae70c6a3dcfea4a04a75726 100644
GIT binary patch
literal 7550
zcmcI}1ydVL)NYWs4N$xkcZXo5xF=|FcM24D3beSC5ZnutV#P!7P+W^!ix-C%2rj{j
z%jNwC_ul!wo!LFJXZP&vJUestne#+zX(-|2QsDvs0DKi?d7US__S6S~&z?p)A{g|^
zV0(d8^ngz-5NH$iG{^B!HueGl2(A9>7;u?VM*x79K}B9p&o}!p$Ip^%X1+f!3tw6J
zvn&y&oPqH_^X9U$p2cZ>mDcsI>SOa7W^Rnr{_t}AL6}z>lr=bs{4M7;k;f)8#vV2y
zN><0TB4lCQH{ZHtUh?%qi=kb%a|QF!=xUp-t&Yshv+Pe|BT&!?vWq`X;I-N#){C=M
zg4iUh7d=ci6g@RS%6@(j7$)%If7+E=JY@uW1u-_JJUu%j#*Og)W=HYPC_Ms!;Ce|;
z&ddy{L{D;cBayGaeEG8TW{CeSCl8N8qucVA;8FwPt?g|rhqk28pD}YvDErCN($Y9M
zIUSvPxF)!|eSs!gT3t*wCM>(kg-!fD{4gux*Kt-x&=>D1UNQDiz!V1m-(8jaIFyex
z@QNN&>Wh3~n!dhp@j}hghLT5C&FMGt#~1zgb3sK^8ybAwaJs{^MK~OPqZ0qt<2#ao
z^oGpJ=u-E~qL$ns5~P|@J3RdM<*Qc(1qI;Sf|b*~XP|`-MEX8fYCE$yQW9H^_0^vz
zPpQoAr#~E&!?6IUO`G-WtbWU0M<;4SbqF?|j9666w`XyOrbTxaGZBSN51EOzPO}pw
z@4ZTL!YJRjaMx+;llL3uT7;?FrU63Zh>pvhfA@Y7Z1unC@NQU^_3aLM2q4_zoeyK4
z!EgE=!hUx(5<bqxt~-B;7BdNV&NT^ZA8^6|5Z*iE<z6o+$L*UIjlu{l%=8ynWC3uu
zDC?t03I6pP;$at>>O{-_C9=7i(t_PNJdt<<|LSx%i6ymAz;V`P!}`Jm>##vpXX~|W
zDgcAQ4x`f#EodhFL)0THj&ck~X2~D88saC_a8TWykMO^Hug`fDWE-wSJ;wLgrV<Jm
zCyHL1_{TJD0T4=Vc-Vi=o^E~Wp7C!PVFSb`>EvqNm2+UreW7}~KWl&F8x9emD#Wf>
zhq@pj<U5kCHDQ{g?xa<r?9yo<-$_qIK5bqr!c$Y!9b!COd!2Q`OcT#2p{q`Ra-bxk
zn^4IoRf1~WXzOs}3qBr;SMPM^Dwm%|dhA1`-yRla&CVW@(ed$A%c<O&u?k<%k;PUT
z<ja1ft9nKEuJM+l|Kbonnt&S@(4Ap`RuMBGPsmqX!;0?hrBf*`^>=l3+6c0ZZ<2eS
zNhUEIG0=EWtz*ZmI@zpfEnq8bLnCfs|H$}@f;>MCE-xxqUwbtL;T&k7m8?3r<<$Gg
zc3s)~Q=0{$!7!h>o(-bW|3sUEXM&f=-S)y3+W^W%-x3Fhb=M@Udj-iaw{s1<vr1MW
zHAhnpEGthlM{olKg2FKpaH@bpzF_=`M4hlft@#?8)uKto^j=a#;1+($ZI!3|Z-Jj=
z`Q794PLOci{qEiB{$1d*zR6(H3u5?mWW^Nl`!g&M7#~y2Pcpv+o#Ka^Mkjw^E<TBc
zf1l=z$qnX-pu{IMAMok*o*QRON=1n;kr)vpD!vRkIFcEa;nRxc!{Bn8?J3J7zj4g9
zrifHp@p;-M0+L?ZtoE)sbQ#s%!tWyk3kosIS!wjYk+w)2{bRg|EcRhT04soAUXwC~
zM>c*t{*qDR)X}Nqq}tR5v7NC}`FP$-+)`pz3+fz)YHGq3zj3f&30X6fl2I>c<1cN7
z^044P|Bca7h0lHd(7osHm;csrqWAlAZAzh?uh)e!T`^h%m6NZ9G$tUW4~9|}T!(CL
zHg_CF*1mPc)D&+r>^8^=X{FJzc%FDMWz!WU{<k0EuHr}VSBgEB9o4PY<>2@aelxzp
zDrAXJ>U}bMZ2XTb4|Pigcwvu|3b^!PCbbyhi}Yr56W{`KjcNatgdamjC~^xTHH5}f
zi%$^k1auXju*s~;Mv76}-k=PfnHo5HLZ{iqDj8=RN+7Tt?rco?eJ6h(s8se0F+f_f
zj7|859fHSlA8(i=i&`y2Y|m(a&F?5F)-U&~Sz#0hgJ{8}9g6zssts|q$Tl9=zG$u&
z<aSYBRNbOJbn@XDlMF;AP@YPDW|&tu3%olDVajSsHtx{5`JyOw4gQRp$8}JdO_)F_
z^*g=)4W#eYrfV5o4kC)M$81c<*2=`O%|2g)CunIaQP@9-fBE|T(3zsZQu8aelm@&X
zmN40oo~@-c=<Ht%0~e2UaEDU8ImDUD3*Vu*EhsPKQDP96%&($UJN*?BUfSJ7pbc*^
zE@Iac3bd4@(YFSxCRB|q4v%_he1+yZI`39<?GXWYUG;IGbNltI3izRSx&JLCc<2p)
zh-k@-Xtl!=Xv~#Lfm)E4!)hGNUAbEE_)-?b-l7X1zzVd2AykJ^iC+IjMDi{=7!>16
z3EDlO9HphdI8)D}dSOnJz$PaI(w8#8T01h)$@N0M(B2tz-HmA?A$=>r)m;N~bS`3_
zeqAkifBg-)2T!2MX)&Z?o33M5`|M8)M`V$)nZOa`GLAzMW&9edR*De&0!9@6_h;b}
zVW#?Xve7lH@j=P$0eIgUO6(ntZ@7oJa4OjKeCpsLn~34rr;L}9JH<#O6_J^)Ygtgr
z#U+scrOO|zPy6aGQk!<gK&f`khO)px#j5`8=qtN7D5yA$V`s@A8b@j$N1czxzy@Wc
z9)4~H5TaP}(2LB_`8)12H%^k^bj*NSP*o8ANMDwm`(E=2OOH4A`AkBu%4{2j6qw?Y
z6hN$OKU|E+gxgp~c*5|Nd|uk=`I*u(^6lc7YVB0LpOiD|5j2cmdkP~oSAr}59-a_*
zuh`==9Z~q!Wd~SZwhwnq>fD}q39}z9l3|~oXpLmvrLTC`a36J^jleI5!`E`upMRNq
z`VheW8Z$Q<hz;`=^<a8+Vk1pBm(zGMY08R0a{NYbmcI|QP%LxToeNPFzNhwCIkdcR
z*WC#5!J9U<R|2&;=<09`U0!I^wt>+7;lfjj-rq4BH;Kki!~TTXh#W44(a85y&~UNq
zlAZ4D)a-S`_5o(Jt^~U{La66FyZQSLZQ`f)Q@Kgyg(~Au`R94TMn3nRnv=?Zw@6wX
zU&HZ<(lW1?qg7OBN<e(!Y%x@Aq}6DR|0H~vk*llk!qB6wZ}B#~v68(CqG?mm3)P8>
zIqs>9EZWxFgihl=*N<;RYFISuZMyEm+jJ+uZB$@}JxQw@DSscxO+*z*Arp<~0_UU`
z;z++!_Y8;HDbAboi{X;DFOh!E(5mzbkJN069lzAsgvM?&z-hb!ST=uzpmJAmHS*Wc
zA2U_(1?!jh`BWH>{u+9s4c@e8!Uw6jg7;f?x)fw<+bEY$Lc$!xh#KN}W0Y(QZrGfV
zhJJ1h#MBz3Gf;$upQ8d0a?pUL+a^y{>Peo%l;bM65JbQkI6w&B89lM^V-XM<^X>ej
zkzVASLr*912y(}sPL_;{bgcwA{A2OzPFcv$q7O^#L!0!W@C8kp(hG!3uk|ZqOC9Zn
z*$Jx|CF`O_yzkF`MSFxO(E2@4OmIuso=KbRaGlnN+$%{-V!(+9@wlbg$8=NavUQB@
zw~GU_x?W{%=dW8-&Ii3Y6xMsM1|4t#r^W|tzK_xnGvVR8130B`&&_L1v^M@u-xdx1
z2CMI~OM~K4OAt&XN5=%z`;+r@KOvP394X)B*Z2qRDyEzp@~Q4|Q|uylyb%W(^8)VJ
zW=rP1QdV%XFt6oFTmCUEbzA>euTHc8vGn!B$J0Q$ebB0KdLUaKPhm{^zz(dqJKROe
zBU`eXsiMU06^2vQhNkML`MG1)?u*Q`xJ>MX1yrDTH;g22#EWTy0x1YV+236prQ6Qq
znMXfYai_4)@WOPGw6c44FDc3{`7{4*3kTL!r|}}e<O<fYOtb$dKm2A*f`2=$=KbWz
zgyGHUo_ErT;RLzOt0%u(Jf<%!u(iVN<eS{a1Qy4x4qqO2b9X)JRgBR9m(h@S_hLC4
zfCp+cBIiQ*E&zPnZhq%~t{^NFDk`^#yBY;N?EeFJltN!X2qdGPx$n>RR~SCNcki*^
zSPuSLWrF#TH^BCM#;x;mk2H%hNmOnGFFxw{Fy32%_;~e9x-*;36zfhV?odO1rzdKP
zZn5!+Ae;}7yL;L6Bxc+!GX+q~9-o4lnat`IRYdph6~%^R0FPEf+|HLJGyVBo_C2D(
z)H8V*hsgW5yvYt*V^OW$1CzFo91^s?XM7LznrxG>37n;u!Bns6*BOXq=!zEXa1Cf=
z7KwR1L=$$m#j`bxjyGI#aEXrTQaWm@Mo;YLNyU4|AR&*s*Vb10!W}2wPD*)ag2e|J
zXg8m8F&U<8Dfha<v1`XBv|EFw%(nyI3L}}0E5U(0{IAc#xxrll9G3?=*9E`j@7{n)
zvj)XEA7i8B-*Yr(l8_IK`5YiKQFH^EJ@*s)Su`PkV%dLyMn1whh%cbL$CEu0lrIxD
z>RFE77-H?X(sCZK<*~1`qkQU^>oYVaT-i~ZnG%$$>MTYiFPebuKPsE)kCgW>vATH1
zB=8h4&}%!)=)k?JItz)^tURw^+E9_O(Zzoy4YAtHM^wvI&4VlkaDzp#!BE=81`@hU
z5@Asu-GKYx5oAr(bVm#Ifcn=jQ7!~1N7@g%34Zu%Hl$QGx}9xv%^Q7xtEAC=Fc-~C
z&malh#PS6Kd9pB~wKV1yoW#~3x<|%m&}xcYr=D2g<9%~r!e&O~t5TZ6m7g5pCUmR|
zO?w_`bxXDLt2FLORkEGF<7M3&Ztddr)d$Ay3wVjGWWf3Xhell;2~bx+OcF09BY2+0
zp^>Q>Jrh6a<!V}7HFP$~XmK66*}b7~T{+Gs@%N)YjuJWqVlg;Kvc&Bq@tiW`PMNOZ
z5^csHc_iG~ddAvJF4-BvzUJA;=jG>fNVnU(qTtuPVNsasZDj@(?DtkuRE`JQRxh_W
z{986i1T}K&%v-?!_h(snGOMo_@n0kbrF#|mwl<*}E$ElMQ*^tqg5=*YBdDf@h#7}>
zSI|Zf<OA(&{4Vc3wa7o5fU7m<b;lsx-yp>Xl)BEBNZ~L~;^2TlcQEvKXXy{K4#E-L
z*+ilR4+-_X=FQfk?fy${aD(iQ8@*^fhtFiFZZU2A@&iwFTZe}9lzm_))2{RQl5e+y
zDT)-|jdE7?#%1|DwjN*Gao~7r<T-Ip^x3|sk$z-E79mG~3Ih1ZZ6BmFDNT-KwRFQi
z71d6{i2&<R3*glllgvR~7(cWwx%?O&e(B%+b>{1Kl%(gd{rgu{DbQBHcyo<V3I2Wz
zJN9EFb@jt?NChdKds<r9QZ~p&<-t%S|L>^G2zRxV_?A_X&4#@QX7h%^i4SVaroh}S
zVVbn%WXHW~HFEw;nAt$ny<zitVeYZS_NC(;I}71*8M~wf{m<Bx*MASn!d+cN1(Bh?
ztG&awY#2n_&Y@@Eu5L}#3Ue^+AuF0w@1$WRvYG-DF!-B91h2H2z5eYM;X7IkfI}MV
zipYQ?BR5UFRR=0lZO0H>_Q6`WR2#xV<t14-NT{gb`xj0E2xX!20TB)3X^7R;T65z0
z<s?uBZA65qj%{W;{6Iz?O^0g<S5d5xg$7=AIqD}bn0oKkC{oW;uJ0S6Jsh?cLyVcF
z$jPHt+v?C2Au40Pa$kS_Vbw^fmpyAXs`NKpo48+fFc@2hK6;&yKB}j;Hb}hSyN@tH
z83JM#hI{_pW$&GE=n3Hcd!cxJaU33lmz0(2(+y+M^XBNzmoa6Kw3uUS-L=o${z#&O
z)%8}zVzJXJc<Q$&GNvgtp#G1YX%7K=e~#@Xm!=k{CflnzkJ*u<e$jSoHE5!lSkbP%
z-+|ks>=Dbe@J=tecdWuC55Z;UOO5@PZa4Fq=-~Z#n=2c|?zzk7b!tEj@l^73bV_cP
zke}?-7^JnHG`K&yvDj{~EqJk6{pmF`E`&>@YSsMRekJm{-1u2$fX9UCay$Dj1QGm9
z-2+urG3AQsZ|-xMhvarLq%iSB=(|jz&nag%Vo|H*_)a7~8g|b#G$|xA{vLhwBM>@2
zDR+i3RnL(B6|APax74Q<OTOvGc=uv_<U*|etl@7mhuiI<$?kQpq?TSU=7B^XzOZQ_
z%hu?;@d|oIm$yXbrY{P}N4L~Gj~1hoRDP-{h>&`T8vgnQ)dGLz-uFA~KXLPSOFLic
zmKYGZHMe_Dc*2V_g7o+UL92{uQvV4oNt_+O|EwgFl$#~p#;u{^&^GDlESxj+RC8dI
zx;%(y&bsF%RNCEdy7TnYL)u=j{tCVnzjr$iKiy6yh)X2JgvtW>gpMCR4WdEA?$Y!#
zvE%mbEyT{Ot$=ghVaR2XU$#&RhF4~3to-{cHtjgdMRuQ~LJ+E0zUkwowjMFr&nL_l
zmSB->XVI69Drho*+QDofEUw}T5?`)^ZhfvJ)dW&1JxX&akQWz_)&LUa7oftl+^_x#
zjV#Gqn}fMT+|_GVcb(Fn+DhXcQRIE7a4&5@J*JJWYZ4}xZ$F;@)#e;1%GH`|HJpYG
z(d-TF!$e{!0K=p)t~8ZyU3^<3hCz28r=c&YPuFOgWlM-Gj>kR+u(lF#vA5l$Pd&uV
zu@^|)cuB_yn%CyjCeeH5Um~5AN;P6r=84n?A2w2GivWByzKCOtPn<8^*+9cMGV_Ki
zywNSzz9MUnAoQ}Xt9*gLi~F)BDyr?2qUrAwFbQIUCsZ9b%I$N~Ka8s9k0L>FnRQ7^
z4L0D;>1O!pKGCP6&VaG&y}-1mzXqA*!|!<F^2RQIK*~LNH7&bzKKX!=kiL2V%RLDE
z@QbgCf=QBh-!B!ia!=;dbS|Q*Oiidk4XR~)2>h^E4~iYl#IXEHyIt%HSET;kquqLZ
zn9Lms#FKK{^7*}3lekoB*Vj%COl)mVc&b%ND!Q;E&!2Crj$N}7F&)er-&tIvexh3+
z-LbBvoI||xYqT-Ch*ajKPV#4k<poZ|B8uV{*)ALndX?o(Xw`}GZH*~zkC`U>;{=wA
z$%fS;o2RoIWf(6PDF3vZ*A2UQQU8`)tNr%ubs#sdOZ@I<RvS<10;RMit3xr9_tZ=u
zd0luUkERRh5r~1NccAp($Kr5_LVgib{}sM4qI?%^_w_erG2i$fniV@-Hp}gOGGed*
zCV1(T7_yLVNXWlDx14Vu1#1(}vnvjADH1vw+^Sv6LVo|4&KB07jus_F>pS}4Z}H||
z&iidHZYz(8k*%RtgXI^lj*p^It&H+3`~ozU6?pFtdOmmpx(d)E%=GNJHM}%^@aMY;
zm$UE0QYFzDvQaf@zs&kP-mvBD5^sl<ox<?6bcd<vTWpQ5_6J&r&_*9F<$o})L_WRB
zMtgvQ>)glUYh=Jq4ZGp%#f`y}{*%$Y8{m97R##P?X1d~w&>;QV7U|D8i6FLjdUZz+
zc*Qw7G!ux_-uP139W;2$FkuH~p>S$##PN~@SD;p~Ha5`CTv%3oO#g{QSUoxY5m%?g
zPPq(#yUh}T24VQmHKS4RSimaV<HL1kq4uOjn~nrQ+BS`}g}W(Brk|VU%f`ahmuVTy
zybhfotUdRost3u1vErRc4wJST*d=c^6GNcpN~m(&qp#lL3!B4*DWV1TB&)to|7cUh
zo;gg8#{jish~Cv*o$l!@4lOli&yM_oy?f#vvNU!x5$~H&v-Bw;pZ1|E6x{QwEW}P8
zS0Sz+e%*GyA==KduyKYMd`#>G-L2SBU)A~74=iV#*VTKz%@q~d)tP%X(m>z9^F<5K
zX~V`I2E8mt3dhZ~4%aSk#ka2JOlL^amzFT<1I!oe<wU8NpFdz&_Gt2cu-SMiXJ7Nd
zUJS9%+%Oh&n>|7^f2_*Tj}xXyOs8;0`A{uBXZKJQdqB<0aH(TTsF&=%c(_o7Z<lbm
zJJR0~V{&I3Avt}2(=2to!AJPPrck$|3Fz4-{h88BhVAj<zLhP>${|~e1A5^n#z{8x
zx0vke_N~8t9m<&dWkEDavQZojA$I6xhfIf~bq8&M=gd;J+9Ln?r66pvV_%Cb>;zgF
zZKm2^gportc94P7d*n0A7qahi8pw2AiG&g+kT3uSFyokq^A9cV+s|{)CJGCE$H<5e
z&vasKKbmT)(M>9t%#fWFGn(rp(84R&4@cXrSo}%-EMFJ2)t4~7t%?skZCU#Yx>}u7
z@Q~kmeeIf;G4*471}Bqpy)AY9;_P;A%OTpv2AYIE6<Q5x?UT+^x3jGEWoDzqLrW5x
zo0~lccr$SQdYw|*Iq&HdHdj6}2o%!z;?Xnem7^fw+2LuyXXX!+#=w-rRWkSO7MuFr
zRbQw|6JZcN9g*Xn!~YntQPi5CO;hKG@B7;Ra_`>-*p$`_fSo2KR63`3BkU!T?Cy2L
zSo5gQ)mB5#&4Jvdm`N$-$#F*9Eibj@BV!+SKPek8SN;3`uSZq?00V1>R}#GZKOM8k
z%66<(MA=?uqj$xZ-mL789j)EmVtir>ytyIHJuM9+&lwUK+us~gTz}0kVep$|tW8BE
zj5r@2!)oo?U7+4LXt%|3b`W2d8kWOkN|ZHvhmQ9m+hbe*A@FdYUMCqO!|+b`>u7mn
zZg}jo;@>hp;Huc2ZHq)YuGM^?d)Azi$@$x-^Q`D2xryM$0v|<jHXgh;I1KwDY!<}6
zuDn5C)aFX@FyvW%8T`JEnZ3Li1gEx_CAX*jQ**R#K9!x+wDZk+GiXKX%ha2J-I}-J
zz&Ieggfh&Q)F)@11r_fuk4i)N#0|wA&C`Xq#x$CH499Pu*W8bK2`b$p1=hSz2<D^j
z%xY{#@uegdKDBY%n}=%f;)zDTIIv!wSEpamH<6l^vy`7}hwzFM<6lkw%qf04+Irjd
z(f^D>Q_O^E8~4>Z+v`hMGRlvA?$?rW;4HS%N=gC02(_y#xVfCPf#U>hrwGi!30wBn
zAY5fESZ*J7Pm55h_BNc+SGSZ00z`5bA^t~0q__Gv`JL(-4(tr<-Y$!{;Vcl~6wJp*
zKeWJ?*=njtK3Le6$iIbxu*lb~L{ensdfYZ)z=0DE{-eqJNhFwSBeObMqN5^?$l%^1
zC1w8@@?GBdY|i5AoA1}6<B+Mb|B|7>>3zPI^0#-QInOqsevOHJnyFOdm8AX~8HVNi
zo{`?pks|KYi{}APlzg-`2;_Ebgij{0{^O$Cv*F!4uM%_=<8MOVLq5rlekBav%;<aZ
zV(4*QDM5dOSjP46qdqaRts`{->pz7F1d>-!_y-pkReO^F86b`}-dQZGL`LQ)>zh-o
z-Vca_7K14=2#!8Wu;t_;-@Q2dhp(EqFN^wuQ4rfq5Yg%()Ikp#>AsO7n`>&s+&(`F
zwV*wlJYBjpoX&4+!MK;$ZoLTBSgaz)<OIWTsCHdi!*G=-w>pXczeTJ6`#{D0Tbzwn
zZUci!_dwgP--+GpcIO!N%7Ntw1OULw`mkcv#a{wPAi!4no#Zzxg+6DiMj+UeIEUKa
zF13xcg{hFI+vXz>xP5(ngM(UGeU4;|J^W=JR<Qpq9r2NHAgpDsaJWC_Nk9dtC}_x6
Ifh|A(A1#}TCjbBd

literal 5872
zcma)AXEa<<+f{-@i_v?SiQb9c87=DQ(TN!&T8K`95Sh`5o~TiRAUY8xIx%`Mj3J_n
zGDP%vC-1*+t@p>b?(^Ke?mp{0=dN@1S@+zHG%?blB4;HhARwU9(*>L2u^6B6w@LB$
zRfxtq9!OpEb-)BS|E|K0@;7+q&Qsk-&j<)84gV$K)L69<o+R_vGt?qmxlK$9kPJUJ
ziN;eL?&jA1nm%4$P;Y<yBLRV?AJo|&>dF=5?hohE(K9r06@`)!5HOnSfz{1}7xwJK
z{LTAWZeH~f)Il`NNXYpG;Sd3Hhd7(cX21l!k{{SORkJV6T!<Fo^odMYp3x-5gg-;$
z79=5se4U3oMumtw>X2Xm{jGZLyDy!I?;pV$+OB^-#-KL#_eU}74zr^N?8XGgOCi@A
zr_Ya3m^SC!GItY`Pt4WkO#J*n!T;v}f*2y8(v9S^4TJ9>@-nB3-`j>a>c`y)EK-fT
zQAj$z=6ScuKe7=uoa5;pmL?L#FJD%G6XN4N>c-9YHp6RJ{xNX?hJTGFVDo?Re?Xkn
z@cj)vfI(Qxj{Vc~_IF+u42KuHe$6s$PX{?<weNw0Z#4b<>UGHa?OVL=MPw^7F-wuQ
zUI+RvMiEC@R7LJD^;=Yw#Qd_!QBt-SEvzvb`!mYIB}Hf5s9R%Ketgj)rl`n<Mx&Rn
zuV-z2zOzNL`NY@iGZ`*+IgT}(@fj)xn_%`w82nOBPBvPYCK>^tHP03wzAzS7*vMit
zLZox#Vc}<+vF6XLXBQqw=5-rmyG~ETx5=Ct4OJgf#HK5o$p;aEiW8;r(hT@o*yd)-
zd_-Wo^j>vsR)dFUx|o!b5*YEpJ+jx?us>ncGUux^_{-C;xqtE%nL@#h=tyER1Fqs;
zLc2B>R5!E0+<IC|NAP6spOIO#?!s$B6?FYvE!p2|A3DU4Api9I@-_9)(5G00wt0^r
zaD;Y5*A`T>ZcyWp(XjkkI+$}>3;+Ucmygok96`_1V;E}W&5>|0Ajcz<$K{1eDlV3H
zRp%aI#Cd#M+z@I1Z9sJ#0J_VbzzoSm5Imi;=cTC&@OaE1A|h=Cc*GB2gmnTpHecs^
zP?G{4yBL^*g&2h;p)wDwb^3nvRztv`njG{9O)8po+rt^inj--d1cHiFMHC(Z71$e>
z7$3$BDIpBDpd}baO>hH4YASqA^cV@hm4J}^=^+Tnski=-3x&ChBjBzk37#z^VNSKO
zfM`JSTaCVZe<!Z81(?C<IRu_22{aH(Kw@LYNu7Zs8~VXS^zvh;XwrT{#G70R4n?AJ
z<JX)3w3O>k=#Dx3Gc2c*vF?XF>1+bxcys(_f7}z~kcoJG*H#k@ihcqHXi{k-_*Zi~
z#+!ERBZ8Ogo|PNTw!uKSOaPEn$U%}qHqE2c8|=9_s{mx(z7MKFKLm~h6V4h-UPE^(
za{@l5T4X?4oMix-DCq_X$>Jy6?-7=3IU2*#%eUkBH7Oeyg<_FIYgqCO@u|9p08~66
zx@p0uUy5H+O4*zN!mIrSz$gS0Dh4e6cTOhb>{Fcv5Za7FWi+Y%u_Aha#8#Nl9rq0U
z%LxB41%oQ0Ow7QbZ8jkUJRkvH31nq?msx_a6t($iBmI^Y6gyIh-cfS-AmB383M)fc
z-a3?gZ5yo)&Jpi>IEN{=L|M{6Hr5ZET48_kjXsE2CbU|Csy3Viit$ru|9L_}T*w6s
z0za6N_gaX_1WJ;~+5&RqaPzDxqyyO17NB+l;*&N2ih!2_ZJLgt&TQjyY$~KMXae)Y
zxL^>?q^FiEMqFC^LH!=j?h_3?fEH#Zu>|ppL>g3c9@hQ@MkQqnc*KV9@2ZxwclU*p
z3IJWrsC}{fuMIlPUktG7bpT~>ua@c`t=G><6u(CWp+2ItYj6}Sz_^X|Z1QjX#i=Y~
zr2W5sQ-M|uWpio~U%84aYS6j~{Q6)PEhXO`IRKP8SX}xIi%H<)+>iC*Kp`#43H4$I
zD89Z6lxLzS`h4f<H<1A(f0Zy4DxwB>#5YWXtEydNbzieYjy$~ZMi^`|`|b*>3hn0F
zHl<lH25z>X<AVQwLB^e-Wc_N+f4iR>`dXG55LZ<q5Zab0lFh;iDLJ140@N=5;L9#<
zeBhU-Jy_K7d6HX<kd|Hx1S_5$I<IWJU03+<#cphW#{yXQ5jY|!r<RrbZ6NF91Psnm
zC{WaKG)du^?vGEGNpnBWSMH7^<P~(;9P<NTZ5ywXW-i?WJqbFx-`0BX#=7PiIXQfi
zTdGh?>uCQw0+^YRYSK3_GKiR*Ty4(P_TrSA0Bfc5xYRlvfzy3!Gcx>9dafmQoAiuC
z$x1+3d^fe5zef_qAAt*d{sB*eTifESZ611e1o^z7uPcjHIRmkRSS|Xzm(~#TrSb11
zzt0j4CQVXiS&%)Fg@OSr0O-OmKM2qv77=zjb=K^~rUblDBAuPTEywP=HN``nk>Nu8
zxPis2Pvv=^*we~N;7KOrwQ^V_r}9uga>3GKa`l&+D(F;Hv#)(WEeN&r8RCeX4I8As
z*n*WCtwImb#J_h3m*?^ayKC$Sz1s~}n5``sQu2)$7<^HDMkX{%4ds~1wqhb?38J%u
zh;@2MEaKIx61e1usrfBTL|6EPqXYHT)uvxfQzL!w21{G0n=8S4ooNNN#$O#_QC5!Y
zVsppL^PdB{i!_M_yN`}^bBc@m?2do*b}OF_Rp%yimd?M|xhp@1X=}g~($lBdQs2!2
zxh!}3tt;gHCe%k;@9x${UGCErgu9K?at|ai)COr1e~ReJ28IIpbi}nW^(4#+>3`I;
z=yCXk|4O!`2m&VBwP&gnKmR7ON^EAqQ;tYX+&7QG%Ye47B!<x{Xj#NNY@7D!l^g)l
z_-kARl)8;J3qQI(h;V&&(BbEWZ8nTVh%!Bg=*A*s*bcji{d}^ZP{MIlv2ug@IBQc4
zox0Eype=y5;Z>Y4z)Qw&7XWY-suy!KQHy_<#L>^UywKF`^Ws?|!OIhDJ5%r$x1d=g
zrd~2AKRX_wrDcv+n_t`zf|+q(d1%VCJ~5f;;N9`&l2G{Mn1FCeQpYwg&hOg@KPT)y
zBhPA<Bhg*eUw=4(V7tcKy1Iobj3SHcL<>!C_*`!O`ZdeT&p6arNIm=J>pP<k09;8F
ze<Pu1dgB3OSm)8QWIX)lXiA2Zd3x?=(-gRK-`mz&7st(2)2F31Gdo+||9$2Mfy&Lh
zPW`=*$jD9Ug`a~_hHrII&>aqjb?g*<^(nTad(r0`dSi{C>msAmumKi<BYFPUf6L^e
z9f8;LgQ|m0+wg&p_WItBX7GD$<@&VZSx?Uz{p7RQ`1yUTq4y(gj!Y3^&gU~6KanvK
z@l3?yD*DKX$<Vo(iBqTjF2^s}EK$PO)RP)o{zR>IYTlwqsw@vq<y`W|V)jUyNf_~q
zBf3*=0<3ms2ITX`To>cPJ7d*S78RG6*6LpMfEQcbzKgM>rj48VZyN0DZv|fmoJJne
z;(ADcxR^Vf(flTXHmrv;X5EGAtIcG0P3;7w2>%@LrMl3`7J9&RqP^Sq7Q}A1!Wi#K
z9*$*y6kZwTt4J-Tx>_M#scykU4_D#8W5gb_DfQwco7D$9-|4AiUQZXsQEv?-mSD$~
zem1Y8+Fo2q@YLOV-srA+JkKewao!tE)<1ZgAaMV_v?~P!u=tLB1<4m)AVn2SZ370}
zoQSnlA}NjVYqPi<xA=WFtyn^uo*Va)q;cvGMtZd=Ko0J<niquO5Yp(=ijOQQDa()6
z0Z3C>x6))QG;QnM!`7D@m12H$oW?EY%MpIL6n*~JS{wPyFOtdO@cJfN8{D1;8+9u{
zS~Pxn=V}|<O+qqLVW6i46974Fj;*eXTC1rJCNZ>#h?X&nNHw_Uh0sgzy>6!KAWPQ)
z93MsQExH?b=y}e@`4A<r>9A0Z*M2$@^nI?}6oQsi2a4L<H|k>$igfOU-<X1(WjqT-
zYUZtdCF?i<lj=B<e7`&+n<gSd)m)T*Uw?cQ<bCA5>kkzo$-uI5Vk8o^{D9KDxr|Ui
zfW9X<>23qngU*OcwpaGQFs1OfSt6jUF%2$nVBoJU90faG$y#Y0uE=1mWcDHv(Hzo!
zEL8%#fcNDv-|uNNy%4^!50Kx}mzSeT>v(M>oQ_Ax6c9uq@Y}P>NZI1fgY)`&_}%57
zHlY2`#l7wlz3%0k{W0Y@gV6FfN<%%b{zlZY0L)Ay9j`PD04+Y{<jU8LXDjJhX5M-;
zW9!A$^2t@9tqSFzS%cRZY)U>gQu(x<oTPVsLwVKoMR|_rm!{9p*P*PEl;Sf~Z*rz=
z^MPN@0u8CeVU!gDi#MB1UY;cvNt{dJ3BiNzDAtjNfk6t|y3YzM5m%sVc~Mbn<*+F)
zr`(N8{%~*6YJv_&LaMc$d11G8<O6Y$#Lmc(Bj+#8mw!^@b&b6L8p0!*jrj89w&#*9
zBY@F<>*S>&p}z|)I`gYlwcbfYTejbvCm*ErFd^@~$UchbWF-GPz^|OgDDYM`J|k>{
zGH+*iy!^$Blkc7-CAYDp%`W{{yfF$PQ_8j{Sm~M?-k`cC8S^V})@t^_M7ki9kfjOV
z-a@JI3&&``efG9>mFJOPqx(srSfzzSH`x+oW56m{Fl?Il`u8hU{1Md*O+vEIA%v}O
zsK?a4t+#Rr@#?yWt0zLEJ8Ly@P+JqV-B(E*Xm!TV*c9~xnNP5pBTnl;;;88g<36uN
zUFTRTI<|M;t19YtXSWy6fzwGG-5#|N(J@=9>x>Hb64z>5*<>hjMi>tGir`)Z#vjse
z=IvFj7*xK=N_g7&B?#TtR#Fmi7VSfOksIFBG-K@R+ZiMk-qcn^7<>+`KOMC?5_Ew8
zIw&4D;38Vy3O(;dd^jx{JUZG?k0^{%4$HhBHVM4W+3_*aNi6QR8dtv9eMiN%^&xv{
z|1vtGb0kmo-qynRj>W#+)dz_^Nrc33A!FD68u#vW0ktQB)q&UQwOF4{J#Tpt)J-)@
zXmi8`UE6Wv1Dv09qN$d!|LQ9mzzOE)@?e_#PHI%1LPqoVd8}lu{S(2CmGl%YnO-)w
zsO{+ry9h_a@1SX0pVZ=N+s&H*NQc6BzTskINJtb}PdoPfJpDLqPr9@5P5ItHBK;f#
z(=>_+=&JBE5|N$7bf!^hS&azxye@Qa{3P#p>ulGt-_(r|IRty-K)$)xGR&j;hxuk@
zZPV->tl^x~TDg5d8`yhs^7l@WPT9%s_U=)ByR4F{Tu7R^qH0$NJKKk`f(Yu-Jbel1
z>3%r)ccZa!`FG{<fPnnw#Kbi(Y?yJxtG(K;2Z@%$W@W9X%f#q<$=+Up_&Q%uUZb0B
z-<&;wf<k~9CRTRrUo)+D2OWfU&!ybpeuL7kvO7rE=aQ6`nW~hMmOhj%>DaxT)LFw4
zrJ9Tf{?Krm6+YE>1;%{%c<V3jZYV<}Sw3`geUjplSeLN3t(`$mf?81|7AU0jPH8Y+
zEbdK8JmMETgAc&Qw*7l>ZJ1sWM=PkDrz`267W_-XhtrFg^m8YweN?Qo(7&hE*Tt0p
z4h!3)2-)#$nQrT#Vml-2c}67SU?4x}y>zBG>X{{0K0TM3x_W}Ge??tz_~Q4{GmoPk
ziv=tS^@_e#G~yU*|EMGPNFS)~A0jU>o#jZnf8PhVzn~R!RNfgHy;>2g#Pl>Yt*H2=
zoq|}7((ctTUv~<(%U6YluHe+>nfm%Zuif3@nolO)M4srW@bWk-KtugjaCYru2f~8>
zWBvSgq0MnKN{OJF1OFHY&~k8eT4m>|o@4Zm-(*|IjCm-7T3_Iv&B~&Wz$`7#^g)Di
zyg>d1k(vQzMNfqp82rcRw%9^TdH-^G!IU~>hf;ah@TUKidK?+&VZjbgS{r{lg+qsE
zUfA;TFTc=NR7E0>3doaacvgR**Cgljg~q!%RgD@Fc?Ls%%|G$nHhoA+=C_HB+wvon
zawD29!z~lB(P`o=>^Vdv!59NiVV)5;RIyi+TLA+b;%l_~-Oy>?hmrA=@a0bMt@1ZL
zJOKX#Bb?`4O?O_<(Q9IYb#gN55<M%3x-GJv#<Z_qa->4Ux_b^HyKE3`YNAHiRqOgG
zUjYoBz<qL`=5Jo(p#$CIO0R7wB|jnQQ9hlJ!9?Gkf*O6Hpo(pk1NIH2t_Jz4p5HH3
z>O3b6-sX{5jJb7WKCa9+>tI>as~)j|lf&ZaT(z8>Bc`cmbgBIa0f9A#ke`tN5Pu|8
zR^SjQ80Qch`Zr{RZD()c%&bhti@!+Gi#1|mOx%;1r_-vIv1=|j&*+}AO*q%;&*7%z
zd*fZ!PVnhiho)>rt1IfmX0N4vIcbY8Sg|hzqd7mrqNCVy$zY?|McY4;6d!n<`x(Y3
z%rw5?llEp;u5_=qaknW@$!&g;!5g#YDtNF3F=Vc&$PL`g%MCoKZ1qx)Dr@qp()$W~
zAK9~>)_@;&y0Y@YwC`$6S!t>JLWa;rdikK#KC|z(X|8;f<VpV4LI%uE519=lY8*s2
zi?r!O406Fmk)wv!*Oz9V0@0WIAln?VDk6VL9oJG0VgDVlqFgZ+l)b|1V$adh!1Z!S
z_tgGdF|(5O4JErzf<RjA;n>?wT&$~`wuvqmg^=zR+Rd`(U``J$VuVKfMSTSH^;ype
zNG{tr9|mA5d3q1$^jJoDi+WBeV!Mng3!ND8ZqmQ_pWuBP80vk{*ogP6j+Lzd5J25J
z4MbfX0O7t*Q|7)uK02DN45%#RLTpc$U-IIuD?b!@9D<xYlg@YM0|e#Li*9iHiIQFJ
zyN_*IsQocfq&X3Wjk!a2I0Q=8wK6?ua~sds($FBHrKLTL!ana#3oz8v`+A1^De>sH
zVSwuRtw_9O_Hb~eGhY!t!F8X9hZ_U}!N=_yU{q;oY2wh4^g^ZM(Htq=hYvMOO=&}a
zZ~b_Sc(yU>esniW%rSP!d+;R*1q}xWRr}JIeX2u8=-0~-f|UIHq%h?!Nzm<%&4Io?
zE)a;Ag@r}#>57_3{vCpYj#EyRt3yq>dD~6(V3@bJ=;vdMA>SEhYYT4I`jn6Z>`?vt
z*r0qGS*o7}6ciMMk9#h6DrX8mdO7@t?{VvCIrCN9#=?RP=EdG)_B_R)0X=M(hHy_T
z72Dz2&t$T_5C#SYU0q!@b8~Z({GjbAp0%|#r|cmS!gu(8E+NYrJAqO}s9eAfJrD>K
z_rWU7eE)t2X~Ol<u8sEb6-I9=0Z~_1_o1SKkigu+q6jqZmCWe8*zCnGDmoySued2U
z+2mp6>gvh`1meA(0-38X&oBQJm6egYySx7zpt7nedV$Q@*%?7OMKO#owTv`r58QjY
zk7+AZvYLKC&&2feMTh=)EjQ-J)6w~kFxiDBkJmi<nOrI=oHB2za&mIuaCmpTSm%(v
z6BNp0YG(H1{7aGMYnR!NkLK&46c6?FagC>g*7pk*TYMZTStM_9DEN1e<tgImFBRTL
zxvAj#=yZ*Y1~yP{fB3bDn;x#iJKT7Ad0oy9e{3za%Z?SOCcA0*xE<jzgPdWMNF;K;
z(Vgz%WcT&oC~xugU|4v#QWA$^?C7Y096R-wp0GrlNZfMWW3uA+@2_Ve>i`Dx3+;az
f{TKfqV7ws{Htd<(N)k)?XFTg^8G&mwoL>G1HaIA2

diff --git a/doc/_static/surface3d_frontpage.png b/doc/_static/surface3d_frontpage.png
index 613e391bc5b345d71a1cb01dd7c279f178b81cb5..04b860742a5e1a12da9d5252533d307f00bf56cf 100644
GIT binary patch
literal 13476
zcmc(GWmFtZ6YgRO1PJaBT!OoMumtzT-5nO!5L|;T4#C|QcMopC-QC^qzTf?Qf8RON
zGiSP|d%CNt>#6Fg4p&l;M*T$i2><|~ewUF@f!;Tv=`Z33==BSFND%Y}?;`$P4H0_y
zAex3jpOGA8v|IoHG^76#OtDCj6#zg6_%0!)=8<vQ?wO%$;ky6Y?rKxDhF1@s>(F9v
zupQaJsS+Q6`MA981MD%MfJa2<==Ff58Rey7@q}|QgvI(>O~q|Kfqs>?V2z}uAKdmA
zY|A*ZG+VLOT4u9;&h0N)@21|^QUES3yYUer^;L6iY?*cSzt7muxXvg8g3ZX|WJ*IS
zmT1Z1bPr@Oeo(1PMJQ2}u&V@Neou;{NR%m!!p@OUG0R7!j;E)Tq>ED{_$nTrKm7mm
zRquL5QI#%Ed61s8GPW%@5qCPOq;jdRcDzdz_NHK0EhDsG-c_Xp8*H{KY1z1}tj_hW
z7*YGCw6k4X7HNck&=O;n1_TEeT0Odg&5Y8_^*x|XsH<Q1B+k_e|E4I%?4M(?cw`)*
zNErG<_anU8SwvZ(7}{84++6Kl9EIS-PI-Evl_x{;vqhS@B!+@(#!Ba5xtT(uO3F3f
z*Pd&c@l{R~xIc2lbr?nkCi^ku6=rtik{(}DY+nlr2erVG{FzxCBV3Exu%604Z20_t
zQwR?3On+9@>NIvX=~;1eiH3l$u~Kt+rGen2SRY)2lUb_!$I{Zh<lVj$f%z4;Y3(eL
zd}_gu*sWQt?Y9hjx;j0nN<-SP><*rv<G_xeOA_6R>m${)N3LTbK`wo%+MULGzo;{i
z`eCwHb}7qz#)++vCgQ!S{pt#)QKhs;IHa|EI80mepBIVia2Yq{Qo`#Y%cq`kb5Hj|
zM9>ex(a^54z#sGI<kx5LO=FG+rqZlV>^<BXBUuDOz_3<G7Jqm0TOocHvHyEg?0uAL
zF|Y(X(&!@2sc83Dr9?t{ZI!VRJPjBf$$_$qCWWxgkZ&{z-K<eBXoBnhqsYNq+M1!g
zag9OE0b1;-RD{u(;S#)FH*{!%7hP=~HQzB5D0nhuW+2Ek=bFcI4S~)65xJA=>l1mg
z!rG^*8Mucr=FR8{XSZ_WsPa^p4?Z2%+2au13yShYP%>;ei6B@^MY%|qG_wEV(dYW<
zzU|NI)CxY7zljnnd)H_*UpM4}6<ebrLDz{cnV{rRQfIKEuuFHi63yyy<e{!II=DI~
zXHzh9EY+zy%u#q8l$^oG;Uo#Ob=d^1^K<dWGZk&e9y9)Ms3~2sRbKE*GPpVoTStWN
zu8h>&8X<>U0@ygEoC>N^WcTgNp1r&DAg-GCju|(%FBXucgZBITLj?&wQbI@!HQ=BG
zUB(^cM-I)Eh2}oaqw0;ou<C#(EY~F{#7s=K`S_}ubD1T8f-`#Bolku-DHad|rlveD
zA(~MH{pmx{+h$rlf03L@>dpnrkG10xbf@<kf^*W?!TomXax09zLZaEo+p^p1kNAF@
z`z~H>a>ZQlEhe`ETBkNzxZx7UYdSq?Zqoa?y^B71xSf%NUYXVJ*i)Aa8DBJk-GPWR
zZ13f<7?J%@xk&!^>$c4G-{diX)17gIrOXud^`l?nySs2na71bvZchG_9LhaA+X}Mi
zeMn&I!}9y%=F4&Z`#${Zx5xW8IFa1**-px(_w9(mf4@4JiI8!(57q?pTt=Gnu7xDY
zCF%G~j3p_S9=9Fpw&NVY<)l8RIw&1?Ot5e!08jF>wM+l2WjWm3FE3mGxWO1UM>%-I
zm+h)edzXo)7xq+?mP%Q7HFg2(srI$|9fzx`bssD5#iu?AYpFq`XVR}aZd-i`0Q@;t
zfJvUWxsN`SC!*RtF5j8-t8c|?aCEQlWC7JB1x_72*=sr;CW!{tKWmf$Z>Qe=K;?iM
znH;Hqr@A7~E>Yp4Q$DdVa}dPixW^S7TXwJVukZY{eM3+w<x2*=b4&m(b{gI}Jn<C1
z@B*(oeEVSsr0!X{TSBSR-)#r>laYrPY_Ff$v)3(XQ<JH_1s_;Y`Ctb8?C338omk%5
z9n<vZ+4ag^;@oZFAgAqlJY$=MAnretHtJ6$$qhYc0Os3XF>OmTdGvj9ZL@hk3s1;S
zoHJ_O?OeZ0k@3NFslGoQM`X`>PHk}rPiWI={UXH6*?Hl>@PwzPU{2?4=S}-`O6}M9
zyv|49?J_XPeu^-^+_2DlU6u6FH6k^d;ZyyT73z^_(Df^tt^*wbYJekSz!-hI512*I
zed!ghVG?poi(Jz^CH{iK;ABlMjp#}yKJ-Yr@eTvnzBD2fV3^pw=KnPNmE6o{*d)3Y
zR<%+fOIU1@NKB{r58t$fM?(+hT%dsVOnu(13={C~E(T$y@?4R`q{JH)@VxHv3D9~}
z+*D!Jh)6|y@Tb*wHNJpB41$pBG<Je@R?nJ)chrSB*CVNe78UeP5Kt|`n|B%-t*Tmy
zjA?8f!N6j7Kz**K&l7D!Xl4EO5GCB0qU|JIK%F@H={!*5<tGL}{E{rr5MU8J^4H{k
z#{f@9Y(~p(G-h^{lPj^cQDOVUzPeti4b{~U={Wk)a?wRYiJ?VXygN{G6oOl>Ib2|5
z<LErBRqPhdO<g2-cc~Vy>GeDec4smO9$`3=G&$@e$ZP~jPheeN=2p;t4)I46rDF=h
zMw63kJ~cY+gACHgM5Teb3S^gB#G`2cdmR})pE~g$%*S34s`!jl#E1&=0B@BNAhiu|
zJgzbxQ|4X?TtNkjNekG&-J`q60`xfniqaVv{S)R@G_6ma-Iv`kZ6T?RfeGQe;>kFF
z7fv#qL%u6uTEvL9>8`LuM{$(5Tzc)%R45^5&i(l;LAN^9Y@zwiBO{RqYN+2$u3wUr
zFeCe7CN68jiI}sXoqnh&aiAzsOXP*v(l?U7+B-D;i3jkxKMz0`5uK<V_7B9Q+qcAJ
zQ(Zz|(Qrt5!;S^*eg+PY&$UDIX1c%5>C9gjW1qy{*Y+8E69>z$p6BVNUqk<u1n(XL
z)tnw3Uq+wj{&q#}M0wt$bw-Zt_wHWT?2^9Ud%m7z-}pz@IPy9m(5mcWIlJ}`7?S-q
zSf5<es`X>ka}+~uP0;MI(vMMN4WD5pj?GL0xKuDfbrRaYI)S4rE|atmjXwJVZTCg0
z_qwUF{~QJ1`3V#^RMd?N!}FR6G+mHCYvznekf|bO;oCda#A*j;YzBQcuXPkGwndG#
zHqJg%XZW6?8p~lJ%ZOWs1Xa?v*HQOxC&?aZcw6??67>w6%m=WBHwSF?Z+Gr69#3x^
zk+@kg|8+V;Vjz!=FoGgO3L%o0p!f8bWfT~!AtQA?qC-f8WNOhYO;Lcb@`^-a%bmv4
z&eX}6#0VeAUG;L!@kk#)jP=8OXs^>JY^3u=#L+ALq5)!5$H$7wih7ZK@~s}PRKeL;
zP;;km-`>`+%l}C~dox#NzemAohR*Ffj4imo*qmLA9NopRT<tfm;ZagvNgefm%<w_6
zsg&-!$om&Sx?avZ*Hm(UEokd!xUIA9i=3Ngx6|TFe`nT=%fs+crx_jQP$wx9J&OPv
zYZno%;?=-VLff1-d*{k<OH9mnycRQe_7u7(nCAi7zjF6Lo4Ol5tTzz<`?=hZt9BWJ
zJ7iB1cx=*>0mwX~$vC62<)$qx`NL1l>B_{or1GNnwoMz35?-3rDDv<=_V^g(d9vZ?
zTw`&hfyF}1*AtF}k@DSC6)Dv=p=i^VPsjUPGm!^<T3?ms_|I`y(iH7O$Ol)l9&K72
zdJ-F^C6BM%L_whnY+gI)Lym}=+_XG?5~Fg}pDus%VQk@je#cj&@LD>BfDW5uj%jS>
zDtEU~i981P7@AH<&gr!L>9x~-8>|4CM`eQZUv<$V`<1W@X!fvvV2r~>fygNiZg5{j
z-8Fn@{Th?IeH~!_Ea~-0y;{cg2q*g-K~a3)JM$OyxirHlDCJYKuX#<osdBX$ENxZj
zuqtkE34DYGKGvGsRH}cKu7B#|+W(Yj{Yi}e<8PS(8zeX;qe+OP>mv8r2bRdSh6dBr
zqWUB?Dj9xamSw*NpH0Uc|AWiR;lW4=2A!d3ht{T@SCeJ0gG{>7O8oGmgIJvM{d7u-
zzZ{FycEE;232rhMD$csch@w0V{t7XYuxfC4MyVhrIll%!x!c2SUch%6aNqEP)xlBW
zb*`+XZd;<761?j80AWa=vF`lji3t#^ZqJ?A<Ck=nkM*!Gw?2i+Czccc3e(3eTsD?T
z()8x^=FO{V=`0c?gbD4a`uMB>ehed~l~bC!v$gjR*g*>&)+DJw&&jPF<f@<YjE$T9
ze|J`tE;G|xGy&-R{J@6u!-tm~ahsmJZ3=|i0W8A}4<o<zN=oUGyW=)-&ZjZgCO@Nh
z8^MN(BHLEx>>^t&)~tLU-o{v^GKtDgIVN2qb}a+y=^Xq@@CRK~WI&|cXiu#Q{F4e5
z+}AX4qA-A(MCMogz|4|@j~e3q{H)l<!HvrU&2@>U`z9!Dfy7u293G1v*=KdC9T8XR
zQ@;N}a{k1Ie~G>_do+fU_RuZ)E|D)DCu@~P0)suL|HGjI28_MSs4*EooOMAx!oP6p
za`kC)CnIiVbQ57Fqu(fDpUvXB6RQIg!ZPWpCTNiz4=e7~Uoy~6y}*j6>tjXwzMqOz
zcXo2SIl~?EO$9<NzJ?AIodw>hkV*6|GY@x)c;^1*h)PFbu*coK|DY<FvqGUFW%TSM
z-_#ptXvF=Nt@k=s>udh4a^I3k2@kBKoao8+(V>vB^H}k^Dmo|-%vw`^#phi*9bkmh
zY>!(UEqSKiu!k9{@a>+$7_OK4+5c*G72qLA0HNYtQ2;Uh0%um(yFf5yp(L=T<lHN&
zD03$29RgV=z0Wz#Y)xKR4zZ_KvhkK|$#XCgmx})l8q-`u#BWOqt2LF%7Ur<Fk^|yV
zl&kyL?M_VwiNrK+-{8e+>B{9Uc9Z8uk{q8I9lt-30V+c@Za{>R_1kx)rdt#XIR#vV
z%Rw8qF$x<uuo-s6{$vHadea`Y&byI^<$}Ie=Y5N@1U5q?NfhPmcE_4vCfNt%5?FOB
zGUXkLBaF-uVRxp~CVadze^U{_+x%yzd&=AeK7MY1C_irBnSIZx`uCvVvVHrDE!PtK
zmJi_YR<Y5pSuU*UU6USD<?o9XJi0>L=Qv>n_-GOTLXK`X>xXT`6KbZ-T*y0!>)Dgh
zk0gR-!va=c7gz}RJrDsSDm8LMEdGzO97~$WKl3c#Y;6C=I>g2P74=_iI9~Uq<W}FG
zm43@SemkLDEC`Ogzlt@80V@YE;PXu*2UJPElyBCcqvzJtVYQMFE-&}5S;2+&_H4Qt
z=1W~lpF--BwaYf+uFe*p6~neahV-|T@h>s>b%OV3#NSxKy^*;|h4fE@jDpd>6+p%l
z<6Z7bM-d`VS?8L9XST&jR&r!;92R}6v9Fi`4F$56IxRtWX2{C6G@5U_>yG`u3`|Z3
zh0(ft(uLVqjR0YHk*)qdyb9KBWR-tQrrH27Eme!6>kL&p>v%3#yUEDU(b23vreqAF
zmM7R)_Q<eNn~trlsJ}ph-zYwveHRj0$5-XUpqFQ1?6?}JomkDnF{9Qd4kj|;RHMHz
zRnv8w?>L78{y0t?<R!BHkAWG~_kwQ@3u?3><{OUQPEGCbAEcCQ|L~tI=zho~nsYu~
zf1^}l?(64?{1a8mM9rnG-;zW)AD%&IHY2^pRd!8}OCic{USruyBN#33L6{zfAl?T{
zt}D#aaMHIVCmw~-&KwtrPvWq-Qxmv5j8t<SftKv6&+7c7J!6a+k$I_9LYMW7cbU;E
z3dt0O)T#@qni}p2x^%2e3HZO3z1T3>Z8(<XV|~@eWf_=R2`mX`-PkyO<@J>>_na7`
zf>jNDA<|U9K>H^-E~j`H^ub%J+Fo+#NcH)1wWF`6Qr`J49HjC<wEh`*c{lPYR5n~K
zXk?!PM-eL<9YZdb#R6eF>a&{gM2-@&-oSUrSDH2lk*N_c&0XSb64cerepy(@q;gq{
zm!=Go$NQ3E8Fzf$K3y^<BNFH1`*$AY&g|lKMH-!`3<bhJynUS%U|a1U&%?Od$({$g
zohc)oH_57Bc-Sy0^s##<B=XAJk2P-8x=#h)+EPpotSwCr<dvtnoq_q3F(=G|cpY|&
z^w@Rbce}@ks4*s%9}2CET)4Mv=@cOr>^;+ugXU|Cj67c$_jUt#-?wi1WO5y?sM!<F
zZ&lYh{hzWXCLVMPziIdIZ;$&w&z~%mI@S=j#Q7I3saMO{y7APU2)4?JBXVJ2Y8*s-
ze2?*chl;`G$?E#YaF}ICr>JE$&pSUiZXefo89s8@11F+!vkH(wL!ul-L|n}kh8jQ>
zZ=0Qo06{YB9F(xYG}B$EvxYn{bjXwOL1+pd`xDB^-3O3f)UT?JW5odR=mT9XvENfu
z*W=9~X_1Q^W=t_BHXZN-aX$@XcF}iuP8A$;0^as7H;H23bUxMukO~o)?2@jcapv(a
zE0K^;FQc7#AkQBEd5w2h@MOlKjhX2v<!mgL?260uU!JW0Jw<5(sj}?-8&;#oo*}@a
z+`M&zy&~Q?Ax6Pip8Or}=T8$+$`%?GV!YJ{WziM2sEr$OAHLrdJg5(oj@%2_?g1s+
zN&;a~1z-L6(*~(Obup=C?CXB2217wOGwee5@+Yl(Qky1rq?#HWI~{it$Sp0VNb6<c
z5J>*dUe%6nQEQ(&9Zo1I-^`APauE3!0~039NnhwE$>|EbUo%3kss(ZLXj5#5d}rn>
zgFUE3R$4ov4pnOFU*YlpYW!o=ZOsMQ6@t{_6_~qr33>}~2g0q7f5de1De#kbBxGI@
zDRwmkaJ!UO$Igtdp#%wzMd77${LE#dE!Yi8^PV%pm)_RiivTieV7;1&#vm0@6U1=1
zo$z{nxUnVU;AYk>Q=<~6#}rdmQ;EX{8x0;>Nz@A{oqooaq$a`1<(&Soc1LrQ7-KE~
zD{5Z;l9MWx>zrv86QiD7YdK>s<uCHvps;l7!z7f<YK*_K*rqVC7O$&_yHQXi5K$zQ
zNQBiUN+XubThBybC;fp`7qOjM_{ioe%9u+%5zo8j8>WPWn%j;IW)q8Jdm@YxO=-Em
zH{yuSikr?;$p(X5yPn@}d8p5Oe+3J)m8iS<&q$70*9TRb_lwJgZbS5IQ!Zx4Jm}%2
zl2>YRCJ)zVpo<Xo6g`Lb*gcJMa7-9^$6Kg|0aZ3^9iIV_AjX(h<<Y+Lb^pYIWX%Tp
zk*YR~eiRO$2Sm7!v6JmJFMQX@w#~ofY*Tb$3(gltkDc)twfYzSpjYZ?1+5}*rz6(}
z^XN}dQ?bLuPr;vsd}bTv?)AWHGdcP-9-kpVKNz$h=fXyVavLeosm-5<NWIJ@r{0f{
z{kh0epZ?3OttmyZ0?`!4=0J0LTi+{%mA(72m3D1_<2!y9wek9c6V^9Uv5F0@`ifTK
zDfr(fHNjLjwhUrInKU>U_O{PUT==QzKRd*cyWd`=4}t2{8adsj`T_kY#Dam=nyjeE
zwj)5dMI6!Hk6rm#1tVBX;*e3Le!ECzbyDjFD@T5UzGYp<R1$lEn7L*wGHm{e*$4q`
zJc<m4xwjz;R#!Ij<Fy+%l+~`VpCx9Fo;otL;>B*HsUC!_vP}sQ^!5O!&gw*|LM59L
zJk(RDJgnLcvZG`i>r>o-nu&`0gS*;JiLOSb<A!}jR2PeFwsY-uqob*4#LbpbI{AX?
z#B^Vdu-gsQLX)AO=EU{DTF)s(6BGB9r0C%A%0<am7A7oo`azp!k_+Qvi0TvqK{_Tx
z2DkPy>5Z_VejL-&<HU|O=xls^ir9Cj*`Xnlb%zW9pJ}sUy394%Tz@@Cz`MH~#ufv6
z0v98-yNmLi2GB?cm)BB!v&CJTlus4pz75V!1~yh;jc~GZl1vo#-w1Vv-pG8I7mwTF
z&J`wZaEB#;gb}%Wmpn#C!(T!kWi0ZlYm|)&+AAWhj`WASM!W%*I_;q0^G48hVf_7S
zdhHyo4$#ipijgwhNR*y_ATeAC@glb<7>NDhlDn#Z8D;bG%ExGkPZ9G^4y}`ygmqt`
zHL%#Uwpppj+n%M@Lr|Xs>YOV`@Zz0W(xeS60uk3ge*8RR-->OK_kd-#)kDI`6$#=G
zE*p}k7tmSRyp0PdeBj61aQrqNE%!l|DeMS+P}^;_9%Mj0x^v!%DODo?1Sx(HB7mn?
zJpcY-Yhl=gj~YJaem}UF8X33QL_NoA079s2OX$TfX(<Egv(&2%+9E!<z=(@!dN4Q2
z^tx{kT0JzIlDz*@R2R!t$Ad{IEOy+(1urdH-)Q2Fvt-=Vu9uIQ#|g0|BVnPstOtcu
z)~8=^KC#Lv*}2#t<e(>(1S{B(<>dj&Ut_c3g3!f)-z43!c%9%WO$KY*nh1lrs^!QZ
zK>57UhP3`73@zkMggTe5ZaMs!VUfDj3p}DAQ>xCf0yMqA0%RCSIRoP4GI<cOphn88
zy>)?z=5g9CPUpl!caLpU20(gEFvcte>R>v>clbUtRKi(mwZ(_TF!xZt_WdHy^)o`q
z!zwxPblte(%v)k+TAVn=VY<{4zVv4|4m30AUUJ=0*xfv~PrGuNNYriZ)jnW>b2UcV
z9JQF=hd;P^{A=3Eo!6>#GCA3is74mmsH*m~tQQ>dKF}X*+8W2Kzy$oWFqu%$EZjQs
zeMKasu_9H1Om2m=XP$hIgR8?OYAEBx6APfId1xC_GatLH$Ls2T(&a?nb#aL<KN2Lv
z#PG99b!Qtpop*k6l57n5(^Rhnoy7XFG@C0%la}A(a(M7GCj{}lYgD*HTlN?`IdeA%
zA6dfE(k3^@l>@-7eu77UXXcg~<k9)C#gKY{gL}<G`ovmjm6dR|T+jXm-U`V|yBY<M
z+?Y8qZf2Tm1vYTu7^!Mby>qo;g>Z7u{%UQ;GT4Vr1A}r}Y^j{>HfUk<O_Zl==pw9X
z2`=^#QevdSKgZ&H<b%0rNSZK?jX9_CungG95&!I13%Fj+!Y<G+Q7SF}<=)g;-Pvlz
zM>1jus<iA{#_t`Ca(*~mH>%TuxJCx~Q()6ze46QiWbRc;Y3R9<$m_`>ehx3*?=wW~
zb=<n(&RfXj_0`W<OvPWtGx#x|hRWM+jFSFcli$E8uSOtvL$U3~)GzwKzd2d4=7b?X
ztuz|u>d5B}3N;uv5tw@1{kCZV5N55|Ms;9AW#pQesU<!WhBVas(QhEePLLCXO)=ea
zBL2eiIX3xk7rvLu;Oa_5kr~WTK((dz)eT4Aw{~BYHlXEBzF82$bS}Aqoj-M_Ah!}B
zfGwWFYq{g@s;5Q)T!@6N3jBF@O98~rMn7{fbWCh8vy1v76l4XYv!-M=fP<c1+z6P&
z2b8>Y^fu1oAg_~y7C3`rShd-h(j_tF?^410llA6svMf0J+t%7r$J5cAEc)`Mg8M&`
zg}ZrpS%({9{fLWZ!dLAF&FhS`<}$)-!9V6UVBMr$VAb>%5!0+TtxkK`nXuEv=^3pF
zGf|tvvQUMRx+eSjt+hV6#UiJd=F)w}#G?3{v!KQ}L+03qw+_oD%`C_&MMJKFxYjU@
zT$`e1EJD9~${ZL93(@}<@^0vfHaXPy^ox`Ea;pB2KSLk!v*h*lM;H72nPmwNQ+Ouo
z4wI1{Zl4OfzF#mezTzI;-A3BDOw?bZrdxpdsy&M}<<^b625<|RizRXzCF=GD4X^>>
zs_l!XgqC^`3_Zm?JtZ!0`$8*YE!;vYaND?1-Qv}A#<*`qfr5?WPn{l2Y=MYebY3@n
zhUE?x92Cq$(w@Qyk%Szx3s>g8`DS!Y6S&HO55)RBg>e-8YD<T<Ta!jxCRiymqiRYg
zNvqVF+>#i4x(m$?%Vm%A@{tX!PtImymCwDglTK4oOLGvzd}OiAzs0<r3lfQ<{#JP#
zN)1hhJB|*1sWYnsJ-0SmO@2(u@9@yG#8&fEj{e)oR=?#TXQ~9OP=e7-N^!i^iEhx5
zE&PdxjsSsx*C$H5-kFu3jmk}LEWVH3wbu=cw#B6py_;RT&YK{9C;rUh(zM3Jmdd<i
z{<OlJ<EKQ8TCllN7XnR>*?Ds|H2DwTVo6I*q+If#ff?^fPkQ~U(P}-#Rp*sR6f%T)
z6tX`uVdR+gv*&*64N{Drx<82oPz{bG%!Z4G<@k0^bc(!;Olw?sZ?lX(JV$l-B)$oC
zA_U1E9XFvc3I8}wJA27Xx3%6iz8Df0e0dQDV5b3H$Cy9{%(<mQza49^$TyikhW=PJ
zVahb$=yHn3z|cBdf4BA1v$PBYpGiVMEIl$4XDTD%(4R|tl827GKNu~>U1vEf`dllx
z+#&W7yy;>d^Xm6(weMp+uw@{XvLh9O*Vkj}5$*Z%LNiZ+&#`ctd3Yo2lQV?c6yY=T
zK}U`lL`1#jJeGP)N8DIgMJ$J~38PI-0lm@^|5&{cAxfSqtZPKw+YA#W6-}3V9=hiP
zXYx}m=4_ARW8W7}#yDMFXa3DbmwXKh{ZVF1d?wyEpDLe981iv;R>nk=XDEzLCo&2l
zJPKzIhQB>HK#ry~9%bNfAM&XPK)XfqY1iH0Wn$)ytFQ+;ry7@`3~E}n*JZ|YYZYP{
z-n!h8i7V4Z{x_E5$lb&rRK|X@CAP$p)iRu)Qg~)A_szm`U0=I4$3I=KDZ0cFy=X#u
z`G{-Fmo=uy6=`UL>}PK~q{2YinUTZH*kw74B)j8?N}6i<P<tq>P+pq~;WH34)=yW8
z{t{Tm@%V|fbtVKHW_2o@0{~$2{}&683zI5QX(0#Ka8e}{CzN#r!u;|nE&`cNn;&Ec
zR9qpYE~Rzi^0;USJNE$HBR^>Cpx@hJA=4_X!^+7I&eN|fno@<AB2HNyI<tt*E4;5f
zr>Y1_!5a~v_HI-(u5B5-?HV*~MKJ80)Qxkwnjl&9l+bo$`jha{m-5oAozQyG|FA8-
z`6^l}OTEJ4tjok8IW#}n(N4X5(+Qz{U)pn=ZUcQKvC*vC3K`=~LzVGF`oi12&~fFL
zWj@?T&khX#CeDa!wG~%%J@W0DUeN&)c2xZ`zXtTnlq{lzARxGCHZ<vcO|Mx@u98ld
zjkrmuAR$Vbu(~x35f!J@Z>u|F7h)!&8KreP&b@_&F&dP4mxPxPV`XX_JOOHI7reH}
z-mI^B6~UP>VXj`ZZMzy~c<Cm6fysUxweUD9DaoeeS}!KT82?A2&W>EDn_PDCcd89U
z;MMcT)3c<NkYAl{;zuy@mTObyLY-dGylrz5gRnOqNwVJ8J3da=-l898CI{*Xe~s9_
z%nbfmhHY7D=WQb(#N)Nn-H?!t&MlC#(w`1%{oa2@FA+}ig(z;5&DNTuaF3jyxaaUI
zF$)QX)dxz{ju^?l0m_t+h^jGZ3c8g;$_ZS1VLtMZCs{aUdk2of)bvC0m{hE-agk>C
zv~#~ZAh>@!R%HBn?Oync*8%z4p2J(A`H#6jF%rD0Pi}sX5OI`_#n|^*lc=@_jkQk-
z<`=WRW+T%z!#PSECWbVpQRf7-j>UKZ9{z`QNa~8@zYQf&r<d}jqvdrYar8!Nmu*3M
zsXa5gYn!$&7Z`!QzH-Fplo;sXw}(0w^dpgeQ=1elV;|0-Rb{#_7Y+4WHVkOizz~uV
z^tY1(om_fa_7bt`vKpB8IFq2KPq0i4Vf(NnwH`N9(#`j4-jCgAeqFEk>joU(pNR1?
z5F^7g)BFJ0pTNlp>MP7jkK)Vs2YK*{i4n7iiTWF0Bq^EhQK}lEGPXQbv>Ew4pNw4*
zKRMz-y0N%{0po!5S)R41qUO}8U%T}=IauNnn=nR;M0m{Nt}P=CWfC;YOO%2o>c;$E
za$O(ku?6WoJnlMQiU>%~<yhqts{CJ%1s^tk3EnN3_+0!VE$4#~Ckc1t_J8TfG#Kx6
z<5sihFKf|jJKZ++ni--ssBA**dLX}Ke4IpLa~qcbz${`&$hB<xl|$DvBHHNl){S{&
zEh=gF&-Daid`cmjl~&mfpk)ZCX@BTPXbM=>dw7QQtT4DK9k+I4YmDy42gxBrLYhLO
z_y|)ONp?fra(htmZ*K?)htdv{S0A5eN$um1Qi>_vD98J5tc7n3M?Wjd7mp2?j{ElW
z8k>3M2HQpFap7ZKRUV2AraYF{Ypcfa*eDEAjJb<w>382HyL2$q-{i93r$Nut!Cdu@
z_IlQ=sC%^EL&6D@MiUBrghPf@5)tBTI&8P_3dv!$^!5U{VvK=|Z55z4ZKPJ6u$4)W
zwq|+vrXBei+GK`rT2)y=U=l}0dF!c^pu90-I@Gj_enz^>?y2pnB@<>-rjQtcuyO^1
zAd?l#n+KzvF)?7_Gw;gp1u8x#CZs0wm3k*@?dfCbJlQi70`t1RzkV92t!9k8k%`}o
z)3nrPS~@SFk($ETPDMBtfyoeFH>K(8PsQiDuJ}ls5b=4-p3#~<K^G;9ocOK)c!us(
z`m%V-T?VImX@VhTM1GnKepd_i&dP5u7H~IS`QtQ%>4Qx8UHZo|kkh@2OmH&YU*xXP
zl6TfMwJ89#!nxgs9Y4qO(zxf_H=sGWiVYR2uDspj)=dLfaxNVqmh?Ks7yP|~Dxa1s
z(rrehU~!)fI8w4WnQHHQ`<503f0wj#T}KMWO2rJMLrWw3wZ5MiOY054bCM<dWv|uj
zPU;r0@e0+SSg}<V17GQ^otaWSa@YrD@`nmZh9sl|GG<k3=v<u?+p9x&=N-t|LC^)o
zgRkUG1@i`}ukjS3iIH0^X+gm^q({_T`uLq*Y2Y0G_`ZPzeC-CU%OFRl_EUspJ`BWd
z$LC2ECm%Zo#M>|3GxW@UGm{4`5~I`We&-s7#}NO7IwMolAc6C?gkWU6tB38_nSY$O
ziIv*9P!LXFGpbZs=ak2mG}`J@v^2Oiq8LQmsmRHcTrlP_l#c^u@hVlvY$p8TbW6h3
z&0e_^jA#^WOirZ}eCZEM#h+8gUaGOhT39_jz(5sB=vq^2dcYY8g)M)482sC3vapJq
z3eVWt0eYEfu&*yRAo(&dikl)G8Z7DF$Q>7xe=UxJcC)vtYJ?DpK-ZTQ-apj0)s&{o
z*s|jszu7bTU?O0UZxv2=Fo${B2AJTIjv?M07dYQ(Ij-E^3?&^n%viQq(M&)#mP@Jg
z<AcG~)S>f|Uc4JiZW#v42g@4-ug;1YGm1U{%{FPCUi(60jocZ#f8fN}kp~i|8XDOa
z>=Pnd*a$P#O3qBd4~3Hrg-_?g0+`gX@tqR&GfMtEM0Hpg46{VuOCJDTX=`#0i*#Kp
zm&39YOb9fDpIY|xH23#q8yIzBab^GXW1cjf?^(sVa-XcWCNt?YINq<iUmxVf&Lsgh
zVbP6h08ArL%OOc?%$R)1m?z^cMR}9H0kRfq%uLJ1c?+kW>wpa(|B2)ygE!1q8mVb<
zHc8MNXV5JtmLyl+Av5#q7Of)_T|SJ85u0BWN|NTLT>sy<o;JzZyj%vD5QDW;7V)sp
zNkzuEx{L!6&C<4LC*IL-?azEI*8~}3+}OHQFB}Z50z_^n3*98{E8Tb<7YH4f(GEK{
zlE>jK7)I3Y5MY3)B+QfIs}NwSm-67PWdBJ%xK2p9Vf05Lo<VE9q9Lx3)%RE;AUGxq
zB`<|S%RWD(8oy5_%7|*9=^=7n<7G5%-k_?<hdwG1|9y!hSo~O0(?GU~<wuj^&KDQ)
zf4R)Kx@`nSMOP_{tJ8AT_wbian_$|PZ9&&}Z*x~+j_z7Uzq`8Z%S|-@6#s`%|Bas?
zzZ4G<Z^%KRS;3tC-i5gua}21=<M8@~tN-5Z?fLrg9AV?uKchp?=J0fJ?p&ipz>I)k
z@`R2NmN4LhhVMov*fwwBhu*40u$2nn703B!0$T))B5?6z2Yf8rmI%-?8sjLN?4O7j
zi1P;s@=^x@k+JkO57aVt+*UYTK2G>&8N428`rPD^R_H)M0l{1p*sHt4f%mG0y$ccf
z^Zsvrrul?{cQscB_;7FaA$CQ*b}S-yfA8xWD`nM7wdpGecGUIs1JGl;;zr~y1$d^$
zw)NE+%@#(<(d2?*BVi`Xg^f1bCyT3bJ<C5Ec^KOyUrwztdi3JP%rw)10X_{y9vi7o
zYCx&Zt|vMd8m{wp8Ob3$m}-pw!Qg2+`Jtc1uX{XGp!uk@Z106*k0`>GhG}^3>mi7+
zmz5O-PEvWVEzG^&TUgPWQ-!8$h_PLL=WkEv`L|2$Ce`fWs^d2Km*#ES8F;kQKDn^_
zPZW!G&hc~V@8NUq3zonf6Z7S{eMTdDIYe|`P{x_N{=g7z_D939(?%?!;g)2$b`Lym
zHm3ui-*aC8{yLN2;3|N#(lHU(Gme_BbRu?QudJ!f*h3tGv0LByJVNkNZ?4Fnxu=@_
zgzbHQR!~$FdV4&doiLH=@GqL$XFHn5<6$#&vDOTEUe^Vcd47~KgQMU++#&0hP3le%
z?0>5DFD+Bm(uge}+8$fm%6D+o;S1aZULbRKBT9sI&G#q?`V(?XT{c%*BO&U(QaUCo
znwN!tALPDCs7xdQ@}}rWpC&_7Qc?`>&sG`r+a7KNW|3SuXdsKWQL(Ytm$CjCNer4-
zgZ?jrf=>r|C}?Qe$|BQsIsWtRNbmYo!xa+UICI8gqnkvuc6u^<=_r%6M<M|930!r>
zHeA!Kda~^*c>K3jw!&QBV3~LuBNpuiSrcx&1FNrTZ1M8ypW9!KUz}d6kVcl8#YS;!
zZl<kN`D~Axj~Chb`G-#%*P+p+g4d%Qc!_|V7zvNde!S~#()X0jO``^f_3?sa{o!6T
zk<q8y<L0-g<Hupmj-E)CjxfI#3yEwKP!^r%dUXp?((I#uziQ0D{Vl9vYH$%b0vaL%
z4ljrpaN4)*RF~x8u$eMNNe=6c+z-Q@7v2|s^^%+F8|6CCS-#aQ^)xt@8+>_GX7F5v
z(<nd`Ln<;3X3_z+dvOT~2|*yE!s2?z|Dq9Hic5!QH4QTHR=c_Y+0QHc2dAgIS>9(x
zyTeH<-skNvFZ&{c=l9uo45?8`!pE#!j7Qw{LFggfevBw-8hXE$Fe#i(pI&qn!j{4t
zlPi$hfK5aBp%TKX-QTybPOd+3Y+QC!*mm|QDW@(KNA?vX&ytrL)S&OjzdqmBnT_Du
zcfPv$T}B#gxJ}p+s<$g^{!E?8Ip+7iJ26^ru(Mt7$b|d&x!UvEyup5Tc&<XH`J{Ga
zkCR~K-`6XPxJz34%5$I#>C?pz#%JY|r{{|bYf(ESqe2j|9RYg|;#q%I8}+}L;Cx@7
z^IhJSzLbgfd{&5JEFuQ~l5vWLo3|z+LL6@R9ZA8qU5_i*<;*`lONtY{3^L(^u03XK
ze+F}8?ZV{ww|R?+BL}wBqHMo3G~a`7FOS*pd}zWChVo-U**45{7`P@{xW9h=`meWk
z%MJe-aVz#b=U(%z3oWh;jcZ;EOiWDsf+Dk9&o+QGjrLy;;ZA9ljynlYVELxV%9A=_
zMcSSnCp_-#FiZX=2{LM0iGJ#cPY}n55c|uQZ|=v|Cmn&y)>;UW7A~R6a+`$X1&B-|
zTbi9uIN5JEMUQulonyZDtD5tCU8#=U5svJKptSYZGk3wuKCJ)xL@6EPIIFH%<9e*I
z2F<Q>+8%ImZX6F+GNX=hGpf+l6Gs7$Dbi5rstRQlI+@%db$SQi4u_+6{Rk&`=EH!+
zcOtQ9JitmIoVsM3a6?mM{$u95iS&byoaVL2u`zNk2+SX*cWQplvnF7%J_}X0&#UKG
zn*O(%FE>RZyD<W1O&bV^DnU3kjFD?=`VDr=Qi_UbiXyL^c6N5244&6xJTsG%tQL4m
zt%{Hx7F?t8Pq>ljf1L7oSj5rA<({P-xywI%qTs~*1SE{m>4k)o#Ux!CJA@m$M~KQP
zgt-}n<iBHo^uI&m_B(hcep#g5+wsORNuxm%x<QW>yh7}J9CK(oYdMB$RBN2CJp{jH
zs65V^_dT}4X%}itKKlCl>Uy8n+pe}GE!($7yB^PF)+gECznV%>aL#a_JaIj~%BjP9
zI#UqyUy@!O<5oObgea~IZbh&6LP!ROJuV?tgDU<1@{MgCo<vriHTFeF(h4sZC;Y$`
z*}mY@<;MTf`%bGq411FiN&+Z1b}DvUCWHoaB_po_+crap_HNk5ka@!Vc)bLpQ|+ip
z@m~p%m)`vcXwEWLYcyWqM?4u>`Z`uE=1{%4`?j5gui|1^Sy@G)RFq8~FJHV04#M8l
zGStGo^vKX_b(@-*`35aAF)>+j>_zoduGDS53M9FIc=dyh`U`Y{BUb1RA4>XJ;R4Ta
z>`h|hG@6fSUv|Q2v;IJJxRCc<we#+98(CHBS&NH`0uSlo@$oj)NHgsXLH(aL*e-eL
zQiWFJ>#b$%*<=-PKg);KgANocTB`Z5F#XDN=<MvQ1rqPjcKN}5)fLZu#p&bv<G6eE
z@^PWWV+NU|M;6pggDQai)wyJSuW(c%?u$zI_Q?OpUslyY7;18qd!)VDyq~rGi}Z!;
ze%)UL%F9WF%%JSADnaVd*nS!sn*Ue_)nq3NHE{AXO}k*7D~;N+va-VRd^4^8d45}1
z*&D|O@BIExMgH2V`v&s)i2E=hMi*BjEc+vecc;sPh4SfFCPPriWx^(T9BQjP^palT
z`CsC_97v07owc5WVKWd^g04|UYVipOjGpgKZ*Fcbb`lhg>lPQFu%^>!Z#DvEf;2Wx
zq(`oB%6B}?R$aB9`^Fl)Kh3XzX5^s+PWu+&n3ZRx{e9{&-JxSBNmD<yF+QE!u5_tM
zcHUL^zImd?WnTe0B?h37;PsSAWhR3$hYmKIT3^pbI}^P9rwWZ?_u*S*YFrU_ak=)a
zi4T_ugsSCalff7$pL-*47{(th<``6hxa8=QjG<8Yn0pN^a~k8Che}xpD$#g&5(+$Q
z+xzSJAk@$Fe{q7s6A_)Pc?`BuCRAi-6*B%N&j>-03Iqb}sFLxlg0O_M&&w-zHa5uI
z*F0$%G|D%UJ71_#QTHoP`-20a)#9NO=;^R%vB8c=!0qHuXJ__tRj056HPjOnuo3$r
z=<ypWI+0L|`Qr85zmxeY?HcB54>Dk+me=ROaqWlj`^z<>RxK6FU-ypd%pxWR@6BMm
zhdhxdO5w*L#jDvWKXsbTeROCQDCNWYjZc>98AzROpI=uzwxb`#f8sD`>{R^6WvF^v
zabNfKxh*rO7_#V@aL-3%ag>|c>G}!xxG|n3<PEGdm-l1z-0DN>fSOiUitjgy{}Cb?
zR`4Tq>&n$m1T?l`d3_p6M+d)aBJmt_=x~Y;|8Gmws!*d0YS-)@l~q;VmHgxSznfvm
mng2iUd-;EFycvB*SayCPu=D&r3EgG{_%5j+Q7LX1_<sQ9sDVBJ

literal 20012
zcmV*#KsvvPP)<h;3K|Lk000e1NJLTq005!@004^!1^@s6;!#5700006VoOIv00000
z008+zyMF)x010qNS#tmY3{3z43{3&j&aF-W000McNliru;0Oc?B^LuVy+Qy003B&m
zSad^gZEa<4bN~PV002XBWnpw>WFU8GbZ8()Nlj2>E@cM*03ZNKL_t(|+U&hqj4auC
z=l45XMC4X`-M#m2lA<KjvPhATJsMdAXnHIP#z6Li0PD$y?FR#6_`$#o{OAV{Jl-&{
zfRQ)Y52G2#!?ESjj5L<ml1X7CQcbbRW_Poj<n7ycuUl(wv7E&ZCn75<Z&p=S_q{EQ
zh6yBY-KxyUlM(;;zVHA4mLoz4fxjRR?>*L9LI@N^fiVW96jfEBwWcTvLI?;U5JH@K
z9OoSE)1tM;dykaz#P77$7-RU+<HJAnUlag3=djk|y(fe~nx+7Jko!z2^%yX{_cJgG
zA*iZ~q9_26Qlhm+DTPw%1kld|{f{1h0e~1nz&XcsIz=f(2mvYO3Cr~)9`oR8z%7Iz
zgn;*+vMdQ9%s?!Jn60IGw*U4caQ+1VVgo>HEdbV9j4|h4+$VAI&jL{c%C@C$ZjJ`L
z4Is7FGwV8UL4O3qe+~fH#DUJa*@ZL4oVeJhy|-=2p2kB6al)-P>us;Aaq(qY&Vbpt
z_6CrRMQ?uo7Xh65pBDf&aau!0nhPj|nEmcFa5Pq`0b~2ZK4~{T|JkR73e8&Pt$W)#
zHUMn{_GyG3KLX+skA{FW7pfhzokvEz_p>;zxquBLZr<N^rSq2OX<DLr7vEk-1JH(q
zwQrin>b7shc}w~uAU?rIa{;E)>0>ATybIg_w{eqgD>5IGod)D~yw`yFX##T|M9ob!
z|GVbqY~Nh-fNY*k9Qq?5en2-|RTbWQs;WBEy)AlFRTaNj9dn&$*-rag1HSf+(FWtZ
z#PhVQ=A!?%*A+sT#hdMzvH@!IyEZ}k5fIM-U_(Nja|j_wlH`QTI_qM!fpS`ae^HCp
ze*L`ka@x8+3TbBk`0ced<Y=BGwd2mV6`lY8zpy}T0NA+U=FVOAf;4V;8TsZ(#&u^A
zkak@6QC!@4^3~{>^C3m!W!eC4ThQkH#+Z*hW2FB)0qC5YofvEFEE{qf>s|DI;3EOy
zMS$7{skQb5BX0lg&jY0G&u_d>du<JapG+nv;>@=0`83x4=K{n=iYdzy=iG(vz$U%c
zzN4E|+gTT)s;b%N&g*?o^D%$%7qR0-ApNj6`7%IRl*()i@a_1sS=&5wZ+`x;A<0Jy
z#Ktu=grso;%U*!y{YjE6CEqmfDa(>>x4SSLn3sb-3Sge)A?D+{kJ8dBr5-Epm<MSS
zzqiAWW~~i48xJ*qoaP2;D+0~GPaTNOiES)WbEhRq@>ojjEE%Qw5{umTX|Y=K*-4T-
z28MYJuf2|W_qj+2e;O{dZJ`?LeI9@pxyi<=J!z0GlD68PUzR1-T5jLIO|RGE#TQ?k
zz0X?9g9i_|eEBjD9z4KWOTXV|ZEY<A_-R`}=Nv^*%p{q1wqTj}H($7^Zdvv-n~Sl`
zdz#lZ&-vqp`bG#1$caDm5dd@1n&xk|`R6j8;z_P;{ziD?jW^ic-DNtRo;b(vzWXkt
z(TJNjZ}OF|e1)T<qhq=4X={Pav#skbYtfu@vs%FOtU=pyo(uF4&IFM(1_Vf>5lRz+
z$Bw7q10prJX-=pt(il`HMHo$R9svaB2-boRPZX$UWqszw_vVIw+PU>bYw7p<JpcUj
zeC~6fd+c?_7)GNJ{eGVtH*TEB9O)-*0UHoDF<?`auq=sbe=%dsxp#Ks!kX8e2Eyax
z1jNA(tX~3g(jmxBhSG-o{sV$_Oy2$h#ryXN)>Ay(1@ADM>r@YSu}2d`H^pqPkzK!x
zT3bPygk)=j&c~idX@i|k@VR~JvECxLzUaKo|L$pt+igqO{_JO;eU@&wOSjwQl~-Qj
z=;&y6z4Vi^fbHVcHUU`n%UWwMoHL!59+tdYknevNKUfD7t(njosSQV8{}vDb&);SE
zXWxb(DDU2*xVIDIL~rq>LuLueII3YqZ~~bc%vvA4(gUr~t1G0}uF(Clm%04!{vyc>
zH^6&*Q4pM87^6N7U@mh$+Bfi%WbKQNqm<&tjT<L^*CvqqNdR!ZENfXt+m<sflE#|{
z;8|p%Ase&ce>z4!_#y6@A4fg+0;6xf$=+}O0Y`uOI^#FrVfyYJoXydRM)eH7)_={a
z2Iqksq{6IeZ~;3kDDF=w?mQs+=0K<%vfJUoZ~hj&S6*TLFMpP;zxoA|tCz3`!xORG
zS)%#VbfJrWcbX-=sP+6H>;J$&Y!dHHEO=TK^I7k2Vwq(vL}PU?qFXg`kq`o@G~^>h
zIb~4X=8gaA_j&j~|6R(RJ=}N#!4uFVgD&Z&!A?EWfJ!Au&>IRLz!eVDlgLDpu17|0
z#|~FC>>dzM-uxl?_inQP`+vlP-~1=M@Ynxi)<6HVxY3w!j+JWS>Ze_%HV?LTPtT%U
z`$dh$Qv+fMVU~((;=qd#k;Z~HCwUoJq^<ic`m9COG0jcVzL*Yy$VaG5^X>oazvunm
zdmG9+>!DP1t*Iotlz;|V1_FX?J0;&OQJJQ@t{LCY5lVmn-BAcB&|M7#eB}u~P!27@
zrwHkB(<#G0evLQ(ga4c#`(OShYd`yGd@I$qNG54l+O)0z({}0Y^SCJ2ewGf~zJX37
zpv`w`;{WE_EDglQwYAf77iGeYOKo($vs~1?<y|(7x9D>k5f<l=)sXjp`&-=mgSQdh
z6NEr@6w(OHibD4kLJ553Q9X%H6gpF+1C2Bh2)!#E%5jCa9zlK4BoOMHt_|S93>0n(
zF86pFC~iOGd;ig2=aYZ$f28~Ja~~)xbDm58us~hr{Y~m`K135j@b0_s^442#@!WII
zapT5~nX!4}jW-w$hkWW&pW@43{xU)ce*DLOoS*oKpIBZ;tf~rY?JOmCntpT^m>Mg1
z5e=~{%b9+-Oet4GmgWm5W@S+#Fu8S~d;jbmWGV?hKmcDjWJe$qiO}`ui0G0BHwJj?
z(LIgMqE*nTV)e!V)6vjcR`3BI;sxnl>mrmOAdX+76w_OGx%FTEH+8&uaT0Lav+*=d
zsPs`j+Bd;VFTKPIFTB9B&p!KD(!g3vQ55{-PyQsI``qW)+1WYf2<HK4I-Sm};QXDi
zte)7UeJ)}-opX<6M3!;gXIV~P7To`>uaNH^f&#N@5D5ea)xN_P9$d{Lm0;!C3PK8`
zlIV^m86>s!6DTcNy|F^JmZ6M78HG$FgG&Q?SGy1bzJhAc;)^f?w@eZq{a^o>{a61G
znPpEj^U?HKHz~M=M9z!dPxB$Aq|@n~Fc3lru3x`Sx7$TZ$xAQ2gmaEhe)5wuT!{Gw
z`}zKmMTDZNsxyJr2H;uNtTE|LD`+F(v|UpBHK&30yevxdy3sej&b$A~U&B>U9=Qk>
z7w{8LaDgDetQbsJGPu^m3{nJ8ObU{ILN>@ax^qC%OVO!DXNIJgP!$!y1$^$Xm1F#H
z%w#7ge^}u2fY1WfRj6(xI5Gj98vdoP{0_3yA<X4%8w>J52|+ssYsZ`OdSY93I4#z`
zh=weLpePFN-o4AGKJ}>&PF9*bs2z(e0^C`^YL{j$OGFwFUc_p)GcSuy_KDX6!FwM4
z=HDlH2WUE%Qi{Ej;C&<>3Pb?AUr{~^Ozsqzt|nPaFaw1|QAvwbn(D~n5|1wf<xz~6
zi^GEbcaE@=3h!bHP<RkVkZhXhdjf>Y<E2ETj(h*Z-{$&%@iz!{$<>q2Zk;E+%-2rN
zU)zhUsfpw7-o49}D_1@^Yj(~t8jVQP^n?{W>x0_`mkl`D3~Ct-vH{RCAe>LOH}5&C
z?}QLQDaP-7kIA3>GfcljKu{i*s8k`fgh2oqU9>O#>|a+p#&^cp(xHsP^c6@+c~Bt)
zs6<juN<bjBKnRJ<B&M%%(|Asjbsb|x8weiI0%asY2*%%fjpEjO=&kLz&Qn<CN8SGV
zVKmA8{e50~>7@@2#CDIvd2!&p+g$Xe&NJhUDPOh-qV0m0VTbLtnIz%p@BQznRH1Z2
zIjJyRgYGD7>G0O!tj8AtnaN00s6!DKa1&28vUnfRT|ss^Aygh$cuYT`b0wiXu!Jg*
zY$n)|MWr&b?w-O;9Mo}TwwYpj8X-Z956EBt7OVf}zlEQxshp4L+Ms-zz-)(Li$4D}
z7vKDQUf6ajrsf&hMI@4Tk?Cor^NR%O#&RwL+%}-v#hA;iO-hN*GRoWUQN8(RB&!32
z5+prCwvmDqxXR(mD7O#*2cec<gov&++cI=6C72Zxf3F4ErG#YFpnEa)Gpic2qA&xA
z87NdL>29a-;wBQQ1pVt>(zOI3L28NCj{KW{LMRHvg4WRHIS+_-G08j;5l^_#V$pgQ
zt*IG&b^G>hc6N47<eQyyeDj;%<nZv2Kl-CTVt03!-}#;2;o#t4ag5lm+&C)`ZiDwc
zP&5tj?JsuGJm|cjde++77E?-zkdpEL_fJ9AGLVd6Lp7<eQ%llIqI(VyJOmeAayhB+
z&ZCq7DbOpLOlzil1+H)iElAch!3Tl^-Ib`m!3Q6~IgqGS;i`ahp277#s;ltU$C%Xx
zf|j`Ne;0fIF8bOt^__5jdhIMr)duKC+5XxXmtL<oD`0Nev$d9QeB&Evtr-r7y#4mu
z{MK*%7T2#|XKiimaUh;Gwxb~w4Z}UpMKphF1nG<Fj%~$$+4nSZ&&;&|el()^-kW4=
zUCMEZ=^FCG92BfvA0VZ`J0A&#4>LWm7c!;?1^KY3l^20Z1>MUTc2wcKM;k@5k}`TY
zMj1uAnv(D5c<1R|=~0Xdq!Dzx9XcBsRURd<KxFIE2K><h<#%2~UA=+0fTddWbGwVN
zos)mkMGdFMd0Ml%xyjbn)`@i)WB9@szA*cFeSMu@{ncOP+O=zoEn<_lYcIY%&ZEhs
zEECW+47{09co6{36Q$E`j`rQZFv}w)?%w-|;cg@wy_9N_qf<?9Wq>OyeC5D$!Ws!F
zP)5<etm$la7(W<CN{v7&=w0qIdN@I7iAp4$^%P$Pw29;==^AvZDJLZ+)pXW7AmVXF
zEu!m8V>$-sD#|xrqw}wS5w!Wxu5`Yic|OiwbYnlsUYSMSOG?Re&pkKOhmA38Z*QMi
zi$3jOP2<db_tvt73GJCJ%bdI>^RjG;X<lG=3$!>P71cZ6AxuZeM5C}ct>~=xaa9$w
zD!#6`4(;O~|C|m|lvYgkC$kJm+RJe39$PsGkaQC0#B-Jm5|Un&u1sP;LDDl+QyXQX
z3i?}pI-9+i-*ygn_dUY?BgCa^kFn<`nXa2>$cqXZK5S#zS=X=43mz-DSag8K$2W~l
z%Yv|t_=~3hE|N<wisFQTeX7OGr`S8+M-otJ0zuH-7@&-bmN34#_TfB+M4{>e-JW6P
z+Um?w1`+72b?6LYW<+X9w$gzR$oeTJjh0O&l5{0Q)&Cblkn~b|msgNlAq41NhITo{
zd+%cB2*?MuO3U8N&9lkMv=a*-byh|$0#Z{ja8WQd(;1cpZ9^`W)exJLlO)Oc?nDUe
zqx<-~?~!h=;wy_;>7ctQ!Nm%h0O&NKv$aBZdq8)ik23n$Iy9dVAnm7gR(q&K5qv-@
zNw(3A7gGt6L1f`7(`2h1yz`jML~AKPCJLz}{p;(<wq<gjWVMfc^Bd?it4kWgLU#Nl
zfq0g#*wh3xz?@&td}G(VgmaeLKCP!l&$FJ>q?of(dB&LNwU!jJ8`7hcI>ExvW6;Y0
zwsG4&1jPPBw4D%iijabAwNH6C!aIjhl9lW0=*$pGH!FbXUk#L_oZ<cb*2#@|;@+h`
z<uIq57N7*#phJEz!DI=_D6&C@HX5NMIyLBSiteS@Nr6r^B1=hn8Lp^K0Fh3HfBTyt
zBtpp;j?RTO?R@%ED+$ZTU=mPfsjN)<+BN6B;Ti2~RhA`p?%d(}_3OO-_S<~?;~(d}
z_uk``S6(^WH7}c9YpjzHf-pKbwOOcrM>THvJg~Q4-&p8n*45;=)5O5-cTl|^-a0y$
zHVEG1okL|A8y~wtI_SlW2gluc0G*9K8!ueO^y}7Dd0as=cxDqR1WHMS6!bO*=#IgA
zPtwoO-MG%AmtZ;uX<~(rRFckC)G>vUC(@6uwCMf-_u3yo(mC}8Yg?+uGBwY$I{KEd
zg+M^;-h!mNwDoMSM@q>%@4Umezx{3Adh4wdr1#F9JG}bpt2}!2h@G7szVel?@aw<+
z>!;_Mm(7SY=Kn-Z+TlK;w+ajNrFJ{OvTnFxc*~>=+x2j>*XKFm;rpO8Dhnio9^<<Y
zF})7yY9D7U-dbSpf{B=y)?LHu;1a{zySSo+Kpoc!dY9LzrUl-6%pgH3O>sCz_p(^a
zSXAgvg6U?pHI*nWNmqNgqD0hgKh&0)5b#1`e(){$>7QTfS}baNJxymkH-9V@;^9qv
z(mhqnT;_4(#toi*_E|PJH&2kq!C=7V<|buX&U({->Zg8cF%ZuarW+78#SAB61R)UJ
zKJMXd)QuORmVDY7k!6WUyV_=%8HP=adNNZZV7L#(2w@B+G5E?N5>01g9d9eJEdVY!
zeDDF8DhAJNF?q0$D=MUkH(9#UL1;;+EGkV%R{P|KV{~eeMo|<MDmCcT;B7tGY<+-C
zbOf~!vAirvNjKLKO5(;7!rl(-J%~3n7pp03r(NfZY0qlZ7eauy@aPudg-;{B`@r#K
zv!%$q{I<2V#V`HRF9GoU^Ut48Ru&D0YzL-oYjy%0At2Vb@b}&$IEQNm*XPBY^UY1C
zYJv+0Qgf0YbK6o7_8%as5|O0{t+9DQwzY{+GR9>A@b$k7fG&vH7NHcqt6Q~;ttWvQ
zO}f@6_{hekmY7b8)C$v$u2p3Tx|0$DB;Ay3V<mo8eJ)fdrTgqv((N_Utu?YMmk3pX
z+_??%$<5`NA0F_S`$oX<5rlwCdiXOMs6H~*+&1IwT=IOa-)ZJuu5V-C|Nbm*IzRGk
znF5IOG^~bgw_pF*@s)ym?;<)Kgf<WYdUXXo=o7pL>INn2@ZQxdIzB}U%#F1-y^QYm
z8nTJ)q$KJ0P>G4sj1VNNU4+&Mqfu#s$ueY`KnSE;Ye=OKQX-{5Xi4|lB}}(Nunu2V
zsBVT?T_x<?!Jjb`{7C@w#4K(p3H$e<yAlmb%P`EB1THHHeW0w&BI~qFQR^aB8wTr$
z2k#^O^N+=f=f#`LTFrAO$kr{LJbVw??GbE+cLvk##D=912-YJ^LbBaMXIX4Du?{;L
z$B7PA33dG2r~%2w3JCCJ6#<nP(zU@%;z|0QC`o!xy4FK=Q-o3oEih|?*dOB@AV@aW
zP~A?n$j$k%7S-tyiV-2W+F<*0(|R9P@U~TnoE#9Yyo|sv?BJUxKBui^nexA-fY@B<
zi>T`jWfwvq2kZEU?-Pm%qSHUOIAK|!H-Yamy(?Zw{Oz}qfJjoX7PYnpWe&~}oI|gz
zqE=Qx)E=O|AymIhY8}PSE^abC2DShx73uaS)A#R2_Z|Xft&cBCARs$g1kZSi?sU-I
z4!$Tb-44<igaBU@2rWrA)*e?FoFjOLv{QUJK_uN%zw4p_?;lM31~)!Lgh1%6#i|d~
znE*R$q;pkOtgfy;_BpS={yM#0kNy39UVQOIzVn^$@N+-+bEmuJi}n~dAe_A~jivRp
zW;)OBF;bT0iE^&<NK!kCa^AX}wK$=Xx4%c|_6bsg)`%nl1i?Av$|~mCHDqFD%r$r)
z-IA2ZPDXa)8p+1`>~}L4z0yMu`bZ%l1XQ<!oMllGbf*)^Lcfbl67U|q(no3?k0T^{
zFhF%W2wlgV?V<(m5Vk~&_9K&BFrd9%cGt)_O+w+KO;g@m!e}3#4L~JJyWRP<D5Xe}
zgx6nxoqzBT{sFJP`s#`Ie*4?sW-^(~dTPew@!1x!nHYN3V%l*-nx=EohlI2Pk8Z>I
z7NVtZHF4k~Juob&PHwDomSrb2sngbEt;Hk>+U5Ak5oA3mCWvk?(&7*hoepYq8>)&B
z{HdCnkb?Bu6~ZkG&dx|n@PW>?OO$&D@pxKeHrC1S+>2vNvNQsAFo@t50@dlpc+*Gy
zP_L|jR^T`u2GvxOTMOkBF&#$hv_y5&eE#?%g$=f<pqyZ{Rg4s1KX~__wU$qR`qLO=
z*x1-O@wZN=!(=j{sw!^Xy2WrfWH=l$7z|F25zl&*WqG2a`muN*c;s^*$Nr=L3H`~>
zKvhweB}tN;T7^Ad&C>w=yf%PEYm!P64jvrGr^*l#14mJ8mzS=Bb8%8vX!)lF=|Q9<
zd*M0CyLTf%#BoKB-q^(MJ_0F`{eHBrS|OA|buxr8@pFVg_WNLCZ;Z?`M86+z4B=x8
z*$|W7fKU|>0`lNK;_53GuEselex9GyAcUmMb0h-N4nj!c-SOcnf8g;!SYP_mmrgMC
z7hZVb@tKtuN#&i(YD0i-54m*(|Ms6!A(ozN*nn!;R9+JroH)J!@*yF~2w4^{q)xzA
zgiF_J2JLF$Fr1mEZUn~U+2`XcTP|9ytws<j3C@vR+K!F(LZH`HXL)Lwbz)ec>g-Ct
zhfK5M<JYWJKJx<dg_jW@{}dtX!Eg^;^+efnJBJK`vZ@%53!KT2rt?HtdV6o1_QM!M
zk|d;QN|t4GyWPjYda91tX3!U@D|BT=_{3-7%|9kd&fltbK3#ZT|4Or_h0`Cr#}||O
zLQ8zN2US5>T_>!rgDq?Pg~i%odrX}W@wHio-a4+G6DC0<39{Rr>3y=(L1bBs30GH+
zPwrp<N+Z%V8o^F4y6Kt4R*3DZu(ko#A-u=0ZzBkhPoA2DW0Yc;OJs03VGugO2Y+I!
z+eIsHq?C-u<5^Yqhtd(-nT#g*HO4H}+%y}MS(T`(&qph;fB&%=g!7WX<5`ij0o&xN
z7rx$m!gNGsI`Q*$Bu`;=6H%3QEavMWnlb`Oo2WYqacm`L7Aq18xw(nxbfes2qHd@+
zH;##n($I}f_4Eeu*g_zCz38&j45W-eR65on0%ToS-#nIayaSWr(k^1MccRDVNtR++
z54$6WlAe+jlcq><a&w@D2%Xg*GY`a~D4q-u+nV6A63)W5Q0oyd{5aw6_u@r5C5_iu
z+GXO7M#Mh#^+FJ;A_nUOyh$N=Y^O(1Nqw;eIFC;|__YoE<r{=+&%^e0SlNhfv3-)2
z1n;8^w7xyFh<K0a4-lPB1g|lOtQ$iErJ>i4fbaGq$U{JOd(i3D@n`&<U)?0=cB~Y@
zJ6v~wtnwK<K5I<zMFA=WJQ{g47LO#D?x_*l{CMKCK0D8I9zJ|Xp68Dp=ia@0?CtGw
zczDR+;UPC~-aH?OZ5iiWF|@XtZAl@70L~(=eT=YsH?q!F|8sjM`134no1veVDhwe|
zO-Gb6LD_<`vx*?#I<YxNxLC#GdTY4t8~97l5LVU+y#Zl;i*Wfm?%H$s{%Xxjd<0R$
zXI54r>&$=^Oak40{A1RM<x^TmkoEiV#>lz^r6a@c_8>`XcP=2!@M~MOcE>S$_6~%^
zl_doCSO?vro4Rcb&I4xUVSggYM8VkiP$pSw!tz<`Xn?rCzt7E^H&4hjM@L8e-tYY$
z-~ayinNFwNym^z?UVH6)*Ss)gc8Uc&y(ua{w~x%ai2b_+As-tJvTTvXd4Qe0);V06
z6M!lmfB>8I2}u@9oNR^duTyT{z^8Rq!`k?7bF-u!{MBditDDE}yD=kDBi6T%B^Rj(
zoqn`}CXFEM^r97&D!N^%BU$nuKiD7$5ntyWZu>@k{HU0RR$@p5kMk}v?^E==v$iig
zt>sjTz|KffRh}v&R3sRqk#g}Sl*{Of&3o3?*7(@RKE~G8)?+G2GbAd6z|PJNT5BFX
zdUSRf*jZ_sHki&8zNJQNT!Gy?_>F5PPTpCg)f#r*mH|!^YEP_3KxrL8YKra#>2!}W
z9boJf=`2-mjdEoh<toH!T4@NN40iiEI(X#FTE$W=x4w<qyB{SNsiGy+H3+>&^jD6-
zJE%+IjER<cWdk)mB1nl)8oRQIs;2S(O;5D|5ggJxyixe^0doCnw2~Ld^DgQ;mO@Zj
z!GlAE5hVo~Mp=x0GCN^4G5q%S_KDxGudnm-KmYTyO`SgWv5!4gKyx7=&bN3rAAEWR
zug9)lLH*#HQ02(9du~Zr)2ub0aaq(kIKLiep(sm~G<c~A2%JhtiXm0frRvl!cdlxv
zWy5Db1(i}=dX{AOHp2TFTppCB+PXn<_uXjqgg~rq%|@H}?n=yz1W(91gl6bw+98;P
zP-;X~;QH$XsR<(LdCl=fAkM|{770}2BeKow^}L?tz;K!ZB7ohAVp;|;5~UmtjrRd-
zkB1(7*xdD^N4ssb>0@3hMqI>Hmz@kd>n*Vsv$8=jDNK%*iUrSW)@o-_=GRkI1(lar
znIM9tOjl-uI49k0g4BrMYbO{^h7l*UL+ThXqu6>5QO9fmK}dYoCv@s!2j?g@uFhs1
zy0nL{$%jw6(P|2TTiuF`Uh3H5+K(3_)T~^DK#+?4?U#6T`IGFgzJLgxGDv(?UTB+)
z)6Sjsf=45T6dvakQ)^ICkR<9v6IydE+RqRB*&m2Cx2rGO#R<!jm!_3eYfaE8Ze<%k
z+J8*9Ye3cHtCxuz+oO`_*HhWZik(mdsmQYdDp;o322N+kn5%U}(IoLtl<m}j6!C>s
zXO(>OnOX!FGeFwa?P$${$0c1{cQqC@m?ScEz@~kI(g*^!zh3*F=#HvvFmw5#ejcqq
zPn8TnD#~oYB-=!KOF5my9Quc>6U-~Y{X;#QYFk*1RuV162{JNY2hhIx&&y{&Q6M&M
zuiX~9j1_EBZI8(-gDvcINSLcQZZ;cSrt7agcl)%p<Q0@6LEst76{Pogp_wKth`Jj|
z1V8IbIlCmjp7ctf9Bg8<m1wojwaU%_03ZNKL_t()AiC}#vSA?zLQwWrqed<?q3$`c
zNe8bIf{+x+AhKg?u}KfBJ2TJ=0@L0WdA2sQ#v(X|=@vmqs;ZpnrtMbGi&!ct;D<Yg
z+zKYvFm)QE95!f_Jbx5&J1f%|oc2x<?b()#u3f{T^E}5nw@~7di`?WzCcHK(e0w;1
z+v|z$3NC<~j%IgP^ZK(GdfO_WH$yvwKwdbkOex5s@ggu)eXPuo!8OreO+XaWWQ}RI
zL6NM)LWi)xGD5Vjz0I1=)?-vuMwRp;Fohtf1ef+eDr_1-=5>mf30@hjsjIdR9^hn(
ztF2}bf*=&5?)C}cUj$G%4)qq;66=q1#BD&#yU^2IY31NM_Yx8n@E!`QP%>bYnAQJY
z#QipFXxOm#o|`vs^7h+r^WE=$_r&YpeDh6Sef3pt-n_||zx-w1dFLH|?bm+o?CP6_
zsoEtfgd32gX?ljm3<#4V`)f=e-i2ods0A_LqW8B4#xL5r^MnO=o}*IH(Slq^x=gUb
zkn1i<D39H65FBP#m}Kin5p&K0kj^p~-zP1PW<U%a$Av|AgET*i@=FcQB3mITCxE~U
zMb%k}f0vS~w-J*#+TfCmAS6~Kq{9QMjpqnb#hBGOrs*1`?xCq_cJAv>cUX}!anSLe
zdBiO8RP7GSX79jWCi%y&_mIR;)(e5rfnk~QT&Ma_gC*KlbA5fC&wS=HkM*Q{>s#NN
zHB&wR{PWzrd6V0>Z=Vmu^W1QA$2G3|EIB4N2}wwLi1EERUr?PszOF6KE+eXkI%T(W
zSj6}+ih9u+iXIM4#uS0aVmQn;$jt!5F*pI7H0-Xu%<AwCo$_E-l|4&#NW-MJO=hEu
z@j_9W4rS7vS;Z<_LHP>2W3qY;<x0FV_+$`eobe%YIzmn3elC?xNxWl{uGhCiye-5m
zObuw^7=|vZ)}s=&G&q{`rWCw;FYxeCk(fYb1xnTlBN6BshY#UIr2Ihvd3bopwQJWN
z(|mvBSAK>2_wRG*(j~Gi<NEdMeDRB4ycla<#Gu<Fjn7i?LkM^mzo_W0;bcO7w14WP
z(fQel=Vei5xp1x69UENG_@M9zLXeDH4~31E1<gZsjj3Lpx#{_cP`Zl4{xuGI&k&Hu
z){mG;$+I=Ajzt_^DuU3I*=lsJ2y)fM3x)KKBeO9J1&VY9X)Ahn-o&RFdU}9x7B3A}
zXr{6^1EHURKbDCp;`x}CA8>!k0N=iq;zQI53M;TKTE-9rJ!5e$oSR2p28el{pDO=c
zxpD<5CD*TCzZh9rq|&$hjL#ci*M7ZLilo=4Gy|&12)E#U?ZHjwvF8)V){1EblOo`Q
z#CnOqv1iwiBB1a%G&|xN6)6fkBQ88H;2^zaY*snUuFQyumohS6VVLTbnY$K1p03PX
zcqKC`nG&SLqp&i@ffGHTv-f`ODkZAQYtkerbPp@inMFLgR|ZI8<@ix4FYH3Kg7+Ru
zZtZG>2;_yJo;yWR3AX#Lo*5}mY}V8M_oLd0;7lOSSAHy0SJ)1i+Z7yIf>^!8)IvTj
zVyQhRi#5;7J1;u6lCX0GrHcY~VWVXn`7TC8!TZ3jQiKF8T`P?i9<zyU1Pqf6#%gUA
z4@OE1W3wK6Vx$H<IbA%809ct&$%INot68ZGClZ1S7+--<u_m#T#U>>JL$zN2BxZp2
zXb$Wud(|34+d&D>v=CG_Tu9p+=kT?+BeNe*eB8Rt3n~kfLh{^Zg>{@N-JDk7uxJ*~
zlNf<=YG$Rq=Uuyb`!vhhZt-lFlSQWN*;wiD!@~~4@sv)M;ha4o51chTs6F%L<c>$M
zHx^j0C|%5@<}QH%N(RO@W9WLM%FgWGd8bMQ@Cf$RCaE9cXC)8<D>O&xHb(eZ*-t_)
zyL9{rFC?YvqUtP2B@9A((tL;zfl$u}3Rwqb3o4ax#2THD*Kwyr*4F&U_VGdxD(IS=
z5Inh6^b+@2tUga%npF6A--BBZU}Xi0B9Nv~*=WtXX<(2Ad^kT{cv|LWk+oc8OuqNM
z?=ct*NYj+@cuZAQtgo-LzP^68MQoRopQYQ)@AlLl_p#`hT4|CrW13sWd4*DPDL34R
z>ht7907V7ET;hWucNzlZP9a4+$%j=xN;3jvqa`lX55=6V6j%(q>gvoz2N4TNhia3`
z>sn<DjO8ja3PU(yC{4Epmc|N0H{XeA!mLL~GK5qpS279%oR{@Pyf{F9Y`g5+m6`k$
z5FF-Ra;G`U<x)is;F#orue~8bD5g_Kl1N4qM<C!FtaV(YYhO4PTy!nUvgFpSTfFw#
zYbWMn@9*#P;K2jF_O-8}wdU5XTl~gv{04XL-d!%Ua+(EPL|)o;YiE6d%2s5lqI8mJ
z=}s+}U6e~+xE=wMQj%A73yK$1K~gzQsw?)UT`H$gBF1B~=F}30md(?ju#nCFLWn?^
zh(7ynwT>%eTxf%2?E8_>AgF|4qGIgmkmMo)(Fp_A(kTw&uBTZKvThuOXLAn2Dni6;
zkVoQ!<Uz49>!XS{P{0LAUTJp6a<=c^B2Y9|teZ)G<M$mqM{&Q7vW(Wd%xf#|V7=oI
zPayPbKHC_>rAwD)8-ut1?!D*g)vMgRd6P6vxpCvhLgS;CHOps#<h;~e%!(*FS(n|T
zib?M9{aLx+sl?^1**5|>7{kF>veI>wR#16EW-LXe+0QcuX;pux7=;BPIJ7;cRe~U(
zgl8ieqLe2D@tEWGL2%?&=*gTQBV?@C*bueKfJEXsV1tx`fMn`2x_VM?_~Rns05Az&
zb&<hgMM4=2l1Q?QaO~v+DyJ~owQRFMO3$Rw$f>8WmPDU^vv*U$-~YXww{Is529W2L
zG}Y`MSO$GbKJ{doV7*hFkZnHf;CCSey<U%vjg1qTvXzw;e&%O>2Bp+2QPSS_>`Wjo
zLm1i{5nd$g((OPcdQ?+O<vmJ0J}l_WD(tz}?hFmi!zh<zI#4-D*T7z$p=2#qi+~oM
zqq4((-o+v7DRc4f2W6k0nR2OfbVARIK$JKnhkk{wED!`LuMkM`(3!c=u}jg?A*5qs
z6S{hW3XV+X1gQ{JN!8y(`Vvu2QHhK@7^p~FO0PI9J9W%<+_E49Xb}g=ALWWkAxX7c
z7+iEx!S`-izVe!*yP_!zhm-=RqOfgUK*|^=ZmrfMo9hiM=eNhWC@4=e7($4pTL<K_
zAJlZ%ExVa@(-_|lU?tG+Bpl`m4-b#Ev4%aL#mt)%6xZP?gXY0O?2a2v71j%+2n-7y
zTY_s#2!Z=YJ?@QGX0e@U2_^u;vda$-FJrxmmNP^rST`3ia$O2<Vu3>KN{4<>3($eW
zClp@egQWDD!Wm2`qHruVLcp{i3nhXwRHjRhQFQMCMrA_fkE_9()rpxD6POf|-LYE8
zwv>YJyj$|Oe`6daEE$+gDx?xjb4v)2=N{*wn|Qiuc#I{t+46iY`8=c0u2FrW^36QT
zi=rS&lI6PioTDsDvMhT%l?QD1W2@y4cH-!_b}H{YLA_ar6q3Co&)q%Acq&OvU|I-*
zfN80YWf~FK8D$(5=F~!mrXa@#$@llSDZQBm^4`ZEN~;-`DL%-V#T-=$m5)2y=T=d9
zh4Ts#0u$Sz<HxlaC@K1zvy4oYbn(KlDvz)s0{f^;aiKZiqIGcsNRN^pCE?wN8YSlE
z(7?S1mjCS^j@TbTl4>T0Il+1INreEaGN$tKBJj+*U6@~P7cRGR$?YPG)3n8^sz}rH
z)D6SiEc-OxacUV@dw0@{RLC^b92Rbw1tbQtM52Y~?R$bOJ-hg!T_b0Vi6_Q6?jML|
z^LeZbSSKkfNomE*B_ECrdlNIWyn?ec6oJ64qcsX^n(0fk-w(?!xjP1QZWX07Sg#QX
za-UH7XrU{w$^1AL=bDT%8vp@sI@qL(N79pHY|u<A!?ZH^X4CP|d?(4Hq2a-PLS70|
z<GH)97?*Xt8$1%vyYJ=v*Z=Dyet4(C7)dcL868ehMlqdQs?wpfqR1`Q2A;d*F0`LZ
zyU60SdD>0o)qFjG_nz;3=R0`sdH?<QdFP#Xc;k&X7Ft?)R-x*$&G8LjmvP&P^7N8`
z3yKFrNoAL-L2P7#I3F8s@5V-PA7DI{AOgejacw|eN_K_@B}B9=C!(*#>97U>JEIQH
zx8)Im3xdP4j(0*#BTlM>qB0;nl~s(Y6pv(JCO9-A1j=*;UuRj$q+3_w1WM6CV;Pl(
z%1N9*_PQ=eZtoc$9BK|mlG{6)qKp+ne|9rNtH5~T`Q5J$`5XW318&{7bh-vxIwnU`
zw9%ABS-V+Bk;h3DgUqqo4Ie1Ayl5M=#+^TS@PI%3!$0J!U;XN=yw7{jyYIfs8*jY9
zbULNq@AIdB`lmd4^oU!xZY>AIWy-*syP_#<U6x=t=UDAZ3ajxh@Zd<!G`{)QHoHl+
zr=X^(W;lhL58_TyMeY#-N*i@WqoJ(e;eo8h-EeFLML;}u9cDdy$1!7(usiA08IR+?
z?T<S%*BJujR#SM5tX=!0G#Fv&=$wi)7GLNUf`~3_D*HGL63<W!(84k-G`@~WU66zz
zxWBI$Pa~;nTCR8Y0*Qgwf1vs5*GK%VzjL3z`FHN)1Eh(@mX^tA9JhGGlaEV+^LPi-
zX@w7ht$}6G4S4@#({@*`T;WS!`VwFG!WU-Vvn)#v4-eVc*kCvu5<=i-fA(kD+1X)b
zWo0?m+)Rc)jn=mdBAYtFvoyzsx=Sh1#<1Rn5G2DwaBDYkZLQ9twep-zFkQALi}kt*
z`$v|4^3^GmyhA60GQ_OGcmioEa6YheAkbQn$dj(P8NSu7Em&k2g$V49Q<N-7bd+|4
zh&kHB+_2iI;t=*A85Rkt@dOW}LbKf+MSW2jq^+399@<$Xo?LWMIKWVe6cHSGsb<Bg
zl^5it;BX|5C!Eyl_6QD-974c<_kSF+w=-mYs~hv+mBr-+CQGrU#XHcZ9;j7<NexwD
zxx5CZu1S1SIplVweVbckS;l8R^BMN`_E1W(va-TpFyM<{{Njn>OBb%bX={AT?k?KM
zH|?y84>0Hix+&z9VrMA1e;^U!WQ%I^S+UYb(d}q{`2Li?^=m)m5B@A>35wDqg`g}0
zRprqN4o6Tlb2jVE0HlnuS7l+63nsass00fuplXY0o#4Syg7;!JAVP@1-Z;TJIV-u}
z8|ygiD+o#lTE+`v(G;>nCDNFmMv;py4n;0HG0yXG4`=72)pZ{BhY}Z}^$x9e8m$CH
z5h$y`<?E|tDcH(V<rT%WP7_*7SyVv4I)|;?tTD<+&()3C%_mP8xPOu9u**I+Ha1vY
zU7c}<MIby=N1V5W?Ev#+zBiot+C_qQ06ux$@q>ra{k(Zcu|04o8I%9b_GSSX^b_*J
z@qhpB4*%%?-QkUQru?N}e1)oV1SRQau(w~ax}vG7z-Z*rN;U(%K)}&BFwNt!eJ%4y
z8HrOT39R&wr-L;mQ&PYrmpmFJbkjf(bp|KE{v<(b2u@Ixf^iWqY}Ysv<?5;(Lr#nt
zorvJ`2r7}ptP3Dzy`@Ho4OC?Xhm#myG*+1UMiL@m63J*}>D9YjmD2*PO}+NG<!{<e
znU1Gq-IS`VkV;aO6}`=rYa7uW1RqY!Iy`Gff@KpOA9jkZUe*dW7HyfVOFQMXh_YJ;
z*Va8<6Dv#Z7J~oht0n)&=QLRsnY5IkwBj4zI^^$u`95#HJLb`&2`~NRi+C4scqD@H
z#Nk}b%kCdogp|~ytAW77N1n1Se^M$IhBjt!TEcK580DVLl?c9OsoqBb9E=r0I8t-m
zb#pY4to36>3nIQ|t?%fi$2VX}ij%5#$vp}ZB%TR<M5yCdp=xUyw_AH~-{YJ>s~QAN
zpRxcY1zHEB6mhq#e#UTr6hWn$;t@?TDNuFHsExvv4x<%`v|PQ^rK&)w@K}v$yV|<V
zj@!R$Z&T8i_nyS2lKM1sxBHe)D}HFlhRe>wZWf=Hj!(Y;zx_?apr`ngH$DIK5AO5H
z7X{ZZC+r?rzVqgYo40cI4@-my^afq}t3C2*MW?Id#DXf&?HQ)IV_F1yT~J!!9NgV=
zR8_zj$!tLDTnUcza4?h<W#IB=pcxa`0Ma?w8wxJ3F>}Y$Qjit`6Nx*elQ{25Gmi@j
zDJ&D0Myo3=d*up!6EicTGNWfow6Nqp!KheSb9fXO=g~@s*08eRVKlLnWn5d5Dzwq8
zZLKie8^#Tcgu+!eZoMnweu1{KNUgBek(ZuNf6SnjpsK<Nu+48H()MuexjXF|)b`+2
z?>+nb`|R!Qk*4X1s+zlZ?=l<?dF7Q?c<r^<sH%z^H*WCEGtVps#CE=S8Bi^|i)oV?
zX~24Q&6BDqMqhqrjkn&~<?e$i!40WOOOZz*Rx5$Cj_#m~_fS?ARmR?nAOu>&!9hvZ
zF(?(w&hFo@P)eZdy-}nTkAbjVHZ__+Wd)Zu1WFw<W#?mD*-6Dr{;4bsC(!R5GiViS
zXmCN25I8LR49pZQJfkutRb|YuSVN|49F%DdMg?*UJ9`cxWKATPX^Qvn=S=gspS1G<
zEu(1NTU$k^52^AJXJfo6q$g;JE#r2*uCy4Vuw}*PKetLzgi}lQ7P;59k(novZO|r3
zLciZXG1>Rlty^?Domn-`+i$<kCqD6sg&lmSl9i@?aGCy<Mq*i}_@O9@6BXWCIbPT<
znM?y|NAdiNn|M@|F_5U}qi~f)Dn;7sU~BSISx;#_QVRC>3Y?2zbJlb3UV(GInGQEU
zs(QiN;@`^(?mckrVgI<e6E1s4VK$1!ImpYJ@Bm5#x|zcxVzrD*D4fOxN#ztSC<>R<
zb(0z!1fwbg;Yl<&8_4s3v!S&f!TYzTOs2I+ECK<~WNbM+$kB;n<H}ZjE{Sa!^#Y5@
z1YfrROeT)cd_s{Ji4PYWq~ER=ZH8@XtxrgC&N;^8F>7mUC&rE3xN(ES!$a=gy~{Vh
z`Au%zxWS`Gk9hs{*DvOpml3g-o$lH&=cdo45zLj8{Ma*sKmML4HE`|u4Q_q^A=BK&
zrt-4hrc6NE%}BBYe3UB)8i}9?QQ+>@dnE7fmIxuyTFe6e)4t9kemI&29z61_tSI6z
zhkz6?9tSex>149r;~5S|flgYxXaoX}N3omtkRsrMU}BRx6JtnK1a9dyxl53Bx^OrS
zSO+o$lA6jt+$qTOShz5|nTR`~=941M7w>n-20f<3aV#|p0b5q+G{Kb>R!VS|fBW-&
zrn#TZqWrMLqA@yop7ZLfud=eT@_3=El)U`%%e?&Z%TI=^EYghHLi2f#_AUbL9W5K?
zy}j!B_*Kgrw-swEn(NPR^2XP{A7{xl1JSiYCka()NjeF(bOayCM^QMku0bF;Jjij@
zlV!<_ZO-<mI6J_Y5fmX{?;sYAt_~EgCN0hdjz)1#XY-cP(2^yFGzmB_FbWQ)omu02
z?hLlcSG(iFjH5gyF)=Gtc)?_1k7KU@Md3L-D5E$%i`imepp-x=#dI{Sx9{yxl_fTh
z+iZj&aHU123D$Z(@v>rjLsC_Cse!A@kXIoDdwYA_zki=!{^ehOBKy9`Wi4V83wrNK
z({$;qOOhnBd}Jd|w{y!z!B0N#5Uyf4v}|8nrMK3b?F1Ef_KfqYg@Ali;OqEgIw|9J
zX8|Uog7L77%|L)uqLn7JOsDZV9$WI<VQs*>aB3<1?ye)xqs-Hghod9UaO`6Y=>yX|
zkf`X#8^9e-O{;Gtp{#UWI3XDqvHIs=qT(JWK~R>GZYE~g4)0-iH^*A{Sok1S9H*?c
zL}^V~)N{@2?K48HF9m!Yg5^Aa>0ilE!k<XRe$b|<W_yx5ckZyeyUS-j^O+~M`Ovwy
zNSn4VGwHuA2eb<!+fqPVXY^k1%q7946~~=@Nt!Bdyl{y(AJzTEG&xOh)*};1Rm5Q1
zm5!{JFddiJ%F*eXTE&hRb~G$0N{hDv*MLsM3z;N}PNrB{O^_<OKi2|gReA2+FWKBm
z@IGcEl!klv3a(yFu`XatoV^)B{2ry1OiMv0ktEu4IFa-_p2P(9hKhd2;X-U)s$9%p
z+W=W6@!p|Sw2q^r0<C3a!KyA?3!Wk`DW?wW>Lz?82+q%T34pj~j1Zcta$LET@~?e*
z1#L`AmhvY^NZXa3MOqqHeEaroE?v4b8!z{y9(vhA*kxv1w=*N{f#CCf%I#x$?@6`i
zQ!fU-|Fx3f4Xax#Y+Tu3@9timJB|D11@9^Il1wY|QBK-TsdCHca6-4AA#1By<R#-t
zi7g#TYU=(NL2M1FhY%Hx>7-&btXSJf>Gh8<R%C}T8kZnoZ7rEyjA`x|4jtM=AU8!8
z)(b|tCIrE>ln4<hDnU1k#AaFvI;mt*#Q1VtsCphE*wDx+FdP;!E>$sRjN6ns4)#V&
zMnz5D9L~BZbj!Fej8FpM#Vl2dhhO}KbvD+M6S?I@Do9&TT%-Y)Wyx?j<o);G=X0O?
z+_}79I-PQKbj0P$mp^<xVtZTMvp_iC;@H%%wcA9`GT-rwYd-r)%_~<tySq8T!{ui#
zVNz2UVa0S-IW16HQ%rI~ogzDYG(wx`x`Pjlj;8F~KcXsZ-Lu;+ZxAQ)&Qc1>%JJa-
zgxyDZOB*{TIERNN<8f76@+d?f4daGENnL5(RQnuF<9RBqWKu+yT3W&3Bm%auf@u}k
zbT|^^Rons9R<Uf&yTD|a*Ee-N?7njBJv?GEjBU6=2&9f)qR2~%Nsf0u5}6v%LJD4b
zHskaE>gt8cz1r8hxrU?Bh#&mm2YmOt-{rHP{p?cY^sTqv;%i^~+QnvjpJv^b8Rp&w
zU<0;x>*unAAAN{H_%HvwCQ~Jc2L+u$ht2C-_{tI7aW1sT3%rYsK$GD#jxjMBS2>P$
zM+^`1nrYUSLWuUZDUVU+IJ!Ep_h`c2&IDH<J2aMsz}{|AyXU$%p$fCgn5K;FXc8@-
z6j5h97zw0|X~Mh|b<7x3f?C1ep{FQg)lgN1*jutYrYh=!k~$5yzcVDCl*sn@I1xRR
zNeogqRogLL*jTc^^7&0JZ6_b7(k6sJk|Y#G!JRvI*xcOYv!DI!((z!HW%PQz4-dri
zK-BKwYwL;a*3XLuv6T&Mu1Wr#Ur3oua`I`##?>wQo2zlRdFS!YQx%a-PKT42dNhKn
zs2J`I$){C4-dY~t9JS?(z+9{$HvbNf3U+tKGdJ1%Z91(O4~yANr?tSCnmkoCkr~Gr
zQz<w&@=VLfwvR?W_7evfj~$f_R5nnSf$7v!R<VR%NWsC*=s0#0aI`;WJj^2jX?jYe
z#D{>bDyqDq%u8HR;cQF?O(u??`IiU$mCtYE+{FRdgi?3z+~NNH`#k&Xv%L7?i)?Og
zE<GXcl~-Qjr+@mVFO>SbaFVbw+4BQE8#mh)Ixi{>l~v%UJ}&u%pOQShKf+nhrDrc=
zvIKAAF<oWJM|otCQcz3^hWn#Bu$QxSNL4p@Sx;G1RAq&&JVG`%SvXk=R*T4^qk@Co
zNxiQ#^^OyP;ZaVWTfB!(N5`2yakmVP#!yv}@lNu<c<OQWEcW5h&)E5B>~U3KI*tFI
zOg+;))N!q&yOLrn7h5Ruio@N}Y~P_~ebdo|@&1tU(TFn7qt;qatQ}1qfB9!O_-p_E
zvuNch%jE}rHm@nmlDFP^i%zG*bI(1;rAwDCPCT?`YisMt<eC>Tr}>%L4cJa={k({q
zZeDAQ;;;TfkDXo1*WVhmx|XqdWs8UJ-J{A2Oqxb9JOsuELzGUCMv^2+y)n0>C=05?
zDgr=6cPVOBSV+ja3B5tL?jj7cc7SI6!^0^MNIE7KHUy7#fy3Pim#+`dbuL>7D9gaX
z#G{O)s+jc=I~$lxJY^NAs(`CEF_@OeY&FjV#zgI}EFJyT4wF#{9)^dbC}9ansOuF+
z2S=3CGM10kR$EAc4}$5a;$tuM_)q`C=ee|*VBK+-WZQ!+x)u#dX||tu?z!h!UtfPB
z#SBkOzG+J`?Id`6f0ffT$Y!=-`xtHJCR+Qiw2LJ=nc(01(hAf3kgvZnWOJ*->h=bQ
zyZdp+`7+?j3aJ&kt~?3;|8MWye&Z<9H2$koS9SHlr^KE(S(4b;2`EBg7iIzjk%+`_
z!`zU$K<r90BhAfd_iiuP`~5GtU#-|H*p(K95D^ksXaPY+#Gu&5<m8Uqr#{r7>%13V
zSEb{`aXWUL1nQL{#gW|IseZoiJw5O9#&jG<bX~f1epORN*4>R4#Rmba>0mWo%#wjo
z($O?Eiy718qp@aF9Wv3)LPq}zg9uHNyNg6cNoRFc^t3CwjN6F`LUHSQfv7Voin#d_
z5)@UU)eO)IB8zXeJ*s7mC{8lYqb$ofwnNA6plE6aIJ;rtbvjwNAt4b*F`@6{dm+z1
zTjlM4ndHE*c)dHs+<SiR^;Sue&}=r@*w{eVb*87MDVNLJVq$)No+L?_nwr`ZAj<s|
zFw?lNR}QWpUG2^N%HBa7Sr)uQ&-3os@ewC5GNkaYe;VTVFYDY~YE!HfDOJi{266<l
zc#SX!aoY~9jV7+;c4H-O1^3*Ax|Rq|p51a;zqvuHVc+4RL;};owfwBbRvk3)yeLa>
zEGrTWpss#*v+d*g-F|N;!f`~*yuRiV1PMtT({6hNL5v?ncy5T}hWNe!uVeWl!D%_d
z-F89PY1?!h=eAvzf#(r)Tx{Ftx4$0Z-~Vlzv4aJYZS-t<zl$VEFin%i#YL8umRML=
z=&SqE>2$bo;R17Wa}WMTOmDrkGm^T`z35e@I?RfqWILbJ{&RYhMv=%$|NMtxR5|8@
z83(;$5|iMNVXMyo01bFaL_t(E+QeZ*Ac<^J(Zmw)&C9K~>h5Ja+T9{{YpsoM29yWQ
z0cQ=E^6W-T;shy?Xsom-51N=215H=({e*H^WV-EE*d-h!I8KOd1(eDnpl>#Ow1R@B
z#dJC$vLd4!s)z-PF;+W7mL=Lv55p`Fh227PB1%<a=S+wsOLT1aw$LZ&c!YjP0{r!l
zNBPS?9mTeN`jyr0WlVkX#TT47abia`Kf^G1>#euAapT6G0Z~e}h-7`=&u*(*3Z%-e
z->_F&ZYw}<rmPnYnQtyR{KtPc`0+-FZMy`vizG|PvLaYIvMlOrT{o<#V)dA!C?a-L
z<P4ZecVBaoh+1SE$HZZbrl}a^B8sYXXMqz@Krb7Nj1EvR#JL?9DA3sG5QYh*Qg@3$
z7~uyox*?b@YpX7$vW}`sv|ApEtY8>2mL;hCT0tR>6WSXtl>vhw5LJPW<6$*zeAg5D
zK5biQYOCFC^}bKw$4pO}{PUlW^6S4J#C7{m3{wJ%=XuP}&vWwRNd^W6c-VGVASOw|
z+}s=s3k&$Z&$)Bw=yW>Scxi8mrr%mo?{@W_06OWiQB+0T$p862Ykc^bgX;#g8xBz*
zhR7vZ?v`rOB|2o%$#OTQQVJRcLqk!uY_?P=+X~=EVTdeAm;)u!ftSz^85$iFos^Q+
z4J)A4?4T(sm8y={39uaxv#b+FF>!cHV=9T#cA5aZswp(rECvshiNlC?(?gOH^rB82
zN7zkQgd3Jar)`U{MV3YTF$&RjnU{Yv%wPXFPPL*EMVq|9HqT#{WtNwhxpCtLXV0GH
zQL!y=#4rr`;fEh6l}fCvte|NcBO@aj_|oaUbQyFnoqV%oT6z+9@75(uQ=-}O`LF-o
z;Nm5l#h=>LS3Fcj^pIsm&Jq(z=+R}upd^VXyT~#HLq}0%WJS#Y83m#=l|&K6Y6(p*
zpy?WBS?p;sD>_jS(QdeChB%aFNn>@ng;r204-{Fiw<+ivM!A5s;h<_Nx}nnAu+dZn
z)zD~fIA{gIv<|%x$96F*MdBzS@B+M!hwu5=jW%HrV-{tqC7DB`1~2_)kbnHc-{E_r
z=iHlk+-sCWQ50<3W@BT6Fbp|)^5nhix<P<tS$EL8_8o|KvqqzlEfR0H+u81ulq{K!
z3~tW0_hP-)E%JpZCL4yrQqAN4{?=yZt0wacHcQJL;v}J<3im8PDWk}@NQp_(OLYfT
z(@-@HMN>sTyQ}@Jmx`Db6G@gZN;;~dpePdUhFIub8Ze2%NDOhsVti9o6s(qmB+FEX
zN;FnmqSr0U*licBpdu*}ag^ZN4w|7OOA?;#5rqMYULc9UbvoEqhvBls$tMj?PMAD3
zUFOMSMaD*rj5fAaEpRhgC5~e*UAjaVhD=XSbLh~aZJ)Po+kEiB2b@2De$N;-dj`b2
z+1lC~%gf7zVVG&-S(fM!jE|2C6)@Ax;>^@N?=-Hw+dPaSODIC+gRlN(@$IEHb3fYr
zc*UmG4shKV&reV_8BJ4ARS8LwNzynmb)6EZ1r1Fvh~cDyhN7y1h%19(=)_TsV+$1p
zNs=&11)P>k6vmiUlfVlI{SZY{MDMrDg^ap%E=5-8xGt)u32`Lb71=v7z8}$XI+#U?
zUmY~4mSu*j62JY23a`8{OranXMuI_<_PhHzxapG3#l=NtXJ?t1nBes3(-?-a?eDLz
zuk+DIAMxg!Z$5fAVn3&7Wo3n>r6ml*V03hpAPBOJLxy2+^ytyd^{1Khb^y$}C0mHd
zOA-`y8Dxp&y3bG7UFs_y*J~Y?SA7<*xLjT8u(INzX$l2H!O-PyTq%)Gqv)j~a+ek_
z$r5@|&sfiK920~Qm4Px*7!n3yw;wE1C>C%nv2&$h6!2`(`O!-TPTNLN#cMikhcJq9
zI)dP!N+C}kGZ`9G7%WRn9xZZmvc%wk#;*=)R4OX28|_%gJ&Ga<g#z_@9mjEQd+uq7
zw4K%KbyinbdFrXB9*-OGZsvI&s;UZ|nmERFUBWQL_kC)$8lLBI`0!!I$H(vJzVt4w
z*}N0DA5#<wO_d141lNo4yqJ}BpOw`P&34S}Wt;h*TrSPogpugv$g+&oZ3z~1P5hgp
z5Oj&WQ5d1=8mg+0#4%A66NM3mStRs4{4he*#Hw5|<Rtc_gk9I@ccq%E6^&vc=J&rl
zNKuzD4VfnnYZMKrlr&1Ff}u;@GK|dqD1(Gyh^A@O>vb&4Vtjo3zT><!^m=GFVy#x=
z%9SgeIdf)D-z<(}8jVJGsK?3vUMv<V6bjiN(=<^OC7U+e-5%j?ET{;UitR)=PE6Ad
zv8<45OFotpi3BHs)s2X`A1!QGFq|a>?J7wm+U-EZk7fa*AY<7fQ5bVzSi>+>S`ClE
zL6s+tl(<>5Id-hbKt-cml$bbbQmv>cvc%|!SSt}nQMd4(l6m9X2&|jCRrh)py|c(S
zZ{8#b0wyLV`f|gMT-JQ;+BIfpXSsUyDre80Wps4(fn`m-dMW9M=_j9jg75o`j*eoQ
zCQm>8bXHJL#h!M0qBjdj%2Jn1Dy2*8;~u3}(IfVQNVMhBFISSfWLr`GC>9Io1sTT)
ziDHS7Ar(!Nu-%A?siGBRqA(VeegzasBr{TXfIo_2!Z7M<BkSE0w%a!>q?L*&ikO|9
zWpZ+ofq{X0vSoTVeC>zp-4PH|I@jXjB6D+dx2Zerhgp^-$P1E$<2Zcx-FMiwO}Sj=
z)TvXq^`z4;VXMf(_x=0&?CI=t@5}bi0fR&s23hZ2Rn^;mXVco}ElVT)QmXFdU3$Aw
zwrw*vH^&Pvys*uF#9Pnjz4zYZ*=L{KvwrcOwfJONuvku<IKlMv^o~zTx&pOWEZ!G$
zqqo^UFfhQ2FTR*Pw1tI*EV)Vh)CUh9WN>iswmFzI!AV<(J9g#V>gR4H%iBA<v$>Af
zOSj)D`PwZA)9)%t5)8v&Zf=g**;$SpIfCbTeY@k{f%r$ZpuN)?Ulc{$xN(Eo*;&q=
zJGbqm-)>yG=XoSa!j&smSXx@jSRg?VWC>6|b2i((&raK#y@ZL)t3Oh~(Y>HnrR0-x
zxy*$N7nq)&=7}es*zs$m-Lkzn7>@)HYqc7mfBt#aZF%+8SNm3z-z$6Pop+d=oWwLu
zCMG7b_)gdL>=sR9vhDuMy+dGo6$@_`KfT|$ECqQG1bqMf_dNgn^AGIMKXyReT)Iiu
z=RU~W=WfN@)UIE@o(Tb@a>s^YFg!d=6h-K|p2?(amSo$^jofV<mu^ewopRj#neSi?
z-6JaoSXo)YvMi>irXHKD_@UGhcj{uA%_ffHaOB952gVAn*XzvB&jVyxd0J#o<F;N2
z=G{D&od9}soY{LAH-j<=0ve45&1RElo_VJ4Cc{>W|2YtQve8<t#`^j?^?IFGUU_9-
z9$39zXKigQs}eYl!@+|G(KL-Xjxh`)qssTL<?RQ6y((GvbEtYL{i(UG%k}HmX*Qc2
zIB<Ydr%rAAI;~a<+qPL<U1e-+?7n7C9$MDC@25bLFin#n2(lvfe%R>fX!gZiyLOGi
z!9gmO3YKMw0V>O4eSMuU3>g?0;LxE%cg${YRpZ<3%GmT7^!C@UUcE}Q*`!n|^##Jz
z(|Df8#fuj?bLPw=55$LhBktC0+s@?D_Bzf@i5#iaMi_=vtJSQ|SuU3|nKs99Zd(nv
z7YUB0X|&sI*4NijRh8q%k7qaZPTu32Z@yu2a`LW9{y7l$z+Bhm%P+rVa&nTxhYvrn
z_lcq?6PxT^4c2TniK2+hmoIbv{Q2z0Ox4eJ6RsGB!PTo*iQ|}|p&^Echxg4}{32cR
zZcI@WmY0_wxXV!#g^`hw%w47~b7W+MufF<<)2B}}Gc$wl`wR~cGc`4J*U`;>&U+99
z6pKaX=jV|miQ~tQ|7^12pS5dVTU(=CE<dz7n(zB)nwH7&+O|!tR?Ao`#bS{tiWnOk
zqgX6v{J_o0ND6RW*O{H2WoT%KBS(((ow)6G&20|Ehh(){jjzA{n%7@{eb38L>EjH7
z0LO6vSX^AB(P*G33a3t;qFSwHY8WX1Wm)Fqk3Z(6mtLY&D)kMl&p!K%BuRMr<(G5U
z{J7bnLx)&iUVb1|fD}Nwu4gxO%3$(+pNkhSvcA3!z~RG(86F;HW@d&DKm3rl-+sHV
z;r1wsn3<VjV`GDAwVK7S`HlFP+5G%G3kwUp_S$O?^)u9JHO9uqP!xs9$w{tXzs`XJ
z2X+(}&d<-&Xf$~4x#w~qK5mw7J-y$uPs)wlPi>f=yZs`cWV##VenI@{r=Mcmc8;DL
zh!4-=IOf}LzvUO`NOITwC}!Qm!^8VhHoA1_5>r!C`^uEhZ^Xwa>%Jclx~@yTUf=dM
zO_GGmmoKxry2`unzMGYSav<imCkfKr+#K(}|9)TbWm>2|cI?<M;`yjKMD{O1N(<HT
zHu`arBr!fd4!|34ywO)}F^>^*>)V1Lz_x9w)oNb)$$^+#9wX+KTMoqBav<iGTMoqB
zav<iGTMoqBav<iGTMoqBav<iGTMoqBav<iGTMoqBeh&8kvsO%m&+g8R00000NkvXX
Hu0mjf1O)b(

diff --git a/examples/frontpage/plot_3D.py b/examples/frontpage/plot_3D.py
index 931e28641c2a..ddc3ee112577 100644
--- a/examples/frontpage/plot_3D.py
+++ b/examples/frontpage/plot_3D.py
@@ -24,7 +24,7 @@
 region = np.s_[5:50, 5:50]
 x, y, z = x[region], y[region], z[region]
 
-fig, ax = plt.subplots(subplot_kw=dict(projection='3d'), figsize=(2.25, 2))
+fig, ax = plt.subplots(subplot_kw=dict(projection='3d'), figsize=(1.62, 1.38))
 
 ls = LightSource(270, 45)
 # To use a custom hillshading mode, override the built-in shading and pass
diff --git a/examples/frontpage/plot_contour.py b/examples/frontpage/plot_contour.py
index 9e6f125e26c6..ceccc56a9f92 100644
--- a/examples/frontpage/plot_contour.py
+++ b/examples/frontpage/plot_contour.py
@@ -26,7 +26,7 @@
 levels = np.linspace(-2.0, 1.601, 40)
 norm = cm.colors.Normalize(vmax=abs(Z).max(), vmin=-abs(Z).max())
 
-fig, ax = plt.subplots(figsize=(2.25, 2))
+fig, ax = plt.subplots(figsize=(1.62, 1.38))
 cset1 = ax.contourf(
     X, Y, Z, levels,
     norm=norm)
diff --git a/examples/frontpage/plot_histogram.py b/examples/frontpage/plot_histogram.py
index 201eef9d7db3..b9ff71174faa 100644
--- a/examples/frontpage/plot_histogram.py
+++ b/examples/frontpage/plot_histogram.py
@@ -13,7 +13,7 @@
 random_state = np.random.RandomState(19680801)
 X = random_state.randn(10000)
 
-fig, ax = plt.subplots(figsize=(2.25, 2))
+fig, ax = plt.subplots(figsize=(1.62, 1.38))
 ax.hist(X, bins=25, normed=True)
 x = np.linspace(-5, 5, 1000)
 ax.plot(x, 1 / np.sqrt(2*np.pi) * np.exp(-(x**2)/2), linewidth=4)
diff --git a/examples/frontpage/plot_membrane.py b/examples/frontpage/plot_membrane.py
index c7ed41d2ab7b..ab4ac0e4f188 100644
--- a/examples/frontpage/plot_membrane.py
+++ b/examples/frontpage/plot_membrane.py
@@ -16,7 +16,7 @@
 x = np.fromstring(open(datafile, 'rb').read(), np.float32)
 # 0.0005 is the sample interval
 
-fig, ax = plt.subplots(figsize=(2.25, 2))
+fig, ax = plt.subplots(figsize=(1.62, 1.38))
 ax.plot(x, linewidth=4)
 ax.set_xlim(5000, 6000)
 ax.set_ylim(-0.6, 0.1)

From 87c08b5c9bf871b39117828a52ff2e774f49c6a4 Mon Sep 17 00:00:00 2001
From: Nelle Varoquaux <nelle.varoquaux@gmail.com>
Date: Thu, 1 Dec 2016 21:40:13 -0800
Subject: [PATCH 4/4] FIX cleaned up the frontpage examples a bit

---
 doc/_static/contour_frontpage.png   | Bin 5342 -> 4015 bytes
 doc/_static/histogram_frontpage.png | Bin 4701 -> 3195 bytes
 doc/_static/membrane_frontpage.png  | Bin 7550 -> 5230 bytes
 doc/_static/surface3d_frontpage.png | Bin 13476 -> 8755 bytes
 examples/frontpage/plot_contour.py  |   5 +----
 examples/frontpage/plot_membrane.py |   2 +-
 6 files changed, 2 insertions(+), 5 deletions(-)

diff --git a/doc/_static/contour_frontpage.png b/doc/_static/contour_frontpage.png
index ac290ca895d98d9437162f017fcf6c73c9df866f..dfa518a2176eb1b922b37cd664946903a1673b95 100644
GIT binary patch
literal 4015
zcma)9cQhMd*GHp`wpwCDRcj?GW~D)?&rA`aw%S^&W^Gzqt0cDAGpa~iL=~||TYJwc
zF)EE!tEesddH?wS{@&-D``mTT9p~P2&-r2X9%(RN=DtivN5_oPL>ip)!gGoNUOfL{
z%*o2<4B(@RG6J5zV4ywbTxassH1naOyZ-b)ME_oi;CwFVqmU{_FLF2XEPTlKLF!7s
zReK&a-OGB3?oje`b#)E<NH~?rXva#XA~#=;`?9%(GlL*1jD%ikwpajcd&M<8oLctr
z<7I4nf7y~^1d>5hKuCZen~8Y^u@$(C!(fHa4TXIFok6F&v-flRuU~?jo0~}vX5A%h
ztcJ!M`T6;Oj&`4wnb1CqzsDpdCf2pKUZ1kJRZ&n-_}P~s*}TszLYbYtMfdYe>0hVI
zxzAU?ws-Qe!s$WS-rkm)9_t65iv1G^MYlU?)0Ddm^8b_r3{-ot;AkxN?5w$;K+`IM
z*z%=AvMx^U-cTEb6keJXvam6)Pz#@gVx68oUp0A{>EElM{lG2-+5UI*4Nk1R(w23P
z!0x5BU6M+?PTI{eAI7V<!>F-V^1S`aa8l-DD8=+MGlyF<or><Q!g}l1@V0F*%+_h)
zIA%%Ew9FZWBD|E4F{`2*a%UBYVjp@89AF$JP2IT>GB{ZqobTQGC2r$XH#C|9YtpW_
zb7a{qq2Dmg-4OP!T$V-(#*aO!b<b)X${5v^e`a{NrxKtI9>Lx>YD-$By7ZC42xXVQ
zeD6rgihWvvFE`r#?55aNs@2ZV@F+R3g)$X6rYVDL_tRfUZM5k#%*QSVOi!^5YxFDj
zi`ZUW1*<CXt~Nl(O@q4!8P(oe*!myHT-CM@i&adHXLHc$-{S4@EPP=Xdh<fx%)^Gv
zmr)<IhEk66|C&2plv31|p!|T=>CWp+cg<L9UD>6e;MtUVdva4$cltezF1wrrhxa9!
zj^^30`Z{Esj%s{(xCHHRt7!Zlqc5s9@TR|W-|Y1CnOE!cTy(vK^x#1q7}9h~&c>m+
zrH7zzhxS7tJR$`;4HG${W9zAn@jo2vEo2kIW-4wjYZT|^fAb1UPGAl#Q@vO>#yRkQ
zs*{WM1qShD62{uHNd}E{>G)M~kdvuY@LU>BfxkW}*nVy~pU?vl*w^`H3i%7`FsF~k
zWHi_4)=e)`T5!3R+SZ-LsWVL`AANaxR|GmCZ~Yq;K`!V|us4uIh&k9?u0B(SKjI*D
zyh!lkY`7AegLD4x{kV$AY<Ay0dK6t+uw=zX%I<>Wyh}>#DhTu>q^GZi=zI0cdx3-+
zF;^zgbnjg(Ur9c{&4gj+y5l^j84KGm(^OVM^Wf(mCxHYrT*$#h-1}(F_pomYj5k$%
zyC46LQUG2-u(8>_W&~uY)t7)9xP)+&CthRCSb|ps_Lz#K3+0Ki?G`(n8BVt#OfnFU
z%RjNceFqqce>%5DZp#0S_%O7%f%)wi^!#Ws+$BKq#l8uhY=$JF8H2Mr(}6qG)>0~&
zBtF)Q*Eq}ufO{^P-1T-Y8EQSg?5t(`O$g%g+LUACP2QSnRg|vR=80ckYRB_EYvRFL
zRAy-{+b8mPkKwG_d<w3QNl0JgrGKyE%eX6=9!cJlMiH%9PKW^lGmM$OU`B%at4M8>
zb@&SEFGtG$A~~BWWV%^5Agk({AJYN*?&-f*xyoogUN@}94!sWj0OSt+P@>f+p2_ra
z40J&HAZ@$J<0L>r&K*5nJUVj_JcmB^l!~YV?9p{4u_?c+c3t>dlmGgmvc&w6RCIWH
z*um3LvTO*tX2#?spryyzR&>IOW@4!Q^RxMMCiV|2+g&OIfGS_Esj{(te4NLd(f3Js
z0S8LH2e~!7u}`i@@2>m@+u~a1q8Y=ai(#Mr^yz~dj1At_0iUE)DJn{CacWO#TkhoX
z^2##GRm~2|w01umtT^N{D1oZf=SoNokym=<o|vgRvQDIGtD0AJFTV5fJ_`zPh`n8M
z#$BzL>)_J*yPQ5=r;Xp1A)ZP_^gcM{?8v4xD@8x2R|Cak><pHknkeGQ^8W&i%fwoT
zeut3(3LcYU%m0bp?Fw*ZXIlAc;v&tEzAu%WUCOF2YQZ7=QuioGuHRJ4TfaWn06(g&
zVc6ff@5bUg*DAj9Y1yu#q9nMS*l&;?5g(zhkmGAc#NV>AN$?TjSxm6X{CNKk8#Y@S
zQr+jAGAs>bn0|Hbi}7=J+KS<|T!tnvryzx8o6fAoPa}tX+I`kaJABJxt!OyY7iwH-
z(l<3lsMa=%IyGm@cwxs<gHh`(H&Kwd`79$~{(d^?r6?)Gf9N04Veyqbb-YA~?>Y{n
zXLC9Zwa&V*C@o~`bQE3^j(dUAlO>1ZZ!DZN^T_y-3k#xhWuzjOFwLU3oNw}3YMmi$
z(6au=Ui3QK+N+9G@94E(CIQB+ygTX-lw$G>huw)_HYbA66Ul+4kU_maMGA~{FsVii
zKcjD&wS-N^3(LANcN&;5syKh`L_J7GC8QlNc;Rgs|IZ*7hK-=Sw<n2qcgNWAXX4`;
z$`<Eo>VsvrH`zg<)74<&SxA%n#y{U5veRe&KYslpwH>J4HqtJDEk8J3y*?lt?)9-4
zO3|aIZ;n)Cn5L#c1Vg8q?(?1mHaVYejxE)5rY5L)8+h;doa!UCir074W{1ioEv&!4
z+r8Y`<h2%LxlxNR0_0`)oB_-+Q_Ofs>Zjs@NXUX@PR23eigTlG&a!$V<bRr359LPc
zcVt<c>koH}CfkDD`(?eeGQPX&Eg949fvXN!p;3dOb;qy6ZD9UF^V9j6HoCRtG#C`s
z*_v2eZcnA5wA4i=|IQ399-Gc{o7>=$?Tc_a6?Ro_8LCqkgK|TJp7pl2-0e_N9oz${
zjV7&#^xz^}%kXQw;87Vztx>Ojd%)bhSW6G^D!OaQKkfLL@Ceiv<1F_zElLs8P;}zH
zYjsMq=}IgQ8Av@1Z2EALV1Q4)?$~b+DY6F)R)C>`o}pG%CN_V>-ih)PZ2#Wl5@gn~
zJOD-<7$qOSkzjJ~IUp|u(d^U$XWSAK#_rrW+Fj3yi<IH-f_y}d?=v?pVdxL~F}@zd
z#tHO6JG2Je*baV&RD;jLowvFNw9ry72+8Sc>eyAZd#9^TSMCc~(&^Su<oa#3B+}R7
zESzTlSdIjpuPA+18cFIJAgyqb?5WES5I2f_<6!*DTRbl)DN&>k@&)4j(dcge`no5r
z6=4`9Vn|(*UEhkxMEIj_SbLm$yJD?dgL-ddYLrlujWB;PFZj`JrnrhUJln|uQE3bw
zSW_xV8o}IWT)NtsdHV9WU@l#KOzB=Mr@m#Th;l5m<?w)G4m;xT=edvX@*UbHe#gX3
zP5zQ1hts!QhFqMKffP4uvHpx60^H{};+%^9fuvBTAnPs`6jbuhrI3!|^BZBFi@#N0
zP=B8oyDpL@aia#L)ddHmJWJLM`a38{o|v^lEx2Y+F|4XOFH)4*ifQAwZBs?R*S9TL
zXS*?WrGbkWD{K{<A0y*s33q|;xF!{DJm_ktJX{YPv7#YAD3G;^660D>!nejI{4#wC
z;GD56QoeGl<mJ)s9|WF8OidV9Ahij|dh+u@_PWSWBwC%9shA{P>rPD5fA}{~VRG)P
zSA1@9s6ZNgPPeFN0h)yTS-i8hN`elYugJ&96w*C%%I2+6xot#|&$2_-oEx#Fa!KOC
z&#)7*zh5zndoGOEI@EK&2g<pbmwLAF?gaL3ksZ?d#-7^f5@;b!9fW~<Ew??gOG~p9
z5Kw}6ElCAi5xL}(VoFhF#C$@K=dv7?MuG{uSK8QKNpR_cEZ{hR!j0kxKykL~_}X+-
zExL=+Rg2Obia>YcOJQ%1xTlV%?X-ms;a~8|7V$Frp&};VC+>T6kgS2qJ%{gpOvEyt
z@39_15Gpu)dtw?l8s!cdghCo12>d%{chu%Lt~HK#XrwYeMkxF9cv>7CcaQKjTM6t^
zHnW%eH}YQECl6GD9CL)|ieUDK?vq#p5e82oLAuKM?gdvaD>#TW^2sP>H5YQ6PKDm>
zxp9E?#v6?%6dt{)h6?f>+>}doB9g_4?rt=dUCU7R#=+3HQAy7CzjpyS@fZ+EA5nl-
zFPQb9{$VW54hkcg;Ut)j<j8eV2!IfK<xl}s6z;X?X<TL@8eek(%x0)gN8yY51u_h@
z{OT9fDg6fQ5)MMoCt(y>-QilEHwKIlC$Z-p0NbWKsF~jW*yZdJpZK@|2m(rVc1pQR
z{kxKh-^?*;Ppb7UG6GD)8CWh!hKm)6-;ygaEy>J2diwaXR&m|XPkW{iHQOB|Pb2ce
zaWdk|o7B;f_S7o0!X&7g$X?_lMATP(LSLK(6c-#m<EfTQqNgSnHBiTc6{Bj065S~x
z9c>8EqYg2FsC@TTK|#JN&TC5E)!rcDmuPk6Cv}k_S-&lK9ntMcP;SpYV4FOK-dELI
zRZM&0GH~T0G~D8=DH>jxIja3Pnbq^UEl}c>+*g^AvkCfv2F>{JwrbF$fii)8@ezJ|
zKsMMs1(*Al_t$u@hPL>^xJ`R?9dcY5tUl%eLBM)OPF46O&q%+}+7rCFDN_%5a53R0
z4=k!_>IpiUZ1YFfH$wn`1}Kj~!t$Yc!_-4SRD5Bhqjke5tLGJ_mDY6>dJ<Po{LtW<
z!h%5}pIF|A*lZCTfkFvrJ-ow7_DfqGm~~;KGE#tHw^y^yU=-56tX6%6gJ`D82WO2~
zfHTa})C*4f7D6J|)x;PWcF{nju)y8mr4EhmK;DN_q^G^|zB&c|2p-DWldB+x<QQON
z*2Qrk>QC&}2?0?8N(B17mgi)Oz&r$e9YCD`nXaZ7pz%TB{LeIPaV!{1B;Ps%lMR2w
z{pZ}#`Gv7M=Ti}2INf3$x<lnTy~+UE&d*X_0mDT<3xff1Ue;1*pcsTz&Mw#o(7NJN
zOwIJb{D1;Dg#}nzjC@K`z1I=eufp2}9zr@#t#7q$^M~oGEDQfb<5*1VFl}|KPJ*4G
z&`Jb7)*-*9%|KFFGyRkspws?QKBH`B;!KvR{^k~GX7J=7nqco&XY?j3L3c8T7{>eA
zrF-sT*y;AA&8;mp=?qh@>({Rz?ku7!LSDz1rbBP@@_GdXM2p4N@}>dN#>OuK1HUd0
z;VaGe)@}nhq>@+qyn|}7r2_vQcKtuNd#Dryzg?wfUdwWhxam+2A0dgVPhR~mpEa{f

literal 5342
zcmb_g_d6TV*B7G=N(tIhqe5(Ij~HzUVwTu@RjE<6RgGvvBQ-0CRVxv(_pI?nX;tl2
zidrRRYu2jQ`~C^<``+g{_dNGJpL;&%IX|5H+)u2Lp*8~@2OR|k1%nP8hPd*JSN0ir
z?P}*{ia}jDYJYVdQ{dGK13p1tooQddt^6q{ZaV$90g4|GpHWb-B6VPoOhdA_b8P%)
zwLn@A5Udbo<Ls|lUr$LkHa2G_Iis@`3d!C&c=#3-gRde^@A${{b(7T+6s6lkrt5S5
zs~&e^0I%<vy4amjQ#+B-sMkj9$wo{fd>}e?SD5;v;yAbvFqN5>CSMwyf6r8lpB2^r
ze*t~RmTiToEG;eqf`fxC%grIBw@^YcPMyokd}<Nr=tHRYmWaq=cQ@6}?yjD>Fi_{@
z{6t1A{1jU^Pym{rn*&hnT%O!4^YPI$7Y7=1=H~u6akz|VeQSa+?UJIgTbRe7)YDho
zwRHO8{`b{lDhilRo!d6u77u-u$JL@8VO`O~DMq|69ysWYVo)-UJFizegT8ru76t{O
zKBw`NX0vay(%#j8d8TA9yn|b2a1(5H`^Wu%q>+g7U?(T*v<j@PsnD9tbz{x0IP{AX
zsqlpP9#&eGv4RkP<^;_4euD@RjzgyP*kr!o9QPc1p9JPjF-M6)X3aDZJRr;%f<qL<
zQ4FzWtoGAmeKnYU_rXD}(Q06L8t-zT?MD<LT2I)z%uyU)Aw2jW!J17dA+91{Osk9A
zl|EIhXeVv-F;|wPlm>glkPTw+yPl<byLFfEW;}D*lkpWgnI+KM*=yP3^}$nI-C~dd
zar-TXFR4-14i$dohiyG=JQR!yV^hUz1ic;u<-<_CivXZ`MKojHccUQ9Kv*XFsxO;n
zgw?p~8&eoCp}cH-K)q{n<tr~YLEo>3fBvsUYm4U&<1G2u0~)NFiCDqINokO_!fVzn
zH-COvD;10mVEwLGu$qQQAGBBqQPI@zRJE+M-yKygn$wxi4AU`DACjt&c8;cJ_S)yX
zzq+}7a)!@-BT^D^{%JwQ84<0Lx~W<&)RJ7Ked2++&1Xy3T>N(f0ijV@Qu=qz*8YA;
z644JJro`o~(+*mSF2eDS8oSzbtk_zpt%mr|Qx69v6lUimPElgtO=jv)O4I{#4Y$U6
z>0^WBt8Jxcp1UVJ$y%d2v1F`lwD7syhUOX@UDUoH9MD?%)dbgqif&akeoohIXZoX9
zQ0~x0P?^vER69ZHe_65{Hs64L=ING+sw0$z25_dyTP}3zM$gl%^lLNU*HZL&S%O2J
zeAJTCh{pH3Z#aE><PSQ+zV5}Q=yhWEPVhDzAEB3qiy{6m>HT_S2~{O=M3=WbefAhP
z4#s@gCr(*GCy!7Ms!Zy*_z2SzA!CW?0IYPla{{6yH;RMnuz^oW<f;B(=KHGXAV-X!
z4O0@!i5KN5-bR(+Da5c_QGPgsm#r5LAMxE+foWc)gE;AW1omKWNfN>!g#A>5WNFi0
zTruv=Q~t6!_F8@bX|EY?(}sU66O*-XNujB0*E{B!PAYk<rE5x!RH2d)%uK2Z;(%HJ
z!bgVq9g;#G4^1A2ybSgfUl1fn@JYreGz9Spij-8Y<<ZibNGkv|W+H!#*EWST__6XD
z1ZLs!{lM&sck@x*v6$v!38#J`OBbPnB4qU*;3+_9iGlWsZTueDRSC}-z0zMyB!!wD
z#EbsQD?zCO*Rv7kMx8%KD(gZT_RLE{7=`=x&0INW<4xHOj7Ojqcm94CGEGDY7fZ2@
z)F89h-LQ$g^S>`z{{%{u9`D8<S`yCxw1^aPumM`*c#VDAhNc9vKlx0qWjbz(Ox5=e
z9I1^B(3_MLb`;%T8*z(X-xob(7ifk<@=D7V$=}Z@hF#6L1xkq*pWbLi0-FT{if=X{
z^jb=^x|W0BY3~yh)Z|3CIc>Ob{c@@0?~2n3-zm0R-2Sui=?BZ2=UXrA+S=)A2=CIb
zlb@_3$18FZwtf`P2=z3A?vWPCUgP;U9HGOJq1$2J<D2r~P2zZ$r{^!1tfeWP)H64P
zAgdEQ(q=R6)?})i756jV)0Nu?rQGFtJQQIitIzz+DrVWIB;;Xs7_p-~wZmZd)AAu@
z1i!4SsY>eYNpn1%(qukDSC>Z$K?##03A$_s81sHE(>p$D0p~vc$ZUA<s`W_E$|_d_
zcJJeIFC@9NojDilkx`Ey_d%NUMax^Hn9asE%5x}KTR&-4jA1|2Y8vs8T1G)hV`C;6
zV^hwBc#MIe&GmTeMg#p>r8E3WgJ84q-nK1gq>bvfj`Yc}>)6O@ZT%a&y_|o~V<SFH
zAx5%Me5Asqx^uE830#EHG0M$0l`=qV#5#Mu+6#y?ujIA<aCx+mD#&V+gDnnLo8-Rm
zD&T4;UBwqdn>Dj1-7aky9|3}ujmwq8X4{&^+48jY(zDb1n$ty$fo!{BUUTcj(K^(_
z4+pYaDqRbkARI`uob+s1=}#q}uytsRCPm;R=CYwMA<(Z!nQI{-jPIMCA_6K>gc7Y1
z6{k`0)@s1*c$N?=J56=Nvk`9D8SgznkIF(Q9=CUYdu={>cBil)zJ}!a!;5aJ`E+#Y
zqq2IR9%+e1_F7f|@>O1rsN?gN_ruy{cOZ)&Hig8G*9gnRgXjm-@<VS-SZ9Cf^ZtF>
zsHkkGUwM1x83Qf@C8zX!e+$tzUml6w9ir^t;`o;9Oq3b?5|^APO&AEYw>?RC2@M0F
zQDT0v@|M&#+vaglqQb$m$)x-0`mfv%ef8HCe9R{&cnMHNp+m*!x>%yx_>)3n4XXcX
ziZH9;OYP~w6NDiK_e^ps*~ZZ0JO3X#UJzIxT5_+{dvG<+?V4rijd;IF5DVHakr`ZF
z8Gbdq+}x(YkO2snc2ns%Y5NG>JviJuL)pE9816noPQY6BUj+(l2zK{5&aRD3*Rl`C
zF0uH4bMS?}<LCg+FBOf?f*RWADbMB(MCEewxs`~{8|t%!@!5F!u(tYiZ-dB}YKkOR
zvcsBLMm<Vt#a~l7Jw$Efc>{aoQQv{wT`*BZK)at6&u*CCoxIaTlfbUs@l?<$!H~@%
zll1jA-;dVKgO1}DwR6j^ZW}IB?GXk82!x-&JskLXiI91r$u(RuinO|nxsF?<XWk)t
z_g+K4wi?_Q&v%I8L?FO<K4c4EJxXSz4Fy@PC1kaP$^SvXkN4|a{~YcgGCCZODQ^+C
z>D#wM7{uG+*##ka@5t|v6|`FrqoM7jKexMEv654Y+>I%ksYCqS+R$8EXooHF`<Y4l
z{@kJHhofJ!ulWdSvNiMN47CvhBclpYc8~z7wM;H4sGW`_qJ6m74U`DxvM6b#pp9&f
z=v_D?2eCA)lh^i+j4KP~&va8pA6z8VxWav8?>h~cR%4SBMIF!~w$%}{xZ{m;?|m)@
z`-R$mgfSt2P(3D3@KaWTzN9$4k=tlNB~X>S;2Du)GFjCV5Wu*XfzZzlk*^L=^ZEeq
zBTrMewMO(7^6GB<o=FQ32AtVi*^GZw5%79uNiW+>6<iTJ`tZlkQ22pKEZgtyU*zrF
zn^V3W-tBic5kuOl78gzh5r&5x>r>j1NYd2wf$B8(2khBm6W9E|L#-50Z;~HK&Q0K*
z#65+>I$Ai}ZudlRSW{-&VrYksRyumajgHOulRyDkS><`+%3FUQX?a1XK_Pd(C)`9&
zBUP=3W*j9UC1LXH6E%SW?A~BX^ey9#$%X-b0g(@h+kDU~^bMuLJkQ~|)EGaS11C`8
zt86{3v6n|;ODC$^bl<V4=0e93SIump_18aWHJEmfzge8OpKOF(t^~e`lha&jVA0sU
zZ3Z9gu)TT-8Pr2zX3hn97zrx5CGs92sX7f!QQ3VBol?z~nJjsvUSvP<{0#?<#+Xq;
zi2V1kzG>=82pFPTA2=O%Am$<i`V|8e6{ypeO-0IwEnT$yOK_O_b?jfjX9k;Px@HE;
znGRZlCrZonI(;=ZYI}(glUbr$e;3jcwtSg|I{4xay`P0fhKnVG3&>9Cy0E<a>{&@w
zY<}90N|58lZtucQeW49|p6GRs;p;!R<o%O<nL&O6?xj5yL5;NQuUQUF|23V)Jg8`|
zULbz8w1#!6);{fFV|$fe-GVB|7qkl%&%>}n@NHT%pVOqH4-yN1F9mqRNhRd$P$uS|
zU#H(=Cm>~yVugy;bu<D2;lf1GJ>vwaR4!3xv1%~o`CC7Fgao3C`|pBOnDG1lNX7@Q
zl^ST5WDv*k+PI`o95(T?{h!LqZ;)6$iGC@tqp}#HYqWUt_+Myv@W0(R4k#mL4Qf*!
zYOFuY=sl1CY!3Rm=3yG0Mb9|1QTU6VvgzF@j&1ei-`9(BO1+CkzjhxzRVvitG|`2s
zvsFK#D^YXTe>L@DG3>g(IzPYjY*ZXZ9J2b8MM|p^OLE_O^XwTK#ptZ;rj9^Z$WnI|
zuxmfenKs3?PLV-m`z~@Ny}?Lis*vD#-N3}76hzM*fE`N3(YZFZd9)3cZxkb3Y&3S?
zkY9(_8I2qjwf^u)*BxBv-%BIsjC=m?4zmgDp~tKo-lXV2(d#Q3bpt^(!DgwzdN_rJ
z<S;||S8>T`I1XU(1W5kz6MbibRzqKtG-3yJbvI3akyGWJM&&Vs1yeTh=b>@ZlrfBj
zDChHNr|vf6nv`-@@4Lf_6@qP^M{%A5!-CH4K1I9X6`^(`Su@<&55~&1P12=v{jDh1
zX*+|o|8NFve(}q=crIgw*sp1gu$eiiTd-_w{@b!(Uq(246?xV$xZ@l7s`_B<>*iUb
z>!ZlF_Et*?Je||bkvdy{Jx~#*a*>}$SNuRf05IXzd5H9AGbsuPlBcJ2$-@*EVE%ds
z`&Yk^OGWc>@(MSB?Ii#cLhc|*R}o!yh3D}Cqa&=3Km2%ebo#Au-m;w$Xy~!w@$Mop
z<nkzyYBiihJ^qJ~Zwgo&SmNVly2TJUjxN^LaO7Z)+V2mL15>7}PdD@)Yr-+b@{8V-
znKO|s$PFr;+mgW?nP9rfbs;aUt}&nCPw_)WGclY2%o7c~ot`|D=~oxYB#9-U1)Qe>
zUK-rl1B6Gh(5y|1LTk#JZl0y<7(^*PBTrof`4w&`)P@$G^)mGZq{@WlwG;73RjvP6
z%d*g#Ftaddj3F$v860=Y0FGN#Bd%56sm1hxBdxmFaRF6}hg=w>_!ZV=(m)3Xh7cS%
zDt_h>2~bvMK=2S5ErRjfMPNeO;hURCzyM{-Oq2j3xc7jQCMu(-P|5*AekwU9TT#a<
z*_f!WAnB$TcfWG?{y*b9?p(dj$v$eEJQ93bIaJ%g9cJpgz5PtrPRZZId-N^P9W2j4
zb53$E5wi3@ec}%)($xv~*09j!kWP8ZAB`4~LY($XKVqkn{USIv+LbKo#;XO(v1B$=
zMEIF^^uZo@aLjnHmVGOO#Kp$Q7q<~81elpSpJ47%xD1hj7P^cTU#9A5#B{b(RSa}-
zHR-bQ;xt7av5p))*NZwFoHz!ETA!Fxgw&)+t2ng50~6XNRKrhr3W#zwMwB8F7U#`J
z>0~@|4Px!rm|Ycr@y)8!+}&I~&sLBj$pVJFUx;};kfdrKMz!-}FrAymi<gcvUJv*F
z7L0mbxI`C?Yd@Za^YSEVcVg?n_lBcTklD8nt(gJ)yPSx^0{Sdm{;bz@@3|sL&~c$!
zA{yzhr=gvh&LlLehVRU9;Sed*jl&5Dm2x%h0TxyB2sB>8bd))8+<Vp$rk{_Gj=s3t
zfM})(`Jcbo*|UOqk}R%h1nvzdqsj>cq#exhbZm&PV(|urA$uU=x$qqko+O9P=AwMQ
zIk+WN2^#rQj2W12{FaY+v!Aur=mZ%=<0W;KU&j*4L3v;$S5yo{eJx%F_3^u}+Ya72
zLCTv9Pm*=J#$UjwnXn%c@b5=pm@i{jUllTqtvV|;6e}6{SlA5`;jU~PEm9cE^hjxS
zHt*cX@GE75VK9g?91YZ;jTKR2H<+fD{=(jhOFN}E8`qhZqw!L@qSXbC-)7Du5FdtK
zRa;?SDa=!)0*D%HY=nnLH7igYUQ^zhoX-mCn5~N7k&+uf70z{qQR7Fv`3Go%8|4Qx
zVTMm+nOVezS6hFUUC@&+Y)g=xH~0sn2;wkUXYPjtqbIUXEbw$0GZ=$afGFi2*<L-5
zff?{m_rmCkkXYT;fBiu4o+JxxR2Z1@GY4B#fOIdYWex?r)91xcy;t5KBwlF9sN`}S
zOq+A~-t)ZD0uYs<16;8?V&z-5VFxHjo}oq{-|C|f0|B+!Z+2DbfdfYB_byMnaSN?R
zJ}bELzh-_r*0+?0WR3^Y=V_>)itrj~!H~Dv0{ws)uUT2j^z@ap-XJ^UAk_V3pC9w`
zB?)*Nm<5Z0?<HF40kN|je5rAKWzA`sRrP6fshI()f`BL*I54}Tj@uP)^eWu`3)@Y9
z7N+&E9ijC14nI8_GcWwIM{|7>C@JY<Q6hxk=O#X*??<F=%W;eOr}{kc1yQ<=nWS=%
zJm@^M4w~tKVy0cm)@K<<ATCehm>v_8WfSV*MSQf)yM+2rRB3z*pO+xi8w8?AQC0^E
zCk`jp$N~V#zhBQ78^0An>r76r6jZ^kA}`cE!H9KZ#Z*GSLe17=A1AVcrp}7B9)I1a
zy0Y&eI?N5Dt9XOh@byo|W!C0|k>O#8xO#8R{AEa!nc7W>WmV<*Zec41CEfbpYq^n2
z|Nga`2EI<p9?E^NJVt!1^Hoe_@lQz4f2(CXJ5|<)a~b!<-Z|a*{r4|Ak>`PPo8iX=
rZyj2iM>ue~%m2HQ_dlB8<@Nfl`cN~uDB~-El0rw*5LTh?`1-#9`6cPk

diff --git a/doc/_static/histogram_frontpage.png b/doc/_static/histogram_frontpage.png
index 2849fe612f4f3de9fe3c357ec8cfb0e2abdf99f6..a4ff5ed9f32b3259568145f560925e6cc3d45db4 100644
GIT binary patch
literal 3195
zcmb7Hdpr~F_n*0KxsHz^^U3DA%w0u<*xV8kT3TX8KFMwR5V9uB)_hW~L*#=(F~r=H
zkQPEwGLcJexwRPO`rY^U`u+L)=l8r`=Q*$Eea?Aa=XIX*oaa2WbIx`WhYlYC000sW
z_GmXgFXGc(kO+T9N<6UQGoc7;2X_#E+yW7({53et{$d0GAm#gC5-77Q{R;pPS9U<3
zcE9;>CI8ZO*hj@T2Q3axA@zPLB?_T3S|wJF<5`|?Ihkv(#WtQ~iMnqOCby})2TBEd
zWI6_WlzU)~cuBk8Ej)VKz7BE@RB~5l76^8p?rQox(N&ZGD~q?C)-}QMi;bFpXyNq9
zB(|;g#6Vwv|8G*7|BjiN(Ia!qN4<SHMsVa~p-y*3*kf5A1u}+k3rJ`G0zw~fg;9tZ
zF)X@UzM7h%=L1o^(vC1}`>%q)|D}Na{;fYzn)(`FR#}PB`h!RuNlAU+hRAU$s;PlY
zg+>3JSB&V!8=w&o&8WBTkc5PUz-!lz23@klR8&^xyOc4R{ckVtJSq=Yfr)q;11KyJ
z8XEY(p0K~0oluMj$eU?yJ{f^to)BB!Q`Z0BdqC<PZ!f+LSlw~<Uw;aqFW%$&_#4y(
zi%!H$8-WETiBdn-jtJWAyEe5xm4?>fC@z9#k4CcB_9X_R*e$o7!k{&<5}`;7QG4xy
zt3uUF7s%{&#ehHgX!91JCOygW1P6Shb%taiK*pewU9KG6uYFVBlx;`$ft;Bo>J4tu
zWd2O&S?$H})@>@SmNP_Y9w$)v^1xh9a89V8RFH_?iW$yHOQD+jSVcW-&eG9DJ=-Ul
z2Ri=pd@8aDH?F%K|3arY34==FuD8#IsNXtg><45qx(_YOUGZqhgK33?`RSwZ$c<(7
zPP59&b<2YRj&*44s_F^DL*jh=#+s{jmiQDou;5^i9N1mg>M*|9K{{ddEC$<!cQ`A!
zmz)`v*D4CGC^(3dJZ6Gez0i=FFBHIR&hho=L_p7c^=)@VP9=EO%9yFOm4)aDhjIN*
z7>Ws@@HNsbI9Vxo7WIfKx)8TPT(3yLpt9ms9kt*Wiq40)PoMfJDc+k$=ZO08H?oO=
zQd!8U8N968Z%y&3vc?M%srj>{A`xhf0$%g&{!}<uctwNr{FR@xznm7|H-$iWXJs_n
z9De+-&DZaYgy~rEMDqwDvY*{jmv`eWNQRi?rGInyZ68pOjs+ndqB*md88-h!8pZ27
z-;Eu<b4HV#!s*MCq+_Yi;@X!JWh|IMF=BBVMnO_u3?(0k7{t<sGM3bKv7hKgD$tz-
zOCLhv;gr81X4IwRraHRWA`t2tk3n_)_)9$_Lt9@ZRJ(D}W7yZK!h@ge!q6IN^bjml
z$yolm2m1lfez?uPzpoQ9r>ZFW#5N<W^fPutm)%xkKj!kwV7;39dvHVQ48%3IlA9LO
zJ4nEG-Rk<d4?p+C%74F>BOqou+8_-zIMQY1@2qQ6bsZHW?@)oRYP_s7DbOpyw^qrW
zi!i+7M5C9n&J=mV)}{q|fmpP%(S>*#Ngd~Spuct;A()b{eX5Gwf%r~sNcX*lxDGEO
z+Bm$?hd^DE1y$!zSCgF4+X@<dxr*9bwtl}OJ}wW4JFUF802rb2T|7yJL{wexGvjF=
zaeeBU5(Ti%V7)ASg>Wljj`q^Oo$KLs;@BkoQLxiS=8FLpz97YRW&VByHS4|Q?)6K5
zR)0&tlqft|i^(v;>o)4pL1awH`xFL?<pmM%VcEM4R9900SoC3h;Rn4C8{o5^iN}cn
zUGES;ABaaq-MC$!uYq7DittZvqma`T?~S%+%20#s8r`41+eBT$e9_C!4*B|vT{voh
zBA_VbBNcFBfNyBbN{{sR1>fk^AgFOQuR<=Oh4EeHh!Gzck3PYJT^rO{JI6mRC|4v=
zB?zr~trJDC4Bs`sUl6{m@DW6By#Gu-emFyBby&i%hrF!mNQaf@3DFy+-&wt;K_Z|l
zg?15;@jtL#Nek$bC)?Sy$Zr*<^~h?f7<@ZfmMBO0R(VeuFZ0a6zH*;m^#IGW^B~3L
z!>Dfy|FT<*Rr5D5E8F-&YMmqnMusm1f0MmQPlP31iuhkRQ1oa&y)0iQAZ)!45%9k6
z^bP#;gy$~#Ur-1e9RWl2?3tq7hcn5C?M_WUKds{fk+5@oZo8bJME52!-A|SUrE?>#
zuuRy%8b7f2VIoi7WK^d&Y!cyBXP=bD_nu-Z4-HgP$@LCuK|0BUt7C(6IT)e3GhI#L
ziyC55*pNhw5IfycH7M-g#MyaA3$>7L|BIL0bv4=%z;9OSM^9KaZqI|?rz0sYN=@5>
zbVkZpLME)P>Pgsr$)}5t&U_wvFP?yboph!+IKXVRTQo{lIuVkrw5jyzkP)fMQ<VP!
zWLN_wIGR`*c8lXX-I(Of3}LrMoy^lI%7lM)y6yO7g`=E_V|y7)_*U5mNC(hO4hw(y
z4z@&&hi1*EVrW`AD{3i)_<Aa5AI>fC&kh_??yV*jO(8xM51qGOkGUkja6by6lU*j9
z5Wtg_kas;b`eHiL3D3HU?E9BO`V?LEu|SRhn!C$@!LK$y{8@dQk+iJo{14#5j`_f2
zH-<L;z}N7W)0d@igjL>Ww0s~@9D%}1+I7YKshKv<khkO>e{cxTq{by@oWmV2yuw^J
z&vZ2&)VsHAMsTux?*u9BW^YZ79!sws(3kJ!-y0`!#UU5t^XRj+PCb(looP}txvVLH
znuG8*v7)3d5PkrHEo%l+NJY^INASk7M@RVRWKVJNYeS021_*C^bIn3kqbFB$8Y{1F
zT9zo~^{&kQK)=_w=Awjisv@^Ob{)MuYD1B_s~7!{+C$>{Hy6e>G|=1ueB2Y$$JUpm
zi5|V*_fH-59pgdQn9D#d^%Xt<xNzVOZg?9D<#{4Y88#9Yk8|gz&TrNp6X-@kS|SCk
zFDLvUf5gQT0_)yIjOd2SausUPDQzy4D0)@wLux_Xrwa>rHlte4cKP)|!XrPl{gKvb
z3OTLETTMR%>8vzSUv(4PmJ*~fw!qPerU+Y0m9I4oy&SiA!q3{FZ4pSO)ti=r`DwX1
z>gW1=@!M*<TGO5&2i%bPdZdr$X$E|H;Ue*PWXtD;X91?YT89^QCb*H4AHZv}KLJK)
zbFQA@Zaq&YbX_Yx>UHOh(@Q}U8q<(h@?4Hw;mTQcbJd_90;BTlqWtHNk)i$Z&b_Gk
za@RFkV$LM}^LFkFnIOp{wB-9j;YD#BsE`iHB?zlMS5Wd`d?yj7@fqRW0<3GbhQ7#(
z{xU;woYz@$Z7$^T+CScX1?A4j$B%;5TfbiGHf?GHf-}1@(PkDUx_bTr<ha`#7I1km
zliFDt?>ELSx?uEm%OvM#G;-ahxiHvFKWuo6fKy{2o?Inw6^Nj1ksQBMRL{jd)#6#A
zx9yLAdD54EeJx!vvlURe$<Kt=1M%O8)fDlWft({AD&?=ar5ooPHA3CQn7HbLDHQJr
zlLN}4b^!T}$c;f+A#YaO{CD6=2tWA0@|d($j{iuC$9}-jB-JDud~;pYYD|d`?tZ<!
zw>kZy@a|BIxaJM*WY!vB;+JmN<Cu{NCJFMUC4O8Fpl1ofncI^H*31s0#j6jx-BQyd
z?ulnj=M2|wXd3{03Waa_i&ZaWZ|b}|+M=nP_Ms_7mL~LlY01FUl-Atb+@WL-wy&9N
znbSTNe1(#eQ~kC4*5eUq*rfd{xnJjrU{c!tF|V?m0T1?w^?db<IX$dmZtuaXV@hN;
z)MtFJJ(t)1{qOdttoG+}?H}aYpU-Y?ol^iMEms*Lf49muUcy}8(a<M(>oI!!di-ym
z+`HwYCPbe3>Ah>bC)V1wT=m=k;X=bp&Y97jzu`8%ym{QG3Q^MBm&5l~kH1?Cvbxr@
zUy#F^7rdLIDdU~iFj+n<W};$jRPc-etx<F-A*Bk`e409SB{T=!O)BYd9G%xOvbk+a
zEk1^?&va3fiS+RVL`-aYB#KYP1!;TtnbU+k1wnH~3;9_3n}FN&M|yEmF1n^<b$IGd
zVl6am&;07Z7Ct8W-X<iOLXoDSA99q>`-@9T7L}KmR|G4|xq{-cC<=$;l?Z+R+yAK;
zQa$ah+F>Onh-CK2ScE&8g3SK@@*Z30|JPRU9%*(QTSUtN{rJBJfCI)E&9wHp^B=m?
B-^>62

literal 4701
zcmb_g_di?h`%lauDt5$3(_yuUY6&%ynvYSmW{rqVi>lU+5Yd_)_Et3>YCWjYTB%yK
zRqfppMbT<ht?%h?-#_4UUa#xiuXDYxeP8F?_qm_kG}h&0N3erHAWnU~8)m?`1W*rz
z1-OgBC}dz@^2h4mf&f=2#Q8Ds%;u|S?GFNR;r|l2RHMWL1mZr`zoB(2Fnen*#Fu{}
zjCE(*U>RTSEa>hR?OY8OM&GkB8T<6`%I*cxh8Kq4)+aOi>x@)#9u(*5pZaYm=05zR
zJKFnT*>9y-!OwN{)9;iw;a^Az@(<6#83no+z*wxD=FlZJ6shvUUUP`?X=7=-T3d8^
z$fKdDmOtUHs!@XmZ#8y~zisBKg?t{f@q#^5aH-@tYeR!$&vpN=N!nY?P%8SCbaY>z
zL13=i&*2-|BQ^wYZ|L~=xa1{{hVB0lQ~;fxw#kaQz<%4rgv-;@6FXNj4zsYZVCXr~
zE-NeZ7RxM^Tz`P5udhEn6*}``95$E}X>t3uJULm<^p1|7Bc(^aTn(lDWfbDO8s_N9
zXVoNTb$Irs#rJ0EK3-h9vkfC_E9+(mqQ}tA!=VWr_(ge<Zqihq@S|&N<kcu*a+j%k
zZDxW62BKV#5Nu1{5|yIEsjoZ(g)slg1isbae0P$jsp3*4E)Bt@-&hYf^d|o3T2NAE
z*bJ8b6I?0@#q(?tSw6O`AGJ0FT_3hZ-c`HBM?rh&97dd%WATPI#?)`G_w*Gk%air}
z_bzG<AO>cRStHuEK>{2KD$@&$I)he{iR>LP@h5q`6tu2R+EPeHcf{B7h{HD2Q9jGJ
zyrfq3zrHV&?1Koa?rUNJ$mYGfQ*!DDmYN4nKiz~EK*>ly(k%!Dt)Ce#t9aUQdT_~M
z_GqI$Rkz;<vBBEBaZWluwnIok|5*mu<`H7xIGCAU9s&k!<OU0ac5Y6I25QluBfnXy
zzmJ((=rcQ-r1Rw<o!2O<lV6EE(rd&Oa6SL|Kd$~r86QRi?b|5+$0);C^Xr|fkB$};
zrmvK?%NB_8u0@bm@RmB-PLLOxUipNi5!F}aH><V<h|UeoCi9kua_?WqW7}ck9X&#h
zbu;cKDa1TKX_XS=yB&4*&iCAja+}{u^?+h#pQKENYTo5MdZvH*1FC*%cGxyA?BuCa
z6v{AiEF?j^sAYo!1JTPC1Z=Ji2cTb3C81FK?150ef7{6HtBGZX$~I#YN4@JpR16-n
za&HlX&QZ+dy3?u@s3scBS?!(DRPa+1o?@y8r#5b!=y{*qoO{vD6*4LRX5L#&wReLG
z2h=Lpo{oI+;?f=OdKZ3l-ouwA(|pp2jEYyNAl*|Sm+aXXE*8Ig=%;u0nbJ-(S`kjg
zyd7qX=Ryqp`d0bw(MaWlqZP*xoWARE*yspZF{Ckr^X+?Uot?!HpIB;@11?{e%FZSL
zK%*Gb>I5%?X4HdYnh9f6Li8<d6u^JIRz32m+!7DEv{s+RBC|&Z2}Z=SQP7pe-J}A6
z!h;^w5G@d<;5&JgdhTWmQqW8&Ivy2YPSVlL8afd*r-ro&!@IB4ZCqPrp_6OcVO_V&
zw7k^|zF&5Kw7l3KUEAJy5J}fv0unWV6jZ5Q-Kb~Ys?=hgoptk}iQwRtSjbEOr+7_W
z{v2~|*O_cdcOst{1)W$t+V1;yWVZCXWMCRl%i>otp@&Vg(Oyuz2s6_PS#~oR1`17H
zNq!*x5vI}&>oRT6HzbgvuJ{|51-P!bbD`z$d<y>;1BkPsvd6z-ihSfe8zchS*DqT-
z`p2T;3nR2LJoGO8SvA>Y1BdP(SjJ7u@yDRzvwAtE4j(BS^T|spl-Nx;>ZA#8?I&k+
zpAP}%PzWQX$eL>~_#P@yU^Ic)vTYfBxo;FrfDl$~HBwDDvu@*+*8TNMUTyTTkb2_^
zHuF}KQ1KZ?_DLhfbup>uSY1|`xCVD>#4X{}^r<_aUFrhX7ut&$-1@$Fvct2Nj<Jt`
z>D^UmoY}aR`5|kQS*6G)Mo#VXRY`|9vpoP3`rghn6pB2S;vf815@d*H8>D&qGva7a
z99#md1=$GR={xD?HiOnPv>tFoyaei^uL*gtD$2|dY(Zqf_!uKfX!2ygbF=3SH(Y4r
zR5Q9Z1p3R-ytKRE2o3P}$WsR|shS4dHj$O`O@A_Zq4+z7P)5SBj(<8(+dnl7g~1t3
zB(;LS0Mi~8&(-G~^g~JtM`Oal1;OCQFD0O}+g2KRG7ln9@f`S@T@zw9MKf$D$R<9h
zZCHhZmL-pk7>5ZLS6_Jko|#^)da*tc70*ai45?Mso!n=w`dsYw<#y8)uMH4;$HAM;
zfgd8Kc3cco>t1fZ?yj;>{@OUhAofM(p;3k~_dc<bc}L-ySX$)=SeMrDgZigpUpUXr
z*X@^(mJ;=n{+V!stY|`(v|B`ut+?0m%2)&!&=HW5!YO<7?7HWwJO+zkg%)_NtVKNW
z*Qx#8Xxj6qn%%?i4<ZDc1;<V>sP9C#hIxdm2KiFd3T^|EVC3(12~q6lmt--eIo3Of
zn){(nkU5U@N+9spBI<#@l$HV+K#m%79A7CL+<O?xJkPQeP;d=efD_K0PRt;=7S46$
z_h*03U-ts@LL@^0V55akAf$Cf?CXR2J1?waja#N?+e<bp@DS1IF9C5|rpB|WN!{yS
zvhw6JcV!jQ-mz{b#1C>;aVUokASlBH1G!CKj!W$Y4ghr$?+0ZJff+{|F23^f!PO9H
z#MWP~nw$gAUv6J#&}(}C#Iq@p<czVH+jqhSP?X`6_VG7cF)&ErFNBG1g(JkyPt{H)
z?Kh8EWveTo6AQy;jg8-DHgQ-9z<+{cEy-F*l9rZlxz%lHXK=L0JTS#3-c@NL%KC1z
zPI!=HNtJdY>H)qHcgJpE{MXs1c3~Cfcft}%3QY+RyT{`_wDE317PsF&hI{16vP><{
zCh#T@&_HNVDKE5ugX*YjBZos$!-Qy|%x$X46Vawl5WA-qmT`+N`9D9bd)-5m-z4NQ
zcA4qaHhzwCIkqCj1vddLiGKyh&ipZXJRtE)G?n97;17b)J4?6}W%vzg#mWDLjax$^
zXc@Bg`z%`Bxh<VJ5>;2R09~r9)O=gG?%BlP^8(tVhT%^_)fqwX<&_^UON;OkcqHyK
zI?eH&p$r%Ia<oSq7b?q^yaWwbdZ7zH4safKZwl6GqREQP&|gaH0S`AC6NN5g%j>>4
zm34&6b1>oD&4+tRW8e4C_!GVv*X}wgrFA7iaPBXB?NUZu2G`<OJ)zBZRP#|izy=#?
zbJ**(Oi*4`SAMSY2bc~CRp;W$fLU<8s$^|XQ$pTtPK{C!kSD)^W;5j{tQM#LeJeVI
z{F*q<4Bh~;xwxo4(+i)=ZOp`2b#`O`Hs9=x3mX}Pq|WzTCyHd(#GvYmCZJ0mb_srv
zxbI!<Z0m~5?Hw5q!1)~nSjSj+p!-uW>xVBTMiWjp9Omnjyp%*#9V+0Kw|cRXmFxv#
zZRu0D!M$FhptK0i9k<P0bC4eE10hA2kB*3)o%3l+=jnn?54%x(4dk$1hGGuv_ix=z
zR@xJLW2^Us04Xf4$6T2%-PRNrPm*I+E@Q+_zK2nspyH>ajTfIEn58u4#WGB}9K-|^
zHIYzIejNPT(k(tc9SE3<(=6w>JEFht_`U%j4ql&|)VYdT01^$fqYW{sr)vM~hUrwi
z9duVI@d;=h_Gv{#R&pp~co7t|fqCIFwk>9S&bI~NCzk*EF#~A9{~~HJC^hBXnrY{@
zR0cb$*})Tb3i>J(pWLj@m!)Cx$X50hW;tNVioJ2z1<0%urla2|X1I|R>0l&kPHMZV
z!Zj)L>V`boG$V({$3*1zBdv>@dB^ALt>=fE7Ve=gN?YeqF6du-?6ablU2Sd(f_JiK
zn^J8<uX8!OF`1gesioP+n%>5v`TgT({*?h%tfa<t`2j8*JVjw!*vLGX+n5#+<3cco
zqS`m8Ff`dTT};r&6={*>)bI}9`VB}zh=OLfV+E(kXL6NRoQY-YhJ|yAmQBz4(i!aq
z1%Sdv`bx8dSjSr)Za}6`|0;=Wunu0Ekt-$x#xN}t?ugGR?#7eH9d{0+!k^Tgjsihb
zP*7VHW@yfpOpROnni5BOhxya7)*de36X)o0QmEdOTb-sevNZ>qR1<BmqsYgba&v2&
zm5jxsbPj25D1OprfjetqUjyIt)csu*xh<xT$)0sAL7t4y6k{FSRLD#!zb^ln{|q~O
z9vlmDCr$t^$tdVpMoWZ`>|u3x+mM$0i2HawZGtM7oSGBiGoM-@On|)S^ObJ4O)&;K
z;cbzF^o#SFf^I{6ktpatt}O0BGw$EVE)fn#)395&@}4VQ^=Saw%@OkcelQn0V8nfp
zj_9@OJLeEHE*>P+Y3>8=YjC(p1w!%&#d*&!E%-D&r5#9izdhN`6c(raXHIvwhf~r0
zhM<b;39HHWq~Nf$sK}T5#=}zUyOvu5W()vYx5?xxCp6&mhwDOks^L?Wdgi}7R@~T7
zZG)$zPtgHe%~p?M&4J7*_+#|s3oYh1hg_M$t`Znc1rsQ~hGO$!BVVze#pt4<bmj)<
zY3&aRC2dRKxi5fy`)a>KJQ^zaq@(SBZ9Tx<j4GG;T}AeV2C!_&7mvc#_FhiC7F;Sh
zaTDQlUf9rTSt>wI%UtMyQ=LSnD7LEpnyxX;NDoMqz(tzdi5t2gEnOJlz}m&KDVVGY
z#TU4iL^LBGXW922k-j?3>Jyahe<H6al}@!2k<9`)t5QlDX;-VTX>cKupu)B-1|3p7
zP0D|j)+KUcLZ<{dLOA48Sm<GvvwPX6-KlYYRkl@KZw=D5USu$-2X=*PvAu^0EHCcY
zn%CXGS{Bf;QJvgK98#6ur|7-`ul0Xbr?FFfTL<ew$dj1H^^AVYo8KBPM%I0s*)8T-
z?Ja{=udr!K9co`>!eNkotn)|0yP~{@#}$($;UBe3cXz#4<%3YA-&GcSe$qJ%AQWG9
zdN?cXc+#C-A442Ck`nNg!<789Kso)<cGhS1S5muX;ant7B&y%?XIA?Okyq(>@{}R-
zm&)5;ouBp<h>`X!eY1-uj8)<MaHXmuL11Hnbfbecj+-0TU)v<ODI{6TO16sE@SR@0
zbZWaqwO*7+VlXd!7#FKd+0n^tVAMGHFHjUy_;I&$QwhzC@9JTAV-m)o(HCkuKS>ms
zq-z5o#fDNi0TSh0OxiyY3fz+G<o^U(oXMz?X%zl>5Ulc(U*y?*02e4Kp*>0cW6E1O
z0>obm>Hdd#XLj46l^@mSM~m)%ANaumGd8w*DT@8*SO3EDYa1Ej``>4G`U=~<92f^1
zW@KbtRV%hyCZuzWS5j^7b<k*%fB$7g>0Nb$iL>=v3<!I$>_fZ#8R9AtK~y>n>{Y*p
zEJpZ1s^m@t!pDT0PLwK7MSQo@NC{kwAEQa4-7k+eW#eJe%>D6h6OkDry{&aFbxMb2
zYb4$&w*}dpAur3BE5ygd-cbHnaQ_Sfx)lAvgg~%%5L?&+mw#s{BeGi6b2kRa_<G4y
zd-MB_RkS~s&ZnNlS^T3xzJ3bUy9OGLu$ao#FE4M^8JuXEsXDQ7IItOTjgokMdc|R^
znPH*#NXY&NvJ2aWw0bNZzcQt*(Yf|fICjDMgVEI4RELwQ*ULZh1i|yOa=P1Pr$%Cn
zLCVC|qx!wIm{vCLM!MPgK9~i$xdF?W!{Z<)Dkw3oqN;p|vEexh*Ge006mrN5;~`c)
zT*=};jWh81Zzsn^y!KT4>nNvj4$k!&*+1u=O3qJ2g%mP9ap6+h;hw>fBb|Hm=Dvga
z@#R)sJDNQ;YLZkD_-<K7)ut8s&pUW)n^P!H&q4fPm}?=%uP#_+dS)gLIBT$tInQqQ
z|IQkui=G-3-L$r58(InAzZmlwK_C!HD=T%ZtsA56Tj2C=h$q(aDtEzn{wG8yUMjD;
VD)Ii~0B}A8($_Y=QHgbo{6A0UuonOT

diff --git a/doc/_static/membrane_frontpage.png b/doc/_static/membrane_frontpage.png
index 7bbe861ff71a82f90ae70c6a3dcfea4a04a75726..d1119b7ac47934d808faf27e4b6fe65bc44b13f2 100644
GIT binary patch
literal 5230
zcmb7IWmFqVuugF)8VZy`p#)2DD+CBqf@^UoE*FP36o(cl5~N6r23p$SF2&tlixw$P
z(Bc;C<^Fnq-jDnCoZUS;XLe`K%<S&W7pbkOL`K3u0ssKWRFq*l*cpZGQA7mT5logK
zi=FU1UaII3VOs!^EdskHexq#c0RT`~{o5bp%j7u%05p^;FgZP+jD0izfW)b^_Z(uS
zDn#^ubwlx}6V>n)V0f%tPqu0r@r`pT=NI>%^SPOs{l<4`oHuX{o1V_BQ+PMyHQ0dB
zEtrndE?eNo#}6?D;=SaPMf9sv!_(5-?-4)_VKj8fmlLhl5`1!lkG?)0sh2`Ge;q_u
z@C=3o%h7=finuK;0rad4b$H<jg3_R8s9<hOgu^n)za*UhPLhq%wECe<w6U?Ftfdvv
zyEYD<YwIrOA${M<{E?7CQAa1BL4%uWaBy(t%+E7QM42TqIoWz^?8n>N5(C!Uyu4a{
zE)YmQ&jFXN6MfRYdsg%5gVdO6S2<*)uTKEhL^4k0J%q>oUlcR}&KZ&heB!<A3?@mO
zG3|(Ha#`?kUE(Xz@?Z(|rqEw@$YB;EAMDt_x?NM{6RW{H8fhn?vB>XSr@9pg)T_a*
ze$<(DLd}sm8Zk7aJ~=(j3IgE{2UB__>aFPML*1T^Q)Cf#*Uss@tD$wSN&H^b@Icq2
ztX=-6BI>njWvSCo?HQUjsI&Kv{9;<b@)4kDGp_e0@<w#}GpVQ1t(9P`K1LA4FInnk
zoE+A@du}yhkDeQN%G1}K_4C9Cj?+$gcRur>V;ZRMYNuw8wo;KR-Ct6S^Ot&~4tjwf
zVstYfc)2wjR#VA&2Y=Y&c_NUUAx!tA{4mVyPz)acARL`W6>n01tG_1j`l`w|X|-57
zk)Q9_g|))Xl!kfD=H=nm)eCBzAiD>n?|pDiI38N{7dkrhbkKRNWRwvD-qdwOoMk3j
z%|xXYV;Bn#YeCNd#fxxiilIKaGPj-1Yez>7Not(7LXF<T3*Cq;|H6|me*~G|&PNt{
zvEc<}x`;<5TO!!eaS`0}%Je<qD3VE~q~AZVMk1Zw>r$K7vRboGGOB4IDtf_W(+>#B
z`vYar^}<-=Ix(0S!E3(dJAtg|lUfu5%=Je<pZq!>wHZKueAeWBnX&B3aNoFFRenQ3
z$ZZ5)4YPp-xE}mYt!&5z#Ohrd!KYpLBEinYCi#WV)J+;|Ur{8c#qMr~HEuJG=UrSy
z^=v%u5AlrQ=1X+*GJwN&s;9w)S#vbutqEd+s(c7e+5Rwz<P4t`dMb*H5~^em!f(Gs
z+9^k?Z!?+ltOo)<Juoc>Qm}<h+E!e-I;~Vkv#RO_adL*`YpKQ0$QU>O3f*Y_CDBXg
z9fL@$?IQccRU56=bv&nN<tr~d+LcEs8D9@{aWK%bf{4v(s7&i-#{9MZAe0ne_GE-A
zVe6F};_ovqrb(JTF_9DX=MX`WsR$?jFk95iAzxL^z4h!7$np3#@jhU}R(shAHjoV$
zCF~Y+3(RP#Td=;vnJOKT@Sog<t&>ZIQR+U-aeS$+p-3iBD@{{6Eo}c)vkNz8l_eZc
zP~d?yup9o)(Sh$r<VC&Ix|21@B;IauoTj)UEQ-q!+?1J35MI>J1u?}D1->fbn;4ox
z9MC}0(O8~LEYI`jlaIpQ@-~%jrTaA(NgE1ResH()eSQ)ks2}(@G>-1;w-zgBA&uO$
zm=@8r7d4E}#Vr}oF;5FRj@=6U!VPpUW;+B~C7@qs`B(*88g}|ckMfGTxgVQOsM{IV
zweX*LbvVP!$R?7MvU>~-%R9c(M+|hSeccOf?L<nie0)^M{H_4QG9&UOa;bD2VH1w1
zRojM}UA}6nlRDB69>;NID(M#?6gd-_GOx+tGr`G;Kg>;Y3M%z_D~VKJdiSb)^<CnC
zH-xKu{HP)S`-Fz@40=p~WkAF`Y4f`|`do|pHy>0DN_+s)AzMy=s?i=bs7}u`bo744
zmszkqQdv~iu(M7&?IbttLK^z&%=S@TOIc|o6+a`0RkW>vp=aO044H&uNDh7F+p6XS
zGjl9}%^(^ASm0rbUlb>4_nk-#>TczmN2U?vgehLiv-!qLI#zTF!+MaP5_&QYCxMdv
zFTCYmHae?6%K=tjA&@n}Z?7W?Wg4Ynz8%+ybpjozKkjAj@9q5h=nz~TkWe5j?@<I3
zqp2}f%1I!Lh9>k?DYwzMr()>5%;W*wjNFNpJ>Y4=DODOgpM1kfNa$!@L9%MQID}(j
zNZnyKYIRKko#&p)J0WVRnc1>d6KxV=)5r(At!H>;DAP+igQhAVpYqa^ok&EJOI25-
zlu(J{Lk;)-KG~`IR+FFBeBHBB{ZB6A&K_y4fBySrH@{1iT)>(FR@KDtv8nP>Rgd^%
ztY~hzOQd=nMc``FWo&w=*zjb`<P=XS0ZOE*#!^8y@STQ$>opJXx5(?{Fj_L{cy)ic
zD5Yn8!i!IR^cC8DpD$bd-ls?k{)%j*0h)ja<dbR9hF)2Zlt3oQVQRdql5XO-9AD`l
zLMGYpgW#)kk|dmw*EIDo7gmwev}iIO$WaFs>%b6BuTr9!RtI|(`S3IUlq`rXaBnSt
zP-6|>JLFaS#GeTZhk`gJ#%HKR*%*hE9mXJg9k45rfM{B%EMq1Q%XTKQ#dekgIeMYC
z*lecT_W(jS;s8_W6tC42RU<Cp%X<Z+va2nJ?|_`?JePhDeX5KcKw4HY?$C-ZzUdR$
z6)X_?)F&90!sg9ViQuZQeVy{plxVv+gGtK9HW5}TAI_ATo5u!Q760_ag{z0e+!9v-
zMX%DN$YFy>v%0)<gTfeXEM<ie{DHWANI&0uG$rN@gf~Li(o=|4XuU7MAhz2fabbSA
zAa3vOAk^GAK{Q65C9QQh0n~VwC~V1Dv_;&L;K8*j$veKB`p*t2;R1%S^!sj>Gw~!j
z_T2moH+uUJ{mGqehfKD<<-Xs6mB@hUM?jmww-QsGM^tteLdp)zZ@nYGJ-FsQqCy%#
zcFugw4u?|&#Bo2A$F%Gx|Lk85$viiP+<N39HD7qlRsURPz2f;np+&Yc@hJcs$DP}K
zciZd2#^k&VmHdQn{t0lbhRF-B-}v>S*M-Tk5>i$v-`;ZCnXJFVi=})!c=Y`Eah}<H
zlp~~!%EFEM$1l#i9+I|Qhu^*K;w@&1-bWkA1x#O?>XLHSCLRZhM=KW-rX%^uTf^OC
zR}nR`nI2fkv`9mQGA}ev>H>VPHGQxH)K6}BFd0WOd*<;{X;>)VDVB-46(10O23#6v
z`ec)I?0#S1MBa$WC%>WVsy*Qwd{s31chpgaQQJMmMF&9qw7Bnk0|BQ0@s)MsP7sp}
z=Yhji<k5LBocFBank1+&&d6Gcr5n@7dSC!iwU&q(nL$JW_fifr<E0HbQ5JkkZ<p=J
z1DyjCyOxb|nxqSXoqSum`<a<U(%18)(uReKdfO~!2Y@#0AL(fn8<m;ugtP;LWdp5e
zT}O2sQ&cxs3OTF`*krJtG^ghESa;!1zK#eoDMuZDa(p!GM3)aJkwz`z%{}i|H7y<0
zSMRcD`mkUg+o2u^@1){AyBZ$RtvSd~)k|V5j5-f|yQ?zq4e%FpSk$cd!lqSfsa*M#
zTP3&0Z2)c1SUPgOkGhu;BIC0w><=NiJ^3j!r=^!95%}h`sU#*;T8jPS;zRD5NP^Dt
z-Sy_Y^=&eJNTI#*-uf&)xDamZ&kd<`LU;@b3YF?HkMp&P?rsmO!uJSV?vP)d;4TuF
z6~hbe{@*t8H|+c$P;9+!C|c>C3M%9*T1n9Aqts-~R>-ah>bdP#o_SXwNXe_Xz0w8P
z`@Eb-&3Izoa}?ZDAo1JwwiRkmvkNL4dwo5qT|yc9TP`4VO0G{Nz7T@HKE83WB$dsh
zG(FxrXNuy<)6(+0y=<)+PiI6uOSj~AHB6a!uD0-^alwi0rNJ(Y+SQC(`k+_7Y)>h_
zU`<KW%nqqP43<Uj<Fv=?lzSM*)=B?}4@-*LEIRYv_JZEU2A)0*clml3;m&N3j5{`s
z9<j(z_YRu=b<t86!LCFwle+oQe!Ka-JmwSu&LXOU12w)$mOc5-V}FHV)fpKpp2cWO
z8rg0Ne)#T_p3bFZ6!2}@I?RTEWKiMDU42}X3Zyx5{wXYvu4p$srx98ACJ_<MK@knk
zQa_n7bm!byK+f|UkPEgs*N#DI{w&%^A|+I>cK+z-j1-SogytH6;RY@&8`_eHk!$O~
zQe&+N6PI6yEgi>O(v>`<MQlJ%RZSNe+&15K#XrO{@8c4I6pWx%nS~dOi#pcbuMLU~
zGOkYIR3LE+f+YPRWfjpx%}3hoVEgSoDK^p@#>{2e$*eLamW|>JF-@OoG23qPoAk_I
zyAvM0<Q<01tDUFgbDlFQes=$E$fjg=jh#je{`p>gW3eRk5EyP3xeN46Tuvb&B{vm+
z*>x~H+#3bSN>G2N%@*lJWB6k|<noRdU?c@qnjIhKoIOvOwmfPG%+4UpMaQ2-?rq`b
zi29gSZhN(Bm}gT*EQ6|@S?D`t)O2JhmIOa94A2^9?qL2|X!fE5+hddGHz=Hn_f_hH
z_ghbFLis4i?$p(6)W*EzRi)m9BD}R22;zD_vPB^*M)U?N%MZI3voqYa>S-OpDr~_W
z;yNpx7E(&-=Se3$&%pg3vtT;)m_cX=wi;-8mT)rt`SpXbT0t1K;6;UZj_1gJW~@kX
zH(<^gmPUMf?#fP{Lj`(NG^Ajp6ORjc7s!f8y}$jGoe|siiaBBDJBHs|gTg}7n;gKy
zJwzyL(PchA79uMU+F@U#y1`S|PYS3@5P)g~vmkNgVldw_q}EzRavZxv8CMYAiDbla
z&^vno%R4iZjVkh+sHO2-8o(ca9|=G_P&$JIGa472BR2u^UVrdClD>5GpY-Nvrr<1J
zm{YBauLj6K4J8KfxleH1`ZnjMxXx8Eh<RxS?73HNq5kPL-c|DfeSW|jkO!vhIFp%W
zOFC(9Rd>G@vqR#xQ+``AWrgCx@2jY`l0Wk#O)wIzG__LkALM=+xlli@Iiv8D(ZJSO
zOzir<L?)5`oK?mdA}WDcx30L~y|!rJV2E|<vbyyn9;8T~QobPO1NX_fbrH9OG~IPv
z=ot|HZMuUyWxXz}t9O2pGRp_uw6)+6v_r<}VO+(Ke3`-x`%8%g61s~)Dp~<7Nhh6U
zagNvCsqy3DXy>jDI)@oTz&}c-6#ALDvdTLzw}Y}^Lr+*nzCh0<uLgR5{l412TdFlg
z9zq)*Maw{66fNF&BDom68q2h#A$g1U;0c#JLF)}fqeXHjUeGEh$$UaM>*}iK@!5V#
ztA|J9BVeJl*X}wqRKg5niXTgzu*34$i>DEq%afE^Amnmgi({KtJ38UXDS~>~dex{>
zA)UIOOF(iUBgCtyDYfsn77P|-NIMp_yW9+YmipOWqftl|G$7!;$6}l3ZGUej!pLq-
z(GRhtx_hfgPC%+dlt_R&90>d(D8l_h^ra(=M5fhQDmQK*7CgEqSH>MJ@Mk{nYY`Pe
zPB7OxnQ|{ou1)mwVW6FlU%R2r0M{U>(_;zQcK3uTgPm0u^xk_@xgta4EVWR{Nr)qk
zvW)VL$m(%Nz)-rl-sK*qz3H`Hr(>qW8{*r)^0mZ+KmCr0-tFXhgl*so`5^bZfMLZK
zcGzbK`k3KppD^!pZonxEW+%a6@BTuv&)z&ZIs481DdTb4UT(O9_D6EStzQw)VYihw
z-VvG27AI72A@xG{O3Y6D&ga?VvtC@K2{GfS!n^e^9(|ewL3dHo2$!)3U6(O5=C1>y
zPkj|Bs@+J@q~KF^HM!9$+wDauz~LTLtZm*<I#S3#8+HCUfO&JKhfL?M+GF#2cev?Y
z_Csu7nLGB^#GdM&^r))P_XItJM6#X)&`3R{_=W$3nf2&rW6xTyb9XvXhxU<Z%A-y0
zW_zU$<E-no(O!z0Bv9jHo|q}pvrCV}-3cmjRajiFyc;ixP5UQvc4MzQHQR4m;p4cD
z_ile@<x;gS!%TUSQ_qzVHMt7b!_B~)(auz1gQiD3F{t}GT@}q_+mHMJM!m$&u(fL{
z!$r~9fSQ%YS{4417`$p03V_lF9<ktr_{FrJek)`HaPww&p{tm+E`D$ydnUBi0d;Ih
zuo;_Ey_uYYuWWegoY@>Pjl|*zHdnoj;+kF9%aY2W99(QBLNz0Z8qM2`Ccf3GMOPjt
zaT7zz_*)cwbpUO{Ak0d-*uzNh(obuS!ARzVeb74#c%^^!>$CFCq4CwJyaRQn*fK72
zBYc3alKIE9tBT5LJ|v=%ro>R{(1_uH>EtS)Z)gbS>dGr5#P_9`oxbDA^@#NcN3y0s
z|J6H3kkJy5IIE$he$g#4>7*B&e(sQHAhtZLH7MX@De-TZa$k`H=ys9iC3PfMxWWQX
zvhK8LomfmrX3>Xc)ZJ}y@_HXUW8IxGz8Cbp6dbg%8$HJtgSq`!YrUX-MnR-7jlLip
zsJNJ<+nVPlqxkcU`>W|>oyQm$CQ?`V!)8J9b|@-1nCQP_RR0&aHQlMZ!el3%c@zDe
zz>v0MZ83o<%p`K_qSpL+^Gu@l%S>DI;q@)n4l%p#)ow9lVK2G(`IY?q{7fa2$f$wI
zcI^ijHiygY%B*~3)gKL58R)x6fyMOyAL#6V)w+?Pq><}=e5c!w1q=Zy3YxIemzE*_
E0}nI?;{X5v

literal 7550
zcmcI}1ydVL)NYWs4N$xkcZXo5xF=|FcM24D3beSC5ZnutV#P!7P+W^!ix-C%2rj{j
z%jNwC_ul!wo!LFJXZP&vJUestne#+zX(-|2QsDvs0DKi?d7US__S6S~&z?p)A{g|^
zV0(d8^ngz-5NH$iG{^B!HueGl2(A9>7;u?VM*x79K}B9p&o}!p$Ip^%X1+f!3tw6J
zvn&y&oPqH_^X9U$p2cZ>mDcsI>SOa7W^Rnr{_t}AL6}z>lr=bs{4M7;k;f)8#vV2y
zN><0TB4lCQH{ZHtUh?%qi=kb%a|QF!=xUp-t&Yshv+Pe|BT&!?vWq`X;I-N#){C=M
zg4iUh7d=ci6g@RS%6@(j7$)%If7+E=JY@uW1u-_JJUu%j#*Og)W=HYPC_Ms!;Ce|;
z&ddy{L{D;cBayGaeEG8TW{CeSCl8N8qucVA;8FwPt?g|rhqk28pD}YvDErCN($Y9M
zIUSvPxF)!|eSs!gT3t*wCM>(kg-!fD{4gux*Kt-x&=>D1UNQDiz!V1m-(8jaIFyex
z@QNN&>Wh3~n!dhp@j}hghLT5C&FMGt#~1zgb3sK^8ybAwaJs{^MK~OPqZ0qt<2#ao
z^oGpJ=u-E~qL$ns5~P|@J3RdM<*Qc(1qI;Sf|b*~XP|`-MEX8fYCE$yQW9H^_0^vz
zPpQoAr#~E&!?6IUO`G-WtbWU0M<;4SbqF?|j9666w`XyOrbTxaGZBSN51EOzPO}pw
z@4ZTL!YJRjaMx+;llL3uT7;?FrU63Zh>pvhfA@Y7Z1unC@NQU^_3aLM2q4_zoeyK4
z!EgE=!hUx(5<bqxt~-B;7BdNV&NT^ZA8^6|5Z*iE<z6o+$L*UIjlu{l%=8ynWC3uu
zDC?t03I6pP;$at>>O{-_C9=7i(t_PNJdt<<|LSx%i6ymAz;V`P!}`Jm>##vpXX~|W
zDgcAQ4x`f#EodhFL)0THj&ck~X2~D88saC_a8TWykMO^Hug`fDWE-wSJ;wLgrV<Jm
zCyHL1_{TJD0T4=Vc-Vi=o^E~Wp7C!PVFSb`>EvqNm2+UreW7}~KWl&F8x9emD#Wf>
zhq@pj<U5kCHDQ{g?xa<r?9yo<-$_qIK5bqr!c$Y!9b!COd!2Q`OcT#2p{q`Ra-bxk
zn^4IoRf1~WXzOs}3qBr;SMPM^Dwm%|dhA1`-yRla&CVW@(ed$A%c<O&u?k<%k;PUT
z<ja1ft9nKEuJM+l|Kbonnt&S@(4Ap`RuMBGPsmqX!;0?hrBf*`^>=l3+6c0ZZ<2eS
zNhUEIG0=EWtz*ZmI@zpfEnq8bLnCfs|H$}@f;>MCE-xxqUwbtL;T&k7m8?3r<<$Gg
zc3s)~Q=0{$!7!h>o(-bW|3sUEXM&f=-S)y3+W^W%-x3Fhb=M@Udj-iaw{s1<vr1MW
zHAhnpEGthlM{olKg2FKpaH@bpzF_=`M4hlft@#?8)uKto^j=a#;1+($ZI!3|Z-Jj=
z`Q794PLOci{qEiB{$1d*zR6(H3u5?mWW^Nl`!g&M7#~y2Pcpv+o#Ka^Mkjw^E<TBc
zf1l=z$qnX-pu{IMAMok*o*QRON=1n;kr)vpD!vRkIFcEa;nRxc!{Bn8?J3J7zj4g9
zrifHp@p;-M0+L?ZtoE)sbQ#s%!tWyk3kosIS!wjYk+w)2{bRg|EcRhT04soAUXwC~
zM>c*t{*qDR)X}Nqq}tR5v7NC}`FP$-+)`pz3+fz)YHGq3zj3f&30X6fl2I>c<1cN7
z^044P|Bca7h0lHd(7osHm;csrqWAlAZAzh?uh)e!T`^h%m6NZ9G$tUW4~9|}T!(CL
zHg_CF*1mPc)D&+r>^8^=X{FJzc%FDMWz!WU{<k0EuHr}VSBgEB9o4PY<>2@aelxzp
zDrAXJ>U}bMZ2XTb4|Pigcwvu|3b^!PCbbyhi}Yr56W{`KjcNatgdamjC~^xTHH5}f
zi%$^k1auXju*s~;Mv76}-k=PfnHo5HLZ{iqDj8=RN+7Tt?rco?eJ6h(s8se0F+f_f
zj7|859fHSlA8(i=i&`y2Y|m(a&F?5F)-U&~Sz#0hgJ{8}9g6zssts|q$Tl9=zG$u&
z<aSYBRNbOJbn@XDlMF;AP@YPDW|&tu3%olDVajSsHtx{5`JyOw4gQRp$8}JdO_)F_
z^*g=)4W#eYrfV5o4kC)M$81c<*2=`O%|2g)CunIaQP@9-fBE|T(3zsZQu8aelm@&X
zmN40oo~@-c=<Ht%0~e2UaEDU8ImDUD3*Vu*EhsPKQDP96%&($UJN*?BUfSJ7pbc*^
zE@Iac3bd4@(YFSxCRB|q4v%_he1+yZI`39<?GXWYUG;IGbNltI3izRSx&JLCc<2p)
zh-k@-Xtl!=Xv~#Lfm)E4!)hGNUAbEE_)-?b-l7X1zzVd2AykJ^iC+IjMDi{=7!>16
z3EDlO9HphdI8)D}dSOnJz$PaI(w8#8T01h)$@N0M(B2tz-HmA?A$=>r)m;N~bS`3_
zeqAkifBg-)2T!2MX)&Z?o33M5`|M8)M`V$)nZOa`GLAzMW&9edR*De&0!9@6_h;b}
zVW#?Xve7lH@j=P$0eIgUO6(ntZ@7oJa4OjKeCpsLn~34rr;L}9JH<#O6_J^)Ygtgr
z#U+scrOO|zPy6aGQk!<gK&f`khO)px#j5`8=qtN7D5yA$V`s@A8b@j$N1czxzy@Wc
z9)4~H5TaP}(2LB_`8)12H%^k^bj*NSP*o8ANMDwm`(E=2OOH4A`AkBu%4{2j6qw?Y
z6hN$OKU|E+gxgp~c*5|Nd|uk=`I*u(^6lc7YVB0LpOiD|5j2cmdkP~oSAr}59-a_*
zuh`==9Z~q!Wd~SZwhwnq>fD}q39}z9l3|~oXpLmvrLTC`a36J^jleI5!`E`upMRNq
z`VheW8Z$Q<hz;`=^<a8+Vk1pBm(zGMY08R0a{NYbmcI|QP%LxToeNPFzNhwCIkdcR
z*WC#5!J9U<R|2&;=<09`U0!I^wt>+7;lfjj-rq4BH;Kki!~TTXh#W44(a85y&~UNq
zlAZ4D)a-S`_5o(Jt^~U{La66FyZQSLZQ`f)Q@Kgyg(~Au`R94TMn3nRnv=?Zw@6wX
zU&HZ<(lW1?qg7OBN<e(!Y%x@Aq}6DR|0H~vk*llk!qB6wZ}B#~v68(CqG?mm3)P8>
zIqs>9EZWxFgihl=*N<;RYFISuZMyEm+jJ+uZB$@}JxQw@DSscxO+*z*Arp<~0_UU`
z;z++!_Y8;HDbAboi{X;DFOh!E(5mzbkJN069lzAsgvM?&z-hb!ST=uzpmJAmHS*Wc
zA2U_(1?!jh`BWH>{u+9s4c@e8!Uw6jg7;f?x)fw<+bEY$Lc$!xh#KN}W0Y(QZrGfV
zhJJ1h#MBz3Gf;$upQ8d0a?pUL+a^y{>Peo%l;bM65JbQkI6w&B89lM^V-XM<^X>ej
zkzVASLr*912y(}sPL_;{bgcwA{A2OzPFcv$q7O^#L!0!W@C8kp(hG!3uk|ZqOC9Zn
z*$Jx|CF`O_yzkF`MSFxO(E2@4OmIuso=KbRaGlnN+$%{-V!(+9@wlbg$8=NavUQB@
zw~GU_x?W{%=dW8-&Ii3Y6xMsM1|4t#r^W|tzK_xnGvVR8130B`&&_L1v^M@u-xdx1
z2CMI~OM~K4OAt&XN5=%z`;+r@KOvP394X)B*Z2qRDyEzp@~Q4|Q|uylyb%W(^8)VJ
zW=rP1QdV%XFt6oFTmCUEbzA>euTHc8vGn!B$J0Q$ebB0KdLUaKPhm{^zz(dqJKROe
zBU`eXsiMU06^2vQhNkML`MG1)?u*Q`xJ>MX1yrDTH;g22#EWTy0x1YV+236prQ6Qq
znMXfYai_4)@WOPGw6c44FDc3{`7{4*3kTL!r|}}e<O<fYOtb$dKm2A*f`2=$=KbWz
zgyGHUo_ErT;RLzOt0%u(Jf<%!u(iVN<eS{a1Qy4x4qqO2b9X)JRgBR9m(h@S_hLC4
zfCp+cBIiQ*E&zPnZhq%~t{^NFDk`^#yBY;N?EeFJltN!X2qdGPx$n>RR~SCNcki*^
zSPuSLWrF#TH^BCM#;x;mk2H%hNmOnGFFxw{Fy32%_;~e9x-*;36zfhV?odO1rzdKP
zZn5!+Ae;}7yL;L6Bxc+!GX+q~9-o4lnat`IRYdph6~%^R0FPEf+|HLJGyVBo_C2D(
z)H8V*hsgW5yvYt*V^OW$1CzFo91^s?XM7LznrxG>37n;u!Bns6*BOXq=!zEXa1Cf=
z7KwR1L=$$m#j`bxjyGI#aEXrTQaWm@Mo;YLNyU4|AR&*s*Vb10!W}2wPD*)ag2e|J
zXg8m8F&U<8Dfha<v1`XBv|EFw%(nyI3L}}0E5U(0{IAc#xxrll9G3?=*9E`j@7{n)
zvj)XEA7i8B-*Yr(l8_IK`5YiKQFH^EJ@*s)Su`PkV%dLyMn1whh%cbL$CEu0lrIxD
z>RFE77-H?X(sCZK<*~1`qkQU^>oYVaT-i~ZnG%$$>MTYiFPebuKPsE)kCgW>vATH1
zB=8h4&}%!)=)k?JItz)^tURw^+E9_O(Zzoy4YAtHM^wvI&4VlkaDzp#!BE=81`@hU
z5@Asu-GKYx5oAr(bVm#Ifcn=jQ7!~1N7@g%34Zu%Hl$QGx}9xv%^Q7xtEAC=Fc-~C
z&malh#PS6Kd9pB~wKV1yoW#~3x<|%m&}xcYr=D2g<9%~r!e&O~t5TZ6m7g5pCUmR|
zO?w_`bxXDLt2FLORkEGF<7M3&Ztddr)d$Ay3wVjGWWf3Xhell;2~bx+OcF09BY2+0
zp^>Q>Jrh6a<!V}7HFP$~XmK66*}b7~T{+Gs@%N)YjuJWqVlg;Kvc&Bq@tiW`PMNOZ
z5^csHc_iG~ddAvJF4-BvzUJA;=jG>fNVnU(qTtuPVNsasZDj@(?DtkuRE`JQRxh_W
z{986i1T}K&%v-?!_h(snGOMo_@n0kbrF#|mwl<*}E$ElMQ*^tqg5=*YBdDf@h#7}>
zSI|Zf<OA(&{4Vc3wa7o5fU7m<b;lsx-yp>Xl)BEBNZ~L~;^2TlcQEvKXXy{K4#E-L
z*+ilR4+-_X=FQfk?fy${aD(iQ8@*^fhtFiFZZU2A@&iwFTZe}9lzm_))2{RQl5e+y
zDT)-|jdE7?#%1|DwjN*Gao~7r<T-Ip^x3|sk$z-E79mG~3Ih1ZZ6BmFDNT-KwRFQi
z71d6{i2&<R3*glllgvR~7(cWwx%?O&e(B%+b>{1Kl%(gd{rgu{DbQBHcyo<V3I2Wz
zJN9EFb@jt?NChdKds<r9QZ~p&<-t%S|L>^G2zRxV_?A_X&4#@QX7h%^i4SVaroh}S
zVVbn%WXHW~HFEw;nAt$ny<zitVeYZS_NC(;I}71*8M~wf{m<Bx*MASn!d+cN1(Bh?
ztG&awY#2n_&Y@@Eu5L}#3Ue^+AuF0w@1$WRvYG-DF!-B91h2H2z5eYM;X7IkfI}MV
zipYQ?BR5UFRR=0lZO0H>_Q6`WR2#xV<t14-NT{gb`xj0E2xX!20TB)3X^7R;T65z0
z<s?uBZA65qj%{W;{6Iz?O^0g<S5d5xg$7=AIqD}bn0oKkC{oW;uJ0S6Jsh?cLyVcF
z$jPHt+v?C2Au40Pa$kS_Vbw^fmpyAXs`NKpo48+fFc@2hK6;&yKB}j;Hb}hSyN@tH
z83JM#hI{_pW$&GE=n3Hcd!cxJaU33lmz0(2(+y+M^XBNzmoa6Kw3uUS-L=o${z#&O
z)%8}zVzJXJc<Q$&GNvgtp#G1YX%7K=e~#@Xm!=k{CflnzkJ*u<e$jSoHE5!lSkbP%
z-+|ks>=Dbe@J=tecdWuC55Z;UOO5@PZa4Fq=-~Z#n=2c|?zzk7b!tEj@l^73bV_cP
zke}?-7^JnHG`K&yvDj{~EqJk6{pmF`E`&>@YSsMRekJm{-1u2$fX9UCay$Dj1QGm9
z-2+urG3AQsZ|-xMhvarLq%iSB=(|jz&nag%Vo|H*_)a7~8g|b#G$|xA{vLhwBM>@2
zDR+i3RnL(B6|APax74Q<OTOvGc=uv_<U*|etl@7mhuiI<$?kQpq?TSU=7B^XzOZQ_
z%hu?;@d|oIm$yXbrY{P}N4L~Gj~1hoRDP-{h>&`T8vgnQ)dGLz-uFA~KXLPSOFLic
zmKYGZHMe_Dc*2V_g7o+UL92{uQvV4oNt_+O|EwgFl$#~p#;u{^&^GDlESxj+RC8dI
zx;%(y&bsF%RNCEdy7TnYL)u=j{tCVnzjr$iKiy6yh)X2JgvtW>gpMCR4WdEA?$Y!#
zvE%mbEyT{Ot$=ghVaR2XU$#&RhF4~3to-{cHtjgdMRuQ~LJ+E0zUkwowjMFr&nL_l
zmSB->XVI69Drho*+QDofEUw}T5?`)^ZhfvJ)dW&1JxX&akQWz_)&LUa7oftl+^_x#
zjV#Gqn}fMT+|_GVcb(Fn+DhXcQRIE7a4&5@J*JJWYZ4}xZ$F;@)#e;1%GH`|HJpYG
z(d-TF!$e{!0K=p)t~8ZyU3^<3hCz28r=c&YPuFOgWlM-Gj>kR+u(lF#vA5l$Pd&uV
zu@^|)cuB_yn%CyjCeeH5Um~5AN;P6r=84n?A2w2GivWByzKCOtPn<8^*+9cMGV_Ki
zywNSzz9MUnAoQ}Xt9*gLi~F)BDyr?2qUrAwFbQIUCsZ9b%I$N~Ka8s9k0L>FnRQ7^
z4L0D;>1O!pKGCP6&VaG&y}-1mzXqA*!|!<F^2RQIK*~LNH7&bzKKX!=kiL2V%RLDE
z@QbgCf=QBh-!B!ia!=;dbS|Q*Oiidk4XR~)2>h^E4~iYl#IXEHyIt%HSET;kquqLZ
zn9Lms#FKK{^7*}3lekoB*Vj%COl)mVc&b%ND!Q;E&!2Crj$N}7F&)er-&tIvexh3+
z-LbBvoI||xYqT-Ch*ajKPV#4k<poZ|B8uV{*)ALndX?o(Xw`}GZH*~zkC`U>;{=wA
z$%fS;o2RoIWf(6PDF3vZ*A2UQQU8`)tNr%ubs#sdOZ@I<RvS<10;RMit3xr9_tZ=u
zd0luUkERRh5r~1NccAp($Kr5_LVgib{}sM4qI?%^_w_erG2i$fniV@-Hp}gOGGed*
zCV1(T7_yLVNXWlDx14Vu1#1(}vnvjADH1vw+^Sv6LVo|4&KB07jus_F>pS}4Z}H||
z&iidHZYz(8k*%RtgXI^lj*p^It&H+3`~ozU6?pFtdOmmpx(d)E%=GNJHM}%^@aMY;
zm$UE0QYFzDvQaf@zs&kP-mvBD5^sl<ox<?6bcd<vTWpQ5_6J&r&_*9F<$o})L_WRB
zMtgvQ>)glUYh=Jq4ZGp%#f`y}{*%$Y8{m97R##P?X1d~w&>;QV7U|D8i6FLjdUZz+
zc*Qw7G!ux_-uP139W;2$FkuH~p>S$##PN~@SD;p~Ha5`CTv%3oO#g{QSUoxY5m%?g
zPPq(#yUh}T24VQmHKS4RSimaV<HL1kq4uOjn~nrQ+BS`}g}W(Brk|VU%f`ahmuVTy
zybhfotUdRost3u1vErRc4wJST*d=c^6GNcpN~m(&qp#lL3!B4*DWV1TB&)to|7cUh
zo;gg8#{jish~Cv*o$l!@4lOli&yM_oy?f#vvNU!x5$~H&v-Bw;pZ1|E6x{QwEW}P8
zS0Sz+e%*GyA==KduyKYMd`#>G-L2SBU)A~74=iV#*VTKz%@q~d)tP%X(m>z9^F<5K
zX~V`I2E8mt3dhZ~4%aSk#ka2JOlL^amzFT<1I!oe<wU8NpFdz&_Gt2cu-SMiXJ7Nd
zUJS9%+%Oh&n>|7^f2_*Tj}xXyOs8;0`A{uBXZKJQdqB<0aH(TTsF&=%c(_o7Z<lbm
zJJR0~V{&I3Avt}2(=2to!AJPPrck$|3Fz4-{h88BhVAj<zLhP>${|~e1A5^n#z{8x
zx0vke_N~8t9m<&dWkEDavQZojA$I6xhfIf~bq8&M=gd;J+9Ln?r66pvV_%Cb>;zgF
zZKm2^gportc94P7d*n0A7qahi8pw2AiG&g+kT3uSFyokq^A9cV+s|{)CJGCE$H<5e
z&vasKKbmT)(M>9t%#fWFGn(rp(84R&4@cXrSo}%-EMFJ2)t4~7t%?skZCU#Yx>}u7
z@Q~kmeeIf;G4*471}Bqpy)AY9;_P;A%OTpv2AYIE6<Q5x?UT+^x3jGEWoDzqLrW5x
zo0~lccr$SQdYw|*Iq&HdHdj6}2o%!z;?Xnem7^fw+2LuyXXX!+#=w-rRWkSO7MuFr
zRbQw|6JZcN9g*Xn!~YntQPi5CO;hKG@B7;Ra_`>-*p$`_fSo2KR63`3BkU!T?Cy2L
zSo5gQ)mB5#&4Jvdm`N$-$#F*9Eibj@BV!+SKPek8SN;3`uSZq?00V1>R}#GZKOM8k
z%66<(MA=?uqj$xZ-mL789j)EmVtir>ytyIHJuM9+&lwUK+us~gTz}0kVep$|tW8BE
zj5r@2!)oo?U7+4LXt%|3b`W2d8kWOkN|ZHvhmQ9m+hbe*A@FdYUMCqO!|+b`>u7mn
zZg}jo;@>hp;Huc2ZHq)YuGM^?d)Azi$@$x-^Q`D2xryM$0v|<jHXgh;I1KwDY!<}6
zuDn5C)aFX@FyvW%8T`JEnZ3Li1gEx_CAX*jQ**R#K9!x+wDZk+GiXKX%ha2J-I}-J
zz&Ieggfh&Q)F)@11r_fuk4i)N#0|wA&C`Xq#x$CH499Pu*W8bK2`b$p1=hSz2<D^j
z%xY{#@uegdKDBY%n}=%f;)zDTIIv!wSEpamH<6l^vy`7}hwzFM<6lkw%qf04+Irjd
z(f^D>Q_O^E8~4>Z+v`hMGRlvA?$?rW;4HS%N=gC02(_y#xVfCPf#U>hrwGi!30wBn
zAY5fESZ*J7Pm55h_BNc+SGSZ00z`5bA^t~0q__Gv`JL(-4(tr<-Y$!{;Vcl~6wJp*
zKeWJ?*=njtK3Le6$iIbxu*lb~L{ensdfYZ)z=0DE{-eqJNhFwSBeObMqN5^?$l%^1
zC1w8@@?GBdY|i5AoA1}6<B+Mb|B|7>>3zPI^0#-QInOqsevOHJnyFOdm8AX~8HVNi
zo{`?pks|KYi{}APlzg-`2;_Ebgij{0{^O$Cv*F!4uM%_=<8MOVLq5rlekBav%;<aZ
zV(4*QDM5dOSjP46qdqaRts`{->pz7F1d>-!_y-pkReO^F86b`}-dQZGL`LQ)>zh-o
z-Vca_7K14=2#!8Wu;t_;-@Q2dhp(EqFN^wuQ4rfq5Yg%()Ikp#>AsO7n`>&s+&(`F
zwV*wlJYBjpoX&4+!MK;$ZoLTBSgaz)<OIWTsCHdi!*G=-w>pXczeTJ6`#{D0Tbzwn
zZUci!_dwgP--+GpcIO!N%7Ntw1OULw`mkcv#a{wPAi!4no#Zzxg+6DiMj+UeIEUKa
zF13xcg{hFI+vXz>xP5(ngM(UGeU4;|J^W=JR<Qpq9r2NHAgpDsaJWC_Nk9dtC}_x6
Ifh|A(A1#}TCjbBd

diff --git a/doc/_static/surface3d_frontpage.png b/doc/_static/surface3d_frontpage.png
index 04b860742a5e1a12da9d5252533d307f00bf56cf..065c6f17113b0f0e7da67b4a90b185720c7b7a8a 100644
GIT binary patch
literal 8755
zcmb_?Wl$VUu<artxCROCF2RB%NC<8V!QF%VLU0SNfkhW5z~b&sa1Si*?(Ps49^d`<
z{@%J%)zdXqT{S(Y=k!!fcZ7<v3>G>mIsgE`l9QGE_Nwz<B@z|ob!Nee7k^dAt`c(U
zsIS8Z)ja%ljpih);|c)anEWRQMPg8E0Du}GC;3I)BjY5~^B4I|(w<n7&fVk;^zoN2
zu`og)Uf8I~ul@e2hA?d|!=Eudl;>5HOSVAvRf9N+?{kK6BDiH-<gHs~Cso}&UhPr+
zVV^Y>u>ORr{zR4tpa<RgYRzS8r0IAbQ|ZWP{V1K`Ky#BD1_n#acs{YRUFn^{SO2xI
zRgxE4L+0n%Km3s}3W&j)m#8bowWC>7M{dBiXGPQt|410fA(<Z8MU<x`WsEUdNLv+R
zrH1#P8S4MitXJoQ5<$<0DkkBMe}cr1h^&M?9|m_^%xiU!zjPgdXd`L!m}yZFgN*&d
zCYTy<p~etKNMWuuX`wYyc^><SAUQUG9Q$n^voe9DN$1#;^E|;Z2YS%Rjtfbs>bs<p
z5~(AtCJpdPy*1?36!{A?fn~SN;${X}18#M2fi-DM1yXXKt04KSHDhlYv-a4~3;Ny?
zr|+r$Y{def63Bq7Wg{qHw?}bL(d_^n#}+<y03s?cvghYAi_*r;F(K(14T3~TWnh3;
zJT~BVDTd<~Op-9Zp&gg~mRM^@t?0Ex_QeWrpB?AQhSNGoc%*E%;B<<Mj7HhLC)DH}
z)v+Bdn|5!l^Ma*!40y$B<B{`iik}YZ1*m&af4udVL`KBWANJ2B#hku1Gi};^o^lw@
zHp)&NI3@VOf=R_J`Mk~7@-4RuP4ppxYRcz!l(G!y&WyWYi4ye`zo7!h!j_Gw1%t7q
zg>SMUeiz$Y-_e7K9w`lYh%S7#ku7c1R1+f`!(BH(oD|Hp5DbQK1zIK*r`%@!)3%7J
zu0GB#MDTA%C@f-RhZTLCPf1;a0X+0~WhG|mgfV^0@b6J;k-?RZOVCGH+5raJ2u~38
z`h^GQe!YI8L<S2<wUnTkPvK11xNvXH$pHu=PVLl9uuq(c%QaxUy&|qPRkV6uck+hD
z(2A3khR7wTrGi*S+72O$!a>M+(Kmq}4?TqQzP;SzKd3?mCx|v$2PAZQBV!>L-QguA
z7Bj33s1ua+cN|AA@0WSBB`{Hb5?>|+pc9&QW3fdB6<Rj{CI}|yUL>oW7s>`?6U_A_
zQ?m%_-gx-Qw!u_=%7-psluU9{JN9@O4%({kKn9KF>z?!%%5S~;skJ*vlwyD9(?LaU
zYuv{|M*TQbkdBSb8ADs2?}QpRu=L;(a|uU4?@<eTJSMG3bqFf)qi*kgdiaGv;DKp0
z`4dC@&(4gSr{nX=sLCXexuz{@O0!gOGjXY*a{j+;6Vs-!hz-i*vQGQ}inV{pfB~Z?
zZ_{|1E`0Nnmo)1=Akl_?a~TIMd)rR2WF3eQ@b8m9aDb~rZ&}o1{cTQ)Sj+yrRT@eC
zye5irhVgnY8bF`FTBzNUCf7H&n1p6A5j-Bnnzk=`!u@O`Ry~Nz_2X%6v%&xIqMe?$
zler$O=ya%Vd2v=fDN@@}nb}b-#8K+796&8BbbaU!z&=@gEB;-Alk%!RiYx2(sYFF&
zXdc<@x3{(rocOzMB}mxUQ%`b<KV`7LJcr))7U9ERZ&3f%lba!S`!iQxr~lP*8~`<3
z!(w2D!-x-h$FBrdWOVhs!?Tw+ujh*Zy<?7WQa|V(OmQf0`i=ysJY9|05bZqkUC@&x
zi?Z5=($m6_qAbd7_fvoww{6bAx_hs?z!OkMhy5bArOSvh)X{G4b3|7jsRR};F$19O
z;ueF~K_FuX7H9fQk9DMr`^UAlvCw+)AYFb}VvLJS?uk4A1TyW1`)LK3tQ-mu^^y>7
zO13#OUIM>aT_k00UFi9TX=X00e6Q8P?5Q%S#oE3EZcE;M!c;&i;@5S~J|5ye)j}9l
zUKAyx>?97TOAy+sPM}B7UnRP5aUTmKc!`SdorqxD;oVE%E?tApT9J=s3Y&dm+F`G}
zxh8sX&~HenOQ0z?x6-+8=FQ4hhT=)#RnC2y06LwjN8@s7Wu3iXGrfIFqQJBVYFlRy
z87eMGaFWp=&;fzf-WgK7e@k7yv+KqY^1LBY_F3~n?G5K!QX5-m4BBe#Xl|jXiIdPA
zDum3{?q}-(Dr~E=)ayGumJn1c&XENEkNj$|7W37)c=-Y%bM-f@vf)X`khAB57l3#?
zy`k5&<Ah%8#GQYbBCAwRgZpAfw^gEUW0bK0(m{lCMz;-i-#7L@5muz2QpBK&Nf$^1
zTvW{E<A~Gq8H_?8EhI8EHz-)Uc==|F3UM7Rc#=O52mV`QvgV}w?RfJ^wPaAvfP&_*
zaX9U%Q))(rl&f|HcZqI=#$B==iw+FW$FSdmP`|))2s^CnA_Lrz#D?2Db$g`sv?pW$
zG|BL!iI$K;o7`|xAB{WGzpH;i6hHEI=sj>Zg^)(l|IP<nMfN8{pP5=aJaz%=pr?`-
zH1uy5p+QZU1O~|$!KK`nM-J(shVII4Zdhg)Bzb~YW=CN4Q@b^v*||EEA-k%dN$;Ca
zyw{jiw4&BQfBlWALN~-CmDkZw5D=gP_<wHv|BbnNWpf+JsX$RsJX%}R;WDc%pBU-F
zn=U;?U^=2%P?{<()+BrH+$$-?93y!G)pxX!JbOnvMZ;uOAs)IQsezMn3EXAbc+r{&
zL5&zCKs416oy!#KM9T#maJ==z5hOOQG8LI{)T05rrP@E(ot8{=9uprnkLOv)BeCdy
zBYx)LIrVR>N&Xw_4mw41^UiywT9x{66%&cF!~m(-k!>Dfw-K${<4`idISM?Q^3$L7
z=Y&3<tA%(hfB3wo?~7fBqsPvSmNV>ztoh(ECS(7U<@8J;i3!TYtTTMKc1IJs!^>1@
zNt-0UP|^IYX`@rr&?gfdQ{%guL-j!grc**XyIE>2EvH@KTw(fjIca%r@l7%~2{|L#
z_Vg@0E3et5XQmB4y98^HnPP~ysMRt3mK?5ms5Nle++*fk>a=<4=K7K_U(p;Sd#m*8
zxOO=U!ikg7(uxhBUT2zI!w^KRulrVS{*bZgcRfgjASik&ky0L?5c|{d>Zy7QDgr%<
zLF$_mAxLhLrf)t@&C+hUU;H{$`mR?{>-btJE5v<lMD$4qK>D$ay3UHfkcIbNT1+E~
z3Ck0WaUlZDhu=;1H(sKT5tqn^&uZYO8#1n+x$Ev^<}max6R7+#<x(_6^X|PRpW2!`
zl0#$2sI?yPpH8!1ki`|;QnwN$&AM341&I{4-i@z`=*iM75;>#r{6uVy{=#Wi08IGl
zGD(VPEYZRx#=&dpoAOfuVr}nD5)fv1u*qB5ISRcyMplz?+8!)aYx?|bO2BEvCeyFL
zAN<BJM%gIDMAelSFhM2y(LVco>NW@*pD{%Ea_EQRf;cpPp!E+D6N0J9I!vpH7`Vt*
zWYCHTW9JgbrT7Bkjlr)jG3xzGuaM{(q_Bnb0_XK<+Y$nR90?6O!&&<VS<rKJOFRBL
z8A<sZ+uM*q=g825#FtLaG8@{xor><g#K$+L_%Wfj{YO8XZxyhYDugClcOYy3?$)~a
zq!hmzpUrg$?_DJz?R@E-p=u!mI2Mt9nN}(IhRy&@t`OlSdb=4+O6nx6B;hu;oyhn6
zD}XajO@mBAA)7i?aqP%dJ*;#;g8r|o5RXl4zmxT~<eb9Qw_7D`-+rjrJ=n9pQw4^c
z^C#G&<6*GDA2FxFjT=DFuIh0A*eC~*k-gC+WToTMg?-d((1w4tp_$3<rx_mHB3(r}
zA}Vj+!xlHYF4CyzG=+H&uPP*&OUK^)A}8xMqM)Dt8^EO=!pI~ykQYo=qMA={gVN?U
zD|AqTyTZgXy|-l5yn($c=$5!&<z}CLcvR?HXp{02)$hq15Wj&M5HMhmk9r7;&1NgK
z=A2&)cS6IsFmi<Z1Bw>dL*rjoL{y~|4uexZPF4BwyGTIXvp$z3T=k)CBPDJZlgx>N
z2FlLdjxB7xEQ`8p<j0OGrL?B3Y6u5kJ(;YLn^weh{D3JN9jgVF!;Ft+l->N@EKdt9
z>icLm^lk~va;noz9zfUg8@4L2<%C$!>!w>Wz{k_IEI(XmdWUzF!8Nyh3#KA8@<v2(
zYC1>x%2!_AH_h7{##E%Mj-~FpqSZN0w)QLxSQTf>D<x#cq2<$|6P;JH;nh}Hd;SUF
zE4Sw~=v0;JIb{3mDjaIEi9Ngdfx%qv3nZMb#m6IXQ2PP#5P(G{hVXbjbiD+;shU-j
z*N!tsX8eJZIZh2p&T`KhZ_zpZJ38;%do_rZIYB4<MiCbH)hV}FxTEAlp-G;s^>s$j
z(it5^by+BEZ?mP+kAhb<4sx?GawJch_$7FDtP!C=UEYg5lu4U)iB!m@!2U30bui(s
zF0WW~jXPZyLDOa7<SL*itndpXx4bgp@DyR;hD7R@;5UW3U!@QyCndj6hpac?FGrGg
z^YO^C;8ex>Kdt}1YH`F6az^K@z8-sZi{RuFT0oBpEfd3bzNC*;;{9J{dEux+6069-
z^>@ywv_b0<VE#6(#BY?%Md15xhfT-ixV=K@@{Xn6Vz9*$7K?aQHJVbUr_YaV51dyt
zhZ3bwzL|eZCTqJL#~FKUPRL5LyiSWvU})QVt{h$LPy1!@-eAst4s-7mQj3Phu{P$?
zLL)-iy;Gae+2MrcV1z4GLz$J)Fh$;yw^dn-j+5|pY&(H>A_vJz+l^w2X*I`hhku(#
z^HX3y5#miwK0_OgSfQpU1aFL~r9Ib163?le9(oI)X3+Rp=T90w<^4xejh6X6o|VMd
zoAXv_S=reSX6o9#^EpY#cOIm8$T$u^a9M;R3D`)$`BLJDT2?o0X9gyli5$JI+p%Xa
zn1D%)h;DAc(+m~~<c7Lk<3<+G)|)Y#Z+7OJQ;s6Kem;%up#4SW*;~HHyX&g$<hvYt
zx@pdK^slhVcUVfQzrX{<dhO^2F$5<uU`n!_o0bGzWEp;iN<Hi@aZwtB&iTVDd#e|W
z>FW;#rBx~xY~^aW8;T^MLE^Y6tweE^C@ZKN=z`7<vk4>Pj#fBjL17^f!8a)ZxLRVD
zo|sC|??bw68-V82$N{66!d(@HH_(Bogai^XFMR*Z8+&2{Lvm~c=n~M65GQ*1!zq6y
z{#rf00S0v_y-R|0UTgXy{~UL7c2Pci?%)M|?k+<>*#3~8O{En>lNB2Dmb{Omj&lD}
zY3^sd@qH1)pZ@x}t;<wCjdJO6E7UG4Af}`B-#37;zmZEzk*uA%%bEtQp&rvV13M*B
zAg_xsy$>K;`7eP+%g@AD9dRMAuBQsVA!O`*XxX*Ec_KXh^|qS@pG;6b(+NwNt7wXz
zYzsk+*IAIFh$U0JhgRPZY&S}pcQrd}Oe*}`qGS~*-9!3bdw9rSJ2aW1pv4VdHm6db
zpLFrVFx}Y*KK!ks+Ioe*Hw;A%^G>DKgL_{GM4{Z~7g^e{j3PeqtmWJSR}Z7%cDRvQ
zSyeLsR<I!j{r#@sNS6rq*Gj)O%dY=0TNK_g=GyLS!EWyMQ9TuRujdf>f^{km;AhY=
z?FC*>bCb>*{bVv<Q4zxH`TM!)E2W|V-TZQNacKY&um}a(m`L>glMiwjGk#Geinzji
z^-30z>v%ZSX@{Uc2xID@%YtVT3~##n>i-50(t;o{v|=4Od|&Lqb0HY2iT-Po&P=_r
ztZOjESwkRfU(6#_C6idSDYOhk5>S|w9ue2}6J`)at223>H)9)6OH9LVheo1qJpEa#
zRJ-1aMcgnNy`x0x-ZtH-1<9ia3z?Kiwb6znPmg|jIRLgtL-zh_Y~N%JPiP^SloE*`
z|AHG4tNz}$2eZvohw2V%mY&5iGiB2E?a1oVV3I>RITzOusn{}bGk@l7xe=prQL;92
zH+>tktbr{@$1m9??%rXg#&0uCsUZC?b1UHvV%Si!Fj$PWu#U?Ne?Fu6)Fgd3<Opq6
zKaSd~$iOZ_f6U_-%$d>4D{cRPgEQRdKCS7Y>K6fYowh#w?B96h`J4c4%jHoU>g>R|
zhL*`b3M2#NX<z7l$^_8GI9kOOBQ4?!z-56i^y3vhM_BDOb?Ds-f~rv<biBr@noiYb
zR!68;{YUi9Stmh&%GFGMC`Yw$G$3YfRUXb0*t;({G^yH!Z`LzhZ{<P`qz*5X7JB9~
z0HlVx!E+xAJP>KN&EIja(~I&*Z?Trz<_s!7nT$+XnsQS|z{*u&J`B}?s)o;({_M}p
z9vg3Y18cI;(#l^Ne{GGb1QIz{Fc-f=#a5J5?CITb!asXYzaW;lMl~?qJxx<pg#A@(
z&_V&H=#0S@ZLPOUn>&(Ir7BX$%}YpQ``no}3}`f{+j%MvsVHXrsLpKV^zKE<OBs)<
zTH0PZ_BJt-*Z~u)#P}-@PhF?}*@DOFVNg`m33HMn&-l|}GUotsgLJVGd{N7(S>NL`
z<+6i-Ln9d!rt>bV;>Zf}v9wQr(D{3jc$7yAOM!yey%ZpM#Z%4tHw(UqGji2s;Kpo$
z)%(oB4a4MR7lZ0fhL$(^7piS0To+lQ5*(Uq6RC;*<C0sw-epM*`K!#QC`VznW=ySC
zB})>QMWMKWVkS9bPeP5clju{C$PyhoTG0uSX+t_(JNI09A;yV&MPOoyodg!Y6t{4Z
zY2TQ@`mOj!QE5g8G_mwV75bwQJgSJ_-)rtm<i)njzh7Nt5+d|5Q?0Uv14k!pIkn|_
zK76lFb+6(9#=>{s%=%o9>%{3yIz;e`@Wd99G$Hv(rrb~;X;yxJ%2X5VJ=khzz?^n|
zqcptP_4N?dBVFE`ci?l=+|YVZL8Bj_JFQ2uj|_Vq^pz9*hu^xsqNJZeG2>7g)GCMB
z7k@>o*Ji>|9MApv3)S->>E~S1Q0#Uj)Fz~mnu_X8ehV{e7kTuQIiN!<LH;i5=t}Dk
zuws@$b??J^p7WTmzYjV9==&>I3mdq^<t2#^_ht7xQzC)%cdc@6`nC&-Ai^t8za-Hk
zr;q`e2QQZ@nWh)Jy0R__Z?P7-Qh7{<CA*jST=8tK#<Xaf_%N0Frm<=!-x-@itn-T$
zeLjS&vtvyV;_qXxgv@CfEuUVi<55LAJ?(JjYp>$p;+SpoWt{5fN6=4&$0m&D7IN6`
zUOoz)_pV(muKC&<-l^guORBQBxTwDKJgy$_IH{kz-)0gMs%#i%B4p}a$om*(qZ0vI
zLnR1%l)EW7M<$K>*Hf+#FKwBvQjyQ0P+!uH6}C_7T(gWW3lE_YMKWh==Y1TelB1-c
zdyHgAICLY^@rp|?`Hsrr0tU;Vabe>blK(kiabwdLC6*qSu@Q`2(n1oyzNc2!N)`9z
zJ-DC`Y?0>SE;X_}O#aCl&Yfm7Q@S&JLlPQUsQp{)4R;pX>yOu4DxY8D<I1-uO9R9m
zPP+v$YaFb~;kA>kSGLS}rNC|M*$pS%yh~)#2#Q1K9?+k$t!#M*yQ3pJ)J=2S+6po7
zaVoN;kQq!t#qcPdupgf_<&JdSgaj=mq}%D;fPm5&9da#P2~&68U~kF9;T@e=Y?^Z&
zRP(J{?01<w-hv3@Si<qBr>7N*iW8yapB!%ZF-+BAn!3!~xD1QD!A$RZ199HY-kkYt
z=Qgi3y(fA9ek05Kl!h{{)^dV!woJ!W`6QE#I0+X)+6ew&eP;kq$%eMNp4FXf$*g{f
z)zze56%)aWDH3mRPvEcn8}nt^@8~Y3w%V8342EG1&D-M(iaK<DC`IGaiG?nX^j1>>
z`mrf`^k#Z%($}JTa`OtAWMiXgm^4aAiPi2S0;Ydi6zrr1RgmQ9Ee*tWD1FRYpLp4*
z9QUB8b-q70X|P-P1L3#bKR(Xy=y)DwY9CS0z@11`;gFo};cAn9G;h{OkS>dbF9Ban
zW<PGix5zzqUjWq5vSm|u4@4~o0!~Y|@1KLSs`cA)Eu6eH11Y<VgG--brWuqYtW<C{
zrg(5c(lhUtutwCJnU%w)uV#Uw$8g48KbAlWJQK{D%4nV^mmeYLYMg+gtVN=TqeQl<
z0845_IzJQ`_uF6!Flcq3TwNXii6c5#J0aR?EQPIBEJ!mhP4nky&7h<!_L#!l{LGeJ
z_utuYY^I<fqIjNnRTBrV@RiliY2Mgei%B76hi^A^l#R6Z{QN;INQrTI?5*V#UkPM0
z<nbH~WO|ZHWv{d7SLdP<)KwCaQ$=QGdu}y2q(ByOm@&U7fnbto+%paxs}z9%2oLIP
zWxp0IoVvwo*@>X=!1UkOv%T{;$~`-7B``GG4-)5h{rmI7HrVG#Z%wxfF)Xc#c}hSH
zh804V`q>lrhZ~Z^iEpZq=c4CV?=?hr?%BFkiSO+4*E_y~PY-J$?j8Y{5c(}lk4YFx
z$OEPHY}kk5Ru&J$vZr~dN&(-LcH-eq0in)Ug`WIS1%l(9)S1x6!bor?SDvNYHiK||
zsRIioIE@*t%4>+Q2~HPGEU<-3kum>(uE8;aFj&Cb6r?8ax*K6a;&YY0wml&B%&phx
zuyfjaCJMb>#d;-?n!%Mhp2UGnABC<+ZoSeV!Efq`Hp-HLPE-b7X}7VSu2D4sUN|0k
zAqMXf0Gp5l+_S;FLgc3S^&Cl_u7i<+KZ&L@mT@STm#gX&^bo)v5tzk8gIHu8A*E#y
zmuw{LVBE={XGXh~lh}3Y;W6@lZ4We9GrA{wC)Co?GT-hkK=#p2@Tg%`iFM#3FqgXP
zkJI!vw_1Sg+MOH)1r0Gbn$cETHI`>xB4h|NX*4~p`Z6e@k-c%nYme@M0z6AKD#UG0
z07lkj9M<sn#t4n?qR~$Nu{|a*asM8r^%l60K(o4}U^93)BAj{T^bd0rPLMCHVD!$>
zE%m<3B>w`BC;oj<sSpo0cX#{U>d3{`z`@~Ri8h`@2zvEj;%PSu7@s9v)j6(_Z|3Ue
z%rE1o7~I8EkA>^Zt{p7k|46g?6n4OZlYQw4fSg*<5d+m~PdPzyC?N3xV=}GJ=K>ac
zgJ^6;gVDgo8nD5&xu)H-$HH2C57Kl67VcTL_=L`66LTnTpU+01u^W})gQLHYnYZQU
z_7J$PzFt*LttX1BLsnr#Uvtt>ko<c=8DYlWdiPIcM1;e`LtNyIvQN_^V)x7<{!gdT
z|8$qi26-<uxkNX30es8$D=5W!G&TNY5`L87av6j;PkKQk^?6e4sCZp#Dn*aj3FE}V
z`6yoJ0vg=Ty^%${NZh&(j{?ETtsf%rKMBe9JlZ-7nhCb^??=jcl|koskAOZ0WumTu
zT85q>|IRwI-%@%6ocW%43uY3|A*D<A>GV=PpNEy{)<=$|3tYuG`ut2W^g`3f6fWHw
z%}@?DM*DD~>A294ySEvA{6JB>aS{;J4M0IsuWYM4Zn~Ju>%~sq4aPhc75}m4V0yN{
zjbD&M%ll2#l(+5&8z3HufUm5xp~(PT-hj*<PMxJU8E6f$TWLx1K5I{@^t&njd^4>^
z9D<sQ$dP9a!NkFVO-^=?XMQ?3K9)?jaOi})FD@=xIXYVI3@7dBcj?TWe+kHw8Z9tG
z9rH)&+Nq@R=8>EkPA_gA3gP=3^((GUi7u*8vbcGXl;J&mPq!^96FFJ$q%gLRdz3kg
z=)Kz?>KWUl=ourp9{`h9oue7sKT4x+-APwM@%FoOi2m`vTg&moE0WM|9KUlUO8+Nk
zzlRZ{%MBcVkM5L*bez|xws^l~{2Bglq1x>2C->u=($c8e+1Whiv!*TVpzifHN3Sp8
zg{+%Xr(d_?=nK|VIuA|iHVDJ@<%}(GtA%6tC#dgTQ$zXRXsDI(a9XdqHIafnh*Qd9
zb9J|RD|Tt7(b%SdH<Zxl!#iRr)OE)pYOEIAHqC<+M!h|X`;E@*JCWfX7oP(KBh#e@
z`=`?%oo28?r7H)s+~U_dQ9qwj!Vo=I+c_cy1qI06eQIuQpin72@=x3CqHPod&{Dyz
z>#-gXPpEDWG8rT-#QmZaOP~vL(xqXgo0W|#{TO4iYl|(CymJ+-xnACkXqhuT_F+t4
zH5~gl#CI*tHxI5z50(?XDF#litxYu8FKIWs?CAI%hV10wZ>lT8wtFK8Kp;?+*#Neo
z&xKT*A(vi*9SeGGb+z;AY>n`_lBDK(iR+g2XzO+xF25WNsDR2k+hRdKM$_nTA`&VB
z+v5xaR+vCosUNwgWKW}F-zaCE*9kvB5Q%j`mTI--`|XR<vzizNCN{Rqn(v*ek<o<f
zgouoi(pVa>M1|9aMp;Vr-GBM1!}rstAE(=0fk^spGa9d)be=Q#;e0hFuyrw-;hG_D
zu&xCq%*)m0&QfcAuVseMz!UVz;|-wXQJC|N6+pg9-tsZJ(t)E;Q1=~eSGrhwd()j_
z+rw_U&o&*^Mn&uCCX?6$nnUBiQ6`NKDT%mDW)Ma*Gqb)93rkC;V)e+o_A}qtO($n(
z`wwSI_mU`WbYJRuXryJbQ<pqP{H5R=<>Wr@w>u}hLDrC0z|Q}E#ktu39d|iz7N;?t
zda>X#gzn55YT~rs6_`i1R%?kfHa52GxtCej*jVd%_5II=lavgk(E74A8y;Qhv%~hZ
zFC(@|kbN&HWpw7#WEU)$_6Ogt)%}FEFhV&~xGzRvRr^@aVY%rd<7d`YM8(nP+j+Ck
z@N3wAOnjw1*EK_?7N-J@avz^kOKWS?tjk=5L3rL^GKbzP_n_tFG0DlvZ)!!;6hmbw
zJ%bxpy`t=w8mj%^$0IrV(en}+f%=>>T3T9@x*gAtM`cExSsZ!|PX9rERNlCG^)SBt
z*VEX}F8Ve9P<_F@KXLR|Ff-dq1Gb=6hj^eU!pu!ggEBw;sCm6N?x)M9NX+H{0K(9J
zy#R82q&u^EjvOr)Zb!52YzRG*zh#=wI{wW!Inzyiz8ZZ)@FHQ1;hgo#*xavS{}Xrj
z<Mo{sqr#4k4w7rTg_;lu1mfzx)%xRX*No~P369v)2jJ%mNvRvHH7q-tEV=~xizx*z
zLf4dmSPHYP{un7+&#f4N@zV1yJ|#c+k<nEjmtQ<nwok%@-)(J*qWS07%J~Fcq4j^<
z`Y%!K@2@}XWe<G7{OGu<=<WUK<m9BTp&?6CJJjU7mjHM^tp>a}uAR6H#PM0L!KIm(
z@X?y&i)r`1Bl?;3I@j3Dl;qX7oir?+|AW6)=+!lLFpTaIUt_m<*ZCqsCg7mIKhl{q
zFVQBRS}4a(^t-mUmgG7*Hr8c?qtWRV-l@sSz&z%s*A!)ZFjauz+e}QZ7mg8ZLP9R&
z5`41Mcok*z6lBFW{0a|hnB_A|lmdlbIAKu5QHsz1oW-6sD5}%0XE)*hu&3ew>yWsA
ZDet8vH~Qlr_S*FUkdsoDtdKAc`hR$P9drNy

literal 13476
zcmc(GWmFtZ6YgRO1PJaBT!OoMumtzT-5nO!5L|;T4#C|QcMopC-QC^qzTf?Qf8RON
zGiSP|d%CNt>#6Fg4p&l;M*T$i2><|~ewUF@f!;Tv=`Z33==BSFND%Y}?;`$P4H0_y
zAex3jpOGA8v|IoHG^76#OtDCj6#zg6_%0!)=8<vQ?wO%$;ky6Y?rKxDhF1@s>(F9v
zupQaJsS+Q6`MA981MD%MfJa2<==Ff58Rey7@q}|QgvI(>O~q|Kfqs>?V2z}uAKdmA
zY|A*ZG+VLOT4u9;&h0N)@21|^QUES3yYUer^;L6iY?*cSzt7muxXvg8g3ZX|WJ*IS
zmT1Z1bPr@Oeo(1PMJQ2}u&V@Neou;{NR%m!!p@OUG0R7!j;E)Tq>ED{_$nTrKm7mm
zRquL5QI#%Ed61s8GPW%@5qCPOq;jdRcDzdz_NHK0EhDsG-c_Xp8*H{KY1z1}tj_hW
z7*YGCw6k4X7HNck&=O;n1_TEeT0Odg&5Y8_^*x|XsH<Q1B+k_e|E4I%?4M(?cw`)*
zNErG<_anU8SwvZ(7}{84++6Kl9EIS-PI-Evl_x{;vqhS@B!+@(#!Ba5xtT(uO3F3f
z*Pd&c@l{R~xIc2lbr?nkCi^ku6=rtik{(}DY+nlr2erVG{FzxCBV3Exu%604Z20_t
zQwR?3On+9@>NIvX=~;1eiH3l$u~Kt+rGen2SRY)2lUb_!$I{Zh<lVj$f%z4;Y3(eL
zd}_gu*sWQt?Y9hjx;j0nN<-SP><*rv<G_xeOA_6R>m${)N3LTbK`wo%+MULGzo;{i
z`eCwHb}7qz#)++vCgQ!S{pt#)QKhs;IHa|EI80mepBIVia2Yq{Qo`#Y%cq`kb5Hj|
zM9>ex(a^54z#sGI<kx5LO=FG+rqZlV>^<BXBUuDOz_3<G7Jqm0TOocHvHyEg?0uAL
zF|Y(X(&!@2sc83Dr9?t{ZI!VRJPjBf$$_$qCWWxgkZ&{z-K<eBXoBnhqsYNq+M1!g
zag9OE0b1;-RD{u(;S#)FH*{!%7hP=~HQzB5D0nhuW+2Ek=bFcI4S~)65xJA=>l1mg
z!rG^*8Mucr=FR8{XSZ_WsPa^p4?Z2%+2au13yShYP%>;ei6B@^MY%|qG_wEV(dYW<
zzU|NI)CxY7zljnnd)H_*UpM4}6<ebrLDz{cnV{rRQfIKEuuFHi63yyy<e{!II=DI~
zXHzh9EY+zy%u#q8l$^oG;Uo#Ob=d^1^K<dWGZk&e9y9)Ms3~2sRbKE*GPpVoTStWN
zu8h>&8X<>U0@ygEoC>N^WcTgNp1r&DAg-GCju|(%FBXucgZBITLj?&wQbI@!HQ=BG
zUB(^cM-I)Eh2}oaqw0;ou<C#(EY~F{#7s=K`S_}ubD1T8f-`#Bolku-DHad|rlveD
zA(~MH{pmx{+h$rlf03L@>dpnrkG10xbf@<kf^*W?!TomXax09zLZaEo+p^p1kNAF@
z`z~H>a>ZQlEhe`ETBkNzxZx7UYdSq?Zqoa?y^B71xSf%NUYXVJ*i)Aa8DBJk-GPWR
zZ13f<7?J%@xk&!^>$c4G-{diX)17gIrOXud^`l?nySs2na71bvZchG_9LhaA+X}Mi
zeMn&I!}9y%=F4&Z`#${Zx5xW8IFa1**-px(_w9(mf4@4JiI8!(57q?pTt=Gnu7xDY
zCF%G~j3p_S9=9Fpw&NVY<)l8RIw&1?Ot5e!08jF>wM+l2WjWm3FE3mGxWO1UM>%-I
zm+h)edzXo)7xq+?mP%Q7HFg2(srI$|9fzx`bssD5#iu?AYpFq`XVR}aZd-i`0Q@;t
zfJvUWxsN`SC!*RtF5j8-t8c|?aCEQlWC7JB1x_72*=sr;CW!{tKWmf$Z>Qe=K;?iM
znH;Hqr@A7~E>Yp4Q$DdVa}dPixW^S7TXwJVukZY{eM3+w<x2*=b4&m(b{gI}Jn<C1
z@B*(oeEVSsr0!X{TSBSR-)#r>laYrPY_Ff$v)3(XQ<JH_1s_;Y`Ctb8?C338omk%5
z9n<vZ+4ag^;@oZFAgAqlJY$=MAnretHtJ6$$qhYc0Os3XF>OmTdGvj9ZL@hk3s1;S
zoHJ_O?OeZ0k@3NFslGoQM`X`>PHk}rPiWI={UXH6*?Hl>@PwzPU{2?4=S}-`O6}M9
zyv|49?J_XPeu^-^+_2DlU6u6FH6k^d;ZyyT73z^_(Df^tt^*wbYJekSz!-hI512*I
zed!ghVG?poi(Jz^CH{iK;ABlMjp#}yKJ-Yr@eTvnzBD2fV3^pw=KnPNmE6o{*d)3Y
zR<%+fOIU1@NKB{r58t$fM?(+hT%dsVOnu(13={C~E(T$y@?4R`q{JH)@VxHv3D9~}
z+*D!Jh)6|y@Tb*wHNJpB41$pBG<Je@R?nJ)chrSB*CVNe78UeP5Kt|`n|B%-t*Tmy
zjA?8f!N6j7Kz**K&l7D!Xl4EO5GCB0qU|JIK%F@H={!*5<tGL}{E{rr5MU8J^4H{k
z#{f@9Y(~p(G-h^{lPj^cQDOVUzPeti4b{~U={Wk)a?wRYiJ?VXygN{G6oOl>Ib2|5
z<LErBRqPhdO<g2-cc~Vy>GeDec4smO9$`3=G&$@e$ZP~jPheeN=2p;t4)I46rDF=h
zMw63kJ~cY+gACHgM5Teb3S^gB#G`2cdmR})pE~g$%*S34s`!jl#E1&=0B@BNAhiu|
zJgzbxQ|4X?TtNkjNekG&-J`q60`xfniqaVv{S)R@G_6ma-Iv`kZ6T?RfeGQe;>kFF
z7fv#qL%u6uTEvL9>8`LuM{$(5Tzc)%R45^5&i(l;LAN^9Y@zwiBO{RqYN+2$u3wUr
zFeCe7CN68jiI}sXoqnh&aiAzsOXP*v(l?U7+B-D;i3jkxKMz0`5uK<V_7B9Q+qcAJ
zQ(Zz|(Qrt5!;S^*eg+PY&$UDIX1c%5>C9gjW1qy{*Y+8E69>z$p6BVNUqk<u1n(XL
z)tnw3Uq+wj{&q#}M0wt$bw-Zt_wHWT?2^9Ud%m7z-}pz@IPy9m(5mcWIlJ}`7?S-q
zSf5<es`X>ka}+~uP0;MI(vMMN4WD5pj?GL0xKuDfbrRaYI)S4rE|atmjXwJVZTCg0
z_qwUF{~QJ1`3V#^RMd?N!}FR6G+mHCYvznekf|bO;oCda#A*j;YzBQcuXPkGwndG#
zHqJg%XZW6?8p~lJ%ZOWs1Xa?v*HQOxC&?aZcw6??67>w6%m=WBHwSF?Z+Gr69#3x^
zk+@kg|8+V;Vjz!=FoGgO3L%o0p!f8bWfT~!AtQA?qC-f8WNOhYO;Lcb@`^-a%bmv4
z&eX}6#0VeAUG;L!@kk#)jP=8OXs^>JY^3u=#L+ALq5)!5$H$7wih7ZK@~s}PRKeL;
zP;;km-`>`+%l}C~dox#NzemAohR*Ffj4imo*qmLA9NopRT<tfm;ZagvNgefm%<w_6
zsg&-!$om&Sx?avZ*Hm(UEokd!xUIA9i=3Ngx6|TFe`nT=%fs+crx_jQP$wx9J&OPv
zYZno%;?=-VLff1-d*{k<OH9mnycRQe_7u7(nCAi7zjF6Lo4Ol5tTzz<`?=hZt9BWJ
zJ7iB1cx=*>0mwX~$vC62<)$qx`NL1l>B_{or1GNnwoMz35?-3rDDv<=_V^g(d9vZ?
zTw`&hfyF}1*AtF}k@DSC6)Dv=p=i^VPsjUPGm!^<T3?ms_|I`y(iH7O$Ol)l9&K72
zdJ-F^C6BM%L_whnY+gI)Lym}=+_XG?5~Fg}pDus%VQk@je#cj&@LD>BfDW5uj%jS>
zDtEU~i981P7@AH<&gr!L>9x~-8>|4CM`eQZUv<$V`<1W@X!fvvV2r~>fygNiZg5{j
z-8Fn@{Th?IeH~!_Ea~-0y;{cg2q*g-K~a3)JM$OyxirHlDCJYKuX#<osdBX$ENxZj
zuqtkE34DYGKGvGsRH}cKu7B#|+W(Yj{Yi}e<8PS(8zeX;qe+OP>mv8r2bRdSh6dBr
zqWUB?Dj9xamSw*NpH0Uc|AWiR;lW4=2A!d3ht{T@SCeJ0gG{>7O8oGmgIJvM{d7u-
zzZ{FycEE;232rhMD$csch@w0V{t7XYuxfC4MyVhrIll%!x!c2SUch%6aNqEP)xlBW
zb*`+XZd;<761?j80AWa=vF`lji3t#^ZqJ?A<Ck=nkM*!Gw?2i+Czccc3e(3eTsD?T
z()8x^=FO{V=`0c?gbD4a`uMB>ehed~l~bC!v$gjR*g*>&)+DJw&&jPF<f@<YjE$T9
ze|J`tE;G|xGy&-R{J@6u!-tm~ahsmJZ3=|i0W8A}4<o<zN=oUGyW=)-&ZjZgCO@Nh
z8^MN(BHLEx>>^t&)~tLU-o{v^GKtDgIVN2qb}a+y=^Xq@@CRK~WI&|cXiu#Q{F4e5
z+}AX4qA-A(MCMogz|4|@j~e3q{H)l<!HvrU&2@>U`z9!Dfy7u293G1v*=KdC9T8XR
zQ@;N}a{k1Ie~G>_do+fU_RuZ)E|D)DCu@~P0)suL|HGjI28_MSs4*EooOMAx!oP6p
za`kC)CnIiVbQ57Fqu(fDpUvXB6RQIg!ZPWpCTNiz4=e7~Uoy~6y}*j6>tjXwzMqOz
zcXo2SIl~?EO$9<NzJ?AIodw>hkV*6|GY@x)c;^1*h)PFbu*coK|DY<FvqGUFW%TSM
z-_#ptXvF=Nt@k=s>udh4a^I3k2@kBKoao8+(V>vB^H}k^Dmo|-%vw`^#phi*9bkmh
zY>!(UEqSKiu!k9{@a>+$7_OK4+5c*G72qLA0HNYtQ2;Uh0%um(yFf5yp(L=T<lHN&
zD03$29RgV=z0Wz#Y)xKR4zZ_KvhkK|$#XCgmx})l8q-`u#BWOqt2LF%7Ur<Fk^|yV
zl&kyL?M_VwiNrK+-{8e+>B{9Uc9Z8uk{q8I9lt-30V+c@Za{>R_1kx)rdt#XIR#vV
z%Rw8qF$x<uuo-s6{$vHadea`Y&byI^<$}Ie=Y5N@1U5q?NfhPmcE_4vCfNt%5?FOB
zGUXkLBaF-uVRxp~CVadze^U{_+x%yzd&=AeK7MY1C_irBnSIZx`uCvVvVHrDE!PtK
zmJi_YR<Y5pSuU*UU6USD<?o9XJi0>L=Qv>n_-GOTLXK`X>xXT`6KbZ-T*y0!>)Dgh
zk0gR-!va=c7gz}RJrDsSDm8LMEdGzO97~$WKl3c#Y;6C=I>g2P74=_iI9~Uq<W}FG
zm43@SemkLDEC`Ogzlt@80V@YE;PXu*2UJPElyBCcqvzJtVYQMFE-&}5S;2+&_H4Qt
z=1W~lpF--BwaYf+uFe*p6~neahV-|T@h>s>b%OV3#NSxKy^*;|h4fE@jDpd>6+p%l
z<6Z7bM-d`VS?8L9XST&jR&r!;92R}6v9Fi`4F$56IxRtWX2{C6G@5U_>yG`u3`|Z3
zh0(ft(uLVqjR0YHk*)qdyb9KBWR-tQrrH27Eme!6>kL&p>v%3#yUEDU(b23vreqAF
zmM7R)_Q<eNn~trlsJ}ph-zYwveHRj0$5-XUpqFQ1?6?}JomkDnF{9Qd4kj|;RHMHz
zRnv8w?>L78{y0t?<R!BHkAWG~_kwQ@3u?3><{OUQPEGCbAEcCQ|L~tI=zho~nsYu~
zf1^}l?(64?{1a8mM9rnG-;zW)AD%&IHY2^pRd!8}OCic{USruyBN#33L6{zfAl?T{
zt}D#aaMHIVCmw~-&KwtrPvWq-Qxmv5j8t<SftKv6&+7c7J!6a+k$I_9LYMW7cbU;E
z3dt0O)T#@qni}p2x^%2e3HZO3z1T3>Z8(<XV|~@eWf_=R2`mX`-PkyO<@J>>_na7`
zf>jNDA<|U9K>H^-E~j`H^ub%J+Fo+#NcH)1wWF`6Qr`J49HjC<wEh`*c{lPYR5n~K
zXk?!PM-eL<9YZdb#R6eF>a&{gM2-@&-oSUrSDH2lk*N_c&0XSb64cerepy(@q;gq{
zm!=Go$NQ3E8Fzf$K3y^<BNFH1`*$AY&g|lKMH-!`3<bhJynUS%U|a1U&%?Od$({$g
zohc)oH_57Bc-Sy0^s##<B=XAJk2P-8x=#h)+EPpotSwCr<dvtnoq_q3F(=G|cpY|&
z^w@Rbce}@ks4*s%9}2CET)4Mv=@cOr>^;+ugXU|Cj67c$_jUt#-?wi1WO5y?sM!<F
zZ&lYh{hzWXCLVMPziIdIZ;$&w&z~%mI@S=j#Q7I3saMO{y7APU2)4?JBXVJ2Y8*s-
ze2?*chl;`G$?E#YaF}ICr>JE$&pSUiZXefo89s8@11F+!vkH(wL!ul-L|n}kh8jQ>
zZ=0Qo06{YB9F(xYG}B$EvxYn{bjXwOL1+pd`xDB^-3O3f)UT?JW5odR=mT9XvENfu
z*W=9~X_1Q^W=t_BHXZN-aX$@XcF}iuP8A$;0^as7H;H23bUxMukO~o)?2@jcapv(a
zE0K^;FQc7#AkQBEd5w2h@MOlKjhX2v<!mgL?260uU!JW0Jw<5(sj}?-8&;#oo*}@a
z+`M&zy&~Q?Ax6Pip8Or}=T8$+$`%?GV!YJ{WziM2sEr$OAHLrdJg5(oj@%2_?g1s+
zN&;a~1z-L6(*~(Obup=C?CXB2217wOGwee5@+Yl(Qky1rq?#HWI~{it$Sp0VNb6<c
z5J>*dUe%6nQEQ(&9Zo1I-^`APauE3!0~039NnhwE$>|EbUo%3kss(ZLXj5#5d}rn>
zgFUE3R$4ov4pnOFU*YlpYW!o=ZOsMQ6@t{_6_~qr33>}~2g0q7f5de1De#kbBxGI@
zDRwmkaJ!UO$Igtdp#%wzMd77${LE#dE!Yi8^PV%pm)_RiivTieV7;1&#vm0@6U1=1
zo$z{nxUnVU;AYk>Q=<~6#}rdmQ;EX{8x0;>Nz@A{oqooaq$a`1<(&Soc1LrQ7-KE~
zD{5Z;l9MWx>zrv86QiD7YdK>s<uCHvps;l7!z7f<YK*_K*rqVC7O$&_yHQXi5K$zQ
zNQBiUN+XubThBybC;fp`7qOjM_{ioe%9u+%5zo8j8>WPWn%j;IW)q8Jdm@YxO=-Em
zH{yuSikr?;$p(X5yPn@}d8p5Oe+3J)m8iS<&q$70*9TRb_lwJgZbS5IQ!Zx4Jm}%2
zl2>YRCJ)zVpo<Xo6g`Lb*gcJMa7-9^$6Kg|0aZ3^9iIV_AjX(h<<Y+Lb^pYIWX%Tp
zk*YR~eiRO$2Sm7!v6JmJFMQX@w#~ofY*Tb$3(gltkDc)twfYzSpjYZ?1+5}*rz6(}
z^XN}dQ?bLuPr;vsd}bTv?)AWHGdcP-9-kpVKNz$h=fXyVavLeosm-5<NWIJ@r{0f{
z{kh0epZ?3OttmyZ0?`!4=0J0LTi+{%mA(72m3D1_<2!y9wek9c6V^9Uv5F0@`ifTK
zDfr(fHNjLjwhUrInKU>U_O{PUT==QzKRd*cyWd`=4}t2{8adsj`T_kY#Dam=nyjeE
zwj)5dMI6!Hk6rm#1tVBX;*e3Le!ECzbyDjFD@T5UzGYp<R1$lEn7L*wGHm{e*$4q`
zJc<m4xwjz;R#!Ij<Fy+%l+~`VpCx9Fo;otL;>B*HsUC!_vP}sQ^!5O!&gw*|LM59L
zJk(RDJgnLcvZG`i>r>o-nu&`0gS*;JiLOSb<A!}jR2PeFwsY-uqob*4#LbpbI{AX?
z#B^Vdu-gsQLX)AO=EU{DTF)s(6BGB9r0C%A%0<am7A7oo`azp!k_+Qvi0TvqK{_Tx
z2DkPy>5Z_VejL-&<HU|O=xls^ir9Cj*`Xnlb%zW9pJ}sUy394%Tz@@Cz`MH~#ufv6
z0v98-yNmLi2GB?cm)BB!v&CJTlus4pz75V!1~yh;jc~GZl1vo#-w1Vv-pG8I7mwTF
z&J`wZaEB#;gb}%Wmpn#C!(T!kWi0ZlYm|)&+AAWhj`WASM!W%*I_;q0^G48hVf_7S
zdhHyo4$#ipijgwhNR*y_ATeAC@glb<7>NDhlDn#Z8D;bG%ExGkPZ9G^4y}`ygmqt`
zHL%#Uwpppj+n%M@Lr|Xs>YOV`@Zz0W(xeS60uk3ge*8RR-->OK_kd-#)kDI`6$#=G
zE*p}k7tmSRyp0PdeBj61aQrqNE%!l|DeMS+P}^;_9%Mj0x^v!%DODo?1Sx(HB7mn?
zJpcY-Yhl=gj~YJaem}UF8X33QL_NoA079s2OX$TfX(<Egv(&2%+9E!<z=(@!dN4Q2
z^tx{kT0JzIlDz*@R2R!t$Ad{IEOy+(1urdH-)Q2Fvt-=Vu9uIQ#|g0|BVnPstOtcu
z)~8=^KC#Lv*}2#t<e(>(1S{B(<>dj&Ut_c3g3!f)-z43!c%9%WO$KY*nh1lrs^!QZ
zK>57UhP3`73@zkMggTe5ZaMs!VUfDj3p}DAQ>xCf0yMqA0%RCSIRoP4GI<cOphn88
zy>)?z=5g9CPUpl!caLpU20(gEFvcte>R>v>clbUtRKi(mwZ(_TF!xZt_WdHy^)o`q
z!zwxPblte(%v)k+TAVn=VY<{4zVv4|4m30AUUJ=0*xfv~PrGuNNYriZ)jnW>b2UcV
z9JQF=hd;P^{A=3Eo!6>#GCA3is74mmsH*m~tQQ>dKF}X*+8W2Kzy$oWFqu%$EZjQs
zeMKasu_9H1Om2m=XP$hIgR8?OYAEBx6APfId1xC_GatLH$Ls2T(&a?nb#aL<KN2Lv
z#PG99b!Qtpop*k6l57n5(^Rhnoy7XFG@C0%la}A(a(M7GCj{}lYgD*HTlN?`IdeA%
zA6dfE(k3^@l>@-7eu77UXXcg~<k9)C#gKY{gL}<G`ovmjm6dR|T+jXm-U`V|yBY<M
z+?Y8qZf2Tm1vYTu7^!Mby>qo;g>Z7u{%UQ;GT4Vr1A}r}Y^j{>HfUk<O_Zl==pw9X
z2`=^#QevdSKgZ&H<b%0rNSZK?jX9_CungG95&!I13%Fj+!Y<G+Q7SF}<=)g;-Pvlz
zM>1jus<iA{#_t`Ca(*~mH>%TuxJCx~Q()6ze46QiWbRc;Y3R9<$m_`>ehx3*?=wW~
zb=<n(&RfXj_0`W<OvPWtGx#x|hRWM+jFSFcli$E8uSOtvL$U3~)GzwKzd2d4=7b?X
ztuz|u>d5B}3N;uv5tw@1{kCZV5N55|Ms;9AW#pQesU<!WhBVas(QhEePLLCXO)=ea
zBL2eiIX3xk7rvLu;Oa_5kr~WTK((dz)eT4Aw{~BYHlXEBzF82$bS}Aqoj-M_Ah!}B
zfGwWFYq{g@s;5Q)T!@6N3jBF@O98~rMn7{fbWCh8vy1v76l4XYv!-M=fP<c1+z6P&
z2b8>Y^fu1oAg_~y7C3`rShd-h(j_tF?^410llA6svMf0J+t%7r$J5cAEc)`Mg8M&`
zg}ZrpS%({9{fLWZ!dLAF&FhS`<}$)-!9V6UVBMr$VAb>%5!0+TtxkK`nXuEv=^3pF
zGf|tvvQUMRx+eSjt+hV6#UiJd=F)w}#G?3{v!KQ}L+03qw+_oD%`C_&MMJKFxYjU@
zT$`e1EJD9~${ZL93(@}<@^0vfHaXPy^ox`Ea;pB2KSLk!v*h*lM;H72nPmwNQ+Ouo
z4wI1{Zl4OfzF#mezTzI;-A3BDOw?bZrdxpdsy&M}<<^b625<|RizRXzCF=GD4X^>>
zs_l!XgqC^`3_Zm?JtZ!0`$8*YE!;vYaND?1-Qv}A#<*`qfr5?WPn{l2Y=MYebY3@n
zhUE?x92Cq$(w@Qyk%Szx3s>g8`DS!Y6S&HO55)RBg>e-8YD<T<Ta!jxCRiymqiRYg
zNvqVF+>#i4x(m$?%Vm%A@{tX!PtImymCwDglTK4oOLGvzd}OiAzs0<r3lfQ<{#JP#
zN)1hhJB|*1sWYnsJ-0SmO@2(u@9@yG#8&fEj{e)oR=?#TXQ~9OP=e7-N^!i^iEhx5
zE&PdxjsSsx*C$H5-kFu3jmk}LEWVH3wbu=cw#B6py_;RT&YK{9C;rUh(zM3Jmdd<i
z{<OlJ<EKQ8TCllN7XnR>*?Ds|H2DwTVo6I*q+If#ff?^fPkQ~U(P}-#Rp*sR6f%T)
z6tX`uVdR+gv*&*64N{Drx<82oPz{bG%!Z4G<@k0^bc(!;Olw?sZ?lX(JV$l-B)$oC
zA_U1E9XFvc3I8}wJA27Xx3%6iz8Df0e0dQDV5b3H$Cy9{%(<mQza49^$TyikhW=PJ
zVahb$=yHn3z|cBdf4BA1v$PBYpGiVMEIl$4XDTD%(4R|tl827GKNu~>U1vEf`dllx
z+#&W7yy;>d^Xm6(weMp+uw@{XvLh9O*Vkj}5$*Z%LNiZ+&#`ctd3Yo2lQV?c6yY=T
zK}U`lL`1#jJeGP)N8DIgMJ$J~38PI-0lm@^|5&{cAxfSqtZPKw+YA#W6-}3V9=hiP
zXYx}m=4_ARW8W7}#yDMFXa3DbmwXKh{ZVF1d?wyEpDLe981iv;R>nk=XDEzLCo&2l
zJPKzIhQB>HK#ry~9%bNfAM&XPK)XfqY1iH0Wn$)ytFQ+;ry7@`3~E}n*JZ|YYZYP{
z-n!h8i7V4Z{x_E5$lb&rRK|X@CAP$p)iRu)Qg~)A_szm`U0=I4$3I=KDZ0cFy=X#u
z`G{-Fmo=uy6=`UL>}PK~q{2YinUTZH*kw74B)j8?N}6i<P<tq>P+pq~;WH34)=yW8
z{t{Tm@%V|fbtVKHW_2o@0{~$2{}&683zI5QX(0#Ka8e}{CzN#r!u;|nE&`cNn;&Ec
zR9qpYE~Rzi^0;USJNE$HBR^>Cpx@hJA=4_X!^+7I&eN|fno@<AB2HNyI<tt*E4;5f
zr>Y1_!5a~v_HI-(u5B5-?HV*~MKJ80)Qxkwnjl&9l+bo$`jha{m-5oAozQyG|FA8-
z`6^l}OTEJ4tjok8IW#}n(N4X5(+Qz{U)pn=ZUcQKvC*vC3K`=~LzVGF`oi12&~fFL
zWj@?T&khX#CeDa!wG~%%J@W0DUeN&)c2xZ`zXtTnlq{lzARxGCHZ<vcO|Mx@u98ld
zjkrmuAR$Vbu(~x35f!J@Z>u|F7h)!&8KreP&b@_&F&dP4mxPxPV`XX_JOOHI7reH}
z-mI^B6~UP>VXj`ZZMzy~c<Cm6fysUxweUD9DaoeeS}!KT82?A2&W>EDn_PDCcd89U
z;MMcT)3c<NkYAl{;zuy@mTObyLY-dGylrz5gRnOqNwVJ8J3da=-l898CI{*Xe~s9_
z%nbfmhHY7D=WQb(#N)Nn-H?!t&MlC#(w`1%{oa2@FA+}ig(z;5&DNTuaF3jyxaaUI
zF$)QX)dxz{ju^?l0m_t+h^jGZ3c8g;$_ZS1VLtMZCs{aUdk2of)bvC0m{hE-agk>C
zv~#~ZAh>@!R%HBn?Oync*8%z4p2J(A`H#6jF%rD0Pi}sX5OI`_#n|^*lc=@_jkQk-
z<`=WRW+T%z!#PSECWbVpQRf7-j>UKZ9{z`QNa~8@zYQf&r<d}jqvdrYar8!Nmu*3M
zsXa5gYn!$&7Z`!QzH-Fplo;sXw}(0w^dpgeQ=1elV;|0-Rb{#_7Y+4WHVkOizz~uV
z^tY1(om_fa_7bt`vKpB8IFq2KPq0i4Vf(NnwH`N9(#`j4-jCgAeqFEk>joU(pNR1?
z5F^7g)BFJ0pTNlp>MP7jkK)Vs2YK*{i4n7iiTWF0Bq^EhQK}lEGPXQbv>Ew4pNw4*
zKRMz-y0N%{0po!5S)R41qUO}8U%T}=IauNnn=nR;M0m{Nt}P=CWfC;YOO%2o>c;$E
za$O(ku?6WoJnlMQiU>%~<yhqts{CJ%1s^tk3EnN3_+0!VE$4#~Ckc1t_J8TfG#Kx6
z<5sihFKf|jJKZ++ni--ssBA**dLX}Ke4IpLa~qcbz${`&$hB<xl|$DvBHHNl){S{&
zEh=gF&-Daid`cmjl~&mfpk)ZCX@BTPXbM=>dw7QQtT4DK9k+I4YmDy42gxBrLYhLO
z_y|)ONp?fra(htmZ*K?)htdv{S0A5eN$um1Qi>_vD98J5tc7n3M?Wjd7mp2?j{ElW
z8k>3M2HQpFap7ZKRUV2AraYF{Ypcfa*eDEAjJb<w>382HyL2$q-{i93r$Nut!Cdu@
z_IlQ=sC%^EL&6D@MiUBrghPf@5)tBTI&8P_3dv!$^!5U{VvK=|Z55z4ZKPJ6u$4)W
zwq|+vrXBei+GK`rT2)y=U=l}0dF!c^pu90-I@Gj_enz^>?y2pnB@<>-rjQtcuyO^1
zAd?l#n+KzvF)?7_Gw;gp1u8x#CZs0wm3k*@?dfCbJlQi70`t1RzkV92t!9k8k%`}o
z)3nrPS~@SFk($ETPDMBtfyoeFH>K(8PsQiDuJ}ls5b=4-p3#~<K^G;9ocOK)c!us(
z`m%V-T?VImX@VhTM1GnKepd_i&dP5u7H~IS`QtQ%>4Qx8UHZo|kkh@2OmH&YU*xXP
zl6TfMwJ89#!nxgs9Y4qO(zxf_H=sGWiVYR2uDspj)=dLfaxNVqmh?Ks7yP|~Dxa1s
z(rrehU~!)fI8w4WnQHHQ`<503f0wj#T}KMWO2rJMLrWw3wZ5MiOY054bCM<dWv|uj
zPU;r0@e0+SSg}<V17GQ^otaWSa@YrD@`nmZh9sl|GG<k3=v<u?+p9x&=N-t|LC^)o
zgRkUG1@i`}ukjS3iIH0^X+gm^q({_T`uLq*Y2Y0G_`ZPzeC-CU%OFRl_EUspJ`BWd
z$LC2ECm%Zo#M>|3GxW@UGm{4`5~I`We&-s7#}NO7IwMolAc6C?gkWU6tB38_nSY$O
ziIv*9P!LXFGpbZs=ak2mG}`J@v^2Oiq8LQmsmRHcTrlP_l#c^u@hVlvY$p8TbW6h3
z&0e_^jA#^WOirZ}eCZEM#h+8gUaGOhT39_jz(5sB=vq^2dcYY8g)M)482sC3vapJq
z3eVWt0eYEfu&*yRAo(&dikl)G8Z7DF$Q>7xe=UxJcC)vtYJ?DpK-ZTQ-apj0)s&{o
z*s|jszu7bTU?O0UZxv2=Fo${B2AJTIjv?M07dYQ(Ij-E^3?&^n%viQq(M&)#mP@Jg
z<AcG~)S>f|Uc4JiZW#v42g@4-ug;1YGm1U{%{FPCUi(60jocZ#f8fN}kp~i|8XDOa
z>=Pnd*a$P#O3qBd4~3Hrg-_?g0+`gX@tqR&GfMtEM0Hpg46{VuOCJDTX=`#0i*#Kp
zm&39YOb9fDpIY|xH23#q8yIzBab^GXW1cjf?^(sVa-XcWCNt?YINq<iUmxVf&Lsgh
zVbP6h08ArL%OOc?%$R)1m?z^cMR}9H0kRfq%uLJ1c?+kW>wpa(|B2)ygE!1q8mVb<
zHc8MNXV5JtmLyl+Av5#q7Of)_T|SJ85u0BWN|NTLT>sy<o;JzZyj%vD5QDW;7V)sp
zNkzuEx{L!6&C<4LC*IL-?azEI*8~}3+}OHQFB}Z50z_^n3*98{E8Tb<7YH4f(GEK{
zlE>jK7)I3Y5MY3)B+QfIs}NwSm-67PWdBJ%xK2p9Vf05Lo<VE9q9Lx3)%RE;AUGxq
zB`<|S%RWD(8oy5_%7|*9=^=7n<7G5%-k_?<hdwG1|9y!hSo~O0(?GU~<wuj^&KDQ)
zf4R)Kx@`nSMOP_{tJ8AT_wbian_$|PZ9&&}Z*x~+j_z7Uzq`8Z%S|-@6#s`%|Bas?
zzZ4G<Z^%KRS;3tC-i5gua}21=<M8@~tN-5Z?fLrg9AV?uKchp?=J0fJ?p&ipz>I)k
z@`R2NmN4LhhVMov*fwwBhu*40u$2nn703B!0$T))B5?6z2Yf8rmI%-?8sjLN?4O7j
zi1P;s@=^x@k+JkO57aVt+*UYTK2G>&8N428`rPD^R_H)M0l{1p*sHt4f%mG0y$ccf
z^Zsvrrul?{cQscB_;7FaA$CQ*b}S-yfA8xWD`nM7wdpGecGUIs1JGl;;zr~y1$d^$
zw)NE+%@#(<(d2?*BVi`Xg^f1bCyT3bJ<C5Ec^KOyUrwztdi3JP%rw)10X_{y9vi7o
zYCx&Zt|vMd8m{wp8Ob3$m}-pw!Qg2+`Jtc1uX{XGp!uk@Z106*k0`>GhG}^3>mi7+
zmz5O-PEvWVEzG^&TUgPWQ-!8$h_PLL=WkEv`L|2$Ce`fWs^d2Km*#ES8F;kQKDn^_
zPZW!G&hc~V@8NUq3zonf6Z7S{eMTdDIYe|`P{x_N{=g7z_D939(?%?!;g)2$b`Lym
zHm3ui-*aC8{yLN2;3|N#(lHU(Gme_BbRu?QudJ!f*h3tGv0LByJVNkNZ?4Fnxu=@_
zgzbHQR!~$FdV4&doiLH=@GqL$XFHn5<6$#&vDOTEUe^Vcd47~KgQMU++#&0hP3le%
z?0>5DFD+Bm(uge}+8$fm%6D+o;S1aZULbRKBT9sI&G#q?`V(?XT{c%*BO&U(QaUCo
znwN!tALPDCs7xdQ@}}rWpC&_7Qc?`>&sG`r+a7KNW|3SuXdsKWQL(Ytm$CjCNer4-
zgZ?jrf=>r|C}?Qe$|BQsIsWtRNbmYo!xa+UICI8gqnkvuc6u^<=_r%6M<M|930!r>
zHeA!Kda~^*c>K3jw!&QBV3~LuBNpuiSrcx&1FNrTZ1M8ypW9!KUz}d6kVcl8#YS;!
zZl<kN`D~Axj~Chb`G-#%*P+p+g4d%Qc!_|V7zvNde!S~#()X0jO``^f_3?sa{o!6T
zk<q8y<L0-g<Hupmj-E)CjxfI#3yEwKP!^r%dUXp?((I#uziQ0D{Vl9vYH$%b0vaL%
z4ljrpaN4)*RF~x8u$eMNNe=6c+z-Q@7v2|s^^%+F8|6CCS-#aQ^)xt@8+>_GX7F5v
z(<nd`Ln<;3X3_z+dvOT~2|*yE!s2?z|Dq9Hic5!QH4QTHR=c_Y+0QHc2dAgIS>9(x
zyTeH<-skNvFZ&{c=l9uo45?8`!pE#!j7Qw{LFggfevBw-8hXE$Fe#i(pI&qn!j{4t
zlPi$hfK5aBp%TKX-QTybPOd+3Y+QC!*mm|QDW@(KNA?vX&ytrL)S&OjzdqmBnT_Du
zcfPv$T}B#gxJ}p+s<$g^{!E?8Ip+7iJ26^ru(Mt7$b|d&x!UvEyup5Tc&<XH`J{Ga
zkCR~K-`6XPxJz34%5$I#>C?pz#%JY|r{{|bYf(ESqe2j|9RYg|;#q%I8}+}L;Cx@7
z^IhJSzLbgfd{&5JEFuQ~l5vWLo3|z+LL6@R9ZA8qU5_i*<;*`lONtY{3^L(^u03XK
ze+F}8?ZV{ww|R?+BL}wBqHMo3G~a`7FOS*pd}zWChVo-U**45{7`P@{xW9h=`meWk
z%MJe-aVz#b=U(%z3oWh;jcZ;EOiWDsf+Dk9&o+QGjrLy;;ZA9ljynlYVELxV%9A=_
zMcSSnCp_-#FiZX=2{LM0iGJ#cPY}n55c|uQZ|=v|Cmn&y)>;UW7A~R6a+`$X1&B-|
zTbi9uIN5JEMUQulonyZDtD5tCU8#=U5svJKptSYZGk3wuKCJ)xL@6EPIIFH%<9e*I
z2F<Q>+8%ImZX6F+GNX=hGpf+l6Gs7$Dbi5rstRQlI+@%db$SQi4u_+6{Rk&`=EH!+
zcOtQ9JitmIoVsM3a6?mM{$u95iS&byoaVL2u`zNk2+SX*cWQplvnF7%J_}X0&#UKG
zn*O(%FE>RZyD<W1O&bV^DnU3kjFD?=`VDr=Qi_UbiXyL^c6N5244&6xJTsG%tQL4m
zt%{Hx7F?t8Pq>ljf1L7oSj5rA<({P-xywI%qTs~*1SE{m>4k)o#Ux!CJA@m$M~KQP
zgt-}n<iBHo^uI&m_B(hcep#g5+wsORNuxm%x<QW>yh7}J9CK(oYdMB$RBN2CJp{jH
zs65V^_dT}4X%}itKKlCl>Uy8n+pe}GE!($7yB^PF)+gECznV%>aL#a_JaIj~%BjP9
zI#UqyUy@!O<5oObgea~IZbh&6LP!ROJuV?tgDU<1@{MgCo<vriHTFeF(h4sZC;Y$`
z*}mY@<;MTf`%bGq411FiN&+Z1b}DvUCWHoaB_po_+crap_HNk5ka@!Vc)bLpQ|+ip
z@m~p%m)`vcXwEWLYcyWqM?4u>`Z`uE=1{%4`?j5gui|1^Sy@G)RFq8~FJHV04#M8l
zGStGo^vKX_b(@-*`35aAF)>+j>_zoduGDS53M9FIc=dyh`U`Y{BUb1RA4>XJ;R4Ta
z>`h|hG@6fSUv|Q2v;IJJxRCc<we#+98(CHBS&NH`0uSlo@$oj)NHgsXLH(aL*e-eL
zQiWFJ>#b$%*<=-PKg);KgANocTB`Z5F#XDN=<MvQ1rqPjcKN}5)fLZu#p&bv<G6eE
z@^PWWV+NU|M;6pggDQai)wyJSuW(c%?u$zI_Q?OpUslyY7;18qd!)VDyq~rGi}Z!;
ze%)UL%F9WF%%JSADnaVd*nS!sn*Ue_)nq3NHE{AXO}k*7D~;N+va-VRd^4^8d45}1
z*&D|O@BIExMgH2V`v&s)i2E=hMi*BjEc+vecc;sPh4SfFCPPriWx^(T9BQjP^palT
z`CsC_97v07owc5WVKWd^g04|UYVipOjGpgKZ*Fcbb`lhg>lPQFu%^>!Z#DvEf;2Wx
zq(`oB%6B}?R$aB9`^Fl)Kh3XzX5^s+PWu+&n3ZRx{e9{&-JxSBNmD<yF+QE!u5_tM
zcHUL^zImd?WnTe0B?h37;PsSAWhR3$hYmKIT3^pbI}^P9rwWZ?_u*S*YFrU_ak=)a
zi4T_ugsSCalff7$pL-*47{(th<``6hxa8=QjG<8Yn0pN^a~k8Che}xpD$#g&5(+$Q
z+xzSJAk@$Fe{q7s6A_)Pc?`BuCRAi-6*B%N&j>-03Iqb}sFLxlg0O_M&&w-zHa5uI
z*F0$%G|D%UJ71_#QTHoP`-20a)#9NO=;^R%vB8c=!0qHuXJ__tRj056HPjOnuo3$r
z=<ypWI+0L|`Qr85zmxeY?HcB54>Dk+me=ROaqWlj`^z<>RxK6FU-ypd%pxWR@6BMm
zhdhxdO5w*L#jDvWKXsbTeROCQDCNWYjZc>98AzROpI=uzwxb`#f8sD`>{R^6WvF^v
zabNfKxh*rO7_#V@aL-3%ag>|c>G}!xxG|n3<PEGdm-l1z-0DN>fSOiUitjgy{}Cb?
zR`4Tq>&n$m1T?l`d3_p6M+d)aBJmt_=x~Y;|8Gmws!*d0YS-)@l~q;VmHgxSznfvm
mng2iUd-;EFycvB*SayCPu=D&r3EgG{_%5j+Q7LX1_<sQ9sDVBJ

diff --git a/examples/frontpage/plot_contour.py b/examples/frontpage/plot_contour.py
index ceccc56a9f92..4e86fe1f8569 100644
--- a/examples/frontpage/plot_contour.py
+++ b/examples/frontpage/plot_contour.py
@@ -10,12 +10,9 @@
 import numpy as np
 from matplotlib import mlab, cm
 
-# Default delta is large because that makes it fast, and it illustrates
-# the correct registration between image and contours.
-delta = 0.5
-
 extent = (-3, 3, -3, 3)
 
+delta = 0.5
 x = np.arange(-3.0, 4.001, delta)
 y = np.arange(-4.0, 3.001, delta)
 X, Y = np.meshgrid(x, y)
diff --git a/examples/frontpage/plot_membrane.py b/examples/frontpage/plot_membrane.py
index ab4ac0e4f188..f469ad1a087b 100644
--- a/examples/frontpage/plot_membrane.py
+++ b/examples/frontpage/plot_membrane.py
@@ -13,7 +13,7 @@
 
 
 datafile = cbook.get_sample_data('membrane.dat', asfileobj=False)
-x = np.fromstring(open(datafile, 'rb').read(), np.float32)
+x = np.fromfile(datafile, np.float32)
 # 0.0005 is the sample interval
 
 fig, ax = plt.subplots(figsize=(1.62, 1.38))