Python Controlで制御実験の模範解答的なものを作ってみる

jupyterをMarkdownに変換して投稿を試したのですが図が出ないかな…？

# はじめに：Environment settings
Using anaconda you just need to activate following command.


` pip install python-control`

For further information see [here](https://github.com/python-control/python-control).
folllowing command is additional.

- Textbook for this experiment is [here](https://www.dropbox.com/sh/3sch363mhjuhnzh/AADMqd3B_06-aRA3mbK7Yo5-a/Enshu160924.pdf?dl=0).


```python
# !python -m pip install --upgrade pip
# !pip install slycot 

# I failed to install these command
```

# Initialization 

Import matlab like package from `control.matlab`


```python
from control.matlab import *    # MATLAB-like functions
```

## basic feature

At first you can use tf function like matlab.

- 下記は演習2の(1)の問題を例に取り上げます。


```python
# Q2-1
num1 = [1,2]
den1 = [3,1]
sys = tf(num1,den1)
print(sys) # this is the system output
```

    
     s + 2
    -------
    3 s + 1
    
    

Load matplotlib for drawing figure


```python
import matplotlib.pyplot as plt
%matplotlib nbagg

# import scipy
from scipy import arange 
```


```python
# step responce 
# Generate step responses
plt.figure(1)
(y1a, T1a)=step(sys,T = arange(0, 10, 0.01))
plt.plot(T1a,y1a)
```


    <IPython.core.display.Javascript object>



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" width="640">





    [<matplotlib.lines.Line2D at 0x15ae2ea4438>]



## Error メモ
sysの関数を変更すると？ときどき`'tuple' object is not callable`というエラーが起きます。
イマイチ自信がないですがどこか変更してはいけない部分を変更しようとしているようです。

一度カーネルをRestartすると治るのでとりあえずはこれで勘弁してください。



```python
# bode plot
bode1 = bode(sys)
```


    <IPython.core.display.Javascript object>



<img src="data:image/png;base64,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" 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## 演習4：2次系の応答

数式も打ち込みたいけど時間がないので割愛。
減衰比（ダンピング）を変えたらどうなる？という話です。

共振周波数を変えるVerもありましたが，ダンピングの例だけ示します。



```python
Gs = []
K = 1
w_n = 10
Ys = []
Ts =[]
legend = []
# changing zeta

plt.figure(3)
for z in range(0,8):
    zeta = z * 0.2
    Gs.append(tf([K*w_n*w_n],[1,2*zeta*w_n,w_n*w_n]))
    (y1, T1)=step(Gs[-1],T = arange(0, 1, 0.001))
    Ys.append(y1)
    Ts.append(T1)
    # plot
    plt.plot(Ts[-1],Ys[-1])
    legend.append('\zeta is '+str(zeta))
    
plt.legend(legend)
plt.show()
```


    <IPython.core.display.Javascript object>



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" width="640">


- どうせならbode線図も見てみましょう


```python
plt.figure(4)
for G in Gs:
    bode(G)
    
```


    <IPython.core.display.Javascript object>



<img 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" width="640">


## 演習5：ゼロ点の性質

最終値の定理から行き着く値は1/15で0.06くらいになることはわかりきっている。
ではゼロ点はどこに寄与するのか？

よしんば過渡応答であったとしてどのように？

という設問であるが，私が思うに分子が`s+1`になるような極端な例がないとこの設問の意図は組みにくいであろう。
早急に実験レポートに反映されるべきである。


```python
# 
sys5 = [tf([1],[1,8,15]), tf([1,4],[4,32,60]) , tf([1,50],[50,400,750]), tf([1,1],[1,8,15])]

plt.figure(5)
for sys in sys5:
    (y1, T1)=step(sys,T = arange(0, 1, 0.001))
    plt.plot(T1,y1)

plt.legend(['G1','G2','G3','Additional'])
plt.show()
```


    <IPython.core.display.Javascript object>



<img 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U2/9x61kiC3wBdwVFSgfOUqlL7+uloBsfkWmpmJ+CuvQNwll3AZ9sB/FHiFFOgWAQZoPTMDtN7IRAUDtAnFIG2jPj8fOT//OWq++FIJhI8ejX4PP4SQjIwgFQnuy67LyVVBuuTVpWg4nHccw25HzIxzEH/llYiaPBkWmy24oXj1FKBApwUYoPV0DNB6IxMVDNAmFIOwDZnbOecnP4Xj2DF19RKOUn93F6yhoUGowUtuLqCGeGzarH4qUf7ee0B9fdMf29PSEH/ZZYi//DL+Q4uPDQUo4LUAA7SejAFab2SiggHahGKQtVH2zkoc/vWv4aqrg8wRLME54aqrgkyBl9sRAZkST146LHnlFdTt23d8F4sFUWefrf7hFTNrpnqOuFGAAhTQCTBA64QABmi9kYkKBmgTikHShsvlQtFTT6Hgwb+pK7YlJqLfv/+FyHHjgkSAl9lZAXl2qj//XC3nXvb22y1ePLQnJ6ux0hKmQ9LTO3sI7kcBCgSBAAO0/iYzQOuNTFQwQJtQDII25MfyR+6/H8UvvKiuNnTgQPR//DGE9u8fBFfPSzQp4CgvV/NKl7z0Mmp27DjetNWK6HPOQcLVC91jpa1Wk4dlWxSgQAAIMEDrbyIDtN7IRAUDtAnFAG/DVV+Pw7+9XYUe2WTO337/+j/Y4uMD/Mp5eb4WqN62DcUvLlbPlqu2tulwIf37I2HBVYi77DLYExN9fRpsnwIU8BMBBmj9jWKA1huZqGCANqEYwG04a2uRe8svULF2rbpKWSij74MP8GXBAL7nPXFpjtJSNYNH8eIlqMvObjoFGRsdc+65SFi4ABHjx3Ne6Z64OTwmBXqRAAO0/mYwQOuNTFQwQJtQDNA2nJWVOPTjn6Bq82Z1hXGXXor0++6FxW4P0CvmZfW0gIyVrtryEYoXL0b56tVAQ0PTKYUNG4b4hQsQd9FFXO2wp28Uj0+BHhJggNbDM0DrjUxUMECbUAzANpxVVTh00w9Q9ckn6uoSrrsOqXfcznGpAXive+sl1RcUoHTpUhS/9DIa8o7PK22NjETsRRci8dprETZ0aG89fZ4XBSjgAwEGaD0qA7TeyEQFA7QJxQBrw1lTg0M334yqTe6e56SbbkLyL27hj88D7D77y+W4GhpQ8f77aqx05caNgMvVdOqRkyYh4dprEDNjBn8y4i83lOdJgS4IMEDr8Rig9UYmKhigTSgGUBuyNHfOj3+Cyg0b3OH5+99D8q23MjwH0D3250upO3RIDe8ofWUpZNx042bvm46EhVer6fDsCQn+fIk8dwpQ4CQCDND6x4MBWm9kooIB2oRigLQhs23k/PwWVMjqcTJs41vXI/X22xmeA+T+BtJlOKur1cwdRYueR+3OnU2XZgkNRez8+Ui49lpEjBoZSJfMa6EABQAwQOsfAwZovZGJCgZoE4oB0Ia8vJV3x50ofe01dTXxVy9E2u9/z/AcAPc2kC+hcYGW4kWLULbq3RYvHUaMHauCdOy8uZBgzY0CFPB/AQZo/T1kgNYbmahggDahGABtFDz8CI499pi6kriLL0L6n//MFwYD4L4G0yXUHylAyZIlKH7pJTiOHm26dFufPmqp+fgFCxCSmhJMJLxWCgScAAO0/pYyQOuNTFQwQJtQ9PM2ip5bpFYZlC1qyhT0/8+jkPl3uVHAHwVcdXUoW7kKxc8/j+qtW49fgt2O2Llz1IwyEePG8acr/nhzec5BL8AArX8EGKD1RiYqGKBNKPpxGxI0cm+5Rc1sED5qFDKfeRrWqCg/viKeOgWOC1R/tV0FabXSYV1d0x+EnXIKEq+7Vo2XtoaHk4wCFPATAQZo/Y1igNYbmahggDah6KdtSLg4cN11cNXUICRzALJeeAH2pCQ/vRqeNgVOLNBQVISSV5ai+MUXW8wpbYuLUzN3JFx9NUIyMkhIAQr0cgEGaP0NYoDWG5moYIA2oeiHbch40f1XXomGggJIiMh6aQlCMzP98Ep4yhTouIDMKV2+di2Kn3+haYVNtbfViuiZM5B43XWInDiRwzs6TspKCnSrAAO0npsBWm9kooIB2oSin7UhC6UcuP5bqNm2DbDbMeDJJxE18Uw/uwqeLgW6JlC7ezeKnn8epcvegKu6uqmxsKFD1OwdsmS4rHrIjQIU6D0CDND6e8EArTcyUcEAbULRj9qQab8O3/YrNSZUtrR77kHCgqv86Ap4qhQwK+AoK0PJq6+i+IUXUX/wYFPj1pgYxF92mVrpMHTAALMHZWsUoECnBBig9WwM0HojExUM0CYU/aiNY0/9PxQ88IA6Y5mNIO2uO/3o7HmqFPCdgMvpdC8Zvuh595LhjZvFgujp09X/X6LOPovTO/ruFrBlCmgFGKC1RGCA1huZqGCANqHoJ21UffIJDnz7BsDhQORZkzDgiSdgsdv95Ox5mhToPoHafdlq9g5ZWMhZVdV04NCBA93DOy65BLZozlbTfXeER6KAW4ABWv8k+HOAHgTgHwBmAJB5k94E8EsAxzSXPQXAjQBkMOpwAO8DOOcE+4wH8JCnthzAiwBuB3B8IJ/eWCoYoDvm5PdVDYWFyL7scsinPTUVA197FfbERL+/Ll4ABXwp4KioQOlrr6swXbd/f9OhZKrHuEsvVcM7wgYO9OUpsG0KUKCZAAO0/nHw1wAdC2AbgEIAf5B1KQD8FUAegMkAXCe59N8DuB7ARwDOAiCD8doL0DJVwheeugcByNxLfwfwLoCFetoWFQzQXoL5Y7nMPHDwu99D1UcfqZcGM597FpHjxvnjpfCcKdAjAjK8o/KDDyFLhsswD5k3vXGTxYcSrrsW0dOmcXhHj9wdHjSYBBig9XfbXwP0rwD8EYD0Qud6LvNsAB8AuMjTG32iq7cCcHr+cDUA+dl6ewH63wCu8Byj0lN/DYDnAYwB8KWet6mCAdoLLH8tLXjoYRx7/HF1+ql33IHEb8m/07hRgAKdEag7eFBNgycvHjrL5QeA7i1kwAAkXHO1evHQFit9KdwoQAHTAgzQelF/DdDrANQDmNPqErM9PcQ36S9dVZwsQMvPEaW3WYZ7NG5hAEoB3AvgTx08hpQxQHuB5Y+llZs34+B3vqt6zGLOOxcZDz3EOW798UbynHudgLOyEqVvvomiRYtQt2dv0/lZIiMRd/FFSLz2WoQNGdLrzpsnRAF/FmCA1t89fw3QRzzjkW9pdYkyZ5h0SUzVX/pJA7RMSiq9zr8A8EirtrYD+MwzDKSDh2GA7iiUP9Y1FBcj++JL1GIpIf37q3HPtuhof7wUnjMFeq2ATA1ZtWWLCtIV760FnI0/SIR6WVcWZ4k+5xxYbLZeew08MQr4iwADtP5O+WuAlpcGpQf47laXuAiADDodqb/0kwbovp6hId8B8HSrtmTeJemFnn+SY8QDkK/GrR+ADdnZ2cjKks5oboEiIP9Rz/npT1Gxeg1gsyHr+UWIGDs2UC6P10GBXilQl5OL4hdfUMuGO0vlr2P3JsuEq+Edl18OW3zzv4J75WXwpCjQawUYoPW3xp8D9P0A7ml1iTI+WdJLVwO0vDCYA+AGAM+0OoaMsy7RBGgJ9vJyY4uNAVr/QPpbRfGSl5D/B/etTv75z9Dn5pv97RJ4vhTwWwFndTVK33pLzSld+803TddhCQ9H3IUXqDmlw4fLZEvcKEABbwQYoPVa/hqge/sQDvZA6589v6+QOWyzL7sMrpoaREw4HZnPPMMfH/v9XeUF+KOA/CSo+pNPULToeZSvXq3mYG/cIidMUEE6ZvYszsfujzeX59wjAgzQenZ/DdDyEqEM45jbupPX8EuEqwA0fyGRLxHqn6mgqHA5HDhwzbWo/uILyFLEg5a9jpC+MvKHGwUo0JMC9Xl5KF68BCUvvQRHcXHTqdjT0pCwcCHir7qSc7P35A3isf1CgAFaf5v8NUDfBkCGcMjM+oc9lzkJwKYOTGPXXOVks3D8q9k0do1LZMn8z7KYCqex0z9bAV1x7MmnUPCgTA8O9P3rXxB38cUBfb28OAr4m4CzthZlK95Wc0rXbJd3v92bJTQUsfPnqzmlI0Z2dLSfv109z5cCXRNggNb7+WuAblxIpcDzImEEgAcA5LdaSKVxLLIE7cblrZIBTPfQyKIq8sp243jljwEc8PxZ40Iqmz0LqEj3oiykIqGbC6non62Arajdtw/Zl1wKV12deuu/338e5ZR1AXu3eWH+LqCGd2zdiuLnFqFs1SqgoaHpkiLGjVNBOnbuXFhCQvz9Unn+FDAmwACtp/TXAC1XNtizlLcsgiJzQstS3jLtXPOlvNsL0FK/9gQ0rWfdOP0ES3k39kjrhd0VnAe6o1K9vK7F0I3YWAx6802EpKb08rPm6VGAAiJQf6QAJUuWoFiGdxw92oRiT05G/MIFSLjqKsj33CgQ7AIM0PonwJ8DtP7qek8FA3TvuRddOpPmQzfS//JnxF9ySZfa484UoED3C8hPj8pWrlRzStd80WxR2ZAQxJ57LhJleMcYGanHjQLBKcAArb/vDNB6IxMVDNAmFHu4DVlaeN+FF8FVW8uhGz18L3h4CpgSqN62TY2TlvHSrnr5YaZ7Cz/tNBWkY847D9bQUFOHYzsU8AsBBmj9bWKA1huZqGCANqHYg23IOMpDN96Eyo0bYY2KwqAVyxGSmtqDZ8RDU4ACJgUajh5Fycsvo/jFxWpV0cbNlpSE+CuuQMJVV6qFWrhRIBgEGKD1d5kBWm9kooIB2oRiD7ZRtmIFcn95qzqD1DvvROL11/Xg2fDQFKCArwSkF1rmkpY5pas//fT4YaxWRE+bhoSrFyJqyhTO+e6rG8B2e4UAA7T+NjBA641MVDBAm1DsoTYcZWXYO38+HIVHET5qFLKWLOZ/PHvoXvCwFOhOgZodO1D0wgsoe2u5WjCpcZOe6PirrkL8FZfDnpTUnafEY1GgWwQYoPXMDNB6IxMVDNAmFHuojfx770XxCy8CViuyXn6Jc8f20H3gYSnQUwLyj+jS15eheMkS1O3de/w05KXDOXNUr3TEhAmczrKnbhCPa1yAAVpPygCtNzJRwQBtQrEH2qj+8kvsX7AQcLmQ+O1vIfX223vgLHhIClCgNwjIuxBVH3+MksWLUfbuaqDZS4dhQ4cgfsFCxF18EWwxMb3hdHkOFOi0AAO0no4BWm9kooIB2oRiN7fhcjpVeK7Ztg321FQMWr4ctuiobj4LHo4CFOiNAuqlw1eWqiXD6w83LogLWCIiEHfBfMQvXMifVvXGG8dz6pAAA7SeiQFab2SiggHahGI3t1Hy6mvIu+MOddSMh/6O2PPP7+Yz4OEoQIHeLiCLK1Vs2ICSFxej4v331U+rGrfw0aORsHAhYs87F9YIWTCXGwX8Q4ABWn+fGKD1RiYqGKBNKHZjG46KCuw99zy1WlnkhAkY8NyzHN/Yjf48FAX8UaAuJ1f1SJcsXQrHseOL4lpjYxF/6SXqxcOwwbKILjcK9G4BBmj9/WGA1huZqGCANqHYjW0cefBBFD35lHpxcODSVxB+yindeHQeigIU8GcBWelQpsKTOaVlzHTzLWL8eMRfeSViz53HXml/vskBfu4M0PobzACtNzJRwQBtQrGb2qjNzsa+iy5WLwjFL1iA9Hvu7qYj8zAUoECgCdTu2YPixUtQumwZnOXlTZdnjYlB3IUXqDDNf6AH2l33/+thgNbfQwZovZGJCgZoE4rd1MahH96MinXrID92HbzyHdgTErrpyDwMBSgQqALOmhqUr1yJ4pdfRvUnzRZokWXDR41y90rPn88XlQP1AfCz62KA1t8wBmi9kYkKBmgTit3QRuXmzTh4w3fUkVLvuB2J3/pWNxyVh6AABYJJoHbfPpS8/ApKX38djuLipku3REYi9vzzkCC90qNH872LYHooetm1MkDrbwgDtN7IRAUDtAlFH7ehpq278irUbN+O0MxMDHrrTVhCQnx8VDZPAQoEq4Czrg4Va9ag5OWXUfnhphYMYcOGqV7puIsuhC0uLliJeN09JMAArWdfX0oAACAASURBVIdngNYbmahggDah6OM2Spcvx+Fbb1NHyXjkEfWSDzcKUIAC3SFQd+iQmle69NVX0VBYeLxXOjQUMfPmIf7KKxB5xhnsle6Om8FjgAFa/xAwQOuNTFQwQJtQ9GEb0hO07/z5qM/JQfiY0chavJj/ofKhN5umAAXaF3A1NKBi/XqUvPSyml8aTmdTofxkLO7SSxF3ycUISUsjIQV8JsAAradlgNYbmahggDah6MM2ip59Fkf+9Gd1hMxFz6m5n7lRgAIU6EmB+vx8Nae0fDUczjt+KhYLos4+G3GXXYqY2bNhDQvrydPksQNQgAFaf1MZoPVGJioYoE0o+qgNR3k59s6ZC0dJCaJnzED//zzqoyOxWQpQgALeC8hqh5WbNqvhHTK/tMwz3bjJbEGx889H/GWXqdk8LBb+Z917Ye7RWoABWv9M8P9peiMTFQzQJhR91EbBP/6BY//5r1o0ZdAbyxA2ZIiPjsRmKUABCnRNwFFairIVK1Dy6muo2batRWNhQ4cg7tLL1IuH9j59unYg7h3UAgzQ+tvPAK03MlHBAG1C0QdtNBQXY++s2XBWVSHu8svQ9/77fXAUNkkBClDAvEDt7t0qSJe+8UaLpcNhtyN62jTEX3YpoqdP52xC5ukDvkUGaP0tZoDWG5moYIA2oeiDNgr+/ncce+J/QEgIBr/9NkL7ZfjgKGySAhSggO8EXPX1qNiwEaWvvYryteuAhoamg9kSExF34YVqvHT48OG+Owm2HFACDND628kArTcyUcEAbULRcBsNR49iz5y5cFVXI37hAqTfzSW7DROzOQpQoJsFGoqKUPbmm6pnuvabb1ocXeaWjrv4IsRecAFCUlO7+cx4OH8SYIDW3y0GaL2RiQoGaBOKhts48pe/oujpp9WPNwevWomQ9HTDR2BzFKAABXpGwOVyofbrr1WQlkAtY6ebNosFkZMmIu6iixEzZw6XD++ZW9Srj8oArb89DNB6IxMVDNAmFA22UV9QoGbecNXWIuG665B2150GW2dTFKAABXqPgMzaUfH++yhd9gYq1q2DDPlo3Czh4YiZNUv1TMvUeBa7vfecOM+kxwQYoPX0DNB6IxMVDNAmFA22kf/H+1G8aBEsYWEYvGoVQlJTDLbOpihAAQr0TgE1i8c7K9WLh9WfftriJG1JSWpKPOmZDh95KqfE6523sFvOigFaz8wArTcyUcEAbULRUBv1R45g7+w5qhcm8dvfRurtvzXUMpuhAAUo4D8CdTk5aniH9EzX7d/f4sRDBw92v3x44QUIyeDL1f5zV82cKQO03pEBWm9kooIB2oSioTaaxj6HhWHImtWcL9WQK5uhAAX8U0DGS8uc0qVvvImy5cvhKC5ucSERp5+ueqZj582DPSnJPy+SZ+2VAAO0nosBWm9kooIB2oSigTZk3uc9M2epmTc49tkAKJugAAUCSkBNibdxoxriUbHmvRarHsJmQ9SkSYg9/3zEzJkNW2xsQF07L+a4AAO0/mlggNYbmahggDahaKCNwn/+E0cf/Q9koYEh767izBsGTNkEBSgQmAKO8nKUr3pXrXxYuXkz4HA0XajMXhQ1fRrizj8f0TNmwBoREZgIQXpVDND6G88ArTcyUcEAbUKxi204KipU77OzrIyrDnbRkrtTgALBJdBw7BjKVq5E2fIVbV4+tERGImbGDMTOn4/oKZNhCQ0NLpwAvFoGaP1NZYDWG5moYIA2odjFNo4+8QQK//4QYLVi8IrlCM2S28KNAhSgAAW8EajPy0PZ2++o8dI127e32NUaG4uYuXNUz3TkxImw2GzeNM3aXiLAAK2/EQzQeiMTFQzQJhS70IazpgZ7Zs2G49gxxJ5/HjIeeqgLrXFXClCAAhQQAZm9o3TFCtUzXbd3bwsUWUZcFmqJnTcXkWeeyTmm/eiRYYDW3ywGaL2RiQoGaBOKXWij6PnnceS+P6oWBr7+GsJHjOhCa9yVAhSgAAWaC6iVD3ftUkFaxkzX5+S0DNPx8YiePUvN5BElPdMc5tGrHyAGaP3tYYDWG5moYIA2odjJNlwOB/bOO1f9hR49fTr6P/bfTrbE3ShAAQpQQCegpsX78kuUrVyF8pUrUZ+b22IXNcxj5kzEnDtPrX5oZZjWkXb7nzNA68kZoPVGJioYoE0odrINWXUr95Zb1N6Zzz2LyDPO6GRL3I0CFKAABbwRUGF6+w6Ur3xHBer6gwdbhunoaETPnOHumZ48GdbwcG+aZ62PBBig9bAM0HojExUM0CYUO9nG/gULUf3FFwgfNQpZL7/E5Wk76cjdKEABCnRFQA3z2LlTzeZR/s7KNqsfWiMjEX3OOYiZOxfRU6fAGhXVlcNx3y4IMEDr8Rig9UYmKhigTSh2oo2qzz7HgWuuUXv2/fvfEDd/fida4S4UoAAFKGBSwD1merca4lG2aiXq9rR8AVHGSMvwjpjZs9Q801wB0aS+vi0GaL0RA7TeyEQFA7QJxU60kfPTn6H83Xdh75uOIatW8S3wThhyFwpQgAK+Fqjdswdlq1apnml5GbHFZrEgYvx4xMyahZhZMxGamenr0wn69hmg9Y8AA7TeyEQFA7QJRS/bqDt4UL08CJcLKb/+NZK++x0vW2A5BShAAQp0t4D83V2+5j2Ur1mN6s8+B5zOFqcQNnQIolWYno3wUSM5LM8HN4gBWo/KAK03MlHBAG1C0cs28u/7I4qff16Noxuybi1sMTFetsByClCAAhToSQFZAbFi3ToVqCs/+ACu2toWp2NPS3PP6DF7lnpBXJYY59Z1AQZovSEDtN7IRAUDtAlFL9pwlJZi9zkz4KquRuINNyD1t7/xYm+WUoACFKBAbxNwVlWh4oMPULF6DcrXrYOztLTFKVpjYtTLhzJdadS0abAnJPS2S/Cb82GA1t8qBmi9kYkKBmgTil60ceyp/4eCBx4AbDYMWbUSIRkZXuzNUgpQgAIU6M0Crvp6VH36GcrXrFFDPRoO57U8XRk3PXasCtPRM85B2LBhHOrhxQ1lgNZjMUDrjUxUMECbUOxgG2rhlHPPQ/2hQ2o6pH7//EcH92QZBShAAQr4m4Ca0ePrr1G+di0q1q1HzbZtbS7Bnp6O6OnT1DR5UZMmcb5pzU1mgNb/v4ABWm9kooIB2oRiB9uQv0Rzbv6Rqh7wzDOImnhmB/dkGQUoQAEK+LtAQ2EhKt7foMZOy7hpGfrRfLOEh6vlxKVnWnqoQ9LT/f2SjZ8/A7SelAFab2SiggHahGIH2zj4/RtRuXEj5E3tgW+8wR/bddCNZRSgAAUCTcBZV4fqTz5RY6ald7r1SohyvWHDhyN62lRETZ6CyPHjIHNQB/vGAK1/Ahig9UYmKhigTSh2oI3a7GzsO+98VZl29x+QsHBhB/ZiCQUoQAEKBLqADPWoy96veqYr1q9H1aefAg0NLS5bVkOMnDgRUfIy4pQpCB0wINBZ2r0+Bmj9bWeA1huZqGCANqHYgTby//QnFD/7HKzR0Ri6fh2Xgu2AGUsoQAEKBKOAo6xMDfGoWP8+Kj7YCEfh0TYMIZkDED15CqKmTFHDAYNleXEGaP3/Ixig9UYmKhigTShq2nBWVmL39HPgrKhAwreuR9odd3TDUXkIClCAAhTwdwH1IuI336jhfxUbNqLqs8+A+vqWlxUSgsjx49VUeRKoZeiHxRKYMYoBWv9EB+ad1193d1cwQHeDePHixci/+x51pEFvr0DYwIHdcFQeggIUoAAFAk1AOmQqt3zkDtQfbET9gYNtLtGenIyos89C5KSzEHXWJISkpQUMAwO0/lYyQOuNTFQwQJtQPEkb0nuQffElqN21S/UMDPjfEz4+IpunAAUoQIFgEZDlxSs2bkTlho2o3LIFrlYze4hD6MCBKkhHnnUWos48E7a4OL/lYYDW3zoGaL2RiQoGaBOKJ2mjeutW7F94taro9+9/IWbWLB8fkc1TgAIUoEAwCrjq6lD12eeo/GAjKjdtRs327YDL1ZLCakX4qaciSsL0WZMQMX68X809zQCtf7IZoPVGJioYoE0onqSNw3feidKlr0J+pDZk7Xuw2O0+PiKbpwAFKEABCgCOkhJUfvQRqjZvVoG6Lju7DYtMjRcxblxToA4fObJX/3eKAVr/ZDNA641MVDBAm1A8QRuOigrsnjoNrupqJP3wB0i55RYfHo1NU4ACFKAABU4sUJ+fr4J01eZN6rOhoKBNsczmEXH6eDXUI/KMM1RvtSUkpNewMkDrb4W/B+hBAGSd5hkA6gC8CeCXAI7pLx1zAPwJwCgAhQD+B+B+AI5m+0YBuBPAVQAyAOQBeBWAvKlW3oFjNJYwQHuB5W1p8eIlyL/7brXb4NXvIrRfP2+bYD0FKEABClDAuICae3rfPhWkKzdvQtWWj+AsbxsfLDL/9LhxKkxHnnkmIkaN7NEFXRig9Y+CPwfoWACy4L2E3z8AkLD7V0/InQyg1YCkFhhnAPgAwCue4CwhWvaVMP7bZpUvArgQwF0AvgBwGoA/AlgN4DI9b1MFA7QXWN6WZl92OWp27EDU5MkY8KT8O4gbBShAAQpQoPcJuBoa1H+vqj7+WA37qP70MzX1autNlhuPGDdWBeoo6aEeMwbWblwhkQFa/+z4c4D+lSfMSi90rudSz/YE44s8vdEnElgOoD+AsQCcniKZNFiCuPQ0y2zqYQDkqf4zgN83a0i+lzoJ8JV6YlXBAN1BKG/Lqrdvx/7Lr1C7ZTzyCGLPnedtE6ynAAUoQAEK9IiAy+FAzdc7USVjqD/+WK2O6Cwraxuow8IQMWaMu4f6jAnqe2tEhM/OmQFaT+vPAXodAJnlXIZiNN9k9P67AG46weXLIvfy85N7PUM2GssyAewHcC2AFwBEegL0bQAeatbWzwA8AiCGAVr/gPm6Iu/uu1GyeAlsiYkYum5tj/7Iy9fXyvYpQAEKUCCwBSRQy3SsTT3UH38CR2lpm4u2xcdj6IcfwGK1+gSEAVrP6s8B+ggAGWLR+o0x6V2W3uGpJ7j8UwDsAHApgNdb1UiPsoTl33l+/xkA0wHI/GgyXESGesgxTxbQ2zsse6D1z6LXFc6qKvXyoEx4n/T97yHlNvm3DjcKUIACFKBAYAi4nE7U7t7j7p2WXupPPoGjqAhRU6diwBOP++wiGaD1tP4coOWlQXkJ0P322PFtEYBxAEae4PIbh3nIi4fSi918ywGwDMCPPb8pc6H9B8D3mxVJ7/S3Wr1s2PpQ8QDkq3GTt9o2ZGdnIytLsjQ3EwIlS19F3p3yjicw+J23EUpbE6xsgwIUoAAFeqmAeikxOxuu2lqEnyL9gb7ZGKD1rv4eoGXWDPfazce35z1jm08UoOUFw40AzgGwvtW+MpZaeqUbA/SDAL7tGQMtvdbyEqEM/ZCXD39wEl4J9TJOusXGAK1/IL2pkIVTZAEVeWM581n5YQE3ClCAAhSgAAW6KsAArRf05wDt6yEcMlxDhm0sAPBSM8rrADznCdNfnYCYPdD6Z69LFbXZ2dh33vmqjb4PPoC4C2WyFG4UoAAFKEABCnRVgAFaL+jPAVqGX8gwjrmtLrOjLxFKz7UMAWncWr9EKHM/LwEwHMCuZnXSsy3BWaaxe01PrCo4BrqDUB0tK3jkERz772OQyeiHbtzg07eRO3pOrKMABShAAQoEggADtP4u+nOAljfGZAjHQACHPZc6CcAmALpp7N7yTGMnY6Ubp7GT+Z8lVDdOY3cmgC0ArvG8ONioKUM6nvaMs96qJ2aA7qBRh8vkpYo9s2ej4XAe4i6/DH3vl8eAGwUoQAEKUIACJgQYoPWK/hygGxdSkTUyZcyxTIj4AIB8AM0XUmkcjyxBW6apk03CsYyDlqEZT3pm15CFVP7ZbCEVm6dmqKf97QBGe8Y2f+lZ/fBki7U012cPtP5Z7HBF5eYtOHjDDap+wLPPqKVQuVGAAhSgAAUoYEaAAVrv6M8BWq5usGf1QHkhUOaElqW8f9FqKe/2ArTsK/NHyyIpMtZZFk55wrMwS/OlvJM94fk8AOmeBVtkmjzpqS7S8zZVMEB7gaUrPfzb21H6+usIycjA4HdX+WweTN158M8pQAEKUIACgSjAAK2/q/4eoPVX2DsqGKAN3QeZ+3nXlKlwVVWhz49uRvLPZF0bbhSgAAUoQAEKmBJggNZLMkDrjUxUMECbUARQumwZDv9GhqsDg1e+g9BMefeTGwUoQAEKUIACpgQYoPWSDNB6IxMVDNAmFAEc/O53UfnhJkSMG4esF2VNG24UoAAFKEABCpgUYIDWazJA641MVDBAG1Csz8vDnpmzAJcLaffcg4QFMtMgNwpQgAIUoAAFTAowQOs1GaD1RiYqGKANKB59/AkUPvQQLKGhau5nW6xMxMKNAhSgAAUoQAGTAgzQek0GaL2RiQoG6C4qulwu7LvgQtTt3YuY885Fv4cf7mKL3J0CFKAABShAgfYEGKD1zwUDtN7IRAUDdBcVa77+GtmXyuKPQL//PIqYGTO62CJ3pwAFKEABClCAAbpzzwADdOfcvN2LAdpbsVb1BX/7G47970lY4+IwbMP7ahgHNwpQgAIUoAAFzAuwB1pvygCtNzJRwQDdBUUZvrFn1iy1dHf8lVci/b57u9Aad6UABShAAQpQ4GQCDND654MBWm9kooIBuguKVZ99jgPXXKNaGPD0/0PUpEldaI27UoACFKAABSjAAN21Z4ABumt+Hd2bAbqjUu3U5f/xfhQvWgRbch8MXbcOFputC61xVwpQgAIUoAAFGKC79gwwQHfNr6N7M0B3VKpVnauhAbvPmQHH0aNIuP56pN15Rydb4m4UoAAFKEABCnREgEM49EoM0HojExUM0J1UrNy0CQe/8121d9biFxExdmwnW+JuFKAABShAAQp0RIABWq/EAK03MlHBAN1JxcN33YXSV5YiJCMDg1e/C4uFj2wnKbkbBShAAQpQoEMCDNB6JqYRvZGJCgboTii66uqwa8pUOMvKkHTjjUi59ZedaIW7UIACFKAABSjgjQADtF6LAVpvZKKCAboTiuXvrUXOj36k9hz4+msIHzGiE61wFwpQgAIUoAAFvBFggNZrMUDrjUxUMEB3QjH3tl+h7K23EDp4MAa99SaHb3TCkLtQgAIUoAAFvBVggNaLMUDrjUxUMEB7qeisqcGusyfDVVWFPj/9CZJ//GMvW2A5BShAAQpQgAKdEWCA1qsxQOuNTFQwQHupWL56NXJ+8lO116AVyxE2aJCXLbCcAhSgAAUoQIHOCDBA69UYoPVGJioYoL1UzP31r1H2xpsIHTIYg996y8u9WU4BClCAAhSgQGcFGKD1cgzQeiMTFQzQXiiq2TcmT4GzvBx9fnQzkn/2My/2ZikFKEABClCAAl0RYIDW6zFA641MVDBAe6FY8f77OHTTD9QenH3DCziWUoACFKAABQwIMEDrERmg9UYmKhigvVDM+93vUPLyKwgZMACDV77D2Te8sGMpBShAAQpQoKsCDNB6QQZovZGJCgboDiq6Ghqwe+o0OIqLkfT97yHltts6uCfLKEABClCAAhQwIcAArVdkgNYbmahggO6gYuXmLTh4ww2qOmvJYkSMGdPBPVlGAQpQgAIUoIAJAQZovSIDtN7IRAUDdAcV8++9D8UvvAB7WhqGvLcGFqu1g3uyjAIUoAAFKEABEwIM0HpFBmi9kYkKBugOKLqcTuyZfg4aCguRcP31SLvzjg7sxRIKUIACFKAABUwKMEDrNRmg9UYmKhigO6BY9dnnOHDNNaoy87lnEXnGGR3YiyUUoAAFKEABCpgUYIDWazJA641MVDBAd0DxyF/+iqKnn4YtKQlD318Pi83Wgb1YQgEKUIACFKCASQEGaL0mA7TeyEQFA7RG0eVyYe/sOajPzUX8ggVIv+duE+5sgwIUoAAFKEABLwUYoPVgDNB6IxMVDNAaxZqdO5F9yaWqqv///ofoKZNNuLMNClCAAhSgAAW8FGCA1oMxQOuNTFQwQGsUCx99FEf/+X+wRkVh2KYPYQkNNeHONihAAQpQgAIU8FKAAVoPxgCtNzJRwQCtUcy+4krUfPUVYs47F/0eftiEOdugAAUoQAEKUKATAgzQejQGaL2RiQoG6JMo1h8pwJ7p01VF3wcfQNyFF5owZxsUoAAFKEABCnRCgAFaj8YArTcyUcEAfRLF4iUvIf8PfwBsNgz7YCNs8fEmzNkGBShAAQpQgAKdEGCA1qMxQOuNTFQwQJ9E8dAPfoiK9evVvM8y/zM3ClCAAhSgAAV6ToABWm/PAK03MlHBAH0CRWdVFXaddTZctbVI+c1vkPSdG0x4sw0KUIACFKAABTopwACth2OA1huZqGCAPoFi+Zo1yPnxT9SfDn7nbYRmCRU3ClCAAhSgAAV6SoABWi/PAK03MlHBAH0CxcN33YXSV5YidNAgDF6x3IQ126AABShAAQpQoAsCDNB6PAZovZGJCgbodhRdTid2T50Gx7FjSPr+95By220mrNkGBShAAQpQgAJdEGCA1uMxQOuNTFQwQLejWL11K/YvvFr9SeYLzyNy/HgT1myDAhSgAAUoQIEuCDBA6/EYoPVGJioYoNtRLHj4ERx77DHYEhIwdOMGWGw2E9ZsgwIUoAAFKECBLggwQOvxGKD1RiYqGKDbUdx34UWo3b0bcZdcgr5/+bMJZ7ZBAQpQgAIUoEAXBRig9YAM0HojExUM0K0U63JysXf2bPW7Gf/4B2LnzTXhzDYoQAEKUIACFOiiAAO0HpABWm9kooIBupVi8YsvIv+ee4GQEAzbtAm26CgTzmyDAhSgAAUo4N8CDbVAbQVQV+75rDj+WVcJyFdEPDD6Kp9dJwO0npYBWm9kooIBupXioZt/hIq1axE5cSIyn3nahDHboAAFKEABCnS/gNMJ1Fc2C7vlQJ0n9NbK962DsPy6vd+TfcoBZ73+GtLHAj9Yr6/rZAUDtB6OAVpvZKKCAbqZorOuDrsmnQVXVRVSfnUbkr73PRPGbIMCFKAABSjgnYDLBdRXA7VlQE0pUOP5rJXvm/+62Z+3rpWwDJd3x+1stS0UCI0CUkcBN7zV2Va0+zFAa4nAAK03MlHBAN1MsfLDD3Hwu+7QPHDZMoQPH2bCmG1QgAIUoEAwCjgd7rBbXez5Kmn2fbEnCJcCJwrFzgYfqlmAsBggNNr9GRZ9/Hv1e57fb/zzxt9Tn7HN6j372UJ8eK7Hm2aA1jMzQOuNTFQwQDdTPPKXv6Lo6adhT03FkHVrYbHwMTTxkLENClCAAn4tIGN/q1uF36ZQLEH4BH8m4dkXm4TY8Dh3kJXPcM+n+nWz71sHXfl1YxAOiQT88L9xDND6B4rJRW9kooIBupni3vkXoG7vXsRfeQXS77vPhC/boAAFKECB3iQg44Il8FYVAVVHgapjQKXnU75v8Wv5/SL3uGFjm8X9ol14vOezeRCWMNz46+ahuFVItgbv2gQM0PoHkQFab2SiggHao1ifm4s9szzT1/3zH4idy+nrTDxgbIMCFKCATwVkrLD0BlcUABVHgMrCZoG4MSB7grEKzEWAy9H1U7KGABEJJ/mSgNzOn0svsNXa9eMHaQsM0PobzwCtNzJRwQDtUSxevBj5d98D2O0Ytlmmr4s24cs2KEABClDAW4HGUCxhWEKxhOOm7yUge8Jyhef7ro4VtocDkX2AqCQgUr76uD8bfx2RCEQmtgzEfjoEwttb0dvqGaD1d4QBWm9kooIB2qN46Ec/RsV77yHyjDOQ+dyzJmzZBgUoQAEKNBeQl+okDJfnAeX5QPlhz2ceIGG4sQdZajoyZdqJdKXntykESxiWANwYij2fKihLSO7jnj2Cm18IMEDrbxMDtN7IRAUDtEzyU1eHbzzT1yXf+kv0ufFGE7ZsgwIUoEBwCEiPsYwrLpNg3OxL/VqCsuf3JCC7nJ0zkV7g6FQgOhmISjnx9xKIu2lGiM5dCPfqigADtF7PnwP0IAD/ADADQB2ANwH8EsAx/WVjDoA/ARgFoBDA/wDcD6D1gC0ZX/A7AAsApHtqVwLwduJiBmgAlZs34+AN31G3Z+DrryF8xIgO3CqWUIACFAgCARWOS4HSHPdXmedT/Tr3eC9yQ433GDIjREw6EJPmCcQpQFRy2+8Zir23DdA9GKD1N9ZfA3QsgG2eQPsHAPJzob8CyAMwWTOj+RkAPgDwiic4S4iWfSWM/7YZWTgAWeYn2ROudwPoC2ASgFv0tC0qGKABHHngQRQ99RTsKSkYsn4dp6/z8iFiOQUo4McCMkVbWe7xgCyhuPSQJyx7ft/bWSjkBTsJxY3hOLav59eNn+lAbLp7/mFuFPBCgAFaj+WvAfpXAP4IQHqhcz2XebYnGF/k6Y0+0dUvB9AfwFgAjT/jugOABPEMAEc9O8qvpUf71GbH0Iu2X8EADWDfhReidvcexF1+GfreLx3+3ChAAQoEiEBDnTsQF+8HSg4AxQeOf0ovsryQ580WEgXE9fN8ZQAxfd1hWIVlz5eMLeZME96osraDAgzQeih/DdDrAMhi8TIUo/mWDeBdADed4NJDAZQDuNfTq9xYlglgP4BrAbzg+U0J5m8D+L6eUVsR9AG6Pi8Pe2bMVFAZjzyC2HPnadFYQAEKUKDXCMiLeTLGuHkwbh6Uyw53fDlniw2Q3uLGgByb0Swse0KzzF/shwtw9Jr7xRPpkgADtJ7PXwP0EQAvtjOUQnqXZXjH1BNc+ikAdgC4FMDrrWoqATzkGfPcGKhl/PNgAFcCatnzNQB+DkCCujdb0AfokqVLkXfnXaq3RE1fFyu3iRsFKECBXiTgqAdKDgLH9gJF8rXP/X1xNlByqOMzVsh0bfGZQEKm+zO+vzsgx3rCsQy7COJFOnrRHeepnECAAVr/aPhrgJaXBuUlwLtbXeIiAOMAjDzBpTcO85AXD6UXu/mWA2AZgB97xjlvGHwOkwAAIABJREFU8vRWy6cE6wQAf/b0fMu4aTmHE23xAOSrcesHYEN2djaysiRLB9+We+ttKFu+HOFjRmPgkiXBB8ArpgAFeodAi5C8zx2UVWDe5w7PHVn8Q3qQJRA3BmT1mXX819Ep7D3uHXebZ9FJAQZoPZw/B2gZRHtPq0t83jO2+UQBWl4w3AjgHM8Lgs13lyEb0istAbqxLt8zzrraUzgBwMcAvgXguZPwSrCXMdQttmAN0C6nE7unTIWjqAhJN/8QKT+XTnxuFKAABXwkIDNayBzHR3cBR78Bju4Gju1xB+WOhmRZyS5xEJA0GEgY6A7HCVnuHmUZcmGz++jk2SwF9AK1jlqE2cL0hZ2sYIDWw/lrgPb1EA6ZX+1rAEsBXNGKsQTAYwB+cxJe9kA3w6nZuRPZl8ioGWDAs88g6swz9U8mKyhAAQroBBwN7hf1CiUkS1hu9iVTwum25iFZwnLiYHdglu/lBT2OQdYJ8s99JOByuVBYXYgDZQdwqPwQDpYdVJ/ylVORg9F9RuO/c/7ro6MDDNB6Wn8N0DL8QoZQzG11iR19iVB6rmUISOPW+iXCEABlAGRMdesALX8rP+0ZC60XdlcE9RjoY08+hYIHH4QlIgLDt2yGJVTe5eRGAQpQoIMCMgWchOOCr92fKjDvdg+/cJxsNB0AewTQZyiQNMQTjj0BWYIyQ3IHbwDLfCHgdDlRUFXQFJAPlB/AobJDkM+c8hxUNzT+8Lvt0RNC+uL9a2RZCt9sDNB6V38N0Ld5ZtEYCEBefZZN5meW8cq6aeze8kxjJ2OlG6exk/mfJVQ3n8buVQAyZlqO0fgUS9fpFgDXA5Dx1h3dgjpAH/z+jajcuBFR06ZiwOOPd9SMdRSgQLAJOJ3uF/YkKBfscH8d2eEefqEbmyxLSCcPd4flPvI5DEge5n5xj1O9BduT1GuutzEkS0/ywfKD7oDs+V5Cco2jAwvjuGxw1CXCVZcEZ30inHWJGBCbiTU3/9Bn18kAraf11wDduJCKTKwp440jADwAQMYsN19IpXEssoRgmaZONgnBMg76JQBPelYjlIVU/tlqIZXTPGH5QwAPe14KlF5rmQbvdAC1et6miqAN0M7aWuyaOAmumhqk/PY3SLrhBi/YWEoBCgSkgBqjfOR4QFaBebu7Z7m+6iSXbHGPRVYBeagnMA9zh+XIxICk4kX5h4D0Fksw3l+6H9ml2e6vsmz1646FZLsKyc66JHdQruujvnfWJ8FVL6NCrQpCRhVlxEfgtIw4/Oc6iSK+2Rig9a7+GqDlymR6OVk9UF4IlDmhZSnvX7Rayru9AC37yvzRMqOGzKYhC6c84VmYpfVS3hLGJVzLUyq90DKk41YAXs6IH7xDOCo3b8FBT2geuGwZwocP0z+VrKAABQJHQOZPlpf38r8E8r4A8re5v686dvJrlMVCUk4FUk4BUke6PyU4h0YGjg2vxK8EZFzy0eqjKhzvL2sWlEuzcbiy8YfhJ7kkl12F44bWIbmuD1wN0i94PCT3jYtAVp9IZCVFYWCfKPUpv+6fGIkwu83nbgzQemJ/DtD6q+s9FUHbA13w0MM49vjjsPXpg6Eb3ufy3b3nmeSZUMC8QH2Nu1dZheUv3WH5yFcn71UOiwNSPUFZBWbP9+xRNn9/2GKHBBxOB3IrcrGnZA/2le473qNcmo2K+gptG5aGBNTXSA9yMpy1KZ7e5JYhWRqJCrVhcEo0BvWJwuDkaAxKjsbgFHdYDg/xfUg+2YUwQGtvs1ochJvvBYI2QGdfeRVqtm1D7IUXIuNBGWXDjQIUCAiBuip3UM797HjPcuHOk49Vllku0kcDafJ1mjssy4p8nO0iIB4Jf7sIGZ+cV5mHvSV7VVjeU7xHfUoPs27YhcUVCkt9MmqrJSjLVwqctcnqe7iOvygvj7b0JjcF5ZRoDJbAnBKNlJiwXtupxACtf5oZoPVGJiqCMkA7Skuxa9JZgMuF9D//GfGXXmLCkm1QgALdLSCLj0jPsoTlw5+5P2Xc8ole7LOGuIdcqLA8xv0pwzDCYrr7zHk8CkCGXhypOnI8KJfsafr+ZDNdCJ3dFQdXXQqqq5I8AVl6lZPhaohrGnIhdaE2KwYlR2FoagyGeHqSB/WJVsMvIkJ7tje5M48AA7RejQFab2SiIigDdNnKVcj1LJoyZP06hKSmmrBkGxSggC8FZCYMWZVPBeVP3WFZepobTjBbQGi0u0e5sWdZPmWssp3TVfryNrHt9gWq6quwu2Q3vin6BruKd6lP6WEur5f3/0+82REN1KWhqkICcqoaeuGoSwUcUS12CrFZIMF4aGo0hqbEYJh8psYgKykSdpt7DHMgbAzQ+rvIAK03MlERlAE67+67UbJ4CUIHD8bg5TJ7IDcKUKDXCdSUAbmfAAe3AIe2uANz7QkWIbGFAqmjgIzTgYzxQN/x7tkwrP7Xw9br7gNPyCsB6VWW4RcSkL8pdodl+ZIFR1xwnbCtEETC5uiL6oo+qK2WsJymArPLEd1iH7vVonqPh6XGqLAsnxKWM5OiEBJAQflEUAzQ+seRAVpvZKIiKAP0nrnzUH/wIBKuuw5pd91pwpFtUIACXRGQ6eNknuVDH7nDsnwe2Q60GzgsQPIIT1Ae5w7NMgzD7rvlg7tyadw3cAVqGmpUL7IE5eaBubzuxL3KNoQgHH1RX52GsrI+x4Nygwwjahl9+saFY0R6LE5Jj8GItFgMT5Me5SiE2gOnR9nbp4MBWi/GAK03MlERdAG6LicXe2fPVnb9Hn0UMTNnmHBkGxSggDcCMitG3tbjYVlCc2Vh+y1EpQADJgL9znCH5fQxHLPsjTVrjQjIEAwJyjuO7Wj6kpf6HCdZSCfCmgB7QwYqypNRVZEKZ026+2U+tPzJiATi4akxKiifkh6rwrJ8Hx/J4Uatbx4DtP5xZoDWG5moCLoAXbJ0KfLuvAuw2TBsy2bYolv+eMwEKtugAAVaCcjMGDkfAfs3Avs/cA/NaG+pa4sVSBkJ9D8T6D/RHZzjMzkbBh+obhWorK/EzqKdTUH562Nfq8VHZHaM9jabxY5oa1+gri9KS/q4w3JtepvhF7JvWmz48aCcHotT0929yoE0TtmXN4sBWq/LAK03MlERdAH68G9+g9JlbyB89GgMfGmJCUO2QQEKtBaorQAObXaH5QMSmD8DnLKuVKstLNbdsyxhWUKz9DCHy8IN3CjQPQIVdRX4uujrFj3LsnLficYrh1jCEGvNgrM2A8eKklGtwnKKzIvR5oTlBb6RGXEY1TcOozJiMbJvHBKj2KvclTvLAK3XY4DWG5moCKoALS937JkxEw35+Ui68ftIuVUWb+RGAQp0WUBe+Du4yd3DLIH58Nb2p5KLSgaypgCZk4HMs91jmfmiX5f52UDHBOqd9dhdvBvbCrfhy6Nf4qujX6m5lU8UlsOskYizZcJRnYGjRcmoKm8cgtFyDLLMqSyLjozKiFNLWUtQPrVvLOIiQjp2YqzqsAADtJ6KAVpvZKIiqAJ03cGD2Dt3nnLr/8TjiJ461YQh26BA8AnI/Ms5nwD71gL71rm/b28sqCx7LWE5SwLzFPfMGFycJPielx64YukwyanIUSH5y0J3WJae5lpHbbtnE26LQqJ9IFyqZzkFRcUpannrxmWsG3eyWqCmiRuZEavCsoTmU9NjERXWtge6By474A/JAK2/xQzQeiMTFUEVoEteeQV5d/3OM/55C2zRLefRNAHKNigQkAIyS0bhN8cDs/Q017WzdHBsP3cPswrMk4HEQQzMAflA9L6LKq0txbaj29xfhdtUYC6uLW73REOsoUgOHYSQhiwUF6chr0BW7EtsE5ZVZ0tiBMb2T8CYfnEY2z9e9S774wIkve+Ode6MGKD1bgzQeiMTFUEVoHN/9WuUvfkmIsaMQdaSxSb82AYFAlegPN/du7zX08tckd/2WiMSgUHTgUHnAAOnAwlZDMyB+0T0miuTl/n2l+7H5wWfY2vhVmwt2Ir9ZftPeH6p4QMQjYGoKs/AoXwZt5zc7pjl+MgQjOkXjzH94zGufzxG94tDUjSnR+w1Nx4AA7T+bjBA641MVARNgFbjn8+ZgYYjR5B0441IufWXJvzYBgUCR8DpcA/F2L3K/SWr/LXebGFA5lnAoBnu0Cwr/VmDd07awLn5vftKZFnr7Ue3q7AsofmLwi8gPc7tbfGhiUgJGwbU9kfB0VQcyusDOMPblMrUcSP7xqpeZfmS4JyZFAkLhxj16oeBAVp/exig9UYmKoImQNcdOIC9885VZv2feALRU6eY8GMbFPBvgYpCYO8ad2DeswaoKWl1PRb3vMuDPYFZZssIifDva+bZ93qBwqpCFZQbw7JMI9fgamj77zmLHQOihyAGQ1FV3g/7c/uguCyyzYIksmN6XDhOz0xQX+MHJKj5loN5QZJe/xCc4AQZoPV3jgFab2SiImgCdPFLLyH/938A7HYM37IZ1iiOfzbxALENPxNwOoHDnx/vZZbvW6/2F5kEDJkNDJ0LDJ4JRMrYUG4U8I2A/HRQpo375Mgn+PTIpyo051bktnuwmNBYDIg8Bfb6wTh6NA17cxJQ39B2pgub1aLmWp6QmYjxmQmYkJmAvvH8h59v7mD3tsoArfdmgNYbmagImgCde9uvUPbWW4gYOxZZi180Ycc2KOAfArLqX/Z6YOdy4Ju3gcqCtr3Mfce5A7N89R3LqeX848765VlKYJblryUsS2iWr6PVR9u9lv7RmUgLGwFXTSYOH0nD7pxwOF1thwzFhttVUD59QAJOz5IX/uI5K4ZfPh36k2aA1hsxQOuNTFQERYBW45+nn4OGggIk3XQTUn75CxN2bIMCvVegqsjdyyyhWYZm1Fe2PNfweGDILE8v8ywgWl6q4kYB8wLywp/MvazCcr67l7m92THsFjuGJpyCFPspqK3sj/25ydid1/75yHCMiQMTcebAJEzISsCQ5GhYZX45bgEvwACtv8X8f4LeyERFUATo2uxs7DvvfOXV/8n/IXryZBN2bIMCvUug+ADwzQp3aD7wYdt5mWVKuRHzgeHnA/3OBGyct7Z33cDAOBsJzLIM9sf5H7sDc8GnKK8rb3NxIdYQjEgYhSTbCFSXZ2HvoSRkF7Yd5yw7yst9Z2YlYuKgJBWc+yVE8GW/wHhcvL4KBmg9GQO03shERVAE6OIlLyH/D57xzx9tgTVSXjLhRoEAECjaB2x/HdjxOpD3RdsLkqWxJTCPuABIHs4p5gLglve2S2gcw7wlbwu25G/BR/kftTtDRrgtHCOTTkOy/VRUl2di14EE7DrS/qImQ1KicebARBWWJw5MQlpc21k0epsDz6d7BBig9c4M0HojExVBEaBzf3krylasQMS4cch68QUTbmyDAj0ncLLQbA1xz8ssoVm+YtN77jx55IAVKKgqgATmzXmb1eeRqiNtrjXSHonRyWORFnoqaiQwH0zAV7mVcDhdbWpHpMVgkqd3+YyBiejDuZcD9tnp6oUxQOsFGaD1RiYqAj5AS+/I7mnT4Cg8iqQf/gApt9xiwo1tUKB7BU4Wmu0RwNA5wKkXu8c0h8d277nxaAEvUFZXpoZkbD68WfUyZ5dmt7lmu9WOMX3GIitqDBxVQ7A3Jx6f7i9HbYOzTe2AxEhMHpKEswf3wVmDkxiYA/4JMneBDNB6SwZovZGJioAP0LX7srHvfPf45wFPPYmos8824cY2KOB7gdIcYNsrwPZX2w7PaAzNIy8Bhs4DwqJ9fz48QtAINDgb8GXhl9iYuxGbDm/CjqIdkLHNzTcLLBiROAIjE06HrXYYDuSmYvO+cpTXtB3HLD3KEpgnewJz/0QOowuah8nwhTJA60EZoPVGJioCPkC3GP/88UewRnAuUBMPDtvwkUB1CbBjGfDlS8CBD1rO0czQ7CN0NisChysO44PDH+DD3A/V0IyK+oo2MFmxWTg95QzEWU5FYWE/bNlTg72FrWZ4ARATbldDMs4enITJQ/pgaEo0X/rjY2ZEgAFaz8gArTcyURHwAfrwb36D0mVvIGLMGGQtWWzCjG1QwKxAQ617yrkvlwC7VgKOuuPty9LZw+YCIy9lT7NZ9aBvraahRk0pJ73MEpzbG5aRGJ6Is9LPQlbUWFSVDsTn2cCW7CLUtRqWIQuXyBzM04b1wZShyRjVNxZ2G5d4D/qHzAcADNB6VAZovZGJioAP0HtmzUZ9bi4Sv/ddpP7qVybM2AYFui4gKwIe3OQOzTKDRk1pszYtQNYUYPQC4NSLgPC4rh+PLQS9gLwPIiFZAvOHhz9U8zLXOlrOgmGz2DAmeQwmpJyF0PpTsOdQLDbsLkJ+WU0bv4z4CEwfnoxpQ5Nx9pAkxIa3XREw6NEJYFyAAVpPygCtNzJREdABuj4/H3vOmaGc+j36b8TMnGnCjG1QoPMCJYeArS8AWxcBJQdbtpN6GjD6SmDUFUBcRuePwT0p4BGQgCxzMa87tA7v57yPw5WH29j0jeqLyRmTMShqPIqLBmDjN5X45EBxm9kywkOsOGtQEqYNS1Zfg/pEcVgGn7RuF2CA1pMzQOuNTFQEdIAuXb4ch2+9TTkN3fQh7AkJJszYBgW8E5CltHe+BXy+CNi3ruW45th+7tB82lVA6qnetctqCrQjUFhViA25G7D+0HpsytuE6obqFlVhtjBMSJuASWlnI9o5Etuyw7BuVyEOHKtq09rw1JimXmZZ8S88xEZzCvSoAAO0np8BWm9koiKgA3T+vfei+IUXETpkMAa/9ZYJL7ZBgY4JuFzumTMkNG97qeUQDXkZUKacG3ctkDkFsHKsaMdQWdWegMyO8fWxr1UP8/qc9dh+bHubsozoDEzvNx1jks5CcVE/bPimFBt2F6KyztGiVnqZZaaMmaekYMbwFPSN50vXfOp6lwADtP5+MEDrjUxUBHSA3nfxJaj95hvEL1iA9HvuNuHFNihwcgEZy/zFEuCzZ4Ej21rWZkwAxl0HjLqM45r5HHVJQHqVZXo5Cc3yVVhd2KI9q8WKscljMa3fNPQLOx1fH4jE2m8K8EVO87H27l36xoWrwDxrRKqak5m9zF26NdzZxwIM0HpgBmi9kYmKgA3QjrIy7Jo4CXC50PfBBxB34YUmvNgGBdoXOPw58PGTwFdLgfpmPwqP7AOMWegOzimnUI8CnRYoqSlRPcxrDq5R4bnG0fLFvpjQGEzJmIKpfach0jESH+yqxqod+cgpbjmEw2IBxg9IwMwRKZh1SgpkmIZFfpMbBfxAgAFaf5P4/2a9kYmKgA3QFevX49APfqiMhqxZjZAMvpRl4oFhG80E6qrcgfmTp4DDnzX7A4t7RcDx3wKGzQNsnJ2Az03nBPIq8vDeoffw3sH31JRzDlfLIRcD4waqoRlnpU9FeUk/rN5RiDU7C1BU2WwqRM+8zNOHJavQfM7wFCRGhXbuhLgXBXpYgAFafwMYoPVGJioCNkAX/P0hHHviCdjT0zF07XsmrNgGBdwChd+4Q/PWF4HaZj8Sj0pxh+bTvw3ED6AWBbwWkKnm9pbsVaFZepp3HNvRpg2ZZm7WgFmYkDwVew6HY+VXR7B+VyGq61uG69TYMMw5NRXzRqZh4sAkhNo51t7rG8Idep0AA7T+ljBA641MVARsgN5/7XWo/vRTxM6fj4y//82EFdsIZgGnA9j1DrD5P8D+DS0lsqYCE74LjLgAsLNnL5gfk85cu4TmL49+qQKz9DQfKDvQohm71Y6J6RMxs/9MnJZwNj7e24BV249g875jaHC6WtQOSo5SgVm+RmfEwWrlf0o7c0+4T+8VYIDW3xv+v15vZKIiIAO0s7YWuyacAVd9PdL+8HskXH21CSu2EYwCNWXumTQ+egwo3n9cQBY3GXstcPp3gORhwSjDa+6CQGNoXrl/Jd498C7yK/NbtBZpj8TUflNVaB4edyY27CzHim35+PhAkbzW0WIb0z8ecz09zUNSortwVtyVAr1fgAFaf48YoPVGJioCMkBXffopDlx7nfIZuGwZwocz4Jh4WIKqjWN7gS2PAVufB+oqjl+6LHYy8QfAqMuB0MigIuHFdk1AF5pl2ewZ/Wdg5oCZGBg1Bmt2FLUbmu1Wi5otQ0Lz7FNTkR7Hqea6dme4tz8JMEDr7xYDtN7IREVABuijjz2OwocfhjU2FsM2b4KF8+yaeFYCvw3p2ste7x6msWtlswVPLMCI+cDEH7qX2OaMBYH/LBi6Ql1oTgpPwuzM2ZiXNQ8ZEadi1VcFWL4tT60E2LynWULz5CF9MP+0dMwdmYr4SA4VMnSL2IyfCTBA628YA7TeyERFQAbogzfdhMr3NyB6+nT0f+y/JpzYRiALOBqA7a8BH/yj5dzNYbHAuOuBM28EEgcGsgCvzaCAt6F55VcFWMHQbPAOsKlAFmCA1t9dBmi9kYmKgAvQLocDuyadBWd5OZJv/SX63HijCSe2EYgCMg2djG/e9H9AycHjV5g4yN3bPPYaICwmEK+c1+QDgV3Fu7Bi3wq8nf02DlcebnGE5j3Ng2NOw6rtBVi29TA2Zx9rv6d5dLoaosGeZh/cKDbp1wIM0PrbxwCtNzJREXABumbnTmRfcqmyyfz/7J0HfI7XF8e/2QOJmEFEBjFrryq1qVFao6iqVnep7qE6/q2W7mrpVIpStTc1alSN2ishg5CBEImISGT+P/d5kze09AmeJO/75tzPp5/W0/Pe55zvveLnvuee8+ts3Js2NYKTzGFLBC4nwM4fTTnOqQn5kfm0hLYvQFAPaa9tS+tdiLHEXorVBPPK4yuJuBBxQ9Fct2wjNoXFa6J5U+hZMrLybwKq9Iy2tSrQU6VniGguxNWSqW2BgAho/VUUAa3PyAgLmxPQCb/+Stz747BzdiZo9y7snSVX0IiNYhNzqFPmbZNh3y/XdgsMugfuegFq3GkTYUoQhUsgIS2BtSfWsipyFfvO7rvmZaobYLca3ejp35OGFZqw43giy/afYk3wGVLS8+s0qzT61v7l6du4Kvc08JaT5sJdMpndhgiIgNZfTBHQ+oyMsLA5AR372mtcXLYct6ZN8ft1thGMZA5rJ6Aqamz5Ag7MgbxObvaOcMcDcNdoabFt7etbBP6nZKRoNZqVaFZttK/uCOji4EKH6h000XxX1bs4HJuinTSvPHia8//oCHhHNU9NNPduWBVvT9ci8FxeIQRsi4AIaP31FAGtz8gIC5sT0BHdupMRFUW5ESOo/NqrRjCSOayVQHw4bPkcDs7LF87OpaHZI9D6GfD0sdbIxO8iIJCZncmO0ztYFrGMjdEbSctKM7/V3s6eO6vcSc+Anlqt5viLdizaG8OifbHEJKZe451/hVL0aVSVPo2rElhR6jQXwdLJK2yYgAho/cUVAa3PyAgLmxLQmefPE35XW41Lta+/wqNbNyMYyRzWRuDsUdjyGRxeCDnZJu9dPKH106bLge7lrC0i8bcICUQkRrDs2DJWHF/BudRz17y5YcWG9PLvRTe/bjjhqZ0yL9wbw56TidfYVSrjwr2NqmqnzerU2U5KHxbhCsqrbJmACGj91RUBrc/ICAubEtDJGzYQ8+xIjUvNzZtxqlzJCEYyh7UQiAuGPz+F4CX5NZxdy8KdI6Hlk+BW1loiET+LmEBiWqKWnqGEc8j5kGveXsOjBvcG3KudNldxr8aWiHgW7olhbUgc6Zm5f0ED3J0dtIuA9zepRuuA8jhIG+0iXkV5XUkgIAJaf5VFQOszMsLCpgT02c+/4PyUKThWrUKtDRuM4CNzWAOB+AjYNN504pw33MpBm1HQ4glw9bCGKMTHIiaQkZXBn7F/aika6t8qZSNvlHEqwz3+99AnsA+NKjYiLO6SdtK8eF8s55KvmO3UwXKbwPL0b+qjXQZ0d3Ys4ijkdUKgZBEQAa2/3iKg9RkZYWFTAvrksIe5vGsXHj17UO2LL4zgI3NYMoEL0bD5Y9j/a36Os3sFaPMctHhMajhb8toVk2+qycmRhCMsjViqlZ9LvJKfeuFg50Cbqm3oU7OP1lI7Jc2OpftjNeF8OPbiNR4HVChF/2Y+2mlz1bLSSruYllNeWwIJiIDWX3QR0PqMjLCwGQGdk5lJaIuW5KSmUvnNMZR7+GEj+Mgclkjg0lnT5cDd0yAr3eShq6epFF2rp8C5lCV6LT4VI4GkK0laisai8EUcTTh6jSe1vGrRN7AvvQJ6Uc6lPFuPxfPbrmjWBceRnpWfouHh6qjlNSvh3KR6WclrLsb1lFeXXAIioPXXXgS0PiMjLGxGQKcGB3Oi/wCNid+8ubg1bGgEH5nDkgikJsK2SbDju/w6zk6l4M5n4c5RkuNsSWtlAb6o0+bdcbs10bzu5DquZOWnXni5eGmCWaVo1ClXhzMX05i/O4Z5u6OvqaKh8pg7BFWkX1MfOtethKuTgwVEJi4IgZJLQAS0/tqLgNZnZISFzQjohFmzifvgA+xcXKi9a6fWSEWGjRDISIOdP5hOndOSTEE5OEOLx6HtS1C6oo0EKmEYQSA+NV5L0VgcsZiTF0+ap7TDjruq3UX/Wv1p79NebSL+OHKWubui2Bx2juz85oDUKO/OoBbVGdDUh0oeUq/ZiHWROYSAEQREQOtTFAGtz8gIC5sR0LGvvMrFFSukgYoRu8JS5sjOhuBFsP49SIoyeWXnAE0egvavSR1nS1knC/AjKzuLrae2aqfNm6M3k5mTfyGwaqmq3FfrPu6veT/epbw5du4S83ZFa7nN8ZdyU4BUpUNHe62KxgPNq9M6oJykaFjAuooLQuCfBERA6+8JEdD6jIywsBkBHdGlKxkxMdJAxYhdYQlznNgKa9+CU3vzvanXFzq/C+UDLcFD8cECCJy+dJqF4Qu10+azl8+aPXK0d9QanPQP6k/rKq1Jz8xh9eHTzPk7mp0nEq7xvG4VD4a0rE7fRtXwdHeygKjEBSEgBG5EQAS0/t4QAa2lmTn7AAAgAElEQVTPyAgLmxDQmfHxhLdtp/GQBipGbItinEOVpFv/Lhxdke+ETwvo9iH4tipGx+TVlkIgOyebrbFbmRc6Tys/p36dNwI8A+hXqx/3Bt5LOddynIhP4dedUczfHU3i5QyzXRkXR60z4OAWvjSo5iGnzZayuOKHENAhIAJaf4uIgNZnZISFTQjo5PXriRn1nMaj5p+bcaokDVSM2BxFOkfKedj8kamyRl493rI1oOt7UO8+kE5uRboclviyhLQEFocvZn7YfGIvxZpddHVwpbtfdwYEDdBqNmdl5/DH0bPM2nGSLeHx14TSvIYXQ1r6aqkabs5yIdAS11l8EgL/RUAEtP7+EAGtz8gIC5sQ0Gc/+4zzP03FqWpVam74wwguMkdREcjKNInmjR/kXxBU3QNVjrO6JOjoUlSeyHsskICqpLHv7D7mhs7VKmlkZOefIvt7+jOo9iDttNnD2YO4i2nM2RnFbzujtaoaeaO0i6NWr3loa1/qeEtTHQtcZnFJCBSYgAhofVTWLqADgK+AjoC6pbIceAk4rx86XYHxQAPgHPAT8CGQdYPPtga2Aep7zJttg2UTAvrEQw+RunsPHj17Uu2LzwuAWEwsgsCJv2DVa3A22OSOvZOp5fbdr4B7OYtwUZwoHgIpGSmsOLaCuWFzCU8MNzvhaOdIJ99ODK4zmOaVm5OTA9uOnddOm9cdidNOn/OGym1+qLUvfRtXQ4loGUJACFg/ARHQ+mtozQJaHXEcyhW/7wKqq8PHwGngLuCqYkn/AtEC2AosyBXOSkSrzyox/sZ1sKnvIHcD3oCq5XWzf0pYvYDOycgwNVBJS6Pym29S7uFh+rtLLIqXQFIMrH3bVGEjb9TsAvd8BBVqFa9v8vZiJaDE8m9Hf2PF8RVczrxs9kVVzxhQa4CW31zRvSJJqRlaXvPsv6OIjE8x2zk72tP7jioMbV2Dpr7S7KRYF1NeLgQKgYAIaH2o1iygXwU+ANQpdF6iXptcYdwn9zT6RgRWAtWBxrknysruTUAJ8WrAtQl98ALwFKCUyOslUUCnHjrMiYEDNZ5+8+fhdscd+rtLLIqHgKrnvH0SbPkivxGKl59JOAfdI3nOxbMqxf5WVYLuz5g/mX1kNn+f+dvsj6rb3KZaGwYFDaKdTztUZY2Is5eYse2EVoLucnr+l3J+5d0Z2qoGA5r54FVKasAX+6KKA0KgkAiIgNYHa80CehOgEvVUKsbVIxJYBzx5g/DVT/1k4P3clI08sxrACWAo8OtVn60KHAFU+z11sv1WSRTQ0kBF/zeTRViEr4dVL0Oi2sqAkzu0e9nUQdBJGlVYxBoVsRMX0y9qlwLnHJ1zzaVATxdP+tXsx8CggVT3qE52do7W6OTnbSf4M0xltZmGvR10qVuZYXfW4K7ACtirBzKEgBCwaQIioPWX15p/EsYBczCdDl891OmySu8w1Vv796gLhAD3A0v+8b/Vd5RfAG9f9Xyu1krLJKD/V1IF9KnXXydp6TJpoKL/e6p4LJLPwO9jrk3XaNAfur4vjVCKZ0WK/a3Hk47z65FfWXZsGamZqWZ/gryCGFp3KD39e+Lq6EpyWgYL9sRoJ84nzuenc3i4OjK4pS/DWtegejn3Yo9HHBACQqDoCIiA1mdtzQJaXRpUlwCVqL16zAKaAPVvEH5emoe6eKhOsa8eMcBSYGTuQ3W6rUS2Et2qRVtBBXRZQP2TN3yALZGRkfj5qXRo6xvHevQkPTKScsOHU3nM9dLErS8mm/A4O8tUXeOP9+HKRVNIFYKg1xfgf6O/Q9pE5BLEdQioWs1/xf6lpWlsO6XuPJuGvZ291vDkwboPapcC7ezsOH7uEjO3n9RynFOuStOoVak0j9zlp1XUcHe+2esesixCQAjYAgER0PqraO0CWlXNeO8fYc7OzW2+kYBWaRh/AR2Azf/4rMqlVoJZCWhV10tdUpxxVapHQQW0slP51NcMaxXQWcnJhLVoqcVS9bPP8OzdS39niUXhEzh9EFa8ALF7TO9ycIG7X4W7RktZusKnb1FvUNU0lkQs0U6co5Jz27EDZZzLaJcCB9UZRLXS1VDl6v4Mj+fnrZFsCs1P01DlvzvXqcyjd/nRJrC8NDyxqNUVZ4RA0RMQAa3P3JoFdGGncKjLgs8CSjleyUWpjl5fUWd8uc/yvxe9lrVNnUCnbN9O1KMjtAgD167B2ddXf2eJReERuHIJNk2AHd9BTu4Fr4CO0Otzab9deNQtcuYzKWc00ayanlzKuGT2MdAzUDtt7h3QG3cnd65kZrF0/yl+2nKcsLh8O9Up8IEW1Rl+px++5SVNwyIXWZwSAsVAQAS0PnRrFtAq/UKlcXT7R5gFvUSoTq5VCkje+OclwunA8P9AOBV4XB+xZmHVZezif/iRc19+iYOnJ7V2bJfTqQIueqGYHdsIy0ZDUu4pY6mKpuoaKt9ZuggWCnJLnPTI+SPMCJnBmsg1ZOZkai6qahrtfdoztN5QWnm30n6fJqakM/vvk8zYfpJzyXnnABBQsRSPtvGjX1MfSkntZktcYvFJCBQrARHQ+vitWUCrk2CVwuEPnMoNVTU72Q7olbFbkVvGTuVKq8YoaqjTZSWq88rY1cmt+3w1xUcAVQC5c2696VB9xNYvoGOee47kdesp1bYtvj9NKWDIYmYogbQkWPsW7J2ZP22zR6HLu+DmZeirZDLLJKDSL1R+84zgGdeUoVMttvvW7MuwesOo4aHOAeBEfArTtkYyf3cMqRn5ZejuDCjPE3f70yGoklTTsMxlFq+EgEUQEAGtvwzWLKDzGqmczb3c5wZ8Apz5RyOVvHxkJbRza3tpaRkqD3oeoE6S8xqpfH2DRip5JAuaA/1P8lZ9Ah3evgOZcXFUePYZKo4erb+rxMJYAmFrYPkLkJz798RygdB3MtRQ92Fl2DqBK1lXWHl8JTODZ3Is6Zg53PKu5RlSZ4jWZrusa1ktv3nPyUSmbDnO2pA4rXugGg72dvRuWIUn2gXQoJqnreOS+ISAEDCAgAhofYjWLKBVdIG53QPVhUBVE1q18n7xH628ryeg1WdVhY0JueJZNU5RR6uqMcuNWnmrz5Q4AZ0Rd5aI9u21neTz3beU6aiKl8goEgKXE+D3N+CgqqSovqO3hztHQsex4KT+vijDlglcSLvA3NC5Wv3m82nnzaEGeAYwvP5wegX0wsXBhcysbNYEx2nCeX/0BbOdym8e0sqXR9r4UbWs7Bdb3isSmxAwmoAIaH2i1i6g9SO0DAurPYFO/uMPYkaO0ijW+msLjhXU/UkZhU4gZBmsfBlS1BcsqoF8Hej7Dfg0L/RXywuKl0DspVimH56uVdVIy0ozO6Pymh+u/zBtq7XVytKlZWRpJeh+3HKc6IT8+8zVyrpp1TQGtahOGVen4g1G3i4EhIBVEhABrb9sIqD1GRlhYbUC+uyXEzn/ww84Vq1CrQ0bjGAhc/wXgdREWPUqHJpvsrJzgHYvmcrTOarKijJslUBEYgRTD09ldeRqsnKrqzjYOXCP/z0MrzecuuVVOXq4mJbBL9tPaqXo4i+pe9Sm0dDHk8fbBdCzgTeODva2ikniEgJCoAgIiIDWhywCWp+RERZWK6CjRowgZdt2ynTvjs9XE41gIXPciMDxTbDkWbioypEDle+A+76BKo2EmQ0TOHDuAD8d+olN0fl9ndwd3RkQNEC7GOhdyluL/mxyGtP+OsHsHSdJvmKqvKFGx9oVeap9IK38y0mFHBveJxKaEChKAiKg9WmLgNZnZISFVQronOxswlrfSfbFi1R69RXKP/aYESxkjn8SyEg1dRLc8a3p/6hc57YvQfvXwdFZeNkgAXXhT3UKVMJ5d9xuc4RlXcpqbbbV5UBPF9OFv6jzl/nhz2PM3xNDeqapaJC9HfRuWJWn2wdSr6q6Ty1DCAgBIWAcARHQ+ixFQOszMsLCKgX0lchIjvfoqcXvO2MGpVqZuhHKMJDA6QOw6Ek4d9Q0qZcf3P8j+LYy8CUylaUQyMrOYn3UeqYemsqRhCNmt9Qp8yP1H+H+mvdrjU/UOHL6It9tOsaKg6fIzq2o4exoz8BmPjx1d6A0PrGURRU/hIANEhABrb+oIqD1GRlhYZUCOmnZMk699rrWoCNo1y4cSpcygoXMoQhkZ8HWibBxAmSrAjJA0+HQfTy4lBZGNkYgPSud5ceW83Pwz5y8eNIcnb+nPyMajKCXfy+cHEwX/nadSODbjRFsvKrVdmkXRx5qXYMRbf2oVMbVxuhIOEJACFgaARHQ+isiAlqfkREWVimgz3w4nsRffsGlVk0ClqsKgTIMIZAUC4uegJNbTdOpboJ9JkHtHoZML5NYDoG0zDQWhi9k2uFpnL2cW1FF1c4s34DH73icjr4dtYoaWkrHsfN89Uc4OyMTzAFUKO3Mo3f5a+LZ000qaljOyoonQsC2CYiA1l9fEdD6jIywsEoBfWLQYFIPHMDz/vupOuHqrudGICmhcxxdBUufBVVtQ43aPeHer6F0xRIKxDbDvpxxmflh85kePJ34VFVm3jRaV2nNY3c8Zm61rYTz5rBzTNoQoTVByRs+Xm48dXcAA5tXx9XJwTYhSVRCQAhYLAER0PpLIwJan5ERFlYnoHPS0wlt3gL1b+9338FryBAjOJTcOTLSYN07sPMHEwMHF7hnPDR/TEuRkWEbBJRw/i30N63ddkJa/klyB58OPNnwSe6oeIcWqBLOfxw5y6QN4RyISTIHH1ChFCM71qRv46pSis42toREIQSskoAIaP1lkz+59RkZYWF1Ajo1OJgT/QdosfstWIBbg/pGcCiZc8SHw4JH4cwhU/wVasOAaeCtOsjLsAUCl9IvaR0DZ4bM5MKV/G6AXXy7aMI5r4ZzdnYOa0POaCfOwacumkOvVak0ozrV1CprqNbbMoSAEBACxUlABLQ+fflJrc/ICAurE9CJv/3Gmf+9h52TE7X37MbOWcqp3dJG2D/H1FEwI8X08SbDoMfH4CwXMm+Jp4V96GL6RWYfmc0vIb+QnJ6seWeHHd38umnCOcgrSHuWlZ3D6sOnmfRHBKFxJjs16niXYXTnWtxT3xt7Ec4WtrrijhAouQREQOuvvQhofUZGWFidgD711lskLViIa8OG+M+bawSDkjVH+mWTcD7wqylu5zJw70S4w3SqL8O6CSRdSdJEsxLPlzIuacGoy4D3+N2jCefAsoFm4bz8wCkmb4wg4qzJTo0G1Tx4rlMtutatLMLZureCeC8EbJKACGj9ZRUBrc/ICAurE9DH+/XjSsgRyg4ZTJV33zWCQcmZ4/wxmDsMzgabYq7a1JSyUc6/5DCw0UiVcFZpGrNCZnE587IWpWq33SugF0/c8QR+nuq3OqhUjeUHT2lVNY6fy/32AWhUvSzPd65Jx9qVpGugje4RCUsI2AIBEdD6qygCWp+RERZWJaCz1QXCZs0hI4MqH4yj7AA5NS3wJjiyApY8A1dy81tbPQ1dx0lHwQIDtExDleM868gsZgbPJDnDlILhaOdIn5p9eLzB41T3qG4WzmuCz/Dl+jDC4vJPnJvX8NJSNdrVqiDC2TKXWLwSAkLgKgIioPW3gwhofUZGWFiVgE49dJgTAwdqcfsvWohrvXpGMLDtObIyYcP7sPUrU5xOpaDvJGjQ37bjtvHoVFUNdTlQNUBRp89qqBPnvjX7aqka1UpX056pqhrrj5zli3VhWgfBvNHEtywvd63NXTXLi3C28b0i4QkBWyIgAlp/NUVA6zMywsKqBHTi3HmcefdduUBY0JVPjoMFI+DkX6ZPqCobg36BirULOoPYWRgB1QBlXug8ph6eai5Hp3KcVcfApxs9ja+Hr1k4qzrOX64Lu6Yc3R3VPHmpWxAdgiqKcLawtRV3hIAQ0CcgAlqfkQhofUZGWFiVgD79zrtcmDcP1wYN8F8w34j4bXeOk9th/nC4FGeKUZ04q8Yo0o7bKtdctdxWnQN/OvgTZ1PzOweqy4HPNHqGgLIBZuGsOgeqE+erG6CoqhovdQ2ia73KIpytcgeI00JACCgCIqD194EIaH1GRlhYlYCO7D+AtOBgyj7wAFXef8+I+G1zjl1TYfVrkJ0J9o7QfTy0fFIao1jhamdkZ7A0Yik/HvyR0ymnzRF0qt6JZxs/S+1y+d8mqFbbn68N5e+rWm6rOs4vdg2ScnRWuPbishAQAv8mIAJaf1eIgNZnZISF1QhorQNhs+bkZGTg/d57eA16wIj4bWuOzHT4/XXYPc0UV2lvU8pG9Za2FWcJiCYrO4uVkSv5bv93xFyKMUfcrlo7RjYZSf3y+Q2EDkRf4LO1oWwJz2/N7V+hFC90qSUNUErAXpEQhUBJIiACWn+1RUDrMzLCwmoEdFpICJH9TBffpAPhdZb+0jmY9zBEbTP9z2rNYdAs8KhixD6ROYqIgLr0tyl6E1/v+5qICxHmt7au0pqRjUfSuFJj8zNVv1mdOK8+fMb8rHo5N57vHMR90nK7iFZMXiMEhEBREhABrU9bBLQ+IyMsrEZAX1iwgNNvvQ25HQjtpQNh/vqfPgC/DYWkaNOzxkOh1xfg5GrEHpE5iojA7jO7mbh3IgfOHTC/sWmlpoxqMooW3i3Mz05dSGXi+jAW7IkhO8f0uIqnq1aObkAzH5wc7IvIY3mNEBACQqBoCYiA1uctAlqfkREWViOgT7/3Hhfm/IZLvboELFpkROy2McfhhbBkJGSmgp09dPsQWj8j+c5WtLqhCaGacP4rNrdaCmittp9v+jwqZcPOzvTjMCElnW83RjBzx0nSM7O1Z2XdnRjZoSbD7qyBq5ODFUUtrgoBISAEbp6ACGh9ZiKg9RkZYWE1AjrygUGkHTxI2YEDqDJunBGxW/ccOTmwaQJs/tgUh2tZGDgdAjtad1wlyPvoi9FM3j+ZVZGrzFH7lPbRTpx7+PfQWnCrkXIlk6l/RfLjn8e5dCVTe+bm5MDj7fx54u4APFydShA1CVUICIGSTEAEtP7qi4DWZ2SEhVUIaHVxULtAmJ6O97vv4DVkiBGxW+8cGWmwbBQcyi3lV7EODJkD5UylzGRYNoH41Hi+P/A9C8MWkpljEsTlXctrdZz71+qPk4NJEF/JzGLO31FM2hDB+ZR07ZmTgx0PtvRlVKdaVCzjYtmBindCQAgIAYMJiIDWByoCWp+RERZWIaDTQkOJ7HufFq/fvLm4NWxoROzWOUfKefjtQYjeYfI/sLPp5NnVwzrjKUFeJ6cn8/Phn7XW26kq5UYVSnEqzYgGIxhadyjuTu7as6zsHJbuj9VqOcckmuxUFsf9jatpJemqlzPZyRACQkAIlDQCIqD1V1wEtD4jIyysQkBfWLiI02PHgoMDtffuwd6lhJ68xYfD7IGQGGla++aPQY9PwMHRiL0gcxQSAdUERbXdnnJoirnttrO9Mw/WfZDHGjxGWZV+k9t2e1PYOT5adZTQuGSzN13qVuKV7rWp4y1/SSqkJZJphYAQsBICIqD1F0oEtD4jIyysQkCfGfcBibNn41K7NgFLlxgRt/XNEbkF5j4EaRfUeSR0V5cFn5XLgha8ktk52fwe+btWki72Uqzmqcprvr/m/Vq6hncpb7P3h2OTGL/qCKqLYN5o4efF6/fUoblfOQuOUlwTAkJACBQdARHQ+qxFQOszMsLCKgT0icFDSN2/H89+/ag6/kMj4rauOfb/CstGQ3YGqK/5+/8EdXpZVwwlzNtdZ3bxxe4vOHz+sDnyzr6dGd10NAGe+bnqMYmX+XxtGIv3mQS2Gqp74Bs96tCpTiVpu13C9o2EKwSEwH8TEAGtv0NEQOszMsLC4gV0TmYmoc1bkJOWRuW336Lc0KFGxG0dc6hKG1s+gw0fmPxVnQUf/A2qNrEO/0ugl8eTjvPlni+1Zih5o2HFhrzS/BWaVMpft6TUDK0k3c/bTphL0lUq48JLXYO0Ws6OUsu5BO4eCVkICAE9AiKg9Qhp31HLKAICFi+gr4SHc/zePhqKGnN+xb1JCRGP2Vmw+nXYNcW0DSrVh6HzwNOnCLaFvOJmCajKGqrt9sLwhWTlZGkfVyXpXmj2At1qdDOfJKv6zb/sOMmkDeFcuJyh2bk7O/B0+0CtLJ27s+Sz3yx7sRcCQqDkEBABrb/WIqD1GRlhYfEC+sKSJZx+YwzY21N7z27s3dyMiNuy51Bl6hY9AUeWmfys0RYGzwY302UzGZZD4HLGZWaGzNSqa1zOvKw55uniydMNn2ZQ7UHmknSqRfeKg6f5dE0oUQkmOwd7Owa3qM4LXYKkJJ3lLKl4IgSEgAUTEAGtvzgioPUZGWFh8QL6zPjxJM78BZdaNQlYvtyImC17jtQLpjJ1J7ea/KzXF+7/UdpyW9iqZWVnsfTYUr7Z9w1nU89q3qnKGkPrDeXxOx7Hwzm/YsbOyAQ+XHWEA9HqAqhpdKlbWctzrlmptIVFJu4IASEgBCyXgAho/bURAa3PyAgLixfQJ4c9zOVdu/Docy/VPvnEiJgtd46Lp2DWADgbbPKx5ZNwz0dgLy2aLWXR1Eny1lNb+Xz350RciDC71SugF6ObjKZq6armZ8fOXeKj1UdZFxJnftaoelne7FGHVgHlLSUk8UMICAEhYDUEREDrL5UIaH1GRlhYtIBWYiWsZSuyk5Op9NprlB/xqBExW+Yc58JgVj9Iijb51/kdaPuSlKmzoNWKSIzg092fsu3UNrNXLb1b8lLzl6hfvr752YXL6UxcH86sHSfJzM7Rnlcv58Zr3evQu2EVqaxhQWsqrggBIWBdBERA66+XCGh9RkZYWLSAzoiNJaJzFy1O35+nUerOO42I2fLmOLXfJJ4vnwc7B+gzCZqUoGojlrci13iUmJbIN/u/YUHYAvMFwUDPQE04t6vWziyIM7Kymb3jJF+uD0dV2VDD082J5zrVZNidNXBxlG8SLHypxT0hIAQsnIAIaP0FEgGtz8gIC4sW0Ml//EHMyFFanLW2b8PRy8uImC1rjqgdpu6CVy6Coys8MBOCuluWjyXUm4ysDK2D4PcHvic5w9QZ0MvFi5GNR9I/qD+O9qaKGeqbkk2h5/hgZQjHzqVozxzt7TTR/HznWpR1dy6hBCVsISAEhICxBERA6/MUAa3PyAgLixbQ5yZ/Q/zkyThWrkytzfl1dY0I3CLmOLYBfhsKGZfBuQw8OBf87rII10qyE0oQb47ZzGe7P+PkxZO5gtiRoXWG8mSjJ6+5IBgWl8wHK4/wZ9g5MzLVAOXNnnXlgmBJ3kQSuxAQAoVCQAS0PlYR0PqMjLCwaAEdPWoUl9b/Qen27an+w/dGxGs5cxxZDgtGQFY6uHnBQwuhWjPL8a+EehKWGManuz5lx+kdZgIdq3fk5eYvU8OjhvlZQko6X64L49edUWTl5jkHVS7NW73qcXdQxRJKT8IWAkJACBQuARHQ+nxFQOszMsLCogV0RJeuZMTEUP7pp6j0wgtGxGsZcxyYC0ueAdVwo3RlGLYEKtezDN9KqBcJaQlaSboF4QvIzsnWKNTyqsVrLV6jdZXWZiqqEcrM7Sf46o9wktMytede7k681K02Q1pUlw6CJXT/SNhCQAgUDQER0PqcRUDrMzLCwmIFdNbFi1oFDjWqTZyIxz02khe86ydY+bJp7Tx94eElUD7QiLWUOW6BgMpz/vXor1qe86WMS9oM5VzLMarJKPrV7IdDbglBldahytGNX3WEE+dNjVCcHOx4pI0fozrV0i4LyhACQkAICIHCJSACWp+vCGh9RkZYWKyAVrWfVQ1oNQJ/X42zn3LVysf2b2HNGFMQ5WvCw0ulNXcxLakSxBujN2r1nKOSozQv1KXAYXWH8UTDJyijctJzx5HTFxm3IoRtx86bn3WrV5kxPeviX6FUMUUgrxUCQkAIlDwCIqD111wEtD4jIywsVkAnzPyFuPHjsXN3p/buXdjZ2xsRb/HNsf0bWPOm6f2VG5jSNkpLrmxxLMixC8f4aOdH1+Q5d/btzEvNXsLXw9fskspz/nxtKHN2RpGb5kwd7zK807sebWpWKA7X5Z1CwGYIZGdnEx8fT1paGuq/ZZRsAvb29ri6ulKhQgXUf99oiIDW3ycioPUZGWFhsQL61NixJC1chFuTJvjN+dWIWItvjm2TYO1bpvd73wEPLwP3csXnTwl9c3J6Mt/u/1YrTZel8s+B2l61tTznllVamqlkZmVrlwM/XxtmrudcobQzr3SrzcDm1XGwlx9PJXQLSdgGEVCCOTY2lkuXLuHk5ISDg4M0GDKIrTVOo74RzMrKIiMjg9KlS1OtWrUbimgR0PorLH9C6TMywsJiBXRkv/6khYTg9eAQvN95x4hYi2eOrV/DurdzxXNDU9qGiOciXQt1KXBpxFIm7p2IuiyoRlmXsjzX5Dn61+pvznNWz3ccP8//lgVz9Iyp7rOq5zyirb/WDKWMq+Q5F+nCyctslsDZs2c5f/48FStW1E4cZQgBRUB9I3Hu3DnKly9PpUqVrgtFBLT+XhEBrc/ICAuLFNA5GRmENm2G+rf3e+/hNegBI2It+jn+mgjr3xXxXPTkzW88eO4gE/6ewOHzh7Vn9nb2DKo9SGuG4uniabY7dSFVuyC44uBp8zNVjk6la9SsVLoYI5BXCwHbIxAVFUV6ejo1a9a0veAkotsiEBERgbOzM76++el0V08oAlofrwhofUZGWFikgE4LCyOyT18tPr95c3Fr2NCIWIt2jr++hPX/M72zSiNTzrOcPBfZGsSnxjNxz0SWHltqfmfzys15o+Ub1C5X2/wsLSOLKX8e55tNEaRlmPIwfcu5a8K5c91K8rVyka2YvKgkEVAiSH1t7+/vX5LCllgLQCAyMlL7uet3g8IBIqD1IYqA1mdkhIVFCuikZcs49drrYG9P7T27sXdzMyLWopvjGvHc2FSqTjVLkVHoBDKyM/j1yLVl6Sq7V+aVFq/QvR+nCR4AACAASURBVEZ3syDOK0s3bmUI0Qmpml9uTg6M6lSTx9r64+rkUOi+yguEQEkloESQGjcSSSWVi8QNentDBLT+LhEBrc/ICAuLFNBxH39Cws8/4xwYSODKFUbEWXRz7PgOfn/D9L6qTUwnz25li+79JfhN205t06prRCZFahSc7Z15pMEjPNbgMdyd3M1kIs4m897yELaEx5uf9WlUlTE961DF08r+slaC11tCt14CeiLJeiMTz2+XgN7eEAGtT1gEtD4jIywsUkCffPRRLm/fgUevXlT7/DMj4iyaOfbMgOWjTe/ybgjDl4t4LgLyMckxWvvtDdEbzG/rVL2TdupcvUx187OLaRl8vT6c6dtOkJlbl65uFQ/+d289WgWULwJP5RVCQAgoAnoiyZoprV+/nkmTJrFjxw4SEhLw8PCgSZMmjBgxgoEDB2pVR2JiYvjoo4/YuXMnBw4c0PLB1bdiMvT3hgho/V0iAlqfkREWFieg1Q+R8DZ3kZWYSMWXX6LCE08YEWfhz3FwPixSvuZAxbrwyEooJaKsMMGnZqYy9dBUfj78M+nZ6dqr/Dz8GNNyDG2qtTG/Ojs7h4V7Y/j491DiL13Rnpd1d+LlbrV5sKWvlKUrzEWSuYXAdQjYqoB+5513GDduHL1792bIkCH4+Pho1UbWrFnDjBkzNNH8/PPPs2nTJgYPHkyLFi24cOECf/31lwjo3H2itzdEQOv/SBEBrc/ICAuLE9AZcXFEtO+gxVZ9yhRKt2trRJyFO8eR5TBvOKjawuUC4NHVUMa7cN9ZgmfX8pdPruPT3Z9yJuWMRqKUUymeafQMD9Z5ECeH/HJz+6Mv8O6yYA5EX9DsVAnnoa1q8FLXILxKOZdgihK6ECg+Anoiqfg8u/U3r169mp49ezJ27Fg++OCDf010/PhxVIWJbt26aY1j8pqFKNu3335bBLQI6FvffP/4pAhow1D+50QWJ6CTN20i5ulnNKdr/bUFR0uvERq+HuYMhuwM8KxuEs9l89MGimYZS85bTiSdYPzf49l+ers56L6BfXmh2QtUcMuvJ6u6CH7y+1F+2xVttmvpV453+9SjftX88nUlh5xEKgQsh4AtCuguXboQHBxMdHQ0jo6OBYYtAvpaVHp7Q06g9beWCGh9RkZYWJyAjv/+e85N/AqHihUI2rLFiBgLb47ILTB7AGSmQWlveHQVlA8svPeV4JlVusaUg1OYHjwdVWlDjXrl6/FmqzdpVLGRmUxWdg5zd0XzyZqjXLhssvP2cOXNXnW5t2EVKUtXgveQhG45BPREkuV4WjBPMjMztQ56AwYMYNasWQX7UK6VCGgR0De1YQpgLAK6AJAMMLE4AR3zwosk//47pdq2xfenKQaEWEhTxOyBGfdCRgq4l4dHVkGlOoX0spI97caojXy862NiL8VqIMo4l+H5Js8zIGjANV0EVZrGO0sPcyAmSbNTXQQfbxegdREs5VLwE6GSTVuiFwKFT+B6AlrVZD95/nLhv1znDTXKu990Gcu4uDi8vb154403mDBhgvkNeS2q8x6otI281I28ZyKgRUAbvemtWUAHAF8BHQF1s2k58BJwvgCQugLjgQbAOeAn4EMgK/ezHsCLwD2A6gahru0eAt4H8ksQFOBFuSYWJ6CP9exF+vHjlBsxgsqvvVrwSIrS8lwYTOsOqQng6mmqtqGapcgwlICqrqHK0m2O2WyeV6VrvNjsRcq75V/QTExJ59O1oczZGUXeRfY2geV5v299alYqY6hPMpkQEAK3T+B6Ajr0TDLdJ/55+5Pf5gxrXrib2t4393PjzJkzVKlShTFjxjB+vPoj3DTUZcGOHZUUMI3OnTujqnRcPURAX7tget9OSAqH/ga3VgGtBK4StEr8qh7OpYCPAdUf+K5cwXuj6FsAW4EFucJZiWj1WSXGcwsLa8J6HTANUPkNitOTgGrbp/5RYv1mhkUJ6OwrV7QW3mRlUeWjCZS9776biaVobJNiYWo3uBgDjm7w8FLwbVU07y4hb0nPStcqa0w5NIUrWaaqGUFeQYxtNZamlZuaKajqGvP3RPPR6qMk5qZrVPZw4a1e9egt6RolZLdImNZIwNYEdF4KxwMPPMDMmTPNS5KcnExoaKj266eeegovLy8R0DobVgT07f+OtlYBrY5M1fVbdQpt+r4ZVD0tJYz76AjclarwBNAYMPUUhjdzhXg1QHV9UIJcnTpf/T2Xapl2IFe05/9Vt2BrYFECOi0khMh+/TXP/RctxLVevYJFUVRWlxPg5x5w7ijYOcCQORDUvajeXiLeszV2q3ZJMCo5SotXVdcY2XgkQ+oMwdE+Pw3jcGwSby05jKqyoYZK1xjR1p/RnWtRWtI1SsRekSCtl4CtpXColVCXCENCQoiKirruJcIOHTpoz+UE+r/3rQjo2/99ba0CehOgbi6pVIyrh2qNpk6O1Wnx9Yaqp5Wcm4qhUjbyRg1Vcx4YCvz6H1hnA81z0zpuhr5FCegLS5Zw+o0x4OBA7b17sHdxuZlYCtc2/TLM7AsxO03vue97aDykcN9ZgmZX5eg+2fWJVp4ub/Tw66E1Q6nkXsn8LOlyBp+tDWXW3yfN6Rqt/Msx7r4GBFW+ua9dSxBeCVUIWBQBPZFkUc4W0Jm8MnaqFvR77733r0+JgC4YSL29ISkc+hytVUDHAXOAF/4RojpdVukd7W4Qel0gBLgfWPIPmxTgC+DtG3xWHcuFAQeVrNNHe42FRQnouE8+JWHaNJwDAghcpZBZyMjKgN8ehPC1Joe6fQBtnrMQ56zbDVVRY1bILL478B2q0oYa/p7+WnWN1lVam4PLa4ai0jXOp5iaplQso9I16qLacNvZWeuPDOteP/FeCNwKAT2RdCtzWsJn8hqp9OnTR2uUohqpqDSO3bt3M3HiRNq3b8/ixYs1VxcsUNmasHDhQn777Tfmz5+v/drPz4/mzdV5WMkcentDBLT+vrDWPw3Vn+zqBsH//hGiqmvTBKh/g9Dz0jxUCoY6xb56xABLgZE3+OxYYBzQPjcv+r/ollVN2K4y8FGfiYyM1H7TFveIeuxxUrZupUyPe/D58svidsf0/uxsWPIMHPzN9Os2o6Gbwi3jdgnsOrOLD3d8yLGkY9pUbo5uPNnwSYbXG35NM5TgU0m8szSYPScTNTsHezseaePHC11qUcY1v2nK7fojnxcCQqBoCOiJpKLxonDesnbtWiZPnqy18k5MTNRaeTdq1Ehr463aebvkfrN6o7/0Dx8+nOnTpxeOc1Ywq97eEAGtv4jWLKBVCsY/v79RKRYqt/lGAlpdMPwLUC348ksOmDipXGp1Kn09AX1v7v9Tlw1VvrTeUMJeXW68ZliKgA5vdzeZ585R8fnRVHjG1Eyl2Me6d2CrusepVnAo9P0G5LTztpYlPjWez3Z/xsrj+d8ydPbtzOstXqdK6SrmuZNSM/hyXRgzt58gW2X+Ay38vHi/bwPqVlFf6MgQAkLAGgnoiSRrjEl8NoaA3t4QAa3P2VoFdFGmcKh0kDW5VTuG61T4yCNusSfQmYmJhN+pDuLB55vJlOncWX+XFLbFrqmwUlUgVGUg7oFBs8FB6gnfKvbM7Ezmhs5l8r7JXMq4ZFrr0j6MaTWGu33uNk+raqcu3hfL+FVHib9kqsJRobQzb/asy/1Nqkm6xq0ugHxOCFgIAT2RZCFuihvFQEBvb4iA1l8UaxXQKv1CpXF0+0eIBb1EqE6u84tIwo0uEap0EPUuVTRT5U1n6iO9roXF5ECn/L2TqOHq7wEQuG4tztWLuR122FqYMwhysqFqE3hkJTirIigyboXA/rP7+fDvDzmacFT7uLO9M4/d8RgjGozA1dHVPOXRMxd5e8lhdp0wpWvY28HDd/rxYtcgPN0kXeNW2MtnhIClEdATSZbmr/hTdAT09oYIaP21sFYB/Upu4xN/4FRumOom1PYClLFbkVvGTonjvDJ2qv6zEtV5ZezUlKqBiqoBrZSIqqFmunl1a8NiBHTCL7OI+/BD7Nzdqb17F3b29rcWkRGfOn0ApvUwdRn09IXH10OZykbMXOLmSExL5Ms9X7I4wnRxRo221dryZss3qe6R/5ek5DSVrhHOjO0nUO241WhWQ6Vr1Kd+Vc8Sx00CFgK2TEBPJNly7BLbfxPQ2xsioPV3kLUK6LxGKmdzLxK6AZ8AZ/7RSCUvF1kJbVWmTo2WuXnQ84Cpud0IVW7z11c1UlH1vHYB7sBDgKlncf7YoY/2GguLEdCn336HC/Pn49qoIf5z595kGAaaJ8XAlM5w6Yypy+Bj66Ci+juLjJshkJ2TzcLwhXy19yuSrpi2qXcpb95o8QadfDuZ0zBUusayA6f4YOURziWb0jXKl3LmjR516N/UB3t1BC1DCAgBmyKgJ5JsKlgJ5qYI6O0NEdD6OK35T83A3O6B6kKgqgmtugOq9ttXt/K+noBWVFT96Am54lk1TpmS25glr5W3mnPjf+C7WW4WI6BPDBpM6oEDlB04gCrjiqnKRVoSTLsHzoaAvRMMWwT++bm5+ttWLBSB4PPBWnWNQ/GqKadqcuKoVdZQFTbcndTf/UwjLC6Zd5YeZsfxBO3XSis/1LoGL3etjae7pGvIbhICtkpATyTZatwSlz4Bvb0hAlqf4c0KQf0ZxeJ6BCxCQOdkZxPWvAXZly9T+c03KffwsKJfLVXrefYAOJ5bRfD+H6HRoKL3w4rfqE6aJ+2bxLzQeeRoDTOhlXcrraZzQFnVnNM0Uq5k8tUf4Uz7K5LM3HSNxtXL8sF9DWhQTdI1rHgLiOtCoEAE9ERSgSYRI5skoLc3REDrL7sIaH1GRlhYhIBOj4nhWBdT80bf6dMp1bqVEbEVfI6cHFg+GvbONH2m41ho/1rBP1/CLbU0jGPL+GLPFySkmU6TK7pV5NUWr3KP3z3XpGusOnSGcStCOHMxTbPzcnfS0jUGNqsu6RolfB9J+CWHgJ5IKjkkJNJ/EtDbGyKg9feMCGh9RkZYWISATv7jD2JGjtLiqbV9G45eXkbEVvA5tn8La8aY7KXWc8G5qTSMxDAtXWPv2b3a5xzsHBhSZwgjG4+ktHNp81zHz13i3WXBbAlXmUmmUtqDW/jyWvfaeJVSnexlCAEhUFII6ImkksJB4vw3Ab29IQJaf9eIgNZnZISFRQjo+O++49xXX+NQsQJBW1SBkSIc4evh14GmcnW+beDhpeAogk5vBVIyUvhm/zf8euRXsnJMKfpNKjVhbKux1C6Xf+kyNT2LbzdF8MPm46RnmYrLNKjmwQf33YFK25AhBIRAySOgJ5JKHhGJOI+A3t4QAa2/V0RA6zMywsIiBHTMiy+SvPp3SrVpg+80VYCkiMa5UPipC1y5CGV94YmNUKpCEb3cOl+j0jV+P/E7n+36jLOpqtgMlHMtx4vNXqRPYB/s7fLLD64PieN/y4OJSTRVWizj6qidOD/YqobWjluGEBACJZOAnkgqmVQkakVAb2+IgNbfJ/Knqz4jIywsQkAf69Wb9GPHKPfII1R+43Uj4tKf43ICTOkEiZGgUg1UubrK9fQ/V4ItIpMitWYof5/+W6Nghx0P1H6A55o8h6dL/uW/6ITLvLc8mPVHTAJbDVWSbkzPOlQo7VKCCUroQkAIFEQkWTOl9evXM2nSJHbs2EFCQgIeHh40adKEESNGMHDgQJycnFiwYAGzZ89mz549xMfH4+fnx7Bhw3jppZdwcSnZPyNFQN/+7hcBffsMCzJDsQvo7PR0Qps0hawsqowfT9l+qrFiIQ9VcWNWP4hUjRztYMgcqN2jkF9qvdNfzrjMlENTmB48HdWOW4365evzVuu3aFChgTmwK5lZTPnzOJM2RHAl05SuUbtyGcbd14CW/uWsF4B4LgSEgKEE9ESSoS8rwsneeecdxo0bR+/evRkyZAg+Pj6cP3+eNWvWMGPGDD766COef/55WrdurYnm++67D29vb7Zv3659rlevXsyfP78IPba8V+ntDTmB1l8zEdD6jIywKHYBnXbkCJH399Ni8VuwALcG9Y2I67/nWPES7M5NFenyHrR9ofDfaYVvUOkaG6I38PHOjzmdclqLwMPZg+ebPk//Wv1xsHcwR7Ul/BzvLg3meHyK9qyUs4PWfnt4Gz+cHIqxq6QVcheXhYCtE9ATSdYY/+rVq+nZsydjx47lgw8++FcIx48fJyIigm7dunHu3DkqVqx4jY0S12PGjNFSGGrUqGGNCAzxWW9viIDWxywCWp+RERbFLqCTli7l1OtvgL09tffuwd7V1Yi4bjzHzimwSnVcBxoOhvu/N5WEkHENgeiL0UzYOYEtsfmXOu+reZ+W66xynvPG6aRUPlhxhJWHTAJbjd4Nq/BWr3p4exbyWsqaCQEhYJUE9ESSNQbVpUsXgoODiY6OxtHR8aZDWLdunSaut23bxp133nnTn7eVD+jtDRHQ+istikafkREWxS6g4z79lISp03D29ydw9SojYrrxHCe3wYx7QaUh+LSA4SvASUTe1cDSMtOYdngaUw9NJT07XftfQV5BWrqGqrKRNzKysvl5ayQT14dzOd1UhSOgYine79OAtrXkImbhbmSZXQhYN4HriqSMNEg4XvyBlQu46T8XMjMzKV26NAMGDGDWrFm3FINK/xg/fjxnzpyhQoWS+zNUBPQtbZ9rPiQC+vYZFmSGYhfQUU88ScqWLZTp1g2fr78qiM+3ZnPxNPxwN6SchdLe8NRmKON9a3PZ6Kf+jPmTCX9PIOZSjBZhKadSjGo8isF1BmvtuPPG38fP8/bSw4TFXdIeuTrZ81ynWjzezh8Xx/y0DhvFJGEJASFwmwSuK5LiQuA7Czh5fWb7TV8oj4uL03KZ33jjDSZMmGCmo9LgsrJMBwxq2Nvba//8c4SGhtK8eXMGDx7MlClTbpOudX9cBPTtr58I6NtnWJAZil1Ah3fqROap01QYOZKKz5maqRg+MtNhei+I2Qn2TvDoKqje0vDXWOuEpy6d0vKcVb5z3ugV0IuXm71MRff8PL1zyVeYsOoIi/bFmu261qvMO73rUb2cu7WGL34LASFQxARsTUCrU+MqVapoOczqFDlvbNq0iY4dO5p/3blzZ1SVjquHqtTRpk0brWPr33//rVXtKMlDBPTtr74I6NtnWJAZilVAZ11KIax5c83Pal9+gUePQqqEcfWlwV5fQIvHCsLG5m3Ss9KZETyDHw/+SFqWqbV2oGcgY1uPpYV3C3P8Wdk5zNpxks/WhpKcZqrCUb2cG+/1qU+nOpVtnpMEKASEgLEEbDWF44EHHmDmzJlmWMnJyajTZTWeeuopvLy8rhHQKSkpKFEdExOj5T77+voaC9oKZxMBffuLJgL69hkWZIZiFdCpBw9y4oFBmp8By5fhUqtWQXy+OZt9s2DpSNNnGj8EfSfLpUFg+6ntjP97PCcuntDQuDm68WyjZxlabyhO6pQ+d+yNSuTtJYcJPnVRe+LsYM/THQJ5tkMgrk6SrnFzm1GshYAQUAT0RJI1UlKXCENCQoiKirruJcIOHTpoz/NOoK9cuaKVu9u7dy9btmyhXj3pQ1CQvSGXCPV/d4iA1mdkhEWxCugLCxdxeuxYcHSkzt492Dkb3EI7di9MuweyrkDVJvDo7zd9OcQIyJY0x5mUM3y661PWnlxrdqu7X3deaf4K3qXyc8ITU9L5ZM1R5uyMNtvdHVRRO3X2r1DKkkISX4SAELAyArYooPPK2KnLgO+9996/VuRqAa3yolVTlbVr1/LHH3/QqlUrK1vBwnNXb2+IgNZnLwJan5ERFsUqoOM++ZSEadNwDgwkcOUKI+LJnyMlHn5oDxdjwL08PLkZylY39h1WNFtGdgazQ2bz7YFvSc00tdb28/BjTKsxtKnaxhyJStf4dWcUn60JJSk1Q3texdNVy3O+p4G3lqcnQwgIASFwOwT0RNLtzF2cn81rpNKnTx/tQqBqpKLSOHbv3s3EiRNp3749ixcv5umnn+aHH37g/fffp2vXrte4HBgY+K8a0cUZU1G/W29viIDWXxH5U1qfkREWxSqgo558kpQ/t1Cme3d8vppoRDymObKz4Jf7IXIz2NnDsCUQ0N64+a1spl1ndvHhjg85lnRM89zVwZUnGz7J8PrDcXbIP/XfczKBt5cEE3LalK7haG/HY239Gd25FqVcbr6uqZVhEneFgBAoIgJ6IqmI3CiU16hT5cmTJ2utvBMTE7VLgY0aNdJOnFU7b9WqW3UhPHny5HXf//PPP/PII48Uim/WMKne3hABrb+KIqD1GRlhUawC2lyB49lnqTj6OSPiMc2xcQJs/sj0313HwV2jjZvbimaKT43ns92fsfL4SrPXnap34vWWr1O1dFXzs7PJaXy0+iiL9uZX12hXqwLv3lufmpVKW1HE4qoQEALWQEBPJFlDDOJj4RDQ2xsioPW5i4DWZ2SERbEJ6EKrwHFso+n0mRyo0xsGzSpxlwYzszOZGzqXyfsmcynDVKu5epnqvNHyDe72udu8b1QzlBnbTmjNUC5dMVXXqFbWjbd716N7/cqSrmHE7zCZQwgIgX8R0BNJgqzkEtDbGyKg9feGCGh9RkZYFJuALpQKHFqzlHaQcg7K1jA1S3HzMoKT1cyh0jVUdY2ICxGaz872zjx+x+OMuGMELg4u5ji2RsTz7rJgIs6aBLazoz1Ptw/kmfaBuDlLdQ2rWXBxVAhYIQE9kWSFIYnLBhHQ2xsioPVBi4DWZ2SERbEJ6AuLFnP6zTeNq8CRlQkz+8DJraDyekesgWpNjWBkFXOo6hoqXWPNiTVmf9tVa8eYlmOo7pF/eTL2QirjVx5h5aHTZrsudU3NUHzLSzMUq1hscVIIWDkBPZFk5eGJ+7dBQG9viIDWhysCWp+RERbFJqANr8Dxx/uw5XMTkx6fQqsnjeBj8XNcybqiNUP56dBP5uoavmV8tTznq9M10jKy+GnLcb7ZeIzUDFNrWb/y7lqec8c6lSw+TnFQCAgB2yGgJ5JsJ1KJ5GYJ6O0NEdD6REVA6zMywqLYBHTUU0+RsvlPYypwhK+H2f1NPOrdBwOn23zec05ODpuiN/HJrk+IuRSjha6aoajqGg/Xe/ia6hobjsbx3vIQTp6/bLJzcmBUp5o83s4fF0dJ1zDiN5LMIQSEQMEJ6Imkgs8klrZGQG9viIDWX3ER0PqMjLAoNgEd0akzGadOUeF2K3AkxcL3bSE1AcoFwJObwNXTCDYWO0dkUiQf7/qYrbFbzT728O/BS81euqYZyrFzl/hgRQgbQ8+Z7Xo1rMLYnnWpWtbNYuMTx4SAELBtAnoiybajl+j+i4De3hABrb9/REDrMzLColgEdHZKCqHNmmv+V/vyCzx69Li1WFTe84zeELUd1AW5x9dDlYa3NpcVfColI4UfDvzAL0d+QVXaUCPIK0jLc27ubeKpRtLlDL76I5yZ20+QmZ1jsqtcmv/1qU+bwApWEKm4KASEgC0T0BNJthy7xPbfBPT2hgho/R0kAlqfkREWxSKgUw8d4sTABzT//ZctxTUo6NZiubrec+8vofmIW5vHwj+l0jVWHF/BF3u+QNV2VsPD2YPnmjzHgKABONqbmpxkZmUzZ1c0X6wNJfGyqYugh6sjL3QJYtidNXBysLfwSMU9ISAESgIBPZFUEhhIjNcnoLc3REDr7xwR0PqMjLAoFgFtSAWOk9thek/IyYa6feCBmTaZ93zo3CEtz3n/uf3aetthp4lmJZ69XPNL9KmydO8vDyE0Llmzc7C3Y2grX17sEoRXqfxug0ZsGplDCAgBIXA7BPRE0u3MLZ+1bgJ6e0MEtP76ioDWZ2SERbEI6LhPPyVh6jScAwMJXLni5uNIvWDKe06KBg8feOYvm6v3rMrSfbX3K+3kOW80qdRES9eoW76u+dmJ+BQ+XHWEdSFx5meqi6BqhhJUuczNs5VPCAEhIAQKmYCeSCrk18v0FkxAb2+IgNZfPBHQ+oyMsCgWAW2uwNGtGz5ff3VzceTkwIJHIXixdh7LIyvB766bm8OCrS9nXObn4J+Zfng6aVlpmqeV3SvzQrMX6OXfy9wdMDktg8kbIpi2NZKMLFOes3+FUrzVqy6d6lSSLoIWvMbimhAo6QT0RJI181m/fj2TJk1ix44dJCQk4OHhQZMmTRgxYgQDBw7EycmJNWvWMGHCBEJCQkhKSsLb25uuXbvyv//9Dx8fH2sO/7Z919sbIqD1EYuA1mdkhEWxCOiIzl3IiI29tQoc+2bB0pGm2O9+FTq9ZQSHYp8jOyeblcdXMnHPRM6mntX8UWXpRjQYwfD6w7X/VkPlOc/fE8Pna0OJv5SuPSvj6sjznWvx8J1+WkdBGUJACAgBSyagJ5Is2ff/8u2dd95h3Lhx9O7dmyFDhmhi+Pz585pgnjFjBh999BHPP/88c+bMYd++fbRu3Zry5csTHh7O+++/j729vSaq3d1LblMrvb0hAlr/d4cIaH1GRlgUuYC+pgLHF5/j0bNnweOIj4Af7oaMFPBpAY+uBgengn/eQi33nd3Hxzs/Jvh8sNnDPoF9GN1kNJVLVdaeaXWfQ88xYfURwuJM7bft7WBwS19e7hpE+dL5bbotNExxSwgIASGgEdATSdaIafXq1fTs2ZOxY8fywQcf/CuE48ePExERQbdu3a4b3tq1a+nevTsrVqygV69e1ojAEJ/19oYIaH3MIqD1GRlhUeQC+pYrcGSmw9SucHo/OJcx5T17Kfetd8ReiuXLPV9e0367aaWmvNbiNepXqG8O7HBsEuNXHWHbsfPmZ20Cy2t5znWreFgvAPFcCAiBEklATyRZI5QuXboQHBxMdHQ0jo6mykg3M/bs2UPz5s35/fffNSFdUofe3hABrb8zREDrMzLCosgF9IXFSzg9Zgw4OFBn317snAtYIWLdO7A1N1+630/QcKAR8RfLHElXkph6eCqzP/BaCgAAIABJREFUQ2aTnm1Kw6hWuprWCKVrja7m/OWYxMt8vjaMxftizX7WrlyGN3rWoUNQRclzLpbVk5cKASFwuwSuJ5KuZF0h6mLU7U5925/39fDFRfUVuImRmZlJ6dKlGTBgALNmzSrwJ7OyslD/qJPpUaNGaTnTu3bt0vKkS+oQAX37Ky8C+vYZFmSGIhfQ5gocAQEErlpZEB/hxF8wvbdKZICGg6HfDwX7nIVZqT8gfjv6Gz8e/JGL6Rc170o5leLxOx5nWL1h5h/aSakZfLsxgp+3nSA9M1uzq1TGhZe7BTGgWXWtRJ0MISAEhIC1ErieSApPDKffsn7FHtKiPouo5VXrpvyIi4vTLgK+8cYb2uXAvKFS75RAzhsqx1n9kzfq1KlDaGio9kt1+rx8+XJtnpI8REDf/uqLQrh9hgWZocgFdPRTT3Np82bKFLQCR9pF+P4uuBAFZX3h6a3gal1pC3kXBCftm8TplNPaujjYOdC/Vn+eafwMFdxM3QGVWJ614yRfbwjnQm4jFHdnB55uH8jj7fxxd775rwULsgnERggIASFQlARsTUCfOXOGKlWqMGbMGMaPH29GuWnTJjp27Gj+defOnVFVOvKGSvlITk7WRLQS3ir1Y+vWrXh6ehblcljUu0RA3/5yiIC+fYYFmaHIBXRE125kREdT/pmnqfT88/o+Lh0F+37JLVm3Avza6n/Ggiy2xW7TOgiGJppOGdTo4tuF0U1H4+/pr/06KztHS9OYuD6MmMRUk8C2t2Nwi+paF8GKZW7u60QLCl9cEQJCQAj8i4CtpnA88MADzJw50xxvnjhWD5566im8vLyuEdBXg1G5035+flqljldffbXE7hoR0Le/9CKgb59hQWYoUgGdfeUKoY2bqJISVP30UzzvVWkZ/zFCV8OcwSaDO0dB9w8LEpNF2IScD9EuCO44vcPsj7og+GKzF2lcqbH2TH299/vhM3y+LoyIs6bKGmp0qVuZN3rUpmYlaYRiEYspTggBIWAoAT2RZOjLimgydYlQlaCLioq67iXCDh06aM+vPoH+p2sqfeO+++7j+++/LyKvLe81entDLhHqr5kIaH1GRlgUqYBOCw0jsm9fzW+/hQtwq59faeJfwaSch29bQ8pZqFgHntwMTq5GxFyoc0QmRfLd/u9YfWK1+T0BngG80PQFOlTvoF38U8L5z/B4PlsTyqHYJLNdS/9yvNa9Ns39yhWqjzK5EBACQqA4CeiJpOL07VbfnVfGTtWCfu+99/41jZ6ADgsLo3bt2nzyySdyAq00gt/1q2yJgNbfoSKg9RkZYVGkAvri6tXEvviS5nftvXuwv1GxeNVtcN7DcGQZ2DvC4+uhahMj4i20OWKSY/j+wPcsP74clfOsRkW3ioxsPJK+NfviqOIAdp9I4JM1oeyMTDD7ckc1T17tXhvVglsJbBlCQAgIAVsmYIsCWq1XXiOVPn36MHjwYK2Rikrj2L17NxMnTqR9+/YsXryY+++/n2bNmtGwYUOteofKhf7ss8+0w5X9+/dTrlzJPUTR2xsioPV/MoiK0GdkhEWRCuhz33xD/KTJOFatQq0NG27s/8F5sOgJ0//vOBbav2ZErIUyx5mUM0w5OIVF4YvIzMnU3uHh7MGjDR7lwToP4u5k6ii1P/oCX60PY2PoObMfNSuV5pVuQXSv7y3CuVBWRyYVAkLAEgnoiSRL9LmgPqmGKJMnT9ZaeScmJmqtvBs1aqS18VbtvF1cXPj444+ZO3cux44dQ5XA8/X11ZqwvP7661SqVKmgr7JJO729IQJaf9lFQOszMsKiSAV07MuvcHHlSkrddRe+U3+6vv9JsfDdnZCWBNWawYi14GB51SfiU+OZemgq80LnmWs5q5J0D9d7WCtJV0Y1ewH2RiXy1fpwNoflC+dqZd14sWsQ9zepJiXpjNjFMocQEAJWRUBPJFlVMOKsoQT09oYIaH3cIqD1GRlhUaQC+ni/flwJOYLXsGF4j33z3/6r1I1Z/eDYBnB0hae2QMUgI+I0bA4lnGcGz+S30N9IzTRVzHBzdGNInSE8Wv9RyrqW1Z6pVI2v/ghnS3i8+d3eHq482zGQQS2q4+LoYJhPMpEQEAJCwJoI6Ikka4pFfDWWgN7eEAGtz1sEtD4jIyyKTEDnZGcT2rQZOWlpeL/7Dl5Dhvzb/z0zYPlo0/N7PobWTxsRoyFzqFSN6cHTWRC2ANUQRQ1ne2ceqP0Aj93xmLmW847j5/n6j/Br2m6rE+dnOgQysLmPCGdDVkMmEQJCwJoJ6Ikka45NfL89Anp7QwS0Pl8R0PqMjLAoMgGdERtLROcums++06dTqnWra/2/eAq+aQVXLkKNu2D4CriqY5MRwd7KHNHJ0Uw7PI0lEUvIzDblODvZO9GvVj+tg6B3KW+ys3PYGHqWHzYfZ+eJ/MuBPl5ujOxYk/5NfXB2zO8+dSt+yGeEgBAQArZCQE8k2UqcEsfNE9DbGyKg9ZmKgNZnZIRFkQnoS1v+IvoJ08XAWlv+xLFixXz/VeqGqvcc9js4usEzW6F8oBHx3fIcqhzdT4d+YuXxlWTlmFqxujq4MrD2QB6p/wiV3CtpnQOXHTjFj38eIywuv46zbzl3RnWsyf1Nq+HkIML5lhdBPigEhIBNEtATSTYZtARVIAJ6e0MEtD5GEdD6jIywKDIBnTBzJnHjJ2BfpgxBO/++turE1VU3un0AbZ4zIrZbmmP/2f1aqsaGqA3kkKPNoS4HqhxndTmwnGs5ktMy+G1nNFP/iuTMxTTze+p4l+HJuwPo06gqjiKcb4m/fEgICAHbJ6AnkmyfgER4IwJ6e0MEtP7eEQGtz8gIiyIT0Kff/R8X5s7FtVFD/OfOzff90ln4piWkJpqqbjy2DuyL9oJdVnYWf0T9wYyQGRw8d9DsmypH91C9h7RydJ4unsQkXmbWjihm/32S5DRTOocarQPK8VT7QDoEVZRydEbsSplDCAgBmyagJ5JsOngJ7j8J6O0NEdD6G0gEtD4jIyyKTECfHPYwl3ftwvO++6j60YR83+cNh5AlYO8ET2+BSnWNiKtAc1zOuMziiMX8EvILsZdizZ+pUqoKD9V9iP5B/XF3dGf78fPM2HaCdSFxZJsOpVH9Tu6p760J58bVTZU3ZAgBISAEhIA+AT2RpD+DWNgqAb29IQJaf+VFQOszMsKiyAR0WNt2ZMXHU/Hll6iQmwtNyDKYN8wUR8e3oP2rRsSkO0f0xWjmhc1jYfhCktOTzfb1y9dneP3hdK3RlfRMWLLvlCacQ+PybdycHOjXtBqPtwvAv0Ip3XeJgRAQAkJACFxLQE8kCa+SS0Bvb4iA1t8bIqD1GRlhUSQCOispibBWrTV/fb6ZTJnOneFygqnqRspZqHwHPLkRHJyMiOm6c6g0jT9j/mRu6Fy2ntp6jU2H6h0YXm84zSo34+iZZObuimbR3hguXpWmoS4GPnxnDQY2q46ne+H5WWgAZGIhIASEgIUQ0BNJFuKmuFEMBPT2hgho/UURAa3PyAiLIhHQl/ft4+SQBzV/A1atwiXAHxY/DQfmgJ0DPLEBqjY2Ip5/zaEanywOX8z8sPmcTjlt/v/qYmDvgN4MrTuUCi4+LD9wmrm7ojgQk3TNHO1qVeCRNn50qF1JugYWygrJpEJACJQ0AnoiqaTxkHjzCejtDRHQ+rtFBLQ+IyMsikRAX1i4iNNjx4KjI3X27cXu5J+mjoNqtH0JurxrRCzmOTKyMrTT5qXHlrIlZguZOfkX/oK8ghhUexA9/HpyOOaKdtK84uBpUjNMperUKOvupLXZHtrKl5qVTC25ZQgBISAEhIAxBPREkjFvKZ5ZevTowe+//86PP/7IE3npiv/hyl9//UW7du3YuHEjHTp0uKHlrFmzGDZsGJGRkfj5qT+61V0cO8aNG8dbb72l/XrJkiVERUUxenRuQ7Lc2aZPn86jjz5KdHQ0Pj4+xQMGNL+7dOnCTz/9dEMf9PaGCGj95RMBrc/ICIsiEdBnP/uM8z9NxTkwkMAl8+Hb1pB4AsrXhKe3gpPrbceSk5PD/9s7E2ipqisN/wwCj0ngAUKYAgjiGMRZUWK3iHECTccJl7GNnRi126hpp26HGDXOQ5Yx2mnTbVairsQh4hQwplWcoi47HSUYAziBzKKoCDzes9d/ufWsV7yiXt2hqHfrO2u5RDxn33O+fW/VX/vus8/cD+ZqxvwZQe3mD9d92GzTB584r9nCeauGUUHtZkec80vQubOjzcfsPkwH77gNJwbG9ggGIAABCLROoJRIaq/cli5dGgjUDRs2BKL4mWeeKbmUOAL6xRdf1LBhwzRkyJDgOieffLJsb968eS2uu3z5cs2fP18TJkxQly5dSs4prQ4I6LTItrSLgK4M54oI6PdOP0Of/OEP6jX5IA2dNkCafcPG1fm0wZH7x1rp2x+9rVnvzNLv3v6d/rbqby1sOdo8dfRUjekxSX+cty4QzguWf9qij4/Z/vqEIfrG7sM0rF/3WHNhMAQgAAEIlCaQVQF988036+yzz9YhhxyimTNnasGCBc3R4mJU4gjoQpvFBHRpj1SmBwK6MpwR0JXhXBEBPX/KIVr/zjuqP/FoDWy6XfKR2OOnS9Nui7TKnGie9fYs/XXVX1vY6Nu1r7428lCN7vZVzX23V1B6buGqz1r26b6VDttlsKaOH6LdhvdVx47cbpEcwSAIQAACEQhkVUDvtttuWrNmjR588EFtv/32uuKKK/RvTl8MmyPTF1xwgZxSsW7dOh1xxBE6/vjjdeSRR7ZI4fj444911lln6b777lPnzp11wgknaPz48UFKSLEUDovnu+66q4U3Jk2apKeeeiq4XmEKx/r163XZZZfJqSGOnI8YMULf/e53gx8AuZYb9/LLL+vqq68OUlP69eunU045RZdccok6dtx40u6bb76pyy+/PIh+25aj4kcffbQuvfRS1dXVNdtDQEd4WCIMae+KZpSkW1ycTdJ6SQ9LOkfSyjawmCzpKkk7SVouyclCV0r6Ikl3o5HjJfnJ3FbSe5JuklSuIk1dQDetX6+/7jpBamzU4K/1U5+tX5e610tnviJ179cGHNKGpg3yCYGzF80Ocpvnfdjy9VRd5zrtMXA/bdNxby1bOkrPzlulD9c0tLDdq2tn/f32AwPRPHFMf47YbhN5OkEAAhBInkBrArpp3bog0LKlW5cRI9Sxa9eypzF37lztsMMOzTnJFtOffvqp3njjjWZbFs/XX399kLO87777asaMGXrooYe0cOHCFgL6uOOO08MPP6wrr7xS48aNCwTwc889F/QrJqCdouHc5z//+c/6zW9+E1yzd+/ewZxaE9AW7g888EAgoj1XR8xvvPFGXXzxxYEYdsuNGzt2rE466STttddeevzxx4N+Fuv+Ozfnbz/55JPaY4891KdPn2DNzs2eOHGi7r33XgR02XdTvAHtWUD3lvRaKH69O87Fgq+R5BIQ+0nh+dCt89lDkmus3RcKZ4toj7UYvyBvyDRJD4Z//5CkAyRdIukMSbeXgT51Ab1u3jwtOPyIYEpfnrxcdfUN0rTbpfHW/8WbDzZ5ecnLem7Rc0HZufx6zR7VtVM3bddrL3Vbv6sWvDNMb61oKZjdZ1Dvbpq8wzbBP3uPqleXzht/LdMgAAEIQGDLEWhNQK998029deTULTep8MojZzykbmPHlj2Piy66KIjSWsiOHDlSN910k8455xy99NJLgbBctWpVkB99xhln6Nprr22270itI9a5TYQWnxa9t956q04//fTmfha5r7766mY3ERZL4SgU0K+//rp23nnnQMyfe+65zdf4zne+o1/84hdavHhxIIRz46655hqdd955zf122WWXYC2PPfbYJpy8H6mxsVH3339/EDlftmyZ6uvrN2oANhGWfV9FGdCeBbRPA7nCFdsk5Y632zcUxkeG0ehiTB6VNEySa7o1hZ0ukmQh7l0CK8K/myPpbUmH5Rn6D0n+9HG/L8pObJ5+6gJ69cxZWnTWWcEsxn59sTqNmSh98+GNR/mFzQ/cwo8X6tVlrwai+ZWlr7Q4GTDXr67T1urdtLM+WjlGy5eNlD5vuRnCmRhfGdZHE7ftH4jmnYdszdHaUZ4+xkAAAhBIkUDWBLS/wywOnbrgNAa3JUuWNAvmW265RU8//XRQZeP555/XPvvs00z37rvv1vTp05sFtCO7FsLvv/++Bg8e3NzvqquuCtJBNleFo60C+rbbbguEvCPauQ2IvpDTPQ488EDNmjVLkydPbhbQjmpbcOeao9evvfaaLMTd1q5dK4tsp4O40ofTU3LthRde0N57bzwHAgGd4kOVZ7o9C+inJDkc6lSM/PaWpCckfbsIQqtBH3nndydO2ci1EaFYni7pbt+DkmzrREm/yus3yfd/GOV+vo1uSl1Ar7j9di2/+RZ1rmvUmKNXqfG0Z7W4Ww+98cEbmrNyjuasmBP8e/X61ZtO+fMO6tgwVJ99NFYbPhmnprX+bdAyijyqfw/tt23/IC3DUeat6zjkpI2+pxsEIACBLUIgaykcOXF83XXX6dRTT21metRRR2nOnDmBGHY+s4WnK2SMHj26uY9TH1zaLReBdhT7wgsvDCp5dOrUqbnfnXfeGdhOQkA7N9upGg0NDUGOda45+u3cbaddHHvssa2mfrhvoVB3vvZPf/rTQOA7NcXRa0fLTzvttBapKQjoyjxu7VlAL5V0j6TvFaBydNnpHcXKTmwv6S+SjnI5x4KxLh1xo6SLJX1Nkt+b7CrpT3n9BkhaJslP751tdFPqAvr3x03RkD+9q0VDm3T99H5a0nGdGoPfF63o5c87BCK5cc0obVgzSo1rviw1fVHirnuXTvrK0D6aMKKPJgzvq12H91W/HluuJE8bGdMNAhCAAATyCGRtE6GFrQVusfbII4+oZ8+e7TYCXVg/ulBAO4p9+OGH64477mhGkKtbnV/fGgFdmY+B9iygvWnQmwAvK0D1y1D07lgEYS7NwxsPHUnObwslOdfZOc4+0s+R55FhZDrXzz8jrUydqHRdkWv08Tkhef/PFdVn5/+iTdS9DZ9p5kETNHypNHNCB9055Ytf075O0/p+alw7RE2fDQ3+3bh2aCCYnas8tG+dxgzsqXGDemvcoF7ablAvjajvwWmAiToIYxCAAAQqTyBLAtrpC4MGDdKee+4p50Hnt6amJk2bNk2HHXaYnDZhoXnmmWduNgfamxF33HHHSDnQzmF+9NFHg9SM/FaYA+2o+E477bRJDrSrcLhvYQ50KQHdt2/fYEOhU1VybcqUKUEqCAK68s9XexfQTsH4QQE2i17nNhcT0N5g6OQpH0X0dMFY51I7Km0B7VQOi3FHj/O3LLdFQFvUb3LsX2oCev0a/Xba3hq8pEGP7VWvmeN3U50GqUeHL2lA1xEa2KOf+vboon49ttLAXt00rF+dhvbtrgE9u1JarvLPHFeEAAQgUBECWRLQrnhxzDHHBKcATp266SbIb33rW7rnnnuCnGinTuQqXTgP2pU2PK6wCoftWQg773m77bYLRK1zqxctWrTZFA7XofbGxZ///OeBCHcVjtz4wjJ23uDnjX6uwrH77rsHYveGG24IKoQUVuEoJaBdNcTz9dqcB+7os3OfXQcbAV2RR6rFRdqzgK7mFI7KRqAdZf68SR1Xv6/Pe31JHcKakZW/nbgiBCAAAQhUC4EsCWjXcPaJgBa3W2216R6c3EEpFrUnnniizj///KAEnOswH3roocEGQgvvfKG5evXqoCSdBa5zlC1QXYVjc3Wg7VvXj/bmQNdrXrFihQ444IDN1oF2neb8OtCu+tFaHehSAtonHXrsE088EeRtu7KI//H6ENCVf+ras4B2+oXTOA4uwNbWTYSOXDsFJNeKbSLMbSrM9avKTYSVv3W4IgQgAAEIVDOBLAnoaubcHudW6t7w/3eZwFbSWNvjclOZc3sW0N8Pq2jYw++HdFzD5QVJpcrYPRKWsfMGwVwZO9d/tqjOL2Pn2jEW5BsLLG9srv/sDYhVVcYulbsDoxCAAAQg0G4JlBJJ7XZhTDw2gVL3BgK6NOL2LKBzB6m4IoZzjn2OpaumLyk4SCWXj5y/GXDPMA/612EljdxBKj8uOEjFQvmB8PTBGeFBKs5trrqDVEq7mh4QgAAEIFBLBEqJpFpiwVpbEih1byCgS98x7VlAe3Uu8ujtqN4Q6MoYPsrbB8znH+XdmoD2WNeP/lF4lLcPTvlZeDBL4VHersZReJT3T0qjbdEj9TJ2Zc6H7hCAAAQgkHECpURSxpfP8jZDoNS9gYAuffu0dwFdeoXV0QMBXR1+YBYQgAAEaoZAKZFUMyBY6CYESt0bCOjSNw0CujSjJHogoJOgiA0IQAACEGgzAYsgH38dbgZr8zg6Zp+Ay+p26NAhOPa7tYaALn0PIKBLM0qiBwI6CYrYgAAEIACBNhN49913gzJu2267bZvH0LE2CPio8y5dumj48OEI6IguR0BHBFfmMAR0mcDoDgEIQAAC8QgsW7ZMK1eu1IABA9S/f/94xhidGQKuXe2a0vX19Ro4cCACOqJnEdARwZU5DAFdJjC6QwACEIBAPAI+4toHj3zyySfB4SM+fMOv7Wm1ScDpPI2NjWpoaFDPnj2DI887Fjl4jRSO0vcIT1JpRkn0QEAnQREbEIAABCBQFgGLaEcc165dK/+ZVtsELJi7desWvJEoJp5NCAFd+j5BQJdmlEQPBHQSFLEBAQhAAAIQgEDqBBDQpREjoEszSqIHAjoJitiAAAQgAAEIQCB1Agjo0ogR0KUZJdEDAZ0ERWxAAAIQgAAEIJA6AQR0acQI6NKMkuiBgE6CIjYgAAEIQAACEEidAAK6NGIEdGlGSfRAQCdBERsQgAAEIAABCKROAAFdGjECujSjJHogoJOgiA0IQAACEIAABFIngIAujRgBXZpREj1GS5o3e/ZsDR06NAl72IAABCAAAQhAAAKpEFi4cKH2339/2/YxlvNTuUg7N4qArowDJ0qaXZlLcRUIQAACEIAABCCQCAGr6GcTsZQxIwjoyji0q6Q9JC2W1JjSJR3atkj3zb4wpWtgtnwC+KV8ZmmPwCdpE45mH79E45b2KPySNuHy7VfCJ50kDZb0sqR15U8x+yMQ0NnxcZBnLWmkDxHKzrLa/UrwS/W5EJ9Un088I/yCX6qTQPXNimelCnyCgK4CJyQ0BR6ohEAmbAa/JAw0AXP4JAGIKZjALylATcAkfkkAYsIm8EnCQKOYQ0BHoVadY3ig8Et1Eqi+WfGsVJ9PiEBXp0/wS3X6hc+wKvALAroKnJDQFPpI+p6kmyV9mJBNzMQngF/iM0zaAj5Jmmgy9vBLMhyTtoJfkiYa3x4+ic8wtgUEdGyEGIAABCAAAQhAAAIQqCUCCOha8jZrhQAEIAABCEAAAhCITQABHRshBiAAAQhAAAIQgAAEaokAArqWvM1aIQABCEAAAhCAAARiE0BAx0aIAQhAAAIQgAAEIACBWiKAgG4f3h4l6RZJB0paL+lhSedIWtmG6U+WdJWknSQtl/Sfkq5M8UTENkwpM12i+MWnO9l3h0naQZJPqXxD0nWS7ssMmS23kCg+KZytS0T9RVKdpGGc7JmIM+P4ZStJ50r6x/CwFVcZeknSUZI2JDK72jQS1SedJZ0t6RRJIyStkDRT0r9LWlqbKBNbtU8YvEDSnpK+IqmLpLbqtKj+TGzytWaorY6pNS7VtN7ekl4Lxe+lknpIuiY8Fnw/SZ9vZrI+Pvy5UJhZOFtEe6zFuB9SWnQCUf3SU9J7ku6S9PvwiNRjJJ0q6UxJP4k+pZofGdUnheBmSPKzMwgBncg9Fccv/o76raR9JF0h6f8k1Us6WNK/hAGFRCZZY0bi+ORHkv5V0g8kPSvJws2+WRQKv6YaY5nkcr8q6d7w+GyXqpvYRgEdx59Jzr+mbCGgq9/d/qDyh5M/pPwB5bZvKIyPDKPRxVbxaCgAxkvKfahdJMlCfEgYOah+AtU5w6h+cQTaH3arCpb1O0nbhUexV+eKq39WUX2Sv7Jpkn4mySLhBgR0Ik6P45dvSrpT0u6S/pTIbDBiAnF84gDA/0g6KQ+l/+ygwPbhGzUoRyPQMe+72hH9H7ZRQMfxZ7SZMqrNrwZAteUIPCWpQZJTMfLbW5KekPTtIlPzq5+PJV0epmzkuvmV29uSpku6e8stq91fOapfii3caTXfD1M62j2cLbSAuD7pHqZu+AerUwP+CwGdiCfj+OV5SWskHZTITDCSIxDHJ0sk/Tp8A5Cz52DOQ2Fa2lwwJ0KgHAEdx5+JTLYWjRCBrn6vO6fsnvCUwfzZOrrsSOb+RZbgSIDzOJ0n6Feg+e1TSTdKurj6l1+1M4zql2ILeib0p98W0KIRiOsTpzd5n8Fekhz5REBH80PhqKh+ce6zP6vuCIMIzoH2jxyLau8j+N9kpleTVqL6xLCcunGWpGPDN6Ejw2flgzC1piaBprDocgR0HH+mMPXaMImArn4/e9OgNwFeVjDVX0raVdKORZaQS/OwIPCv0/y2MIwWnFH9y6/aGUb1S2sL8tsA+/NESb+q2hVX/8Ti+MQbOl+VdEC4Qe1kBHRiDo/qF+egLw7fpL0ZCjd/Z1nADZc0RpJFG618AlF9kruSv48uyUsveFKS058+KX8qjChCoBwBHdefOCECAQR0BGgVHuIHw6/3/aWR3yy0HK0sJqC9wdAbPLwp4emCsc6ldlQaAR3dmVH9UnhFb1bzDxy//jwh+nQYGW4oi/KsGJ598DdJ/xSSREAnd0tFfVa8T8M/9teGewOcOuDmv18Q7g1xjiitfAJRfeIr/XMY1HF64B9D3/jPfuN5aImN7eXPtHZHlCugo3721S7hmCtHQMcEWIHhUV/NkMKRrnOi+iV/VuMkzQ4rC/iLx19qtOgEovrEr6K9cXBODPZYAAAFVklEQVRC3sZa/5hxRRT/QH0nTCWIPrPaHhnVLy4j6BQOvxnwJsL85mocLv9o39HKJxDVJ66A4gCMo8/X5l3W1SL8WXaEpEfKnw4jWiFQjoCO6k/AxyCAgI4Br0JDHRmzsHLZpvzW1k2Ejlw7BSTX2ESYjOOi+iXfD35D4Kja34WvqZOZWe1aieoTv452ZZpiza+n2cQW/b6K6hdfcX5YsaY1Ae3N0FOjT6umR0b1iesTO+o8RdKsPIIur+r0Deem31TTZJNbfDkCOqo/k5ttDVpCQFe/012Zwa9mvFHj/XC6e0t6QVKpMnaOBPggCOdK58rYuf6zRTVl7OL5Po5ftgmjNY3hJlAfRECLTyCqT3xwiv/Jb4dIOl+Sa3Q7/9YRT1o0AlH94qt5s/PpYRnP3OefP9PmhSW+XDGFVj6BqD4ZGB6W4nKoLvWYa5PCNKjWNq2XPztGmEA5AjqqPyEdgwACOga8Cg3NFUhfFm4k9GtNvzpz5DL/IJVcFM1C25EZN0cLHOV0ySHXUs0dpPJjDlKJ7b2ofrH/XEXANZ9d6cE1VfObKwusiz272jQQ1Set0SIHOrl7KI5fBoc/Xpw24Dxbf2f5bcEASbtQyz6yk+L4xN8nPknVP15eDH/c+PvH5Qa9L+ezyLNioAn8Q4jh65KOk/SN8L/9vf5KuK/Jdbhdlea/w//XVn9COEECCOgEYaZoanR4eqA3BLomtI/y9lGq+Ud5tyagPSXXj3akwOLZkU7nevqDz9FPWjwCUfziSKfTb4q1/B9A8WZXm6Oj+AQBnf69EscvrpDiSLTzbP0m7Q9hzXRHoWnRCUT1iU9TvTAUdn4b4OCOUwgcMS0MCESfXe2OLHa6sA+q8Q9764BCAW1abfFn7VJNYeUI6BSgYhICEIAABCAAAQhAILsEENDZ9S0rgwAEIAABCEAAAhBIgQACOgWomIQABCAAAQhAAAIQyC4BBHR2fcvKIAABCEAAAhCAAARSIICATgEqJiEAAQhAAAIQgAAEsksAAZ1d37IyCEAAAhCAAAQgAIEUCCCgU4CKSQhAAAIQgAAEIACB7BJAQGfXt6wMAhCAAAQgAAEIQCAFAgjoFKBiEgIQgAAEIAABCEAguwQQ0Nn1LSuDAAQgAAEIQAACEEiBAAI6BaiYhAAEIAABCEAAAhDILgEEdHZ9y8ogAAEIQAACEIAABFIggIBOASomIQABCEAAAhCAAASySwABnV3fsjIIQAACEIAABCAAgRQIIKBTgIpJCEAAAhCAAAQgAIHsEkBAZ9e3rAwCEIAABCAAAQhAIAUCCOgUoGISAhCAAAQgAAEIQCC7BBDQ2fUtK4MABCAAAQhAAAIQSIEAAjoFqJiEAAQgAAEIQAACEMguAQR0dn3LyiAAAQhAAAIQgAAEUiCAgE4BKiYhAAEIQAACEIAABLJLAAGdXd+yMghAAAIQgAAEIACBFAggoFOAikkIQAACEIAABCAAgewSQEBn17esDAIQgAAEIAABCEAgBQII6BSgYhICEIAABCAAAQhAILsEENDZ9S0rgwAEIAABCEAAAhBIgQACOgWomIQABCAAAQhAAAIQyC4BBHR2fcvKIAABCEAAAhCAAARSIICATgEqJiEAAQhAAAIQgAAEsksAAZ1d37IyCEAAAhCAAAQgAIEUCCCgU4CKSQhAAAIQgAAEIACB7BJAQGfXt6wMAhCAAAQgAAEIQCAFAgjoFKBiEgIQgAAEIAABCEAguwQQ0Nn1LSuDAAQgAAEIQAACEEiBAAI6BaiYhAAEIAABCEAAAhDILgEEdHZ9y8ogAAEIQAACEIAABFIg8P9HjYQosO3LLwAAAABJRU5ErkJggg==" width="640">


レポートの解答で無難に言うならば，「遅いゼロ点はオーバーシュートを引き起こす。早い零点はまぁ無視しても良い。」ということになるが，これはどうしてか。
せっかくなのでBode線図も見てみよう


```python
plt.figure(6)
for sys in sys5:
    print(sys)
    bode(sys)

plt.legend(['G1','G2','G3','Additional'])
```


    <IPython.core.display.Javascript object>



<img 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" width="640">


    
          1
    --------------
    s^2 + 8 s + 15
    
    
          s + 4
    -----------------
    4 s^2 + 32 s + 60
    
    
           s + 50
    --------------------
    50 s^2 + 400 s + 750
    
    
        s + 1
    --------------
    s^2 + 8 s + 15
    
    




    <matplotlib.legend.Legend at 0x15ae3a986a0>



遅いゼロ点ではゲインが不用意に盛り上がっていることが確認できる。
不要な周波数成分を増幅することにより変な振動が起きてしまう → オーバーシュートが出てくる といった感じである。

直感的に説明すると，「分子が1の場合，安定極であれば分母は単調増加して高周波ほどゲインが下がるのに対し，分子にsの項が加わると分子も増加する要素が加わるためsの寄与が相対的に高い遅い零点ではある周波数周辺でゲインが盛り上がる → オーバーシュート」という感じであろうか。

## 演習８

結構難しい気がする。問題の意図が汲めない…
一応低域の位相を遅らせることと引き換えに高域の位相を少し早めているって言うことなんだろうが。誰か解説手伝って。

### 余談：zpk記述
因数分解されたシステムは記述が面倒くさい。
zpk2tfというscipyの関数を用いることでゼロ点，極，DCゲインの３つからtfを生成可能だが，生成結果はtupleであり２変数を受け取るtfに直接食わせられない。

そんなときは`*`を用いた展開表現を用いることで，tupleを複数argumentとして認識させることが出来る。

[参考](https://note.nkmk.me/python-argument-expand/)


```python
Gp =tf(*zpk2tf([],[0,-2,-10],40))
Gc =tf(*zpk2tf([-0.2,-1],[-0.02,-5],5))

plt.figure(7)
bode(Gp)
bode(Gp*Gc)
bode(feedback(Gp*Gc))

plt.legend(['Plant','Plant+C', 'Feedback'])
plt.show()
```


    <IPython.core.display.Javascript object>



<img 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" width="640">


## 根軌跡
rlocusやってrlockfindがない！ってOctaveで毎年なるんですがpythonにもなかった…



```python
tau = 0.01
plant = tf([1],[1,3,2,0])
gc = tf([-1.5],[-1.0/tau])

x1,y1 = rlocus(plant*gc)
```


    <IPython.core.display.Javascript object>



<img 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" width="640">


# Saving
データとか保存用になにかする（予定）