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    "# **The Euro on Forex**\n",
    "## **Exploring Twenty Years of Volatility**\n",
    "### Very Brief History\n",
    "The currency exchange market has been around since coins were first used. At the end of the 1800s the development of the gold standard fixed currency values to a certain amount of gold, allowing for an internationally stable monetary system (1). Eventually the amount of gold was not enough to keep up with the demand for currency. After World War II the Bretton Woods Accord set the US Dollar as the global fixed currency. This created an adjustable rate exchange, but it was still determined by central banks and state actors (2). The US dollar was pegged to gold at the time, and during the 1970s the same liquidity problem (i.e. amount of gold vs currency in circulation) occurred. In August of 1971 President Richard Nixon unilaterally canceled direct international convertibility of the US dollar to gold, inadvertently beginning a regime of free-floating currencies (3).\n",
    "\n",
    "### Today\n",
    "The modern foreign exchange market (Forex, FX, or currency market) is a direct broker to dealer global marketplace that determines the market value and exchange rate of currencies all over the world. It is open 24 hours a day, 5 days a week. Currencies are always traded in pairs, and the value expressed is of one currency relative to another. For example, at the end of the day on 11/19/21 the Euro to US dollar rate was 1.13, or $1.13 equals €1. All of the twenty most traded currencies are free-floating, their value is determined by political conditions, economic factors and market psychology.\n",
    "\n",
    "Forex is by far the largest financial market in the world, in 2019 having a daily volume of over $6.6 trillion (4). The Euro to US dollar (EURUSD) is the most traded currency pair, taking about 30% of the multi-billion dollar Forex turnover (5).\n",
    "\n",
    "### Methodology\n",
    "This study examines the more than two decades of exchange rates for the Euro. It uses the 2019 Triennial Central Bank Survey by the Bank for International Settlements to determine four currencies that represent large portions of the market and four currencies that represent small portions of the market. The highly traded currencies are the US dollar, Japanese yen, UK pound, and Australian dollar. The Israeli shekel, Phillipine peso, Malaysian ringgit, and Romanian leu comprise the group of least traded currencies.\n",
    "\n",
    "The data set used is based on daily closing values provided by the European Central Bank and compiled by Daria Chemkaeva. It is updated weekly, the version used for this study was downloaded from Kaggle in November 2021.\n",
    "\n",
    "### Summary\n",
    "This study demonstrates that geopolitics has broad influence on the foreign exchange market. This is shown through the correlation between historical events and changes in FOREX. This study also reveals global and regional synchronicity in exchange rate volatility.\n",
    "<br><br>\n",
    "\n",
    "## **Initial Look**\n",
    "The first steps are to import the basic libraries, open the file, and take an initial look at the dataset.\n",
    "\n"
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       "      <th>[Norwegian krone ]</th>\n",
       "      <th>[New Zealand dollar ]</th>\n",
       "      <th>[Philippine peso ]</th>\n",
       "      <th>[Polish zloty ]</th>\n",
       "      <th>[Romanian leu ]</th>\n",
       "      <th>[Russian rouble ]</th>\n",
       "      <th>[Swedish krona ]</th>\n",
       "      <th>[Singapore dollar ]</th>\n",
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       "      <th>[Slovak koruna ]</th>\n",
       "      <th>[Thai baht ]</th>\n",
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       "      <th>0</th>\n",
       "      <td>2021-01-08</td>\n",
       "      <td>1.5758</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5748</td>\n",
       "      <td>1.5543</td>\n",
       "      <td>1.0827</td>\n",
       "      <td>7.9184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.163</td>\n",
       "      <td>7.4369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.4982</td>\n",
       "      <td>7.5690</td>\n",
       "      <td>359.62</td>\n",
       "      <td>17247.33</td>\n",
       "      <td>3.8981</td>\n",
       "      <td>89.7975</td>\n",
       "      <td>155.5000</td>\n",
       "      <td>127.26</td>\n",
       "      <td>1337.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.4718</td>\n",
       "      <td>4.9359</td>\n",
       "      <td>10.2863</td>\n",
       "      <td>1.6883</td>\n",
       "      <td>58.947</td>\n",
       "      <td>4.5113</td>\n",
       "      <td>4.8708</td>\n",
       "      <td>90.8000</td>\n",
       "      <td>10.0510</td>\n",
       "      <td>1.6228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.8480</td>\n",
       "      <td>9.0146</td>\n",
       "      <td>1.2250</td>\n",
       "      <td>18.7212</td>\n",
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       "      <th>1</th>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>1.5836</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5172</td>\n",
       "      <td>1.5601</td>\n",
       "      <td>1.0833</td>\n",
       "      <td>7.9392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.147</td>\n",
       "      <td>7.4392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.5176</td>\n",
       "      <td>7.5660</td>\n",
       "      <td>357.79</td>\n",
       "      <td>17259.99</td>\n",
       "      <td>3.9027</td>\n",
       "      <td>90.0455</td>\n",
       "      <td>155.3000</td>\n",
       "      <td>127.13</td>\n",
       "      <td>1342.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.2552</td>\n",
       "      <td>4.9570</td>\n",
       "      <td>10.3435</td>\n",
       "      <td>1.6907</td>\n",
       "      <td>59.043</td>\n",
       "      <td>4.4998</td>\n",
       "      <td>4.8712</td>\n",
       "      <td>91.2000</td>\n",
       "      <td>10.0575</td>\n",
       "      <td>1.6253</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.8590</td>\n",
       "      <td>8.9987</td>\n",
       "      <td>1.2276</td>\n",
       "      <td>18.7919</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>1.5824</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5119</td>\n",
       "      <td>1.5640</td>\n",
       "      <td>1.0821</td>\n",
       "      <td>7.9653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.145</td>\n",
       "      <td>7.4393</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90635</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.5659</td>\n",
       "      <td>7.5595</td>\n",
       "      <td>357.86</td>\n",
       "      <td>17168.20</td>\n",
       "      <td>3.9289</td>\n",
       "      <td>90.2040</td>\n",
       "      <td>156.3000</td>\n",
       "      <td>127.03</td>\n",
       "      <td>1339.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.3543</td>\n",
       "      <td>4.9482</td>\n",
       "      <td>10.3810</td>\n",
       "      <td>1.6916</td>\n",
       "      <td>59.296</td>\n",
       "      <td>4.5160</td>\n",
       "      <td>4.8720</td>\n",
       "      <td>90.8175</td>\n",
       "      <td>10.0653</td>\n",
       "      <td>1.6246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.9210</td>\n",
       "      <td>9.0554</td>\n",
       "      <td>1.2338</td>\n",
       "      <td>18.5123</td>\n",
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       "      <th>3</th>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>1.5927</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5517</td>\n",
       "      <td>1.5651</td>\n",
       "      <td>1.0803</td>\n",
       "      <td>7.9315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.227</td>\n",
       "      <td>7.4387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.5136</td>\n",
       "      <td>7.5588</td>\n",
       "      <td>360.27</td>\n",
       "      <td>17075.10</td>\n",
       "      <td>3.9277</td>\n",
       "      <td>89.8670</td>\n",
       "      <td>156.1000</td>\n",
       "      <td>126.25</td>\n",
       "      <td>1335.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.5860</td>\n",
       "      <td>4.9293</td>\n",
       "      <td>10.4713</td>\n",
       "      <td>1.7036</td>\n",
       "      <td>59.020</td>\n",
       "      <td>4.5473</td>\n",
       "      <td>4.8721</td>\n",
       "      <td>91.6715</td>\n",
       "      <td>10.0570</td>\n",
       "      <td>1.6180</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.7760</td>\n",
       "      <td>9.0694</td>\n",
       "      <td>1.2271</td>\n",
       "      <td>18.4194</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>1.5928</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.3241</td>\n",
       "      <td>1.5621</td>\n",
       "      <td>1.0811</td>\n",
       "      <td>7.9484</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.141</td>\n",
       "      <td>7.4379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.5330</td>\n",
       "      <td>7.5565</td>\n",
       "      <td>361.32</td>\n",
       "      <td>17062.67</td>\n",
       "      <td>3.9430</td>\n",
       "      <td>89.7890</td>\n",
       "      <td>156.1000</td>\n",
       "      <td>126.62</td>\n",
       "      <td>1332.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.3031</td>\n",
       "      <td>4.9264</td>\n",
       "      <td>10.4440</td>\n",
       "      <td>1.7065</td>\n",
       "      <td>59.058</td>\n",
       "      <td>4.5475</td>\n",
       "      <td>4.8713</td>\n",
       "      <td>90.3420</td>\n",
       "      <td>10.0895</td>\n",
       "      <td>1.6198</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.7280</td>\n",
       "      <td>9.0579</td>\n",
       "      <td>1.2296</td>\n",
       "      <td>17.9214</td>\n",
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       "  Period\\Unit: [Australian dollar ] [Bulgarian lev ] [Brazilian real ] [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ] [Cypriot pound ] [Czech koruna ] [Danish krone ] [Estonian kroon ] [UK pound sterling ] [Greek drachma ] [Hong Kong dollar ] [Croatian kuna ] [Hungarian forint ] [Indonesian rupiah ] [Israeli shekel ] [Indian rupee ]   [Iceland krona ]   [Japanese yen ] [Korean won ] [Lithuanian litas ] [Latvian lats ] [Maltese lira ] [Mexican peso ] [Malaysian ringgit ] [Norwegian krone ] [New Zealand dollar ] [Philippine peso ] [Polish zloty ]    [Romanian leu ]   [Russian rouble ] [Swedish krona ] [Singapore dollar ] [Slovenian tolar ] [Slovak koruna ] [Thai baht ]    [Turkish lira ]   [US dollar ] [South African rand ]\n",
       "0  2021-01-08         1.5758             1.9558            6.5748            1.5543           1.0827              7.9184                 NaN            26.163          7.4369             NaN              0.90128              NaN              9.4982            7.5690             359.62             17247.33             3.8981           89.7975                155.5000      127.26         1337.90            NaN               NaN             NaN           24.4718           4.9359              10.2863              1.6883              58.947            4.5113                   4.8708       90.8000          10.0510            1.6228               NaN               NaN          36.8480                 9.0146    1.2250            18.7212      \n",
       "1  2021-01-07         1.5836             1.9558            6.5172            1.5601           1.0833              7.9392                 NaN            26.147          7.4392             NaN              0.90190              NaN              9.5176            7.5660             357.79             17259.99             3.9027           90.0455                155.3000      127.13         1342.29            NaN               NaN             NaN           24.2552           4.9570              10.3435              1.6907              59.043            4.4998                   4.8712       91.2000          10.0575            1.6253               NaN               NaN          36.8590                 8.9987    1.2276            18.7919      \n",
       "2  2021-01-06         1.5824             1.9558            6.5119            1.5640           1.0821              7.9653                 NaN            26.145          7.4393             NaN              0.90635              NaN              9.5659            7.5595             357.86             17168.20             3.9289           90.2040                156.3000      127.03         1339.30            NaN               NaN             NaN           24.3543           4.9482              10.3810              1.6916              59.296            4.5160                   4.8720       90.8175          10.0653            1.6246               NaN               NaN          36.9210                 9.0554    1.2338            18.5123      \n",
       "3  2021-01-05         1.5927             1.9558            6.5517            1.5651           1.0803              7.9315                 NaN            26.227          7.4387             NaN              0.90333              NaN              9.5136            7.5588             360.27             17075.10             3.9277           89.8670                156.1000      126.25         1335.85            NaN               NaN             NaN           24.5860           4.9293              10.4713              1.7036              59.020            4.5473                   4.8721       91.6715          10.0570            1.6180               NaN               NaN          36.7760                 9.0694    1.2271            18.4194      \n",
       "4  2021-01-04         1.5928             1.9558            6.3241            1.5621           1.0811              7.9484                 NaN            26.141          7.4379             NaN              0.90160              NaN              9.5330            7.5565             361.32             17062.67             3.9430           89.7890                156.1000      126.62         1332.03            NaN               NaN             NaN           24.3031           4.9264              10.4440              1.7065              59.058            4.5475                   4.8713       90.3420          10.0895            1.6198               NaN               NaN          36.7280                 9.0579    1.2296            17.9214      "
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7643</td>\n",
       "      <td>1.6138</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.938</td>\n",
       "      <td>7.4433</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.70940</td>\n",
       "      <td>324.00</td>\n",
       "      <td>9.0302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.15</td>\n",
       "      <td>9321.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.9900</td>\n",
       "      <td>130.09</td>\n",
       "      <td>1366.73</td>\n",
       "      <td>4.66430</td>\n",
       "      <td>0.6654</td>\n",
       "      <td>0.4419</td>\n",
       "      <td>11.4414</td>\n",
       "      <td>4.4295</td>\n",
       "      <td>8.5900</td>\n",
       "      <td>2.1557</td>\n",
       "      <td>44.295</td>\n",
       "      <td>4.0363</td>\n",
       "      <td>1.3143</td>\n",
       "      <td>27.2075</td>\n",
       "      <td>9.1650</td>\n",
       "      <td>1.9537</td>\n",
       "      <td>188.8400</td>\n",
       "      <td>42.560</td>\n",
       "      <td>42.5590</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>6.7855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7602</td>\n",
       "      <td>1.6165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.886</td>\n",
       "      <td>7.4431</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.70585</td>\n",
       "      <td>324.40</td>\n",
       "      <td>9.0131</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.09</td>\n",
       "      <td>9218.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.0600</td>\n",
       "      <td>129.43</td>\n",
       "      <td>1337.16</td>\n",
       "      <td>4.65480</td>\n",
       "      <td>0.6627</td>\n",
       "      <td>0.4413</td>\n",
       "      <td>11.5511</td>\n",
       "      <td>4.4203</td>\n",
       "      <td>8.6295</td>\n",
       "      <td>2.1531</td>\n",
       "      <td>44.436</td>\n",
       "      <td>4.0165</td>\n",
       "      <td>1.3092</td>\n",
       "      <td>26.9876</td>\n",
       "      <td>9.1800</td>\n",
       "      <td>1.9436</td>\n",
       "      <td>188.8000</td>\n",
       "      <td>42.765</td>\n",
       "      <td>42.1678</td>\n",
       "      <td>0.3701</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>6.8283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.8820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7711</td>\n",
       "      <td>1.6116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58200</td>\n",
       "      <td>34.850</td>\n",
       "      <td>7.4452</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.70760</td>\n",
       "      <td>324.72</td>\n",
       "      <td>9.1010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.67</td>\n",
       "      <td>9337.68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.5400</td>\n",
       "      <td>131.42</td>\n",
       "      <td>1359.54</td>\n",
       "      <td>4.69940</td>\n",
       "      <td>0.6649</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>11.4705</td>\n",
       "      <td>4.4637</td>\n",
       "      <td>8.7335</td>\n",
       "      <td>2.1890</td>\n",
       "      <td>44.872</td>\n",
       "      <td>4.0065</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>27.4315</td>\n",
       "      <td>9.3050</td>\n",
       "      <td>1.9699</td>\n",
       "      <td>188.7000</td>\n",
       "      <td>42.778</td>\n",
       "      <td>42.6949</td>\n",
       "      <td>0.3722</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
       "      <td>1.6123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58230</td>\n",
       "      <td>34.917</td>\n",
       "      <td>7.4495</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.71220</td>\n",
       "      <td>324.70</td>\n",
       "      <td>9.1341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.80</td>\n",
       "      <td>9314.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.5300</td>\n",
       "      <td>130.96</td>\n",
       "      <td>1373.01</td>\n",
       "      <td>4.71740</td>\n",
       "      <td>0.6657</td>\n",
       "      <td>0.4432</td>\n",
       "      <td>11.5960</td>\n",
       "      <td>4.4805</td>\n",
       "      <td>8.7745</td>\n",
       "      <td>2.2011</td>\n",
       "      <td>44.745</td>\n",
       "      <td>4.0245</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>26.5876</td>\n",
       "      <td>9.4025</td>\n",
       "      <td>1.9655</td>\n",
       "      <td>188.7750</td>\n",
       "      <td>42.848</td>\n",
       "      <td>42.5048</td>\n",
       "      <td>0.3728</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>6.7975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8004</td>\n",
       "      <td>1.6168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58231</td>\n",
       "      <td>35.107</td>\n",
       "      <td>7.4501</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.71110</td>\n",
       "      <td>327.15</td>\n",
       "      <td>9.1332</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.48</td>\n",
       "      <td>9433.61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.4800</td>\n",
       "      <td>133.73</td>\n",
       "      <td>1398.59</td>\n",
       "      <td>4.71700</td>\n",
       "      <td>0.6668</td>\n",
       "      <td>0.4432</td>\n",
       "      <td>11.6446</td>\n",
       "      <td>4.4798</td>\n",
       "      <td>8.8550</td>\n",
       "      <td>2.2229</td>\n",
       "      <td>45.510</td>\n",
       "      <td>4.0712</td>\n",
       "      <td>1.3111</td>\n",
       "      <td>25.2875</td>\n",
       "      <td>9.4696</td>\n",
       "      <td>1.9554</td>\n",
       "      <td>189.0450</td>\n",
       "      <td>42.991</td>\n",
       "      <td>42.6799</td>\n",
       "      <td>0.3723</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Period\\Unit: [Australian dollar ] [Bulgarian lev ] [Brazilian real ] [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ] [Cypriot pound ] [Czech koruna ] [Danish krone ] [Estonian kroon ] [UK pound sterling ] [Greek drachma ] [Hong Kong dollar ] [Croatian kuna ] [Hungarian forint ] [Indonesian rupiah ] [Israeli shekel ] [Indian rupee ]   [Iceland krona ]   [Japanese yen ] [Korean won ] [Lithuanian litas ] [Latvian lats ] [Maltese lira ] [Mexican peso ] [Malaysian ringgit ] [Norwegian krone ] [New Zealand dollar ] [Philippine peso ] [Polish zloty ]    [Romanian leu ]   [Russian rouble ] [Swedish krona ] [Singapore dollar ] [Slovenian tolar ] [Slovak koruna ] [Thai baht ]    [Turkish lira ]   [US dollar ] [South African rand ]\n",
       "5694  1999-01-08         1.8406               NaN               NaN             1.7643           1.6138                NaN                0.58187          34.938          7.4433           15.6466            0.70940            324.00             9.0302              NaN              250.15              9321.63               NaN              NaN                   80.9900      130.09         1366.73          4.66430           0.6654          0.4419          11.4414           4.4295              8.5900               2.1557              44.295            4.0363                   1.3143       27.2075          9.1650             1.9537            188.8400           42.560         42.5590                 0.3718    1.1659            6.7855       \n",
       "5695  1999-01-07         1.8474               NaN               NaN             1.7602           1.6165                NaN                0.58187          34.886          7.4431           15.6466            0.70585            324.40             9.0131              NaN              250.09              9218.77               NaN              NaN                   81.0600      129.43         1337.16          4.65480           0.6627          0.4413          11.5511           4.4203              8.6295               2.1531              44.436            4.0165                   1.3092       26.9876          9.1800             1.9436            188.8000           42.765         42.1678                 0.3701    1.1632            6.8283       \n",
       "5696  1999-01-06         1.8820               NaN               NaN             1.7711           1.6116                NaN                0.58200          34.850          7.4452           15.6466            0.70760            324.72             9.1010              NaN              250.67              9337.68               NaN              NaN                   81.5400      131.42         1359.54          4.69940           0.6649          0.4420          11.4705           4.4637              8.7335               2.1890              44.872            4.0065                   1.3168       27.4315          9.3050             1.9699            188.7000           42.778         42.6949                 0.3722    1.1743            6.7307       \n",
       "5697  1999-01-05         1.8944               NaN               NaN             1.7965           1.6123                NaN                0.58230          34.917          7.4495           15.6466            0.71220            324.70             9.1341              NaN              250.80              9314.51               NaN              NaN                   81.5300      130.96         1373.01          4.71740           0.6657          0.4432          11.5960           4.4805              8.7745               2.2011              44.745            4.0245                   1.3168       26.5876          9.4025             1.9655            188.7750           42.848         42.5048                 0.3728    1.1790            6.7975       \n",
       "5698  1999-01-04         1.9100               NaN               NaN             1.8004           1.6168                NaN                0.58231          35.107          7.4501           15.6466            0.71110            327.15             9.1332              NaN              251.48              9433.61               NaN              NaN                   81.4800      133.73         1398.59          4.71700           0.6668          0.4432          11.6446           4.4798              8.8550               2.2229              45.510            4.0712                   1.3111       25.2875          9.4696             1.9554            189.0450           42.991         42.6799                 0.3723    1.1789            6.9358       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5699 entries, 0 to 5698\n",
      "Data columns (total 41 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Period\\Unit:              5699 non-null   object \n",
      " 1   [Australian dollar ]      5699 non-null   object \n",
      " 2   [Bulgarian lev ]          5297 non-null   object \n",
      " 3   [Brazilian real ]         5431 non-null   object \n",
      " 4   [Canadian dollar ]        5699 non-null   object \n",
      " 5   [Swiss franc ]            5699 non-null   object \n",
      " 6   [Chinese yuan renminbi ]  5431 non-null   object \n",
      " 7   [Cypriot pound ]          2346 non-null   object \n",
      " 8   [Czech koruna ]           5699 non-null   object \n",
      " 9   [Danish krone ]           5699 non-null   object \n",
      " 10  [Estonian kroon ]         3130 non-null   object \n",
      " 11  [UK pound sterling ]      5699 non-null   object \n",
      " 12  [Greek drachma ]          520 non-null    object \n",
      " 13  [Hong Kong dollar ]       5699 non-null   object \n",
      " 14  [Croatian kuna ]          5431 non-null   object \n",
      " 15  [Hungarian forint ]       5699 non-null   object \n",
      " 16  [Indonesian rupiah ]      5699 non-null   object \n",
      " 17  [Israeli shekel ]         5431 non-null   object \n",
      " 18  [Indian rupee ]           5431 non-null   object \n",
      " 19  [Iceland krona ]          3292 non-null   float64\n",
      " 20  [Japanese yen ]           5699 non-null   object \n",
      " 21  [Korean won ]             5699 non-null   object \n",
      " 22  [Lithuanian litas ]       4159 non-null   object \n",
      " 23  [Latvian lats ]           3904 non-null   object \n",
      " 24  [Maltese lira ]           2346 non-null   object \n",
      " 25  [Mexican peso ]           5699 non-null   object \n",
      " 26  [Malaysian ringgit ]      5699 non-null   object \n",
      " 27  [Norwegian krone ]        5699 non-null   object \n",
      " 28  [New Zealand dollar ]     5699 non-null   object \n",
      " 29  [Philippine peso ]        5699 non-null   object \n",
      " 30  [Polish zloty ]           5699 non-null   object \n",
      " 31  [Romanian leu ]           5637 non-null   float64\n",
      " 32  [Russian rouble ]         5699 non-null   object \n",
      " 33  [Swedish krona ]          5699 non-null   object \n",
      " 34  [Singapore dollar ]       5699 non-null   object \n",
      " 35  [Slovenian tolar ]        2085 non-null   object \n",
      " 36  [Slovak koruna ]          2608 non-null   object \n",
      " 37  [Thai baht ]              5699 non-null   object \n",
      " 38  [Turkish lira ]           5637 non-null   float64\n",
      " 39  [US dollar ]              5699 non-null   object \n",
      " 40  [South African rand ]     5699 non-null   object \n",
      "dtypes: float64(3), object(38)\n",
      "memory usage: 1.8+ MB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import libraries and set display options\n",
    "import pandas as pd\n",
    "import pprint\n",
    "\n",
    "# set frame width and center output\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"\"\"\n",
    "<style>\n",
    ".container {width:84% !important;\n",
    "}\n",
    "</style>\n",
    "\"\"\"))\n",
    "\n",
    "# pretty print options\n",
    "pd.options.display.float_format = '{:20,.4f}'.format\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 3000)\n",
    "pd.set_option('display.colheader_justify', 'center')\n",
    "pd.set_option('display.precision', 3)\n",
    "\n",
    "# open file\n",
    "x_rates = pd.read_csv(\"euro-daily-hist_1999_2020.csv\")\n",
    "\n",
    "# head, tail, and basic info\n",
    "display(x_rates.head())\n",
    "display(x_rates.tail())\n",
    "display(x_rates.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b25b0c0",
   "metadata": {},
   "source": [
    "## **Initial Look Continued**\n",
    "The dataset covers the time period from January 1999 to January 2021. It has 5699 rows and 41 columns. Some of these columns have less than half the number of entries as other columns. In the original data set, cells with missing entries have a hyphen (-). This causes problems with a lot of the functions that will be used. For the time being the hyphens will be converted to the value ```NaN```, which preserves the row of information.\n",
    "## **Data Cleaning**\n",
    "The first steps will be:\n",
    "* Clean and modify column names\n",
    "* Convert to `datetime` data type\n",
    "* Sort the values with oldest first and reset the index\n",
    "* Clean currency columns\n",
    "* Convert exchange rates to floats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "eed88132",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/bz/5cj1tzbj5xn319rpqrw6gpmh0000gn/T/ipykernel_66234/3563766855.py:4: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\", regex=False)\n"
     ]
    },
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: center;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>australian_dollar</th>\n",
       "      <th>bulgarian_lev</th>\n",
       "      <th>brazilian_real</th>\n",
       "      <th>canadian_dollar</th>\n",
       "      <th>swiss_franc</th>\n",
       "      <th>chinese_yuan</th>\n",
       "      <th>cypriot_pound</th>\n",
       "      <th>czech_koruna</th>\n",
       "      <th>danish_krone</th>\n",
       "      <th>estonian_kroon</th>\n",
       "      <th>uk_pound</th>\n",
       "      <th>greek_drachma</th>\n",
       "      <th>hong_kong_dollar</th>\n",
       "      <th>croatian_kuna</th>\n",
       "      <th>hungarian_forint</th>\n",
       "      <th>indonesian_rupiah</th>\n",
       "      <th>israeli_shekel</th>\n",
       "      <th>indian_rupee</th>\n",
       "      <th>iceland_krona</th>\n",
       "      <th>japanese_yen</th>\n",
       "      <th>korean_won</th>\n",
       "      <th>lithuanian_litas</th>\n",
       "      <th>latvian_lats</th>\n",
       "      <th>maltese_lira</th>\n",
       "      <th>mexican_peso</th>\n",
       "      <th>malaysian_ringgit</th>\n",
       "      <th>norwegian_krone</th>\n",
       "      <th>new_zealand_dollar</th>\n",
       "      <th>philippine_peso</th>\n",
       "      <th>polish_zloty</th>\n",
       "      <th>romanian_leu</th>\n",
       "      <th>russian_rouble</th>\n",
       "      <th>swedish_krona</th>\n",
       "      <th>singapore_dollar</th>\n",
       "      <th>slovenian_tolar</th>\n",
       "      <th>slovak_koruna</th>\n",
       "      <th>thai_baht</th>\n",
       "      <th>turkish_lira</th>\n",
       "      <th>us_dollar</th>\n",
       "      <th>south_african_rand</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8004</td>\n",
       "      <td>1.6168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5823</td>\n",
       "      <td>35.1070</td>\n",
       "      <td>7.4501</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7111</td>\n",
       "      <td>327.1500</td>\n",
       "      <td>9.1332</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.4800</td>\n",
       "      <td>9,433.6100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.4800</td>\n",
       "      <td>133.7300</td>\n",
       "      <td>1,398.5900</td>\n",
       "      <td>4.7170</td>\n",
       "      <td>0.6668</td>\n",
       "      <td>0.4432</td>\n",
       "      <td>11.6446</td>\n",
       "      <td>4.4798</td>\n",
       "      <td>8.8550</td>\n",
       "      <td>2.2229</td>\n",
       "      <td>45.5100</td>\n",
       "      <td>4.0712</td>\n",
       "      <td>1.3111</td>\n",
       "      <td>25.2875</td>\n",
       "      <td>9.4696</td>\n",
       "      <td>1.9554</td>\n",
       "      <td>189.0450</td>\n",
       "      <td>42.9910</td>\n",
       "      <td>42.6799</td>\n",
       "      <td>0.3723</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
       "      <td>1.6123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5823</td>\n",
       "      <td>34.9170</td>\n",
       "      <td>7.4495</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7122</td>\n",
       "      <td>324.7000</td>\n",
       "      <td>9.1341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.8000</td>\n",
       "      <td>9,314.5100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.5300</td>\n",
       "      <td>130.9600</td>\n",
       "      <td>1,373.0100</td>\n",
       "      <td>4.7174</td>\n",
       "      <td>0.6657</td>\n",
       "      <td>0.4432</td>\n",
       "      <td>11.5960</td>\n",
       "      <td>4.4805</td>\n",
       "      <td>8.7745</td>\n",
       "      <td>2.2011</td>\n",
       "      <td>44.7450</td>\n",
       "      <td>4.0245</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>26.5876</td>\n",
       "      <td>9.4025</td>\n",
       "      <td>1.9655</td>\n",
       "      <td>188.7750</td>\n",
       "      <td>42.8480</td>\n",
       "      <td>42.5048</td>\n",
       "      <td>0.3728</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>6.7975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.8820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7711</td>\n",
       "      <td>1.6116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5820</td>\n",
       "      <td>34.8500</td>\n",
       "      <td>7.4452</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7076</td>\n",
       "      <td>324.7200</td>\n",
       "      <td>9.1010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.6700</td>\n",
       "      <td>9,337.6800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.5400</td>\n",
       "      <td>131.4200</td>\n",
       "      <td>1,359.5400</td>\n",
       "      <td>4.6994</td>\n",
       "      <td>0.6649</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>11.4705</td>\n",
       "      <td>4.4637</td>\n",
       "      <td>8.7335</td>\n",
       "      <td>2.1890</td>\n",
       "      <td>44.8720</td>\n",
       "      <td>4.0065</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>27.4315</td>\n",
       "      <td>9.3050</td>\n",
       "      <td>1.9699</td>\n",
       "      <td>188.7000</td>\n",
       "      <td>42.7780</td>\n",
       "      <td>42.6949</td>\n",
       "      <td>0.3722</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7602</td>\n",
       "      <td>1.6165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5819</td>\n",
       "      <td>34.8860</td>\n",
       "      <td>7.4431</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7058</td>\n",
       "      <td>324.4000</td>\n",
       "      <td>9.0131</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.0900</td>\n",
       "      <td>9,218.7700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.0600</td>\n",
       "      <td>129.4300</td>\n",
       "      <td>1,337.1600</td>\n",
       "      <td>4.6548</td>\n",
       "      <td>0.6627</td>\n",
       "      <td>0.4413</td>\n",
       "      <td>11.5511</td>\n",
       "      <td>4.4203</td>\n",
       "      <td>8.6295</td>\n",
       "      <td>2.1531</td>\n",
       "      <td>44.4360</td>\n",
       "      <td>4.0165</td>\n",
       "      <td>1.3092</td>\n",
       "      <td>26.9876</td>\n",
       "      <td>9.1800</td>\n",
       "      <td>1.9436</td>\n",
       "      <td>188.8000</td>\n",
       "      <td>42.7650</td>\n",
       "      <td>42.1678</td>\n",
       "      <td>0.3701</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>6.8283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.8406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7643</td>\n",
       "      <td>1.6138</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5819</td>\n",
       "      <td>34.9380</td>\n",
       "      <td>7.4433</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7094</td>\n",
       "      <td>324.0000</td>\n",
       "      <td>9.0302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.1500</td>\n",
       "      <td>9,321.6300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.9900</td>\n",
       "      <td>130.0900</td>\n",
       "      <td>1,366.7300</td>\n",
       "      <td>4.6643</td>\n",
       "      <td>0.6654</td>\n",
       "      <td>0.4419</td>\n",
       "      <td>11.4414</td>\n",
       "      <td>4.4295</td>\n",
       "      <td>8.5900</td>\n",
       "      <td>2.1557</td>\n",
       "      <td>44.2950</td>\n",
       "      <td>4.0363</td>\n",
       "      <td>1.3143</td>\n",
       "      <td>27.2075</td>\n",
       "      <td>9.1650</td>\n",
       "      <td>1.9537</td>\n",
       "      <td>188.8400</td>\n",
       "      <td>42.5600</td>\n",
       "      <td>42.5590</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>6.7855</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     date      australian_dollar   bulgarian_lev  brazilian_real    canadian_dollar        swiss_franc      chinese_yuan     cypriot_pound        czech_koruna         danish_krone        estonian_kroon          uk_pound           greek_drachma      hong_kong_dollar    croatian_kuna   hungarian_forint     indonesian_rupiah   israeli_shekel  indian_rupee     iceland_krona        japanese_yen          korean_won        lithuanian_litas       latvian_lats         maltese_lira         mexican_peso       malaysian_ringgit     norwegian_krone    new_zealand_dollar     philippine_peso       polish_zloty         romanian_leu        russian_rouble        swedish_krona      singapore_dollar      slovenian_tolar       slovak_koruna          thai_baht          turkish_lira           us_dollar       south_african_rand \n",
       "0 1999-01-04               1.9100      NaN             NaN                     1.8004               1.6168      NaN                    0.5823              35.1070               7.4501              15.6466               0.7111             327.1500               9.1332      NaN                   251.4800           9,433.6100       NaN            NaN                   81.4800             133.7300           1,398.5900               4.7170               0.6668               0.4432              11.6446               4.4798               8.8550               2.2229              45.5100               4.0712               1.3111              25.2875               9.4696               1.9554             189.0450              42.9910              42.6799               0.3723               1.1789               6.9358\n",
       "1 1999-01-05               1.8944      NaN             NaN                     1.7965               1.6123      NaN                    0.5823              34.9170               7.4495              15.6466               0.7122             324.7000               9.1341      NaN                   250.8000           9,314.5100       NaN            NaN                   81.5300             130.9600           1,373.0100               4.7174               0.6657               0.4432              11.5960               4.4805               8.7745               2.2011              44.7450               4.0245               1.3168              26.5876               9.4025               1.9655             188.7750              42.8480              42.5048               0.3728               1.1790               6.7975\n",
       "2 1999-01-06               1.8820      NaN             NaN                     1.7711               1.6116      NaN                    0.5820              34.8500               7.4452              15.6466               0.7076             324.7200               9.1010      NaN                   250.6700           9,337.6800       NaN            NaN                   81.5400             131.4200           1,359.5400               4.6994               0.6649               0.4420              11.4705               4.4637               8.7335               2.1890              44.8720               4.0065               1.3168              27.4315               9.3050               1.9699             188.7000              42.7780              42.6949               0.3722               1.1743               6.7307\n",
       "3 1999-01-07               1.8474      NaN             NaN                     1.7602               1.6165      NaN                    0.5819              34.8860               7.4431              15.6466               0.7058             324.4000               9.0131      NaN                   250.0900           9,218.7700       NaN            NaN                   81.0600             129.4300           1,337.1600               4.6548               0.6627               0.4413              11.5511               4.4203               8.6295               2.1531              44.4360               4.0165               1.3092              26.9876               9.1800               1.9436             188.8000              42.7650              42.1678               0.3701               1.1632               6.8283\n",
       "4 1999-01-08               1.8406      NaN             NaN                     1.7643               1.6138      NaN                    0.5819              34.9380               7.4433              15.6466               0.7094             324.0000               9.0302      NaN                   250.1500           9,321.6300       NaN            NaN                   80.9900             130.0900           1,366.7300               4.6643               0.6654               0.4419              11.4414               4.4295               8.5900               2.1557              44.2950               4.0363               1.3143              27.2075               9.1650               1.9537             188.8400              42.5600              42.5590               0.3718               1.1659               6.7855"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# strip brackets and trailing space from country names\n",
    "# replace remaining space with underscore\n",
    "# lower case all column names\n",
    "x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\", regex=False)\n",
    "# x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\", regex=True)\n",
    "x_rates.columns = x_rates.columns.str.rstrip()\n",
    "x_rates.columns = x_rates.columns.str.replace(\" \",\"_\", regex=False)\n",
    "# x_rates.columns = x_rates.columns.str.replace(\" \",\"_\", regex=True)\n",
    "x_rates.columns = x_rates.columns.str.lower()\n",
    "\n",
    "# rename columns\n",
    "x_rates.rename(columns={\"period\\\\unit:\":\"date\",\n",
    "                        \"chinese_yuan_renminbi\":\"chinese_yuan\",\n",
    "                        \"uk_pound_sterling\":\"uk_pound\"}, inplace=True)\n",
    "\n",
    "# convert datetime\n",
    "x_rates[\"date\"] = pd.to_datetime(x_rates[\"date\"])\n",
    "\n",
    "# resort and reindex\n",
    "x_rates.sort_values(\"date\", inplace=True)\n",
    "x_rates.reset_index(drop=True, inplace=True)\n",
    "\n",
    "# convert hyphens in currency columns to NaN\n",
    "import numpy as np\n",
    "x_rates = x_rates.replace(\"-\", np.nan)\n",
    "\n",
    "# convert exchange rate values to float\n",
    "x_rates.iloc[:,1:] = x_rates.iloc[:,1:].astype(float)\n",
    "\n",
    "display(x_rates.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2bd0e36",
   "metadata": {},
   "source": [
    "## **Euro to Dollar**\n",
    "A line graph is a great way to look at change over time. The Euro to US dollar is the first trading pair to be examined. This will create a good foundation for the rest of the project."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "53c4ed0a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/bz/5cj1tzbj5xn319rpqrw6gpmh0000gn/T/ipykernel_66234/4192442966.py:16: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels([0,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6], fontsize=18, weight=\"bold\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a us dollar to euro dataframe and add 30 day rolling mean column\n",
    "us_dollar = x_rates[[\"date\",\"us_dollar\"]].copy()\n",
    "us_dollar[\"rolling_mean_30\"] = us_dollar[\"us_dollar\"].rolling(30).mean()\n",
    "\n",
    "# line graph for dollar to euro exchange rate\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams.update({'figure.max_open_warning': 0})\n",
    "import matplotlib.dates as mdates\n",
    "plt.style.use('ggplot') # set style for graphs\n",
    "fig, ax = plt.subplots(figsize=(18,10))\n",
    "ax.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=3)\n",
    "ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
    "               \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
    "ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18, weight=\"bold\")\n",
    "# ax.set_yticks([0,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6])\n",
    "ax.set_yticklabels([0,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6], fontsize=18, weight=\"bold\")\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "fig.suptitle(\" \"*10 + \"Euro to US Dollar Currency Exchange Rates\" + \" \"*10,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f6a9088",
   "metadata": {},
   "source": [
    "## **Euro to Dollar Continued**\n",
    "* The line graph shows that the exchange rate between the Euro and US dollar is pretty variable.\n",
    "* This is the only graph showing a value for the currency being traded against the Euro. It shows that at it's highest value &euro;1 traded for about \\\\$1.60. At one point the Euro trades for less than \\\\$1. However for this study, comparing across currencies and looking at particular regional events makes the actual currency amount less relevant.\n",
    "* There are also a lot of gaps in the graph. These represent points in the data frame where information for a particular day is missing. This is the most accurate representation of the data, but it's not very easy to look at. A quick visual check can illustrate this overlap and then compare the original data frame with one where the missing dates are removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1153ca91",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create nan group and get dates\n",
    "nan_dollar_group = us_dollar[us_dollar[\"us_dollar\"].isnull()]\n",
    "nan_days = nan_dollar_group[\"date\"]\n",
    "\n",
    "# create a dollar to euro dataframe with NaN dates removed\n",
    "US_dollar_nonull = x_rates[x_rates[\"us_dollar\"].notna()].copy()\n",
    "US_dollar_nonull[\"rolling_mean_30\"] = US_dollar_nonull[\"us_dollar\"].rolling(30).mean()\n",
    "\n",
    "# line graph showing dollar to euro showing NaN values with and without highlight\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(nrows=3, ncols=1, figsize=(18,10))\n",
    "ax1.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=5)\n",
    "# ax1.set(title=\"Dataset with NaN Values Included\")\n",
    "ax1.set_title(\"Dataset with NaN Values Included\", fontsize=18)\n",
    "ax2.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=5)\n",
    "ax2.set_title(\"Dataset with Corresponding Dates in Gold\", fontsize=18)\n",
    "for xc in nan_days:\n",
    "   ax2.axvline(x=xc, color=\"gold\", linewidth=4)\n",
    "ax3.plot(US_dollar_nonull[\"date\"], US_dollar_nonull[\"rolling_mean_30\"], color=\"salmon\", linewidth=5)\n",
    "ax3.set_title(\"Dataset with NaN Rows Removed\", fontsize=18)\n",
    "for ax in ax1, ax2, ax3:\n",
    "    ax.set_xticks([])\n",
    "    ax.set_xticklabels([])\n",
    "for ax in ax1, ax2, ax3:\n",
    "    ax.set_yticks([])\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "fig.suptitle(\" \"*10 + \"Euro to US Dollar Currency Exchange Rates\" + \" \"*10,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8373d967",
   "metadata": {},
   "source": [
    "## **Euro to Dollar Conclusion**\n",
    "The second graph shows vertical gold stripes for all dates with missing information. These correspond with the gaps in the original chart. The third graph, with these rows removed, appears to be good match and is easier to look at. This also demonstrates how the rolling mean handles NaN values within a data frame. In either case the shape of the line is identical where the information exists, therefor both are similarly accurate representations of the available data. This would look very different if the program managed days with missing data as 0. This is how the data frames for the next set of graphics will be handled.\n",
    "\n",
    "## **Euro & Traded Pairs**\n",
    "### Euro to Highly Traded Currencies\n",
    "The first set of line graphs represent the exchange rates for the Euro to the US dollar, Japanese yen, UK pound, and Australian dollar. These four currencies, in addition to the Euro, are the top five currencies in the Forex market. All five together comprise over 75% of daily trades (4).\n",
    "### Euro to Least Traded Currencies\n",
    "The second set of graphs represent the exchange rates for the Euro to the Israeli shekel, Philippine peso, Malaysian ringgit, and Romanian leu. These four currencies have low trade volumes, they comprise less than 0.4% of daily trades (4)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "27c42da0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import colormap and set up color iteration\n",
    "from matplotlib.pyplot import cm\n",
    "colors = iter([plt.cm.tab10(i) for i in range(8)])\n",
    "\n",
    "# create a list of data frames for each currency with log rate of the exchange rate, 30 day rolling mean, and year\n",
    "df_dict = {}\n",
    "for currency in x_rates.columns[1:]:\n",
    "    df_name = currency\n",
    "    df = x_rates[[\"date\", currency]].copy()\n",
    "    df = df[df[currency].notna()]\n",
    "    df[\"log_rate\"] = np.log(df.iloc[:,1]/df.iloc[:,1].shift()) # getting the log of the exchange rate # double check this is the correct way to get log\n",
    "    df[\"rolling_mean_30\"] = df[currency].rolling(30).mean()\n",
    "    df[\"year\"] = df[\"date\"].dt.year\n",
    "    df_dict[currency] = df\n",
    "\n",
    "# currencies for comparison\n",
    "high_freq = [df_dict[\"us_dollar\"], df_dict[\"japanese_yen\"], df_dict[\"uk_pound\"], df_dict[\"australian_dollar\"]]\n",
    "low_freq = [df_dict[\"israeli_shekel\"], df_dict[\"philippine_peso\"], df_dict[\"malaysian_ringgit\"], df_dict[\"romanian_leu\"]]\n",
    "\n",
    "# line graph showing Euro to each high frequency trading pairs\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(18,10))\n",
    "\n",
    "for ax, currency in zip((ax1, ax2, ax3, ax4), high_freq):\n",
    "    ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"], linewidth=3, c=next(colors))\n",
    "for ax in ax1, ax2, ax3, ax4:\n",
    "    ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
    "               \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
    "    ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18)\n",
    "    ax.set(yticks=[])\n",
    "#   ax.set_ylabel(str(currency)) # why not, i can get it to change to a string \"currency\", but not a variable\n",
    "ax1.set_ylabel(\"US dollar\", fontsize=18, weight=\"bold\", color=\"tab:blue\")\n",
    "ax2.set_ylabel(\"Japanese yen\", fontsize=18, weight=\"bold\", color=\"tab:orange\")\n",
    "ax2.yaxis.set_label_position(\"right\")\n",
    "ax3.set_ylabel(\"UK pound\", fontsize=18, weight=\"bold\", color=\"tab:green\")\n",
    "ax4.set_ylabel(\"Australian dollar\", fontsize=18, weight=\"bold\", color=\"tab:red\")\n",
    "ax4.yaxis.set_label_position(\"right\")\n",
    "plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "fig.suptitle(\" \"*21 + \"Euro to High Frequency Pairs\" + \" \"*21,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "plt.show()\n",
    "\n",
    "# line graph showing Euro to each low frequency trading pairs\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(18,10), sharex=True)\n",
    "for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
    "    ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"], linewidth=3, c=next(colors))\n",
    "for ax in ax1, ax2, ax3, ax4:\n",
    "    ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
    "               \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
    "    ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18)\n",
    "    ax.set(yticks=[])\n",
    "#   ax.set_ylabel(str(currency)) # why not, i can get it to change to a string \"currency\", but not a variable\n",
    "ax1.set_ylabel(\"Israeli shekel\", fontsize=18, weight=\"bold\", color=\"tab:purple\")\n",
    "ax2.set_ylabel(\"Philippine peso\", fontsize=18, weight=\"bold\", color=\"tab:brown\")\n",
    "ax2.yaxis.set_label_position(\"right\")\n",
    "ax3.set_ylabel(\"Malaysian ringgit\", fontsize=18, weight=\"bold\", color=\"tab:pink\")\n",
    "ax4.set_ylabel(\"Romanian leu\", fontsize=18, weight=\"bold\", color=\"tab:grey\")\n",
    "ax4.yaxis.set_label_position(\"right\")\n",
    "plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "fig.suptitle(\" \"*22 + \"Euro to Low Frequency Pairs\" + \" \"*22,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df8ba05c",
   "metadata": {},
   "source": [
    "## **Euro & Traded Pairs Conclusion**\n",
    "\n",
    "### High Frequency Pairs\n",
    "* The US dollar, Japanese yen, and UK pound all show a tight ratio (1:1) with the Euro in the early 2000s.\n",
    "* Both the Japanese yen and Australian dollar have a period in 2011 or 2012 where the exchange ratio gets tight and then rebounds. Is it really at the same time? Are there any other countries with the same pattern and what could the cause have been?\n",
    "### Low Frequency Pairs\n",
    "* The Israeli shekel appears to have steadily closed it's ratio to the Euro over the last two decades, while the Romanian leu is definitely loosing value.\n",
    "* The shekel and leu appear to be fairly stable, or have low volatility.\n",
    "* The Israeli shekel, Malaysian ringgit, and Phillipine peso also show the tight ratio of the early 2000s.\n",
    "\n",
    "## **Alignments**\n",
    "We can answer some questions and come up with some new ones by overlapping graphs of the exchange rates. Closer looks will often reveal how currencies respond to similar events. The graph below examines the rate for the Euro to the four major currencies simultaneously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3c79d5a6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ms2HDhg0oKyuDTqdDZmamJOtHo9HghhtuUAwI7N69G/v374fNZkNOTg6GDx8ecOGdlZWF888/Hx9++GHA6wcNGiT5HfLH/psPGzYMOTk57fKb3FpxcXG45pprFIMOW7ZsEWpA5OXlobCwMGCZwsJCnHzyyfj111+j2oe9e/di69atUKlUGDdunGyGq0qlwqRJkzB37lzZ7Z9xxhmK629ubsbmzZtRXl4OnueRnJyMgQMHKgZj5s+fj+OPPz7gM5kyZYrs36larQ44nvm2u3btWsX9am8jR45UfE6p3pnD4cChQ4dQUVGB2tpaOBwOuN1uGAwGpKamYuDAgUhISAh4Xf/+/VFYWIht27a11e7LCvf7L/fvAXj/1nbv3g2LxSIMj87KykLv3r3DvplFSHvrer8U5IhjNpsxfPhw2edWrVolTK9cuRJnn312wDL9+vVDRkZGp9acmDFjhux8t9uNN954A6tXrxbmffXVV7jooosiuqsTjtWrV+Ott96C0+kE4C1EOWfOHEydOjVg2fz8fKjV6oiLE/oXw9y4cSP+7//+T3H5NWvW4PXXXxe2M2/ePDzxxBOyJ8wFBQUBwZPs7GzF4Vw//vgj5s6dKxlnnZiYiJtvvhl5eXmy62H/nsKxc+dOvPDCC5K7QKeeeipmz54dsGxKSgqSkpKEIn3FxcUoLi4G4E25lnsfNTU17dLx4pRTTpG9I+vxePDBBx/gr7/+ksw/9thjMWfOnICTUb1ej1NOOQWffvopgM59Tz2Z2+3Ghx9+GPDvAkDIEtFqtZg1a5bs66urq/HEE09Ivj9ff/01brjhBtlj65gxY9CnTx8cPHhQcZ/YIE1tbS0OHDgQ3pvpgo6U43NXsWfPHrz88ssBdRaMRqMw5GLq1Kmyw25cLhdeffXVgGBd//79ceuttwbcrT722GPx448/BhQeV/r383g8eOONNyS/Be31b94WZs6cKXvR2NzcjOeeew579uyRzB89ejSuv/76gJsaM2fOVCxuHswXX3yB3377TXj8ww8/4L777kNubm7AsgUFBbLrkPu99FmyZAk+/fRT2S5ehYWFOOeccwLmV1ZWYuPGjQHBh+zsbBQUFATU6xo2bJhslsPKlSuF72NH6927d9DPZevWrZLH69atw7x587Bz586gNWzUajUuv/xyHHvssQHPjRkzpt2DJ0Do739sbKzs3/Svv/6KL7/8UnadKpUKffv2xYgRIxTPCQnpKDRsh3S68ePHy97x8XUA8amoqFA82Y+kxXFbMxgMiuPoFy9eLDkxBwCe5/HZZ5+hpKSkzfahtrYWb7/9dsCJwE8//SS7vE6nC1kfxd+6desC7oauXr0adrtddnm73Y4PPvhAcgFQUVERcFLgI1eL4ZhjjpG947Zx40Z8++23AQXq6urq8N5778mu/7jjjpOdr8Rut+O1114LSJ/9/fffFU9Aw60n0Z44jlP8Pvzzzz+yF+hLlizBP//8I/uaiRMndusaDN3Bjz/+KPvvAniL4wHeCwC5O4oA8N577wUEHu12O9566y3FDKZgKe65ubmSMfLduVDskXJ87iqamprw/PPPyxaobGlpEbL/jjnmGNnXf/vtt7JZTrt375Zk9vn46vmwtFqtYobW0qVLA4Lovn/z1hQXby9yHboA4IMPPggInADeDLtFixYFzI+NjY34onPt2rWSwAngPa7Mnz9fdnm537/s7GzFmltr1qzBe++9p9j+fNu2bXj44YdluwYp7YNcMFJp+GlHDNkZMWIEZs2aJfx3xhln4KabbsLDDz+sWIvGl1HL+uuvv7B169aQxX/dbrdihlEktc+iFc73X+l8Yu/evYrr9Xg82L17N7755hvcfvvtbbW7hESFMk9Ip1M6ifc/qQW8mShyY5gnTpwomy7aEfr27auYUqt0QeTxeLB06VKcf/75bbIPS5Yskb2gr66uht1ul81CiLTo1rJlywLm8TyPmpoa2ZOmLVu2CBd+rLKyMtl0Vbn9USrgJ7cvPkVFRWhqagqo69CvXz9otdqw7zStWbNG9gTA6XSiqqpKto5KVyhklpubq3hS9ueffyq+7s8//5QdPmc2m9G7d++gWQokena7Hb///nvI5ZS+C8ECkhaLBWvXrpW9CymX3u/TFkN2uooj5fjcVSxcuDBoIUxAPKb483g8QY/tSn/ngwYNkgRW8vLyFIfgBPs3X7ZsmWymQ2fp06ePbH2ilpaWoMNNtm7dihNPPDFgfmFhYdDP19+CBQtk5ysFmeT+ZpUClx6PB1988UXIfeB5Xna47ZYtW1BSUhLwOzx27Fh88sknwk0PrVYrO0SkuLgY+/btC7n91ho7dmxEQSuPx4PPPvtMMessJSUFY8aMQf/+/ZGZmYn4+HgYDIaw6uEkJiaGvR/RCuf739TUBKvVGpB9csEFF8BgMGDnzp2oqqqidsSky6LgCelUGRkZ6Nu3r+xzSsETuZObtLQ02XTNjqA0LtfhcMgWufWRu2sUrWDv22q1yp6cR1p8bv/+/bLzle5sK11sK2WqyO2PUqHX66+/PuICaDqdDtnZ2Yrvw1+oz1RpG51NKfvF7XYHPVnct28f3G63UJ+BlZ2d3WWDJ4sXLw6rxWhXbSW9c+dOxTuvLKXvwu7du4O+bvfu3bLBk2BZUmxw02q1Rp3qHc6/jclkUhyO1BaOlONzNHz1i0KJ5Hd148aNIZfJysqSDWipVCq89tprYW/Lx797i1IBZpfLFXT4WbA7351BqUi60WiUrfMSiv9w1mDcbrfisUWpmKnc37HSeyguLpatcRaJ+fPn4/LLL5fM8xWO9WWmDB8+XHaISGcWilXi8Xjw6aefymb6mc1mXHDBBZg4cWLURXc7okBrON9/nuexcePGgCK+KSkpuOqqqwB4v6tVVVUoLS1FcXExduzYgZ07d3baMCtCWBQ8IZ1KqVBsTU2N7A93ZWUl9u/fL3sSMGnSpE4Jnij9IDU3NweNnDc2NrbZPsiltfqESvMMl69oqD+lOyRKyyt9Jv6pnCaTSfZCvjXCbe0KIGj7QqXPtCsMb1HqpGKxWIL+LbhcLjQ3N8t+RuF0Z+ksK1asEIrfdkdlZWVhLaeUTSSXHRXO8xqNBkajMeBCKCkpSVLPYMuWLVEfQ8L5t0lJSWnX4MmRcnyORnvUJgrn77mtjyd6vR46nU7I7lH6N7dYLEHryIT6LnW0tv6cIvn9s1gsiheqkfzNKh232iKYvWzZMsyePTtgG1OnThWCJ3JDdlwuF5YvX97q7bel4uJifPjhh9i5c2fAcyaTCffee29UHQdZcsX921q4v2ffffcdhg4dqvhd1Wg0yMzMRGZmJkaPHo3TTjsNLS0tWL58OebOnRsyu4WQ9kTBE9KplGozNDU1KZ5QK2UujB07Fh9//HGHn4wqnYB3ZMphsCJwbbUfSidSSutv7R2C9vihj+TOS0d8pu1B6XML53uhtExHnHR1N20V2Au3JWW0/67BnpdbZ08asgMcOcfnrkIpK4/VXsd23+es9N0MVYC3I84dIjlutPXn1Bm/f635PQrF4XBgyZIlmDlzpmR+dnY2+vfvj4MHD8rWvtm4cWObBkcjZbPZ0NLSgsrKSuzbtw/r168PGmQ+55xzWh046SjhfP8Bb/DsiSeewBVXXBGQOabEaDTi+OOPx6hRo/DII48EDUoT0p4oeEI6TUFBgWJKdW5urmw192BMJhNGjhyJNWvWtMHehU/p4sdsNoPjOMUTjUjuAh2J2uPOQltnsnRFSsOowqmhoNQK8Ei9yxOsdanSHdVIhXshEu2/a7D2jnLrZIfsuN1ubNiwIaz966ro+Nyxwvl7bu9ju9IFXKhWp23VCjXY70wkx43WtKuX0xm/f0rvoa2OnwsWLMCJJ54Y8N6mTp2KDRs2wGAwBLymI4fs+HcojJRvGJKc4uJi/Pjjj9i1axcaGhqE4GBqaipeeOGFqLfZGpEE1oqKivDggw+ioKAAo0aNwsCBA9GrV6+Q38Pk5GRccMEFUQ3xI6QtUPCEdJpg3R6iNXHixA4PnlRUVMjO1+l0yMrKElq7+uuIyufdmcvlgsVikT3J+v3336O6cxRuvZPuTCn1PCYmBomJiQEtPX0SExMVT1q6Wjp7W1O6Iy03hh/wfreVAr/tRenfIFSHJ6VaKXLDuAwGAwYNGiQ83rNnT7cPnNHxuetR+lu22Wz48ccfo1one5GutH6j0Yj4+HjFIaVKtVKURHrcAICcnJyw1690rK6pqcHChQvDXk9nUnoP+fn5UKlUAR3zIlVTU4N169bhqKOOkswfO3asbIHUhoaGbhUQzs/Pl61/ZLfb8eSTT8qeB3XlYbZydu3aJRlyn5iYiNTUVGRlZWHkyJGyDQZGjRolGapHSEei4AnpFBqNpl16tQ8fPhxms7lDT/j37t2rWGhz0qRJsn3rOY5TbNVIRLt27ZKtlH/o0KFW3c3paEopysFOsqO1a9cueDwe2aJyI0eOVOy4I/c5A2KLwJ5MqWBrUlKS7PxRo0YFzUppD7t27cKYMWMC5hcUFMjWLvGRO/H0rc/fsGHDJGn23X3IDkDH566ouLhYNjBuMBiwatWqVhcSDRYkHz58uGLmwfDhwyPajtJxw2QywWAwyD7vf5EfzO7du2WP5SaTCQsXLgyr0HRn27lzJ04++eSA+WazGePHj8eKFStavY358+cHfK56vV6208/y5ctbHbDpSPHx8bLzS0pKFG8gRfp33NXU1dWhrq4Ou3btwuLFi3HDDTcEXC9otVqkp6fj0KFDnbSX5EgWXclmQlpp5MiR7VL5W6PRBFTwbm92ux1btmyRfe74448P+AHnOA4XXXSR4h1hIlK6Q3TmmWcqnlT4i4+PxymnnCLbcaSjKF3YZmZmtnlLUovFonjxcMopp8huz2g0KtYY2r9/f7fPPghFqTiw3EmowWDAmWee2d67FECpi4FOp1PcnzFjxih2M9u0aVPAPP9AS08IntDxuevheR6bN2+Wfe6SSy4Je3hJTk4OLr744oAC8jU1NYoFSWfNmqXYFSbSc4dgRcXljh1Dhw7FsGHDwl6/xWKR7QBkMBhwwQUXhL2e/v3746qrruqQVrX+tm3bphjkueiii0Jmzg0ZMiTkEJ8dO3aE3Q2uK3bZCUYp0JOWliabkZKZmSnbprqrOeGEE5Cenh7WskrD8Nrj5hMh4aDME9IplLrsbN26FU899VRY67jmmmtk1zNx4sQOT2mdN2+e7MmSTqfD7bffjo0bN2L//v3Q6XQYMWJEtyn+1dmWLVuGM844I+CkLyUlBY899hh+++03rF+/HpWVlfB4PNBqtYiLi0N2djby8vIwbNgw9O3bFyqVCnPnzu2kd6HcWSAmJgb3338/1q9fLwmwHDx4UPHiIhy//fYbbrjhhoD5KSkpuOeee/D5558LVf379++PCy+8ECkpKbLrao+OHG1pwoQJYQ+xqKmpwT///BMw/8CBAxg9enTA/OHDh+Pcc8/Fzz//DJvNhr59++Kiiy6KOL2/LZSWlmLDhg2yBRBnzJgBtVqN3377DVVVVTAajZg4cSLOPfdc2XU1NDQEZG5xHCc5hpWWlnbZ9s6RouNz1/PLL79g3LhxAVkVI0aMwEMPPYTffvsNO3bsEIZ96PV6JCUlIScnB/3798fw4cOF76HcUN2//voL5513XsD8zMxM3Hnnnfj888+xd+9eaDQajBgxAhdddFHE2WS+op9yQ/guueQS2Gw2bNq0CQaDAUcffbTs/oTyyy+/4Oabbw6YP3XqVKSnp2P+/PnYvXu3kIVgMBiQkpKC3r17o6CgACNGjEBycjIAdMpvoM1mw4IFC3DKKacEPBcbG4sHH3wQv/76K1avXi0MsYuPj0dBQQGOPfZYDBs2DDfffHPIAP78+fPxn//8J+gye/fuRUlJSfRvphMotXo3m83473//iy+//BIlJSXQ6/U46qijcN5557X5DZn2MG3aNFx44YU4cOAANm3aJPzbNDQ0wOFwQK1WIykpCRMmTFAc4q80/I6Q9kbBE9LhzGazYlphJPVK1q5dKxs86devHzIyMjr0xH/z5s1YvXq17FAklUolO27T4XDI3jkgIqfTic8//xzXX399wHMJCQm44IILhDtwLperw4dShKuiogK1tbWyw0Cys7MDLtYWLVrUquDJ6tWrsW3bNhQWFgY816dPH9x9993CHS254T0+27Ztw9q1a6Pej44wderUsJfdvn27bPBkzZo1OOuss2RfM2vWLMyaNUtxKFRH+uqrrzBw4EDZIojTp0/H9OnTw9rPr776KmCs+IABAyRj5devX982O90F0PG56ykqKsLixYsxbdq0gOdyc3Nx3XXXAfDeeed5PuJip3/++SdmzJghm23Rv39/PPjgg23ynV67dq3ssJS4uDjcdtttrd7GunXrsGnTJtmMlcLCQuEYH87xvLP88ssvGDt2rGymgdFoxOzZszF79uxWvYd//vkH5557btBCz90t6wTw3khROncYPnw4hg8fHvA31hV+q8KhUqmQn58f0G1HaZglq7KystXD+wiJVtf/dpEeZ/z48bIXuR6PJ6ILtU2bNim2LVZqgdyePvjgg7DHX9psNrz77ruyz4Vqp3ikWblyJb7//vuQy3XVwIlPR2dDvfrqq4rFMgHviUuwE6yKigq8+uqr7bFrXU5JSUnIIoLsZ9XY2Kh4R7A9FRcX4+233w56jAh10vzHH3/I1gvqiUN2WHR87no++eQTxSFVPiqVKqouMVarFR988EHQ+hb+3xW5oWyhLFiwQPE8RG4b0dSPeu2110L+7YY6nnemlpYWPPfccyGLvLfmPTidTixevFjxeYfDIRs47w5++umnoM/7f2a//vpre+5Ouwvn+/7DDz+0/44QoqBrHmlJj6Y0ZGf37t0RpeE5HA7Fu/NK22hPFosFTz75ZMiTwcrKSjz99NOKXR6ampraY/e6tblz5+Ltt9+OukCe0+kMOj69I/z666/4999/O2x7FosFDz30UFQXBJs3b8ZDDz3U42udsD744ANUV1eHXK62thZPPPFEp/09rV27Fs8880zEKcsulwufffYZPvvsM9nn2eBJY2NjjysSTMfnrsftduO5557DH3/8EfU6mpqaFNvhrl+/Hu+//35YBULXrFmDjz76KOLtV1dX46OPPgprG6tWrcLbb78d8TasViseeeSRVhVXra2t7dTOJOXl5bj//vuF4aLtYdGiRYrF2deuXatYO6OrW7RoUdgF8n/55RfFovA9xY8//titGgaQnqdr36olPU56erpifYJohgesXbtWtgNFWloaCgoKZDtKtKempiY8/fTTGD16NCZNmoS8vDzExcWhubkZ5eXlWLVqFf7++2/Y7XbF7Jie3hY2WsuWLcOmTZtw/PHH45hjjlHshOLT0tKCHTt2YOPGjVi1apXiCXZH8Xg8eOmllzBq1ChMmDABubm5iI+Plx2C0VYsFgueffZZjBgxAieddBIGDBigeFfH4/Fg165dQh2ZI01tbS0effRRXHrppbKdhxwOB5YtW4avvvpKsQBwR9m2bRtuv/12TJ8+HVOnTkVqaqrisi0tLVi1ahV++eUXxWyZXr16Seq4bNy4ETzPt/l+dzY6Pnc9brcbn332GZYuXYoTTzwRY8aMCVmzoba2Flu3bsW6deuwfv36oNlAS5YsQWlpKS655BLk5uYGPN/Y2Igff/wR8+fPV6z7FMrff/+NlpYWXHjhhbLfxerqanz33XdYtmxZ1Nuw2Wx48803sXDhQpx00kkYNmxYyIKZFRUV2LJlC9auXYutW7d2+ne6trYWjz/+OEaOHIkZM2agoKAgaMZoU1MTNmzYEHYQv66uDuvXr5ftaNQdh+yw3nnnHRQVFeHUU0+VbUVcUVGB77//HsuXL4/6b6wjffjhhxg5ciQGDRqE7OzskJnDDocDW7duxc8//9zjAvuk++FOOeWUnneGREgXx3Ec7r//fvTv3z/guT/++EPx7jARpaamIjc3F3FxcTAajfB4PLDZbKirq0NpaSkqKio6/WSxqzEYDOjfvz+SkpKEDgbNzc2ora3F7t27u+2dubaWnJyMQYMGIT4+Hi6XC9XV1di6dWuXbQ2ampoqBAKMRiMcDgeamppQWlqKAwcOhPwezJw5U1LM8uWXX+7ytW7aEx2fOw/HccjJyUF2djZMJhOMRiOcTidaWlpQXV2NkpISoYhspHJycpCfny8JmO3YsUPIGklJScGLL74o+9qLL744rH3v168fevfuDaPRCIvFguLi4na52FOr1cjNzUVGRgbMZjMMBgPsdrtQxLa0tDTkMJnOptfrkZ+fj5SUFJjNZuh0OtjtdtTW1qK4uBilpaURr/Pxxx9H7969JfOqqqpwyy23tNVudyqtVosBAwagV69e0Ov1qK+vR2lpqWxXpu5Co9GgV69eSE1NRWJiIgwGA9RqNex2u/A9LSoqCjo8jpCORJknhLSRxMREnHTSSfjnn38UW8UC3oK5l156qeyJOYAOHdrRnVVVVVHBsAjZbLZWFaI9UtTU1GDZsmWdvRtha+13gc20CTYcsjuj43P3wPM8ioqKUFRU1ObrPnToUNh1b6LB8zx2797dIXfG3W439u7d260vmu12O7Zv395m6zv66KMDAieAN/uop3A6ndiyZUvI4YfdicvlarfvPCHtgYInhLQRrVaLk046CSeddBIaGxuxf/9+lJWVoaWlBR6PByaTCdnZ2Rg4cCC0Wq3sOrZs2YIdO3Z08J4TQo5UsbGxkqGU27dv75F3+Oj4TEjPMmvWLADejMqcnBzZLo4OhwN//fVXB+8ZIaQno+AJIe0gLi5OaCMXroaGBnzwwQftuFeEECJlMpkknQu2bt3aeTvTQej4TEj3d+6554ZcZuHChREX1yaEkGAoeEJIF1BdXY2XXnqpU9qfEkKOXOXl5WG1Aj+S0fGZkO6nvLwcc+fO7ezdIIT0MBQ8IaSNOJ1O2Gy2iLqn2Gw2LF26FN98802XLUZJCCHdHR2fCTlyVFRU4Nlnn+2RQxAJIZ2LgieEtJG6ujpcd911KCwsxKBBg5Cbm4u0tDTExsZCq9UKHQPq6+tx4MAB7N69G2vXrqWTckIIaWd0fCak5/J4PLBarSgpKcHatWuxaNEiOByOzt4tQkgPRK2KCSGEEEIIIYQQQoJQdfYOEEIIIYQQQgghhHRlFDwhhBBCCCGEEEIICYKCJ4QQQgghhBBCCCFBUPCEEEIIIYQQQgghJAgKnhBCCCGEEEIIIYQEQcETQgghhBBCCCGEkCAoeEIIIYQQQgghhBASBAVPCCGEEEIIIYQQQoKg4AkhhBBCCCGEEEJIEBQ8IYQQQgghhBBCCAmCgieEEEIIIYQQQgghQVDwhBBCCCGEEEIIISQICp4QQgghhBBCCCGEBKEZPHhwZ+8DIYQQQgghhBBCSJfF8TzPd/ZOEEIIIYQQQgghhHRVNGyHEEIIIYQQQgghJAgKnhBCCCGEEEIIIYQEQcETQgghhBBCCCGEkCAoeEIIIYQQQgghhBASBAVPCCGEEEIIIYQQQoKg4AkhhBBCCCGEEEJIEBQ8IYQQQgghhBBCCAmCgieEEEIIIYQQQgghQVDwhBBCCCGEEEIIISQICp4QQgghhBBCCCGEBEHBE0IIIYQQQgghhJAgKHhCCCGEEEIIIYQQEgQFTwghhBBCCCGEEEKCoOAJIYQQQgghhBBCSBAUPCGEEEIIIYQQQggJgoInhBBCCCGEEEIIIUFQ8IQQQgghhBBCCCEkCAqeEEIIIYQQQgghhARBwRNCCCGEEEIIIYSQICh4QgghhBBCCCGEEBIEBU8IIYQQQgghhBBCgqDgCSGEEEIIIYQQQkgQFDwhhBBCCCGEEEIICULT2TvQlZSWlnb2LvQoKSkpqK6u7uzd6FJSLCcBAKrNv3fynpCujr4/pKP0aswCAJTGlXTynrQd+v50Tz3xb7G7oe8OIdGj70/76tWrV2fvAmWeEEIIIYQQQgghhARDwRNCCCGEEEIIIYSQICh4QgghhBBCCCGEEBIEBU8IIYQQQgghhBBCgqDgCSGEEEIIIYQQQkgQFDwhhBBCCCGEEEIICYKCJ4QQQgghhBBCCCFBUPCEEEIIIYQQQgghJAgKnhBCCCGEEEIIIYQEQcETQgghhBBCCCGEkCAoeEIIIYQQQgghhBASBAVPCCGEEEIIIYQQQoKg4AkhhBBCCCGEEEJIEBQ8IYQQQgghhBBCCAmCgieEEEIIIYQQQgghQWg6ewdI9HTOJVDz1Z29G4q4pljEOJo6eze6FBVfBwCIcXwHN5cCh/bYTt4jQgghpGuJcXzX2btwxDrSz93o3IwQEgwFT7oxNV8NDtbO3g1FHK/u0vvXOTwAAA7WLh34IoQQQjoLnTt0niP93I3OzQghwdCwHUIIIYQQQgghhJAgKHhCCCGEEEIIIYQQEgQFTwghhBBCCCGEEEKCoOAJIYQQQgghhBBCSBAUPCGEEEK6mW3lzXhjeQnWFDWGXLZi6xK0fHYhatf/GPX2eJsN9i++gGP+AvA8jwWlC/Bj0Y9w8+6o10kIIYQQ0p1Qtx1CCCGkGylpsOOqb3bBwwNfb6jCt5cNRopJK7ts5aGdKFx2A/ScE1izDnvVHsQMOyPibdo//RT2z78AAGy27MBzsb8AAOod9bi036XRvxlCCCGEkG6CMk8IIYSQbmRTaTM8vHfa4eZx4/d7FJe1r3rfGzg5LP3f5wHeE/E2fYETAEj4dr4w/fn+zyNeFyGEEEJId0TBE0IIIaQbKW9ySB4frLOh2SEzfIb3YEjtfMkss7MGaktZq7avtbla9XpCCCGEkO6IgieEEEJIN1LeKA2eeHjgUL09YLnmqoMwwRYwX9VS2ab7w/N8m66PEEIIIaQrouAJIYQQ0o0UNwQGSv45EFg49tDOf2Vfr26pimh7vEuaacJ5pMN+7J7A/SGEEEII6WkoeEIIIYR0Ew6XB1vLmwPmv7uyDA6XNKhh2ve7/EosFRFtk6+ukTzW2aRDhGzuwOwWQgghhJCehoInhBBCSDdR3eyEwy0/TOamH/bCwwyhyXAcEKZ/dY8VpjUVGyPapmvtWsljg4PH4x+6cOGfboDnKXhCCCGEkCMCtSruwf7+Zy8ef2E+Nm4uhsGgxQlTB+LRe2YiLTU2YFmHw4V+Yx7Bc4+cgXNOH4kvvvsXvy/chvWbilFcWo/zzxqNN547J+B1vy/chu9+3ogNm4qx72ANJozNwy9fXt2m7+PN9/9Gdq9EnHLiEMn8X+dvxYGiGlx/5TFtuj3Wdbd9jSXLd2PrP/e22zYIISRcDUzWR/+UGGjVHLZVtAAANpRa8M+BRkzMi4fb7UampxLgvMv+wE3DTKwGAGhqlbvzyHFt3RIwr38Z0L+Mx4pBgNVljfLdEBLa59+uxfW3fyP7XFysAQc3PSyZt2N3BV59ZwmWrtiLyuom6PUaDB6QidNPHoZLLxgLg16LouJaDJ/8tOR1SYlGDOyfjluum4ppxw5ot/dDCCGk+6LgSQ+1YvV+nHnJezjumAJ89ObFqK1rwePPz8NpF72Lv376L/R66T/9khV7YLO5MOO4gQCAr79fh+raZkyd1B8//L5JcTu/LdiKLdtKMWZkb9gcTsXlWuPN95dj/Jhc2eDJkuW72zV4QgghXUmDVaw/khCjwaMn5eLEdzYL87aUN2NiXjxqK4uRw3mXrUUcGmP6AIdLk6jt9RFtk29uUXxuYDEPq5uCJ6T9ffj6heiVGS+Zp1GrJY9/+HUTrrnlKwwakI7bb5iGvrkpaLY6sHzVPjz50gLw4HHN5ZOE5W++bipOmj4IAFBVZcG7H6/AeVd+iN++vgZHjezT/m+KEEJIt0LBkx7qmVcWIicrEZ+9fQk0Gu/JRUHfVEw7/TV88vUaXHnx0ZLlf52/FRPH5iE+LgYA8N3HV0Cl8o7qWrR0p+J2Xn7yLGG5E2e/2R5vhRBCuh6XHXFrXwbnsqFx7K3gdaYO2WwD0yY4zqBGnEGDe6b3xhMLiwAAm8uaYbG78dp38/GuzrtchSYLTn2CEDzR2OsBngc4LryN2pULwo7b6aFhO6RDDC3shfzcFMXn9+6vxrW3foXpUwbgw9cvFM59AOCEqQNxw3+OwZ791ZLX5OYkSYIkUyb3R96Ih/DLvK0UPCGEEBKAgic91Nr1RTjnjFGSk4dRw3OQlGjEr/O2SIInPM9j3qLtuOX644R5voBIKOEuJ2fdxkN4+a2/sHZDEWrrWpDdKwGnnDQUt98wDTEGLQBg2KSncKikDodK6vDNj+sBAOefNRoA8MV33k4SiXl3AgByshKxadldsNmdeOSZP7B42W4cKq6DyajDyGE5eOSek1HQN02yDwcP1eKJF+bjr2W7Ud9oRWZ6PE6cNghPPXiq4n5/9s0a3HTPXNxzywm4+dqpsDTb8cgzf+C3hVtRVW1BfGwMCgdm4JmHTwvYHiGkZzBv+RjmTR8AANzGNFhGXdMh2623STNPAGBYphi4WV9swVOLijBaJQ7NaUkdAbXTCDuvhZ5zQu2xg3NZwWuNYW2TtykHR/LLgb00bId0AW+8/zdcbg+ee/R0ybmPT0qyGSnJ5qDrMOg10GrUcLncQZcDgCdfnI8/Fm3H/qIaaDVqDB6YiftvnyEJuixbuRennP8OPnvnUiz+exfm/rIRHMfhuMkFePaR04QbVoD3XObW649DarIZb7z/N2rrmjFscBaee/R0DCrIEJbjeR5vvr8MH3y2EgeL65CUYMQpJw7B/befiLhYAwAIw5Jef3Y2Ljh7TMD+/PzFVZg0vi8AYNZ5b8Pl9uCuG6fjwad+w+59VeiTk4T7bp2BmScMlrznzdtK8fTLC7Fi9X5YrQ5k90rA+WePwS3XTRWW+fmPLXjl7b+wdUc5tFo1pk7qj0fvnYmcrERhmW9+XI9X31mKfQeqoVJzyO6ViP9ccjQuv2B8yM+dEEI6EwVPeiiVmoNOG3jyoNdpsH2XtNPCmvVFKK9swsnHF3bU7gEAikvrMbSwF84/ewxiTXps312BZ19ZiANFNXj/1QsBAJ++fTHOufwDDBmUiTtvmg4ASEnynvxU1zZj/aZD+PzdSwF43xsA2O0uWCx23PZ/xyEjNQ51DS343yf/4PgzXsfqRbch/XDNl4OHajHt9NcQY9DirpuPR9/cFJSUNeDPv3cp7vMLbyzGUy8twMtPniWckNz76M/4feF23H/7DOTnpqCuvgWr1h5AQyNdUBDSU5nXvyVMx619GZaRV4efydEKjUzNk3iD95jXO9GArHgdShoc4AH8uacep2rFO+yJ2QNhKtWgFrHIRC0AQGWvhzvM4Il/5klpEtDLuxoYnIC9uSH6N0RImNxuPiCooVJxwk2cJcv2YOSwbGSkxYW9To9HXGdVTTNefWcJbHYXTjlxaMjXlpU34to5k5GVGY/mFge+/mEdZp77Nv788QYMGZQpWfbuR37CjOMG4d2XzseefVV48KnfoFZzePP5cyXLff3DevTPT8GTD5wKp9OFB578DRde9TFWL7xVCAg9+tw8vPjGYlx58dE4cdog7NxTiSdemI8t28vw61dXR3VT68DBGtz9yE+46dqpyO6VjOdenY9Lr/sUqxfeKmT7/LvhEE45/23k9UnGE/fNQq/MeOw9UI2t28uF9bz/2Urcet/3uHD2GNz+3+mwNNvx9EsLMOu8t7Hs95sRa9bjnzX7cfXNX+HqyybgkbtPhsfDY/feKjQ0UgYbIaTro+BJD9U/LxVr1xdJ5hUV16G8sglarfSH9df5WzFyWDayMhM6cA+BU08ST054nse4MX0Qa9bj2lu/xnOPNCMp0YRhg7Og02mQlGgKSKFNSTJBp1UHzI+Pi8ErT58tPHa7PTjumAIMOOpRfPfTBlx3xWQAwJMvLoDN5sTfv92EzHTxZMuX2cLyeDy46+Gf8dk3a/DJWxdjxnGDhOdWry/C7NNH4OJzxW4Ws2YMCVgHIaTn4LVmwCnWAlE3l8Ft7tXu2z1QK15gpJq1wnS62Rs88cnkaoXpuLQcmGpUqONjhfkqW13Y+8vbxW3uePoaPFD3Ll570420wzETd20tkB/V2yEkbGOnPxcw74TjBuKr/10OACgpq8fwoVkRrfPme+fi5nvnCo/1Og1eeuJMjB+TG/K1/ucZ048twNEnvIBPv14TkL06YWwennn4NADAcccUYPe+Knzy1Rq88dw54Jigq1arwpf/uxxa5ubXZdd/hn83HsK40bmoq2/BG+/9jfPPGo1nHzkdADDt2AFITjLhmlu+wh+LdkR1I6ymrhm/fnUN+ualwGw2o6BvMgaOewzf/7oJtx7OSr7/iV+RmGjEgu+vhzHGOybwmAn9hHVYmu146OnfcOHsMXjtmdnC/DEjcjDmuOfw6derce2cyVi7vgjxcQY8+YD4GR13TEHE+0wIIZ2Bgic91NWXT8LVN3+Jx56bh6svm4i6hhbcdPdc710av7ujvy/YhnPOGNXh+9jYZMPzr/+Jn37fjJKyBjid4h2lvQeqkZQYfQ2B73/ZiNff+xu791WhsUk88d+9r0qYXvz3Lpxw3EBJ4ESOy+XBFTd8jiUr9uL7T/+DsaOkwZpRw7Lx+bf/IinRhOMmF2DY4F5Qq6kLOCE9lcpSBnVLpWSepn5/hwRP9lSLGW0D0sTMkbxkA9aVWITHvVAjTLtNGTDp1KjkE1CIg4f39wCcKdKUfCV8i7hNmxYAx6HeBCF4gtq6KN4JIZH59O1L0CtDWjA2Ps7QqnXe9n/H4eTjvd+DuvoW/LFoO266Zy5iYrQ465QRQV/717LdeP71P7F1Rznq6sVAap+cpIBlT5g6UPK4cGAG7A4XKqstQjYsAEyZ1F8SOCkc4M1gKS6tx7jR3kxhu8OFc04fKVnfWacMx//d8Q1WrNoXVfCkb24K+uaJ9WRSU8xITTajuLQeANBidWDVvwdww1XHCoETf2vWHURTkx2zTxspyRDqlRGP/vmpWLF6P66dMxmjhuWgvsGKq276EmeeMhxHH5UrGb5ECCFdGQVPeqhzTh+J3Xsr8dq7S/H863+C4zicMWsYjp8yQDJsZ9feSuzeV4WZJ3TskB0A+L87vsFfy3fjnptPwNBBvWA06vDvxkO4/YEfYLe7Qq9Awe8Lt2HODZ/j/LNG444bpyM50QSVisM5c96XrLe2vgVZfidicposdsxfvAOTj+6H0cNzAp5/+qHTkJYai8++WYvHnpuHxAQjzjtzFO67bYbiSQYhpPtSW8oD5unK1sCePbHdt13PdNvJiBWPL9P6J+K7Td6hOkbYkMmJwROPOQMZsU3YyOdjCjYCALRVm2HtNzPk9nieB18nBkessTqgCmgwcQB4AABXT8N2SPsbVJAetGBsVmYCDpVEFsjLyUrEyGHZwuPjjinAgUO1uOeRn3HmrOGSrBDWxi0lOGfOBzhucgFeffpspKfGQq1W4b93fQubzPlLYoJ0iJw4zFjapTAx3m85vfrwct51+oI06WmxkuU0GjWSEoyoa1DujBVMQkLgED6dTiNst77BCo+HDwhesapqmgEAp1/0rvw24r0Bkonj8/Hh6xfinY9W4OJrPvbOG5ePx+6dFTDciRBCuhoKnvRg9946AzddOxUHimqQmmxGWmosxk1/TpKO+su8rcjPTZYUI+sINrsTvy3YhrtunC5pG7htZ1mr1z33l43Iz03GG8+dI8xzOt2oq5fWIElONKG0ojHk+hITYvD2i+fhvCs+xJX//Rzvvny+pBid2aTHg3echAfvOAlFxXX46ffNePiZ36HVqvHwXSe3+v0QQroWdUtFwDzj9q/RNOa/ANd+WWc8z6PZId7RNenEbY3IMuOJk/Nw3+/7cbJ5LzRODwDAmVQAXhOD3EQnlnrECxNVi5iFF3SbjY2A6/DFoMkEm9YbMKln6m4O+3AZmhZcBcMll0A7eZLMWghpf8dO6odPvlqDiqomSTZHpAb2T8eCxTtQVW1BmsJ6fvp9MzRqFT5562JJpkh9g7Vdsyh8QZjKKgsGMSNdXC43autbkHT4eb3eO6TP4ZDWiKmtizK4Eh8DlYpDWYVyoDQp0bvtN547BwP7pwc8bzbphenTTh6G004eBkuzHctW7sPDT/+G2Zf9D1v/uadVjQgIIaS90RGqhzMZdRg8MBNpqbFYuGQndu2twuUXjhOe/23+ViFltSPZ7S643R5o/Irafv7tvwHL6nVq2PzuzgCATqeG1RZ4h8dqdULjN2zmq+/Xwe32SOZNndwf8//cjvLK0AGUSeP74usP5mDhkp244obPFSvx985OxP/95xgUDsgIKMxLCOkZ5DJP1LY6qC2tD/4GY3V64PHGLqBTc9D6Heem9EvAshtG4r5x4nHVkeqtLZVi1qIO4oWg2hbeHXq+RsxgUSUlwe72Fo+tZ25U62xOePbuRcuDD8K1ZQsqbZW4Zc0tmLN8Dv4s+zOi90hItK6bMxlqFYfb7v8+4PceAGpqm7Fy7YGQ69m2oww6nRpxQYYEWW1OqNWcpEb00hV7hGEu7eWokb2h12kw9+cNkvlzf9kEl8uDCeO8xYfSUsyHGwRIj1XzF++IarvGGB3Gj8nF1z+sh9UWeD4GAGNHeevW7TtQjZHDsgP+6983NeA1ZpMeJ04bhMvOH4/yyqaogzuEENJRKPOkh9q0tQQL/tqJ4UO8xdNWrjmAV99dgv9efSzGjc4FAJRXNmLdpmI8dt+sgNfv2F2Bnbu9F/9WmwuHSurw42+bAHjTK33t/oqK67B+0yEAQF1dM1QqTlhu0tEDkJyoD1g34C3qetTI3nj9vaXISI1FUpIJn329BmUymSAD+qfjnzX78cei7UhPjUVykhG9s5MwsH86PvpiNf736T8YOTQber0GgwdmYtqxBfh1/lbc8+jPmHHcIGzYXIx3PloecDfo7puPx/zFOzDjrDdwy3VTkZ+bgtLyBixasgvvvHRewH5MGJuHbz68Audc/j7m3PA5/vfKBdBq1TjhzNdx4vRCFA7IgNmkw/JV+7Ble5ls4VlCSPenqd8rO1/VXAl3bGQFKyPR7BAvCM36wG5qPupmMXDrMXnvAJt0KtTwYvBEFW7wpLlZmOZiY+H0eC+c6s3isB3JPt5xJ7597iRsrd8KAHh6y9OYmDYRerX8bwEh4dq8rRQ1dc0B80cOzYZGo0bfvBS8+fy5uPqWL3H8ma/j8gvGIT83BS1WB/5ZcwAffr4Kd/x3miT79sChWqxZ760DVN9gxR+LtmPR0l244qKjYdBrA7blM+2YArz5/jJcd9s3uHD2GOzZX4XnXl2EXhnhd/qJRmKCEdddORkvvrEYRqMOx08ZiF17K/H48/MwfkwuZhznra3iG6r96ddr0DcvFf3zUzB/8Q4sW7kv6m0/es9MzDrvbZxw5uu4/spjkJUZjwNFNdi8rQzPPHwa4mINePjuk3H7Az+iurYZxx87AHFxBpSWN2LFqn2YOD4fs08biSdemI/K6iZMProvMtLiUFregLc/Wo6hhb1CtpImhJDORsGTHkqrVWPBXzvxyttL4HC4UNAvDS88dgYunH2UsMyv87ciJcmEsaN6B7z+h1834emXFwqPl63cJ/zo/vzFVZh0+Adu2cq9uP72bySvvez6zwAA771yEc46Rbnd33uvnI9b7vsetz/4AwwGLU4/eRienD0G513xoWS5B+44ETfe9R3m/N9nsNqcOP+s0XjjuXNw8bljsWZ9ER59dh4aGq3IyUrEpmV34dLzxqKktAGffbMGH36+CiOHZeOL9y7DRVd/Illv7+wkLPz+//DY8/PwyLN/wNJsR2Z6fNBia+PH5OLbj67A2Zf9D5dd/yk+eO1CHD02Dz/8ugkvvbUYbpcHfXon44n7TsHVl7d//QNCSMczHFwsTLsNSVDbvB1s9GWr4cwYqfSyVpMO2QkveOI+HDwxatWoiyJ4AofYwQd6PRwe7+MGpXreNhtsO7cBzDXQy9tfxh1D7ghveyHwPI/llcvBg8ektEmKNSlIz+M7t/C3598HkJzk/YM8feYwDOifhlffWYqnX1mIyioLDAYNBg/IxD23nICLzzlK8toX31iMF9/wfp9jY/XI652MZx85HZedPzZgO6xpxw7A0w+eitf/9zd+/mMzBg3IwJvPn4vnXmv/TKv7b5uBlCQTPvhsJf736UokJRhx7hmj8cAdJ0qGvDz14KnweHg8/fICeDw8Tp85DE8/dGrAOVa4Rg3PwR/fXosnXliAOx/6EQ6HCzlZibhg9hhhmcsvGI+szAS8+s4SfPfTBjidbmRmxGPC2DwMLfQW1B49IgfvfLgc9z76C+oaWpCSbMZxk/vjnltmtOpzIYSQjsDxPB946+gIVVpa2tm7EJEYx3fgYA29oIKzL/0fsjLj8fJTZ4deOApmsxkWiyX0gkcQs/0VAIBF/1/wiIFVd1Yn7xHpqlJSUlBdXd3Zu0H8cI4mZH7ovbDi1To0jL8TCcsfBQC0FJyJ+imPK7/Y7QA4NaBSDnwEs7W8Gf/5ehcAYGCaEe+fN0B2ueSfL4G+bA0AoObEt2HvfQycbg9OfH0VthvmCPteNmcDwHHo1ejNlimNKwlYl3PFCrTcdz8AQDN+HD65tDe+L/oeBcU8HvtEfvji1yfH49vhYoZAH1MfvDPhnajes7/llcvxyMZHAABn9D4D1wy4RnY5+v50T76/xXrD0528J0euI/3cjc7NSGvQb0/76tWr/bsahkI1T45g3350RbsFTgghpCdi65q4zb3giRG7f3AO5WKKmtpdSP/0WGR8MhGauj1RbVupWCyLczRDV7FBeOxK7AsA0KpVcKkMsPLeDj2c2wHO0RR6ow6mvoFOJ9Y8CdJJ/pzfGtCvRLwvU+uoDb2dMP1Q9IMw/X3R96izU5tkQgghbafSVon5pfNRY68JvTA54lDwhBBCCAmTuknMznCZe8GjF2scqOzKxaeN27+G2l4Plb0B8csejWrbFnvoYTvqxiJwh+uSuOJzJTVYjDo1Sngx2MO+FyU8M2yH0+mEmif+w3ZUfneDjt8g1mdpcjbB4XagLbh5abbLrsZdbbJeQgjp7uaVzMMr219BhZUaFkTL4Xbg1jW34vmtz+PWNbfC5rZ19i6RLoaCJz3UUy8tQGLenW22vlnnvY0TZ78p+9zn365FYt6d2HdATFOrrGrCTXd/jTFTn0XmwHvRd9TDmHLKK7jr4Z9gtwd2yCGEkO5AV7VVmHbHZoHXM3VEgmRyGA79LUzry1YDfGA3kFCKG+zCdJpZvpilmmlB7DZnSp4z6tQ4xIsdLzRNh0Jv1CFuEzqx5oldJ601oh4gHULUt0w6IrjM2vpORDzP41CzdJ8PWA60er3kyJOYdyeeemmB8Litz5l850VFxWLW1VMvLcDSFdFlnQXj/16ORO312XYnG2o34IVtL+DX4l/x7q53O3t3uq11tetQaasE4P3dWlu9tpP3KHx2tx13/XsXLl12KXY0RNdZi4RGwZMe6uJzj8L8udd1yrYbm2yYfsbr+G3BFlx7xSR8/cEcvPj4mTh+ygD8sWi7bNthQgjpDnQl/wjT9qzx4DViFy/OpXCHyuMC55S24Ixm6E5RnRjI6JMk30ZV3VIpTLuN0tagRq0K5XyS8FhlDT2cxj/zpNkl1jKxMLugGXsUDFf9R3jcuwpIahQDKG1xItfgbECjU5rdQ8ET0hba+pzphKkDMX/udUhPFTPTnn55IZaukO/URVqHPlvg7Z1vC9N/V/4dZEkSDDs0FAAqbN0ni+fL/V9ife16lFvLJX8PpG1Rt50eKiszAVmZCZ2y7Z9+34xDJXVYu/hu9M0V9+HUk4binltO6JR9IoSQtqBpOCBMO9NHSJ5TCp5oa3ZAbZUWkNOXroIrqSCibde2iIHnjFid7DIqNvPEmCZ5zqhTowVixINzhVFwXNJtRyfJIPlqsgqXLfRgR54GR0+bBk6jQdUv3yC2tB6AN/ukNs6boVJuLQ+9rRCqbFUB8/ZZom+9SohPW58zpSSbqe1uB7DbXdDr6VIGQEBgucnZhFhtrMLSRM7mus1YX7teMq/W3nY1u9rbD4d+EKa3NWwDz/PUka4dUOZJDyWXgpqYdycee24e3v5gOYZPfgo5Q+7HzHPfwvZdrT+pZdXVe++wZqTFBTzHcRx9kQkh3RJnbxDaEvNqPdymDPBqJv1CIXiibgrs5GbY+0fE229xiEN9jEo1T5jME49f5kmqSYsW6IXH/tkwcni7GDzhtVpJEGTeGBUuuVWNp87Xg9N4L2Cq8hKF57Md4sVjg1O5mG64/C8OAG/midx80nNcd9vXGDbpqYD5s857G7POE++uLlu5F4l5d+K3Bdtw+wM/oO+oh9Fv9CO46qYv0dAYPFAY7JzptXeXYujEJ5FVeB/OmfMBqqotqKq24PLrP0XvYQ9g8IQn8NJbf0le6z9sx7fu51//E4l5dwYMtVm+ch9Ou/Ad5Ay5H1mF9+GsS97Dtp3SczO324PHnpuHgWMfQ69B92HWeW+Hff5WUdWEa2/9CoPGPYb0Afdg4NjHcO4V3vfCfnbLVkqzN+SGHw2b9BSuuulLfPTFKoya8gwyBtyLY2e9jL//kb72utu+xuCjH8eqfw/guNNeRcaAezFs0lN458PlAfv374ZDOP2id5E92Pv+T7vwHfy74ZDs+lavO4gTznodmQPvxYNP/Rbysz0SeHgP6hzS4tmUlRe5+aXzA+Z1l+CJ2+OGze8cZFPdpk7am56NgidHmK9/WI/5i7fjyQdOxWvPzEZxaT0uvOpjuFzyLSejMWp4DgDgwqvex6IlO9Hc0jaFAgkhpDMZDi0Tpl3xuQCnAq9hghFuu8yrAHVz4AWOprEo4u23OEN325FknpikmSdZ8XpYeWZ/I8w8cWtVQsFWncqb+eLUcnB4HOB57xCdRpO4X1ls8CRIJ6JwNTnla8rIZaSQI9fdj/wEjuPw7kvn444bpuHnPzbjrod/impdX32/Dkv/2YvnHj0dTz90Glau2Y9rb/0KF13zMQYPzMTHb1yM46cMwMNP/475i5WHpvmGBF1w9mjMn3sd5s+9DhefexQAYN6f23HaRe/CZNTj7RfOw7svnY+mZjtOPuctFB/O4gK8AZ4X3liM2aeNwKdvX4Kpk/vjgv98FNb7uObmL7FmXREevnsm5n58JZ568FT0yoiH1Rbd+dny1fvwxv/+xn23zcD/Xr0Aep0Gsy97H7v3Sr+LTRY75tzwOc47czQ+fecSTBqfjzsf/gmffyvWkdiyvQyzznsL9Q1WvP7sbLz5/Llostgx67y3sHmbNPDc2GTDFTd8jrNPGYFvPpyDs08dEfSzPVLUO+oDimlT8CRy+5v2B8xry25x7elg80F4IK2ltrlucyftTc9GuW5HGK1WhS//dzm0WvGu5WXXf4Z/Nx7CuNG5bbKNiePycffNx+O51/7EkuW7oVarMLQwEzOOG4Rr50xCfFxM6JUQQkgXoy9aIkzbcqcBgCTzROWyAjwP+GXXqZsDx0yrbLWAxw2o5DNI5DSzmSdahcyTZvHixeM3bCcjTodqiMN9FGu0MHibuIyL2WaMOgZu3g037wYPHk7eCR2nQ4NRfG2aTdxWW2SHKAVPNtVtQt/Yvq1eP+kZJozNwzMPnwYAOO6YAuzeV4VPvlqDN547J+LMV71Og8/fuQQajfdvf/uucrzxv2W495YTcNsN3mPApPH5+HX+Vvz42yacMHWg7HqOGtkHAJCZHi9M+9z9yM+YOC4Pn797qTBv0tF9MfLYp/H6e0vx5AOnor6hBW++vwyXnj8Wj947S3hvarUKDz/9e8j3sWZ9Ee6/7UScc/pIYd7pM4dF8ElIVVVb8Mfi25GT5c00O2ZCPwyb9CSee20R3n7xPGG5JosdLz5xJs46ZQQAYPqxA1BW3oAnX1yA888aDY7j8OwrC6HTafDjZ/8Rzg+nTOqP4ZOfwjOvLMQnb10irM/S7MDbL5yHk08YHLBPcp/tkUKupW5xS3En7En35fQ4UdQceFOjpCV0V7qu4O+KwDo3W+u3yixJWosyT44wUyb1lwROCgd4uzGwdzfawh3/nY596x/FK0+dhXPPGInauhY8/fJCTJjxAiqrlDtSEEJIl8Tz0JX/Kzy09T7WO6FSg1ezAYnAoTBqmSwTjvdAZa+PaBdaHOKdRWM4mSd+w3ZitCpJzROVM3TmCd8oBj1cZvG1BrUBepWYxeJrRVyuE99/kkN8vi267bDBE3bbRZbIs3hIz+UfwCgcmAG7w4XKw0NUIjFlUn8hcAIA/fO9AcnjjhHrFWk0auT1SUZJWeTZVXv3V2P/wRrMPm0kXC638J8xRoujRvbBitXeO+Fbd5SjucWBM/wCHmfOGh7WdkYOy8Yr7y7BWx8sw9YdZUKmWLTGjOgtBE4AINasxwlTB2LNeul3Ua1W4dQTh0r3+ZThKC6tR2m59/NasWY/Zhw3SHJjLS7WgJOmF2L5KmkmgEajwoxpg1q17z3R3qbAYrk1tsCAClG2oXYD7B5v9miKPkX4jamyVaHeUd+JexYeub+B9bXrUWevk1matAYFT44wifFGyWO93ntSEKp9sEajgsct31rTfXi+RiP9c8pIj8fF547F68+eg41/34VnHj4NpeWNePWdJXKrIYSQLktXtgYaizeF3KMxwpksXqCxhVkDskx4HvqyNbLrVFsiqzfF1jwxydU84T3SVsUywRPpsJ0wap40icETh0l8rU6tg44JGtk9djg9Thzkxe2nOWOg5bwtlatsVa3OPmGDJ71NvWXnE5KY4Heeo/MmWduj6PSXEC/NlNUd/t4FzNdqYAtxHiWnqsYb0Lnhzm+R2v8eyX/z/tyO2jrvd7Ti8E2n1BRpEdq01PCK0r7/6oU4aVohXnl7CSad9BIKxz+OZ15ZCI8n8pbpAJCWErjdtBQzysqlAaSE+BjJDTsASE3xFjEtK/ceD+rqrUhPCyxsmpYai/oGaYA3NdkMtZouXfxtr98eMK8tinQfSfY0iR3wJqZNRC9jL+FxdxgaymbI+H53efCyQRXSOjRsh4QlJdmMVfsPyD5XXtEIlYpDUqIp6Dr+c8kEPPHCfOzYUxl0OUII6Wq0NeLJqS3veIAJHLjNvaBp8qZIq5tK4UrIF57j7PVQ2b0XFB6tEfbsyYjZP8+7zooNcKYGpp/Lcbg8cHq8d4vVKkCnDhx+oLLVg+O9F3AeXRygkbYzNmhU0oKxYdQ84Rv8gieHr430Kj0cKrFegsPtQAPfgIo48Y42d6gUfcx9hJPSg5aDGJoovQsdCfbuX5YxC7ubdgNomyFBpOvS6zVwOgMDE7X1LUjyC5R0N0mJ3v1/4I4TMWVi/4DnfYGH9FRvcKGq2oJBTJOuyqrwsmlSU8x47tHT8dyjp2P33ip8MfdfPPniAiQnmXDFRUcLHWscDmndDF/wxp9cFk9ltQWZGfGSefUNVjidbkkAparaGwjKzPA2FUhMiJHNSK6sakJigjRIRf0G5MkV5N5n2Qeb2waDWr6tPZFiMzTSY9IR3yz+LXf135iS5hJhmJaKU2FS+iQsLl8MAPi+6HuMSRnTmbvX41D4loRl8vh8FJfWY/0m6RhKnufxy/ytGDUsG+bDdyUrqppkC9CWVzaiscmGDJk7DIQQ0pVpGg4K006/FsNuc4YwrfLLPJFmgqTDwbQ31tbtDnv7LU5pvRO52g0qptOO25Qa8Lx32A7bbSd48MSx6E+4d+4UHttM4v0WvVqPGI14YdPobITFZUFJCuA4vBhfWYlMj9h1rbUZIux49IEJYuZPVz+xJa2Tk5WIymoLamqbhXn7D9Zgz76ufzeYpdOpYbNJs1/656eid3YiduyqwMhh2QH/DRnkHVo9ZFAmTEYdvv9V2j1j7i8bI96P/n1T8cDtJyIhPgbbd3qPV74hOP7dexb8JV8Ed+2GIslw7yaLHfMX78BRI3tLlnO7PfjpD2nRyrk/b0R2rwT0OhxomTg2H/MX70CTxS5Z3x+LtmPiuHyEQ+6zPZJYnIHBLDfvpqE7EWCLmsdr4xGnFX+7Gh1d4zfG6XEGDLnjeR5XrrhSeDw2eSwGJ4g3ZXY07Gj1MD0iRZknJCznnDEK73y0ArMvfx+3Xj8VhQMyUVPXjI++WIWtO8rx3UdXCMt+/f06vP3Rclx+wQQMG5wBo0GHPfur8Pp7f0OnVePKiyd04jshhJDImDZ9CNO2L4TH7nhpUUKPTgwIq/yGwrDDeDymdLjixIsL0/av0DD5obD2wWIPXe+EDdT4F4sFAEPAsB3l4AnP87A+/rhkns2kFaZ1Kh0SjAlCR4ei5iJkxGTAo+JQbwLSDp+HJtjF19jcoQvUBsOmJQ9JGCJM07Cdnu30k4fiiRfm46qbvsB1V0xGTV0LXnxzMZITu1fWyYB+6Zi/eAemHVuAhHgjMtLjkJkeh2cfOR0XXvURnE43Tp85DMmJJlRWN2H1uoPI7pWA6688BvFxMbh2ziQ8//pimE16HDe5P9ZtKsanX8sPCWQ1NFpxxsXvYfZpI9C/bxq0GjV+W7AV9Q1WHDfZm+2SkRaHiePy8eKbf6FXZjJizRp8/f167D8o32kkNcWMsy55D3fedDz0Og1efusvtFgduP1wEV2fWLMeDz71G2pqW9A3Nxnf/bwRfy3fIynee9sN0zDvz+04/cJ3cOM1U8BxHF5+6y9YZdYX6Wd7pGhyicdANacWOu+w80lw9c56YTpeF494bdfKPFlRuQJPb3kaibpE3D7kdiFAsqdpj6TLzknZJ6EwoRCv7XgNAGBxWVDnqEOSPklYpspWhRR9SsQFtIkXBU9IWGIMWvzy5dV46qUFePP95SiraIAxRocxI3Lw0+dXYcLYPGHZE44biLKKRvz8x2a8/t4SNFlsSE40YdzoPnj35fMxfEhWJ74TQggJH2dvRPzKp4XHPDg4Ugoly/BMBgbnVA6euI2pcMdlS57XFy2FvfcxIfej0iIOkUk16WSX0daId4ndpvSA5wMyT4LUPHEuWhQwz2oQgzZ6tR59TH2wHMsBeDs7mDXeOghWZvdiXeJpRksYNVaUuHk3rG5vsIcDhyyj+DvS6GwEz/N0IthD5eem4KM3LsJjz8/DRVd/jL55qXj83ll44Y3Fnb1rEXnm4dNw18M/4fwrP4Ld4cKdN07HXTcdjxOmDsSvX12D51//E/+96zvYbE6kpcZizMgcnMEUhL3rpuPB88AnX63Gex+vwOgRvfHFe5fh6BNeCLpdg16LYYN74eMvV+NQST1UKg798lPxzkvSrjVvv3gubr3vB9x8zzfQ69S48JyjcNv443Dj3d8FrHPi2HxMGp+PR5/9A6XlDRjQLx3ffDAH/fKlGW+xZj3+98oFuPuRn7FtRzlSU8x46oFTcf5Zo4VlhgzKxM9fXI3Hnp+H6277GjzPY8zI3vjly2swtLCX/6Yj+myPFGzmSS9jLxxqPgSg62RMdAe1djFQmKBLQJxODL7JDYvqaF/s/wI2tw1l1jLcsuYWAMD0zOkBQ2GPSjkKak6NgrgC7GrcBcA7ZNYXPGl2NePivy9GnDYOhQmFeGD4A1BxNBAlEhQ86aHuuun4gB+Ouv1PByzXOztJdr6cxAQjnn7oNDz90GlBlxvQLx1P3H8KzGYzLJbIq9sTQkhXwXbYAYDmYZfDY86UzOO14h1w/6Ew2ooNwrQ7NguuhDzJ8wl/P4DqWR9Cba2BI3WopJYKq7RRDJ5kxskvoytZKUzbe40LeN6gUYc1bId3OmF94smA+XZeTIvXq/SSO1n1jnpYXN7jvVXcBMwOFXzdkX3Bj2jYmLbKMeoY4T+r2wqHx4Eaew1SDClRr590bTNPGIyZfu1p2Y43ADBpfF/Z85kLzh6DC86Wjvn3Xy7ccya5dQHAL19eHXK58WNy8dfP/w14LQCMHdUHX/3vctnnfNRqFe67bQbuu21GyP1k6fUavPTEWUGXAYCszAR8+b/LAs7dLjlvrOzyl5w3VvE51rjRufjzxxuCLjNmZG/88Ol/gi7zxnPnKD4X7LM9ErDZd71ixOAJZZ6Ep9nZLHxmKqiQZcySDtvp5MyTJmeTEAhhLSxbKMnIvKTvJVBz3vpCvU29hdcsrViKkcneNuW7G3eDB48GZwPKreUUOIkCfWKEEEKIAuPO74VpR+pQNI69JWAZSfDEL7tCV7VFmLZnTwBUWtSc+KYwT91cgfSvTkLKTxeh1/+Gw7TlE9n9qG4WAxfpsVrZZTSNh4RpZ+qQgOe93XbE4oFKw3aab7lVdr7DIwZwdGodEnViq9I6e51wAt+iEzNAzE6xUGRrMk/YwItBbQDHcegX20+YJ3diSQghPZ3D4xBa7Ko4FdIM4pBNGtIYnuKWYvDw1gXpbe4No8bYpWqe/Fvzr+Jz2xvEYvb9Y8Wi0+NSxRsoOxvF2mU7G8TpgfHStu4kPBQ8IYQQQuTwPHQV64WH9ZMfBlSBLYKlmSfNkudUNrGCvzvWO9TE3nsK7FnjZTcZt/JZqKyBRf6swdoUe5yIX/ogNE1i8MS3LZZBq4IVYtaKUuaJe+tW2flszRKDyoD0GHFoUFFzkWzmiYkpc9KazBP2tb5CtdkmcQhUjZ0KIxJCjjyS4SbaBMRqxRpcnZ0x0V2wxWKT9ckAIAmedPawneLm4pDLmDVmjE4Wh8MNSxwmTJdZy8DzPNweN3469JMwv29s37bd0SMEDdshhBBCZKgbD0JtrQbgbTPs8uuy48NrxOCJig1I8LwkeOIxiJkaLf1Ph54ZZuPDeZzQ1O2BIyZZMt/qEoMnBo30vkfMvvkw7fhaeOyOSZHUYfHRqDi4VGLmicptA3hPwHJyDDfeCIdH7IahU+vQx9QHOpUODo8DZdYyrKn2Fq9kgydGu1jl3xpGa2QlbOAmRu19b+xFwvaG7Tgl55So108ICc+mZXeFtVywYTak7fiGmwDeeifxOrHQaaWtUu4lxA9bLDZBlwAAks+xszNPfG2IAeDGQTdiSMIQ/Ocf6TC3XHMu1MzNnXhtPAxqA2xuG1pcLWhyNmFJxRJU273nNCqoMCp5VMe8gR6GMk8IIYQQGTF7fhWmHRmjZbNOAG9gxYcdtsM5W8B5vMNteLVeEtCw5p+ouF21X7tjALAzrYoNWulPt6Zmu+SxI0P5hCjeqIONF4f9cC5pBxzeKg1wGG78L2K//gr6006V3J0zaUzQqXUYmTRSmOcbOlMTywzbqRRrJ7S4ox+2ww75Mai9ASD2zuCiskW45O9L8NX+r/Ddwe9QbAl9p44QQrq7cqvYXjrLmCUZzri9frvcS4ifeke9MO3rstNVap7Y3Xasql4lPM4z56G3ubekaDrgDZ6wOI5Drxix4PLamrX4eO/HwuOpmVMD1kHCQ8ETQgghRIa2bq8wbcs7QXE56bAd8SJfZa8XptmsEwCARg8l6ubAu4VWl9iqOMYveMLuJwBYhs9RXHdGrM6v4440WOKpEtsdc5mZ0J92GlQp3kKspdZS4bnMGG/RXF+KM6uIabhhLhGH07AnqJFih+0YD2f6+J8sVtgq8P6e9/HOrndw7m/nYlcD1UEhhPRsbF2TBF0C8mPzhcdVtiq5lxA/7I0BX+aJf/CE53n/l3WI/Zb9ws2DjJgMoU4JW9sGgGwWCVv3ZF7pPEkQ6PJ+wQtUE2UUPCGEEEJkqBsOCNOuhHzF5SStiplghNKQHZ+G8Xd4Xw9OkomibgrMmrAxmSd6ZtgO52iGvni5ZJ3OtOFQkhGnQwuYorF+dU94psuGKi5O8hx7h7OX0XtHS67DzaFUMfPEWCwGT7Y3bIfT4wxYPhySeiuHM0/GJI/BiKQRist/VxTYYpUQQnoSX60pADBrzYhRx0Cr8mYX2j12ybGTyCuzlgnTvuCJQW0QPke2KG9HW1S2SJjuF9sPHOf9ffUPnvjfTACAQfGDhOkNtRsk60k1pAYsT8JDwRNCCCHEn9sBDRs8ic9VXNSjE2tvqFrEYIE0eBIPf81DLkLttBdQc8rHaBkgthLV1u4MWNbG1DxhM090FeuEoUGuuN5oHnqZ4n4C3mKzVp7NPPEbSmNjThANBslTFqd4ku5LbZ6YNjFgGxUJ4jRXW4ckrXeG0+OMeuw4Wy/FV/OE4zg8PfppXNL3EtnX/FP5Dzxh1nQhhJDuqJkpUm7WmMFxnHB8Bjq/Xkd3sLluszA9IH4AAHSJz7HeUS8p8JpjyhGmCxMKJctmGDICXt/b1Ft2vcekH9NGe3hkouAJIYQQ4kdXthaqwxfsrths2cwRH3dsFnjOW39d01wGzuENMqhs9cIyHr3M61Va2PqeBEfmGDiTxBaD6oaigEWtTvmCseZ1bwnT9syjAI5DMAaNKuiwHd4u3qXk9NKhRc0u8SSdHTqjV0mX41UcwLw2ASZhuskVXevMOocYiGILxQLAhfkXYu7UuZLx3YD3risVTCSE9GTsMdWk8R5ru1KnmK6uxdUiDGfRqbyF0H3Y35rO+By/OyjNniyIE4vWH5d5HPLN3ozYWdmzJMVifdJj0mWH1p7W+7Q23tMjCwVPCCGEED8aS4kw7cgYHTwoodbBFSfeEVI3eV8batgOi31eZW8E/MZXN9pkap543NBViXfM2OwVJXoNBysbPPFvV2x3iNMGaVCETVv2ZX8AQB9zH/hjAy+JHrEmDJu9Egk2rTojJvAOm0ljwnsT3sPnkz+XpCoHG/PfWWPYCSGkrbBBbbPWDACI0zHBE0fPCJ6sqFyB2X/Nxg2rbmjTLBBf9xnAW8OLY37rJR13OrhorIf34NdisWh9tjFbUsNEp9LhpbEv4e2j38b/Dfw/2XWoOBVmZs+UzLu58GZh6CuJDgVPCCGEED/s8Bu3MbCuhz9eL56sqg6nUUsLxiYEX4FaB8/hExqOd0mG0zRYXThU7w1cqFVAToJ3ObWlVBiy49HFwZkxEqEYNCq08GFmnujE5dy8W6hXwoETxoID0kAKAG8mCjPkJ5EXn2fH50eiwip2IJILngCAWqVGsiEZKXrx34t9HWtR2SKcv/R8zFgwA89vfT6qfSKEkM7GBqTNGm/wJOHwUEkAqLHX+L+k07h5Nz7e+zFuX3s7Xt3+qmTIUTAOjwPPb30ejc5G7GrchW8Pfttm+1RjEz8f/ywNSQZPBwehKqwVQmDMrDHj3QnvQs1Js0v0aj1yzbmSgI+/03NOlzyeljmtzff1SEPBE0IIIcSPyiqeUHliQgdPPFpxaIqv404kmSeANADD2cW7XJvLxBPMgalGoVWxrnS1MN+ZPCDk+gFvsVnJsB2ntOYJz9Q84ZjME4dbzEjRq/WSk7UYjTR4YlAbJJkn8UzwhO0MEQn27qqvoJ8Sdlz47sbdAc/zPI83drwhDAWaXzofe5v2BixHCCFdGc/zqLXXCo99mSe9zWKti52NgTW0OsvfFX/js32fYVPdJvxS/Ate3v5yWK871HxIEnj/tfjXNiuEu6NxhzDNBt4BIEmfJEwXtwQWcm9P62vXC9MFcQVQcdFdspu0Jsw7fp7wH3vjg0SHgieEEEKIH7VVTOX1xCQFWdJL2q74cOYJW/MkjOCJRy+mCKuY4ElFkxi46JsiBiJi9v0uTNv6HBdy/QCg16pgY4InKr/MEziYgrF6MXuEHbLjX+MkIPNELc08iXOLy0cbPGlhMnH8t+fP18oR8LZ59NfgbAjIgNlWvy2q/SKEkM5SYatArcMbPDGqjULRULY2RnFzx170B7O6erXk8ZKKJVhVtSrk6/Y17ZM8trgsKLIE1gaLlMPtwI9FPwqPfV3kfAbGib8lOxs6NgjFBvRHJofOKiUdh4InhBBCiB9Vi1grwxMTWHDNHy+beVIvriPUsB0AHnboj11MEW5hisWa9WLaroYpLGvPmRxy/QCgV4cYtsNmnuh1wjR7l0+vDh480al0kqyVWI+4nmiL7lndTLcdTfDgCZt6LResqbQGFpHtKXUBCCFHDnZYYl5snlA0lM2Y6CoFY6tsVVhWsSxg/kMbHpJkFspZXL44YB5bRDxav5f8LlnPSdknSZ5nM3g6uvg4uz3/Yuikc1HwhBBCCGF5XNDWbBceBmtT7MNmngg1TyTDdhJCb1aSeVIvTLc4xWKxRqZNscompmu7wwjwAIBB699txy/1WSnzxM1knvgFT3ydd4RtqA3gmNemQgwKHbQcDGs//bGZJ0a1MciS0g4Jct195NKv6531Ue0XIYR0FraIKdtWl53uKoHhZZXLJBmMPh54sKhskeLrnB4nNtVtCphf76hv9T5trNsoTI9PGY80Q5rkeTYQzw6P6ghsrZoUQ+ihw6TjUPCEEEIIYaibSqA6nD3ijkmB2xz6rk9b1DzxmMRCqNpqcRhJi0PMPDHqDmeeuB1CkIbn1JJ6KcHoNRysfOQ1TyTBkxDDdrKMWZJhO5lIEKaLmiNPtXZ73MJJNwcuZKcASfBEJvNELv26q1xgEEJIuNjgCdthh+0S0+BogIf3oLOxw4eu6H8FTssR2+XK1aby2Vy3WShWzmqL7jdsMP+ivhcFPB+njYOG0wDwDhVqqzor4ai2iUOH/WuxkM5FwRNCCCGEoW4WU6HdcdnB2xQfFlDzhOel3Xb0CSHXYc8cI0xLgicymScBQ4LCLCZn0KhghTiMhnP73Qlkuu2A6bYjqXnil3nCBisAb/q4Ki1VeBxXLQZoorlbKBmyo44J2lnAt4yvK4HNbYPD45A8X9JSEvCa0pbSiPeLEEI6Exv0ZTvDaFVaofOOB56oa021JbYAap45D0enHi08PtR8SPF1f5X/JTu/tZknJc0lQhYiB05SaNxHxakkQ6DYgEZ7qrHXCMOtNJwGibrQN19Ix6HgCSGEEMJQt4hjjd3G9LBe41/zhLPXgzvcoYZX68GHqNMBAO448eRNzdRcsTKZJzGHM0809WIBPY9RDFSEoteoYGeDJy5p8EQp84S94+af+TE4YbDkcR9TH6iysoXH2rJqqA6fbjS7mmXvIgbT4maKxYbxOXIcJ7nzyrbyBIBqe+AJ8J6mPSHH3RNCiL/SllLMK5nXJsNIIiXJPNFKsw/ZrmQdXa/DX6OzUQhaa1VaDE8cjt4msZ5IUXMReJ6XfW2VTfwtnJIxRZje1birVfu0rnadMD08abhiRiNbRNa/4G17YQuYFyYUCrVsSNeg6ewdINFzcylQ8x0TBY0GzxnBwx16wSOK9wKCRwzcHKXhEdIVqdjME1NakCVF7LAdlb0BukpxLLUzqSCs7BU30xJZ1SIe25sdgZknuooNwjxH2vCw9hHwZp7YwbQq9Ms88VSI752LTxCm2TuXvjuaPvmx+ZLH/eL6QZUiBnz4pkbEamOFO2mNjkYkG8Kr0QIAVpc08yQccfo4YYx6naNOcveQPRk3qA1CYKjeUQ+TxgTS+XiE9+9M2t6Rfu4WyblZi6sF/7fq/9Dsasag+EF48agXQ2bGtaVgwZM8c56QWbGjYQf6x/XvsP3yx2b2ZRuzoVPrkKRKglFjRIurBc2uZtQ6aiU1RgBvK+ZDLWJWyuS0yUImSmu7CLHZLqOSRikuNyV9CjbUbgDgLVx7Zp8zW7Vdlpt346DlIHJMOZIWwmy9EzbIRLoGCp50Yw7tsZ29C0GZYlNglbnDdyQzOd4DAFh1Z3XynhBClGiaxGEdblN4mSfuODHTQtNwEJpG8cTOmTworHV4jOKJo8paA3hcgEqD0kZx2EmKSXt4GwciXj8AxOrVkm47Kr+aJ56D4hhwdW6uMM0GT/xP0lWcCg8OfxCf7P0Ex2QcgzRDGpwGpraJzYZ4XbwQPKl31kcUPGEzQvyL0yrpE9sHBxoPAAC2129H39i+ALyBGF+bYi2nRbYxG3ua9gS8R9K56Dey89C5W/j2Ne0Tjk/bG7Zja/1WDEkc0mHb398ktmJPj5H+VvWP64+/K/8GID9UsSPtadwjTGcbvb+VHMchx5iDnY3eGlSlLaUBwZNya7kQ7I5Rx2BMiji0td5ZDzfvFoZoRuqA5YAwLTdkx2ds6ljgcP34th7e+cyWZ/BX+V/IMmbh5bEvC0Ng2Q5ANGSn66FhO4QQQghDy2R1uJIKwnqNK0HMvtDU7wPHtBoOp9MOAEClhftwYVkOPFQtVXC4PChp8BVLBfokelOLJXVZYsNvY5hk1KIeYo0SjunYw7tc4BsP38lUqcCli1k37B1O/xonADAhbQLePPpNnJ93vne9MWIKNG+zS1LII01vL7eWC9OphvCGKA1NGSpMs911NtdtFqYzjZmSQBAFTwghkah1SDuw7G5SLnza1tweNw40HxAe94+VZpawwRTfsB2loTHt7c/yP4VpNlOR7SLDZlv4bK4Xj9dDEobAoDYIvz8ePvpaLvWOeslvQa45V3HZBF0CVIdrillcljb7nVhWsUzIoilpKcHPh34WnquzM8ETPQVPuhoKnhBCCCEMTaOYNeFMDe8uoicmBfzhEyyV0wK1VTyp9oTZCQcA3ExbZMOhv1FrdcFz+Hw3yaiB4fCwHc4pZmNEsn6NmoNdJw5h4ZuZE1YbUyw2RlqYNVTwxB+nF7NbeJsNGTFiJyFfCnS42Lt97PhzwDuk6faf9mLOlzuxp1oc3sNmtrD77ssyAbyp2qE683QnTo8TKypXSO6oEkLaj3/72hpbYACgvdQ76oUuOvHaeJi00iGHbKC5ylaFT/d+itP+PA33rbuvTTrVhMvhdmB7/Xbh8fRe04XpJOa3iM228GED575hR2wmhlzAJRz7m/bDA+9n1y+2X8DvCkvNqdEvtp/wmH0v0ap31OPFbS9K5rG/TezfFWWedD0UPCGEEEJ8JC2AVfDo40O84DCOA68TL8TVFvGCP9w2wgBgy54oTGsaDqLB6hIeJ8SII21VbMaIVlqDJBQ+RjwZUzPtlHmrGHzgDNLieezQGXM422Nfb7dhbMpY4SGbah4ONlMlVS/NPHlzeSmWH2jEjsoW3PHzPlQ2eYc4JTDdjRod4oUCe7KdYczoUcGTT/Z+goc3PoxrV14b8WdMCImcf6BSLgDQXthtsTWdfNIMYubgrsZd+GTfJ7B77FhTswaz/5odceHuaM0vnS8EKrKMWZL9YrMq5AIh7LHbl73Ivlf/4FW42GzEPHNeyOX7mPqI23REt03WyqqVwvBRH9/vnNvjlmQw+Q9lIp2PgieEEELIYSp2uI0uLuwWwN7lxaCCmqmbEnYABoDbJGZoqKw1aLSJwZN4gzd4wjmahbosPKeGK055vLYcmzZBmNYwgQneKmaesMNuAMDOFJZV6krAYoMvvFWaeVJlr5J7iSK20w/bbedArQ1zN4u1GcqbHHhpqfekmO22w95llVxw6JIkNVTYrj7djc1tww9FPwDwprN/feDrzt0hQo4AG2s3Sh53ZMeuUqsYoE/RBxa5TdInBRT3Zim1AG5rbIvio5KPkjyXGZMpTG+p2xLw2npnvTDtG2LZK0bMEtnRsCOqfWKLzQbLOvFp6yC7XJDN13a6xFoiBFLitfFCvS7SdVDwhBBCCDlMbSkTptkCruHgdWKGidoSXfDEEyPeVVPZatFgE7texB/OPNHUiS0aXQl5gFpsPRwOlVoHN+8dkqPima4aNjHzBAZptxM2eKJX6RGKJHhitwekkEfC6hb3iw3cfLEusP3mPwcbwfO8NPOECZ6wdyqT9NLgSXduVbylbgvsHvHf6M/yP+Hmj9yOKYR0BF8RbJ9oMyGicdAiFvfuY+4T8LyaU2NS2iTF17NFXNtTUbM4DHZq5lTJc6OTRwvTe5v2BtRkYTNPfAHxoYlDJa+JxtqatcJ0OMGJtg6eWJyWwHmHM1GqbeINgd6m3tCoqLdLV0PBE0IIIeQwTZ14QulKjKy1I5t5wnax8ejCH7bDDv3hHM2SYTvxBm9XAXWTeMfRFR865difXquCHYEBl6CZJ8yFuV4dOngCpuYJbDbEa+OFNsPNruaIhpWwwRPfOqosTvyyLTDN2+7i0WR3I54JWNXaa4WTcv+x5Owd2/IWcXx9dyOX8n7ywpPh8DhkliaEtJabdwcEXA+1HOqwoqwHm8XgiVI727Nzz1Z8/ca6jWHtq8vjkgQxIlHvqJe0BPbfz3hdvNAe3uFxBASj2MC3L3jCFsKNZpiU2+MWug9x4DAyaWTI17R58MQlEzxxWuDm3ZJjeSRd6UjHoeAJIYQQcpi2Vhxr7EzsF2TJQEoZJh5Tmux82WWZon8qpwX1zLCduMPDdtRW8eTKYwxM1w5Fp1HBDm3AfEnNkxhp5gk7dCacYTvQagHV4VMMlwtwuyUnqWtq1oS9v3Lb/nNPHXyn/UMzTchJEIM1Vc1OxOnihJNyu8eOLfVb0OxqRoXN26VIxamQZkiTtKhkx8F3N0odjBaWLuzYHSHkCNHsDMxUa3G1dFjtpFCZJ4C3Be+V/a8E4B3a8+rYV4XMwf2W/bjw7wuxs2Gn4jYaHA2Ys3wOzl96Pn4v/j3ifVxRuQL84SN1vjlfttW8Ulaih/egmmmZ7Ru2wxZQjSbTp85RJ+xTvC4eujAyN9nhT3KBj0jJZZ64eBcOWg5K3rPccCzS+Sh4QgghhBymaRAzIlyJkY01dsdmB84zJMITE/7dI57JXuGczdhZKWawZMR5T/JUTCcfdwTr9tGpOYXgCVPzw2/YDpvBENawHY6TFo212VCYUCg8jKQrhVzw5K899cK8kwYlITte3KcdFS1QcSqMTx0vzNvXtA9FFjF9vI+pD3RqnaR4YUem3Lc1pTuw+5r2dfCeEHJkUAqSsJly7cXpcQrZE4By5gkAzM6dja+O/QofTPwABfEFkiB2jb0G/139X8w9OBe19lrJsRYAfj70MypsFXDxLry0/aWIM9nY7JiJaRNll2GPwWwNk/2W/cJnHK+NFwqnssGTOntdxJk+kqGbusBCu3LaOvOEXYcvmxLwFvbd2ygORWJbOZOug4InhBBCyGEqW70w7TGmKi8ow551dMA8tzl0MToWz2aeOCzYzbTfHZ7pfU5lFe9MRRKY8dFrVLDzMsGTBjFlWhUvzaJxuMWTZp0qvBorknbFdrvkLhp7dy0Uqytw2M6henEY0bjesRiSKX5uvpbFbIeE0pZSyQmr70ScvaPY7GrusJT7tsYGT45OFf8Ou3M2DSFdWZOr84InpS2lQk2jNEOabEYHK0GXIGRYjEkZE/D827vexvlLz8f5S87HyqqVALzH/J+Lf5Ysx17Yh0MSsFbIjmG73by24zVhiBA73KcwoRCqw8XbYzQxwu+Ak3cq/jsoYbvlsN1+gmELkEdas0sOe1wenjhcmG5wNGBd7Trh8bDEYa3eFml7FDwhhBBCDuPs4hjrSGqVAIAzKbBGCptJEg6PPh68yhvYUNkb4LKK6b1pZu/Jr2TYTrTBE7nMk/p6YZpLkAZPXLw4fCjcAnZcrHi3jq+vl7RclKvRoUTSbUcdA5vTg9oW7/6oVd7PJc0svp/6w3Vi2C4KZdYySTcd38WGTq0TgkEu3iWp7dLVeHgPPt37KW5YdQPml86XPMee0A9PEk/G2bvThJC2o5SB4J+90R7YjA42SByOGVkzJFl5rBZ3Cx7c8CDq7HUobikOGA7IFloNpdHZiM31m8X9VAiezMqZBRVzOfrs1mcBSAvNZhmzJK9h656wAZpwsMdKuRbPcnJMOULwpqSlpFXFxZudzcLvn1alRX5svvBcjb1GWLdepUe+OV92HaRzUfCEEEIIOUzFFMaLpEsO4M1U4Tm1ZB4f4o5g4A6o4WKG/2S4vd1/1CrAqFMBPA9t9Tbh+UgzW4Agw3bq6oVpLkF6R87lYYInXHjBE1WamI7tqaiQBE8iuXvn321nb434OCNWB7WKE9o4A0Dj4Q5F6QbxBHu/Zb/khNdXDwXwG88uMxa9q1hSvgSf7PsEuxp34fmtz6Pc6i1w6/a4JZ0zJqROEC5GKm2Vkk5JhJC2oXQMYzPl2ks4GR1KdCodHh7xMOYdPw8X518su8x5S8/DtSuvDZgfSXvjrXVb4fQ4AXizS3KMObLLpRnSJNkwm+s2w+lxYlPtJmFerjlX8pr+ceKNikjbFbPLhxt4MqgNQotkHjwqrYGd3sLFZsok6ZJg1oq/P3uaxON4qiHVO/yVdDkUPCGEEEIAgOehYjNP9JFlnkClgduULpkV8ToAuOPEk8xsznuSFm/QgOM4qKxVULd453m0JjiTB0a8fp1avtuOp6FemA6WeaJWSQNESrh08bPwlFcgLSZNCLxU26vDGjvO87zkTq7TrcF/vhZbNecledO3fW2cAQhFdvNjxQKFlbZKSYFFNs3dxAyVaotigO2FvdsMAJcuuxRVtipU2auEjJkkXRLSY9Ild2bLrGUghLQtdlgJqyOG7RxoPiBMB6t3EspFfS/Cc2OeC3v54pZiIWgbyvra9cL0yKSRQQMBdw+9W5i2uq34oegHIWtFBZWkPTEA9I8VgyeHWuT/HZSw2XgFcQVhv46tteLfFSgSLS4xA9KgNkhqnmyt3ypM94uLrGA96TgUPCGEEEIAcC4ruMN3yni1DtCE0VXGj8uvQ0+k2SsA4GY66CRzTVDDLWRWqFvEu53u2CwgzEAGS6fh5GueMJknqoQEyXNs8ETLBb5WjipRPNnkLU3QqrSSO4hsMENJg7NB6Ixg1Bjx0xZpYdRZhd60a18bZwAoa3TA7eGhUWmQbRSzeNjgg1EtBk/86550VXIFbX869JNkCJSvwCD7voubqe4JIW3N17kL8La89emQYTthdNoJ19DEofh52s/4fur3kuxAJZ/u/TTkMh7eg0Vli4THQxKHBF3eqDFiRq8ZwuP3dr8nTE9Mm4iMmAzJ8myHnkgLfbPtj9mASChs3ROl7mbhYINrRo1RsXvdwPjIb4yQjkHBE0IIIQStq3fiY+17suRxNJknbB2TJ7T/w17DxfjSdg009fugL1oiPOeOia4SvzfzJESrYpNJ8pzb4xamw808Ybvt+NbNjjEPJ8uDTY1PM6Rh4S4xeJIYo8GEPO8JbWacDrF6737VW11Yc8C7HHsxwN4pZjNP2OBJR7UZjYbcRUJJS4k0eHK4KC9bI4DqnhDS9tgMAvZivr0zT6psVZJ6IK3JPPHRqXQwaoz4/JjP8dJRLwU8f27uucL0mpo1IQtrV9oqheO7UW3E+BT5Giss/wCJz6k5pwbMY39HIg2esMd4totOKGzwpMERfeYJO6zLP/OExRbSJV0LBU8IIYQQAOpmMR3ZY4g8YwQAHBmjJI/tOZMiXodcEdh0TyUSltyHuLWvissZowue6DXyNU9gZ2pj6KXtiJ28U5gON/OEi2FOCm3eu7Fs0CKcLI9Kmzi2PE6Tgj3V3vXo1By+vrQQGpX3jq9WrcKEXDFQdaDGe2HDdvhhgwxszRP2RPyA5UDIfeosbJcIn+WVy/HWzreEx75gEVssN9w0e0JI+NggCRukbe+aJysqVwjTeea8kJ12IjUoYRC+OOYLJOgSAABjU8bisn6XCUHmekc91lSvCbqODbUbhOl+cf3CCrjLBU+yjFkYlhTYcYZtMVxuLRc6D4Xi4T2SulaRBE98nwfQtpknMRr54Em4bZRJx6PgCSGEkCOOYd98mNe9Bc4p3j3UVW4Upp3JhVGt1x2XA8vQy+COSUbDhHvgTBse+kX+64iRb5Gsq1gvXS5WvgBfKDqlbjsOsR0xpxNronh4Dzy8R3js6zoQChcTmHnCBi3CCZ6wJ7pqj5ghMijdCJNOekKeHivuc7XlcA0QhW4K7AUHm1K+q3GX3OKdzuVxKdYukRu2w7bgjKSzESEkPGzmCXucae/ME/Y4MCkt8uB8OJL0SXhz/Jt4dMSjeGD4A1BxKhzf63jh+b8q/gr6enbITrgZFGzA16cwXv53OMWQIgQXLC4LdjfuDmsbza5meOD9LTOqjWF3jgOkQ3yU6t2Egx3WZVAbFIftJOgTot4GaV8UPCGEEHJE0R9cjKSFNyJu7cuIW/G4MF/dLGY5uGTaDoer8eg7UXHxMjQPke9kEIzbw+OWdUlw8qHv1DUPviCa3YNerYKNDywYC4d85omkTTGnCbsDAGcQ76jxVu8JY6T1RdgLEbdb3Gc2UOKTbBIDQtUWbyBIKaU9xyQGnlL1YrCqq3bb2dW4S7hYS9GnKN6VHJk0EoC0i8SW+i1h35klhISHDZ6wnb3qHHVyi7cZ9sKdPY61tSR9EsamjoVW5T2ujksZJzxX1qJchNritEgKn56cfbLisqyCuIKAGiTn558vu6yKU6EgXiz2Wm2rDmsb0Q7ZASApWrupblOQJYNj/25i1DGyw3YMagNiNZHtH+k4FDwhhBByRIn/5ylh2rRzrjDNtaJNcaSa7C48tuAg7v51Hw7Vi3eitpY3469yPZZ4AlOVWWWX/wtPTHRpvckmjXzmiV0+84StdxLJnTowmSe+YTuSzBNn6OAJe6LpdIn7nGoO3P9ko7hvm0u9/5bDEgM/R6PaKAkusK0iu2rBWHb40oD4ATizz5myy/k6NPQ29Uac1juMqdnVjDp7+17QEXKkaXGLx6b82Hxhuj2HybW4WvBvzb/C48yYzHbblj+2jtLepr2KhXF/K/lNCNbmmnMD2gwrUXGqgGCQrz2wnHit+BvNFoENhq2P4js+hqu3qbeQddngbIDD4wjxCnns5xajiZEddpUZk0ltirswCp4QQgg5cnhc0DQWSWZxDu8Fs8ou3pXy6Nr3rs83G6rw2/ZaLNnbgLt+2S8U4Nte4T0hX+lRHjZUfepn4LXRj3NPNWlRwct0GWCG7YAJnrD1TnythsMhzTzxZpBEWvOEPdG02sWASbo5MPNkRJZZqIGyuaQRlU0OxGpjhTunPvG6eMmJKRvQ6aqtitk7q8n6ZJzZ50xc3u/ygOXUnDdjieM4pBnShPlsZxBCSOt4eI+ktklHBU82120Wuo+ZNWbkxXZcUdFUQ6rQxcvusWNv017J8za3DXub9mJ+6XxhHttBJxzDE8Vhrufmnhs0gBDHFHUPt3Xwfst+YTrSrB0Vp5JkxkRb94TNpoxRxyBZnxyQfTI2ZWxU6yYdI4JbSIQQQkj3pm4K7Dyiqd8HZ9pQqJjME76dgyeby8TAwf5aG2pbXEg2abH8gPck8Gv3FExQbcVo1S58brwQp118C8DzQBvcjUo167Cbzw58wnV4eA7HAVox4MCmOrOBhlA4IxM8sVgCXh/psJ2KBvG9900OHCeeZNSiX0oMdlR6A1DlTQ6kxeqQqEuUZG74p2tHuk+dge2Yk6JPgZpT47y887Dfsh9/lf8FAAEdLVIMKdjTtAcAcMuaWzA9czpuH3J7h+0zIT2VzW0Tghh6lV5STLQ9jyG+7zMAHJN+TEBguD1xHIdsUzaKW7ytz9ksjo21G3HHv3dIlter9JiWOS2ibZydezb0aj30aj1Ozgo+3EeSeeIIL/OEPY6GmxHDStQlCjWkau21kgB1uNhOPWaNGSpOhVxzLrY3bBfmF8QVyL2UdBEUPCGEEHLE0JeuCpinqd8LZ9pQcA4m80TffsGTRpsL60ukGQ6n/G8LLhqdhrWHvPMbYcL/sh7DirQYXDjmcBeCNkrjNelUKEWQTj06neSOH3uHjb1ICIVLE08sPZWV4HlekiodTiFTNnhS1ywmyxZmyAdxUs1a7DgcJ6ludgr7HCx4wnY7aHG1gOf5LpUybXfbsaRCbFHdN7avMH1B3gWoslXBw3swp/8cyevY9qkAsLBsIRL1ibiy/5Xtu8OE9HBsgMSoMUoyB9qz287fFX8L0wPjB7bbdpSwtZZ8wZPt9dsDAicAcGLWiZL2vuEwqA2YnTs7rGXZ35Jwh+2wgQulYuLBJOmTgMOnCdEOhWSzAH3BF7ZbEwBkGjtuOBaJHA3bIYQQckRQNVci4e8HA+Zr6rx381R2puaJLrLx0JHYXtECh5sPmP/pv+IFvooDnpyZjznje0Gvadufao7jYA9SjI6tdwJITzgjCp7ExQGGwxkiLS3gm5qQbRIzXsLpWMBeiPAebxHbeINa8TNJjBHvCdVbvZk0/kUI/YMnOpVOuIPr5t1Rj2VvL4eaDwkXayn6FIxKFtth9zH3wQtHvYCXxr6EPuY+ktfJdar45sA3Yd+lJYTIY4fmJOuTJR1T7B57uxRobnQ0CsNO1JwaR6ce3ebbCIUNOPhap39f9L3ssqOTR7frvrCBmXCHSrHDe9jMlXCxQY5oO7NVWMXgSXqMt9Aw2x0NkG/bTLoOCp4QQgjp8TiHBRmfHSv7nL50zeFlxMyT9hy2U9oY+uI8zayDRt1+2Q8OTZATR7/gCZt54h+ICIbjOKgyxJNAvrwcaYY06FTe9Tc4GyQFYeWwmSe8x/u6hBjlpNlYg9ilqMnuvYBJi5GmVst1WTCqxVosofapo7HdO3JMOWG3ij42/Vjkm/MD5l++/HLFYo+EkNDYwG+2KRsqTiUNoLjtci9rlYPNB4XpPHOepOZHR0nRixmLJc0lqLXXYmXVyoDlxqeMx5iUMe26L+zQlu0N2+Fwh/5dZW8ERPP5sYFrtqNQJNhhsL6bEb4uaQAwJWNKRMNjScej4AkhhJAez1D0l+SxZdgc8IezDXRVm6BuLILKVg8A4DkVPPr2OzEtaRBPrGcVJuGkgYHpw8N6tfPJk9YIFy9/CuCfecIGTyJNw1Yli+/N09AAFaeSpFuHKtAqucg/nHmSGKM8zj9OLwZWGm3e4AnbYhMAErQJAa9j31eZVbkNZ2dgi8WyFy+hqFVqPDHqCdww8AYMih8kzLe4LHh317ttuo+EHEnYY6Jv6IVk6I677YfubKnfIkz7Z5l1FLY98N+Vf+Pivy+G3eP9Pcs35+OP6X9g3vHz8PDIh4Xi1e0lSZ8kZIK4eXdYLaLZ4T2RZFH69Db1FqbDGXYqx/d5ARACbhPTJuLxkY/jjiF34NbBt0a1XtJxKHhCCCGkx9OVrRWmeU6DxnG3wZksXlCm/HwJuMMFAF0J+YA6sJtLW9lbLZ5Yj8mJxf0n9MHrZ/XH2cNTcVROLM4YmoLbpkTWCSBSMTo1GqAQoNHrJQ+jrXkCANAx6zrczUfS3cYZPHjC3qXzDdtJNCpnniSbxOf213o/Z7YTBiBfjI+dt7NxZ9B9ChfP89jduFtSWDEabJHISMfpJ+oTMStnFh4a8ZBk/i/Fv6DGFt3JPyFHOkm72cNBk/aue7KqSqzXNSRhSJuvPxz55nxJANfFu4Tpc/OCd8dpD5F0v+F5Xpp5EmGrYkC+5kskeJ6XZMjoVeLv45iUMZiWOU3IzCRdFwVPCCGE9Gicy4qYPb8Ij2tnvA5wHJxJ/YR56mZxHLIzRblNcGu5PLykWOzQTG8gYWSWGbccm42Xz+iH26fmwKxv37t2MVo1Gnj54AnnFzxh79ZFesLJZrHwh4MnZq1ZmBesMwXP85Lx4R6XNzskKUjwZHgvcd1byrzDb5J0SZKx6oUJgf++vYy9hOloW1D6+77oe/zfqv/Df1b8p1XtSzfWbRSmhyYOjWodCboE/DLtF0l3iJ+Lf456nwg5krHBE1/2AFt4uj0yT6rtYgbaiKQRbb7+cHAcFxCMBoCjko/CpLRJHb4/bMZgqON2aUupkPVh1pgD2gOHI1YbCy3nzXxscbdEHCRz8k544AEAaDkt1Kr2/Z0n7YOCJ4QQQno0Tc1OqJzei3SXKRP2bG+hPWu/U2SXd6ZGd4Eajtpmp1AsNiFGg8w4fYhXtI8YnQoNMMs/qZMOi2HvLkbcGlPP3EWLMPOkwdkgnOyqeAPg9tYlYQMk/nrF6aBVee9+WhxutDjc4DgONxfejNHJo3HnkDslwRsfo6Zta564eTfe3e0dGmNxWRSLKoaDLfDKdtqJlFalxak5pwqP9zbtjXpdhBzJ5IInbM2Ttq4pxPO8pLtLNJ1i2sqAuAGSx1PSp+CRkY9Ao+r4Bq6RZJ6wBV4LEwqjypLhOE7y2bMBrXCwtXD06s757SetR8ETQgghPZqmqUSYdqYWAocDAI6s8ag+9TPJso70kWgpOL3d9qXWKgYiUkwdf7LpY9SqUMSnyT7HmaQZKW6P2Dki0hNk2cwTjRi8CFbzhE2L5l3xALwnuwPSlO8YchyHZJMY4Klp8bYrPirlKDwx6gkcl3mc7OvYgE6wbJhw7W/aDw/vER6zGTSR4HkeTS5x6JJc4CcSbGHCrlbbhZDuQjbzpB2H7TS5moQgtlFjlARqOtqpvU8VMl8mp0/GXUPvCruIdVtjh5GGqnnCBjrYTMNIsa+NtOMOBU96hs47cyOEEEI6gLpR7FLgjs2WPOfIGIXyC/6EoXg5HGnD4Urq3677Unv4Yh4IXvi0vcVoVdjj6QXIZA1zJukFOpt5EnERQLb4rD1w2E6w4AmbAeJyiieaaebgY8JTTFqUN3m3VW1xIich9IVGW3fbqbBJgyUlLSUKSwZndVuFIIxepW/1ePjMmExhurylHG7e3e6FHQnpadhhOb5ABjuk0dfGt61Isk50nZd1Anjf59Ojn0azsxkmbed2hWFb+u5r2hd02WgLb/srTCjE+tr1ACC0jg4XGzyh2ibdF2WeEEII6dH0xSuEaWfSgIDnPeZMtAw8u90DJwBQ1yIGIoIVPm1vJp0a1ZDvnMOZ/TJPeDHzJNILbY4pGCuXecIWhPXHZoDwHu8FSpJRA70m+KkL+7nW29xBlhS1deaJfyeG4ubiqFL52WFNci2WI2XSmoRUdyfvxCV/X4Jr/rkG62vWt3rdhBwp5ArGZhrFwGS0wVIl7Po6c8gOq7MDJwAwMH6gML29YXvQZdnMk9YET9j6WU0O5d8vOTZPYMYS6X4oeEIIIaTn8rihrdoqPLTnTO7EnQEqLWLmSbDCp+1taKYJLbx82nDAsJ1WBE8kmSeHgyeJenGcerCOBWwGiC94khkb+m5dvEHcx5pmZ5AlRW1d88T/fXngwaHmQxGvpy2H7Pgck36MMF1tr8Z+y368v+f9Nlk3IUcCuWE7vWLE4RzRDtNTsq1hmzA9ID7wBsCRKs+cJ3SsqbRVori5WHHZ0pZSYTrFEH3whM0wYo/P4aBhOz0DBU8IIYT0WOqmQ1AdPtF1x6TAY4z+pKktbCkXsxrykyOv9t9WxvWOg4OTv/PFmf2G7XjEbBkNF2HAR1LzxHviyN65CxY8kWSeuL37OiFPPluGlZskvq+dVeEFQto686SsJbCeSJWtKuL1sJknbMZOa4xKHhUwb1fjLkltG0KIMrngCZsZ1hYBWBY7bCfH2L5t7LsTjUojCSbNLZoru1yNvQb7LN5hPRpOgzxzXtTbZP+d2WLe4XB45NsUk+6FgieEEEJ6LMOhZcK0i2lN3FmK68U7T4PSjUGWbF8mvRp90hPkn4yR7pck8yTC1oqcTLcdNnjiP7yF1eJmLkA83hPNwjA+s34pYlCqpN4RZEkRm3nS5GwCz/NhvU7J1oatAfMONh+UWTI4Nl0/UZcID8/jxy3VeGjeAcnfUiRGJY0S2m22dv8IORKxGQSyBWPbuFUxWxuqLYbv9SQzes0QprfXyw/dYVvF58fmtyqLj/38I808YYNulHnSfVHwhBBCSI+lLxaDJ7acYztxT7wabEzNk5jOrdk+sFey7HzOr1VxWw/bYcfsBwueyNU8yYoPfcLJfq6NdleQJUXxunghgGJxWVrVicbDeyTFCX3W1ayLeF1sN4cB8QPwzYYqPP3nIczfWYervt6FupbwhiWxdGodPpj0gaTzDgAsLl8c8boIORKxx6YYTYzk/0DbtypmM9DYLDkizaSrtFXKLsNm/aUaUlu1vdZkntCwnZ6BgieEEEJ6LE2DeDfd3mtcJ+4J4PbwaGIKmMYZOjd4EhsbJ/+EVho8ac2wHblWxWx7yWBZHtJhO3qoOSAjjJon7OfaGGbBWDWnxsA4sfhgpF0UWFaXFTwC31OwIUpK2OBStjEb83aK66i3ufD7jui6eqQaUvHU6Kdw15C7hHl7m/ZGtS5CjiR2t13IBFFxKqEGBlsAtK2H7bDHwraqfdRTJOgShN8li8siG7iSBE/0rQuesDVPGp2NkpsLodg9TPCEhu10WxQ8IYQQ0jN5XFA3igXk3PG9O3FnAIvdLVxSm3VqaFRcp+6PySR/Es75B0+YVsUaVfQ1T3ytinUqnTBsxMW74PTIZ0+wBVZ5VxwGphmhUYf+zOIlwRNX2ENwehnFgo+t6ZbBpnKzmTrBOgspqXfUiw88Zuyqkg4H+HFLDRwuT8Tr9ekb21eY/rfm31YPVyKkp6tzSNsGqzjvpRTb7rzNM09cbV/7qKdQcSpJNsm2+m0By7CZhK0pFgt4g2S+dtEu3iUpRBsKZZ70DBQ8IYQQ0iPpytaAO3zh7zalg+/k1orskJ04Q4TDX9qB3qBQP8QveOLhxYtz34VCuORaFQN+3W3cgXdpeZ7HrgZxyIrb2hsFaeHViNFrOOgOtzN2uHnYXeEFBDJiMoTpzXWbw3qNHPYucWaM2L60yRV5LRU2eLK9VAWP38sP1dtxzsfb0GgLb3iSv17GXpL6JwvKFkS1HkKOFGw2GFu/yaARM0/auuZJs5PJPKHgSYAxKWOEabngCTtkMj82v9Xby4sVC85G0kVNUvOEMk+6LQqeEEII6ZF05eIJU9eodyKm98Z3cr0TAIiJUQqeSIfGSDJPIh22YxTrAPBNYuYFGzyR627T7GoWgiq8RwveFY/kMFs7cxyHhBgxINAQZmCBzcLYVr8tonRsFlufIEGXIBSS9PCeiNL5eZ5Hg6NBeNzUIt8dqdLixF976qPaV41Kg5HJYu2TP8v+jGo9hBwp2O8wO4SGHbZjc9skQefWcHlcwrGQAyeprUK88s1iQKTUKs0EcXqcQsFYDhyGJQ5r9fZ8mSdAZBmFbLcd9u+FdC8UPCGEENIjqZsrhGlnckEn7onX3hrxbmSqKbDbSUczxMifhPsXjG1NqjGXliZMeyrFYn6SzBOZgAJb+I93xgPgkBzBZ5ZoFJetaAqv487IpJFCMUaLyyJpDxoJSX0CjVlaYNAZfoFBm9smjJHXq/RotIrZSkat9PRta0ULnlt8CPf+th+lDZF14bmm4Bphen3t+h5X++Sg5SAWli5s86EU5Mgk16YY8A7R82UT8OAlx83WYOsvpRpSI87+OxKwQy79h9HU2GuEGlRJ+iRoVa3/7TUxWazskKpQaNhOz0DfQEIIIT2SullsT+gxZQRZsmNsLRcvqof36vzUa61W4eTNb9gOG9yItNODKlUci85XV4N3e7M52PoAVldgivua6jXCtMfhHaOeEkHwZHAvsajfhtLwTm45jkOKXhwP3+BsCLK0MvZOpElrijp4wtZdSdYno75FzIR5cEYurhwn/k3/vLUGczdXY/Geetz96/6IhgdlmbIwPHG48Hhnw86wX9vVVduqcdOam/Ds1mdx2p+nweEOL5BGiBKl4Akg7bgjNxwxGvua9gnTA+MHBlnyyJVlzBKm9zXtk/wbscVi2eN7a8RqxGM6m2kYCgVPegYKnhBCCOl5PG5oq7cLD13mXkEW7hhVFrEwau/Ezj9x4tQaOBE4FIYtGOvyuITsBxVUEY/T5nQ6cLGHTzQ9HvAW74kmG1CoslcFvG5R2SJh2m3tAwARZZ4UZorrr2gKv51vvC5emJYUa40Am3li0piQbkgXHrMXQqGwd5zzYvNQZxXfR5JRg3NHpsm9DLurrahk/tbsLg82lzXDHqSwLJvKHkkBxK5uRdUKSfDvzMVnRrWevU178c6ud7CpdlNb7RrppiQXwH7HQ/a4Fu7xw8N78O6ud3Hj6hvx86GfA55ng7htdfHf06ToU5BjygHg7WjD1ss6aBE77rE1qFoj2swTm4dqnvQEFDwhhBDS42hrtkNtrQYAuGNS4Erq/GE7Nc3iBW0kWRTtqYWTySRhgifs3VOjxgiOi6JDkIG5O2vznjyyBfd2Ne6SLG5324UifDzPwVF3NMw6Nfomhz9GPMkk1m2pt4ZfTJUNnrD1RiLBFos0aUySu8WRtEBmWxv3iumFmmbxfSTEaGDSqWHWyRcePlTvvcDjeR43fr8HV3+zC3f+sk8xIyXblC1Mr6lZI7tMd+RfzNHJOyWtt8Oxp3EPrlt5Hb47+B3u33C/pGAoOfIEyzxJM4gBTTbjIZhVVavw7cFvsaNhB17f8XpA8JLNVovTKbSXP8JxHIdcc67wmP2O7rOIAeu2KBYLSIv2ytXsUkKZJz0DBU8IIYT0OOom8QTUmToUUHV+d5vqLhg8sWpkTsaZgrHsXXu2TkkkOCZ4wh8OnrAnuhXWCsnyuxt3wwNvlgTvSAY8BgxMj4FWHf4pSxJT86SuJfyL5QRtgjAd7bAd/88sUZ8oPI7kRJtdVsvFoOrw349aBaSZve9P6e/IFzzZVWXFpjLvelYXNWF1kXxxw6OSjxK67hywHIgoFb0rY4d/+RxsPiizpLJfi38Vpm1uG7458E2r94t0X75MPCDwAjhVLw5TDCd4wvM8Htr4kPgYPL7c/6VkGXYYIDtchEgl68TOR5LgCZPtxxYFbw02eBL1sB3KPOm2KHhCCCGkx2HrnbiNnZ/q3Gx3C9121Jw3c6ArkAuesAVj2yJ4Aj3Trvhw8ITtVlDnkBZmXVuzVph2tXjvFPZNjqzDRLK59Zkn0WYYSD4ztVFS3yWSbjts1o/VLv6b9Ek0CIGkVLN88MRXX2f5fmkAaHOZfPDGpDVJsk+KW4rD3s+uqsXVgjJrWcD8uQfnRrQe/8yov8r/krSOJUeWYNkD7PEjnC4sci3RV1atlDxm10OZJ8qS9OJviu/Y7ebd2N4gDt9ts8wTpsuS/+9XMMECb6T7oOAJIYSQHidmr3i32N0F6p0sPyBexPZONECtimL4SzuwaeIDZzLDdtgU9WjvlHExgcN22BNd/642bKFUX72TgWmRBW6SjGLwhK0VEopv3DzgzYCJhn/ASdJZKIIikux6PG7xs09nAkNDMuUL+G4q9V7cryuW3hUtDtKJhw2eyF3UdTfV9mrZ+WxwLpSS5hLsadojmVfnqMOn+z5t1b6R7ivYsB32MXuhDHiPc5/v+xzv7npX+G77B+YA7zAdt0csDt3oYIbtaCl4ooT9Tam2V6OouQgnLzxZmJeoS5Qs0xq9Tb2F6X1N+8LurMQuR62Kuy8KnhBCCOlROHsDdJXewo48OFgLTu3kPQJKGsQuH0fndp0TYJc2sOsPWzDWzYsn8RpVdNkynEHMGuGtgcGTWnutUIvD7rZjacVScXmHd7lj+soEeYJINGqhU3sDVA02Nw7Vh9emtn9sf2GaDeJEwr9OTKi2zErYYTset3iibdKLp26XHZWOEwZ4hwWdNUzMsCpusGPCK+uxrkQaPCmpVz7JHxA3QJheXrk87P3sqqptYvBkcMJgocVrvaM+7LbFu5vkA2i/lfwWdU0c0r2x3+EYtTQjjr0gZv/G3B437l53Nz7a+xG+Pfgt/rPiP3B73AFZJoB36E6TS8w2YYcPsgVpiVS2UQz+bqrbhBe2viB5fmji0DbbVrwuXgiguHhX2B3KaNhOz0DBE0IIIT2KulmsoeGO79MlMk/YeidKQy06A6fWBc7067bjo+airBsjUzDWoDYIw1mcvBN7m/bijMVn4NQ/pYEujzMJqSYtYrSRbVujVmF0jnihsaUsvKAFm3Yf7dAM/2470QZPJJknHvFEmy0Sq1Wr8NCMXKz470jcOiVHsYCsz4E6GzwKRWMnp08WpnvCsB028yTNkIYMg9jaeXv9drmXBChuFj+HM3ufiV4x3mOJzW3DlvotbbSnpDthgxn+mSDsUAz2Qvmvir8kxaKr7dVYVrkMWxu2AgA4cJLhfb7AnMvjkhSQzYgR/4aJVEF8gRBcqnfUS4brAMDZfc5u0+2xhcA31YXXhYuG7fQMFDwhhBDSo6hbxEJ9blN6kCU7jqTTjrELBU80MvvCBk94MXii4aLNPGEKxtrFu7Hs+PPrV10vG1jgXbHIiJMJ8IQhL0ncbqXFEWRJkVFjBAdvxkqLu0WSPh8u/2E7JrVJ9rlI1uN2iifaJr1ygKRXfPDPqtnhQWmD/GeRbkiHTuV9fZOzqdsXjWWHRGTEZEjaMYebWcN26uhj7oOjUo4SHrOBFXLkYDOO2GAroJx5IjcM7udDP8PDewtjZ8RkSDqQ+bpElVnLhGNwqiEVJo38MD3iDe4XxMl31bt76N0YED9A9rlo5ZnFf69FZYvCeg112+kZKHhCCCGkR1GxmSfGtCBLdhw28yS5i3TaAQCVf+aJVitpR9w2w3YCu+0AwIS0CUFfZ6uYCUCF3MToxoanx4rvraIpvOCJilNJMkWa3ZFnn/in9UvWF2W3HadLfC/BsktmD09VfM5Hqe4Jx3GSVqtKNUO6CzaVfmjiUMnf26GWQ3IvkbC5bVhdtVp43D+uv+TOf6Wtso32lHQnbOvgeK00eMIOxWAvlP3bDwPA5noxoDIofhAGJwwWHm+o3QBAOvSMzZwi8vqY+kgej0keg9+m/4YpGVPafFvTMqcJ06XW0rAKBLdFDTHS+Sh4QgghpEfR1u0Vpj3G0BeT7a3Z4cbeGqvwOD22CwVP/DJPOJP0ziYbPGmTYTtW8eSRzQRg5eBEWHbdB2ftZHAAzhwWXbekdGZ4VEVT+EVj2TaU0Qzd8a95YlAbhGwWu8cOpyf0vvA8j3pHvfC41iIGT2KDZJ7MLEzGz1cMwTeXFiLxcEcnFQcMShcDONUW5e0n68V2nwctkbX07WrYDIGMmAxkGbOExwcsB4Q6O0oOWA7AyXs/q2xjNvrG9kV6jJjJ1hOGNpHIscN2/DNPJMN2Dg/RcPNuSQaTnHPzzkX/OLHekq9bTK2jVpjXVsVOe7ITep0gZEgWxhfiwREPRv+7FUK8Ll5SYDycYCoN2+kZKHhCCCGkR9EXiyn5jjT5C/SOtKvKCrvLe6HWJ1GPjNjohqG0B5VGui9cQoLkMXuhH33mCduqWAwi5ZsD20bO7jMb1ooTwbu9AYy7p/fGgAg77fiwmSflYWaeAJCkxltckQ1d4Xk+YNgOx3GSoESFtULupRIWlwVWt/ez0qv0WF/kEZ4bqtBhxyfZpEVWvB6vnNkPMwYk4oET+mB0thgQqmpWDp6wd7/X164PuZ9dmaTFqzYO6THp0Kq8AbV6Rz3+rfk36Ov/LPtTmO4b2xcAJBe4m+s2w+EO/++KdH8Oj0P4fqs4VcAwGrlhOxtrNwbNSkjWJyPXnIvE/2fvu+McOersX3Urh8l5Z2ZzXnt3nXNO2MZgE0zOcEcy6e7gyHfA3XEHHHAGfmQwJhtsMAYb5xw2eO3NeXZnJ0fNKKu76/eHpK4qqRVHGkkz/T6f/Wx1q7vVI7W6q16973u2Rn1dMv52MmKSJ4VguXc5vnved/HR9R/FV874il6GWC7wSr3h0HDWbSmlwv3CVJ7ULkzyxIQJEyVH+Od3YOY1r0XoO9/NObtnwkSpIQdYJybaeVYFzySOMc5vY0WzUyiLqTQsqcqTLORJsR1R0sAGBdr4hN6WJRkf2/AxYdsl9g04PhkfdEgEuHK1eD6FoJiyHQDwcAlEhZTZAPHBVVKtYyVW/TPjY4DzUSzws5hNtlbMRuLkSYvbglUtzky7CVjZ7MQXrl2Ga9Y2oYUrFRvPQp5satzEzrOGPT1iWkxXACUHuVbJiqs7r9a3uefkPRn3p5TiseHH9OUL2y4EEB8sJYkwlar6INfE4sBslJEg9dZ6PcEpCSGqOFG20+fv09cZeXIs8ywDADTYGvR1SdVZUoECmORJvljqWYpXdL9CKJcsF/jI4mSpVSbEaAwa4vdxK7FClsqjiDFRfpjkiQkTJkoKdWAAkZ//HHRqCtE//AHK8y/k3smEiVJBjUKKxGXVlMjQHI05dig/RrkyibYqStoBAJdT9BMhDaIMnSdPkrP2hULq7NTb2tCQ8NplHZeh0xl/vcXegsjsMv21s3q8Bafs8Kh3yLBbEuavMQ3+SH7mr3zZzlSksMFxquokCd6vgB8QZQKvTvFaWNlSu9dWFPnGE0knJjPH9C4UzxN+pt9r8eqD3Jt6WJrTtoltGAuPpe0LAGPhMb08wyk7hSQi3ueC978wsfAxHZvW26klO4CoJkgqT/jf8vmt56eR0EkFnpHyZCjI7pct9uLKF02UD2c2n6m3j81mL80yzWIXDkzyxIQJEyVF9A9/FJbVPeku8yZMlAtyiA34NGcTQCr/mBvzV2dMMQA47CJ5EraJqoaoxhQbxSpPpA7mE0FHxbpwh+zA18/6Om5bfxv+9+z/xf4Rlu7D+3QUA0JIUeoTXiXCx4vmg0zkidfGYpPzMRbkB/Uuwkp+6hzFlU5t4D7LPcMBqJqxIpAfoI2Fx4pKG6oG8KRGnY3FyS73Lke3i32/mXwKnhp9Sm+vrlstKAz4QTPvS2Ni4YP30UmNKQaMy3b4co4lriVYWyemviSVJ0l1VHLf4dCwkBiVLB0zUT3gDaQzEbFJmOTJwkHle5UmTCxiqCf7Ef7xjxH5492gam12UlOh7NwpLMcee9ws3TExb5CCjDxRndUxU3d0nDOL9VSP3wkA0BQ1SQSi0qMUyhPiZcQBDaaXwTQ7mnFD9w2wown372c1/ps65h7LyX/e+fqeJAczgHFKRjbMKowY4ckTfqCVj1qBH3DJKpuRbikyqanVY9ONZqMqxUxYMdzOaXHqZSkKVWrW94QnNVIHuTw5xntKJBFRI/j+oe/ryxe1XSS8zitP+MG0iYWNqBrFv+78V325yZZeRuO2snuWL+ZDTIthr2+vvq7b3Y11DeuEfZIRxYQQbGpgZXOPDz+uG8YSEOG6NVEdaHUwQ/qJyIQePW0Enlg3/U5qGyZ5YsJEhUBjMQQ+/nFEfvkrhG+/HZE7f1npU5ozaDQK7ZRYJ68NDiJ6z58qdEYmFhss00w6Ww1JO4pG8fIQIwxO7/Jk2boCkMXBeDQlmaAUyhPiYiQCDYYybvenveOIJRQRXXU2nLs0fWa3UPBKn6mgMWGQCn6wzSfn5AM+oYaflfRaClOenAiw44xMscH6XMyGG5xMteILZybrz245W2+fDJws+v0qiYHggN7mvwdATBQyIk8+vu3jwvJVnVcJy7zyxCzbWRxQqYrbXrhNWGfkQeK2uHVyLabFsHd6r/57b7Q1YoVnBS5pu0RP31rlXSWQtee2nqu3j8weEY5brtQYE8XDITv0Mk+FKlmVaGMRpkzh70Emag8meWLCRIWgDQ+DTrKOW+zhhyt4NqWBsmsXoKUz75Gf/3zBKGtMVDfsp57R29VgFjseiEFJEAJNLkvVle3QlASdCCm98gQOB5D06YhEMt4L7nqJqYauWtMIizR3Y10+1ncmkh95witGCjWM5ckGPk3Iay2MPDk+y8qFxiYZCXjeHAilOgf7LHwZlCcAdA8aILcUvVrBK4b4iGJAVAykDnaGgkPCoPXyjssFNQEgGnsWqkwyUXuglOJre76WVsLHJy/x6HJ16e3dU7uF9YQQrKlfg2+f8218ctMn8b9n/69AivBlc7zRbGqqj4nqAU/OZiObx8Ps+cYrVkzUHkzyxISJCoFOiKaB2qlToMHCZjlLCRqJIPbc89Am02fi8gVvDmu94QaQ+vgMDJ2ZgdbXN9dTNGEiJ6wT+/V2pArIE95no72KIop1pJbtlIE8IYQAnPoEBve5mbAipMC85cz2tG2KgUCeZFFb8OAHKrzUOh/wZAs/yC6kbCeoBHW5vlWywjfDlA7LmxyZdsuJBs4vxRfKTJ7wA7h8zG2rEfxnnFpe0WhnZVDH/KLJ40+O/ERYTk2DAoD19ev19u5p09NrIUOjGj6/6/N4ZPgRYf3lHZfj0vZLDffhf+s8AdJqZwPmNfVrcEXnFbDJ4jOB/+3xA3GefDVRXeATlA76Dmbcjr+Xtjiqo6TYRHEwyRMTJioEbSKdpKB+fwXOJD6zEvjEJxD89Kcx+7a3Q5sqLn5RPcY6otbzz4O8+XR9WdlZm7XzJmoHUnhKL9uhIFCa0mMh5xsCeVJlficAQOVUzxOxW1CKsh0gtXQnnZA4wvnCrG5xwmMvjUSdL1UZ9efneeKS2bkWSp6EVPZ38AoWnkg5FTiVtTaeT/hpsDYipsUVOE6rBIe1+G5bPfdZZCOS+I59rSbuhBT2PTgtogny5sbNevvlqZf19lRkCk+MPKEvf/b0zxoaO/LGnaMhY8NZEwsD+3378cI4mxSSiYw7L74TnzrtUxmjZvnrjSdA8hkwL3EvgWQwNDNK9jFRHVhbzwyA+fhzjWp6bD0gloDyiW4mag8meWLCRIVAJ9Nn9GigMIl4qUDHxqDuS8zYB4NQduwo+Biazwf1pZf0ZXnFCljOZDFusccfn/N5mjCRDfb+p0ASg9Jo+1ZQa+Wlzns4v5OOuuoq2QGQpjwJl8EwFgCIiw0ojMiT/SNs3bo5puzwWNHM3vfwWGa/FR486VEwecIN2vnkjW53t+6F4Iv5cCpwKm1fIE5k//jIj/XlJhuLDm50Fpe0k4Tbxr7b2SyxzbwM/ZDvEGaitefrwZNYTlkkT5a4lujfTVAJ4ujsUQAQ1AVr6tYI8cQ8vFav/lsIqsGCrxETtYPt49uF5U+d9qmcJRc8+cqTJ3wMeCbUWesMU3WMzGlNVAf49KTJ6CTu2H8HZmIzeNtTb8PrHnsdHhh4AEB2QtdEbcEkTxYIKKVmokmNQT2RXhtZKeWJ1t8vLp8ayLBlZijPPKu3SXs7SHs7rBdcoK9TT5wwr1ETZYVl+qjejnadnWXL+cNLg4w8Oadn7gaopUZq2k6Ilkl54syuPNnHkSdzjSjmwZe5DM3kpzzhO7ZBNZhVJZKKTMoTiUhY6lmqL/PmgYFYAM+NPYeZ6AweGnoIT48+rb/WYGFERsMcyZNGF9s/W/JQh7MDq71xP4cYjWHP9J45vW8lkOl7AOJlZGc1s5K+3x3/He47dR9+cOgH+rozms/IeGxCiFBeUavqHBO5wadNffb0z+KS9kty7pN6vSWxwrvCcH0q2p3pJYtL3EsMtjRRDej19KLLyXxuvrXrW3jdY6/DWHgMASWAb+z7BkZDo1kJXRO1BZM8qXGE/t/3MfuWt2LmhhuhPPts7h1MFIXYE09g5nWvR/CrXy2Z8anyYnoZS6WUJ2oqeTJYOHmiHmS1nrZrrwEhBKSpiXkdBAKgRZYDmTCRD+RZZt6oeqsj1nEqxJQby5uL96soF1INYwMp5EnJlCfu7OQJrzxZ31Y68sTrkJG0nQ3GNChqbgJXJrLQueU7vbkQVsN6m1eeAKKfwXh4HDEthpgWw8e3fxxf2PUFvP+59+PP/X8W9qnDKr3d5JqbcmlVASqcNfWs5G0kPDKn960Esn0PAHBZx2V6+7GRx/Dt/d8WXr+59+asx+e/y5FQ7X0+JvIDbwi8rn5dli0ZMpEnve7evPY3Ku/Z2rQ1r31NzD9kIuMrZ3wlqzrod32/ExRqJnlS2zDJkxoHnZmBNjgIhMNCcouJ0iL8s5+DTkwg9sDfEfnNb0pyTOrzpa+rFHmyWzS9U/fuK0glQhUFsSef1JflDRsAxGfo5G42iI389ndzPFMTJjJD9rOOruLpyrLl/IBSiinOmHOuyoGyIMXzZCQkqixKpjxpYCadqcq2yWBMV0LYZIKVzaXrWEqEwOvgy1XyS9zhTWN90fR7dSbwHWRevg8AzQ4WT/mNfd/AzY/ejA8+90HdVHI8Mo5DM4f0bV637HVQfEwBsaljbqRSdwPz75gIxrJsCbQ72Oz3cGh4Tu9bCeQaqFzQdoHwN/K4pfcWwaPGCLyK6Pmx54s7SRNVjbAahi8W/+3LRDaMJjZCJvLEY83P54In5gBAgoQed09e+5qoDLpcXfj++d/PeN94dPhRIdnLNACubZjkSY1DamY3cyMDUhNzB43FhKSYyC9/NefyE6qqhokT1F8h8uSA6BCuDQ1BO3o0w9bp0E6cYKoStxuWzcyQjzeNjf7+92bpjomygERnYR1nSTuqt/LkyWxEhZrgIlxWCXZL9T1yU8t2hsPi66VSnsjrWUKJuj/+PUUUDd964hRu+ele/bW1bS5Y5LlHFPMQ44rzUw7ycaN8YkYuCIoHS2blCRD/bE8EThgep9fdi/esfg/G/IzsWT5HUon/HLJ5ngBxj5Yk9kzVXtkO/z0Y+QvIRMZHNnwkbX2nsxNvWvGmnMe/oI2VpPKEl4mFg9EwMwNusbcIkcLZ0OHoSFvXZGvKe/9ul6iaXFW3yowqrgHU2erwqp5X6cu8F4pf8WO/j/VPzKji2kYVToOZKASkic1k0Qmz7rYc0E6meJOEw0AgAHjm4JYdMpZM08D8e55QSg3TdWKPPgZ51SqDPdKhnWLmh5ZNm0DsbIbTdsMNiP7+Ln1Z3b0bltNPhwkTpYTn5Z9DSsw2K3W9UOvyk0iXE9Oc6oT3m6gqpChPglSCqlHIUpzAKBV5IvWwAYE2Hn9Wvf1XB3ByOiJsd+nK0qdK1DksGPDFlS2zecYVr/Cu0JNY+gP9ObZm4BMVUpUnfGc6Fy5quwhAXJWTRPMcryE+wSgQUUEpjcdIG2BL4xa9fWz2GDSqQSLVR/5lQj7+Amc2n4n7r7ofB2cOwik74bF4UGery+s65009TwRO1NznYyI3XppkBvj5mL0mcW7ruWi0NWIqyvpVna7OvPc/q+UsdDm7MBgahExkvGPVO/Le10RlceuyW7GxcyMQAjY3bcYnd3wSuyZ3pW1nRhXXNsw7fY3DVJ6UH3z8bhLaRHpSTiHIZAxLhysgjw6F4oRQCqKPPJK3SkTlCCapW5w1kXt7IXEkjHrgQJEnasKEMaTwFNx77tCXZ8/8IFAFA5nxABv4VmXJDgCa4gehSDLCMVa6UzLypIk9q+jkJGbCShpxAgBndpdeziwqT/Ir22m1s5nByUh+z1aNaggrmb021tWvy3vGcbl3OQBgIsgTcHPzPLFbJFh1UowimsX/xW116+SPBg0BpTKqyGKgUS2n50kShBCsq1+HpZ6laHY0532NN9ga0GiLl6KF1TD2Tu9Fn78Pn9n5GVz74LX43sHvCedgovawfYIl7WQzEE6FRCS8ftnrhXWFlN1YJSv+88z/xJuWvwlfO+trOLP5zNw7magKyJKMK3uuxOamuPp6hSfdJLjB1jCnElgTlUfle5cm5gTS0KC36UztxQnWAqgv/XNVdr1ksGUBx8zgbWJE1JQbvOqENDfriho6MgI6NJTXMZSnn9Hb8tKlaa/brrqSvd+waa5norSoe/rLkKKzAIBY/XKEVt5Q4TOKg48pXtpYfWaxAKDZRaWHIskIKcbkyZw8T5qZSlKbmMiYfLOqpfRGenWc54kvlB95wvsbTEbzI0+mo9PQEP/svFYvLClmvIQQ3NJ7S17H6nX3QqNUMBxuKoF6yVNA6Q5flz8Tq53+BX+uLtlVNkXIua3n6u1dk7vw7y/9uz7gvufkPfjR4R+V5X1NzA94xRn/XeeDG7tvFLxPruq8qqD9O5wdePuqt2NDw4aC9jNRXTir5ay0dTwxb6I2YZInNQ7i4hIMQukeGibmDhpMJzq0o0fmdkzO24RwM7La1PScjlvUuYwzFY3U3iaQH9pIbqKDRqNQj7DPw3LxRWnbSO3MmE+rhLrGxIIFiQbgPP6gvjx77icAKb/a8nLj2CSbeT6tszpr1jWHSJ5EZCtCMTao5g1j55S2U1cHyInvJRDA0Phs2jYfv7RbLxcqJbrqWBnhial0tYsRBPIkT+UJ75GQSeZ/y9Jb8IuLf4HfXfo7vGH5GwDEDSb/ce0/6tss8yxDr7sXU0FF98xx20rjmcOrcPw5yJM6K4vWno2lf1/ViqEgI/07nOn+E6XCmjqWSLR7ajcGgqIR8r3992IiMjeVqonKIKpFMRSKX0cEBEtchUUF22QbPrL+I+h19+LVPa/GpoZN5ThNE1UOo+vG9DupfVSnjthE/nDy8Y/5xymayB9GKhFtdGyOx2RlO1JrK9RkUpKBiWy5oezaxc6lrR2wyFD3xg0c1SNHYdmaPSJPGxwEtHgPn7S3Q6pP9ywgHawDqx44ABqLgVjnJkE3YUIKjqHt19eAJNQRsYaVCC+7Msde84dxP1MNdHirVKabQojIFg2hMpTtEEmC1NYGLaFmG9qxF0C87OH8pXV4xzkdZSOYljUx1c+JqfxKKfjYyXzJk7Ewey5k6yAniZW3rXgbTm88HV3OLrQ720EpxangKbx+2eshEQkvDzEFxfKm0ihy3IWQJzZGnsxEa0d5wqcDFeI1USg6nezYL00Zq1H3T+/HRe3pEwomqhuHfIeg0fh9sNPZmbX0KxMu67hMiMQ2sfjQ6miFhVigUEVYZ6K2YSpPahzExXWoKjDwXgwwJk9GDbbMH9oYM/clnCqDZjCSLSfUgyxpx3L+eZBPO01fVvbsgTY2htgTT4JGjWX2/GchdRknnMjLl4PUxSXgdHra9D0xUTwohevA79H2m2vRceclkDhfgeCGN1TwxNLBe560emqDLLRbYgJ5UqqoYgCQt27R2+QQuwe8+rSWsipz2rjPfiZPw9hWRysI4iqY4dCwEH2bCfw2+URRypKMM5vPRKerExKRcMvSW3Db+tt0tcRJjujZ1Dm3mOIk6jjyZCpHCRP/N8wqtaM88StsciJX5PBckI8a4cXJF8v2/ibKhyOzTE27qdFUjZgoDjKR0/xuTPKk9mGSJzUOsWzHVJ6UBQGDSGGDdJpCoHHeJpZ1a4Fk4kE0Go8xnkfQ6Wm9LXV1QV7ODK7Uffvg/4d/RPCLX0Tw818w3p8nTzgPHh7EZoPlnHPYcQ/PrezJxOIEicyg/VdXoOGJz8MyI6ZghZZdhcDGN1fozIzBkyct7togT4iFlkV5AgBSO1OgkVk2GG8rM7HksnEpM9H87q9OixPLPMsAxA1Tj87mjm5PNSkdnY3iI3cfwdt/dQDP9vkKO2mI5Eaprp/OOkaADfqylzDxZTvj4dpJ8+NJrNTEo1KizdGGpe50j683LWdRx4+PPJ638bqJ6gGflNPuaM+ypQkT2XFOyznCskme1D5M8qTWYbOxOvJYLKM6wETxMFKe0JmZOX3W2hhHOHR3A05OQTTPJBj/9xG3G1I7q9WnExM6uaK88AJoJL2zHXuGM4tdsybtdf21FSzaMXz77Zh993sqYpBronZR/9S/QQ6ke+YE1t+KqWv+j5GQVYChmSiCCRLCJhPBa6KaQS0SIkp5lCfEy+LdqZ+RJ/yAvhxw21hXJ1/yBAC6XExJl0/pDh+P65Ad+M2uUWzrn8Xh8RC++MAJKFnSbYwwxSftOEtDniypZ/4vAznIk+We5Xr70Myhkrz/fCDfpJ25ghCC05tOF9ZJkHDr8lvhscSv9dnYLMYicyvzNTH/8EUZ2VlvK318uonFg153r7BcSPKSieqESZ7UOAghpvqkzDAyjAWl0Pr6ij9miHXuiMsNwpEn8/0dUq7ci7jdcQNb2Xigl2r2SmdnobywTV+2XnJxxvexnHcuILFbjnb8OPwfvk33QDBhIhssk4fgOvpXfVm1N8B3wWcw/so74Lv4i5U7sQzYcYqRA1uWeECqiNjhQTVNWCYWKpAnpVSeEC8rA3FF4vedOoeMOkd57dfcgvJEy7KliHorGzT5YrmVI8KgXXLg8Bi7l89GVJyYLiy6djJY2qQdAGjmFCwzOTxPVniZCpH3Eal28CSW01L69CYePMEEAJd2XAqH7BDWH5s1JwlqDSZ5YqJUWN+wHjKJP4NWe1cbxhebqC2Y5MlCgJvVivMpLiZKAz4CWuphjLF64kTxBw1znWinE8TJZsd4YmU+kKo8IbIMeeNGw221ATFNIPrQw7pZrLS0F1JnZnM+edky2N/4RnFlKIToX+4r8sxNLCbYhnfo7Wj7Voy87RkENr0F0c6zK3hWmTHBleysLkP8bsnAqcmIrMEqqYgocYWESlWoND7AJiCwkLkN4ImHKU+80fgAd21r+coqkuDJk2AByhPeL2M6Op1ze548kWDH7iHxeXxotDBinC/baSwReeK0sm5fMAeR1Ghr1Nv5/P3VgpDCkSdyeX97l7RfopfubGzYiNvW3wZAJJ6O+4+X9RxMlB48WdpgbajciZioeSxxLcF/nPEfeOuKt+KLW75YtRMpJvKHSZ4sAPAd0rl6cZgQQf1+aAOD8QVJEsxU5/JZ8+oS4nQADq6DF54/5QlVFEbkSJJePuR421sNt4/+7X5hWd2/X29bL7s85/vZ3/ZW2N8kEijqcbNjaSI37P1P6e3Q8muqqkTHCNPcwLfBWb3Bdvy9SLJQ2BBDMBFVnKo6mWunj9QxDw1PLK48OX9ZXabNSwabTCAnbaVUiqiSn/pkLuRJOCojmlKm88jh/J8ZUUUTympK5Xni4OKOw0p2IomfcZ+OTteMd4egPCkzeeK1evH987+PP172R3z9rK/DZYmTgabypHZBKcVIaERfNpUnJuaKLU1b8JaVb0GLo6XSp2KiBDDJkwUAuZfV06lHc5vamcgfav8pINFhlJYtFdJktMlSkSdOsWxnHlOTBD8Xl0sfHMlbt8J2002A0wlpJfMqUZ5+GuFf/Vpf5tU3li1bcr4fsVrheM974P7O7fo6bXQkyx4mTADyTD8cJx7VlyM9mcvDqgXlUA2UA7zSTbJQ2BHTvTZKWbIDGCtPym0WC8TLW3nT2GCs/OQJ1expr5+czu4xwuPIREhXAC2pt6HJVZrPycX5v4RyfA4O2aGTDwpVEFBqQ9k6n2U7QPz6clvdArnIK0/6/H1lPwcTpcOJwAmMR+IGyTbJhnanaRhrwoQJBpM8WQCQVrCHtHbqVAXPZOGB+qb1ttTcAqmJyZjp5ETxx+V9TZxO0bfGwKC2XKCTzARRamCzK4QQOD/6EdTf9xd4f/gDWM5mpRGRH/8Y6qlT0MbHoXGqEWlZeupAJsjd3br/iXa8D1riPGgwaJoem0iDd/v/gSA+kIx0nQelcWWOPSqPWlGe8Eq3uPJE0cmTUprFAoDU1KS3W0LTsKqxeUshKqZ0Zy7kiaqm/11j/lje6o0xPyOuljWWzvSUV57kIk+AdPVJLYAv2ymnYWw28GbDI6GRglU7E4EY7twxgkePTONn24bxo+eGMDRjPhvnA/x1vrpudcWuIRMmTFQnqrhHZyJf8INePsHAxNxBfazuldTXgXBRvHRmDp8153lCHA6Q5mZ9WRudP2d+3gCWjxFNhfOfPoHZW98QX6AUkZ/8FNLKFYASH2TJGzdCqs9f2kq8XsinnQb1pZcAShH+wQ8gL12K8A9/pL/u+fnPMkYfm1hcsA+9oLf9p7+zgmeSP/iklGomT6jCzhMShZ3EcCphVFpy5YnbDal7CbRTA7BSFctmhtHs3jzn4+aDOoeM4cQte9QfQ1d9ujIkFTxxwBtIZgJPnihK+ucVVjREVQq7JXf50yR3/ZRKdQIATisjkcJ5kCeNtkbdLHYkPIJud3fJzqVc4JUn5YwqzgaPxQOXxYWgEkREi+DI7BGsrlud176TwRhu/uleKJpIuPzx5XH84PVr0N2Q+9o1UTwiKlOIlbvsy4QJE7UHU3myACB4nsz6K3gmCw90midPGkAEc94iyRNKddIBsgxYrZA6GHGhjcxfGQv/XqQ9szRVam2F48Mf1pdjjz2GyI9/oi/bbri+4Pe2XnABO97fH9SJEyCe4hP65jcLPqaJhQcS8UEOxK9TKtsQ6b4gxx6Vh6pR9HMlGu2e8kbxzgkceUIIYENMT2EptfIEAGg7M5VuiPrRXEJiIBuWN7HZ46MT+flKzUV5EjMgTwDAnyPhJgnecLjJXTryTTCMzYM84ctPDvoOpr2uUQ0BJYCXJl9CVK0OZQQfK+22urNsWT4QQnBO8zn68gvjL2TZmmHbyRnc+KM9acQJAEyHFXzsT0fyIr1MFA/+vmeXTaLKRPlAFQXq8eOgav5G5iYqD5M8WQAgHhb/SGdN5UkpIShPGuohtbXpy+qJk2kxn/kdlNvH6QQhBFJbK3t5ovhyoIJPhSsRyqUcsV11ZcbX5E2bCn5v2w3XQ+rOPIup7t5d8DFNLDzYB57V20rDCkCqXhVHEqd8EYQTpqQtbosQD1t14DptRIp7niQNVUutPAGAGY6EWe5Q4bDOTzdkGUeeDPryG+R7rV5IiW6SX/ELn4cRpqLMB0uNGUv9Z/MkT3jPnFIqT/jPO59B+EovK5EbCsVj5TWq4c6jd+LdT78b1z90PW559Bb8y45/wQef/6BQMlMJTEWmMBmNkyd2yY4OZ2ZFZbmxoWGD3r7j6B34wotfEAi2VIzMRvHJv2Q3UB/wRfGnPeMlO0cT6RAix82SHRNlAlUUBD7yUfjf/R4Ev/SlSp+OiQJgkicLAMTLKU/8pvKklNCmp/W2VF8P0tYGkiQZAgHQYkpsOMIlaRRLnJznyTym7YD3XnFk7yQQrxeOD3wgbb3UvSTuYVIgiMsF9ze+nvF1OjU9r/4vJqoTjhOP6e1wDRjFAmLJRVddlc9cKjx5EleeJFNiykGehKzsPtNlmb/ZNt5bZSKYnQRJQiYy6mwsDWgmOpNx25gWw2hoFEA81lmNNRtuNxNWDNenYszPCJ6mEpZ9iWk7GrQcXhzNdvZ3TETixP4TI0/gF8d+gVPBU6Bg+58MnMQjw4+U7FyLwViYPZOXuJZAJnKWrcuL1BKn58afw9f3Zn7mff/ZQZ10BYB3ndOBn75hLW67eAku5FKptvWbk2TlBF+2UyrFnQkTqYg9+KCeWKk88SQ0X+7SUBPVAZM8WQAgXk55YpInJYV2jEUMkvYOEEJAONNDGij886b8YCX53Tm4AVY4/0SGuYLy3ivO3LW9tpteCbhFGbTl/POLfn+ppQX297wn4+vqkSNFH9vEwoB1bI/ejvRcUsEzyR/8ANlrr9zgLR9QlS/bobATBZEyKk/CNnaf8Wrzd6/jy4Mm8yRPgJTSndh0xu3Gw+PQEP/cmu3NmAoYkxJHJzIrD3gc47Zb2lS62W9ZIoLnSlJ9cnIqjL/tn0AgxUyXJ0+S5TC7pzKrAk/6T5bsXItBUGVpdR6rJ8uW5cfpjacLkcVAnHg65DuUtm1E0fD3g0y59N83rsB7zuvE2jYX3rC1DR+6eIn+2osD/rxJOBOFI8Ldl8yyHRPlgrJ9u7DMexCaqG6Y5MkCgOh5Ys5IlAqUUqgceWJZtxaASDIIqTn5IsY67kmvE2JnD2gamUfyRIhMzt1BJzYbvHf+AqSOEXa2G2+c0znYX/sayBs3xo/1+tfD9kp2POWFbXM6tonahuQfhnU6Hr9OZRtirRsrfEb5wceVXNRXsVksAMHzBBLiZTtqfEBdDs+TIKc88Sj5EQmlAO8bMhHIf+BZbzVOm0mN7eUH7V6rVyBJrlzdoLeP5+G3EoioGEwkq8gSsLSxtAO4Bgf7LEb9McxGFLz/rsP40oMn8b7fHUJMZeqHJjubLJiMTIJSimdGn9HX3dB9A27quUlffnbsWSha5Qb2QYV9Dy5LZcxik7BKVnz73G/jy1u/LKz/8AsfTvPQOTkVRtLmpMFhwUUrxDLa3gY7Ouviv8FQTMOTx8xZ6nKBLz0zDWNNlAPa5CRijz4mrjtZWeLZRP4wyZOFALeblVyEw1D7+ip6OgsGkQgbWNhsukpEIE+CQaM9s0PhyJOESSvhSmZ4NUjZEeLeKw/lCRAvX3J/4xtwfOhD8P7ut5B7euZ0CsRmg/tb30TdA/fD+Y//oBMpAKANDc3p2CZqG/YBNkiLdpwJaqm+jmw4puG3u0bxq50j+iz+dLg2knYApJTtUNgQQ0QpX9kOT564YvNHFDcVqTzh1QvJgflPDv8Etzx6i+BhwQ/anbJTiJXduoQdYyYPz5N9I4yYWdrogFUubVeN9385PhnGs30zusfK8ckwXjjJJmEabA166Ysv5sPBmYO6p4hTduKDaz+Id6x6BzyW+N84Eh7BwZl0Y9n5Ak9quS2VMYvlYZNsOLvlbHzrnG8J6z/w3AeEa+b4JHsWb+pMP29CCF65kamAtpejdEdT4DzyF5Bjj8SN7RcpeCLUJE9MlAOxJ59KW2cqrWsHJnmyAEAIgeXMM/Rl9fDhCp7NwgFPjBA3N4Pl4trFKE+4WT1Sn6hj5v1G5pE8EZUn+XcS5BUrYL/lZkgtLSU5DyJJINb44EbiUn+00flLHjJRfXAe/aveDndfWMEzyYxvPXkK33piALc/NYjvPD0AAJgJswFyvaO6yROhbCdFeVIO8mSWk8E7Y/Pn79TotOh+H76wihNT+d1n+cFTUAlCoxruPnk3gLiHxa+O/QqAOGh3yi49LcUiEcFvJZ+0nZ++wO57m7tKX3rS08ieN8MzUfzmRdG7a8DHSC2ZyNjStEVfvuvEXXp7iWsJZEmG2+IWthkJVe6+XU3KEx5r69ZiqXupvjwRmcCuyV368tPHmZ/O6lbjZ/GZ3exaeOTwNGYjJVT4UIrGhz+Bxkf+Gdbf3ArX/t+W7tg1Bl55Uk3XkImFAzqT7p9Fx0wj6FqBSZ4sEEhtbMBJfZlN7UzkD96slLjYTBBf3kKDhXf+KZe2k1ScVEfZTnXMsAjkychoBc/ERCVhmT4Gx6mn9eVIlZrFPnCA+RT84eVxTIcUjPkZ6VDvqG7PEzGqmMJJIogoFJTSspTtzEoceRIuQrlXJGSJ4Axu8HlwNL/35gdPITWE+07dJ3wuz47F06D8MeZ/ZZfY88Jjk+HlCLRc5Ml4IIZdg/7EOQO3bmnNun0xaOTUUEcnQjiQ8lmM+kVlznmt5+ntJ0ee1Nu8IWqbgyXRjYQrR57wJJZLrp6BLyEE/77134V1x/0sWYe/Hi9cXgcjbOxwoytRuhPTKI6Ml26ixTbwLJzH/64ve17+acmOXWsIqWbZjonywigMYV7DIkzMCSZ5skBA6tjD1ojRNFE4hJIcTm0iJOMUozzRODmsI/Fg5pUnkcooT/It2yk3SEsLIMVvTXRiAjSaX6yoiYUF5+F79Xak40woTWsqeDbG8EdUIR0DAB44MCmkYaxsqY7fVUYoovKkBXEvhZhKy6I8GXY16m3PQF9JjpkvuhsYcZNKEGQCT558/9D3cfuB24XXB4ODUDUVfoUjTwgjT9x2CXWcaXCuqOJtXMnM5k4PehtLH5XKkyd/3T+Z9vqBEZFMOb/1fEPy7LL2y/R2u5OR3tvGK+dVxStPqqFsh4dXasUW2zv15e3jccNIRaW6xw0QL9UygkSIUNJzYrJ0fQX7sGheaZk5CRJdnGl3pvLERLlhSJ6E5rFk38ScYJInCwR6+QcAasZdlQYB47Id0TC2iJlTQXliT/zPqVnm8wZahcoTYrGANLPabm2siDhoE7UNNQrPrh/oi8E1N1fwZDLjhZPpRPUd20cwnfCPcFolrG+v8s4353kCQtFM4n9TVC2P8mSPswMRKT54t02Oz2tCXJuHEUAjs/mRsryiQqNa2usKVXB49rCgPLEQ9p17bDI8BZAnLw+x45zV682yZfHIZWL80qAfUY4UbHW04iPrPyJss7lxM85tPVdfPr+Vpa7t9+1HVK0M6S0oT6po4BtRNHzgD4fx1N5Ofd0+3z5EtSie6fPpZV7tXivctvj1wkfmJrGc86vhr5W5wt7/dNo6KbQ4ywhMzxMTZYcBeTKfJfsm5gaTPFkg4JUnZlZ4acATI3zZjuB5UkTZDq880UkTGzcwicVA1dx18aUAH7VcLeQJIJbu0BHT92Sxoe75r4MkBqqKpxOhNTfl2KMyePZEOnkyxSXtLGtyQCIkbZtqQqrnSQuJPz8iilZy5UkopuLwVBRjzgZ93XzGM3bVMeXJE0d9UNTcpphr6nIrnraPb8eswhQjFsqeEW67SJ7kKts5Nc0GzGsyeF/MFZlMjJOx2iqFoIQAgKu6rsK/b/l3nNNyDl639HX4ty3/BomwLmS7sx1dzi4AcZKpP9hflnPPhaSZLRBPPaoW/Oi5IRweD4EqddBiLEnn5MwoHjzESv8uWFaP2dgsPvfi5/CqR16Fj2/7OGZi7D5zdg/7m546NgNaCmNXLQbr+L601XJoYu7HrkEIaTtVaFJuovZhqDwpJoDCREVgkicLBFI9exibZTulAeWVJy6nYZsGi5C1atzsZdLzhBCxdGceSlVoOAw6NR1fkGWQpqas288nRN8TkzxZVKAUjhMP64vhpVcAJSoZKTUOjbJOdoc3XZnBe2xULWIceSJTNCB+T4uqWooJ6twHEdMhBRoFRrnSHfXo0TkfN1+c3eOF2xbv9owFYtg7kvv+3e3qTlt3ZvOZ+NiGj+nLfYE+HJ9l/hU2sHupxybDZZWQDMwJKxpCscwECp/Sw5M9pURDBh+edW2M9OmfTlc9nNt6Lr609Ut4z5r3GA4qe9wsee2E/0QJzrRwnAqc0ttG310lEIio+O0upqCkHHly/5FjglnslWtlvPHxN+KF8RdAQbF3ei/uOHqH/vr6dpd+DfujKiaCczeNtfhOgND04yxW5YnpeWKi3NCmptLWzaffoYm5wSRPFghII+uMmoPN0iCTYazEl5QMFhGlSw2UJ0gxjZ0HBpqf8ZXa2kDk6jG2lNo5qbx5PS8qyDMnYZkd0Jf9W99XwbPJjOHZKI6Ms072F65dmrbN+87rTFtXdYixwTqRAAvig6iIQjEaZobNrY65G5eGElHORxuW6OuUbdszbV5yuO0yrljFnpX3H0j3+0iF0+JEg61BWHda42lCckp/oB9HZlnMZKO0Um977DIIIehtYPd6/rrhoWgUI372fRgRcqVAd4NdV5kk8fFLu7G0kT2DdhdRErKqbpXe3jmxs/gTnAN4s9ouV1dFziEV20/N6mU5nXU29HrZ5MDv9hzRfZOW1NuwbfZexKjox/PixIt6mxAieKLsHZ67L4ll8pDhemmxKk9UU3liorygRkmSpr9fzcAkTxYIpO5uZrI5NGTKv0oA7eRJvU24SF5p2TK9rZ4oYnZNS0/bASD6fIyW3+eD98YhLc1Ztpx/8J83NWDoTSxc2Aee0dvh3kuhudqybF05bDs5iyQNuqHdhc1dHpzVw5Qmt25phVWu/kcsFQxjKWRCIUFDRNEwGioteZIcJD6+ZIu+LvbMM6UpPcgTF61gs/6PHJ7O6707nSIJtr5+vaCy6PP36SodiUiIhtl1UJdQefDxs32TxjOMh0aDepJ9q9sKh7U8149VlnBOip/KOb1enMWVhGzvL5w82dq0VW+fCMy/8iSqRfVSM5nI864a2HZyBp/6yzF88YE+TAYZAfLnvYyEuHpNIza39erLFs8Bvf3K0624p/+etOOeCp7CIR8jOHgT6i/9/QR+tXMEg77iZ63tA88ZrrdMzZ8qrJogGMZWUWKTiYUBGgqBzsymrzeVJzWD6u/ZmcgLxGaD1Mk6eNr44pRblhJqX5/ellexmUSpjQ3mijLnpellOwAgdXbobW24CEVLoafBsdzEXvpEh7mAeNjgg/oXp+P/YoX9FCNPIt0XVvBMsoM3HE0OOv/l8l5ct64R7z63A++/oDpmvXMiJpInAGCFgmBUFbwWmuxzL+sLJ5Un9UsQtibuOeHwvJqcX7S8DnZL3IdmNqIKHjWZsLZ+rd4mINhQvwEeqwdNtvTPxGvxYtjPjtmZKL1pcbPSs6mQcdLPPi7lptwlX/wA3GmVsKTejrVc2c6ov/BZUD5xZyQ0/4pBwatCdsbLYecJMVXD5+/vwxPHfPj7wSl8/E9HoWgUvpCCHVz61o0bmnF97+X6srX+JcjO41hSb0PA+ahuSrymbg0ubmPx7Lumdunt129phU2O/23BmIbbnxrE2399AMcmios6tcywiSL/ae/Q27bRl4s6Xi2DUmqW7ZgoK+gsux+QxkYgeZ8Kh0Fj+aXAmagsTPJkAYG4WWmJqTyZO/gbnMQpIWC3s5tdJFKwuSvNoDyR2jiT1Pkgv3iJoK088vBiIVzLRq7kJhYkpOA4HP1P6MuRJRdU8GyyY5gjTzrq4r+f7gY7Pn/NMrz73E7YLLXxeKV82U6iksMGBVMhRUj7sEtz999Ilu2AEPjqGPEwn6axhBCsbGYDoieO5SZubl12q566c1XnVbDJ8e+bV58kUW+rF4i1ZOkNb9I6nYGw4dUKS+rL43eSxDVrGtHitsJuIfj0lb2QJYJmlxVJumEqqCCmpqcLZUOzvRly4iLyxXwIq/ObHsEPeuc7aad/OgJfmPUFDo2FcOsd+3Df/glEE8bEq1oc6G6wY3XdaqzxnK5v62h5Ap+6pgF/PnWPvu7yjstxRvMZ+vIBH1OorGx24jNXL9VJQAAIRDV89J6jmAoWPvgiUaYyirVu0ttSeLrgY9U6wmoYNKEptEt2yFL1lDObWBjgFSbE5QJpTag6KYU2VP6JUxNzR2307kzkByEFxiRP5gw+Nowvr5Ek0dy1UKmdgWEskEp+FTeDVAgE5YlJnpioAjiP/Q0kEXGq1C+F0rCiwmeUGQJ54qmu309B4JQnEqc8mQopYlSxPPe/Mak8AQBfIyOLo3/6M2JPPIHo3/8OGir/ve+0TnZ/uf3JAUSU7CRBk70J3z//+/jh+T/EJzZ+Ql9vRJ7UWeswyw2ik6QJT55MZTD59BnsVy501dtx9zs34v73nY4r18R9YCwyQbM7/r4UwHigMDNSmchCeVd/YH4Td4JK5SJmD42lX7dDM1Hc/tSgvnzpyga9/cEN79bb7roT2DZzr646aXe04/ru67Gufp2+zfNjz2M2xiZ0rl7TiHvffRpu3cI+7/FATHi/fCFF2XFVTye3fvGFDwgxxabfiYlyIGXiUu5hxtbaqVMGO5ioNpjkyQIC4cgTU3kyd1COPOEVIoAY61tQZ19TWVSxwwHiZTXmQorPPAwgxBt4daWZCAbIY+X3fzFRHXAce0BvBza8kSm8KoQXTs7gTb/Yj/ffdUiQxEcUDfu5EovuhvKqBMoKXibMkydBBRHNWHlycDSIbzzWj6GZwojjEEdSHNt4DjuFBx5A8Iv/htB/fRWhr3290L+gYLzmdDbgDMY0fOovx3J6n7gsLvR6eoVSkBXedHJviWuJ8Hc6EuqAxjyUJzypUm7yBABkicCeopBq5YjAsSJKd9bVsQH/tvFtxZ9cEaik8uSZvtwKpg3t7JzW1q3V1UwhLYi7T96tv/a2lW+DQ3ZguWc5et1xfxSFKkKiExA3I/7IJd349FXMQ+Xxo9M5ycBUkBiboFA48oREZwWD+8WA1NIvEyZKDRplz1xis0HqYiW+86nCNFE8TPJkAcEkT0qLcpAn/E1T6uwUa7K5Y2IeyJNqVp5I7e36wJmOjZl1oIsAsu8E7MM79OVw72WVOxkAA74I/uXeY+ibCuOlwQD+6c/H9MSMvsmwXoLSVWfDkvrq+v0UAqpw96REj8BKFMxGVERVdo+wy3Hy5MRUGO/93SHc9fI43vrLAwWVCfDKk+G1WwzJsdijjxZcClkouhvs2NzF1CfPn5zF3bsLL5W8vOPytHWv6n2V8Hc6rXHZP0+GTGT4zHhSZT7IEyO0eRiRPuYv/L57buu5evulqZdKck75opLKkwEf+638940r0OQSvz+3TcKZ3dxkCSF4w/I3pB2HgOCi9ov0bVbXrdZf6w8aK3luWN+ke+oEYxr+tj93ihQPXnlCHQ2gCcUFoRqIsrj6kqbfiYmyI8pNOthsAK+0DpumsbUAkzxZQDDJk9KBUiqW7ThTHqLFEh3coEDwUUEqITMP3181e57YbCxxh9J5SR8yUVlYubjMaNvpUOvTo3/nE38/OKV7FQDxMp0fPhuvRx7gki16G+3zakxZavCGzMQS/3ttiPtd8MoTqxQfnD1yeFonkYIxDc+eyF/a74+y+5/N64G0fJnhdvMx+/bFa8X3/sX2EahaYbPsLosLb1/5dn35nJZzsNK7Uk8VAqAn5vRw6qTjk2GBYEmiGsgTXnkyWgR5ssrL4oqHQ/M7i1rJiFmeaFrR7MC9796EFc1s0uWK1Y1pPkjXdF2TluS0xLUEDpntx5eGHZ45bPjehBBcv555CO0cSE/yyAg1qpdKUmIBlR2AlfUlSWweVLBVBEF5YpbtmCgDUicuiY1TrkZN8qQWYJInCwgmeVJCxGLMm8RqBZFF0zDiZJ2bgkps+KQduyj1J07u+5v3sp3qIk8AgNSzSFEECo/NNFFbsEwf09vRts0VPBNAUSn+vCddiXDPnnFolAr+Biuaa7uDrQ0M6G2bOz54t0JBhFOdWIhFNwLdNSD+FscLGGD7OHKg3inD9sqbDLdTtpW/3KPda8O1a1l54Ig/hhcHCr/P3Nx7M65bch1e2f1K/POmfwYgKmwciQFzncOC7oQJrKoBp1KiZWOqJpByvAJkPsG/bzGJO23ONpCE7exoaFSPcJ4PVCpiVtGoYPbb4raCEIKv3rgCrz29Ba/f0orbLlqStp9VsqapT3jlDgBsamAGrs+MZo71voSL4H55MJA3EShxZrHU5o6rwWxsJpwoi4s84T1PzJhiE2VBSt+b2Fn/24wrrg2Y5MlCgmkYWzLw5EVqyU58XZH+JFzHJ61URiBkyp9SkFp3WW0gHk7K6DfJk4UOe/+TervSRrH7RgIYSZACfKLFbETF4bEQHj48pa9b01rj5MkgM5i0ejnyxMAsVqMUe4fFwXAgmr+/gi/MkScOC2xXXwVp2TLA7Ya8dav+mrp7d0F/Q7H4wrXLcMMGNmOfSgzlA6fFiY9t+Bg+tP5DqLPWxaNOY+nKEwC6GSsAzIRF35OTUxHEEgPezjob6hyVUZ7w5Sb5xDinIunVAQAaNBz0HSzZueUCb6g6n54nU8GYbmXW4LDoCpMl9XZ8/LIefPSSbrjtxqktV3Veheu6roPH4sFZzWcJSiYA2NiwUR/E+2I+TEQmDI+zqsUJV+JaGy2ACCQxtp1mi8djU155ssjIE1N5YqLcENJ27HZx8jJSOGFtYv5hkicLCLzyRJucyrKliZzIkLSjo9ibHT8bZBcJCzLf5Fe1K0/4OlC/mbizoKHFYBt5UV+stN/JM32sFOWqNY24cnWDvvzkMZ/ubyBLwCUrGlCroOGwcK+TbaxsJ6JwficJs9jpkIJgSrlJJvNTI/hCrGyn3mEBcbng/cmPUfeHu+B485v117SxeYhqT+DsHuZD8cjh6TkfL6omg04Bq0RgkRj55uUG0LMR0ddlPMDI7K66yt2P+XIhXxHkCQAs9y7X25kG++XAYIgRge3O9ixblhYvDbLnU6H+RxbJgo9t/Bj+cPkf8JUzvqJ7CyUhEUn4PA/NHEo9BADAZpFwOXefOjSWXx9CDrLfmmZP7G/jy3YW10ScYDpsKk9MlAMpYQ2EU6FTs2ynJmCSJwsI8ko2Wxu7/37TZHMOyGYWC4hKjYJudlzZjlDniDkk+BQJoe7SWoXkicejt+kiK9tRT53CiVdcj5lX34zoAw/k3qHGIQdGQRK/DdXZAs3TUdHzeegQI58vXl4vGD3+5sVRvd3b4BCUBbUGOiWS7EnrFitURCm7r9mk+P1hIpD+TBkpoLRDUJ5wg3Ris4G0sQSc+UzYumAZK3cYnInkTN3JhXAG1QkAeO3sb+bjjAEIZR+V8jsB4qRWEoUQY8IxrOwznYrO30TOQJCVoC1xpZfJlAsHOaLirF5vli2Lw9q6tXr70eFHM263ro0N9ncN5DfhIM8wE1q1LuGvYmUTF3xZz2KAYDpsKk9MlAFpqm9+LGAqT2oCtdvrM5EGedMmoXQn/P++X8GzqW3QXMqToj1PuI55itpD8DyZyd+EsWiYypOSgFIK9ejRkg74wt/9HpSBAdCZGYS+8905D+iqHfIsG/So3q4sW5YfM2EFgzPx34ZFIjh/WR22LGFEHq+8WNZkcG+oIWQyYrYSBVGViylOzIaPzBqQJ7NFkicOsYxBam0VE7bmqfTUY5fhscXPJapS+MJzS/oRY4pTyBPub56JiMTEgxxh11VXuehrnjxJVcfkiwZbg96ejk7P8YzyB1+202xvnrf35UnFTm/pn6UXt1+st4/7j2fcbj0XhfzsCV9aaZgRZD+79yrebgAArWP3YHnWOOFnoWIszO6J9bb6LFuaMFEkeF8Tm930PKlBmOTJAgKRZchr1ujL6t69FTyb2gadYZ0w4k6Xbkp17KFKfQUQHVzZDkk1jG1t0YkaOjVV9sSJao4qBmpDeaJNTCDwiX+C/73vw+zb3wH12LHcO+WA2t8P5bnn2Aq/H3S2gPSEGoRAnngqS57wpRurWpywyhKWNtqxlSNQknj1pvkboJUD2tio4XobYojynicJ5cmwAVFSbNlOqrqC2O2QlifKEzQNyo6deR93rmido0kqDzGmWOxi1WUo2wnHNLxwkv3G17ZVbsabLy2aKZJIarQzI975JE941cB8llwMzzDypKMMJVfLPMvYewWHoVLj72V9m0swJT42kds7TYqw605zxL832sRUzBbfiWJOuWZxIsD+3qXuyia+mViYoLGUvrfdTNupNZjkyQKD65P/ore1oaEKnkltQxtmn53Unl47TRob9DadLkCWTLN4nqSSX6dO5X/cYlBTypPqJE+C//GfUHftii+Ew4g9/fScj6kePZq2jk7Mn29AJWAfeEZvxxpXZdmy/HjquE9vX7suPpgghOBd54ilRMubHDi7t25ez63UyKQ8sUBFlKaTJ0YmlBElP1WUolI9qlgiccVH2vueeYbeVvv68jpuKcAnzAzNzI08CXJxzKllO7xpaIAjTwZmIoId1mWrGuZ0DnMB/734o6oeS10IGqwNens+yRO/wq7P+TKMpZRicIYNeDrLQJ64LC402uL3ohiNoT9grAYhhGBjB/u7j0/mJk94Q1hqTZB2nPpPCk0Wc8o1C96jp8NZ2fJREwsUqWk7XNkONct2agImebLAQNra9IEwnZ2t2kFntYMOMdWH1NmZ9jppaGDbTk3nf1wts+cJAEhNLPmB+nxpr5cSgq9LNZInrcwDQe2rvtkv5aWXoL74orAu02C0ENDJ9M7qQidCrRMH9Hak+8IKnok4eN7SxdQmZ/Z4cdvFcR8Fm0zwkUvmz1OhXKAZlCcyNChaeurE0Yn0EsWwouVVVsaXqXjtMiRC0raROti9VhsZyXnMUmFlC1N6PNs3t5JJ/vppdYtxww1cScwwVwI1MM0G3+f2eg0/m/mCLBHhvE/kMQBPRSWUJxrVEIix8s4Rn4z3/u4gPnL3EYwWUFpWKA6PhzCaSOayyQQdZSjbAYDVdav19pMjT2bcbjlXSrh7KHf/jzeEpQnCiQpRxYvLMDbClSs6ZdPzxETpIabt2MSJ1KhJntQCTPJkgYEQAqmTseXKgQNZtjaRCRrnOUIaG9NeJ/Vc2c5MASRHFs+T+HHZTHbZyRNukM4raaoFlnXr9LZ2+HAFz8QYkbvvSVuXaTBaCLSJdPJE2bZ9zsetWlAqlO0o9csqdy4QyzZ4RQIAvGFrG3791vW4+50bcU6Nq06AHMoTwu4/TbY4qRvI4IERVXOTJ3xyS30GQ1SpvU1v03kkT87sZiTZXJUn/T7WMe5uEAnyVRxJc5gzGT08zkipJfWV8ztJgvfOyDe1hQfvFTEVmR/D2JASgob45IRTduInz49h73AQ2/pn8e0nB3LsXTx2c0k7Fy6vh1UuT7f6oraL9HY23xNeDbe9P3e5J0+O6MoTG/s9SIssbSesMrLQIde2p5WJ6oRQhu1yi2k7pudJTcAkTxYgLFs56fPOF7NsaSIjOBNYIUI4uY4zkaXhQtJ2eM8TI/KkgW06XV7yRONKQaSWlrK+VzEgbW2AJT7IorOzoolvFUAbHExbpx49ZjgLr42OIvilLyP43/9jWJbD48SxdJWJNlC+zn+lYfEdh5SQjms2L6i9ciZ9gYiKQDQ+ALPJxDD1ZGmjA40ua9r6WkQmk2MZGmJgBHKTPU6e+LmSFJkTR0QUMb7YCNNhMabYCHyJpHr8OKg6N/PWfNHEfZ9Tobml1E0GGUnUnqJCWNrInhuj/hjUREnMcyfYZ316lxuVBl96wv89+YIv2/HFfNBo7utjrphV2IDEbfHgqePsM33kyHTZTLfn67tb7mFxxSf8mZWYq1udSPI34wEFoVj23xBPjtBkyg6vPIlVr1l7ORDR0o2yTZgoJegkI5SlxkYxbcf0PKkJmOTJAoS8mnkGaOPjFTyT2gWfoGMUVYximWK+E2lPfzALipYyKk+oponKE65cqFpAJAmkmRlyVtu1bGToSycmoKV41WiDg5h9wxsRe/RRxO6/H4HPfDbroNA/mK5emc/o1vmGZ9cP9Xak6xyWl1sB8LPs7V4bSAXPZT5AR42VUhaiQpU45Ym9CYpKdX8TiYiGr7xJaiYIyhNHut8JAEi9vSB18ZlzOjkJ9ciR3H9ECcD/LcXG8yYRyWIYa5GJnuxDAfgTSp5xLq1lY0flyZO5fh422Qa3Jf53qFSFP1b+8mE+aUfS0ic85qooMkI4pmEbp+64cFn5iN8edw8I4vejU8FTODZrbE5ukcTSoUFf9r9b8DxJRvMK5MniUZ5QSoWyHZM8MVEO0ClGnpCmJhAHN54IFpDeaaJiMMmTBQh+IKwZ+CeYyA3BD8SZXvcq+JUUUqPIp+0Yle00sM4Xn4ShTUwg/Is7oezZk/97ZUMkAiT9VxyOqvQ8AURFDK0i8kQdGASSfkJ2O+QtW/TXUsmT6AMPCMt0dBTKTuMkkVA4hs7hdEl2tRFHc4Ft8AW0/OmNaLnnVrj2/RquQ/for4XW3Fy5EwOEgdAZ3enpOgsJNBzOGIkuQ4MKNohwW9wIcKoTt00WzFAjam7y5OQUu6e2eYzvN8RqhXz66fryfCmueLJgKqRAm4NKIaRwhrGW9C5WHUccJaObhRSiDKqc+YRAnuQRd2t4jHmOKz40c0hvEzW91Pbvh0pfPvRMn08vWVvW6Egr0yolnBYnzm45W1/eMbEj47bdXOnXkfHsgzGeHNGsSc8Tj+HrCx0RLQKK+PdplayQiTHJa8LEXKBNT+tt0tgQtwaQ4s8KOjUlJGGaqE6Y5MkChGA6OjU/9cYLDpzyBEbkSbG57DmUJ/IKFhGo7HoJNBoFpRTBz30ekZ/+FIGPfgzKSy/l/36ZTkMwrKre2RWePFGP90EdGETkz/fOq5mkEdSX2Xdg2boVck83e42LK6aqiuh9f03bX3nS2PBvcmAUnlj82pu1OhGVEoOYQAA0WPudWNnXh+a/vAO2kV2wjb6Mhqf+XX9NdbYg3HtJBc8OuvEjAKxrm7+o00ogm7mxBSooWAfOLtvTyBM7RwzkozzhfT3WtGY2YuRLdzIpY0oNu0WC2xb/e1SNKUKKAf9ZpKbtAKLfiy+sIhzTEE6UPVkkApet8t0ygTwpomwHmH/y5OgsK4ec9fWmvX5wtPT3z1+/yK7PC5eX3wPpvNbz9Pbe6b0ZtzutkylH+PQwI5CYgfLEyvaXFlHZDq86Mf1OTJQNfP/b6QSxWllAAqWGqmYT1YXKP6VNlByC8mR4uGy1vgsZNMyX7Rh09O1FKk8U1hGVuJIUfV1vL6SuRExgOAx1/wEoTz8NNWn8q2mI/unP+b9fJlR5THES8tq1ejv6t78h8MEPIPzNbyLw8U8IyUXzDepjM/ZSTzfkdev15dgDf9fb2vCwYXqO8tLLhsedHWdk56SjDuNOTom0ANQn7v2/B4Hx/Wj2jPcDUmW9RLKZxS40qFnMxG2IQSOMSLJJNsHvxGOXBFVFPnHFU9wgvCuLKSpvXq1lUMaUA61udh98ebD4AWNYyVy2A4glSzNhRVB2NDjlqigVa0xR4hQDnjyZipZ/Emc8zO6PE750IuP4RGk9s3whBXuHGSFz06b053mpsbFho95+fux5zESNfx9n9Xj19kDOsh3e8yRBGC/Ssh3TLNbEfIDG2LM1qfqWuHRJc9K7+mGSJwsQpKEBSPp0hEJQnnmmoudTi6ChHGU7vOdJnuQJ1TTQGEeetLWlbUMIgcylzKiHDiL0ta8J26iHDqXuVjD4c67Wkh0AsJx3rt7WjhwBnYmXVWhDQ6AVZOepn5V3EI8H1ssv081ttVOnQAPxwZd2nJXgyOsZwaINDRn6ngQmpvX2jM2FcQfngVPjvick6odr/28MX6NEQmTpZfN7QgYY45QnrRlKSxYK1IMHM77mRERQnjhkh26kCxgoT/IwjB3hiKlMnicAINVx13yZTbN5nN3LBpwHi0iYSSLEK08My3ZEP5FhzoujxV0dhB3vmXFkPJQxZSkb5lt5Mh5h5IkWi19DZ/V4kKSiTvkieRkb54KiUuw8NYs7dzL148Z2F3oayj/YXuZZhqXupQAADRpOBk4absd/f8PZYpopNYwqhsUBmihZIVoMUBdHGQFPntil6lXkmqhxGExe8uMMfvxhojphkicLEESWYbvuOn1Z2b6AY07LBaFsx6BTxBMOeZbt0JkZlrbjdoO4jY0B+ajpyG9/pxMGSWiDg9DmaibLn3MVkydSV5deC5qKSpqo0llmgEg8XhCHA1I3V7qTiFbmFSby+nVMFaYo+jY8IpPse521ujDBK09qnDxx7/2lnuxAZRsmrvkOIp1nQ7O6MXnN7VA9XRU9v5mwglNczOxCV54IcYkpcJMwIInKkzGB/LAIJSm5ynb6JsP6DLgsAb2NmQeafDT8fBKG/IBzLmU7/ADdqGynnSPl9o8E0T/Nrrn5GIDngzavDasTscpRleLlocINXyupPKFK/L55ZrdXTw7SqOi7Uww0SvH+PxzCh/54BL/cwZXsrJi/hLBlnmV6ezCUnvgGAM1uKyxSnDaaDmVO3JEi0yzpzOJiyhNCWBuLR31ilu2YKDcopQCnPElOuoEPpoiY5Em1wyRPFigsZ56pt7Uhs36uUAhpOwbKE1itLBVEUfKK1ORJEKk+c2dL3riJ7ZPB8Fedo+8JjabLBqsRxGYD4TwQeKhHjdMG5gOC8sQbN9ezbGKS6iRpojz3nL7OcvbZsJx2GtvmmWfTjhvjZto1b0rZzlhtl+249/5Sb8+c9RFEll2BiVfegeF3bkdk6eUVPLM4Xjg5i6Tv6aoWh6AQWIig/swDYhciAFe2Y5ft6JtkHbqljQ44OVVFKMOMPqUUX/r7Cbzpzv36unWtLkG1kgppCSPRVIM48HLBa2dqmNk5kCehLGk7gKhw2TMcQP80+1x7ymg4WihWtbDn3kSg8NKdTmen3t49tbsk55QJvqgPvlj83kmpBKrE78ln9XixopkNSo5Pzm1Qsm84KJTqAHF10S2ntWTYIx1SYBRNf30Pmv/8FlgmC1eRdrnY72MwaPz7kCUixE0fGDEmP2Rfn95W63uFpDPK+54oi4M8EZQnZtKOiXKAJ06sVpDE5CCf6skHVpioTpjkyQKF1MoZbfb1mb4nBYBGo8ybRJLiREkKCCEF+Z5QShH9y71s/4Ys5MmqlcYvWNhgTj3el/X9cqJGPE8AwLJ1i+H62BNPzO+JcEhVngCAvHmLvk556SXQSATa0FBiIwLLli2wnM8M/9QTJ9KOy5fttHa2YNzRoC/XsvKERAOQg/Hzp0RC4LS3VviM0vHCSeYfcP7S+ZtJrhRoIDN54kYYhFOe2CU7Brnykp4Gu2B8yqtSeBweD+FvB0QC+Oq16UkoPKSuLn0QR0dGhPrwcsLrKA15Es5RtrO8iXWSB3yRFOVJ9QzYmtzs+x0PFv4dnNF8ht4+MnukrH2Q58YYSa2FegBIqHPI2NjhxvImRgIdm6PvySNHRAUNAfDJK3oKIlo9L/0YjlNPwz68A033/yOgFUZM5UOeAMCZXFrYrgwePsl7MgAoniXCa9oiVJ5MRtm9ymv1ZtnShIkiwfe9ubGFEFdskidVD5M8WaCQVqzQU2Lo6CjoxESFz6h2wEfNkra2jAZ+gu9JjtKd6N13I3rXH9i+La0Zt+Vjy3RIEuy33srOceAU5gIa5dy+q5w8sV56qeF6dd++ij1k+JIHXXmykSlPtOPHoR4/rsdBS52dIHY7pKVL2Tb9/WnHjQwzKfiyFV2Y8Tboy4HByiYMzQWWmT69rdb1VNwYNhUjs1FhkL+hY2En7QAA9Wc2RXWRdOUJb/ja5Laglxvon5wyvv89fTzd0HJtjhQjYrOx5AFNm7dkLY+NkSdzStvJUbbT5LLoipRAVMPuIfY9VBN50uxiv9GJQHby5JHDU7jpx7vx1l/u1z02mmxNcMrxPkhYDWMmVj7z34eGHtLbsdkNAICuhPKCjw/mPY2KAX89X7O2ET98/Rpcu64pyx4iiBKCZ88d+rLFPwTrZGbvISN0ORl5MhDMHOW9jCPpxjN8f4LfiU0sIxbLdhZH4s6pAOtXdbu6s2xpwkRxEMxi+YlZvmwnXECCp4mKwCRPFiiIxQJpCZtJqHXJ/3yCVwTIy5Zl3pBXnuQiT+5/QFiWlyzJsGXcs4av+wcAed1aWM5kM3la/9zIk5pSnnAlaFJvLxtYKQrUffsz7FVe8CoQkijBIm2t+kwC9fkQvfsefRspoSaSOpifjTY4KJBulFL0jPbpyx1bN6FtGesohzhipdbgPHiP3lbql1XsPDJhez8r2elttOPCZYtAeZLF88RloDyZDvGpMBYs4RJzRjMoTx45LM7UL2t0YGO7sdcTD95Mm2aJVC4lPELZTnEJM5TSnMoTQgi6uc9ukiOlehqrhzzhPWAyKTaiioahmSi++kg/xgMKjk6E8b2n42oIQghaHWySYCJSngmc4dAwXp6Kl0kSECgzW4Xzb3LxyUHFkyeKRjHIeSJ96opebOjIfS3zsI6mly8ZrcuGJS7WdxgMDWZU9PCG15mUYaJZrFiezJftLBblyViY3Wv4sjMTJkqGDH1vs2yntmCSJwsYEhdZTCdN5Um+4BMejBJxkuAVGzSSuWyHKgq0k6Irvu2G67OeAx83DcTVFxJH5KiHD8/JNFZI27FXT4fdCESSUP/Iw/D+8Q/w/OTHsJ7HSl+Ul+fm/VIMtMlJ5kXjcEDq7NTPU169Wt8u9uCDett25VXxberqWBR1NArlxRf1bWYjKtoC7Hdat2k9elex2S/7VO3+hh39rMQquOaWCp6JMe7bx1Qn165tgkWufFxsuZHN88RNwmnKkwAXVVxnt8Bt4zxPDAxjVY3iBKdIuXVLK75186q8Plv+vquNzo/yxM0pT4LR4lJZZiMq1MRY1mGRYJWNu1gXGxiMntXjgddePT47GzliYP9IMG2QPuiL4Oaf7sVrfrZXKHN68NCUbszaaGOTAOUyjf3rqb/q7UZsBFXiMcVJco+PXR6ZLZ48GfPH9O+2yWUxVBXlgnVsj8E6Y/JE9p2Ad/v/wX7ysXjaTaK8p8HWoCt6gkpQ93pJRSuX3JRJcSPx5Ik1RXlicRlut5DBe564LAtffWhi/pFJeSKSJyGYqG6Y5MkCBmlmA3Btwth41EQ6xBjazDNLxMUernQmsyRZefY5gW2WupewAXQG8INwWK2w3XwzpIYGyGvWxNdpmhCDWzCEtJ3qKqHIBKmhIU5QnMYMddUjR+f9PLRRpgCRurtBZDbosl57jeE+8sa4lJwQAsvZZ7FjnWCk2uRMGN4oe2jKDQ1o7GqBQuK3aUfInxaLXRNeRpRCDrABcKT7wgqeTDoiiobdXJrI1Wuye3IsBNBIBEjObhmkWcmIgUhMEWGTbEKKjN0iwWFl171R2s6oPwpFi1+fTS4LPnJJN1rzTDDiE8eUXbvy2meucHFkkD9aXNkOHwvb7s38t77awGC02nx2Wj1WuBIEQVjRMBMWP5OfbxvBVMhYofOfD5/EHduG4bGw31J/IL1Mca6glOK+U/fpy+oMU2desCxOoixtciDJ1/VNhotWFZ3ijH276oqbcHAeeyBtnc1IjTL8Ilrvfj28O7+L5vvfj64fb0b7Ly6GbfB5EEIE35NMpTv8b21oNmr4rCCcESzvcZK6vFjKdiIa6xeZhrEmygLew4tXfTs45ZdZtlP1MMmTBQypqVlvm8qT/EGnpvU2acg8kEoqDgBAO5W5Y6i8tIvt09QE4sot9XW8651xokSS4Hjfe0ESZrFCKdZw8SlKtZK2YwS5t1dvq/v3zT+BEGAdSeLxCC9Z1q9P25y0twsqMKmHO/++Pr09PTACCfG/ZcZVB2K1orPBiUlHnb5Nsvzu+EQIb//VAVzynV34z4dOQqtiEoVEfCCJCEjN6k6rrS83frtrFO/89QHcu9f4HnhkPKTPKPc22AWPhIUK9RhLqpIMSgg1wgbKdskOQkiKlwcRkmSMlCd8KkmhXh6WCy7Q23zcdzlR77Do8a4zYTVjvGs28MoGvuwlFS1uK9a0imUSa9sMUt0qjDau9IMvzRqZjeIv+zL3KV4aDOD/PTuEPcdZ2U6ytKaU2DO9B34lTny6LC74xpnvVDIO222T9TYFMOjLbu6eCXzpEm/6mzc0BdbxdOWJPHsK4O7fsq8Pzfe9C1JUnJCRI9NoevAjILEAOpyMXOzz9xm+XYvbirqECfJMWMWR8fTZbKFsJ4U8WYxlO1GNXRs2qbb6RSZqA9Q0jF0QMMmTBQxeeZIp8tZEOjSOaOI/w1RIPT1sn4HMrvfq4SNswZlfp0tqaoL7e99F3V/vg/01r2Hrec+M4TnI2WvI8yQVUk8P8xaZmob68vwMrpKgAdaRJG6RCJBWrIC0tFdY53j3u4RlmXtdefYZXcY5dJT52ATq48Rnh9eWElccV73cuWMUh8dDUDXg3n0TuGd39XoaWaaZQkp1G8dOJ6Hs2IGZN74JgU99SogLLxbb+2fxrScGcHAshP9+5KShfP2hQ6ycYF374pBq82WERuleYZmRIW5L/BqPKGyAZ5cloWzBiDzZdpIp+M7uKSy5Ql69mv3GR0aylhiVCqnxrsUMsnlVQ6MrewnORy5eopM116xtxNYlnqzbVwK8emGU++0cHA2Cp2s3trvwvvPTPSIGxxh5MhIqffnVg4OsNPKi1ksxG4mflVUiwuffwpWwTBaRHAQAx7iYYz7+OF/IwVEQGv+dqM4WaImyEEkJgcTY9e08/hAk1XjwJEV8sE4cxPp6RtLzSUPC+0kEp3eya8rI1JnE2D2WWlLJk8WXthNROeWJtPBJdBMVQF6GsSZ5Uu0wyZMFDH622yzbyR/a4JDelpoykyekialSMpXtaDMzUA8cYPvY8+90EULSVCGkgw0+leefz/tYqeDTdmqNPCFOpxj5u2/fvL4/5ZUnbrHDSSQJnu98B7bXvAbyli1w/du/wXbVVcI28mmngdTF1SR0ZlYfyIb2sL9DTpBk9Q4ZU64GfX1wKE6epM4iPt1XviSLucI+yK7TaPuWjNvRUAjBL30JdGQEygvbEHvkkTm/9/Mn2OeiUhjOlu8ZZt/nlasXfskOkBK1baCu88lMddHiaIGiUr0ERyKAVSZwcmaovColicEZdo/ZkIdJLA9isQjJVLxSppzg1SLFJLPwJJKTK2sywtZuL+588zr89A1r8YVrlmZMdask2rjSozEusWWCM7m9cUMTfnjrWrzj7A6c2yuSZFRpYPtzZpylwqGZQ3q7hZ6jt7sb7JC4z5MnUniD3kJwbILdc5cXQ574mVJU9XRAczNiiS9rtI7uYts5mtLKaayjL+OcFva3nvCnR94n0eE1Jr+S4Mt2qDWzYexi8TwRlCdybfWLTNQIMkxcSnWcwtisFKh6mOTJAgYRynZM8iQfaGNj0I4wpQhfmpMK4mU3u0zJFeqhQzrTLK1YDljmZgho2byFHfvgQSH1pRDQSTbbLnkLmxWuBli2stp2NcWMt9ygQY48MSjBIi4XnB/8ADzf+DqsF1+U/rrNBpmLNVYPHwYAdJxgkZXSGfG/jxCCcD0j8GYHRjAVjOH4pDgzcXisegzGpMCIYIwozzJFTax1k9EuAOKqEzrDfkdKCUixEymzrdv7xd8ppVSYkV1XhaUT5YBIAKZfw9MWRgI025vT/E4IITmVJ/wgtdld+H1PXrFcb88XeSKYxhZRtiN+TrnJkN5GB9a2uaqSOAHEsh2eTOLVG01cpPGXXrFcjwgGAKp4QGj8M/XFfIIh51xBKcVwiBESx4bZ8/jsFBKnaY7kCaUUxyd45Unh9wnJzyZlVHcHVA/zLbFOxCdYpMAoHCce09dP3PgzDL/tWUxf/G/6Okf/4+h0dUJKeGGNhkczfq5C4k4gXUmVrWxnUXqemMoTE2WGWDLPle10cDYAQ8WX5JuYH5jkyQKGJBjGmkxmPuA76fLatdnTdupYB43OGs/883JzqbvHcJtCIPf2QFrJZPbF+p5oI2ymi7RnL6WoRsi97LNUtu8AVYszeCwGuQae+YCPwI7+7X4AgGeWEVrO1ew75mckAtMz2H7Kr6sAkhgPxISZ0UpBnulH22+vR+vdr0PXD9bD3vcILH5maKi6OzLuG+GinQFAPXjIeMM84Y+o2HFKJEtOTImDjMmgoieFOK2SIO9fyODvS0am2AELu74abY2CMagnQTDYZIJE1QkUjSKmigRKpgF2vpBXrNDb6tH5IU9409hAEYk7hShPagFi2Q4bfPMEBE9MeOwy7nrHRvzsjWsTayQQtUF/fdv4tpKd20h4BCE1fs9zyS4cHWXf3aUpaUb89Zdv2c72/lnsHQ5A0SheHPAjmPhuvXYZzTlKsowgB3jlSScincw43Da8M/53HLobhMbvR5GOM6E0rQZkGyJd5+rbWqaOwibZ0OWMky8UNGPpjvD9GSQN8YoSzSzbMZUnJsoP3jDWyilP2tt083Y6Pi6k8pioPpjkyQIGaeaUJ1NToFpx8YuLCdopNksurVqVdVvCKTa0GWPlCa9ISTUXLRZ8Ug+f/FIIhMSYthokTzZuBBLEBZ2YAB0pfT19JoieJ8V5ZFgvvURvq7t3Q52cRH1gWl9X181IBouHvYfiD6B/yniW8eHD04br5xOOvocgcVLw5r9/EPYB1rFXGlYY7QYajUJ9SYyd1vr65mSctmcokKaImAwqmAmzgd/jR6f19uoWZ9UqAEqNXARgjHDmsLID/VzSSNJQl5DMprHjgRh8iXQWiQD1zsIHmxJHnsTuuw/aPKgnXUJcceGEbLhA5Um1g4+75QffwzNskNlsQIz1NjiQ/OsjM8yf49HhR4s+F5WquLf/Xnx656dx08M34e1PvV1/bU3dehyfiKsGZAKsbRPvy7wa5sWB3P45f3h5DLfdfQTv/d0hXHL7Lnzoj0yNev6yuqLuEzKvPPF0Qmlcxb02CFAN7pd/pq8LrbqBbe/tBk0M5uXgGCT/MM5vO19/fc9UuhEtACypZ3/3gdH0uGkpyJSr1CESToJhrLI4yBNeeeKQijAFNmEiB/iSeUF5YrEATqZoo8HF8ZurVZjkyQIGsdmA5IBdVbPG6ZqIQzvFZsnl7u6s2+ZTtgNhhrdE5Anve7J9e1HHEGaeGxvmekrzDmKzQeYNe7kypHKDH3gij+QkI8hr1kDmknkCjzyOhkj8O1GJBFcbIz6FwW0giP5p9vDd3MVe42XlZQOlcB6+F62/vwntv7wcXT9YD++2b8ZfUyKoe+5/Mu6q1C+FWmesvtKGR4BUclfToOx6yXD7fPDcSeP73VPHfXp79xD7Li9f1VD0e9UaaI77UpSwQVacPGHXHJ9GxJMnfFzx3w8youP0To9ujFoILOvWCTXh/ve+t+BjFAoX9/cEDUqRciG8wJQnbZxygS/b2T/KOvarW9NLWBxWCR0JwiI6zRQWT48+jWsfvBZvffKtGA3lT/y/MPYCrn/oetx+4HbsmNghRMoCQK/1XN3Adk2bSyDBALGM5+hEKGtC23gghu88ldkAPhmBXCgEz5OUsh3ZPwx5dhByZBpAvGQmuJYZxUOSEePIFtehe7CpgZVA9geN0/7WtbngSHgTDc5EdUIz/iYqLDOs5FWpWyrsyytPpOgiKdvhritTeWKiHOBLk/kxBBAv+dZRAsN8E+WDSZ4scPClO9Qs3ckJQXnSnR7hyYN42aAjE3lC/ZljbYuF9SLmoxF7+pniUklKUHpSaRDOzDfyq1/B//GPI/S/34RWZpKQTnF+MXXFdaQBwHIeZ3r7kx/rbZ+zDhLnjWPhrxu/H7u4mdOLOXn6jlOzCBQxW14IHMcfQOOj/wLr1GFdhu598fuwDe9A46OfBEHmQYl/87sBYvzI0QYHDNdH77m7qPOMKJoQTczPPCcJE1Wj2DXIPsuNHbX3O9CKVBQKBKDB7z8qieTJKS55pruekScOCxuk+rlr7xDnwXP12uJMeInHA8fb38bOeWo6rbSr1ODLduaqPOENdWsVRlHF4ZiG6UQZl1UiGaO9lyXigbVIG5qt4rN0NDyKz774WQTzUDQcnjmMz+36XMbXXbILysxp+vKWrvTnrNdu0Yk+VROv1VTcu3fC0AA5iVRVS76QA7zypEMoYZT9g7BO7NeXY62nASmD99CaV+tt++Bz6HaxyZ2T/pOGhJBVltDOmcZOcCVLUmgCRIsvq45GUJv4uQmeJ4tEeRJV2X3O9DwxUQ5QH5u8IXWp5ImpPKkV1P7T3URWkEYuEWZ6unInUiNQB9ggTsqlPPF4WLxYIGBo3kr9fNlOaQZn8saNIK0Jp36/H9F77ilof0qpcGMW2O4agsSlHSnPPQd110uI3nsvIj/9aVnfV/CL6Si+5Ml21ZV6WwqzwebIyo3Cdhrnu+Ma6sdIYgbYa5dx08YWNCZKImYjKh4tc+mOZ/cdJTqtrwABAABJREFUhuudR/4KxwmWjhNt3YSJa7+rL2tWF0Irr894XEFBxUlXi/U9GZqJ6mUkXruMT1zGfstJc90XB/wYSZQiOCyS4Qx6tYJSisCnPoXZ17wWgQ/fVjCBIpQTutMHmxFOKOKQHZjiBl38YIyP9u3jTIzHOZUCT1wVCtuNNwrL0fv+UvSx8gFvGFsMEckrT+zW2u9e1Tlk2OT4xRCMaQhEVMH/pt5pEVJteLToqhUJZ7hek/b6icAJ/G3gbznP4ZnRZzK+tsS1BN8//0d44ii7f/JqPB6NXOnYdMjYNDaqaLjrJfYcP6Pbg3ZOfXPGEg96M5BFuSAqTzqhOZugyfH+gxSdhWv/b/XXYy0b0vYPLb9Gb9uGtqNbUeFK+JRMRiexz2dssM37vUxxXjVSlN0DNHtD2n5C2c4i8DxRqYoYjd+3CAis0uLwvzIxv+ArAEh9CnniZH1xGjSVJ9WM2n+6m8gKvmMszDaaSAONRpl3hiRlTdoB4rG08rq1+rJ6KH2gJ8jjS5RqQyQJ9ltv1ZeVPXsLO0AsBiiJTpTVmhaHXCsgGWKko3/9m/C5lxo8eSLNwWyXdHSANDSkrVdXil47ZOkyxEh8UNc0Mw67EpcWr251wmOXcesWFnm5cyBD+VgpoEaFFB0e7n2/0mcxAWDyFT9AZOnlGH3dXzB1+Vcx/PbnhM542qH3so6/618/padSUZ+vKCXREBeTu7rVifVcVO7BsSB8IQW/2sm+x6vXNMJeQ0qB2KOPQnkhbr6p7t+vJzblA6qqosKuPd0UO8J9FA7ZIaTIOLjPaVULI5z4ZCM+1pY3rSwUxOuF6ytf1pe1Y8eLU9rlCZeVT9uZo2FsDV1PmUAISVOfTHDfbUuWFKUGB3utiZ6Bf9vyb3j9stfDY2F9khcnXsx5Dk+NPqW3Wx2t+OtVf8UDVz+AB65+AD+58CcY9zkwlPBgcVolnNFt/Jxt4MgTntzb3j+L/3joBJ7p82HvSFAnhyQC/Mf1y/H7d2zEe8/rxLvO6cB/3biiOF8kJQw5HC9lo0SG5moFiITw8qv1TRynntbbRuSJ5m5HpD2RwkZVuE88mldkMW/oy393JMaekdSWfm+miyxtJ8Y9v2ySbdH4X5mYXwjKk3rRZwjcRGY5n3Mm5o7af7qbyAo+EUYbN8t2skEbHAQS0lfS1pYXqSC1soGHUemONs3dKA1meIuFZctmva329RW0r2AWWaOqEwCQli41fiEWg/JS8V4Z2UA1TSx5Sn34FQBCCKyXX562Xk4x8PV6HPDZ2bVTn6g/T5ZPnNXDfuNPH5/JWs8/F1jH9woy75E3PGi4XWDta6A54qogpXElQqtvAnLM4vFpYPLKlZC4NCXtyNGCz3WQKzPpqrOhwWnBxvb4ta5qwJ07RvDcCfZ7vX6DMRFXrVCeE9M1tALIE214GEgY8ZLmZkgGJGSUGzdYJbtQxsBHFPMRxEkj3oii6YNZQCz9KAbW888H4YjsYuPZ80Epy3YcC0B5AqT4ngRiGBfIk8y/6xZuv/0jQZzXeh7evfrd+N9z/ldff9x/POt7x7QY+gPMz+MH5/8AMhH9TA6Ns0HGBcvq4LEbe810eNl1mDTXPjoRwsf+dAR/2TeJT/3lOL79BCMVb1jfjDqHBRaJ4J3ndOA953VmPHYuSOFpva05mwApfhyePOFhRJ4AQGjNq/S268Bd6Haycig+tplHI6884RQ3hPMxMSK2k/dwIG5Su9DBl5A5ZNMs1kR5QEOZVd+EU90itPDVXrWMhfF0N5ERci8bYGon+ip3IjUAfjY2l1lsErxfiJGyR+PLgLqyK1kKgdTTA8jxDhgdGipoQLEQSnYA0fslFcn435IjwhkV2u0g0txuoUbkiaNTVAKsbXPBZ2fXWV00/v2tT5AB69tdutHlbETNKEmfK+xDO/R2pOcSqN4liBp08mNtpxd0XKppgo8MaW6GZRPzMIg9+WTB5/pCPyNGehriHeFXrGckwS93MrPKta1ObDbwSahWUFXVVSdJRB95JMPWBvtzJK/EJbIBAE1kpIQ4g9dI1IKIwgg5XqFjVOZydDykR2n3NNiLHnDykFqZuqrYhLF8UMepJfgSh3zBl+04FoDyBEiNK45hhIsszkaenMuZtL40GNBJ3S5nlz44HY+MYyBg7HcEAGPhMdCEj1KLvUUvU+Gxd5g9d9e0Zn6e8b//Z0/E1WzfeWoAyYRtRaM4yHn1XLWmIeOxCoXEqTw0G/tcop1ngRJRvaNZXVDqlxkeJ9x7qd62Th9FJ2XXWCbypN7Bfn+88kTi1CSaNf3+pznEsiISWdiBAzMx9vfV2Yr3MjNhIisyRBUDYn/c9DypbiyMp7uJjBBmcIeMH64m4uDLX6Qe41SQVPBRtak3OxoKgSY7+nmUARUCYrVCPp0NUkO3fyf/nXOYRdYKiNUKyzlnsxV2VouuvPhiWRQYlCNPiH3uhnLymtWCemXE2Qj3mpXCNi1uK6Ju1uGuj/jR6LTgunXxwQAhBO1eXlofQzlgG2bkSbTzTIAQhJdekbZdtHVT2rpsoD4foMYH3sTrBbHZYLnwQv119XDhvicHRthv8cLl8Y7wdeuahIFEEqfXEHECAHR8PC05Tes/lWFrA/D3qVTyVI4PhkOcZF1TrRlJAZ488Ufi2/AlO0sbS2O6KLVx5MmpAv7WAtHB+bkMz0azbGmMEW6fRlfmkpZaAq8cGvPH8BJnWL20KfMMfU+DXb9W/FEVM4mkF4tkwcYG5ut0ImBcbgKIhEC707hE8tk+9lvYsiTz8+yMbvY7H/fHMBWMYdtJ4zLH5U0OQdE3V0jBcb1N7ex+rzkaEdj4RmFbpWlNZmNtdzsiHWfqyz2c0mn31G6oNF0ttZz7jviUJL4Uhy/RYRsQqF4+EWgofZsFBF+UqYTrrCZ5YqI8oFGudM4mks+iYaxZtlPNMMmTBQ4+4cVkMrND3bVLb1vOOjPzhhwE5YlfVJ6kqk6ItbQGZNazGXGgPPkklJdezmu/hVK2AwD2178ecDpBGhvg/up/sWjuUKg86VJ8Hapz7gajxGaD49P/qi//z5lvRFNd+nGtXJx0XTSAt57VLigAeGn9SBGDvpygGmwjzJ8g0hGPH401r0/bVGlaXdChBQPeRAmJvHyZvk49dhxUyV8FoGhUSJVIlje5bDLON4gZLeUgaT6gGRh/U58vb7KQBrgBlFv8/VMpPuDnlSeaZkNE5YxQuevOY6A8meHiUHklx1zAl+gpzzxbkmMaodVjQ8IfFRNBRfB6yYVARMVEQq1ikYhQJlLLaE25t/DqjDOWZCYe46Qu23ec+0222Fv09lQ0c8z87qndervTmT75MBtRMBlkyT/ZErOcVhnuRFlWTKP40B+PQM3wk3n1aS0l9bwQI4F7hdf8W/9RWA6uuTnrsRQusvi0aEz3kJmMThqqT3g1Tj/nSySU7Rh4ngAi0cOrZxYieOVJvbX4clwTJrJCUJ6kkif8eKKM/nUm5gyTPFngIKYBUV6glELtZ7XV8tq1WbbmwN/sUsgpVYg9zk/JUgjkzWJ5ROjb385rAKUNDrLzymC6WiuwnHEG6v50D7x33QXL6adD5pVWJzLPaBYL/jdESkCeAMCpFZvwilf9D17x6q9hsGeNYPCXRFcPm3k/r4Hi9ZxJrBSewldm/hX32j6NdeQkhspAnljHdkOKxGfmVGcz1ISsPNIjlk7Fmtbm9DdJhbJzp96WV6wAEC/dIUnCKByG8uxzaftpg4OIbdueljQzGYghUTWCRqcFNm6wf8mKBmHbJpcFFy2vrVlGw9Q0RREVZdn252uunS4c8B1gLya+u3CK8mQmxAgRN+cL4rYbkSeM6KozUPoUAysX660NlW8G3CIReDnCp5DEHV5x0+G1QZYWhuEkT548ccyn+9nYLQS9jdm9IXiTVr4MqtHO/DSmIpnJk52T7N6w/WA39gyJ1/j2fjagX9niyJj8kwRfZnScS4e6gCNVPTYZ160rLl47Eyw+9ixS6sS+gOZswsS13wWV7Yg1rkZo1Y2puwvgS3rcI7vQ62ZkzFg4vXyXf574uN9mrrIdANAs7BlHYgu7/zgbY4NVU3liolygHHmSOqHKl/ZrfaXvv5ooHUzyZIGDH+CZ5Elm0IkJpipwu4WI52zglSepgxf14EG9nW8ZUCGQ162DlYu71Y4fB83D+0Q9zkz6pMRgtZZBLBZ9llBeyUpeYtu2Z9qlaJSDPBn0RYHE+a9pdRrOeDZ2d+jtKx0zwiCh/ql/x6rwHpwm9eFb1tux61TpZyxcB+7S29HOs/XzhWyDf9Pb9Ndmz/pQwcfmFVrJUrRUM1310EFhn+gDD2D2LW9F8JOfROAjHxXSlfiypbaUpJdLV9YL616/pbXmUhV4t34e2lTmQaiwP6c8edq/Ex954SPstYTyxCdxqTMRG6YTgy6bTNDMDUA9HJHiN1CeeO0lUp5wcd35/p3Fgi9LCheQuBOMsb/bY184XSu+bIf3U7pyde6EqkYn75fClTTZ2PN1OjptuK9GNRyfZc+qU8PdeN/vD2HQx9QTz51gaoHzluYe8Bopzza2u/DVG1fgc1cvxfXrm/DtW1aV7LpNQp5hEzNqfbrReWTp5Rh653aMvfYe4xIaftuei/W2vf8ptHIqnvHweNr2TqsEa4LIi6pUV1OJZTsZlCdWjjxRFrZyOaqx69Mul6bc0ISJNGRRnkgrWP9VLcPkn4nSYeE84U0Ygx/gmWU7GaHu26+35d7evAdUoueJSJ7wiRiW0wsz0czrvQmB69OfhrSKyXjzMVOkk2zwUUoflmqA5UxWbqX1ZU9yKAa0xGU7ADATYQOS+uRMrRIB6X8eJKH2sGxkxqzqfnatug78Hs5jzBx3rXQK4yOl94SwDbOSneC61wqvzZ71Ycye8QH4Lvg0wkuvTN01J3izWKmZKaHk1az8h1dLAUDkjl/obXXvXoS+9z19mTeQ7KxLMWQjBJ+9einO6fXiQxd14c1nFB81XSkYKk+yrE/bjlOeDEIkIjTJAhXApMy6BkNT7DPsrLMJxJ2TK9tJEg389Vwq5Qk8HtbRDAZBw+Hs288BAnmSpWyHUort/bN4LuG5EYyybfnI41pHKgGZxOWrGnLuu6qFKVNeHmS/ywYb23cyOmm477HZY4hocaJEUzygalwd8fn7+3SF5REuaefMDBHFPN64tQ02mV2/7V4rvnL9csgSwSvWN+GzVy/FurbSl7JmK9vRIVkyep3wUBpXQnXFyURJDaONM5wdi6RPnhBChN+hL0GA8R4mmsO4TIUuIuUJH1VskRaGX5GJ6gONcsrgFMNYqZURoXS6vJMEJuYGkzxZ4DDLdvKD8jKLtrWcsTXv/TJ5nlBKoY0wIsOyufTkSRI8AcK/Zybws/TEU7uGsUYgLfzDx3iGfk4IsUEbcZYmznA2xSOCRGfRdtdNsP7iRrTd9WqQWABSL+twa6OJDrKmwrvtW2nH6wwdLsrsMhPkmX5Yp+NxwZTIiHacIbxObR7MnvVhBDa9lSlSCoA2wQZPvOJLamfEhjbIOvrKwYNppRuxBx/SU2T2jrDfoZGfyVk9Xnzz1avwpjPaa7K0wsjzBCignIVTnoTs4t+/x2bBlCRBS3yPVHFhIsBKAfkyDAB6yhNQXs8TQghIQ4O+TMuoPnFY2WeSjTz5/rNDuO3uI/j4n4/iL/smhHIlb6lIoypAo8siEA5JrGzJTR5vaGfPlwFOMdLhZEq6Y7PHDPd9evRpva0GmUJy30gQuxPlO3x6TEddbo+ZVo8N/3XjCqxpdeLfr1uGu9+5CW3z4E0jhZgiRPV0ZNkyP8RamNfU6gN/0tsvT4q+Z7889ktc++C10Lq+DSLH74/J0h3rBCPhY03rDN9HIE+U8hGW1QCePLEWWHpqwkTeiGUxjOXCA6hvJq0k2UT1wCRPFjpsNiAZpxqLCfV2Jhj0ASkKK2XJGC0WDsf/AfHvoIypNlIH64xpR4/m3F4wjHXXVtJILkjcACvTIHMuSPWLKAVmItxg0y7D0fewPlMpB4bhOP5Q/KGanHn3+0FDITiO3Q85FDfFDU9bEJqIv36+tA//+3jp1CfOI/fq7WjHVqFDPVdQTYPGeQ3x5RnS0qU6GaMePgwtUa4S+fWv0w+kKFAPxVN5fJw/R6ryZCFA8CzqYmkY6oGDRpungb9PhVI+nt1WGRMyG/hrqkfwqrDJYpfBbZN1AiUQ1TDoi+Agl+jR5CzdDC4p8287Cb4UJZKhbCcYVXHHdmZ0/PtdYym/44Uzcy2lpHkB8QSX9gyKFB6NGfw2VnpXwibFjzkUGhLMOpM4OsueZcqsGIn+i+0jUDUqkCfZYpN5nLe0Dj974zpctaa0viYZQSmkKCul1EoQgxtacZ3evmyWfXZ7pvfoiTvHZ4/jjqN3AAAU60nYWh8CwMhN2c/uI0qjcZ9HJE8W9uSbQJ4QkzwxUSbEuIktW4oy1mploQeapk8Imag+mOTJAgchRCgvMNUnxuC9QqTW1ixbiuDJB56U4CX0pKGhrL4KltNYNKyyd2+WLeNY0MoTfnZ6errkccVCUkmJlCepM9bW8f3C685jfwORJJDmZn2dNj4O975fY+qoC/t/04Xj97eh78FWTB114WLpZTzT5xOOOxfYhlhEcXDta0pyzCTUF19kJKPLJfyNUmMjK93RNGjHjkF56SUoTzzJtuFTWBJR48lB2mnjR9H7yx8g8M//gsg99xSU2FPN4GOJLZcw/wMtD78jQEw3mk3hwfoskpC0A80u+FykelzIKQknL5ycxWDCUNRhkbCps3T3F6mTJ4mN1QqlQD5lOzxBBACHx0P4+qOMBCxZuVKV4I1b24Tln75hbV7PNF6pxF9HVsmKVgd7zhqZxvLkiRYR1Rrb+mcxFojpaTn1Djmn/0qlIAVHQdT4b0KzeYES+GmEVr8K0fa4QrZTVdGauLdFtSj6A/1QNRWf2vkpYR9r/Q6AxDA0GwVRQpBi8WuYSlbQDISOSJ4s7LLvGDWVJybKDyGq2CCBU2rg1CdlnCQwMTdU59PGREkhGFuWsVa8lqGNM1mt1FIIecIpTzjyRONKRngpXjkg9bIBJB1PN4xLhag8qXLypFDyw+lkCo1oFIhEsm9fIDQuQYkUcJ1kg1DmYLfAOnVYeN06vg+AWA9LDu+A5cROjOwUO73D2xqwFMOApgpmisVC9g/CPsi8e6KdZ2fZunDwpmjWc88BkcRHksRFFkf//iACH/s4O7etW+NR1frrfwcQ/zybQz58+ZkfwvPw/VB27ED42/+H4L9+uqTnXinQSVbmJK9Zo7eVaWPviFQoR9j11ddO8K5V79KXj8ti0g7VrCnkSfqAubuBDQYPcKRCm9da0gGthUtAU/NQ2BULh5UnT4zvPw8dnk5bx8feLqSyHQB4xfomXLm6AWd0e3D3OzcKCVbZIJInqkBm874nRnHF45H4s4yqNmiRVlywrA5dCSVZVKX48oPs3tGahwqmUrBOHdHbSuPKokob00AIJq+5HbOb3wMAWMMNyH7X9zu86tFXpRnxEkmBZB/G7qEApBC7V2jOpoznJBrGLuy+o6Kx+5zpeWKibMhiGAsApL5Bb/PPehPVBZM8WQQQSks41YGJOGg4zG5ShIBwppU5wX22CAb1GkX+pseXkpQDvMmmNjmZU20hkCee6izbkQKjaP3DzWj79VWwcJ3PXCCECH9TqWWPfFKRvLI0SUVTIfYwrXPIsEyLs+pSaALQFMjLufd78HcY3+8FVdNv4SQArCGn0mI9i4G9/ykQGr+mI51nQfUumfMxNZ9PV4EIpOWy5WnbSj3M6yX2wAPCa9aLLoL1skuBRJkJHRqCNjODmbCCC4Z2w6aJShNlxw5ow8Np5xL5058QfeQRUDX/WNpKgVIq3MNlrmxnYOgA7h+432g3tr+qgnIeM/KSblzWcZm+vFfWEOAJLGrVk3aAdOUJIBqKHhpj5EljCUt2AIBwisBMiUOlgD2PtJ3dQ9mfow0l8nqpFtgtEr70iuW4/ZbVaSU8ufZLKnkUjQqmuvkk7gBAbPZ0ADJ6Guy4YDmbiNh5in0HW7qq8zkGAFKQ3eMUb3fJjqs5mzB77icwc87HcQ2niHx46GGhBIXHRfanEJ0aEskTR+b+zmI1jDWVJybKAappAN/PsKQ/J6Ru1sdS9uyZj9MyUQRM8mQRgC9D0YaGs2y5OKEeOKArHKTeXkMpXSYQWQYcXPlGwk9APcYGwNKSuQ84s8LlAuyJ2d9IBDSLcSSNxZgaQ5LEc68iNDz2r7BOHIDFPwjPzv9X0L7C9c7F4JYCdIapOQop78p4PEpxZJzN6C33qJADI8I2hGqQguOwnH2Wvi7WPwbfcWPvkYjPipvkZ/DiwNyJUkffQ3q7mCSdVER+fxdmX/d6zL7pzdBmZgSllMSZ/SZh2bLZ8DjSihWwveI6EKcT0nJGukSP9yEY03DVSeOY6tgTT+htzeeD/13vRvhb30boy19B6L++WuyfNWdEH30UgX/5JKL33Zd9w0iEdb6sVsEg2Rui+Pb+b+Ok/2SGnePEKUnc6wJ2oMvbg3YnM+YNEeAQZ2JHNbFz58hBnhwcZQMsPqa2FCB1TGWlzcxdVZUJ/N8YyVC2M8356qxpTf8dri1DYkutwmtnKhzeF4YnT4yUJ0looR4AwIXL6/GOs9uF4yVxxep58i8pAiTG7sPUVnqSJ7jqRrwqGMWSmHFZ4lUdLPL9Svtj+PrkB2AdY8ayqjMLeVKqqGKqAWq0cCXpPIJXnpieJybKghTViVHpI5/MqZ3I/Cw3UVmY5MkiAM9kagOljzGtdWin2ABbXrsmy5bGEBJ3EuSJdpLd9ORVK9P2KSUIIZA574fI7+/KuC2fUkG83rJ6sRQLKTgOx8Az+rLr6H3xjle++3OGv+qx0sYVC6bArrmXPM1GVL0swmGR0EONf59yYBhSN5u1DA9qUCOJQYTDAeu117JjDtqxkfTh6ERYSLgoGGoU9lPPsvdcfnXxx0Lc5DP8ve8BigI6Pg7liScE5QkxIk82bID9TW8U1tnf9S54f/RDkATxJ3Pk5Oyho7BoClb4mBmi/c1v0tuxZ1kJkvLMM8LvIfbww7rp7HxC8/kQ+q+vQtm+HaGvfwPKgQMZtxX9ijzYEWXn6wkBmqrgewe/hzc+/kZ8dfdX8ef+P+NVj7wK1z54LT6z8zM4McRmsvxOoMmePnAakTnChIqDCCPlCa9E4IdGvFloKcCTJ7Sc5IlQtmNMnvB+QluWpA+IVzRXJyldCbRw5Fr/NCOKG+2M8BgOZZ7UURPkydJGO5pcVnzu6qXC62/c2obNXdVbfipFuXJea+nJE83TiciqG/A+g3S5v175V6wPMvXls04HPAii4ekvs/1dbWn7JUEtjATk/45CIAVG0PXDjej68WZ0/XBDmrKyWsB7nphlOybKAp48sRkr+ATfPr9pGFutMMmTRQDSyh6OWhkjHmsVfHKD1NScecMM4E1XkyUxwiCnsfyzYrbXvVZvK7tfzrgdX3Yi9faU9ZyKhevgH9LWWXwnDLY0htTBZtJLHmnKkSe8302xmOVmYhucFtimjcke68T+eCS1lH7Ltr3yRthuuEFfnjnhxMponBA8NlF8nbocGAGh8UGi6u6Yc8mOelgsv1L7+6EeYv4bfHIMD/u73w33d74Dz09/Au9vfwPHW94snud6FrMZevpZLJsZhiVRakQ6OmC74Ub9dY27/lPPBwAif743bV25Eb33L0KnSt2fhTzhSu4Ulx2f3f0F+BPjdAlAXQjYObkTk9FJPDL8CL5z4DsIq/FrYPvEdnzz6S/q+884gWZ7+v1u1MJm9qmWSp6kk62rMkTWlrpsR5ov8iSHYWxE0RBNGJzYZILr14sElNcuwyqbXask1nLKnMNjTJm02rtab++e2m24rxrugBbphE0maE6k6Vy0oh7/feMKXL2mEZ++qhcfvnhJVU4CJFFu5QkAzJzzCbw6pOBKrnznS1u+BFmScZmPGUnvtacP2MK9l2U8rupi6ko5UJxq2fviD4Rl955fFHWccsMs2zFRbtAomwTMpHAnXi/bfta0WahWmE/4RQDB1yIwdx+EhQY6zakxGhsK3p+4ePIk4WA/z6as1vPO09vaseNQufhXHtoAm5Hn1SrVBMeJR9LWSYlI3nxAPNzDp8TMPa884b2EioWfI0+8dhm20V3svbiOtn3wBRCbDfJmsYxF8tjgeMc7IG/cAGllXOFEVQnyXhUryKAw01so+M6y6unIsmV+0I6LM46xBx7QySjS2gqpq9NwP0IILOvXQertxbS7Ic3Tx3LuuXrb3ncUl/XvZH/DqlUgba16bTGdmdETx9Qj6eSJ+tJLRfxlxYNSishPfiKsC//f/yHwr5+GeipdhcTfV0bleMdqmONmlw1nl8W3+Njr4/VESDxJYogjT0DFwZaR8qTOYcGyxnSlRalLVyqhPAlE0n1weNVJnUNOI488BmUlixld9cxQeCLIBqjrGhjpeSpwytCrSw0tBUCwpN4OiSNILlpRj3+7bhlu3FD4ZMd8Q4py5Im1PH0BzdUC/5b34muj4/j6yBh+NBnBOY2bAS2G5SP7YUl8ttOyjGAK0RRrjqtth0PD+MGhH+C3x3+rpx/xhDkfbZwvSCwI975fCeusE5nJ4flAVIvikO+QUKYDmOSJiXlADrNYIJU8MZUn1QqTPFkEEMpKTPIkDZRPxinC3FX8fOMdJRqcX/KEuN2QTztNX1Z27DDcLnl+QPlTgIqFPJvuUyIXRJ5whrH+0l3vNBoFknG3FkvGh18h4MkTt02Go+9hfVk75/16O9lxtb/udcL+zf9wJYjTCUIIHG97m75+6ogbV0W3z1l5koTqnjt5Env6GWGZzrCOgbQk++wxpRSf+WsfbvzRHrzrNwcxxQ3CpO5u3bvHMTONV5x4Xn/NduUVIJIEqZ2pkdSDB0H9fqgGsd7awEBZk1xSEf3LXwzXK88/j+C//btuQJ0Er2ibssRLso52ss+tN0dacTPXF5vwEpzVclbaNn3cdU0V8d7ltBp3GVa1GpAnBl4gc4LbzQz2wmFBMVhKtHNlJkMz6eWCE0GePLFAIgSv3cxIqE0d1VtCUgnUc+a5fLKY1+KFK1EWEtEi8MXSy06SJTvnLvWmvVYrIDGubKdMyhMACJz+TkhWD64JhnCubwTOvodgG9oOa2gcHVxM+7BFJPdUTxfCahi3PX8b/nDiD/jJkZ/gzfe/GWE1DNXNVMtycAzQCjPVdh79a9o6KTBa4F9WGoSUEP7z5f/EKx9+JT78wofxqR2fEgg7gTwxPU9MlAGUSzslmcp2ePLEDPioWpjkySKAMLgv4WByoYDvhBdDnvCJO3rZTqC0CoV8YDmHxchqg8azRPz3X5UxxWrUkCiRQrkjmJMg3vKk7YiqE2dJpOL+KOuMdlum4x1UAJrFBfU0FsMr++MmwNbzzkXT1e1oWuvH6lcPQ1q/Sd/GcsH5IC72QL58207sOFl8KonMlUqp7vYsW+YGVVWo+/dnfF1qy26+u71/Fo8dnQYAHBwL4ZtPMIKNyDIsGzfoyy6F+bzICfM1y5ln6uuU7duhnjzJTKJXLIflkkv012NPPpnHX1QaqC/uyviadvQolBe2Cet4otdniw+IxuvYddgQiP9NF7dfrK87s/lM/O2qv+GLm78oKE+UlnrDsh2FjypWxXvEEk5FwGN5UzpRUuq4XkIIZC6uWHnxxZIePwleKWHkGdQ3yTrAPYmY5tsuWoJ3n9uBK1Y14L3nGSuoFivquOuAV+0QQtDuYPeVY7PH9BIzAAAlUGbiEwIrm0tMxM0jCOcVUi7lSfzYLgQ23Kov1z/xebj33AkA6FLYc+YuO1OcPtzQhn984Ta86pFXCeTVSHAkXkolWaFxvidEKSxxx2KgMpEDo8JnMh+glOIzL34Gj408pq/bPb0bOybYJJNCzahiE+UFn8KZqZxfmPybmcmZnmmiMjDJk0UA0ZPDZDJ5UEqhcfJ4qQh/EqkuvUZRUPjME0nBe0Zo/cbGo8L3X4XkSZI8SAUf95gLInNfQvIkUFqzWEBUnpyjsnKTWPM6oG4JKInfouXgWCKtQENLdz/at87A4tCgeplvDZFleN/ETF0bRv1YcmwfYqqx6WUuOPoZiRBrXl/UMZKgo6NMtWOAewP1uGd35u/4FzvEBKIHD03h+88ygtB6zTVp+0SbWvTfs3w6U2VFfvVrBD70YX1Z7l0K68UX6cuxBx8SapPLCX5myXbTTWmvpxIEah/zbBlMWG20djLviPMs6/DxDR/HZ077DB64+gE8cPUD+I8z/gMSkXB+2/k4TWED+xUrzsl5flpUNPHtbjAmT87qEWfUZck4mWeu4MkTPqmplODTg5JmzjxOTTNCZWmiXMkiE7z73E58+frlGT+jxYo6TnniC4vKhSUuVhby+Mjj6A+wclOr1gLQ+GfZ6qldJYDEeZ6UU3kCAKFVzN9JUoJwJkpgt4TZNfuL1hjGJBnDNgc+3ujEcb+xz1ZyPbVy5EmsMNLDOpWu4iNUgW3ohYKOM1cc8x/D3ul0peHz40ylaJbtmCg3tAk2MSg1G5ccEpuNpWBqmmm1UKUwyZNFAOLmmEzzhyiAjo7GB3YA4HRCWras4GMQr1iLTykVjUXnSXnCp44oO3ZA8/lAQyGEf/pT+K64Er4rrkTsCTYg5kmGaoE8a0z6WCcP5n0M4XovpdIqVPrvlCdPzgs9rrcjPRcBshWqhxFituEdkGcHICdUOJq9Pk6ycLBdfQ3qlrLzvGRgl2BKWwh45UlkyflFHSOJ2OOPZ339l551+O9H+/HYkem01xSNYs9Qekzmz7eN6ANZeX06uRO8lEUrW7ZsAWRjJYS8dQssW7fqZVja0BCU55433LbU4MkT69VXoe7Bv8PxflauxRvcAiIpeqolrhDh1XKdESeuXXJtRlVUd5DN4J+/4ZVZz82hSVCDy/RliQBddcZS43Up/iYOi1QWE08hiWBquuTHB3IbxvK/p1Kb4i5E1HPKE19YJKOu6rxKb7848SL2TLM0KBpl9742j/F1VwvgVZPUVpdly7lDaV4H/+nvSlv/2oBYvnlVx2n400VfhIbMs9r7pvcBAKiNTRRIhZAnVIN1nBEW4R6m7pvvxJ1js8bvl/R2AUzyxET5QccZeUKaM0eESx2sTFo9Vp3pVIsdJnmyCCAoT8yyHQHaCJvRlpctA7EU3hkWjAynp4FwOM4YA4DdXtQxi4G0ahWkpb3xBUVB9M9/hv8970XkF3eyjbjBmtSU+eZdKdiGtuvtyBJmgmsbyd/IUyjbmZ4qmexR4wZrpSKe+IFYZ5SRFaFV8fScSA9TRNhGdunlOwCgNCwHJJEQiDWuRsN6NuC7YHgPZsOZFR+ZQGJByJFpAAAlFmiu9BjhQhB9iHm5WC+/THjtpKcN484GAMB3nh5I+752D/ozRsb+amf89yt1daWV3LmvYO8jNTXB+YmPp6UVWS+7DLbrr4fU1ATr1Uy1M18dltToYSLLsFzAiCr10CHh8+DJ75kEX0G433GuNDWdKAYEHxgjdGsOAOz66vDaMqbIpK53Wstjmipx37Hmmy7Le/CGsaFY+nUX4Ert3DbTHDYXeM8TX4qS5+yWs3V/iZHwCJ4aeUp/LeRjkfOt7hodzCoRWKb72GL9srK/5cy5n0BwlUiM2q78FtbXM4JZs0/ijpPpqXarvKv09rbxbYioEWhcqVEh5TbyzElI0bjyU3U0Cc+yJHliP/Eomv/yDnh2/VAvoywHDs+wVDe+VGwqapInJuYP+XoOyuvYpJh6+HDG7UxUDiZ5sgiQVkOnFjcTvRDBy+hIS3EDRKmbKT7UQ4dAfSwJYj59RYgkwXbdK/TlyE9/Bm1oKOP2Umt2n4lKgI8kDq28AZTEBydSdCZetpIHSGOjXpJEZ2ahcQNhbXISoR/8AMH/+Z+CY7u1Aa68K0MyTKE4PB6vIa+DH14lXg9LJStUT/yaUhpW6tvK/mGBPDE0cbXYIW06HUSOD/q80RD8U4WXLlk4ubVatwQgc3tU8CSl4wMfgLxmjb68q5WVnQz4ojjF+Uxs75/FB//IUnGuW9eIj1/arS/ft28S/dNhEEkCfSOLMN7esR5NG9hxAcB23XVwf/ObIC0tkDo74fzMZ+D6/OdAEooU3jdFy5BWlS9oOIzQ976H8M9+DpqlXEkgTxKEnNTZqbfpzAy0kyfZDpyiLWiPKzssfBT9qQHQSLpPBwDQUIh5AFmtOf2dVkIsP8lVjnL+UkYi33bx3GKtM4E0sA5nuZQnfKJQVKVQNXFQF+TIE5fN7ELlQr3Tokdc+8IqxgNskGqRLOj19OrLvPIk4o/f+3oa7HDXaIKR7B8EofHrRfF0CSqOsoFImL78vzD26t9i7Ja7MPi+/Yj0XorPnv5ZYbMZld2Tv7D5C7j3ynvxnfO+o5dSKVRBn79P8GkppGzHMsPuoUrTaij1y/Vlx8knYBvegaa/3wb74POoe+EbsJ98rNC/NG/wUdiv7GHEkl9h91/e88Q0jDVRDtAg8wwizszqZbmXlWNn68ObqBzMJ/8iAHE6QZL1dbGY4PGx2MHXzWeqQcwFvmRAPX4cal8fO+aSLoM9ygfrNVenza4bQV67FqRj7gkqpQbveaK6O6A5mAeNFJo02iUNRJZh4ZKHtIG4uah64gT873wXor/5LWJ/ux/h732voHPjH2K8v8xccDRBnrxCZsagsaY1uqKEjwiWA0Mp8cHGBI5avwwWJ5sxD4/kiGAxgPPIvex8Gldn2TI3aDjM6nYtFpDGRjj+8R8gdXfjSM86/H7N5cL2Tx6LGxdOBmO47W5GnBAAbzurA685vQUb2+Mdj5hG8ec9cQJ04KKr8It11+De5Rfgd1e+XYg2TcKyaSPqfvdbeO78BWxXXiG8JnUzUiZT1He+CPzTPyH6+7sQueMORP/2N8NtKKVpyhMgToLKGzgih7uf8KbF4UQlg6O5HVJPorMVjUI9nB7BDADaMLt2pJYWkBz3iVuJSCb35CBPPnBhFy5aXo9/PL8TV65uyLptsSAN7H5Ay5S2IxEilO5EUlRPgShbNpUnuWGRiFDWdXhMLMFb7lmeugsAgMbiz+O1bbVrFisl1HsAoDnnpt4rCERCrO10xFo26qtaHC14//IvpW1ab63Hea3nwSbFbyi8+mTX5C6BPCmkbEd4Vrk7EO3YqqtY5NA4Wv78FhCOsPDs/nnexy4EKlXRF+jTl89qZgljAYX9PUGFXZd22fQtMlF6CKEDzvSEuiSkTta3M8dr1QmTPFkkkFcwCaz5Y2RQj7AZdqmjuEQR0tgIJGPHgkGoB5k/h7x8RYa9ygOpsRHyqlXiup4e1D/yMBzve1988NrcDOc//1NZPAnmCinEkSeuFmhOVpIghfMjTwBAamUdVS3hcB755a+E9J3YQw9DG80/NpEvmZBKFPOc9ABYQ9hvMryMDepVN3uIyv5hWMfYzCzvh8JDre+F1clmx2NjuY01STQAKRxX4limjsKz5xf6a8F1r8u0W17Qxth3SpqaQCQJli1b4P75z/DpC/5BL9lJ4vanBhFRNOwaEM2t33pWO5Y1OUAIwWu4aNhDY3ECamBWxa/WXYPvbr4Fje3ZiVCja18nIBC/RxZb7qUNj0Ddx5KFYlzJkoBIhJnoWq1CdCFfUsOr46igPIn/77V6BZKW+owTlpTnmUljLm+n3wwMYYPFBpvMPqetS7KbXa5sceK/X7kCbzu7o2z3Fj6VST1xomwqSr50J7VkTFSemORJPmj3smt7MigqsTKRJ3G6FGh21a4KQApP623NUZpnxlxw04qzYImKfZJzWs6BxCkLT2tkEw9Pjjwplu0UQp74xah7anUj0nNxxu3tg8+j7VdX6M+hUmEsPAaNxn/D9dZ6tDhY3yBJniiagskI61802auvpNlE7YOGuLSqLL55EjdeU17eLUQcm6gOmOTJIgGp53w5TNNYHcpuJueUObVCISCECCUwvF9CpjiyckJKIU+sF14IALC/4VbU/e2v8P7yToFMqybIXKqO5myB5mCdGLmAThVpZPvRiXiniCe1kgj/8Ef5n1yIe4A55z4bKvc/izvxWfyz5Te4QmJJO3ypjuJl5Q8WXx8cJzlT2e4LDI8ba9kAC0eeqDnIE8vkIbT/+kq033kpnAf+gPqnvsje39OJSPeFef9NRlB2ssQYeSmLyRz0RTOa2b791wewrV8sN3oPFwG7sYN1PI6Mh6BRKqSgZIrUzQZSX8+8bMLhotNc+EQcAJBajIkcgVRKKaEhnAqON5njyZNQYjxab6sXfZdmWNmgcF6nmJrGctZZhtv8tPttePLEKWyMxiBpCl59WnygsbnLjYtXVH7wR1pbQZL32lAI2sm5KYQygVeepPqeiMoTswuVD3hj3dQEo+XeTORJ+r61BinCiEzN3lC5E0lAkiScZX83tGj8/mIjLrxl5VuEbc5rZV5jQ6Ghost2hBJTT5wMjjWuyrQ5AMDiH4Lz4B/zfo98sGeKTTgs9y6Hi4teDipBxLQYJqOToAnz3EZbo+l5YqI8COVZttPTA6k3Uc4YDpu+J1UI88m/SMB7bwiRq4sYVNMEA0V55cosW2cHaWO+A8qTfKJNeaMJjWC78QZWuuNywXrDDex8ZFmY4a4qKGG9s0mJBM3RCJVXnmSIMTYC72SuTU1CPXTI0Mci9uijwiA2G/hZA+LILLnMB+6Xf4b2v70LW6Uj+KDlz1gusVk6XmpNHQ2IJWrFiRYDSZjaafZ6oYacR7RtC2QXU01Ih/ZlP5fdd0CK+EC0GBqf+CzsnGmv78LPpZnSFgreK0bevFlvj/qZh81pnW4sb2Kf6cmpCP60h5EG//PKFbBITM3QVWeHN+GDMBVSsPOUH48eYeTasqbCvx9CiFC6U6xCT9m+XVjm65x5aH3M30fu7RVe4wmXpPKEqmrcjDqBSOJnvMy9LC3xywh0kn0+UgZ/pxXOdjQkza6pio9cvAR/fOdGfOc1qzOaxc4nCCFCyRydyl+NVgicWZQnpmFs4WjIQp6s9GZ/7jYuFOWJvfLkIwCc2bEMgWMfRbDvfWiZ/AI6nGL5brO9GRYp/n35FT8CNjbIk/N9BlMK+8Az+mLSKDfalR6PHuWedwBgmTaOTi4Wj4+wCYd19esgExmdTkbEH/AdEFJ3TNWJiXJB6EPmmIDj1aGFKKRNzA8q3xsyMS8gLo48CZrKEwBxH4bkQMHlmhOpYDnzDMP1UgV8RSzr1sH99a/D/uY3wfOtb0KeZ9+VYmEbYQoFpW4pIMlQuXQC2/CLBnsZg08S0oaGEXviCX3ZcsnFkE/blHhRg/Ly7tTdDcFLJ3M9+LJBnulH3fNfM3wtuPomqHXdwjqlMX1wEWtcBWQqjZBk2HvYgKOx75DhZrah7Wi/81K4D6anLgBAcNWNiCy93PC1QkCn2eyr1MSUWLx8v9llwdduMlZDNbksOI8zIwUAWSK4ag071ufv78OR8fj347BIuHRlcQMViSNBk+VehSL1esp0vxU8SLrF75w3r9a34zpeQRtACUGTrQluq1tUnsxmIE84g2TSZKyIoxIb5BItBkIIOrw2Q/+YSkHi1HyFmj7nC6Fsh1OeUEpN8qQI8OTJVAp50mBrwI3dN2bcd8EoTxwNlTsRDpeubACoFWpoBY6PIc0QWSIS2p2sbHCojhEN1rG9yAdECemeJ1SyItoZV7pFO86CZhUnlAKb3oKJ65j/mGV2oKC/JxcGg4N6+4LWuFpzQwPzlDoVOIWIylSLTrl2PXZMVDcEzxNXDvKknfVFaBHkiebzIfSDHyD62GMF72siN0zyZLHAzUnETOUJgPjNJYm5eljYrrvOcH2lymMsm0+H493vnpOaZr6RjC8EgGjHVgBiXLF94Nm8j8X7vqh79kDl5P3Wc8+DZfMWffn4Ey/gQ384jMePTmc/KF+vOgflievgH/QEBh6qqxUz538qfb073YtHacpu4iq1suvZEzQYTGsxNDzyL5CDmR/Kcy3XSYLOsN8ZX57Cz0A3uqzorLPjgX84TVCYAMDpnR7IUvrg/bRORgjzx7p+fRPqHMUNuHjFEl8uUwhoCunCKz6E9Vz5JKkTo69lbtZJPXIEVFUNzWLrbHVp+2dSnvBkkJSpnJCXq2vVmcrGX0OZPtu5wpmhbGd4NoZgYtlllcy0nTwhkCcpnicA8IG1H8Bt62/DR9d/NO21Vk/tKk/kALu/0ipRntQ7LTohFVUphmbSU+waOaP2MRdXOpsnsUGirORSs9ez+wohUBqWCduGl18N1cv8puSZkyglJqPsvpdUnNRb2XfhV/yIaIw8Mc1iTZQL+XqeAIDEp+iNFEaeUEoR/NznEf3NbxH69y9B2ZMf6Wkif5hP/kUCwv1Q+U74YgY/I54tcz0fSE1NgEUcsFkvv6wiypNahRRhgz7NGS9biLZthibHiQrLbL9gmJr1WO3tIEnTzVgM6t69wmsyF0vrffZJvNTvw7/edxyHRgPx8iADs9CSKE/UKFz7fqsv/nPsfbgg/G18tvF/MPLmx4V0oSQ0V1vauly14xLn+eIKB9PMT51H74clkDkCT3W1Irzs6qzvkS8y/c74GehkZ95rt2BVi/jZXrPWeKB/4fI6NLnE35zDIuHd5xb/m+NLQpR92cudjEBVNS0FRhsYgGZAaAjkSUqkudTaykiCUAh0fBzaKJPM+xKbey1x0oRXnmgGhAKNRkXlSQbyJBkNDgBEyxyxXEnw516uxB17BuXJkXHW+V3f7qoqRU41g4+53jXoRzSlFEqWZNzQfQNe0f0KYb3LKmFlS+0qAayjL+ntWNOaLFvOL/iyxkcOp98vejyMzNgR5souQ/n5QIleL2LfKrSCTTT5N74F1OqG4u0GleOMsMU/CMuUcWJYoQirYT1Fx0Is8Frj98vk/wAwG5tFWGXPdoc8t5JcEyYyopCynS6m+FK2by/IwF7r64O6h/WVo/fck/85msgLJnmySCCU7eRpGKsODGL2LW/FzKtfjejDGRIjahh8KsVcyRMAcH/rm8Ky473vnfMxFxME8iTZ4ZJtgjGqd/u38z8eV4IhDBzbWuOGmYkBq1sJozU0DQAYueuf0HHnJWh88MNpBIpAnhSpPLFOHoKciK9UiQX3qudjEC0ItW7OWIajutPJEyVHfLBc1wTJEh+gyJoGxScO3h194u85tOxKRNpZ6Vlg41tAbeKAvljwCi9Sx35nI7NsxpOX5vMxt289sx2XrWLLPLx2C/7l8h5h3Sev6JmTR4Jlyxa9bWQwnAt0ZoaVAvLrR0bS1/HkiSv9sxZKdyYnBe+Yoab4teJJSOB5zxR17960jpby4ot6so/U1ZW548aV7aBKyROhbGesPLXgdXZGIk2H2efg4wg/PkHGRHasaHKgI/F5hWIa+n2RHHvE0e61pSnRagZUg8XHfI1irZsqeDIi+HvqT7cNp5XunNfJFJ8nImOgieQjKeIDEr5b2cA/y6ldVNUFTnsbJq/4GqYv+RJmzv2n+EqLHeHui/Rt7Keehv3kYyAcCVMMhkOsNLLZ3qyngHm40qHZ2KxQtmOXFrnyhGpwHrkPjmP3AzT9WWaiONBwmI05JAnEk90P0XLmmYA9fi1qg4MZFaVG0E6I6q3YI49APXo0w9YmioFJniwSiIax+ZEnsb8/kPjRziL0lf8AjeTX4akVaONc2kV9XZYt84O8bh2sl18O2O1wfPSjpuqkQPCzVdTOvo/g2tfobUf/k3Aeuie/47Wlkw5AYlZfliEtZ4arHYEJdJNR3Gp5DADg7HsYtqFt4o685LJI5Yl1jPlhbLefjzDiD8eNHZmJiljz+rR1ucp2qLMRsoN1fPwj4oyhhZNGj73q15i65nZMXfW/mN38Hsyc8wn4N787+x+SJ6iqCsSVxP3O9gyx+9CqVvZ5vvGMNtx+yyr86i3r8f4Ls/v1XLKyAXe+eR1++Po1eOwDm3HturmZ/Und3TqJRcfGQKPpkvZsSC3ZSUIziA8WvFA86d+/xCfuTExA4wiYkYbEbolBgLR8uS4Dpj5fWkdLG2QqI8sZWzOfP2cOTOg8kSeUFtRJl1aw32255MhtHkaMjPnZYHEmwj4Tr930O8kXhBDBELp/Kr++RH2R5XfVACk0qf+GNHs9qDW7TH8+cf36JlgTpFREofjtLpGEbHOyZ+dUdFpQREqh3KVyQtmOLaVvJVkRXnUDguteC1gYUcF7e9U/+19ovv/9aL7//YYq0HzRH2Dlur1uRjB7LGzgmlq2Y5MXNyla9+xX0fjIP6HpoY/Bu+M7lT6dBQOtv1+/lqWurpwei8Ruh8T5FfLP8FxQB9PL68I/+Wne+5vIDZM8WSQgXOc8X6mz1i+mTfAysIUA5RnmoVEKbxBCCFyf+yzq/nof7De9cs7HW2wgvPLExhQKsQ5xsOfdcXtegy1p+bL096ivB0mw+eNeNrO/xD+GV0gvCNs6D/9JWC6F8sR59G96+yXKrrls0bpK81rB+yXWtMawvIdHrGmNEFccPC7ORMh+ZqKneuMPaM3dhtlzPwH/lvfMOWEnCe3YMSBBQJDmZl3tQynFwAzrsK5tZQMLiRCc0e3NOzFnRbMTGzvcsFnm/jgjNhuLwqUU2nC6YiQb1EPG5rzUZzBrlKVsB0hJjJqYFEhvvyM+8NHLdiQpjWwR3n+CkWckQ9IOgBTPk/KTJ+7dd6DrhxvQ9cONsExycYxKBN7nvwbv9ttBFDGtSF6zRk8To8PDoLHcM+GFoo3z2eBToWbC7DdVrK/OYkVPI7vHHZ8MZ9mSod5ZuwSVHGT3DtWg9LKScNtkXM2VQz56eFp4vdXZqrcnI5N6GS0ASKHcXlDZynYyQa3rTVtnG3lRSO0pFCcD7LnX42YqxdSyHV554pAWb9kOCU/Ds+cOfdmz64cgMbPMvxTgE3OkJUvy2kfq5MmT/I2UVYMQBOXZZw0ncUwUB5M8WSSQetiDQz1+PB57mQPqgPhjVXbtSttGGx8HVapT3p0NlFLB08B60UVZti4MxKyDLwpSlO9wcR4OjkYE1r1WX7bMDkDm5NCZYLs63bMjOTCmlOI5rUFff97wPqwm4vVume7T21RVdRIAhOhyyoKghGEb2aUv3hU9X2+35zBF9F3wGURbNyHaehqmLvvPnG8VbdsCVzMb9Cm72cNUCo6xSGjZBs2ZZTA9R2gDjKSR167VfxuBqAY1GXRllYR0k0qD9z1R9+SXxKRvf+iw4XojyS0fGW9EnkhNHBkyNiqQJ8HE5cfLzwWyJUUBo01wZrEcyZJ2TkLaTvkNY/nUKe/O7+ptz+6fw/vSj+Hd+R00PPYZYR9isYimsWXwPWnkvHT4Up0ZroSnzlG7A/tKYDXnXfJELnPuBGqZoJI4s1gj0+9K4wOcqm/vSBDHJxhJ2cyRJZPRSagepqK1ThoTxDyEsh2bN8uWDJk8Yeynns5rfyP0+fv0Nq88SSNPTMNYAIDF1ycsEy1WMv+ZxQ6+D0Aa8iMUpW5GsijPPS+8ph49Ct+118F3xZUI/+zn7H2iUSjbtxseL3rPnwzXmygc1dNjNVFWSE1NzGgvEkmbmUwFpRRaCnmiHj0mLEfuvgezr78V/ne+S3SRrgEo27ezmV+3G8Qssak4pLAxeQIAvku+hGjbZn3Z83JuCaLU2spUBMl1iVKe507M4B4PK33ZEBpFNxkTtuVnDvmoONLYmJ0goxTul3+K5nvfKpjD2geeBUnUi0frV+BQKN6BkwjQ5M5OniiNqzB+8+8xfvPvoLRsyLotEFeR2OrYQC80yn7v9kH2EI62nQ6Q8j0GqN+vt/kOA5+OU19lUaTWs8/S2+Ef/0RQHOUCnWVydf6eQo3KdnIoT6SlS/W2svNFUH86edLqYNe3QLZw5AnVNNBxTnmShTwBZxhbduWJEtF/DwBgP8VmmO0nH9fbzmN/g5WLMQcA0pSZKCoFhKhiztzUVJ4Uj0u4+PAjEyHE1NzqwYYa/oyt42xyRvV0ZtmyMmhyWXE+FwG/Z5iRuV6rF9aECi2shjHddrr+mm14R85jy35WYqC68iPnY62nGRIoljzIGiP4oj48MfKEvtzrYeRJu4ORWf2BfoQ4ddtiJk9snMFxEvmQZSZyg1ef8gbv2WC9gPn98ZO9NBxG4F8/DSRUl5E77tB9KbXhEd13jbS0wP4eVoLNT6KZmBtM8mQRgTcoyjUgoNPTQEoqjzbEZpEppQj/3//F1w8MIPStb5XuRMsMGosh9B9s9t56ycWmWqTS0BTBh0Mz6GxGus7V286jf83LuE7mfE0ARp5s7/dj0N0CLWGE5/RPo0sTfUH42m5tkF37UlcXQCkcxx807Eja+59E/XP/DfvQdjQ89UV95oYv2ZlsY2U4LW5ryU0RNUcjCFdSG+NmPWQ/M9GLtWws6fumQiBP3Oz+4+Nm8KvN18D2ylfqnjZ0agrBL34Rgc99DtFHHsm5L//3yly9cip5QimFxhMaBp0py9Ytelvt7xfKfJLkyUovK/3ilSfqkfg1F73vPsxccy2UHew6lVIIReG8eOVJmT1P5MCwsKwbI1MK66Ro1lv3/NeFZamJK1sbPlnyWGU+qjgcY54L/HVrep4UBq/dopvGqhqwa8CfY4/aLtuxDe/U21Hu2VVNOL2Lkbb7RzgylxA02dj9ZKSREQ/Wif05j8srGJT6ZfmdDCEIbHxz2mrbyEsg0fx8+njcffJuvW0lVizzsPNotDfqf19Ei+C3fWySwynXbrrTXOHa//u0dY7jD1bgTCoPGolA2bkTWomUjYLyJE/yRF7DyEQ6MqKr/JVdu4QJEQAIf/e7oKoq9lW7u2G74gp9WT1woGAfNxPGMMmTRQQ+YSFXXDEvt+fX0QSjqaaU8MT+/iBi24ylYtUEbWwMM695rTCYsV1/fQXPyAQQNzAlibpj1d1h6OnhP/0deluKBYSymkyw3XKzkGJjvThenrV/JAhVkjHpSHhGUIquiKjGkpQgSDTewdfGmCpF6miHZ+d30fTgbWj+81th739S2M/N1QwDgKMvPui2TDPl1vHmS/R2a46SnaJAJCgcWWEPsOtd4uIm+Vr2coD6OSUGR97yypOGKhsgEY8HtlfdpC8rL2yD8vQzCH35K4g99niWPUXyRFrBiA31mOh0T8fGdANi4vUKZSj6eTQ0sPjzQADaFFNYhOzxa7rFzmZ1LRsZERa96w8I//KXCH39G0L6D2lsgLRsWeY/YB49T/jZaQCw+E6AxIKQQuOQYuJgyT68Q/j9EC6K23vfp9D266shz/SjVBCiipU4MUMpxbEJNumQq9TORDo2djBvo1/uzJ2UtKKpdgeyvHIx1jh3T7VygDcqf+jQNBQudafJzpEnLta2je2BdfTlrMcVlCcGXiaZEFz/eozdfBdGX3OPXuokxfxwHbo7x54iVKri0eFH9eVblt4Ct0VU9y1xGftONNvL+0ysVsj+QVin0xNZ7P1PCgbAiwFU0xD4xCcQ+Kd/xuxb35ZmYVAMtCLIE2K3M6WopukK6JjBRA6dmkbsgQeg7mcKFamrC6StjVUdBIPCRIqJ4mGSJ4sJfEJIjjIbOmlQ1qMoUJ6PS/6N5F/R3/02bV21Ifif/wXwA5xVqyBvyF0GYaK8kMLTepuvr+ZBHY2Ccarsz/1As55zDlxf+TKsl18G1+c/D8vWrZgOKdg1GL8Gxp0N+rbR2XQFRFLGSoPs9yLJMdTtuB0AQEDh2fVD/TUSC8CRUqNdt+1/4drzS2Hw1wfWcWv3lMfdX3EzmbwzxClP5rEWny81IV5GnowHmGqoGssf7K95jW5KyiN631+y7kcD7N5iPfccva0eETul2jBTXUjd3YbKNyJJrNMDQDt2XG9PJT5Kp4Xd0y3nnw9wDv6RH/8k7ZjWSy8DkTOTVULaTpnJE+vEAWGZaDFYJ/an1d0nwZOUvC9NeNoKS2AI7r2/Ktm5OQyUJxNBBVMJ0s9llbA0T0NjEwzvOIfd23f0z2JoJnvqDp/CVVOgFHKAEe6aK7Paq5LYusSjl0b5oyqGZ9isNE+eTEBFpJOVM9oHnst6XMKRn5oteyRrKmKtG6E0r4V/01v1de49vyhIXdYf6Ndjiq2SFbcuuzVtG77kkcdiJU+cR+7T25El5yPWtBZAvI+Teq9e6NBOnIC6L6GwCgQQvfueOR+TV55I3vzTPaUupsJWjxwFjUYRe+hh9vqqVXo79uyziD3N+p+WzaeDSJLg6aidyO0XaCI3TPJkEYE4WWcvl0cJP4PKQ3k5PuOgcvV3SajH+4o/uXkA9fvTFDPOD7zfLNmpAiQVHgCgWTPH9ip1zAfCNrwrr2NbzzsPrs99DtbLLgUADHEdxLF2NivmH4j/PpSIhOGddeh7qBl0b1xNRUNMqWWNid4otuEdgBo/pjxrTOg0PPNlSIm6as3qwYkI+xvLojwBEGxbp7ddYTZzJAXmLwVCKNvhlCc7T7H1K6pwECo1N8N65ZVp69WUBLJU0FmOmO3pYQRMKCQYawt+J97MhooS5+2RxPF2YKyBwEqssEmMLCFWa2Yi2OGA7eab4XjXO7OeP7iynVKXwqSC997R394/LKbucLBMM/JIXs+u7chU/PdTSmNDgTxJeJ7wZrGtHisk87lRMFY2O3HGkvh9QKXAfftEvxqaEktbV6OlUVJoAlI0PljSrK6c6WiVgiwRrGhm99+T00xZxZftTEYnEVrxCn3ZPpiLPGHPS5rleZ4N4RXX6W3LzElYpozvC0YYC7Nn9MaGjXAbnEODrcFw3xZH+QzUqxmOYw/o7eDKGxBtZUrGpHp2sUA9IJJFyrZtcz4mP2HCT4rkguW00/R27NlnEf4BN1nX2QnXv35KX1aefkaYZLFeeCEA0T9NPZz/78hEZpjkySICcTLJLA3l8DzhBz1cjbx29Bg0nw/K9nTpF52eTuv8VBPU48eFZcuZZ0DmbkwmKgd+popaM89URZawhBrbWLq5WT4Y80exBGP4kfV/cHHXLn192GeBGiPY8egKTB3yIDRux+T3HwSNRoVBsQVicgqhmj6ws+RROhBefhXGAmwg1u4tj/IkuIKVBsnR+PuRqB+28b36+nIbGWYiTwZ9bMb59K7CZibnC453vB3ymjUg7UydQ8fGstYMp/69vBEsT5jkMovVX2tJnwXd15vw6bGkz8o7P/zhtHXW665D/V/vg/PDHxK+A0MIaTuljwAW3ooj8ZKwzPSj4ekv6cvRVmZUyZMqUie7bmOheDcmk2KlGAiGsbE4eeKPMDLJY6vNQX014FWnscHp9n6xHCAQZSVmDotUkvjxSoA3OVUaV5XVlHuu6G5gBql9XIR0o50N8KYiU4hxg2nbwHNC3H0qRPLElXG7bFC9SxDuvlBfzqV24cGTJ5kUJue0nGO4nlfcLBaQ8LRucEyJhPDyqxHpuVR/nVfNLgbEnhBLsbX+/rgRa5Gg0Sg0bvwhr1yR976Ws9l1GnvgAUT/+Ef22hn/n73zDGzlqtP+c6aoW5Z79/Xtvabc9N5IAQIJARIgS+iEZYGl7lKWpbOwlAVeQq8LbEISEiAkIQkpN+Wm3Nzc3pt7k62uKef9MNKcM1axZMu2ZM/vyx2NZqSxrjRz5jnP//lvgbBoUdYQeHHFChCP8dsTl7GyQeWJJ+2WxSWgfM/oNqWnmLIdbnAvbWADWHXnTsO9kaqjF5YtA1ypmQtdt4Qalht8qZG4ZQs8X/taXgu7zewhKOymM99MlcrVTwvRwZzb5WMoHMePHf+Fy8SXsMzLyimSYxJefm41/EE28NOCMWi7d4OGmGDiUDIHjXJqVowfNEdW32QJuTXXr70Z/SF2Y9o4Q84T2rYOEAwxk2gAjYxDHtxlZssogaVF1aNPBUsoKuewGOduRANl1m0njdDSAt//+wH8//tbdrNOadY8KCCVI5UWViTJOC/y4kk4h3jiy/1953NM0gS9KfEkS7ChuLgL1Y/8Ha7bbzdK1b7yZXg+9tGcr5/xN8yS84QkxuHIEjzpf94aPB5Z+yZz2dH/kimgCNzMnRYXQWnK9aXmLwMplGzOk3CSE08q1BFRDpzW7kPas7OzN4LDXIvckSg7L9Z6yvO8UAgy55LI1YK3XFjVyMSNp46y65xHYutjWgxKwwbz+ktAczrEoKsQNEOEoSCgWUTeQol3Mfef5+CfCt5vIM5KUxuc2cWTTbWb8PF1H8cVrVdY1vNuvoWC+9hDIDDGCkrDOlCnH1oVK42cGO4939GylLZMdKMUAx0ZBTTj+kHq6iafxOAQFuUYo/l8cL/rnSCCAPeHP5TxtPMtt5jL4vr1IOkxjKpCP5yZbWNTHLZ4soCwBMZOWrbDBvfiihUQlqS6liSTSPz+D+y5ri4ITcz6r53Kb2ufK5J/+QsSP/6J+dhxxeV2uU4Zwafp647cN5O6l33XxOhQzu3yEe07iNWC4RCRPBqImApBTopwnwxmbv+FL4COss47sp6ZB5QWTVwnHjPXJZs2Y/jqH2Ho6p9AqTHqUkNb3gulYR0Gw8y90DhDmSfOmg6IPjaTKz59j3VQ37jBEqZbamgyaamvFbmgUr5rid9V/jeiQnu7uax3Zz/H8c62dI6JZZDE5aHw4gnyOE/EdZnOuLHU5vzNzUScr7veKFU7M/vsak4s4snMZZ74Xv7xpNsogaWILX8N4h3nAzBu2FzHHwV0BXWPfgCCbHy3qU6gJYlxQzdemnpu5wTxRKfU6jyxxZMpU+uRcd4Slsf07HF2wz4SZd+5mgoWT6zOk+VzeCSTc+5ilr/wUnfYdA97RE48UWMAIUi0nGGuy1WiSri2v1T2TOsaE198pbksBY8AdPL21gDwwjBzRje5s+d6EUJwScsl+PCaD2NdYB0A4MauG6d8rJWM+/BfzOXYUqOBguZl+UR8h775DlUUI9B9AuquXVN+TZ0bP2YLh88Hqa7O6ixxv+ud5oSUfPbZ8H77W8ZYghDIV14JiWtzTAiBtIGNJfiOPDZTwxZPFhBW8SR/tx2L/bzKB/mii83HvAIrdHRA6GT1dPqJ0nU8KBV6MIjY/3zPsk5at26OjsYmG9aynTziiasGlBiDaiExNqWZ5pFulo1ACODvmKSEbTQI9RmWzyA6Mgdw8sgBgOqQRpmin2g/GxBkJNvPweCN96HnXXsROv2foekUp7iylaaqmXGeuJ0ihqoD5mPt4C44eljt7kzPiOoDA2y2pbHRLE/RdIpQnN2IlmNg7ET4gFL9VPabBp0TjsXFXQCsJTm8II1wYWU7vDCdZix1T5NPPJkqlHCBsXSGnCeUws3V18fbzwNF5g3W0Ov+DyAEcc4+7jryADz774arexskFzs+NWYcd6lKd0SBwCGyY0qqFCFbPCkZZ3YyF9qBQXazPRzhnSeV281IHmHXGKW2vMWTeq9sabv9348b5ze+LDCqGeNFvsxTzFJ2B1gnQqZaspNGd9dCdxpCG9ESEAqYMAkrYRwYN8QrAULO8pw0hBB8/fSv45fn/RLvWP6OaR1vJSJEh+DoeQ6A4RRKZ9vo7lrzeiAkx0vm6it3tEOHzXELj/L3v4NSCr2vH/Ef/xjqiy9m2Ts7eh/rPiU0FRfSTwjJyCoT16+DfNVVlnXS+vWovu9P8D/0IDwf/1jG5DD/vnz+is3UsMWTBYQlMDYyiXhiqcn3QVqzOut24vLllgE+HRnJut1cojz6GBBnN8iksRGkOXtHF5u5QSg0nZ8I0D1MhRejk7e75KGUYkuCCQiJ2lUg//59QLYO1JtPC8JZnT3zIS2e8Dd80shBSKOHzb9Dc9VCd2e3Cx8diZu1/XUeCfXemblJEAhBkPusEoO9FmcM37loJqBBrj0yV2YRSWpIJyN5HQIkofwdYEI7646k92QXT/hcHBIw/l6+JIcXpAvOPKmtBSaUFp6qz122M20mZp7MQIaVNHIA0vgJAMZvaOSK/zFcUBxK3WrT7p/oZOKJY3gvPPuNmm/Zxwa4Q7uqMPhKFfRdhQ9oJ8OSe6LqiNjiSclY0cBuqg9y4km6CxoAdNY4UXFoSTi6n4bM5UqVu/OEEIKNXO7UfbuHMBpNWs4vsXTYOdedLZdQKajTD4vl4Ut10+eNfOwbY5N7S6qWFJRhIhAhp0NlviMP7ARJOXqSTZuZu5cI0Din73zMPdHHxqwuUMDS6le++GIglRtCx8agHzmC8O23I/Hb/0XkXz8KZfvzk74HVRTEv8XKUfnuOYXieNWrUPXb38D3y1/A+93vwPv1r4NI2SedSJYugYDVPau+MnUXjY2BLZ4sIEgdC2rTe3vzbDkx+NALcePGrAnR0vp1IH5mweXbcZUL6tNPsweiCO9XvpzzBGMzN/DddiYbcPGDKXlgZ1HvE02quFxg4kls7ZtAl2yG40pr3bOrTkHnJVnadYsCHH7DWp5sOc10wUjhHvif+4a5Wb6SGD4sdUWjZ0bLx2g1+827ho+ZIaCaux5q3apcu5XmvceC5jJvVeVLdqorwHUCAAIntvI5LjwTz5nGvz7u+VD2bfOJJ6II6Vxmv43XV2Mwdbr1StO/Mcl8QwFU4MQ8rfSzjdIYK61JdF4ISE7LbxoAFO67qfnbzbaZAGsf7qlnpW+hU24M7a7C8P97FMlHHkHy0UdB9cIs/rlwc+LJeFxFiMs8qbIDY6fFsnqXKT0fH42bobyHhpiQku7KUzFQirq/3Ib6P7/ddG0pNcuge8q/e8u/X85+fwmV4s4XejIyTwAgyYmczu6ns4qrlhLcaTpPAECrYjd9YgGB7I/1P2Yurwnk6D5mY8KX8qoTXFIKF9jt6H9p1o5ppqGUIvbt7yB0/eswft2rkbjvPvN6oe1m4om4bh3ELuasD7/zXZYJ4ujHPw69P3+QbOJnPwcNsWu/uHJlnq1zIzQ3Q2xvh7R2LYij+FJv6bTTzDGp9sorRkabzZSx7yAXEPxJQD92LO+2GV0jRBHi8mWWbYT2NhCvF8TPamb1MhNPaDQK9WXWlaXq17+yZC/YlAdCjF2QdEfu1q0AkGzaYi7LuULrchAb7UUNYd/t6IrXAgAcN95oBh+/1LgcrhoFklNH63nWVHK5vQ5C6r5J8zZDrWGp6a4T/2Cvu+zanMcwEmPiQd0M1/XH/JzNOsFuNjV/x4y+L2B030pDAkxg7eNaRVdKrgHhWgbrw9ndddncJEItc/6kB1mUUrPlOwAIjflnPD2f/CRc730v5IsvxuO3bjYHQJ3emQn71Z3sfJ5ut1pKCBcOrbsCAAClnjkbKRERWfMmyz7ZSsycgUxnmB5TEfvCFxH7zy9g8D8+P63jbPMz58PJYAL9Ifa9reSSknLALYvoSDlLdAocSYXGdo+xz7gjUH4tzPMhDe+Ds9c6Ex1fdMkcHU1x+F0S/vl85q770VPHIFD2/Y+m3CRqzXLoKVFFSIZAspwfhETQXC658yQ0uXhyaJyVTJ3beG6eLW2gJuDd9Wv2sMY6xk82bTSX5eH9M3YYVFGgvvDCrHWBUZ98Csl77zUfx//7W4h98YugoRAUbrJVWrvGEB3yEP6XD0Hv74fy5JOIfv3rlnIeqmlI3H8/29jjgXzhhVleZeYRamogLF5sPo595ztzchzzBVs8WUBY6vaHs8yqc2S7ERCXW1VpceMm43U58YSWWQss9fnnAcUYZAtLlhRdb2gzO8hBlhWiBbrybsuX7fA3YoWgjLDB135hGSAaCr7Y0YGqn/8M3u/9D7535fsRhTFwdFVZZ97djWw2W6tqM8WXjPdp3pzzGEZmsa4/GWCOCU1hp3uVm82bKXSLeBIwlw9ys8tL62ag9GQGEBqZfVk/fjxr4Ha2tsxCJxOptOMpy3kkApo+/7pcENdldtThIU4nnDfeAM+n/x2vtLDvTpevq9g/oyB0ByeeJEovngicy0xPtSWPrnoDIqtvQrJhHUYv+RqURmtQbrI5cwBLl+ZvMx+6+27o0ygj5ctGTgUTODnKzgUdlVhSUmasaGC//f2DMYQSKoa4c2PzDLVwnyl8u35peUyJgNiya+boaIrnypU1kFMllMGoghPDzF01lBgygmQJsYa2Z8k9Sbe8BQA1UHhL1lxo/sKdJ8OJYRwNG8HdAgQsrVqad/sFgRpH3X1vQ+P/XgHXsb9bnvI//x2IMcNJqYsuxJZcad21ustcLkS4mgpU1xH99KcR+ejHELr5Fmiz0Akmcc89GeuURx9D4t4/mSX+QlcXhOXL4XzjG/O+Fu3vR+hNb0b0M5+F8tcHEPnXj2Lsd78DAGgHDgDcuMD79a/lLLeZDfjOqcqDD83KZz1fscWThYTXy+rnYzHQZDLnpvyNAFI3AvJll1m2kTYaP0TeeVJuZTvJ+/9sLstc+rRNGUGpZVCkVi/OszG74QKM2a9iIFyQ36BkrT0VGhshrV6Nta1VGKHGd9pRpUJoSQ0WvV4ElrGb5kTHBYisvxXJOmsekBJYAs3XilzwHSVmuh2nXMU+K11h5UFKvdXOrB0+DHXHjimXOuiDg9AOHjQ7NQAA5RwaAhdcy7dprpRcA6GuDsKilHMvmYR26FDGNlmdJ51s1lQ/aXzHLaJSTU1R7dJDCvu+Vzuq82w5daiTOb9IorjfVyHwgidNddaiDi/Gzv8chq7/P8RT3R54Eh3nZR7n6q2shXQO9J785an5aOC6YI1EVfSH2fe21V8Z39tyhm+R+/jhII6NWIO7JbH8s5BMtCRcxx6xrApe/FWoZd6mmKfGI+OqVcxhNxh0m6WBETWCoYRxk23pwpJFPOHL8pS67Fl5xWDNPMl/A//0AHMNrK9Zjyo5v4t1IeA+/Bc4e5+DFDqJ2gdvR9Wz/wXnqacASuHb+VNzu/CW90L3WHPaeIeqOLwf0LPnwE0H5ZFHoD6XKqWORhH96tdAswS2lgpKKfTDmddvAEj8mrlw5HPPNTrmud3w/b8fWLZz3nyzpZx2IkNf/y/oo6NQX2KlTvKVV0BaPf3fw3Rw3nKz2aEHABJ/+L85PJrKxhZPFhCEEJBqLp8kh0uE6jrA1cOZzpNFiyAsTSn5LhekLUb5BKnmynb6+y03UHONupsFt00Uf2zKA6JEzRpxXXRNmtBPuVbGfH11IfiGXzGXe9zZg/xa/Q6MwLjAEAGo/rd3w/3hD8H3ve/B5WbioOZrBgjB8Kt/hXjHBQCAZMM6DL7urrzHMMjNrtbNsPPEWc0ulFqSC8BcfLm5rO7di/C734PIhz+C8c98ruiBi7p3L0I334Lwu9+D2Of/k70fN6shdLBBWCjBtymujLIdABA5y6vem5lWbxGc0+IJd3NPU1kpfDmTUF2cABJW2XvM1I1BursFAAjJ0jsJBUs3jsJyLTRfi6UTEAAkFl8K77f+G/Lll8O3TELdmkyhh47kd1jmo8bNvpvBmIool3lSCe21y50LlwbM5T39URwezt/1rJxx9jxnlripvlb0vHM3YnlKN8sV3g10bDSBNg8r5RmIG+HsGh8aO5p5E0o4t5ruzszJK5ZinCcnIixQ9vT606f93vMBR/8Oy+Oql3+Cur+8A60/YhMouuRGeJO109BYTMVr/hjBYGoiSYqPYMfzTyEYU9EXSuJUsDR5WHwnQwDQDx2C8uBDJXntbNDBQdDx1LXC44H7wx9mT3ITyvyYRVyxAu4PfxjC0qWQL7sMzpvfDM/nPw/3xz4KOLMI6YqC2Ne+DvUFVsIjbc7tRp4thNpauP/tU+Zj5YknZq1Uar5ROSNXm5JAqqvNwCM6NgY0ZOkIEo2yIDC32zIz6v3iF5B8+GFIGzZCSOUACK2tRl5EPA46MABt335Iq2c2jLIQaCwGpO31sgyhY+ZLFWyKh3DuEZqv004KPhOlWOeJI8zayYarswd31XpkjFL2HrIP0K+9FqDUUs+tOwPGMctejLzqh4AaB0RnzqBYwJj1eKWX3TzOtP3f5c/uPOGdMZGHHwHSjpNtTyF8z59Q9frrC34P5YEHANUQRJR//AOx730f0plnQOOES3EZs09b2hRXUNcS0sy3+st0NGQr2yF+PyAIgK6DhkKgyaTFnce79gohzLk2fNLMBGpSi7OruLK4QiCWzloFZiIQAbqnAWLEEK100QW1bhUEQuD55CdQ87eTcB9/BLUrIjjZdwnizxilA7nyaQohwIknfaEkkppxTRQFWNoY20yNVr8DHllAVNERSmh46VTpv2uzhes4c53EF19uqO4VyJI6ljNzZDiG5jp2HUyfe5S6lUAqasx1/FFENljbqPKCKy/EThXN0wRKJBCqQoyPGC1zpezXzXGFnVtrHNMXbioeXYX78F8n3SzRdk7Gd/a7T3ajN6LjSXk9rhefAgA8sf15vO+ZVOtoAF+6ZrFFBC0WGo1CefbZjPXKtqfgeNVVWfaYPspjj5nL4tKlkM45G/hm5nZ8hz0AcFx7DRzXWsvwHFddBWnTZiQf+CugadBHRqD89QEAgDrh75I2bSrJ8U8X6bTTQJqbQfv6gHgc6vPPw3HppXN9WBVHZZ7hbaaMxSUyGsy6DQ1z9nOfdYAuNDbC9eY3Q+Lq9InbbSmJ0Q4WF+I5U+gjo+YyqamZ0a4mNlOHF0AmC4sFrDd3xWaeuBJsJtpbk71dda1HMp0nACDEg8Z7qTEQzZiZoKLDbKVqIrnyCieAYf8PpgJjfQ4Ry+pnNvPD28w6PSQjEigFwmtvsRzn6O4Dln0G7n+wqPfQe3osj5N33YXoxz/BBBlCQOrZcYxzLV+rKsh5IjQzF4l+wjoDSuNx6MeZXT2dkUIEwdKljI6OWs+vVYW7RyilCKnst+Ir0LVRLFTku+2U3qZt7axV+N8QXfk6czm85T2W77CWqs2XXDqcMjvv02lknvDiCZ/TU++R7WtJCSCEoD3AboIfOjCaZ+vyhSRDcB/+i/m4UkJis7GYy6A6OhK3CLQR1ThvxTsvMtdlax3M5yTx+UlTRhAtLXPlkX05N+XFE79cgveucMRwD4QCxkjjZ38sY92LKTHzBGWffTNh51MK4KuPnLQ48opF27sXiGS6h9WXd85Y6Y52kLml5AsvhFBbaxmfAMakhrhs2cRdsyI0N8F1661w3XYb3B/+cNZyHunMMyy5aXMJEUXIF15gPk6XE9sUhy2eLDCEABvIq89vz7oNjWTOoE76uou7zGX9xPHcG84idJQNxoQsbZZtygPLzVQB4onumPrMuE9j3wlfbXbxpM5rdZ4IcWOfDNfJFG6g+sPMFtrslyHM8E1Y27J2hB1GGZSeFHBgxScQOvND5vM0EkHVEWuKfs2JQ0WV3k2WKyG0t1vca5XqPOEDs5VnnrHkw+inTrFg6vY205UHAAI3MNNOnLC0LC70/AoACT0BJVVzLhMZTmFmXEt8q2IyAzXu/GBeL8BpliZ02u0YuvbnGLr6JwhvtFrMY0tfZS67dHZDp/d0T/k4G3zscwhyHbLqfXannVKxrnkG2m3PMp59d0JIGG4LzdOAZJ6w8HIn4JbMcrWESiFSVkKbzlvSqtpAU42mhcgAoFmz89KfBQBQZ2kEjGTrmeayY0JHIx4+E8oWTwDXicfN5UTrWeh96zYMvOHPGLn0G1CruxBddh163/YstAmt4hOqbnYXS+e/AUAtrE7fYEzF8yennoulnWJOYPnKK1hXu3AY+gyFmerce4qpGAJxjTUDTtq6dUrtgIkowvO5z8E54fXkK6/MscfcIHZynVdP2OLJVLDFkwWGdNZWc5mvx+OxzIx6CxvciIvYj1Hbm3tmYDbRhwbNZb7VqE15YXWeTH4zZc08KUI8URPwUeO7rVIBDl92QW1xrcsinmhB42JLUg4UgLVYLZYBLiy10Tfz3SQckojRACvNO461lkwZ7fBhSKr1BlmkOkJ/e7ig19eHhqD35hdPJnaT4TNPqipJPFm1EsSf+l5Eo6xjDqz5URNnsfiBmbbzFdAQJ04X4TyxlOzIvplzPwicG0hXc2831ZePcc6QIsQTEIJk61Yk28+B2S88hVK/BrpolBy4vUFzvXZg6i7I5ipH1u9ng9cWT0rFrWdmF7ArBRIPovqZr5mPI6tvAoTK/n7woqFAmRPFzFsSHdA9xjmOgEKMDlr2t2SelKBsBwAUroWu/7lvwnnsEUu5bxpbPLHi2ft7cznZtBHUVQM1sATxpVdj4Ka/InjJ17IKXHv6IkhPn1A3Gzuv84Xgka23jQ/sm7q7Tz/JhAyhowPSRtYaWd2zJ9su04JqmkWwSZfmuG5+s2U7adNGTBUiimj96U8grje6wckXXgj5ggsm2Wt24fNcNNt5MiVs8WSBIZ93nlGDD0A/ehQ0nhnSZq3dL1A84Vpgafv3z2hadqGoz7MZism6MtjMHdbMk0KcJ3wr1bGMma9c8IO8YfjhdWYf5PpdEkb9rEuC4+STAAB5aK+5TvNN7fvEO0+aZqkVp+rhrNcjQctzen9mtwQAGLr/bwW9traPCaXixo3w//l+I8Tz4osAGIMT1803s/ejFONxvmyncsQTQoi1dKd/gC3nyTEROGFZHx0BDfHOk8Jn3tPdLgAg4AgUvF+xWJ0nJRZPdA3SCCsTK0UrUwAAEaDWGLOITj87Zr2/b8oB5qJAsK4l8/9nU9vMlEstROq9Ms5aVLkdUfzPf9vyOFtXqEqDL1eDzoR2XrzV3EwgTucQGU8kIahGiRslIqhcGmeRzoXUEqqj7sH3o+XnZ8L/1BdYPh+sZTtVBYwl5jPywMuQuUDfyNo359nayvNc/pC3lXWI2Uj34eH3rMfP38Ty4p46Oo6EOrUufeoLL5jLYkcnhCX5Q9mni/riS2aZEKkJmJOq4vLlcN58M+BwQL7sMshXXDGt9xE8Hvi+/S34/3w/PJ/9TFEd9WYDoaMd8HohrloFac3cdgCqVGzxZIFBPB4IzanZHkqhHc8ssZlS2Y7fzzr56Lqlo8Rcoe1j5Qjy+ZU/qJmv8KU3Bdn4JZfZvpBQDfLw/kl2MHB2bzOXj+it8OVxPQzUnI4oNcoifJETEKIDcAyxANRk82kFvedEdnFhsa3+2RFPdB/Xmm7Umqwe3cUEoWeb2EXUcfJYYa/dx8QXcdEiELcb0oYN8Hz606i68//g+/nPjUDpFMdG4lB0Y7Bb65HglstrUDEZltDYfja4450nEzvoCHwr97Fxa9lOEc6Tvhh7vyZ3U54tp4nFeVLash0hOghBMwR7zV0H3V1XstdWa42yKkGiIGLqhkrVIJ/MXp5aCJ2BzNKoc7pmpkX0QuX69VlC6ysBSuE6/ID5UPM2Q2mc+ox1ucCLJ1TP4jwBLC2YHd3PmMvyMBPTNW/jlEpbs8F3+OHx7f4NnMcfNY5PCZu5LBKRzDbLCxXvnj+Yy7HFV0D3FJ650T3GOulUt60yJ6yExBiE2DBWNHjwWt8e/N7xeXxX/Ca07T+1iFiFQCMRlhMmy5BOP43dmwDQ+0ovnvAh9vKFF1ncm67b3g7/X/4Mz6c+WTKxg7hnNtNuqgjV1fD/6V74vv89uD/0ocl3sMnAFk8WIOIq1gmHP5mkmUrZDgCQOmbv4y3tcwHVNEsQUrq20ab8EEPMRqm7CyuvUrjBm5gltC4bfFvFJ/T18DlyXyBr/F4c54LShOgQhBj7TqtctxoeNSUMjMdVjMets/aKpuPpY2xm7KxFs2Qr5m7Qk0H2/spj/wC5717z8ba29UikbpyrQqNQC6iF5bvO8AMfwGiLRwTrJeYQF7y5pil/S+pyhHee8CUh+Tro8I/p+Li1bMdXuHiSbhUKAM2umSt34ANjS+08SbdzBVi3qlLBW/tFB5sJ9T7ypSm/ZscE8UQWCFpmSfRcKJzW7jNzNiShcoJ4hdggRC4Hq/9NxQVtlyt8i241yc7Rg3Hm3Ew2bzGXJe76LQ/u4rYpXavgZMMGqFVtWZ9z9hjizaEQu753+bogksoS5kuNNMocftEVry1qX74NcUeNy/LZi6FuuI48iP9Sv4ytwj5cJW7Hsle+gfo/vblgFzAA6APseiY0NYK43RBa2ftoO0sfGss3sxBXZXZbnDhemc/YoefTo3JaHdgUhDRyEJ79dwFERHjTO6C7MnMdxGVLoTxitNab2CkDmJrzBACE2jroR44arzuNLgelQNu3zwxwJHV1Rf0dNrOLgxtwKfXrCtqHn7EW44V1aSBh5pLoIQ1wSrkvHq1+hyUoTYgOW8STdM03z8+e68PPnuszBRSBAJ+5YhGuWGkIQi91hxFVdPP1+baQM4nEddhSgoZDQnn+eUS/8AVz/YizCtWXX4JdfbtwWo9Ra3zimR1Y0tkBGokg/tOfQXniCchnbYXz1lvNQFQt9XsHAKFl8hv6wTBzMrRWz2yb5plA2rgByT8YM3rqjh3m+rziSbV/wnZsho5UFX5e4m3z1Y4ZdD/MYOYJSTJhvqi8kwLgS4BEpw41lrp5GhnKscfkrJ0QaNpV64JYQTf4lYDHIeI71y/DPw4HsaW9ckotHAM7zeVk48aKzzpJ01nDrktDowEgpRWeijKRhC/bEWJsrCdG2DVWrWblitNGcmLwhj9BHD8JtWYpnCceR92D7wcAOFPOF17c6fB2ZH2ZBQOlkIJHzIdKw/qCdx2Pqzg4yCY52gMuaFWtwLDhUnUM7kL1ti9m7Ofo3wFnz7NIdJxf0Pvw4glpNJxF4orlIDUB0NEg6NgY9N5eiO3tBR97PmgoBHU7cyGKKzPFExubQlk4Mts8R4gMoPlnp6HxzlfD98ov4Nv5UzT/8hwQJbMNGGlgM+r6YObAkg6zi2ExM6OklmvJOQPOE6rrBdevq889Zy5LmzeV/FhsSocYYh0x1NrC2sPx4okQL0yoI2FmAw1K9XmV98tW1GAU7KZ3fHQQIi+euKwOmedPhvCjZ3pN4QQAdAr89z9Oma38njzCSjvOW1I9a8p/oIH9LqPDxjEk77nXbCU84qzCZ86+DasX1QGLusxt+w4Yltr4L36B5N13gw4NIXn/nxH99GdAKYW6Zw+0tIBASEGDkcEIE08qMXiT77hDubwYfYALpw4ELPvkdZ4UUbYT1aLm8kxa0iknnpS6206x4dDFoKbaFQNW5wkNhS03eMWwstFjOk2qnCL+5YLss98202NpvRtv39pSUXkyzlOsDDTBdYOpdFZzjsC+UT9IqrPOYHwQmm5cy3Q3u6YI3OQFn3+i5yi1mSpU9kCtWwkIEpSGdWbHH3n0IOTBXWbJDgBUyZUjws0E0sgBCIpxvdAd/qLKI1/qDpultR0BJ+q9EjQfO+9lE07M9w0ezfncROggu2YKDUbpHhFFi/uEDmUXvqmiQN23L2dmWza0I0cA1ZgMELq6LE0ubGyKxRZP5gNqAs2/udA8WfJ49v5fxjqhkdUY692ZrRy1/SxDgg9wmgzetq/u3Ztny+LRBwcRfstbEbrhRihPPTX59px4I64rXHW3mWUohRhlF0DNU9iAS+PKe4RoYUIdP7ALy/nr7Gs9MnQPG3CoQ0fyOk9++2L2i/hYXMPPnuvDRd/bgTt3soHAeYtnLzehsZ2JpdXBAag6hX6UDXI+v/VW9DZ04vwl1ahdyloWxg4dgapTaK/ssryetncvtJ07Ef/e98110tatGWU72TjMle00VGDLV1JbC0iGuEDHx83Abf0Im+UTu7qs+3AZKHR83OpSKcIRF1XZ+d0jzWDJEx8Yq5VWPCk2HLoYtOouxNvOAWA4T8z1CQHuw3+Z8uve+bY1+O0tq3HnrWuwuYKcETYzC3+jyJexVDp82U44AbglltsQ04zzN38zLo8cAEmFxPLOE807c6WFurcRic6LzMfOk49bu5FJlSPCzQTO7qfN5UT7OUVlz/SMsdKbMzurQAhBov3sjO10leDOU+fh69EbzXXieOGdW9Sdr5jLfC6awHWr03OIJ7FvfAOR970foZtvQfLRRwt6P+0EK+8WlxU2SWdjkwtbPJkHOPqztxwGjAvbRIQ2puzqR45khMbqA1wI5IQbgXxIW9gAgu/CMV0in/0cQje9EXpvL+joqDHznaVLEA/lyoaE2szSJZvygCSCIKk6WV32WtoQ50P3MPFDCk1+wZZGDsAZM2yiCSpDrp68W06vj5UQuU49bs6aUyJaWjC+1B3GM8fZTeFEV/9vXhxAUmOOlCqniE2tsze4k9ewjKNVI8cROn7KbC+sgeBIdRtes64eXoeIxWexrlmbTr6C/S/ut9QJp0n88W5onEDquu3tkx7HeFzFS93GAJcAs/oZlAoiCCANnPiccpxY6rc7rJZx4nCA1KVuNjTNcm4qynkyS+IJ322n1GU7RYdDFwMhGL30v5BoOxtigN3wJcYlSMNTF/MJIeiqdaHKaVc52zAErnvbTAoFsw3fnjuUUOER2bkm7e7QvM1miCjREnAfuh+ANb8sV8hrqYgtu8Zcdp7aZgm0XehhsWKYleMr9WuK2rcvxMST5lRHwETHhZZMKV0Djj9Sh7VPHsFFD76A+Khxbsx3LzIRfpJWOp3l4xBOPMnmPFF37Yby4EOpA9GR/OPdBb4fuxcSOjvzbGljMzm2eDIPcPY+n/M5/iSaRqitNXuQA4C2yzqzTCNskF7M4F7gahNz2e2KRd2/H+oTT2Ss50+E2aCjQXOZ1NjiSbkiRthNZzEDUKWO6wzT86xlRjsbrmOPmMsP6adhadPkYa3xWiY6NCWYwKi7agDCTp0/f445Wra0+fDE7ZvwiUty11y/5fQmSOLs5SYIra2IS0a+SJUSQyI98ACwp24xFFHCGzcbgkD1mpUYqTWEJYnqcP38J2Z5Dw//mxTXrCkokLl3PIl0VVNXrQuNs9SqudQITeymQDt8CFRRTDswRBFwZma5ZJ3pEgSgiDR+i3gizqTzhC/bKY144jz+KFrvWI3Ak58z15XaeQIA1FWD4Wt+isT1nzbXxUdlSKHM66CNzUSE2Ajk/h35gy/VOEgyYsmUKKaTSbnjlgUzuDehUri5c415DhIdiK58nbleGjkEIToEKVWCS0VnaTNPspBoY24IR/8OhLkw6oVetsNPmvLljIXAiydN6Ws0IQheyDLSgkc8iI8Yz/nicfRuDxjvO7S3IMGdUgqdK9sRO9ohDe2B68iDIAE2NstWlpO40+qm13bvNkpy0q+dJWSWUgr1ySfNx9K6tZMe43xmPK7iU38+iu8+0Y0/7SrNvdpCwxZP5gG8RW/s7E9i4AbWQYO3UfLwSi8f+kiTSSCZOnnmuBHIBQkEOEt7CHosln+HAlC3ZxeGlMfyW/V0i/OksA4uNrOPzM0IaznS9LOh+Tu4dsU6xHBv3u3FKBNpntdXoMk3+Y37OauZAOIEG1DwluWRqILtJw3hhgD4yEXtIITgwqUBiFnOrj+8cQVuOW1mZ+QmQgjBqJ/N5pAXXzCXtzetQq1HQgP3eYRbmQhav4fNJDlvuSXr6zvf8IaCjmOIyztprMCSnTTSBubO0Xa8DMqf51yurFk2fKlkGlJVVVTuDT+zOrPOk9IGxkrBI6j72/sy1uvyzM0OCy3MWabGBUuuko1NNqof/wyaf3UuGu59E2oe+VjWbZwnHkPzL89Fy89PB0kFP2vu+qzB/JUKIQR+rnTHxYsnXO6SUs8mMMTogKVkQ6lZBogzK47r7lpoqWsxoRqiyaD53EJ2npB4EI5edo1PNhQWwg8YIsO+fvZ/zHcbUxo3InjeZ6G56xGJWJ278REHEmMSCGhhGXSRCJB2jztltP7mDDT+8fWoffiDCITZRBcfyg4YDk/1ycyyfeXxx6GPjSH8vvdj/OprEPn3T0PvY/c+lnJZlwvixspvKT4deseTeOxwEP/70gB+v2Nw8h1sMrDFk0qGUlQ/+R9w9L9krop3XmiZwRfHT4LEgxm7ilyWifLII2YZDA1bO+0UM7gngsDs6QCUU6fybF0Y2boBAYD6yitZ1wOAPj7OAmsJMXIKbMoSeZC1yk42FXdB07zWVsL5IAkW1jpKfQi4J7fgtzZkz0XROPHkxVPs97K+xYvFdYaToNotYUubdfbrt7esxvqWuRnUjdcw8cR1kJXU9XjrsbRugvuhJVPEIjUBON9yS4bdldTUQDr3nIKOgQ+LravAsNg04goWGqv39LBBIADiyt5BifgzM26KyTsJJoM4GjJEbgKCJvfMCXB82U4pAmMD//i3rOv50rtSI3A5M1pchBjuhjCJwGqzcHH0vQjvPjaj7T76t0z3CaWoefgjEFRrtlx0xWuLypSoBKrd7BwgE3Z94N1vlo478VGI3E1zMQGl04EPbg9z4olPrryS0FIhD+8DoYbonaxfA903eYlympGoal6nPbKApfXWsUF0zRvR/5YnEBnJdPaMHTO2nWwsBsDiOpEdccvPJ6A+w7br6QXlnK/qnj1ZnbD6iZOI/sfnzS6b6rZtCL35zWbJcbpMGQCE1pYF36a3d5wrzfJXpgN4rrHFk0qGEIhhq7NE87WAOv1QaowBPqEaXCczy16kLVvMLhB0bMwUIyziSRFtNNPwoZHRxx8vev+J6H2sJML9b2wQrh85ivB73gt9bCxjH407wYorV4IU4Z6xmV1Evm7cX5zNV+cGb3wnnGwInIA4Bh9qPJOLJ0SUEUFmWQU/MLx/D3vf0zusA4pPXNqBVY3GrN1r19Whq3Z2WhNnI9SUvd1ft68+o2Vyw8bVGduJq9eAyDIcr361Zb3zxhtARDFj+2wMcW2K6ytYPOFdDXpfn8V5QnKU4fChsea6IsSTl4Zfgg7jnLYmsAYBR6DgfYumhM4T344fw9G/I+tzibazpvXa+eA/by0pALoOZ+/2PHvYLGRcRx/MWMdPSonjJ9H6ozUZwgkARNe+aUaPbS6odrHzswR2feA72lAu90uIDUPg3J3aDAqjPPy1uJdrVTyj58cyh3fZav7isj1GY+x831TlMMu3eJIPPADKZXyliQ4aN+GTjcUAQD/Owltlt/UaI8gUxJ26oVcUUG6Mzze4ENewcYry2GOs8x9/TF/9qrHfocPs9VsKF5PmK3xpVkuFlk/PNbZ4UuFEV7zGXFZqlppWyfjiy8z17kP3ZexH3G7IF11kPlafN8pjaIhlRxTTpjiNfOYZ5nJyklySQuBrHsXlyyAsZo4Z7cABJO/6Y8Y+lrDYRXYwVDkjxNgshVbkbJVl5muSC7Y0xkrTemltQc4TAIgImb+B9IBtPK5anCfXrLEef4vfiZ/ctAL33bYOH7tkbr+HI+dfDg3WgVCfpwYn/M0Zs0sNl1+IsGwVVNKZHfL555mlfKS+Ho7XvAaFcmCQ3XhUctkOLxDrvb2WWS3ize4sItWZGTvZ1uViJMnOacurlufZcvqUslWx76X/l/M5rSp3LtC0cblM0ZxqBFQlRXWCsFlYOE9llgK4jzBBpeqF/8m6X2zJVdB8rVmfq2QaqtiEk6qyawHvPFGr2TVNCh6FNMZuiKfapljv64ey/XnQRKKg7dNd90YEAQOqUZbhFJzo8MzguaXMseTIFSliBTnxJNsYSQ8GEfvWt83HahW7hsWGnEiGRUuQci7UnTvNZXd9Zr6QVMUmZPiWxvpJdg6XzjnXiBbIg37kKLQjR6A8yWW0rVyVZ4+Fge08mT62eFLhxLsuQ2TVDVBqV2LsvM+Z65PNp5nLrpNPQBo9nLGvdAYndPz1AVBKQUO886R48URcudJcVrOo09mgsRgin/ksxt9wE2Lf+S4oNWqJqaZZFG6hqQmut1u7eiR+/euMC60eZEo1qQ4U+yfYzCL8LEWxVl9++2zByGlIMgwpZdlPUhGHaWvB4gl1ZToG9NSA7Z5dQ1BTCahL61xoyXIRIoSURYnK6acvw84Ga2jpk60boBMByyaIJ6IsY1/zCvMxdbnheNVVAAChoQG+H3wfrg/9C3zf+u+cTouJUErNTjsAcEZn5Qb6EbcbQjogV9cR//FPzOeE1uyzWiQQyFjHB2xPhqUN50xb0kvUbYckIxAUNlOtcvbxRPNpM1rqQAiBwH3makIwwyxtbHikob2QRw9lrHd0Pw1QCiHSD/fhv1qeG3r1rzF85fcxesnXZ+swZ5V1rez8HI2z61qQK42hjiozFJZQzey4AwDaFAJ09WAQodtuQ/TjH0f4nz+YNfgzY5/UGGCYu4ludDdCFApzQ85HJO67XEyOHACMceJJtStzjKS+9JKZiUjq6xH65vewu7bLfD45LsHRl6XjjpaE95VfwnnSCG3lJxxctYZAH116NfsbXOw40iU+VNOgPsfcg9KqVXBcyzoupfH+4PuWUv3kffdDO8YC/+Vzz808vgXGK73sumw7T6aGLZ5UOoKIsQv+E4M33INkCwuBTbSdA80ZMB+LY8czdpXOPot1ewiHQUdHrbOoRcyMmvtwJy1tpIDgKAChW26B+uSToENDSN5zD5QH/gYARm5J6gJKampAnE7I554D7ze/Ydlfff4Fy2M6FjSXhUDmza9N+cA7RnRPfZ4tM1Fq2Q1+Pks+PxPSR2tR5XahplDxJMsMWtrx8nIPuwBdtaq8c3W6al2464I34Yi/BXFRxqHqNty17CIIBFicpZzo4fNuwLNNq/Fiwwr0fvATlg4zYlcXnNddB6HVOuM6HFHwpYeP4z8fPG6ZwQKA8biGSNIoO3HLAtqrK7uUTr7wQnNZ55L+xTXZ20JmC60WOgsvUwupzBE40+IJFfnMk6mLJ9Ioa3GtBJZg8PV3I95+HhLNpyF4wX9O6xgLen8usyg25CgsyNBmweHsedZcVr0toKJxbpLHjkIe3AXXyScsDqy+tzyJZPNpSCy62FriNo/oqOFEcYVdl09ETli240USkXORFptfBgDa7j1AqgRSP3gQ2oHJncvpTjIRrrxkQYbFakkIkQHU/O12eA6yhhFqYElRLxOM886TTAFKefQxc9lx9dVoX9yC/mo2NlAiYoZ4QpQIGn9/Faqf/jJqH3gPpKG90LlJUdljjPFjy64117ncrHOS+vLLAIxcExoMGq9ZE4C4YT1ct91mlu8Iy5ah6u4/Qlq5Eu5//mdz/+S997JJWEGA0F6coDTf6B1PYt+A4SCTBILN7Qs3H2g6zM8zvw1ACOKLLzdD0MRIZlgeEQQILS3m4F8fGLC0LRZXF9cfHoCZowIA6uAgqKblzERQX3oJkY/8a8b6+A9/CPmKyy15J/zNm7RpExxvvAnJ3/0eAJC4607IXGgltZ0nFQFJRiCkWgxTIkF3Fid0JZu3mMvi+Imc2wl8WCyqcO5if8GBYWrzJmDwScs63V2Lp4+N4elj7AJ/dlfxQuNsQgjB2Wevwvu1j1jWb2nzwSllauhCWys+d/ZtAICPtLQjMwXFCqUUH/nTYRwYNAa/dV4J7zuXDVIePDBqLrf4HRUf2MY77Hj4UkgeYfFikNpaS0mh2Fm4tZx3nlRJM+zasWSeTL1sx3XsYXNZrV0B6qzGyNU/ms6RFYXn/PORSF3PYsMy3FmC021s5GEWoB3ZcCscfS8agbEA5JF9cPQ8Zz4/fuaHZy0MdS6p4jJPaLIR6eiv7qjVvcUHtqbR3PVQ64ovjaCjVnFT2/kKpNX5rzyJdmPcFxHYNWxG27iXIY7e7ah56F8sgb2AIQQWmytlcZ5MmGCiigL1WSY0yhdeAFEgQGMjkKqKVqIipNApQNeAlPvHs/+PpvOXUA1VO+7A8ATxhIoOJDrOh1K7EvLIfngboxjdb3zptMPG/Yl2lJukWLESRJIAnw/e73wH+qluCM1NII5U7sqm7OKd0NICIs+9E3gu6R5jTv3VTR7Uehb25zFVbOfJPIafyRdj2WfdeFGC9vdbWvyKi4oL8ARSDpFUxx0aiUDbvTvrdlTXEflo9naAdHwcNBSytBrjcwYAwHENs+tpu3ZbErnT6jQAENt5UrbIQ0yoU2uWAqS40xF1VpudQQQlCqJmb40tJILmcpD6MrvL5MHZsDRjXbdahY/86YhlXWdg7sJgC+XsRZkCzyXLAlm3XdfMZu8eP5wZyjyRP+8ZMYUTAHhg34hZ0gQAd77M3D8bWyt/pkNauwaY0FlHXLsWQl32GysiCBDarDNeEzsX5WNcYULdjDtPLJknU3eeyCNs5jjeedF0DmlKOJaxMjUlImV1X9rY8OKJ0rDWuBalkIJH4TrGWqemb9bnO/yNcyLBxAg+MBYAdHdmi2bNP7W8EX101PI4+WBmiG/Ge1W1gRIRYU6Mn8k27uUGSYZQ++AHMoQTABg/5xPWEswCOMXdWE+8qVYe/jugGGI6aW6GmMofVBvYPUR00AmiK5DGuTKZAWtnTHLoBaNVMQAiUohO3ci7EyTEOy8w9vGyki06YriT1WeZiCly2YdEECB2dpjCCQAIfj/kK6/M+Pv4qIKFSg/3f5yt1NymMGzxZB7DzwqIOdo0Co3MdqkPDFiSradUtkMIpK1nmo+1/fuzbqdu35615VgaOj4OvZ85T0iztXxCbGsD0uGMqmp2CaKaBnXvXnM7XhyyKS+kEVabq9SvLf4FCDHzRwBAyCUQcjPOo/DB6yyiHtpn/f6oxIGnx6313FesrIEklr+TYnGdG1s4i6ZAgDM7s//GL14eMJe3nwxZ0tmz8fsd1nyjoYiKp44a55J9A1GcDLIL9tvPtAqhlQjxeCBfcollnfONN+Xdh3ItjYHspTy5OB5mg9Fm9wx/fiXKPBHi7GYonY0wm0hc/owSESEmgpZjsrGBrlry4JTalVC5m3/X0YfNDjuaux5KXfFu3EqEd55EE2w5NmGCQndliifqFAN06YQyb/34cVBlEuebIEOrarM6TxaQeOI89bTFWZum/6YHEF98RdGvt7uPBQKvabJ+jok/suYM8uksUzGylrk8YkMydA1m/o37wL3wTGhYETvCBDhPfQKEsHsVpc5wGkkudm+gDxvfC/VFVg4knTm5COL5+McgX81yVOD1wnnTGybdb77z9HE2EdNqiydTxhZP5jFKHbOWy4M7s27Diwt6/wTxxD+1UgRxURd7zVPZQ/om1rNK550HcRWzetLxkKXTjtCUecPABwKm3SZ6Xz+QElJITcDSncemvJC4kFfVX3h4Jo/mmiCe0ExBzlK2Q6vgcxQunugT0uqPSEuwb5Q5KgQCfPTiykn2/+71y3DzaY3Y2lmFf7usE+2B7NkjzVUOdNUwZ8XvXsod/rzt2BgOD8cz1v/94KjlXwC4cGl1WQTolgJ561ZzWejshHRWfot0OnQXAByvf33B7zOujGMoYeQJOATHjHeSKFW3HV6oyHaTNdPIXCZPMiKCarDFExsLRImAUEMg1GUfqMNnydKSQqy7h+ZtmtGQ43KCd56E42w5w3mSpWxHDUxtzDXReQJdzzl+5ImueA3CnHjiU7I7UOcjjr4XMtYFz/8PaFMUq4ci7HzfWcPGBlRVoR87Zj523nKLuVzV3IBBd9rhTaDGRLiOPQKiRBF44rMAjCoePWUmSYbZ98ndYEzKpCfBkk2bAQCiUwdIapwVDoNGo6Dc9yNXtthE3B/5MLz/9V9w/9u/oepHdyz4yVRKKZ7hxJOLcziPbSbHFk/mMWkVFwCk8VMApRnbkCbOedLTYy15qZnagJcPZNK4Ey5Puo4RAFzveTe8n/8Pi1hDQ+PWsp0sJz1SzUpy0sdNg+wEKzQ2VXy2wnyG75Az1XaPfP15wz1vQPPPt8J15AHLNrwjZQxe+Ipwnmi+ZiSdbID4l9gay8Xnv65bCm8RYsxcQwjB+89tw3+/dhletTp/7f6bT2PnhscPj1nKcHieOc7CTD0yu6T8/UAQwxEFx0eY62Q+Xayl886F8y23QL78cni/8pWc2U5pHFdfDeeb3gT5mmvguvVtBb/PQIwJV83u5pnvJMEHxmr5HUf5mGvxRAgEQFLOSqoKiAw4QZLhSfayWUgQhc20U4fhZFXrVkPJErQ5UUifz1Q5efFEAEm1uU/oCWg6K6lQs5ToxJdklksUAh3JFDa1fXuzbGklvPm9GAt0mY+rwpO3yp0vOPp3mMvjp/8zBm64F9HVU3NXJFQdMcWYfBIFWCaZtP37WfOGxkaLY73eJ2PQHTAfKxER8sh++F76IYiWQHxUwuH7m7D/rlaMHvIgMca+W05/SrhMiXC6rxlqVQcIsbpP1N27Tac6CQQsJTr5IIRA2rIZjksvySj9X4iMRFUkVGMcV+UUsbxh4bi0So0tnsxjqMMHPWVhJFoCJBXOCV0FSc3G8ydBbe9eU2AhNQEjkGkKiF1d7DV37YLWnTl7oB9hVllxo2H748UTfWAAlA+Mbc4intQELNsDsKjT2dqD2pQPfAaBVjU18UTzWS+IghJGzaMfB0kwgcPZvc1cPqo3o626CKuiICF4zY/wZ8dV+LzyFnxffQ16x9kN5bKGwvNTKo3LltfAnRJD+kJJPH8ylHW7w0Nspu/jl3aaeSkUwB9fGcLLPeyGdVFN+WfDFAohBK5/+id4PvmJrOenjO0dDrje+Q54PvJhEG/hHSEG4+xmoME18zdwuoOJ0iQ+ed5NNoRwH4TUjSkVHaCO2W9NTQix1LgnQ5IZUG1jA8D8jgIwx0ogBIm2zGyTbELBfMUpi3CkSlE1XYBbZNe5mMbO98mWzPKJYju8pKETnScAlG3bsmw5AUIw5mcTdlWJhfMb5zsJxpZdC5VzTRXLSJSVaNa4ZcvEo/IkC82XNm+27NfgtYonatQQXap23AGqA6eeqoUaEwEd6Hs+gEgvGwM40uIJNwmW/k6lnwOA5J9Y6Y/IZVnZFMcJrny62W5RPC1s8WSeYw2NHYI4fhINd9+Ill+cZSjDfOkLV7IjcKU3xSK0tJiCCCiFttNaMkRjMejdKdeBIJhii7h8ublN/Nvfgd7DnAnZnCfiUhbspu3eY7x2CZwzNjOPGO6BY9iYVaJEhFoztQtisvn0jHVES8LZ/Yz5WBplLqdnyEY0FXnRUOvX4IH2D+Gn2quQBJuVD7gk1Hnmb8MylyxYnCIHBzPt0KpGcWCQ3YCsa/bg6jXMqfOz5/oQShgzViJBzjIhm9wMJmZZPOFCIMX4SFbH4mS4TrHBdrL5tDkrdxBauNyTsAiSjOTZ2mahQRT2faAym4VNpIIreaZzY1qJ+F3MeeDkxJOoyrl1ZA9UH/uNqVUdRQe/p9FHMjPLtJ2vgBZw/unjzHh14f4pnbMqEau7r/AMrWyMRlnJTu2EcY22j2UXyudYhcUGn4x+D3vv+BiXlzPogBLOPkaSa0Q4qw2BRKlnLvl4x3kAAHctm6RSn3rKXE63JrYpnieOBM3lRbX2WGw62OLJPEfjrKbOE4+j4a7Xmuny/u3fgkTGs+4nrVs3rfeVNm1ix3DC2kZWO37cvLgJbW0gTuNHLG2xKtppSE0NiDtzhl9czgYzeq8htPB1s4ItnpQHVEf1459G068vhGf3bwEA8gDrtJNsPm3Ktv5E29lZ17tO/ANAqh1yarCXoDIETy2EKdzItQUyBZel9a55XxbGh8bxIkmaPf0RRJKGnbapSkZzlQNXrsz+f3n+kkBFlTiVCwfGWD5Uk2vma7ap5IEuGrODREtYShsKRR5iXdZy/UZnA6GFOdOSERFEsct2bBhW8YS5wRId50P1tli2ja54zawdVzngc3DlFQInnmjW80FkvVGCqEtuBM//3JTei8ZiQCwlzksSkBoT0lDIzLDLx+EkG/etHj0F1/FH8mw9PyBKFIJmZI1R0WER/6bCsMV5wv7v9f5+aK+wjjniqpWW/Wo8MvbVdZmPY0NcwPBI7okqf3PQ1NSTXMOA+JKroFZ3WTru8IhLbefJVDk2wrLpLlgSmLsDmQfY4sk8h+9yUP3MVy02VQDwHb0bEDK/BiRHy81C4Wf89OPWFpH6Ea5f+xJm8RRytEaWzz8/63rCdavQh4x2ZjpX6kNqbfGkHKja/i14990JMTqA6m1fgjh2HL6dPzWf54ONi0X3NiLWdXnGekfP0wAAIcryIgZooLhOOxzL6zPFu9VN879edCn3dz95dAzRpHVAc4QLit3U6gMhBG5ZzGoJvWbN9GbGFio7RneYy5trswvMJYUQi/tEyNIGc9KX4MrmNO/c1ZqLXHvo2LADJJ59ssBmYcKHietOa0B+8OIvm8vjp3+g6LavlU4V5zxxEHYdmBgaG1n3Vgy+7k4M3PQAklNs5Wwpt66ttZaTT5h8y9iXUgwkh83HXYoC96E/T+k4KomMTKlpTuS8cIqVO7VWM1cC3xlT3LIFQoPV/SgJBOMNXDh3ko2Lxo9nL2smIkVgSaqskwjQ+fJrQhC84POQ3NnFE6G1Jet6m8npG2fuog7bBTwtbPFknhNb8dq8z3uOPpC1q47A5YlMBd5ap76yy/KcdojlnQiceEIkCY43ZIZdSWdn72Ih1DOBRz9+HDQSgXaQtb/lhRmbOYLq8Oy703xIqAb/s1+HY+Blc12867JpvcXoJV/D4Gt/j95bnwdNWYalcC+gxiFyNcH9qJmy8+HMTj+qXdZ9r1o1/8WAdc1eNKS64yRUahFLAOD4KHvcyeWZdE2whMoCwdYcbZFtcqPpGobj7MZgqX9pnq1LBz+LSdTiu1fw2SK6w5dny5lFWLoUgtcQ8rS4CL0/d9com4WHwGX66K6A5blk61b03vo8+t/wF4Q3v3eWj2zu4YPVnYSdu/kMJgAAIVDq10L3NmKqTHQM8+NHbdfubLuYJPQEkrpR4uHQKTyUGs6TabRZrwRKWbIDAPsH2MTqOV3s/1vdxcbv8hnZWwTLdez905E4mkKQCKYER0FA1e/+F/Lll0KuBtrPHYGjyhBH1MBiUMkqsiRbzkDsgtsz3kf0CRAWdxX1d9kYUErRH2alUC12m+JpYYsn85xk82mgsCrS0WXXgorGD0eMDkKszQwvJNWBab2v0NZm2C8BIBIBTRhBRZRSKI8/bm4nrlhu2c/17nfB/W+fYivcbkhr1yIbQkMDhHQ7Sk1D8pFHLM6TXE4Wm9nDfeAeiBPag7qP/d1cji25CsnWM6f3JpILSuMGUIfX0rXHMbQH8jBL6++jNfBMUTwRBYJLlrPZ+CafjMW18yf8NBeiQLChlZ0feNsnABzkwmIXca0NX7Ou3rLd929YDkmc3yVOM8FIcgQ6jFm/GkcNHMLsDHioyP4vp9JxR+C62sxFWGwaIoqQGrkg8qHiXTQ28xer86Q643nq8EILLF4wLYp5qjjxxC+w2f4TkfxOkKnAd9ohNTWWkmxtgnN5IuNJ5iYLUGO0S7QExOj8FkrloT3msjYN4SpN9xg7z3elxjY0kYDy+BPmejHHWLyqpgrJdIt7RYOuEiRDrPRH6GiH0NgIzyc/Bf9PfwhfKwsujXdenPU1la1vzHDFVzWH4D7xWFF/l43BUEQxuym5ZcHy+7YpHls8me8QAdFVrzcfqr5WBC/8IuLt55nrnG2ZM4Nkms4TQghEvpVwyJiJpGNjoOlgMJcL0umnZ+znuPRSuD/1STiuuxbeL38JxJd75lK+gpVsaPv3s/pYQiytjG3mAC2JwBOfy7tJaEtpZ/T4MjXvzp/BdfxR8/FT+jp4HVM/5b3zrBZsavXBIwu4/by2eZ93koa3d/JiSSShYUc3u0lOd9kBgAuWVOPmLY1ornLgwxe2Y21z4d1lbBj8LG+9sz7PliXGIp4k8myYHWJxnsydeAIAQm3AXE53ZbOxAaziCc0inixk+JsrF1ipxlB8qOTvpVvKdmogcu4C9cUXQbXsJRwAMKaw/8NqsBt2MZTZ5XE+IQ+wRgyJlswJqISqYyxWmPsmoeoYihglHSIBmnyGSK+fOgXEjQkTUl+fM6y1wefAqJON04Mr3gElzL4/Qlu7uazWLMPYWR8DBUGyaRPCOcaAxOeDdO65lnWugALP3j8U9DfZWOG7Ja5u8iyY8etMMX9bRdiYjJ/9CVCHH1LwKMa3fgQQHVCaNsGdCtWSs4xtS9HmV6iuhjZsWM5pKAzU10Pv5ZwhrS0gYnb103HZZcBlk5dziCu4GQquPIj4/Tlf22Z2cB1/DERXcj6veRqg1izP+fxUSLaeBdcpI5nd0feiJezyUW0Ttk4jsDTglvD9G5ZDp3RKobOVyjIu9+Txw0F86EJjIHR8NA491dRgca0LjVzOCSEE7z+vDe8/rw02U+dY+Ji5PBuddtLwzhOoxYsnVufJ3JXtAABpbAZglHPSwcH8G9ssKEgiaC5nc54sZPiyHV1jLsuJmSelgA4xQUaoqYG4apURGptIgA4MQNu1G9LGDVn3HVeY86RaZMcphnqAeRyPwZftaP52y3PPHBvH5x88jmBcxVWravCpSxfldX7u6WfjpGa/w9xW586X4qJOkCz5iABQ75Mx5vShKRYEAIRrL4biiwEw7jHEzk7L9pEN/4ToqhuNkOY8YynHVVdCfYI5X1y1CuTBXTm3t8kN36Z4fYs9mTVdbOfJAoDKXoyf9VGMXPV9qDVGzbzm5loYO6y2bNLYCCFLDkqxiNXsNWjIuMDp/Zx40jz9K5vQwU7K+smT5jIJ2AOhuUYeZAntqr8ToU3vtjwfW3Zdye3Q4Q3/ZC6L8REzjf6k3oA+1JWk28tCEk4A4Pwl1XBJxqWiP6yYM1THuLyTrgVQwjTbJPUkvr332+bj9TXrZ+2902WdwBScJ5Ra6/Hn+qa0bbG5qAyE8mxos9Cwlu0E5u5AyhDeeaKqTEydCfFEO3jQXBY6OkDcbosrOd1NMRvpsp3qMMXHvjyOvb9rRWxEhmNgR8mPs5wQJwbGpugPJfHR+w8jGDdcJw/sG8XnHzqW97UePsBe64wONpuqDzDxhDTkLg1q8Mo4FGACjvLcc1D3sv9T6ZzMjmvU4Zt0/Cdt3QrnW98KccN6NG0Jwl2rGNeWeZ5nMxP0cGVZrX47LHa62OLJAkV3s4AnB7XOxomrVpXkPQR/lrIdzjbNJ6pP+T1aW1juCQepm0WLu01WnH0vmMvjZ/wLoqtvNG+kdGc1xs/8l9K/qSBmraH9s26EDtutcotHFgWsbGTuk5dSpTrbT7AbUT7vxKY0vHubVWxcVV2a83IhTCfzhCSCpuCiy545d54I61mHoljvHB6ITdlhEU9c9oQLT5WTGdOTysw6T3Suo04670RoZ65FfTB3qdDJqDFpdtULurnu1JM1kHueK/VhlhUZ3XZSPHciBE23bvvwgSBOBq15ZWn6Qkn8aTf7fM9dzI3bB/rZ+zXmdj42+GTsaGAthPXjx6H3MMFLXDq1oHMiCHDd+jb4vvUtVK83BH0CCiE2PMmeNhM5wU12tduddqaNLZ4sUJT6NaDEuDi6Ekcsz0202E0VS+bJuHGjxSvZ+U7GhUIIgbR1a8Z6ac2aab+2zdQhiTHI/TsAGK3okq1boVW1of+mBzBww73oe+vTM9b6Mbbkyox1L+hGeVCtx65UnApb2tls1H2pgdZznHhydpfdSaeUPDP4DHpi1tnWDm/HrL0/laaeeSJGmECueZpKdkxTRVy1BiBGfZkaFUGj4Un2sFkoWLrtzLVDqszgnSfJJHOiRdVots2nBY2w32Q6b08IMEEg7VzOxpGQMX5t4XLp1agE/VQvQPUce1U+2cQTnVLc/Ur20sRfPd+fdf2Lp5jYsqrRbbmWq68w97DQkfv60+CV0e9hE7Lqs88CqZwa0tgI4s7esrgYtECXuezs3T7t15tP7OmL4Ofb+/D0sbGsz/eOJ7F/MHu4v83UsMWTBYruaYBStxIAIHusYVxCV2m61Ih8+7KTxswCX0OZzwZYDNmON1d9rM3sIIVOgSB1wxJYYjqdqCsAtXbFjHYvUOoyZ+if1Y116+xazylx3VrWFnxHdwT9oSRGU2F0DpHYgbAl5heHfmF5fPuq21GVLZxqhphO2Y4YY7OYumf2clpyQWQZkpuyFX35u3fYLBwm67azkOEzT+IJdj4otfOEUgoaZq9JvMa1hPjZ+S7tXM5GMBkEADSOUsv6xBAgROZpQLSugSSYoJT+7j6wbwT7BoybZIdI8PoNzIG97dg4VN36GQFWB+k5XdWWsmTtMJtYlTZtynk49T6reMIjLluWdX2xJNpY6Y88tDfPlguLZ46N4913HsAdT/fiI386gkcPBTO22ce1od7U6kOtZ2YmLhcStniygNH8hsNEdFC4zzWcGqSqCtJpp5Xk9V3cyVbbbbRV4wP7SuE8AQBpS+bx5mqpZjM7CNG5u4FSa5ZYHv9cuwrjMEoH2qttxX0qNFc50OQzLriqTvHOP+w3n+sIOBdcDsxMEkwGcSTMBq3fPvPbuK7jutk9CEtgbJFlOyqzB1PZU6ojmhZSFRvq0N6Teba0WUhYuu24AnN3IGWIW2a/mYQyg5kn8Tigp6wPTieIbFxnSBUnnowGc+4eVsOoilIs67OuVyIinD3PlPZYywRp9JA5OaW564FUm+C7drJx15u2NOKDF7Qj4DKeG4mqePKI1ZlwYjSOB/czB8uGVjYJQsNhIJq66ZZlkNrs4ggA+BwiFG8VxrOc7+ULLijyr8uOWs2yq8Rx+xwOALv7IvjofYctZVq/er4PlFpFshe4Tjt8CbbN1LHFkwWMWs3Kc+qu7oD3O9+B76c/gVCiFr9yFzvZ6ak0dd55IpTIeSK2WTNPhPY2EJcdYDmX8DWpfDjx7Ly5jMHX/BZqVQfGlr4aX1duBAB4ZAFOyT7lTZVLVzAb9VCEBbZdtSr3oMqmePj2xF2+rlnNOklDp9OqmBdPpPI4D0t+NtOmHzo0h0diUzaocfO7TUUHqFge39VywSXx4okEgRiPk3oSSb04QTUfNMyV7HjZzTvf3lbbty/jhjBNRImgJkslXqTfCWf3/BRPHAMvm8vJFiNYV9UpDg+x0owbNjRAEojFNfrsCWv503ee6Eb6U13V6LaExWrHmENP6GjP29qWEIKWaiceXHRGxnPi6tJcv1Q/KxuSQrZ4AgD/9/IgtAk/i30DMYsgllB1PMQFAp+/xHbYlQL7TmIBozSsM5edvc9BWrcWQl1dnj2KQ2pgN810eBhUUUBHRowVhIDUl+69HNddZ76u+1OfKtnr2kwNcQ6dJwCgNG3GwJsexO7N/4EIDKXdtipOj62dmWUjVU4RN2yc+9KM+cRQnP126p1zE3w9HfGE397S8ngOcXWwGVFlx+45PBKbciGjZMd2z1nwcOHq4YSGBic7z3dHukv2PpaSHR8LlxYWdQIe43dLx8dBg8Gs+4fUEDxZTlFKRIQYnp8J0UKUCeyq3yhbPzAQRTJ1J93kk1HnNcY7Z3EZJs9zDoSEqkN/9hnc8fBX8aOHvoKPavstAonyxOPmsrho8lL+ja0+PNG20Xqcy5ZBaG/PsUdxaNXsGKTRw5aypYXKIU4skwX2f/flv5/AgUHDNfTVR04glDCiGZqqZGxqm9sA9/mCLZ4sYJKN7EQnhkp3MUxDvF4g7QBJJo1E9dTsAamtBZFKF97pvO3tcN72dng+/3lIJeoWZDN1xAgLJ9PcpRPJimUkqpjLdljs9GgPZM7M/tOZzbabp8QMJcpAPJGmnnlCytB5Incy15Q2YHdqsLHzTiajwSdDTN2PDUVUdPlYOezR8NGSvQ+NZOadAEanFaGGC40dz7xZTmpJKLoCbzzTlaIlBIiRvoz18wExNmIup/PkHuTcBXwG2domD5yS8R/ZPZZEX8hwDb10Kox3v3w3OsKDaI8MofUn34F27Ji5n/bKLnNZOufcSY/pwqXVOBDowMMdqTJ6QYD7ve/J61gpBt1VA6VuNQCA6AocqYYECxVKKfrGmQPs86/qQvqTTmoUt/7vfnzw7kN4YB/7Xrx+Q4NdYl0i7FHvAkbnanyF5HjJk8kJIRC4Oknl2WfZ+zWUdrZa8PvhuvlmyOeeU9LXtZkaDq5N8cQMktnkVJDd+NnOk+nRVCWjk2tx11btwA0bbNdJqenl+unWu8rBeVJk5kkZOk+khoC5rA2N5SwBsFk4CPGguWyLJ5lIAkFTFRNRPYSN5dIhraWAhpkbgneeAADxM9dENvEkrBr1OtmcJ7oqAOH5KZTyZdF6anLq6DATrS9ZHjCXHZKAtU1MTEmX9jz2/BE0R7kWRQCS9/8ZgHFjrp06Za4vpAHDkjo3QAi+seWN+PQF74Xze9+HtHnzpPsVQ7rJBYB5K4wVyrGROKKKcc/mdQi4YEk1vvFqa0vo7ZzT6NwuP960uTRRCTa2eLKwEWTocirZnOogydyJ5lN+i5YWcznx45+Yy3ag6zyGUkhBFniZbD59zg6Fv3isbS6P8MpKRSAE333dcrxmXR0uWlqN/3r1UkiiPYtRag6MHTCXl1YtzbPlDMKLJ+p0nCflEU5HGxZDkFOTA4oKOjqafwebeY80dsxc1rzNc3cgZUy69AMABMqunyGldGNFnXM7kAmTapOJJ+njyCaeAAANx0CS8681uRDnM+UM8aR7jH0IS+qs592uWuYAPDgUw8HBKPDUUxmvm/zLX0DjcaO8Pp1F43aDFFDOX+uR0OiTAULwfO1SbBNKL/zzv9P5WpJVKK/0MsfW6R1VIITgrC4/Ll4WyNi2q8aF/3zVYojp0h5KIQ3vs+ST2RSHLZ4scCzuk0T2HuHTQb7wwqzrxbVrSv5eNuUBUcIgulEuo0seUMfc1VgeG2EXh42tdq3ndGnwyfj4JZ340jVLsKimPEoy5hv9cVby1uXrmpNj0LmuCcWK6rzYQqXycJ4oNUvgqGIhx+qzz83h0diUA9IIEynV2hVzeCTlC9+uWOTEk1J23LG0w1210vLcZOLJ8YgRappLPNESAhy920twlGUEpZDGmStEd9dC1Sj6Q8wh2OJ3WHZZ1sDElDue7sXb/nc/tva8kvna8Ti0w4eh/IPLO1mypKDSG0KIxfHC53GUCs3HJmMXuvOkl/v/XsyJY5+6rBNvP9MqBt96ZhNcXPcsITaIxruuR8tPt6D+j6+f+YOdh9jiyQKHt6vyNtZSIa7MPigpZTCtTXlhaVPsnlonFp1SKNr0ysh0SnGSK9vprCmPGzkbm3zws7p+2Z9ny5lD9zaZy8UOUolWfpknursOVW3suLSDB+fwaGzKAXmEtVtXapfP4ZGULz4uNBaU3YCny2VKAR1jk3ak0VpWYBFPxjLFk2PhYwAAT5bMEwBIhiWLwygb+uAg1BdfBFXVvNuVC1LwsHlO1h1VUKu7sKMnbHZdafU7MnLILl9eY+meBEqxdKzHfCiuXm0uq08/DW0XyzuRL7644GNbVs++I8dGiuzSVgCaj3XWdPS9aGYoLkR4sayZK6/zOkS846wW/PdrlmJ9ixfXranDRUsDln2l0cMAYLS7Fuxy9qlgJygucHRnwFyeCeeJsGiRERobt9rDStWm2Kb8kEJsVoS/2BXKY4eC+NRfjEC6D17Qhps2Te27cmI0YabPV7tE+F326c6mvEnqScQ0Y8ZOIAI80tyUmlns0Vz4cyFYynbKJPOEyl44/ezmSO9b2LOWCx41AXloH3toO0+ywjtPoHHiiVJC8YRzlJAqq1hMuMDYbL/Z9HE0ckNXUlUFGjIE6NiwA16uM81EtCNHEL79A0A8Dvmyy+D51Cen9DfMJmKIiR5K/VpAdGBvPytD3LooU3D3OkWc2VmFx48YH1RHeADVyZR7yOeDfOWV0PbuBQAk//4IIDChpRiXeBfnRn2pO4SEqpc0UD7ZvAW67IGgRCGNn4AQ6Yfu41wWlEIM90Bz1wNl4nqcKfrGWTOE5glOI8D4HmT7LgCAnBJPAECpmaPS4ArHdp4scHQPq0uURko/G0ccDsgXX5S5vmFughBtZh5x7IS5rPo7it7/h0+zwcG3H+/GkeGp2T+fPMpGVHbJjk0lMJZk39lquRoCmZtLtMa1FxdiQ3m2zKQcu+3osheyV2OP+4sThGzmF64T/4CQuvFWq9qmJPIvBLwOdv7RNPZbLqXzRA9xgbH+Kstz4grmCFL37MnYN6oa7VhXnWQOBPnqV7F9ooKlre9EkvfcY07sKY88Aj1HO+RyQowOmMua15hY4vNO+HwTnnec1WI6FDYMHjLXS5s3w3H5ZaZgQvv7QXtTeSKyDHFJ4YH/Kxo8aEjl5IzFNVz8/ZfxpYePo3c8gUhCm2TvyaGyB2qA3ezzE3XQFdTdfyua/vcyNP3vpXAdeXDeOlOSqo59A1HzcYdfAFGiefawIg/tNpfVGtt1NxVs8WSBk2xhYZ6O/hdn5D2cb77Z8li+/HIQUcyxtU2lI40z8UTzdxa1b0LVcWLUavd8cP/Uwh150eWMjqo8W9rYlAfjCpuFrXbMXQcQKrNZ5qIDY8uw2w6dKJ709oJq0x/M21Qm0iibKIovvgKY5fadNJlE/Lf/i8TvfgcaK302RKngnSeaws4JJe22Y3GeTBBPurrYdkOZIm5Ui8KZpKhJR7BIEqQNrDOMlhAg5nOeHGdjFeg6lL89WNzBzwECL554DPGkZ5ydc1uzuBAAo6TmrlvX4NH3bcSHF7Nzn7RmDYjbDXHlyox9xKVLQeTCyzok0Zp7AgD37xnB63++B1f8cCfu2pn7/6JQtKp2dnxp8YTqqHnkY3D2GllWYmwYtQ9/EC0/2Yi6P90yIxPDc8mJYAJx1ShrP7tqABv/+lo0/+IsuA/9edJ9STIE9+G/mI+VulUzdpzzGVs8WeAonOoocXbAUiK2tcL/0IPw/s934fnSF+H+2Edn5H1sygNp/KS5XKzz5MRoHBPnCvb2F66oA0DPWAJffPi4pb/9krrymAG3scnHaIJ9Z6vlOWyfKsigxLhxIlQDdGWSHRi88wRl4jyhsheiQ4fkTt00xOPQDsyvAbVN4UihbnNZ9S+a9feP/+D/IfHjHyN+x48Q++//nvX3LxQ+80RP1kJMnRO6o90WoXeqUE0DIinlgxAQr9fyPKlm50A6Pg6qW3PQImoEndz9uNDYCBIImI+1pAB5eB+Qo936xFIg7ciRrNuVE2KEiSe6txFJVcfBQSbAtVXnFqwJIXBKAnSuDbHQYYgR0tYzM98ri6AyGZevrMm6ngL47hPdlhB/ADg+GkfveOECvcpNyMmDhoPC//RX4T7yQMa2RFfg7HsBtQ/9M1DkJEA5Mxxh1+NP4GeQQt0gugL/018BUfOLsfLgbpDU70GtXoRka+b/u83k2OLJAkerYnZVMTwz4gkAEFGEtGYN5LPOsl0n8xwxNHXnyZ4sQsnLPWHElMJmiZ85No43/mov/rxnxFy3usmDjW122Y5N+bMryIL6Wj1zW0rAd8opxn0ixNhvT3eUh+OLym4QArjr2E2U3jNz1zub8kbk3ZFVbbP63pRSJB9+2HysPPaPsnVBVXE5YeGEiE4vu573RqffKpbyJTs+X8bYkMgykBZUdN2yPWCU7Ww6zAQVcf16S8islhAgJMbQ+pONaL1jtTEznzqX0WQyw82i95Z/+1vHwE5zWa1qx76BKMbixven0SejI5Df7UcphXbsuPlYaDcmuLIFw4qrihdP1jR58e6zW7I+l9Qofv0CK5m8a+cg3vyrvXjjL/fiqaOFZS4mW88wl13HHwHUBDz77zLXaa5aRFa+zrKPNHYM3t2/KebPKGtGokZ+VzOGsVF52VwvxobgOvpQ3n3dR5m7KtF8GjBHpcGVjv2pLXB0dz30VCihkBiDNLx/kj1sbPJAdUsbvWKdJwcGM1XzpGbtmpOPe3cPQdWt3pUPX9gOYZZt2TY2UyHdPQIANtRsyL3hLEBF5hqxuEny7kQt3S3U6q7SHtRUIQJ0yQPJxW606Fhw7o7HZu7QNchDe82HyiyHxdLhYea2AABVhbrt6Vk9hkJp40pATowmLN2/StGuWD/JXKq5cvAEzklCJ2SSRNUoNh/h8k62boXAiydJ6y1OzSP/isY/XA0SHzVcJhMyMcpePFETkIaNoGNKBCRbzrCMjda3eCEK+cc6+okTxncQADweCK2G0CG0t2dsK23aNKXDfNsZzbjzbWvw21tW4+wJoaXbTxgCmKpR/OCpHlAAik7xhYeOI65M3mEx0XKG6YqUwj3w7vsDBIV9FwdfdyfGLvwiBl53F5RaJv74dv0S0MtTpCyW0ZjhPLlVyiwzkweytKBOoyXh2Xen+TDZelbJj22hYIsnCx0iINF5gfnQffRvc3gwNpWOGOkzMw90ZzWos7hWq6PR7OUBg+HCygZ6x6323DdubsDaZm+OrW1sygs+S6DB1ZB7w1nA4jzRChMviRKGkDTs/Lrkhu6Z27+Bh8oeiE5ePLHOdArRITiPPwoUKhTZVCTS2DEIqaBRzdMA3Tu7nf+0w4cz1kU/+1kkfvf7jLKUuWYRFz56MpiAV2LX0lKIJ/xnIS5blnUbS+lO0PqblcYiWJbSO6ggQDr9NMOpkgo/1VUh435ZCvfAffiv0I8ezXgvOjwMmsxe4lMOiOEeo70sjI5o1OHDKS4stn0S1wlgFaykdWtBJMNdRAiB85ZbzOfkyy6F0NSUsX+htFY70VXrwjdesxSP374Jbtn4PxmMKBgIJXFqLIEoJ5aMxTV8+e8ncr0cQ3RA8zOhx/vKL83l8dNuh+4zxCC1fg2GXv0baC6jjEiM9BtOlXnAaMp5cpawO+M5aSzze53Gs/9ukFQJruptQWzZNTNzgAsAWzyxQbzrMnNZHtyVZ0sbm/y4jrGLk1KTfTCUj2CMjXT43vWDkcLEk74QG/h85/pl+MB5s2vJtrGZDrx4EnAE5uw4gKk5T4jCnGNU9s56EGc+qMML0cnOL/yNGIkHUX/vm1H3t/eh5pF/nYvDs5kl+MDNuXBG6TlyNeJ33IHQDTeWVQmP1yGaN72qTuESSyue8GU4QgMTseJaHDtHdiKhJUBqa831evcpy/5LDnBhs2tWGaU/gmC56Y9EMsUxR98LoGPZM1v0vvLtxMVn9aTLzXi3bnuevJM0+ijL1SJ1dZbnnG97K1zvfjcc110H1/veN93DNZEEgtWNHvPxrr5I1i6KDx0Yxd8PTN4gQMnRcSfedallO+rwGoHQKXw7flTUcZcrJ4MJyFCxgnRnPOfs3W4pnbU8d/Jxczmx6GK7ZGca2J+cDZINa81lR98LIInCag9tbCbi6HvBXI4vubLo/cfiqrm8rJ6l+xfiPIkmNYynan9lgWBLuw+kjG7ebGwmgxdPahzZg/dmDYvzpEDxhO+0UyZhsWk0b7PFeaKny3Z0BfV/fjukkDEj6z72d4CWlwPApnQICXbTrDsDs/7+2uHcoaQ0GISWpSXvXMKHxspg1+SwMv12xTTKMs6Ih732Z176DD76wkfxyRc/CXHNanO9+gqb3IsoESw/ziZLHFtZCYK4caO5PLT0Q+h5114MXfNTc53r+KOgoRziSW/5ZiFJI6ysXqtqg6pRPH+CCVAbWyfPdqMjTJwQOGEKMLIJnTe9Ae4P/YulXKoU8A7gf//rMfxgW/bP+efb+7Ku54ktuzZjnervzNp2N7zx7eayY/CVvK2rK4WXusO4QHgZHmJcb1VfC5IN6wEAREui6rlvZt1PGmNZN9Hl1838gc5jbPHEBpp/kankCkoUnn13TbKHjU0mYvAoXFwYVbJ+XdGvEYwx8WRVIxtM7eiefKD2cg/bpq3aaeec2FQUcS2OmGbMxslEtljk5wK+zXChgbG8Q4Uv+ykH1MBSSHzZTios0rPvj5CH91q2dfS9OKvHZjN7CNzkkF5kWel0ockk1Oe3m48db7yJBaKmiHzwX6A88eSsHlc++HbFEph7oBTOE0Q594HHeO2Hex7Gy6NGCObu4G4M1rNWuXxOUU+sB9XcIUiLWNckobEhY59k29nQ3EauiqDGgNHsDpOJHXjKCdfxR83lZMM69IWSUFIZbw1euaCyHToybC6TmtkT6De2Wb/n3WNM+PrUpSyI+PBwPGf5dpr4oksy1o1e/FVAyGxGofk7kWg53Xzs2X93wcdcjsQVHaGEhvUCK8+Jd12OKBeS691/F5wnHrPuqGuQuKBsdQrOcBuGLZ7YAIQguur15sOqHXeAJLKr8jY2uXAffRAkNWOrVC+G0lhc4KVOKcY558mVq9isyO6+CCid2MTYyr4BNhA7o7M8unzY2BTK/jE2q1jnqptz15TFOVJo2Q7vPBHLTDypaoOzmp1ftIOHQJNJOE89lbGto+fZ2Tw0m1mEF0+oc3bbgesnT4KOG04BUhOA67bbUH3fn+B61zst20U/9zmoL7+c7SVmnSpOPBEom9AoSdlOjHOeuA3x5I8n/mjZ5sUEOy/SMBcMGh+EN87GBKSKXfP5dsV0NGguq4El7IWHmfNB6GQ373pv+YonvHMg0XGBpUy5tdqRbZcMtJNcm+Lm5tId3CRs7fTjtPZMZwwBcPGyANZxzpRXeif5bklORFe81nwYXXYtlKZNOTePrrjeXHYd/3uhh1yWpMNil3ElO0rdSkRXvR6Jpi3mOt+OH1v2c/S9YOadaJ4GUIfdgXI62OKJDQAguuoGaG6j/lFIjMFz8E9zfEQ2lQbfwSCy9uasswD5GI4o0FJjIZ9DRFu1E55UvXVSowgl8teCD3O5KIUOJGxsyoUD4wfM5c21m+fwSAwszpNCA2N554lYXmU71OmH5NYhuVPnEUUB7T0JZ/e2jG2F+OR19zYVhJowcwCEeNBcrbsCs3oY+gjLIhAWLzFb8zquuw6khjsWSpH8859n9dhy4eXEE6Iz8WRMmX55N+WcJ8TtxnB8GIdD1kDdVxLsMeW6FMW0GLycpkt87GZQCDBHhc516FHqWPcVMsREBHE5K/fQ+8qw4w6lCPz9XyHGDLccJQI0X7MlIJ/PiMuHfpwJMGJXV0kPMx+iQPCNVy/FTZusIeKXLA/A6xSxoZWJJzsnE08AjJ39SUSXXYd450UY35o/pyrReZG5LA/tBUmGcm9c5oxGVYjQcIbAREW1ZhkgyAhe/BVznaN/B6BxZW0DTIyNc5+HzdSwxRMbAAB1VCF02vvNx+4D98zdwdhUHrpmma1NNm/Js3F2+OCzpfXGjVe9l1l2hyYJjR2JslnlWo+cZ0sbm/IjpLABXaNrdjuAZIN3nhQcGMuLLGVWtpMu0eBzT6STL1raXKbhb7BtKhshPorG378Kzb86F55dv7Fkuumz7Tw5xm5cBa5kgni9cH/sY5Ztlae2gcYyQzVnG9554gS78T0ZOZlt86Lg/z7iceP+U/dnbLNPY+/DiydxLY4A99Plu/LwQhQNMiGUDw+lYVbmKyzuYuuHWFlLuVD13DfhOczENKV2JSDI2D/AnDsFddoZGwNNB8Y6nSDT6KYzFRySgA9e0I6PXdwBp0SwrtmLT1xiuH7WtzDxZF9/NNdLmFCnH8FLvoaRq34A3Zv/79DdtVBSriOiK3AdfWgaf8XcMhJVsZKcRBMJAgA0dx2UeiMXSPN3QPW1AgAI1VD14g/M/cRxJhaqtZnZMDbFYYsnFc7Tx8bwzX+cwpt+tQcjk9QJTkZsKWtbJQ/vt6iWNjb5EEMnISaCAADNXQ+1blXRr9HHzaJ0pVok1hUlnrDn6zxS0e9vYzOX8OJJlTz3ZWfzzXmSDgcVZS4MdqSPe57dfNnOk/mD69BfIEUMN0H1ti9CHmKBrLPtPEned5+5LHR2WJ6Tt26F/28PMBEgFoO2fz/mGj4w1qG1mMsnIicmLaWdFC4wVnXJ+FvP3zI34TQBi3gSHYc/pb3oArHkd/BlO/rgkLmcbNwASoy/RwtzIupK5kjRjh4tq45HQnQAvp0/Nx9rngYEL/oyAGAvJ55saJk8I0s/wTIvhI4O0/k027x2fT0ees9G3PGGFaazaWkdczWdCCam/92aQHzx5eayFMwd2lzuDEUUdBDWMUypXwsIbJwc40qUvK/80gjI1ZKQh1hbY9VvPffYFI8tnlQ4v3p+AHe+PIjjowlsPzE9Kxp1+qFWGf3TCVUhD+8rxSHaLACkIAuvUqsXTalF6ThXllPtMsSPGjcTQYYjasY+PLbzxKaSCans/O2T5r4emcosHJIkC8w3KOPA2LTzRHCwmyYSZJ0XlNoV5rItnswf3If/Yi4TUDi4cOB0h4rZgCaT0LtZToF0+ukZ2xBZhnQW6xqjHT6csc1sw5fA7u8HXClRVNEVRNXJHQL54J0nh9UeDCcM14dH9ODGRTcCsIoniERMYUMbYIGv8RqvRQgQWlqA1GPa18dcJqLD6FITF6DGUts7nRA3bWJte2Mx6D3l03HH0fciCGVjm4Eb74OaKj8a5cY8rQW0KdaOHTOXxa5FuTecBSTBOkZsrnLAJRm3pEMRBYeGSuu6UqsXs/fmWj5XGi+cCqGTE08mCiGhLe/mgpGjaP71BWj9yUY4OPFEqS1+ctPGii2eVDh8MOZz0xRPgJSKmcKz/495trSxYXgO3GsuK/VrpvQaYU48SSf8d9SwAcELp3J/v8MJDb3jxuw4gZE8b2NTSYwlWTmB3zG7XUCyobtZYLMYH8mzJaOcWxWnnSWizM1ojrO/i29zaZftzA9IMgJnf/bOSbrogu5ryfrcTEBHRoD0bLrXC2n16qzbiVzXGN4pMFec1s7GmEeGY6iWmUNrurknvJNkRGBCzJa6LWj1GOUHVCBIcqVDSAsuXHmNUmt16hGHA0IHu6nkxZBk4wYoYa79cp0DRBAgNLJSSTo2/TyXUiEPsvbMoU3vtIQc8wH76QmnfKjPsU5P4uLFebacfSSR4Jwudt3b1Tc9YW4imo+F4wqRgTxbljcngwksJez7rKUmvE0EGeHN7865f6LtbOi+2QsKnq/Y4kmFs6mNzVAeGy2sLj0fkTU3mcuuI38D9OmVAtnMf4ToEFzHHjYfJzovnNLrZBNPzl7ELqb7BnJfTPcPRM2w2WX1bkvInY1NJcCLJwFHYO4OJIXmqjOXhVhhOQDWsp3ycp6kbzp45wkdD5rLtvNk/iEFczs3ZrvbBB8WK7a15dxOWLbUXFaemfuuTy1+5jwZDCuodnDiSXLqIgNNJAxBCQAEAUNuNtasd9Zbcp/CHuZSSJfh6OOsI6QeyMyu4bvv8A6X6Jo3Qk2yWx+HPmh0IuEyU8pJPHEMco6B+nVsWdMRVYxzmUgAr2Py2zltH3OT8w6ncmFVE3M7ltp5onmZYCAHDwN6+ZRmFcNoVMUl4g7zcbbJyujy66ClylQnEuu6bIaObGFhiycVTnMVlwkRnr7QkWzdap5kxEQQrhOPT/s1beY3jt7nQKhxIUo2rEei7ZwpvQ7fTcefEj+WcHWwJ0cTUPXsdbB8yQ8/2LOxqRT4WdyAHJi7A0nBO0/S4glJRuDZdyekkYNZ9ynnVsVU9iDZsM7iPCFc5olStwI0VTsuaHEQde7DOm2mh6PvhZzPpcu4ZgvKiSektjbndtLmzYBsfA/p4OCch8ZWOUU4JUO8iCo6fCL73KbjPNFPnjSdOEJLC0YoC3CtdlRjTWANZGJ8Dkdr2fVdO3zI+DfKXCuCm910pyFuNnbgP8Nk0xZEa5lwIDp1OHqetYonXIeeuUbmysyUBuYMH4uzz6TKJU3a2p6qquU7KLS359l6bljGjfe2nwhBL2HuiebvgOYxAo+FxBjkkcqLJaCUIh4LozEVFksFCcmWzPI/6qzG4Ov/iNCW91quw4nm0xBddcNsHe68xhZPKhw+22Ekqkz/ZEMExLhEcsnOPbGZBO/eP5jLifZzppR3AgDhJLOgpp0nPqdodtxRdIqjw9kHkiHOvlrlsl0nNpWFTnWMJ9lMalmU7bhYAKOQCoMOPPYJBB7/NOrvuQkil3OUhqjlW7YDAMnm0yByzhN9zLhho6ITSv1aS4AosUt3Kh6+nHQi/Pd7NtB7mVBn5mtkgYgihCbmutD7+nJuOxsQQtDgZRMSDsKV8YSmHrypjzJ3F2lqQjAZNB8HHAF4JA9qnYbI1F3P7ddvZJ3oceZElSYTT7hgWhCCaCsLDxUdOhz9L4Fw7hV9jJ2L5xQtCSHVHYoSEVqqkwoAjFlKdiYf89DhYVOsIjU1IHL5lTZvaPWaAcWnxhI4NjJ9N70JEZBs2GA+lEYrLzQ2lNBQS9nvRvM0AiT7bbzua0Ho9H9G7207MPjq32Lkiu9i+NqfAaI9uVgKbPGkwnFKAvypE6dGgWAsf6hmIajVneayWMG1gTYzjxjugTPVopgSEdHVb5jya4XimWU7gDVF/h+Hs890hZPcvg5bPLGpLEJKCDqMm3qf5IMszP3Ali9rIMkIQCncqfI8QY2h9qF/ztiHcG1/y1E8UQNL4PCza2RizPicEy2nA6LDKhjZpTsVjRAdgDxidKuhggylZqnleT2HrX2m0PYxB4G4bGmeLQGhiZUYzLV4AgDNfnY+ElSmZPz2yG+hTbX8gRM0iMeDwTgLb06XLaZLhCIuNiFj5qRE2USK7M0iNnuYeIIJ7h3KlfyIDgpH/0sQ/FyZz1iw4D9jJhESXGmS02+ZmBrmug8WlHeyl33/hFluUVwoHoeILe3suvP1R7O3wx6JKvjqIyfw5YdPFFXeowa6zOVKbIgxElXRBHZd0r2NebZmKM2bEe+6zNKVx2Z62OLJPKCeC8fsHpt+e2E9ZW0DADE6mGdLm4WOmw+KbVxvmRkplgGu7CzADQbO4kLETgSzz0SMc8KLv4CBhI1NOcFnB/CZAnOJLjPRUlAiECaExsqjh+A6+qBlnRjmguy85RdKl2g/F85qdp5JhgyhdeycfwNgdSOItnhS0ThPPW0uJ5s2I9FhzeLSXbP7O0s7JoDJwzpJMyee9M69eLK5jQkLJMRKXhSq4JG+R6b0mpQTP+B2YU+QtZBeUrUEAGvZHpnQcQcApAgbCzj8mWVQ1rId67jBIp44dQhKFJKLnRf0U+XRjUXg3Ih0QpnZS92szGlxXX6hmlKK5D1srCYszS/ezSUbWtl1Z2dPBAMhdk8TTWr46iMncO2Pd+HeXcO4b88w3v1/B3AkhyN5ImqA/d3uQ/cDVM+zdfmxqy+CFsLyxzRPYeKJTemxxZN5wPJ6dpF4uSecZ8vC0N1cUGCBXRZsFibOk0+ay5GVU6+lHIkqGE25plySgGYut6Sda8F3KphdHMwWNmtjUynwlnW+m8VcYmlVrEQt7cjTOLuftjyWxk+Zy5q//Grqtao2KMvOZ4+TAiJLr4EWMG5mrc6T4Gwfnk0JcQzsNJcTbWcjvO4Wy/P8OGc24G/YiT9/WZ7Qwokn/XMvnvBjzOGQCxtrNpqP7zlxDyileKT3EfzHjv/A7uDubC+RAY0x50ncSZDQjZK/Wkctmt3G3++Xjc+Jb1dMwxFoVIMcY2KHszqzBCtX5gkAaAcOmMuSyxg7eAkLFy6HFtEAQBJMVNcniOqngqxEknfnZkN9+mloO1O/B0GA84035d1+Lrl2DftdUgB37xoyH3/mgWO4d5c1vDym6Pj2492gBUQWxLsuAU2VrYjRAUueTCVwYDCG80XWfSmj047NrGGLJ/OA1VxCde94CZwntnXZpgCk0cOWNpCJ9nOn/Fr9ITYQ6gg4IXD21PYAGzkdGoohlMgsTePDZu2yHZtKwxIWWwaddgCAcs4TMTZkaZmZRpjgTBTi3KyYtzyt4dHT3gEipgbalCC88i3mc7qDm2FP5m6NblP+kFROD2CIZhPbEiebNs/q8ehB9hsngUDeba1lO/15tpwd+BD2/lASb1/+dvPxodAh3H/qfnxz9zexbXAbvvDyF6Dqk5eP886TuINd79M5JwATkiOcsYJGwogoEfg4M4lQlSlGES87f+kDrPw8HI5B3b8/tRHgbTJECE/iFfYew8MF3YwXguvYw6i/+w2oefD2jPPlZGSU7XAMcWU7Db78ORbJBx8yl+XLL8vb7Wmu8bskfOpSFh3w0P5RjEQVvPP3+7HtWPYsmu0nQ3jx1OQTx9RZjfiiS8zH7kN/mf4BzyLBmIK15Jj5OL7oojk7loWOLZ7MA2q40NhSZJ5ofNlOqNseRNpkxdH7vLmcbNwwrd7xUS6zxDtB/KjzSGhNDd5UneKBfZmC3ig3C+W3A2NtKgyL86RMynZ45wkA+Ld/K2MbR//LAHejZGlVLLkzti8Hki2ng1Sxz1hxsJtq/pj5v8Wm8hC4cYvuNESxsbM/CUokJFpOR6LjvFk7FqooQDh1cycIlja62RCamfCo9/bO5KEVRHMVuznvCyWxxLcMnV52g3vHgTugUOMaPJIcwUsjL03+olzmybjErt91TuY8SJ8Lo3zmSTiCkBqCh/t5El9m22lxNWvhqm7fDkopKKX4z98+D5ISRrSaWohOY9kRPQU4Un+npgHxEvz+tSQCj/0bHIOvwH3s72j+9QVwTHDr5aNQ8YQv3Z+I3tcP9UnmEHa+7nUFv/9ccemKAMTU3WnPeBLX/ngXdvdHLdt88erFOLOT/Y4+cPchPHV08u5P8U5Wvufb+VNLqWm5MxRW0UqYE0etzl/+ZzNz2OLJPKDGzTIeSiGeUEcVlLrVAABCNchDlWVts5kdpCCztsY7L57Wa8UUVnvqcVhPS4QQvGETE/R+ub0PcW57SikODLJZrEU15RdUaWOTDz7zpFycJxNT/Pk2xGnE2BCkIOtawLf3LVfxBADA2fxpiN1kU5kXT6yDdZvKQuBKHmiqe1Vk/VvR90/PYfi6X81qeCId41wnfj+ImF/gF1o4Qa9/7p0nXqeIOo8xzkxqFDt7YvjYuo+Zzyd1q+P54PhBbBvYhm/s/gb2j+3P+pp82U4PF4LZ4e0wl7t8XQAmlO1EwggpITSOMWeIkMXJI65dA3gMAZgODIAOD+PxI2MInWA3y0elAPTUeUpQwiA+5lah4emXwMvD+yy5JQBQ++AHLOfMfPBl83zmCaUUwxE21m/II56or+wEdGO8JHR1QVi2rKD3nkvcsoiLlwVyPv+zN67ExcsC+KczrRN2n/zz0UkDZGPLroXuZOJ5028vRdX2b1VEa/pweAzVxPjd6IIM3Z275bnNzGKLJ/MAvk1ZKcQTAFC5WjohNpxnS5sFCaVwnXzCfKjWLJnWy0UV5jxxy5mnpStW1kISjNmn4aiKXX2sq0cooZmBsR5ZQFu13YrNprIIKkFzuVycJ4DRQSsbiaYt5rI8cjC1MZ3gPHFO3K1s4Gf+aZjvEMSJJ0r5D6ZtckMSvPOEu/GcA1GP8m15qyf/fZOaGtMFQUMhaEePzdShFcx5S9hxHxiMYrl/Oc6sPzPrtr84/At86ZUv4cGeB/Hplz6NWJYbUxph4skBlWUl8XkqafEkzM2H6P0DiA72oCX1kWoCgdDVlfH6RJIgNLBJFzo2hkcPBbFsjIXBHnHVYczFSlgENxs78KLqVHEfuj9jnaBE4H/mawXtLw+zbBa1ustc7h5LIq4agohbFjImnHiUxx9nr3fuuSBcSXQ58/GLO7G2yep+vHJlDf7x/o1Y2Wis39jqw3vOZkKjqlP85NlJnFqChOhKq/um6qUfov7em4EydhtqOoUjwv421ducs02xzcxjf/LzgIC7tGU7gJ17YpMfMXQS0tgx83GSu5maClGL8yTzhi3glvCq1Uxlf/RQ0FyOcCU/VS6xYgYHNjZpglw+Q7kExgLAyBXfzVinS24oTewGRwylbkZ0BSTVvYASqazbIvI2fxrmnCd22c68wVK248gf0DrTaN3shp0Pg80FIQTS+nXm4+Q998zEYRVFB5c91pfKKLuw6cJcm0PRjW3GlDG8MPxCxvO882RYYALmqupV5nK6286oDxiqTl3X43G4Ht5mbhOqdYE4sk+YEL79cCiEXb0RrBk+Zq7bU9uFfQnWellwCdz2JXCeDLLw3PAGlhPj6NkOFNDiWRpjDhWldqW5/NwJ5mbZ3ObLOeZRnnkW6lPssxKWTm+SazbxOkXc8YYVuP8d63D7ea348jWL8dkruyCL1tvWt57RjB/euMJ8/I/DY3jvnQcsZU0TGT/zQ4h3nG9ZJw/vRdWL3y/tH1FC9vZHsRUsl0cP2CU7c4ktnswDAm52szkWV5FQp99+yxZPbLKiJeHZdyeafneluSrRtAW6pz7PTpMTS3LiSRbnCQBs5epbH9w/Aj1Vtxzh9p2Yl2JjU+5QSrF3jJVGtnqm3u671CSbNmWsUxrWQXcGzMfp8gir66S8S+eEeparoB08aC7bZTvzBEqtZTvO/BkjM41+4oS5LHR05tmS4bju1eayxu0/V1hyT1KNCS5qvsgUOxxCbsdnbyzTDcBnufS7jdcTiACfzIRNj5RyHhCCZ9j9MVz7WecvxZvb4cZ3NTp2YhA940k0R1kpzOFAG3bGuO6SDlYKVIqyHTHM/sbImpvMPEFBjcIx8PKk+/Njb53LIjxRQKcdfXwcsa8xhwupq4N8+umFH3wZQAhBrUfGm7c04cKlgZzbrWv2YGUD33U0gg/efQgxJYdAJcgYedUdGLrmp5bV3j2/A0oUFOx78fto/M0lCDz6cUDPLeQUyu6+CNaQ4+bjxATxx2Z2scWTeYAsCuisMS4gOgX29E9/0Ke7Auay3bLRBgCIEkHDH1+PwOOftqzXqhdN+7UnK9sBgIuWBcznIkkdPWPJ1HLusFkbm3InokYwlDBC4ByCA8urls/xETGoMwDNZW0DGl90CTROLE3fIBCFXXd4EaIcETezTivaHiZcUYnZxAW7bKdiIUoUJHXDQgUZVJxbMU8/zsQPcVFh4onQxa6rlOsWM1fw4snx0TgopZAECV/a8iXcvup2fPOMb+JtS9+Wdd/BuLXLDNU06CdZqc6p1OnEL/shpEoRVJ1CJKIpoPTUMXdF3cvHzGXNl/tcQ7guPKdOGufY6gQTRYJOH05QFs4rccG1fGvpKaGrEKMsr0bzNls6PLn33zXpS/Bjb35MfnSYCdUdWTLeKKWIffOboEG2v+fzn88arDsfIITgC1cvxnpOSDo6Esf77jyI4TwOlGTb2bj7sqcQE4zvmJAMwVcC9wnp3wX/89+FFOmF5+Cf4D7yt2m9HqUUDx4YxRaBCf1KTfln18xnbPFknrCqkW9XnBnsVyy288RmIp59d0IePZSxPtm4YdqvHZukbAcABEKwrpldHPcPGDdrVvHEPqXZVBZ8m+IaRw1EoYwEQEIyMiKUupWWlH9pzJgF5oMRJ3aGKDfETnYDy7cx5R0zlRAgaJMdcZyJFVpVKzDHpZzayZPmstBZoHjC5XXog4Og0bl1QnXVuuCUjM/xZDCBU2PGONMreXFdx3VY7l+ONYE1Wfe99+S9lta/encPoBg3tVpdwOymky5Z/MFTPbj0+y/ju090wycZN/wHW7P/H+r+3IKAUMdKfZMHD4FQHdVJViI05vDhOCeeyC4mSug9rNRqKojhXrOMUXPXA6IDkdU3mc+7Tm3L73KgOoil247x2YxEFbx4ipWkLarJdN4kf/8HqI+zTDrXBz4AafWqjO3mE23VTvzwxhV47znMubl/MIbrfrILj3Fl3jy/fqEfH7r/OH6fZJ23vLt+bekgNxXEx75geew+cO+0HC37B2MY6z+BpYIxUaGLzllvtW5jxb7TmCdUu1jHnXR45nTQvI3msjyyb9qvZ1PhaElUvZCpyMc7L84I35oKvHiSy3kCACsa2Y1cusOOXbZjU8mMc6JDOYXFpomueaPlsdK4AZqfdcQQwn3Gv1zGBJ3jjInJEBrZ9U3v6wNNdaPQHay8g79xsaksJE484YM25wo6zNqLCs2TZ54AAHG7ISxJiZSqCvX552fi0ArG4xAtk3QDocwZ/Y01G02xYyKHQmziRT92zFxOtDGRyC9XYzCcxK9e6IeiU/zvSwNwEOM9jzcRxK7KzFgRF+fO8ZA2bTKXG44fgE+JQUwJGvB68clXLcUJys4FTg87h2nHWInEVHD0sZwXtdZwCSRbz4QuGxNAYqQPTi50fyIkMQ4C44Y7qfkR+fwXEfn3T+Plv2+HlroPX1zrwuJaJvjSSASRj38C8TvuMNfJl1wC5/WvndbfUkncfFojzuiwlun9z5PdiCat90XHRuL4f9uMzktfUd+EGDWcVWIiCEffi1N+f5IYBznymGWd69ST8O761ZRfc9ueY9jm+mfzcbL5NKCMA9kXArZ4Mk/wcx13xuPTD41VmjaBpgL/5NHDIJxab7PwcPS/ZJlZ7nvzI+h5xy6MXPV9QJx+d5twgl3YPHJuAWRlAxu8HRjMdJ7kcq3Y2JQrPTHWOrPOWZdny7khsuZNSLSeBQAYvP5OUNkL3cFukIRUNohlltQxtxkTk+LzsTyEZBLqC8aNjsblCojRuS+VsJkafItXzdOUZ8uZh1Jq6ejEd3qaDGkLC2Ln3StzRQ3XnGA0S3MCQgjObjw7674PdD8APSVcqLtZkOpIE3OTvnhcwGt+utuyXyLJbhL7/+laSK+73nx8qg5ouSF7qRAACEuXmsttoQHUx5jLTwgEcNWqWniqOJe1m/0/6dPMmZFGD5vLyabTUm8gIbb0anO9o3d77mPnQsSHdldBffxxqNu2Yct/fxpv2fMAAOC6tXWWsNjY974Pdbv1NR3XXTedP6PiEAjBZ69chCtWsv/XnvEkfjyhC8+Pn+mFnhKh4nDibu1c8zl5aM+U39+7+zcgNHMC27fjR1Nyn2g6xWn7/8uyLtF+zpSPz6Y02OLJPMFfYucJldyG1TCFXbqzsHEfecBcji67FrqvBShheUEPV2rWVJW7S8cKLhRs/2AMlFLLjIJdtmNTaWwfYoPdpVVL82w5N1CHD8PX/gw979oLpWGtsVJ0gqayCYiWBHQFQqJyynYIIZAvvdR8rD75FABA97BZaDE6ULLwQJvZxZK/48geqDlb0MFBs0SFVFWZLYgLQehgDi/1+cyONbNNjYeNM7OJJwDwjuXvwOsXvR6v6XgNbl91u7n+/lP34wPPfgDjyjjU55411+/uYtdsLdaBiagqc1aMauNIvvNmvP2DIr5yg4AvvLsGVYHc4hiprgZJlT85dRW37HuQPVdj3FyfuYy1uvXw4skQcwuleejAKM75zku46Hs78Ozx/M40Mcb213zMbZRoO8tcdgztyr1/xBBvdZVgfL/1PPTmAw/jAzvuxMWdbDKJapqlLTEAON7wBkgbp19WXWnUemR87soufPB81ob6dy8NYnef8f87FlMtHRvbqh04TNm2YpAFEheD3P8S/M9/x3w8tvVfzXIrMTYEeXBn0a95anAEryJPW9bFF18xpeOzKR32ncY8we/knCeJ0rQrpnxoLKeC2yw8XEcfNpejK67Ps+XU6A4mzeX26tx2xPaA0+zGE4ypGIooGImy77vPdp7YVBj7xlhZ5Jn1Z87hkRQBIZZwVaLEJpTtlLnzBIC0Yb25rI8YTgXq8EKXjb+LaEkQ7m+yqRwEhd0E89/TuUDjSlSErkU528pmQz77bEAwrnfayy9D7+sr9eEVRY2biSfBHOJJwBHAu1a8C+9b9T5c0XoFJML2ORQ6hAdO/RV6P3N17W5nZbd6sgETCYdZbsnR8FGE1BDCHoIXlwtwufKfZwghFufFOb1MrBBXGa1/33VuB0ZgiL2yQ4cupyZvYjHQCPsebTs2hs8+cAwAkNQoPnTvYQyE2LhlIkKUE0+4gG21jmWPOLufYa3eJ5DuxhMbkpHFyICrjz2DwIP3sdfdvh1I5+IIAvx/fxju97w75/EtBF6/oQGtfiZWvufOA/jznmG8/ff7kZajVjV68OubV+MoZQJXuP8IikZXEXj8s+ZDzduMyLq3mK5NAPDt/EXRLzt02FpCNHDDvZayWZu5wRZP5gnWsp3pO08AQHex+nu7487ChShRcxaFCjKSrVtL+vqaThHkSs3qfbmdJwIhWFZvzT3Zy3WXWlJX3l0+bGx4omoUA3F2I9HubZ/DoykOKvPiSRSED4wt88wTACCBgLlMx7m2trwoZIfGViS880Sfa+dJkCsVaSyuhEior4fEdYZSd+V2KpQSSqkl4DUNL56MRidvv+oUnTi38VzLut6hI0A8FczqdKJH4H57amZeyvg4c4N1R7sRVli3HL6tcS5yBaWKqZIegRCE3YbrgBBg3MnGEGmxqj+UxCfvz3QjXP+z3dD07O40MczKMXXOxa1WL0ayYZ35OPD4v8O78+cgE9zd4tgxAEAywj7z3S0rMcK13dYOcN1XnmD5KY7XXV+USDdfkUSC27YyZ5GmA198+AR6x5nodeXKGjglAStXrDbXVY3tK7i9MEmMgSRD8D/zdcij7P9j5LL/NkKCucww15EHIA/uzvYyuV+/h4knL9VdC7V2RZ6tbWYLWzyZJ/CBsYPh6fcUBwDdGTCXbefJwkWMsNkuzdtU0nIdAIjznXZkAcIkF/0VjXzuSQw9Y6zkZ3mDLZ7YVA4vDL8ALTWtuLRqKbzS3N7oFQMvnghqFEKCuTTKvWwHAIifTQ7QMSb8WDruaNPvXGcz+xDeeSLPsXgSYwIccRffMllcyzrYKE8+WZJjyoe6bx+OX3oZIu97P/T+fstzgQKcJzyUUlzf/H60upkonBxg2RNCfT0GE8yhoSsBnL+kGq9eW4dLlweM19DYeSaiRCziSZU8ucNNzyFYkTqWL+WuZx2QRvzs+5LOQnrq6BiULCIJBfCXvSMZ68XxE5CDhnuBig5LdzIQgujKG8yHzu5nUP3MV9Fw1+shhNlnI6acK2qUjbd2VrXjS2e+1XysHTjAwq572L7S6adn/ZsXIq9aXYsf3rgc9V4p47lFNU68foPhdtq4dj16qOFy8uph9ByeRKjUkgg88jE0/+JstPz8TPh2/dJ8Sr3gE1CaNgEAkq1bkWwwXI4EFO7Dfynq+OvHuONo3ZJ7Q5tZxRZP5gmL61wQUvecx0biiCSm7z7h+8rbzpOFi8hd0Pna3VIRLbDTTppldWwAenw0bnGt8DNjNjblzksjL5nLW+tL6+iaafQ8zhPqLP+yHVLNBB59ZMScaadcFwOixjP2syl/LJkn8tyW7ZguCwBwFy/uS2ecYS6rTz8DqpamLDsXiV/+EtrQELT9+xH5zGctzxWSeZKGUorP/e04bvvdERzc81pzvfsYJ5bU1SCmGeIS1WU0ePz46rVL8IlLO82OKVRjn1lYDWOIE1uqpMnPM/2uaujInJAR6pgbxOMLmMvDDUxU1U+dgk4p7nyZvefbzmhCJ9ce+KfP9UKdIKzIw6wUM9FyRkbuTmz5ddC81rGUFOlF9VOsxa0QGwYAJMNMPBnw1OBQdRtiDmMMpPf2Qj95EjQeh3aIdTMSmpnbwgZY3+LDJy+1tgiXBIKfv2kVJNH4bqxr9eGUg2WOvfBKfvHEdfxReA7dZ3ZESpNs2gz9rPezFYQgvPE28yHfhWkyYkkVy9X95uPAUlsUKxds8WSe4JZFdASMEzoF0JenFrNQdBeXQm53Hliw8InwWlVnni2nRkwprltOnZeV9fSHkkioxsVLFkhB4ouNTbnQF2OurpXVK+fwSIqHn9EnStQaGFsJZTvV1YAvZfsPh6EfNrpjUJFznqi286QS4TNP9HJynriKd55Ia9eCpFtrKwr0o1MLsywE7eRJqM+wMFf94EHQKBOiLGU7k4gn336iGw8dMEpReAFkxa6gudy9mBMwE01o9TNRwnSY6uwzi6pRPDvIjm+Zf9lkfxKOjGvYU9eVsZ7UsSwV/lxGPWwMoQ8O4YkjYzg2aghgkkDw6rX1+H+vX25u0x9SzM5/afjJRs2b6XyhsgejF33J7GiZxn38EThP/AMAC5yNj7DMjqP+FiQkB8JdrHQj/E9vx/jV1wBcPovQxEqdbAzOWuTHNWuM/3OHSPDDG1fAKbH/a4EQNHew/9dQ36G891HOnmeyrh+95OuAZP2dJ5tZ6Z1j4GVIo4cm7paVQ/teRh0xHJ3j8MHZUH6B8gsV+05jHlHnYSfikQLqUSdDCbAfarF1ejbzB75tW7zj3DxbTo1inSf87NfxEXZzU+2W7Dpfm4piKM5mNBtcmWGJ5Yw18yRiCYwt+1bFAIgoQtq40XyspVqTUpFznmi286QSKSfnCeWcJ2QKzhMAEJczkSD87vcg8bvfZ80kmS7qM5k3hPrwsLkcsGSe5BZPBsNJ/GHHoPmYF08W97Ib0oMbWOmMGllmyTNb2eBGrUcC5cSTsBrG8chx8/HpdZPPxB8eiuGRjtOsKwmxtIzmW68TD/tc9cFB/PRZJnC/drEL/q98DuSm1+P9CnMEHBmynid48YRy5e88ybaz0f+mhzH4mt8i3nmxub766a8AWhJCdBiUWp0nR6tbAQC+xbkDQ0lDA4gzd+j+QoUQgk9d2olfvnkV7v6ntVjdlHle8Lewe54zyD78jPu/t6ArcB+833wY3vBPCK97CwZf+ztoVW2Zm3saEW9nY2fnqacKOmbtKMuxOe7fAhD7lr1csP8n5hH8TeVIngtboaj1LEBJGp9ez3ubykWMsLpnrXpRyV8/xrUaLkg84euuuZKdapfdacemshhMsBuMemd9ni3LDz5YVUiGQRJ82U75O08AQGhkM7Q03ZrUUrZjO08qkXLKPAHnPMEUnCcAIJ9/geVx/I47oE5oS1sKtBMnM9bp3Sz41O+SzPLwUEKDqmUXcI4MTxAddReoLqNlmKJxPLWPy4UT9ex6T1UfLlwaMB8TQtBS5bAILxE1grEkC5itd01+zjw8HMf2JmtorPPWWy0TLZQTT1w+9jepff04NMi+S2/d9zfDmROJ4LLHfg+HZkxS7upj2wDWjEDewT0R3dsIpWkzxs7+mLlOGjsG98H7QKgKXSUANY4zJjqQFGVIAkH1aRtzvSTk88/P+dxCh6QaDtR4sjclSHACx9nCbjy4bzDrRLQ8fABCKntH8zZjfOu/YvycT0FpNP5fnj4ygnf/3wG8/Xf78JsX+kEpRbzrMnN/V8pdNBm+MHOZhevtvJNywhZP5hH8CWEyS2UhaC5ma7QzTxYuFvHEU1y3gEKwOE8cArYNbMPvj/7eMkjiqXFnv/Dxock2NuVOMBlEVDVmyGVBhl+uDMEhjeZjdfXS6KGKc54AgFDPZr7TM+yWsh3beVKRCDHWuWSuv4ulcJ7Il18Gx+teZ1mn/KP04gkdzCzPVp9nZbuiQOB3ZZ+84DkwyASjV62qxScv7YIeb8H6Y0yYkE7bgv1B9v8kEy/Wt1iFrgafA6ASqG5MjCi6gqhmnDNFIsInTd5t5/BwDEPuAD5+7nuguz1w3X47nLfcbNlG57r21Pt1jKfcSkI0gjUjhtNlS5sPjhfZZ+GKjOMNBx4BYATK8ghc5xw+OzAXWnUXEk3s5thz4G5j3yS7RYvIxnfnvMV+uC65GOKa1cjA64Xj+tdO+n422dGqF0FLdUZyEA31+jDu2z2csZ3zxGPmcqLZ6ggJJzT8yx924pXeCPYNxPC9p3rw6KEgEh3ng6ayd5zdT0MKTt4OuSrBxt5SbelL5m2mji2ezCNqOefJcAnKdqjTD5o6KQhKuODWXTbzB6LGICSMgQEVZOju2kn2KJ4YJ55EHc/gP17+D/z00E/xrT3fyrq9SxawoSVzNnFR7dRm9Wxs5gJL7X7VsoorOUs2rDWX5ZEDVvGkQpwnpJ7NXKedJ7QSnCczULIxb9CSZoc4SgSLyDcXTDfzBDBmzN23vx/e7/2PuU7Zts3y2tOFRqNQs4Rk6v1WQaWQdsWPHwmayxtbvbhubR2W+NvROMa+t+KqVRiOM9FhZV29JYMCAJqqZADEUrqTplqunvScmVB1nAoav+FXGpbBdc89cGZp48sHui7x63i2mXU4Who8BQC4oWoctLfXst8bD/wdy4KnMBxVEeaaNPCTjfmcJzxK4wZz2ZkKFdUUdpxh2fgMzu6qBhEEeP7905Avvhjyq65C1Z3/B9+vfomqX/8KYltm2YhN4Wh+1hmqUxjAj57pRe+49TrAd8xJtJ1jLuuU4vMPHs/4XXzx4RMYlZuQ6LyIvcahybvu1Krst+epz12qZTP72OLJPKK5igVLvXAynGfLAiGCJfhPiGd3AtjMX8QxVl+seRtnpOYyypXtDImsxvOF4Rdy1nWf0Zk5m3j16tILOzY2MwUfFru5dnOeLcsT3c2EB5IMgXDiCa0U5wlXtqMdOAhKqaVVMcqw245nz+/Q/PMzEHjsU7aIkgUx3GN2wNC8TYDomGSPGWaa3XZ4xFWrWHhsMgm9u3tar8ejPv+CtcQoBR21tuLly8NztSvu54I209fqencA9ayyD0JjI8IqO2dcvLg143XSTRD0ZGYeVLM7f+e/pKrjm4+dQroRTmu1A245e2kv7zxpkBM45mev3RE2bmA3dmfm/olUx5l9Ribc0RH22Umjh81lzVNYllV4/Vsz1mVznqxoMP4Vmpvg+fS/w/PRj0KorYXY1gahujrjNWyKQ61iIsUKYnx/vvjQCeipcy1RIpCCRjmNDgGfProW96fcKf/38iCePJp5nxRTdPxgWw/iXZeY69wH7817HN2DI2imLBPN32A7T8oJWzyZR5zTxYSOg4PRnPWoxUD5dsVcHafNwsDR96K5rKR61ZeacXPGRkcMzKaY0BMYV8az7nPeYusgwSMLWQPAbGzKFb7lZiG1++UGP1srRgZAqOEg02UPIFRGCZ24erWZQ6F3d4OOjEwIjC0v54kQGYD/6a9CUCLwHLgbzu5tc31IZYeQZBNHumvuBfVSOE/M/QmB2MluovTBwTxbF4c+xM5H7rPOYutHRi3b8c6TbNl6mk4tYbLpRgaLqmvRGGRj0iOkCnGd/V+tqs88B25pN4QXLZqZtXZ+U+5sD02n+NC9h3HfHlZycWZnbjccn3niSAbRvJYFh64dPoozGkQIv/qFuU5YxgJ8t6bEk/t3GyITSYxBChnZMVR0QKmz5q3kQve1ZAgtVueJG61+B5Y3TE+As8kP7wC6XHgeAPBidxgv9xi5No6e50xx9pDegvsPxvClv5/A23+3D99+nImZb9jUgA+cx1xAjx4KIrL0GrPDkhQ6habfXAQxlF0ADe77B5zEcLB0i+0Q3ZXh5lwo2OLJPMLvktCQauOq0VK1Kw6Yy3buycJDDDObqlK7Is+WU+fIsDG4FL2HoMI683U4dDjbLljZ6MH7zmUzVe85pxVChZU92CxshhNsYF/nrMuzZXnCt4BN3ywAgO6snNlP4nBAaGc2bX1g0OI8KTfxxH34LxC4HBb3gXvm7mDKFKKyawiVZqaUU+/vh3bgAKiuT74t162G+Kd/A0QamMigDw7l2bI46FjQXHasYC1b6ciIxQFay2Xr7RuwtugFgJ7xBNLzdgG3BEeqFKfDV4tWLj7i7jEBRE69JyVYHMh0aDT6jPeiaqaTbWlV7ratTx0dw0vdVvf1BUtyn5dUPxOkpOARXHr16VAEw6WyeLwPn//Fxy3bO296AyAYf9eK4Ck0Rkbw130j6AslIcSYU0fzNhflfFJqllseq4Qdc0R2Y12L1x7nzDDxjvPM5bUO5g79/UuGA8m7+7fmum06K13dN8DOO41VTrzn7Fa8cXMDXKnv/3hcw6giWcQ0MdIP34s/yHoc+jgLau72b5riX2MzU9jiyTyjPcBmzdK1ntNBd7J6TSGWGZxkM78RuYGA7p6ZG7wTo8b3VHBmtoXbOboz5363nNaE3791NX715lW4YWNltXm1sRmMV26nHSB3FxM1kPumphwR+NyTwUFrYGyZle2k7eJp5OF9c3Qk5Qv/fzYT4om6axdCb30bwu95L6L/9u95t6XJJOhAKreAEAitmaUpxSI0sGtdtoDXqaKfYjPgckcn6wyUTIJyAtAZHUzIePFUZnn4wweC5nJ7NRuP1kdEeFLzeWGngKcifSDEEJ88pAVeKfN84pYFOCUCqmUGwy7yZe/8p+oUn/iz9XdS55GwsTV3uCx1BYwSLwBEV9BerUBYwU0WJdlEJKmrg3z++RDXMyfu4vFeqDrFn/cMTys4O7LuFsvjmJdlr4Rll+XztJkZtKo2UGIIZzXaMFwwxqdPHh2DevIFuE49aW77E+1VGft7ZAHfvWkDXLIAQgi6uCy+I8NxxBdfbtleHj2U9ThIhI0PdG/pGzXYTA9bPJlndNawk+vzp0J5tiwMletZLoZOTfv1bCoLIc4GTTMlnqTrpoX0LBQHnwuRjY6AC0vrbRurTWUxnBjGiYjR/l2AMGn9fjmSUzypqTDxhLsZ1YcmOE+USLZd5gwpdML6eOw4oE+/s958YqbFk8T/3Qkohp1effbZvKUz+uAQkHKnkIYGEMf081d4ASZbwOtUUV95xVx2bVgPceVK9tzLbBJjTTMrj+0ZT2TkkvFte89axMSDxSPMsdJdryNEWJ5aQGLZQzyEEATcEqhqFT421GxAwBHI2D4YU3HB/+ywrLv1jCb88MYVcMn5b3f4YFdBCcPVniV4lRB4/vPzIA4HxMWLzdXtqVyU3X0RCNNo2Z5YdDHC694KKsiIt52DaJKFHXf7Gu1Q/NlAkKFx9z2X1hpjYJ0CYztYTsk/tA2Ie9px59vW4LXr6rC41oXzFvvxszetxObOgLndCq7M6rFDQezpvAXbln7IXCcN7bG4ldKIUXZekaqy/z5s5g5bPJlnnNPFbH6v9E5/4McnT0vjJ/NsaTMfsVhQZ6DTDmDYGQGASJlBWwPx0s2s2diUC8fCx8zlVdWr4JMnb7lZblDJbXZj49Gdgdk/mGlAePHkxEloPiZkSePlNWEgTjgeoiu2I3QCVvGktMI6jcWgbrPmzOgn83xHomwMRnyl+Y1Lp59uLmt794JqWp6tC4OqKnOXEALHsmUQ+dIdzuFS45bgTgkRkaRuXr/THB9hn/+FywLmsu9ZJsB01xFIvoPm4+o8Do0atwQ90QRKU50fiYDblt+Wdds7nu6xPPa7RLzr7Fa0FuDY4MsQiRKF0DxB0PZ64X/oQUirjLILoYm5ATpCxo3unv4oKNdYgW+4UCjj53wSvbftwMg1P4Hewz73o9Ut2NxWedeJSkSpZ+U4N/gMUVGADn/3P8z1P9VehfecY3y3PnZJJ35zy2p87bql6AhYBa6LlgbM5T++MoRbfrsfb959OnbpXcbr6gq677KWhY3FVDhj7P/eXz+3HcNsMrHFk3nGYk6Z7i9B5onGdVRIt6y1WTgIMVZTPRPOE1WnCKe67Qhy5veLL22wsZkvDMXZ76rFU6EDI0JApcyQ5mKt6nONtGa1uay+vANqNSsHkMaPZ9tlbqAUYqQ/Y7U8vH8ODqZ8mcnME31wCJggVmgnc08q0QgnnnhKE2gu1NaC1KRcEorCyoKmAR0eNjs3kZoaEFkG4Tq36GPs2kwIQaufOWi6uTauYzEVvePGuFMgQEdKtKDhMJIP/M3c7kAbgeRj39sWb+6JmRq3DKpVIXb8XTgvcAO+vOXLWFWdGcLaH0rivt1MSHSIBHfdujZju1xQmf3/ECUCcaU1401auwZEYLdM4lpWUrNh1CgTGo9r6OeCd6fcsj0lSqvjzD2e8PlR75Vz7WFTQuKdF5jLp7l64BAJNpAjWCQYv7Ux6oHUeSauWjV5G+ql9dZzkKpTAAS/0y5m7xF9EqeOs/KdnuExbBGYuBhoXgyb8sIWT+YZjT4Z6TipoYgy7Y47/MxNudV/28wsQmwYUiowlhIJeoEt94phPJ62nKsQnZk3BkPxoZwdd2xsKhW+004lhsWm4TvumOumesMwR4hctoE+MGipLy+nkHSSHAfRlYz18vDeOTia8sXiPBFLK57Q0dGMdfrJE1m2TG3Piw7VpftdCFzHHe3gwTxbFoYl1LbOOB/xbW/pmPUazDs5esbYJN22Y2NIjzhXN3rMsFjt8GGz1CkpAv9Ybw09XVydO/NpUa3xXlqsC83atdhUuynrdo8fGQM/3H3oPRvgdWRvTZwNOsF5Ip11FoSurtQKAudNN1m2F9PPAaiLs88nMs6+I9Nt2U5DTDxxlPD7Y5MfNbDEXHaHjuLKVbVYLTAh/QV5C/796lUgBYT31ntleLKUjP1euxhxysSw4OHnzOX40FF4iCFKDgqNFZcjthCwxZN5hkMSUOc1WsnpFBgIT9N9IvFtG23xZCEhD7J66mTjhpJboAFWsiM4BwHBGFw1uZqw0m/UW+vQsWNkR8nf18ZmLumPMaGwEsNi02RzmejOynKewOsF5NQgNhaDprJhEe9imGvEaPbOKnbZjhW+Q1LJnSejmdkE+cp29CAnngQmn6UuFJFrlRv/yU8zckeKhXJuiXSAMrGIJ1ZXKO886Rljn/cRrmTnzEXsZl87fMRcfm6NE5povemsceb+bJbXM0cIXxI0kROj7Ll3ntUCWSzu9kbnnCeCEgERRXg+/WnI11wDz6c/DWnzZusOXi8gGWNth5KAUzXG2lqYd55MvfMYpRQkwgJ5PQFbPJktePFEHj2E7x6+El+Wf2KuW7l2C5xSYd8vQgg2Zim3UiDhx9rV5uPGY/eZy4lx5rgeczQDdoelssMWT+YhfM3ddHNPbOfJwoW3iGvV2ZPtp8toKiyWiOx72uRusthy+RtNG5tKh1KK7UPbzceVGBabRs1yXqBTqPOfSwghIIGA+VjnJhzKSTzhSygt6+OZboiFzEyW7dCRTPEkb9lOMGguC4HStfB2vu56U/DTT56E8vDD03o9vUjxpI1znnSPs9/LkSE2RlzENS9Qn2fnO2VJZsehBlduV2uNRzKXQ4nc+S4HB9n/+5K64v/fLc6TpDEeERd3wfORD0O+6MKM7Qkhls+oOmkIHbVh5gRSA9Mot4jHQVIlYglBQnV1acq+bCaHOnxINm3O+byzPfdz2bh8RaY4eP36eiw9/83m403qDghho0GCGmLiSdI1M1mDNtPDFk/mIXyo1P7B6LReS+c7D9jiyYLCIp7MUKu09GwREdnAxyf5LIMpPh/CxqbSGUmOYCRp3IQ5BSc21xY3ECsnstmJp1znP4dYxJNQBDRV/Eq0JKBPP5CzFAic80TnJjVs8cTKTAbG8u18zffo7wdNJLJsbRUlSHWgZMchtLRAvoDlMqjPbc+z9eTQIa5sp94o27FkngxZr8Gt1ZnOE0op9g6w8ebKRnazrx9npU1LL7ze8lq1jlqsDeTOJqlystKbXOLJcETBTm6ikO9wUiiWzBO1sHGzmT0DoDphvH99kolpSl1mNkvBxxNmrpOww4MW//Q7NdkUTnzRxVnXq/5OJFu3FvVaG1qs5a1v3tKIj17cgdWr12G3ziYgfC9+HwAwNsy6TBJv5TpT5zO2eDIPaQ8wxX8wnFkjXRS2eDIvIckwqp79L9Q8/CG4D9ybdRshwk7gMyWeHM8inlTJVRbxZDBhh8bazB/49tsd3g44xModFGcLka5E8UTgboLo8DCozDsuM90n8Tt+hPHXXo/4L385K8cHACLnPFFrWSeUbG0uFzJW58n/Z++8w+Oozrf9zMz2ol31LsuSe2+4YVMNmBZ67yWdkARCCAkk8AuQ/pEGISEQSiDUhF4NNsYY996LLKt3ba9Tvj9GmjOjLVpJq+pzXxcXZ2bOzJyVpZ0zz3nf5+29ykpfUEdQkJtIEA4fid0PQNi3T2lzFek1fTRcdBEZ1+7dkLpKIveHeJEnbGEhYJLnf1JLC0SVMW2BnXxndRvEtvqicHVFklr0LEpV81BRFYEzY8KpePmUl3Ht+GtxTtE5+Pnsn0PPJjZCtanEE18C8eS4KmVnUq4ZhRl9/3dXR56wkdQittW+MFldvic2iYgeAzHZV/ud+PRmzCqKXxqeMjgEK8+D1OPZLHEGuBff2+c0miKHEedNlSNIZhdZcc1cufSwQcdiMzNT6Wc78BoQ7ARUQnlWzuiNTB3L6HrvQhlt5NnIg6hlgOKJRMWTsYfII/vdm2Fo2wsAMFd9CNGSg3DJyZpuhhZSWnCwxBN3sKtMMUdWeux6Oxx6MinxRskkYlXDKjx9+GnMzJyJO6bcgYxRliJAoajT0PLNg/N3NVT0zOnnM8ogmtNvLD3YsCUlwCbZsI/fvgOS0wxE5e8khg9CMpBoTuHwYYRffhkAEH7+BRgvvTRtZWiToY4EjGZNUr6fORp5ooGJqsSTNBvGiqoIDW7mTAi75TKm/p/+FBlvvakxkJQkCWI9iVThJk9O61i4ygo5daer4o6wfTt08+f361qaCJnutB29Hty0aRC2bQMA8Lv3wHDmGQCAPJsBDAAJQIMngn3NfkR44rsyPssEtutnIYVCQLDr30SnA6xWZDIMbppwU0pjs6cgntR0ksgfdcXJvqD2PGEiviQ9CWwhebFd0HoQOwonwgh5zi2x+gFFPomtZNHIY7AqlYsoQ4NgL0bL5W9D56lFuGQpIERl0aSfix33nzUOP1tRFmMy+x/T1bg5/K6yzR18B+Ml4qOkdxZjZMQ+UtTQyJMxSJ4tdlWgv2i+/Kl4MiawHPyvIpx0k/3+7ZoJAxtsh75TXk2TWD0iBfMGZSxKGC6rStvR2zQGco1BueJPWAjj8YOPoyPSgc+bP8c/Dv9jUMZEoQwmR7xklbrQPErLFHfRM8okkjtjVJrb6RaQl06hurqH15c28iTyESm5ClHUrMgPGpII0/HVZAx5cyAx8toX528C541NJzlR4QJEZBIt6Qt5l0IhINQ1B9LrYbzqSnLQ50P088+1J4RCQKRr/mUwAGkqVdwNYzZDf9YKZTu69ot+X0tSVdths0m0hG4KEXzEGlJtxGbksLyCCKfrj3nQESALdVmqkrqSxjTXmVKFEjU2gzpth9eY46454sLSP2/Hb1eTVJmyzP6JJ4KNeLHovIl9bNTolpPUqRnuWmSARKyIxowBfReKx44p7Rp7PjLNdK17qBEc4xAuXSaXjtYZ+y2cdBPvd99ktWOLSCq+RVuOYCZL/u35/FkDuidlcKDiyRgk16ZHt5l5mz+Kgy399z2hkSdjD/OR9+Luz9j0B6XNqVJ2eEc5pAG4xiejeyVJk7ajs6PUUgojK6+0tIZa0RnuxH73fgRUuci7OnaBQhlt7OzYqbRnZs5M0nPkIxqd2u0BhKkPJ2wBWUGWWlqSGqULVce028e024OBzl0NnbsaACDqrQhVrkS4ZIly3Fi7btDHMFrgvA1KW/1CPFB6igC6JUuUKA0AEPZrS0ZryxQ7+iwapILa9yTy0UeaVI++EC/yBADYAiLuinV1EA4dQnTzZkiShJPKSFWtVn8UHQFe2Va/6IsuEhml9hZKFYOOhVEn/+wECQhG5fSkNn8U//fx8Zj+i8b1r9qX2hSfc1WndA43iaTPlXQ2IkdwKdviAKNio41kDlafkaeJwKGMHcoyTXiSv1DZ9jUfQTZI6WveXjIcw6L0AhVPxiBGHYsl5eRld3Nt/x6oACBxJFSQFULAAEviUYYXhg/C0Lxd2Y7kzVbaln2vgHPJLwKsT2UWaxu8nEtfRJ5wsQYSopplzALHcii2FCv7WkOtMSWLm0PNaAw09vmeAy3rSKEMhLYweVGZYJ+QpOfIR+oReSJaRl/KDgCweXlKW2xpgahK92CiRLCVBAFiVZXmXH7rtkEfH+chYdzR3JmQ9FZNmqWpemDVVsYSGqNzW/oiuzQiQJcYYvr67eR4j5LFap8PtflqOtHNnw+2uOs5GYkg+vnaPl9D8vtJWo3BAMZOxAe1OBBdvQa+73wXgXt/gvB/XkauKrqk3R/FxuPkhU9tKCvWkZ8Lm9W/yiF2IxFjukWaDdUehHitz0uB3YBp+f3zBuFtZL7BBVoBqXcPGdbhAFtWBgDQiTyW1e9WjvX8buwrYTeZt4tW+6CIb5Th55QKB2ok8vzJDxyGjpF/9yKsacDRLpTBgYonY5STx5Mv7v/tboPY3xdGhtUIKBDiu8pThg5dxyE4vngQxpq+T5QMTdvAiHJ4bTSzEm0X/QfhosUAAAYS7NufBKCNPBksvxOgO21HAmcmE6zJDjlUWJ260xHp0JR37WZN85qU79UUbMJtX96G81adh3u23IOOMDVapAwtgijAHZFXpBkwyDTEljAcTfT0PBnM74rBhLFYgG7fkmgUEZ8e0SCL459lw/WLPyH88isQm5rAb9kCyePRnCs2NMS5YnrhfCQtpzuaIjT+LGWfsf4rMNT7BBAFMF1zFAmMxgR0oEjt5HnRbTDMjScmsMKxYxphXh15wg6SeMJwHPRdPiQAEPrXM5ACySONpUAA0TWfQ+gSAYXDpLQum52teUlnJ0zQpht1mdKG//lPZKqiQDuDPDbWkJf9WYUqj6Dde5Q2N21qqh9Ng9rH5FBXBcnDbbFGzjcuGMD3j84Isev3hZF4MGFPLyfI6FeQ1KnKDvJdMFDj7KhHlUZto2axY5W5xTY0cQUISrJIksmo/HZG6fP0RICKJ2OU+SV2cF3/uo2eCDYdH0D0iSp1h41TeYAyhPAh5L1+Eaz7X0Hmqh+k/IDvxlC/QWmHixYDDAPv3G8q+yyH34ahYRP0HYeUfYJ14JEnO+p9uPGl/fjT2joIIplg+sICwIbBsLKgY2SNyDbKof/qF8tt7ds0XhHdNATIZGVN0xo8ffhpTTWTbiRJwuMHHkddoA4iROzq3IW/HvjrgD/XYOPn/Xip6iX8++i/ERJo2txopzPSCQny77/D4ADHju5QbNHkhGAiq8mR3NGbhsRNIFFAvkMRHHmrAIEWI/hDNQj94x/wXnsdws8+F3OeWF8/6NFsphriZ8FnyCvkgq0IkZxpAABGEqDvOBz33BMJRvUdKenMafXf4bsMhYEug2FAjjowyyleUnMzxCPkGSV1ELFlsCJPAMBw4YWAVX65ljpdCDzyaMK+UiAA33fvQOD//g++278O7ze+qfFK4ebM1vRnWFYjEKnJOkREkf3NAfBdz3WLnsVsVWUYsYk8j7nK/kXaTcghaXQ1rjAkSdJEulw4LRvPXD0ZF88cmMeNOu0w1RLgnMoXpthDImgHmsIYUEWeOHMG7/eHMrxYDBzuOnMCvhKnxRyT7LTSzkiFiiejHG/Ui08aPsHDux5GRCDmsCVOI86bSr68/7u7/+Ve1auLbICWjR0umLAHRc/MVbZZPghD6+4kZ/RA5GGuImaHkWI54iRSeBJEPVkpynn3Jlj3v0L6FZ40gFEDgYiAe9+twpG2EF7Z0Yq1VfKKHC9K8EdETaUddfUcdeSJOmWHAZkQt4Rks8bdnbvxq92/wqvVr+K+rfchImqNkj9v/hyb2jZp9q1vWY86vzbUeiQhiAJ+vOXHeO7oc3ih6gW8WfPmcA+JMkDU0U5Zhv6FsI8oWB06Vj4B38yb0Hb+vyA401uOdSjRn7RAabvWx49KEw4ejNkntbcj+t77gzYuANB1HFDa4VLicyFkqHwafIMfATPSUfvTqBd90oFwiCwo6JfKfjOMwQDdbGLoqI5C4veSMsXsuLK0jkUNm50N0y03k/t+9RUiH34Yt29k1acQjxOfEPHIEUTefFPZ1p98csw5xmuviXutLL8LBi5WnJqYa9ZEr4gtJI2Kzc+L6Z8K2VaStuMK8jjYGkSNS44wMulYfHdZEabkDdyQVzSROQcXbE/Sk8BVVpJxdroRDcivVT5bxcAG4yMRCGXFY+BZQUnI2ZOzsGD2nJj96Uw7pKQXKp6Mcu7afBd+v/f3+KL5C2zr0OZeXz+fPKjWV3sQivaewxkPXmWkpfPU9G+glAFjOfhGzD7b9r+nfv6hNxUXeVFnRrhokXyA5RCsPDfuORKjQyR/Tp/HquaTQ52kqg6An71/DB8f7EBVuxzFxHDEoV5dolgdeXLcTyZ8J+UQMWdHxw68V/ceXj/+urKvIdiArW1bNWP4suXLmHFJkPBJ4yf9+UhDwp92/EkTbbOlbcswjoaSDg55yAtYnql/LxIjjWjebHiW/EQRY0crTHbqq9a6BQtguOJyZVtTgWcQYEMkBUT9PObtxKdB50mtQshYZrDEE0kUIahEB7aCvBizeSS0XlRVrRFryb+HblrsqnI6MVx8MRhVlZzg/3tMI/YoYzp6NOl1uClTYvbplyyB6ZvfjNnP+DwYF6eyTWEG8WiQJAliM6lGxeT17zsv00z8VVxBHk9tIF5nJ5XZkWFKTyUawULGx3lTW1hhMzPBzZgBAGAkINgmf/4aZmBmxbqgalEpm0aejHXEzNiFh1D5mcMwEkoqUPFklLMod5HSXt+yXnOs1GlCqVP2KxEloNbVv7B/QTVBUzvZU4YW6/5XY/YZGzfDtu3J3k+WRNg3/0nZDEy5ApKBGMO5l/0C0ezYiVO4eNGADave3Re7gvPgR8fx0/dkc1p15IldT8ZUZo2/Wrc0d6lm+8/7/4wNrRs0+147/prSjogRTdTJFeVXKO1j3sGvlNEf/FE/Xjn8imbfIc8h+KK+BGdQRgMH3CSCYHbW7CQ9KUMNkxnffyb7itjvRdPtt8Hwta8p22Jd3eCl7ggRsF3+EhKjg6SKEuQzyaq3vi9RiGMUdVnpdIonwo4dSplixuFQPE8AaEQLqY086ySPqtpOP41SU4VhWVgfeZjs4HkE//ZkzO+kUJdYENAtWJDQ0NV41ZVwfPYpTD/4gbJPdLmRozKN7aYym6TYCAcOkvLOZrPGjLYvZFqIOFLVHsRX1SRl54rZ6TOpjuYQTxZjbeqln7npRBwLu+WfyZoBVg83hMnvcm6ec2AXo4x41AbgACCYMhFSRRlSRhZUPBnlnJRNVuGP+WJfBMucxOx1X3P/ShaLqpdshnqeDA+iAE4V9cOrwvns2/8GJuKPd5YC5z4OLkiqfPhnXKftwHJovfS/8E+7VtklcUZ4Fv1oQMOO8CL2NcX/vWvwyKk1avFEHXkywzkDHBPrCXFm4ZlYUbgiZr+aA+4DSupOU6BJ8QvJNeXijAJisHfIcwi8yMe9xlCx17UXN627Cd/d8F0c9corg581fRYzrrAYxj7XvniXoIwSWsMk7bHEQksQjiTYrFjxpPL8Ztgn6GB/6SWAladLTKYT7MSJYAsLid+F263xuEjruEIupS2aHBofj0jBfKVtaNp+wlfDG6zIE15leqpbuFBzjM0h4onYTFJUJDd5wR9Mz5NuuEmTYP3jY8q2sHOn1oOF5zXllG1P/g26k5cq51p+ldgrpRtNVaqjR5FljY34OLXSqRrDDqWtmz+/3xVj1KWPj7SRf+Np+RYsKO2fIBOPcDEp/613VSXpqYUrIws9ga7Ik6+aGDnyxuMBv3s3JEFIdHoMBxs8MEfJ58zLp5EnYx3BXoy2856GqLeAt5ei49ynaKWdEQwVT0Y5+WYSMhqvesicYrJKtfaoO+Z4KqgnIVQ8GR6YiAdMV+k80ZCB9vOeJseECIx1PVZJRAGWfS/DsfYB2Lf8GcZGUqkmnD8PQkacqA6GgXvZA2i8aSNaLnsTTTd8CT5ONEpfeH9/B3qbzrN6l9JWe56YdWaU28o1fR+e+zAMnAF3Tr0TS3KXIBGCJKDKK09+mkNkQltkLsI46zglJagz0omt7VvjXmMoEEQBj+56FE3BJhzxHsGdG+/E+pb1Cc1s1elLlNHDzo6duHvz3Rrvnjzz2EjbGSv0jDyx5IZhsAtg+BDYgnyYf3wPdKcsh+Vn94NhGNlMU5W+IRyJNbROB2rjStHo1BwT7CXK4gYb9cG65wVY9rx4wj6ntZEn5iQ9+4akKlPMTZ6sOcYWkfSM6JdfQjh0CBLPa6oyMRkDq7ySKrpZs6BbSiIzI6s+VdpSWzuJnsnKksWWX/4Sjs8+he3Jv4Hhejev1qkiLISjR5Ft1oonepbRliluIs9e3cz+my1IEHgAANggSURBVElnx4lwAYCTx6dXVBAySpU25009dISbSiJWAs1GeBuMqA0YUVvdBN/Nt8D//R8g8MDPIYm9p86HeRFPvfC5st1qy0aGxZjkDMpYIVKyFE23bEXLNR8jmjt9uIdDSQIVT0Y5WUYSZtkR6YAgadXtJeXkoV3d2b+0HYlTiye0VPFwoF19dEJwjtdUyTG0qEK2JRGZn9wJ57qHYD3wOuzb/gbnF79QDodLtGkvPZGMGeCzJ0MyDLw83rpjRLC7ak4unrtmMh5aWY4ME5mo6awkYmqCXevGf1rBaUp7ef5yxe/EyBnx4JwHUWROnFf8WeNnAIDmIJnA5ZnzwLEcluaRn0GNf/h8fI77j6MtTCKCeInHQzsf0vS5sPRCTX/K6EKQBDyy6xHscZHVa5ZhUWCmTvojiURpO92lbw1nnw3rgw9CN4+YdqvNIsWq1Feq+wIbdpF7mJw9BseAV73wOb76FZzrH4Zz9U8GZSwjHfX8JJ2RJ2Kni9zDqX1h52bMIKk7kQh83/o2vDfepJT1hdUKRpceT45UMFx4gdLmvyReX5o0ogS/673B2O2kdDHPI5+Lao7n2vRg1WaxqkgctqD/33c5Vr2mgg8AsAxw9dz0pewAgGjKgtg132Uj3pSrGXLl5eAmTVK269Zm474v/g3HbddDcrkAAPyGDeC/6D0V6OODnXA0k/Qqw8wZffgEFAplKKDiySjHwBqQoZcFElES4Ylov+xLHEawXc+yJk+kX6axNPJk+OHUq49djvC8k6x6qistWA6+AfPxzxJeKzD50kEYYSxt/qgmN/mSmTmYmGvBWZMy8fIN07CozI4cqw6ODJInPs2pNda7YtwVeHD2g3hg1gO4b8Z9MfeY6pyq2b5jyh1K+/PmzyFKIqp91cq+fJMcqaVOmYhX2nioUBuIxmNl8Uosy1umbB/3UfFktNEUaII7qo36O7PgTJi49L3cUQYOwzDQLSIeYqYs+cVQnQrSE7acmLcOVuSJegVcNMea2vKZE2P2mY993Ocy9mOBwfI8kTrJ85d1aoUHhuOgm6F9wZVU5XlZpzNt40gF3dy5SoqZ2NAAKSj/TER3eiJh1ClIU4xa8STPpk0zEOuJCNDfSjvdfGOxtvLIuVOzYNanudQ7w2g8/oz165N01qKbrK2uM6UzdlEm8ND/QaiuTngNSZLw3OYm5ARdyr68CpreSaGMNKh4MgbINpKc24ag1tDVoGNR7JBD/iRoIwFSRR3+2r0KRxla2Djiifohr2/ZCXSl9RhrPkciQmWnQhyi8mdfHnMrKTslDqNiXgwATrMOj108AW/dOgNhkUzqck3alSSGYbAkbwmW5S8Dx8ZOlK6vuF5Jwbmi/AqsLF4JMyf/vroiLnza+Ck2tBEz2elOORSyyEIiVnZ3Dp/R4qeNnyY8dnbZ2fjhtB9qUpdq/DUQpf5VzaIMD1U+bUTCwpyF+Pqkrw/TaCjJMF53HWAygc3PRtYk2Ucq2TNPXUUl+uX6PvkapIq+4zC5R1asUOKbdQukOLnxnL85Zt9YR+t5ks60HRe5R6Yz5rj+nLMTnsuOG5fw2GDAGAxgi8ncoLvqj6QuGTwAA1tWJbxMMERQYCe/e2dPIcKS2NAAsa5L+NPrwZaSCKn+MLfEjj9eXInLZuXgloUF+OEpgyMqhEvJYoWx7quUz7NMy+69EwD/z+6HxMf3WWv1RdHgiSA7qBK6ctMbXUOhUAYOFU/GABMzyIRqZ8fOmOOnVpKVgp9/WI0w37eXL0lHXnqTrcJRBg/WT1ayusWTaOZEZdKs8zWi6KnpKPrHVJiryQt5y2VvouXyt+CbdSt8M2+C69RHhmzM1R3kd+XsyZlxzeJ8vA9RSV69MnPmPq/GF1mK8PTJT+Ovi/6KWybcAj2rx5mFpLzb7/f+Hq0h2aRTz+oxO1OucDI7czb0rJxHfdx/HP5ocsPdwSAqRrHfRQz8/rDgD0oqxwT7BPxkgRx679A7lOiykBBCS6gl9mKjhIPug3ix6sVhFayGms1txG/oinFX4JdzfwmHgRoAjkR0M6Yj4+234PzzL6G3ykJIsmceN2kSWcWPRAbFNJZTfffH86risyej84zfxZ4XGL3fE/1FE3nCpccnQuJ5iK3E6Dleyot+8WKY7vxe3PN7GswOBez4cqUd3SJ7evH7SaUvtqT/wgPjUEWteDz41tJC2I0cllc4cKFKQBCOkXRcbuZMMOaBi1kLyzJw92ml+PriQlgMaY466SJcSP69DC2x8+lEWLO8yJ3de7SX1NgIYdeuuMd2NsrzkGxVaXK1ITGFQhkZUPFkDDDFQUw9G4ONMceXlmsn6ve+W9WnsoqayBOatjMsGJrJQzyaJefWSsYMBCvPT3iOxBnBZ1aAz5oEz+J74FnyE4jmoXsQ72wgZXUn5safOLkiLqXtNDj7dR+rzoqJGROVyjyXlsVPSyqzlinRK2adWUnhAbSmskPFAfcBRTgqMBdgRuYMPLXkKfxl4V/w50V/hsMo/90yDINxVrJ6qU5DGk24Ii7ct+0+PH/0edyz5R6lstBYZ7+bCGSLcxcP40goqcDodICJGK2jF58vRl2BpC22LPuAx6MSdkWDLW6f0Piz0fCN/QhMIP5IrP8EFE8i5Jkj6S1puaZw+AgxWi0oSJiGY7z4YmSs+gTcNFUqKcNAN2dOWsbRF/Qq09jop/JiCr9xo7JP7dvTV5gMMp+U3G6cPTkLH35jJn5zQQU4Nr7fCVec2JtspBEpID8bXefhlP+OOF8Dcqb6MOnSRggsebUyXHYZrH/6o6avcPBg3Gu8vlMW6Yr8xAeNzYlN1aNQKMMLFU/GADlG8uXaFmqLOT69QDuJ2FTj7VPZYq3nCU3bGQ503lqlHc0hoeKBCRfE6y4fm3gRwMZ3qR9s6t1hHGghQtvUvPgTWfXva3f6zUApthbH3V9h0+Yk55nIS89wRHOsalyltKc65Am3gTNgkmNSTInmcnu50l7dtHpIxpduXj/+Ovy8/CIoQcL/av43zCMaGtS/42W2OFWuKCMOddQCIySPtlSXOJbcrrSPRV2GXkognnQjWkiIP+ePXUgZ66ijdERLeqpZiQ0kFZqbFJs2pYZhWVgeeQSGSy+Bbv58mH/0I3BlA0tX6Q/65cuVtnj8OMSODkjtXcKeXg9u2rQEZ/YOk01SfoSDsmdXvKhS9c+Nyc+POT5SkUyZSvQJI4maSoXJ0LllPzLOIOHNBadgT/Z4rC6ZC+bGm6CbORPmu+9S+rZ8sRFfVbuVRUxekHDrywewu9EPR9iLIj/5t2LLy9P34SgUSlqg4skYIMekEk/CseKJnmPx8Tdnafb1pWyxttoOeSF2B3m0+qLxTqGkGU21HVX0SKRkKTpWPAbBnAOJIY7+ImeCb/YtQzlEDcfayQvH7CIr8uzx69WrK92UWNOXw/zU0qdi9l1QqhWa1KVi1RV5hoojHmIwqU41isfiHBKxsKl1E1qCLXh418O4c+OdeKnqpT5Fkg0H+1z78Fr1a5p9nzZ+Cnekf+XTRwv+qB8BQRaqjawRdp19mEdESYW+LBiozTcld/p/n9kwuaZoTJ7uxTvHK21D8460j2Wkw/lUKU5p8vaSWomwzub2LsiwDgfMd9wB6+9+C8O5K9Myhr7CmM0kIkoUEXzsMeUYN358SmWJE6GbN19pC/v3x+0jSRKiXxGvsYFU2hkOojkkeojz1AK9pKuzgRboW0gqzqaJy3DP8u/itwuuQ7soz8u4OSSiJXy8Bne/XYVvvHoIEV7ELz6qVhab8gIuct2yMjCG+HMnCoUyfFDxZAygNtlsCjYhHMfgzmbk8KvzycTqrb1tEMTUXrg0E8mua2+q8eCyZ/fiomf24NFVtALIYMP0KFWsJlSxEs03fIHGr+9G89UfwbX8IbRd/DIER/mQjlFNVTsR2SqyE+c61wdIJYlSa/pW6MqsZbh83OXK9jlF52jS2wBtxZ0t7VvSdu9UECRBIxxNzpictP/87PlKhFlACOBHW36EL5q/wEHPQTx39LkRH8Xx5MEnY/aJkqiJvhmLtIaJV0KuKTfuCi1l5KHx+RJCQBJxUpPGMAieJ30RT8KFC5S2vv1Akp5jEy5IFo8ES3qMNsVWVQpF7uhJodAvIt4d/Jekaozu5KXxuqcMW0RScMREYmEgAKmRRD7ph8H3ZSCohbeMLX9C4bMLYar6MGF/85H3wXTZ40czJ2rOb+laYFT/7mSGvGAkEXubA3h41XGsPuJSjmUJZO6krmxEoVBGDlQ8GQNk6DNQZJYfaBExEtc0FgCWjXcgyyKr4J6QgGMdqZm/9ow8cQd53P9+NQJdZY/f3deBOhdN5xk0RCHlCbSQUYbA1CvBZyd/GR9sNtV6lXbPtDE13ijpl660nW5unXArHpz9IH6/4Pe4a/pdMcdPyjlJaQ91CeDDnsOIiBEAstdLhiF56UiGYbAgh7wY9fRoebHqRbQER6bHQYAP4LCXVAw5Oe9kpb2qYWyLJwfdJLddnSZGGeGwekhdqXOMJAJi4ghLtoykYvG702yELEl9Ek8EezEkyAIdG2gDhEh6xzPC0VTb0VvTck1RJQKMpsonuvkLYndaLDBefnns/j7AOnqPtBJdZD+Tnw/GljzdbKTRM2qJEaOw7fpX/M4iD9vu55RN/8wbkWcn4murT/4bZAwGhEzy76ROEpHRlY636pBLc7lHlhORhbXTSEUKZSRCxZMxwqwskpaTyL+BYxmN98S7+5Kb27X6Irju3/vx3XdIdAAT8WN9tQe+iLYk496moa9WcqLARDzKqoZoyABYXS9nDD8HVJ46J5UmngD4eGLwZ9Old4LFsRyW5C3BzMyZcY+rX2Y7I51DmvqytX2r0laLOMk4vzixObCP9+HxA4/3aQySJKEx0DjopY/XNK1R7jHOOg7fm0KqUtQH6kd8ytFA2OPao7TnZc8bxpFQ+oo2+iRJueKZ5PtFrKlN2K8/MHwQTJdwI3EGQNdLNTJWr/ieMJDABVqT9x9rqP6d1P9+/UWKRsFv365sc+PHJ+k9stDNnQOYtL8vxksuGXjVG6sV0HXNQUIhSOHYvw21908ig92RTDQrdvHJ0LJLiUDTt+1F9js3IPPj78HQtFXx2hH1NgQrViLPRrzmuiNPJElCm5HMhdTliLt54rKJ4PxkQYnJoOIJhTISoeLJGEG9aq+uYNKTMyaSfptrvAn7AcBL21pwrCOE7S4TopK8CscF27DhSFNM3/0tqRvQUvoGmyRlZyQSjApKVJKeZZBjTWxa64uqxBP90K5OmTkzjKw8wY6IEcWbYig45D6ktGc644s7PZmQMQF2vXYydVPlTUp7Q9sG7HPtS+laft6PuzbfhZu/vBm/2f2blM7pL4c9JOrklPxT4DQ4YdXJK3BhMYyOSPpTHUYKTUHyXamumEQZ+WgjLhNHaarD8cX29rSKgToXKfcqpFgpTbARfwmduzptYxkNaCJP0lCqWGxuBrrEASYnB9woMu9k7HZYfvZTWewAoFu0CMYbbxj4dRlGk04SL/pE6nSR/qMw9URwjINn4d0x+zl/I8CHkPnJ92Fs3AJz9SrkvHuzcjxcvASSwYbcOOLJniY/WlQRpt8o1167PNOE2UVWiHWqxcqM5BGpFApleKDiyRhBXeY1mXhy2gQHuK60++qOENxBPm6/qCDi44OdAAABHOolMkFsqIktMdqbEEPpPzoPWc1MVx73YNIZIL9TmRZdUp+HwYw86Q2GYbR/N2HXkNzXE/VoIk+mOqcm6U1gGRa3T7xd2b6x8kZcM/4azHDOUPZ93vR5Std65dgr2OeWhZY1zWsGtWywunz6hIwJYBgGhWYSFl3nr1Pa3qgX92+7H7esuwUvVr2Ien89RjMNAVJxotgSvwoUZWQiqVaJ2VBn4o5WK1nhD4cBf/qiMA3N25R2pGB+kp4E3lmptE3HPknbWEYDbDT1ykSpIDYR8ZMtTI8B7VCiP/lkZLz0Imz/fAqWRx8Bo09P9T1GnbrjcsUcV0eeMJnOtNxzqPHNuR0Nt+/S7Mt/6UwUPTMXOm/851J3meM8GzF53d3ggyRJWHvUjSNO8gw4yVeLApWR/s0L88EwDKJffKHs46ZPT8tnoVAo6YWKJ2ME9UtgZyTxRM+s5zCpK3VHAvD+/virvlvrfOhUCStq8SRLks9xmkj6SL07DHEMh98PJ/oO4pvAZyUvlTgS6FCJJ90eO4kYzsgTAMg0kkisoYqA2Ofah6gkr0ZNsE9AmTX18rUri1fi4bkP4xezf4Frx18LhmFwXcV1yvEvWr5IaeV7v1tbJeG/x/+b8hj6itoUuNubaYJ9grJvczspBfnskWexuX0zGoINeP7o87h1/a14s+bNQRvbYNIQaFCqn7EMi3zz6CnXSQEEGzHG5HwNCfsxDAM2i5RvFdtJOqzE85Ai/fcd4bzkvnxmat/9wQpS4UXfHr8ayphEksBEyCKOmAbxhN+wUWmzo6jcrhrGbgdXUZFWs2q1kMTv2BFzXGwinlxMZnq9zIYUVg/X0vtT6irqLAhMugQAML3AqixSHmwNorojhDp3WCOeiI0NeOPmafj7FRPx4nVTcPbkLEjRKKTWrlQ7hoFuQRzfGgqFMuxQ8WSMoBZP2sPJvUwunEbCfz87HN/rYX+zNoWhA2QVLgtyruayigw4THI6T0SQaNniQYJV5a3zGSM/9L8jQH4PMi3JU3a6BQsdo9P8Dg8VBSYS4n7EeyRJz/ShNqdNNepEzUk5J2Fp3lJlMjw7czZMXSkG7eF2jQlvInp+R6xtXqtJMUkXhz2HFQ8mHaNTBAS1+W2VtwoA0BZqw4f1sRUNRqt4srmNiEKzM2dDNwq8iigE3k5edLgEK83dMNnkmSo2yIKH2NkJ37e/A8955yOyZk2/xqC+rzodJxnqMqu6zqNJKwWNJZhoQDb3hfwiC3bgURbRr75S2rqT6ItsN7qTSPUc4dDhmOP8PpI+yk2aNCRjGizCZctT6heccB6krrTqwgwDFpaR6JzNtV7UdIbRYVKlO7V3gGEYzCy0YXxXRUKpjVR2YrKywOjoM4NCGYlQ8WSMUGohZV4PeQ7BH00cOry4nHyp720OYFdjbN8jbUHNdrtEzslm5Jezi2fkoMRJ8oq31/tAST+sajUtHaHIg426ilNOEvFEnSpSbiuHPg2T3b4yI5OkvKi9OQYT9X3S4YPBsRwKzOTFqjcRRJIktIXaNPsiYgSfNX424LH0ZH0LKZG5OHcxjF0+BOW2cmX/7s7diIpR7O7cDV6KTSNsDDb2KgiPRGr9JN1ufnZqKReUkYNoVlW9UPlOxYObQgwmuw1Gg4/9EeLRo4AoIvT//gAplFp1O3KhMAxNpIQ676xI6TTRnKNU5WGjfuhb01wBaITCRIgBZzqek5IoQmoh5vv65am9RJ8IcOPIcyv6+eeQotqFM6mZRJ6MJpPdeAgZZRBMWZp9/smXoeXSN9Cx4jGIeitCxUtjPFJmFJJqT39cW49jHSF0mMgipBinrLnYqEoTK0hNLKVQKEMPFU/GCNmmbCX8X5AENAQThxkX2A1YohJQdjX0Lp50SqrIE8aDCTkmTM23aCqpbKmlvieDARMhopRoGPnu6ztUItqc4sSTWHWkhzqNYyhRe28MxQt6SAhhQ+sGZXuKY0parptvIiHlTaHk4klbuA1hMbZCwkAjbyJCBJ1hEsnm5/14u/Zt5bi62kyRuQhmTl5ti4gRvFP7jsYH5trx12K6k+R7p2qEO5KoDRDxpMRSMowjofQHddoHm2QxAgB004kIK9bWQYpEwK9bp+yTfAEwa/uWGmeqXQuuy2tFMDoRTTFtBwyDUCl50TfWfdmn+45W1IsMonHgz0nJ5QIEuaogY7eDMfVS6egEgi0ji3UQBEQ+1EYMiiofFGYUVtvpSfP1axB1jIfE6tF52q/hPvVh8DnTEKpYiaZbtqDj/KeVqJNuLpiWjZ6JUh1GlVdMR0dM1De/a6fSpuIJhTJyoeLJGCLXRMxEe3sRXDyOfIk3eLQvUsGogDqXvI9l5DSfdpD+WfDg2nmyuZVaXW/x9T+3m5IYViWejIbIk3ZV2k5FduIJpzrypDKjMmG/wSTLSFaUOsKD73ly1HtU8TsptZZiYkZ6PGzUIlBv5q97Okn5XIeehBFvaduCIB+Md0pSJEnCC0dfwIWfXYir116NW768Bc3BZnxU/5FiCGzhLFieT17oOJbDZeMuU7afOfwMPmkk5pYLchZoSkyPNvEkyAex30X8Jvria0MZGUgqDya1gB0Ptoj8/YmNjRAP743pY/zg/wFJqvb0RG32GphyOdCH0ruR/LlKm/PWJek5dmDD6siTgVcp0aRQ5OQk6XniwWZmgptMoq3UJbqlSISYJrMsGNvIn7P0CqtH61Xvo/H2XQhOuiilU3JteqyYpPV7CesM4C1dc2aeh9jQqDke/YosrOjmzB7YmCkUyqBBxZMxRLaR5F339iKYryqldrxDK55UtYfQrYeXOU1YOj4DrZJTOT6ZrcPsIvmBqHYVp54ngwMTVUeejPyJiKbajjl+zq4v6sPGVmLGV2k/McST3Z0khH5yxuQkPfvGrKxZSlvttRGPbhNTADij8AwlKiIshlHlq+rzvb9s+RL/rvq3st0YbMSN627E3w/9Xdl3XcV1yNBrX2guHXep4nPTLSgBQI4xB9Od0zXRSHWB0fUCWO2rVqJ7SiwlKLIU9XIGZaShFqrZ3sQTlYGm2NAA8dP3Yvp4603IXP2TlO5trPkcliPvKNuR4sUpndeNYCeRTjrP6Prb6S9as9iBR56IzSRlh6XiSQyGyy5V2mqhSawjv29Mfj4YjhvScY0kfnx6KS6fRX53ZhZaYZxJotT4bSTaUqirg3iYpPTqaJoYhTJioeLJGEItnqhfkOIxJc+ihBTubPDBGyYvvOqUnQm5JswqtGIHMwW8JP+6zGcPo4jtqrijejl2h4SBfgRKHLSeJyM7bUeUJLhC5HfJGUc8eaf2HVy25jIlKiHLkIVJGcNjKpehzwDHyJM7H+9L6hWUDlY1rlLaszJnJenZN2ZnklWqGl8NeDF+CXIAcEfdStthcGiiX9RmtqmypnlN0uMMGFxQekHMfqvOiu9O+W7M/u7xqAWHg+6DST/TSEP9/VtqLU1rpQvK0CAaSFSlWsCOB2O1gp3Y9XfE8wi8uTqmT7DNCP3x9b0buEoisj76jmZXuKhv4gnvJD4T+tY9YAb5e20koE3bGXjkiVBFhGS2jEaO9YRVmyS3EqFJqK5W2mpvlBMRq5HDXaeV4oOvz8RfLpmAxy+bCN0Ukqqr9oYJP/+80mbLy8FmDPx3mEKhDA5UPBlDqNN21Cvc8cizG5SUCgna6JMvqsjL1YQcMzItetx22nRswTRlv/OrXwOAUm0HADwhnpYrHgQ0nifDUM63L/jCAgS54AGsBhYGnfYr5qj3KP564K+afVePv3pYzGIBuYSsOqViY9vGJL0HhiviUkxE9YwepxWclrZr2/Q25JnyAMhRHLetvw3Xrb0Or1e/HtPXHVGJJ3oHxtnIBLev6TGCJGB7+3Zl+6Tsk2L6THZMVqoB9WRZ3jKUWks1+84qOguAbCqbZZAjg9xRN477+y7sDBetIVIhK8dIV61HI9q0nd7FB8NZZ/Xah+8IgvPWJu2jb96pVI0BAM+C7wNs31bvBXsJ+Az5e43lA9C3xqYRjTWYcHoXGcQa8n3DVaRm1nsiwZaQ6CbhwEGIbvm5Ilarfm7l5UM9rBGJw6zD/FI7dCwDNpc8D8RWIrIL+w8obePVVw3p+CgUSt+g4skYYmEOKR+337UfgpQ8EqQsk7zQ1LrkXGxJkrCzgbysn1LhBABcMD0bE5Zfrew3H/sIxrovYav7HPkGWXgRJaAjMHpWh0cFkjSqqu10aFJ2YgWR16pf02yfVXQWvlb6tUEfVzLUfzf1geQlSQfCljZSOWNCxgSl8ky6UKcBNQWb0BZuw1OHn4qJJtGIJwYH5mTOUbY3tG1AXzjsOayJIPrl3F/i25O/relzVXniiSDLsLh72t2w6eTf62mOaVicK6+ycwyniYppCCQ2wR5pqCNPckxUPBmNqKMX2LCr1/66hQvj7JWgn0F+hyMeHcyH34nTj2A5RIxlg+POgG/et3q9dwwMg2gW+T5gQ4OfkjjcsKpqO2IaPE/Ezk6lzeTSv+GesLm5YCd0pVaKIsTqakS3bEH43ySFk6XiSQxq/xyxVRbZhaNHIdZ3zT04DvpTTx2OoVEolBSh4skYIteUqxhARqUo2kPJTWPLMsnL29Y6+QXIExLgj8irXmY9i3GqPpHJF2rOz37/dmR/9B38W/8w0OWS0rNKD2VgsP4mMIJsxCvqbZB05mEeUXLUZYoLMwwxx6t91Ur7mvHX4K5pdw17SkN3xAagjRhIN2ovkm6BIJ0kEqFeqHpBs61J29E7MMUxBUZW/jv3Rr3wRD1IBUmSYqrpMAyDi8suxh8W/AHXjL8Gv5n/GyzNW5r0OlOdU/Gvk/+Fx056DI/Oe1RJowK0qTvD5XsSEkIxVRF6Q12OWh0RSBk9CBby78Z5GwAx+WIEV1YK3eJFmn2m7Ci4SuLn5K0zwdCyK+l19G3EaDgw/dq+DFmDaCJmlWyoM0nPsUH6q+2Q70k2MzNJzxMXrpREnwT/+CcEfnyv9nj5iZ22Ew82l3yviDU1kAQB/C4SKa5bvAiMMb0LKxQKJb1Q8WSMoX7ZSFauGICmzPBX1fILU72q8k5RhkH7YssZ4Jl/R8x1JgpHUQB5Zau7Sg8lPeg7DirtaM4UYIR7JxxV++XkaIWeiBjRRA9cOu5SsMzwfwWpX24HUzxR/z2qy/Cmi5mZMzE3a27M/g2tG+CNyi8Wgiigzk9EiExjJhiGQYGZlEVsCsiljiVJwmvVr+FXu36liZrpPvb7vb/Hp42fKvvmZ89X2jMyZ+DmCTdjTtaclMaeYcjANOc0mHuIg+rvM7XB8FAgSRKePPgkLvrsIqxctRJfX/91rGte1+t5gihgj4tUNEr1Z0AZWUimTAgWWVhlhRB0rt7NlC2PPALdYlkY1Vt5FMx1Q3fq6crxYLtB/k5PJMYJEeg7ScnwSM60+P1S4EQTTxhNtZ00lSruvrbDkbjjCQxboDJKPt4jrVKvB1s5PEbwIxm2uBiMXf79lDo6IBw4ALGmRjmuLntOoVBGJsP/5kJJK+qXDfXqZzxmF9lg4OSX8c4gD2+Yx456krJT5IhVvwNTroh7rSmsnMftDVPT2HTCBsmkV7CN/IodnUGStlPQI/JkZ8dOpQJJgbkgpvrKcKEWT5qCTYNyD0mS0BgkZQnVpYXTBcMweHDOg/jF7F/guWXPEQ8UMYoP6j8AAFT7q5U0m2xjNorM8u9UoYWMpzvC44WqF/DPw//EmuY1uH/7/TjgJjnZH9R/oDG/LTQX9hph0h80qYju/f0qpdwXImIEuzp2wRf1YV3LOvyv5n/KsRp/DR7Z9UivflJt4TaIXZ4VmYZMjZE3ZXQRzSQVnzhf7yl9DMPA9tBPMfmyRlRe0AJTPgN2CnkZigY4sN5mGBriC4Gm6lVgBPk7krcVQTL1P+JBNDmVtvo5MlZh01htRxIESB4ixlDxJD7qEt09sf7m1yd0pZ1EMAYDdItIhJpw4ACiX32lbLNlpfFOo1AoIwgqnowx1BU8dnbsTNqXYxmUOIlAUusKY0stmYCoI1O6Ea15CJXGllAbz8gvhp4Q9TxJJ6yqSoI0ws1iAcCtEk/UZsKANmUnnrHocFFkKYKekf1ZGoINaAslr1TVH+oD9Ur0h1Vn1ZRITicmzoSleUtRYC7A+SXnK/v3dsqGkerPVm4rVyLLKmzEEHFj20a8VPUSXqx6UdknQcKbNW8q2+/VaUux/m7B7xKawg6EAnOBxtBX/TuUbsJCGD/c9EPcs/UeXLbmMjy86+GYPiJE/OfYf5JepyVEKk/km/PTPk7K0CGaifDFhlxKm/PUIvOjO5D91nWaiAdAFipYvQSGAURTFhiTCUxW19+7xIAPcnB0Ga73xNBMntnBiRfG7ZPy2NXiSdiduOMYQe15Ig2w2o7k8QBil2mvzQZGPzyG5iMd3cKFAKt9jWDLy2F78m/QzZkzPIMaBXCTSHXB0ONPQGrpemZwHDhVNR4KhTIyoeLJGEP9EtQR6d0kbpzKNHbjcS8a3BFle05x/Jf1zhWPoX3lk/DOvo3ct0s8oZEn6UVTaWeEm8UCgFslnmWYtGWK1Sk7xdbiIRtTb5g4EyY5yGSmxl+TpHf/2NVJfA5mOmcOSbqSOmqj2l8NAGgPEx8ktYCj9mBZ07QGzx19LuZ6q5tW45xPzsE5n5yDI16SWvDS8pcG1dejwk6+0za1bRq0+7xX957mc6lZUbhCaW9t36qJwumJ+vdc7adDGX1oBAhV6ovz8/thPv4pjM3bkP2h1tBV565W2oJZ/htj84mIFmzXQ99xMG4FHM5PSpfyqqiXfo3dSKIlOP/gRNSNJLTPyoFFngiHSdQuW5j+KMGxApubqzVKtlhg+/OfNOIAJRbdgvlx9+tPWQ42a3AWVigUSvqg4skYw2lwKm1XxNVr/2XjyQRrw3EP6txyyDAD2fMkHpLeinDZqYgUkAcAjTwZHEZTpR1ANhzuxtFDPFEbfg5G2spAyDWSl3+1wJAutnVsU9qzsmYl6Zk+SqwlikjTFGxCnb8OHWEiqKrTSdTRHWo4hkO+KXH0xILsBcg2DW5ayqIcEuK8rqV3z5H+cMB9AH8/9PeY/SxY/GTGT3DPjHs0ni4f1X+U8FrrW9cr7RJLScJ+lJGPaCIvMt3iCcMHYWwkIp6heTvYIPm7MjSQilXdz0jdvHnKPn+LHO1paNoacz8uQMSTbr+V/hLNJivY+ra9gKr88ViEVUUADVQ8EY9VK23dtKkDutZYx/Ttb4GbNAmM3Q7LT+8DYxv585ThhisvBzdzZuz+OPsoFMrIg4onYwyHgYghroir1yoR0wssSnt3ox9iV/eyTCMshuT5qryjXGmPZ+WVLRp5kl50HYeUtmAtSNJzZKAWz9RpO+6IG3s6iYnmOOvIcuFXR2GoBYZ00BHuwPoW8kI9O3N2Wq+fCANr0KTxbe/YjtYwMcRViydmnTlG0Mo15eK5Zc/hjwv/iPG28XHvcW1F/6uBpMrSvKVKBZ4af82gRAb9Zf9flLaRNeKbk76JS8suxZ8X/RmnF8qGn5eNu0zps6pxFSJCJOY6ADS/56fkn5L2sVKGjnimq/qWWM8bY+1apc0FyN9Yd7lgdcUdPihPuwyNWhNmSBI4NzHdFGwD+74XrQVKyV42GhjzprGMeqFhoGk7PnItJot6FiWDKy2F7cm/IeOtN6Ffmn7fq7GK4bxzY/bpTz55GEZCoVD6ChVPxhhGzggLJwsigiTAy3uT9i/KMELHxlZwmZxnidNbi5BRAqnrpaaYaYcREbT7aeRJ2hAFGJp3KJuR/NhKKiMJUZLg0ognJPLkuO84RMgrnxW2Co1B6UhALSSkWzzZ69oLQZJFxUJzoSYNZbCZ6SQrWc2hZux3kTKo3Wax3Xx90tc1ZYIfmvMQck25yDJm4YnFT+DReY/i+orrUWmvhEPvwK0Tbh2UqkE9MXEmTHWQ1d+/Hfhbn0sHJ6Mp2KRJ17lv5n24dNyl+Obkb2JixkRl/7yseUp6UkSMoMoXW31lTdMaxZDXyBpRZosf0UMZHajFE51HjpxTfyd3w3mJmaxapBC70naYbCLO8iH5b8xUswYQo+Qa7mpwXeeKRgcE+wCjlhgGgiWHjCuY/oi6EYMkgQ2n0TDWR1KAaCQFZTAwnHMOuMmTlW1u2lRNGWMKhTJyoeLJGEQdfdIZTr7apOMYVGTHGj1Ozu1dPAGrh6ianOUybtS5w2jxxl+RpfQNzt8ENipP4gRTFgT7yPEJiUd1RwhhXn6pdZp1sBjI14u60sxIfKFUiyfpjmw47iOryUtylwxpeWa1YWlDoEH5bAwYzMjUlkQ8Oe9kvLDsBfx9yd/x4YoPUWknq+Usw2J+9nzcUHkDnlj8BF497VVcNf6qofkQ0Ea4bOvYhpu/vDltlXfer3tfaeeZ8rAkb0ncfgzDYLqDiEXPHnlWEcUAICSE8MSBJ5TtZfnLNGIUZfQRVZUKNjRuAsMHkbH5sZh+6mgTdQqPIp6ofAz4sGw+yohR6Dy1yn6dl6Q1RrOnAGn4ntAY3o5h8YThg2AkWbiXOCPAxU85ThXJR4zaGat1QNeiUBJh/e1voF9xJrjp02G+887hHg6FQkkRKp6MQYot5CU7mbFhNyunxBpUTckzp3QvwUzEkzzIQs3R9sEtJ3qioK7uIFrzASY2QmgkUdUeUtrT8y1KJRdAK570jHgYCUxzkpekXZ27EFWtCA+UPS6SxlFuK0/bdVOhwExC//e79kOCLG45DI641XGyTdmaKjwjhXlZ8zAvi/hGNAWbcM+We7CzYydCQijJmb2j/ve5ofKGpH3V5Zi3d2zH3Zvvhj/qx57OPbjos4vgjspVTRgwuHXCrQMaF2X4ETJKwHeJ1owkwrHul3H7sWrxJKQST7o8U9QmkHyQQXfglDpNh/OR78ieKZpCTQ1CTz8D4Uh8Q+NEqMUTbiyLJ2ksUwwAkl8deULFE8rgIPvE/BS2v/yZmuxSKKMIKp6MQdSh9FXe2NDyniwq0042OBaYlErkCQAhg9SkX8jKQk2tK5zSuZTkcF6yKtldtWEkoy5TnGvTlnY86j2qtIssI088yTfnK8aovMRjTdOatFw3LISxo2OHsj0zc2gN4UqtpWAgCyHq6ls5xpxEp4xIGIbBL+b8QlNN7LD3MH689ce4Y+MdaA9pXwwFScDuzt1Y27y219LTjQHy0qr2iInHKfmnaKoY7Xfvx7c2fAt3b7lb0++mCTchxzS6fsaU+KiFDMuh/8Xto0SeSBLYoCptp0s8YcxmME5n1wWBsFtOaTS0kNLEnCoKhVc9VyWeh+/mWxB+8UX4vncnhONEcOl17OrIE39Lkp6jG41Z7AD9ToCekSc0bYdCoVAoBCqejEHUkSdNwd5LFJZnmTBPVZb4itm5sBpTCzcPF5ESpxNZOeyYiifpQd9KVsSj2SPf8d+VpEzxPtc+pa2O8hhJqNNUXjj6Qlp8NVpDrUq0R74pf8iFI6fBqflc3Yw28QSQvU+eWPwEbqjQRofU+mvxUYO2+s0f9/0RP9ryIzyy6xHcvO5mbGjdgHiEhJAiKukYnabqUjwYhsEDsx7AhaUXKvtaQtqX0pnOmbhi3BUpfy7KyEawxq821X4OSdHSuasBkQfnOQ62KxJKNGRA0pNFCHUljVCHLC4bGjYr+wxNpCJXt9+JJIrwXnY5uWk4jODvfgdJTK1yjnpxw7HxdxpvlrGEukyxlI7IEx+NPKFQKBRKfKh4MgZRh+o3hXoXTxiGwW8vrMAPTy3BL1eW43vLUvfWUHueOCCv1myqSW5SOyrhQzAdfR+6tv29900TBrV4kjvyS9i5VWWKnWYinoSEkGKiqWN0IzJtBwCuq7hOaTeHmtEQbBjwNVtDJJy/22x0qIlnzjtaoyIYhsH1ldfjzqna/PDPmj5T/Ed2duzExw0fK8eiUhS/2PELvFP7Tsz11GmNBeYCcGzvorGBM+A7k7+jMbHt5gdTf4DfLfgddKwuzpmU0QivKvnbTajsNITLTlOiUtiIF/q2/dCrng+R/NmaVEs2n5QeFiLy1Ivzy89nhg/C2EzEk3CxvCgRXbsWklf7PBX27Qf/xRcpjT048WsQ9WRhxL75jymdN9pgI2mOPFH9zGnkCYVCoVDUUPFkDKIWT6p91WgONvd6jsXA4YrZuThzUmaf/A5EIzGnzWRk8aTWFYZ/jJUsdn7xILI+vRu5/70MpupVQ3JPdZniaO7gVzUZKOq0HXWZYlfEpbSdBueI89PoZkLGBI2vxurG1QO+pro08HCJJ93pSGrmZM0Z+oGkkfNLzserp74KI2sEIEefrG9Zj5ZgCx7a+VDcc/515F8QRO33krqs8Nys1KtZsQyL7039HvSMHEHAMRwemPUAzi05d8T+flP6h3/a1ZptkTPBtfxBgGEQUX0vc54aTaUdwaYViZkM8qwUwl3iSaBVLlGs8jvh7SWyxxWQUCRJ1ftENGXCN+tmZdt0fDUgpRa1Mppg0+h5IgWDkDq6UhxZFkxWZvITKBQKhXJCQcWTMUiGPgPjbeOV7c+bPx+0e6lXebK5gNJuGmMVd4x16wAADKSEpoFpRRQ0hrGJQsdHEm51mWJV5Im64lOWcWR7t5xVdJbS3tW5a8DXO+Y9prSHSzyJl7azIHvBMIwkvTgMDk36zMO7HsYN626An5dFXCNrxENziJDi5/2aksSAVtwaZxvXp/tX2ivxtyV/w70z7sUzJz+DZfnL+vMxKCMcyWBH441fQWJ0EPU2dJ79Z0XcUJcT1nnrk3pvMA6yzUdl0Y8Ro2DDLnBeEuXWLbqIbW2IfrFO2W+45BJy7YbUo+J8876jtNmoH4bm7SmfO1pgVD/3gabtiHV16Hb0ZYuKwBgGVrmHQqFQKGMLKp6MQRiGwcrilcq22qwz3ahXeewMqbLT4Bk74gkbaNFUKuACLTDWrBnce0Y8YLq8MkRDBjAK0gBqOonXTbaFGMZ2Roh4kmkY2at46vK9e1x7Yvws+sq2DhKK35sZ6WCxLH8ZbDoSep5vyodZl1o1rZHOleVXIssQX5C7e/rdWJy7GKfkn6Ls29S2SdOnI0xMdNXlqlOl1FqKMwrP0ET7UcYeksmJxq/vRtMtmxEuXa7sV4snnKdGkz4iGbTiCesgkSc8Typdcb4G6DoPq64piyf8nj0ALwvSbMV46JedTPoc70M5dYaBf/JlyqahYWPq544S0hl5InaS5xWbP/IXLSgUCoUytFDxZIyiXm3+quUrZTU23UgG8lJmlUjkyZ7GwbnfcGBo2hGzL/vDb2vSatINoy5TbHIO2n3SRUcgqkQbmXQsKrPJy7m6THGmcWSLJ7nGXKWcsCAJeLf2Xc3xKm8Vnjn8DL5o/gK+qC/OFQiSJGlS5iZnTE77eFPBwBpwRTkxML2g9IJhGcdg4DA48NNZP43Z//2p38epBacCAJbkLlH27+7cremnrsTTH/GEcmITzZygtE01n4MNuZXt2MiT+OKJoWk7zMdUHj1d15Qayfembu48cJMnA6w8ZROrqjSmpr2OM48ItzpXdcrnjRbUET/SAD1PJL+q0o6N+p1QKBQKRcvIX86m9ItpjmkoNBeiMdiIsBjGzo6dWJq3NO33kfTEid4kBcFChAgWX1a7k5w1uuB88UOk7dueROeK/zc49wypy106B+Ue6aTVF1XaxQ4DdBzxfVCnv0zKmDSk4+orDMPg+orr8fCuhwEAH9R/gGvGXwOzzgxe5PHA9gfQFiYv3L+b/zvMyoofUeLjfQgKcjSWiTPBrh94FYj+clX5VZjhnAEjZ8TEjInDNo7BYGbmTLyw/AU8e+RZAMBtE25DtokIIerfObUJsCiJmsii0ViBiDK8RAoXQOIMYIQIuGAbOL/q90vlBwYATCaJkIq6REiS7CdrrPsS+jZSjSw4QU5FE5uI8Mrm54OxWMCWlECskaNOxOZmcCm+3PNOksarc1X14ROODpg0Rp5AJZ7Aakncj0KhUCgnJDTyZIzCsZwmXH19y/rBuRHDatz8HZBXw453hlDTEcDHBzvgUhmJjkbYUEfc/cbatYCQnvQkJuKD+fA7ilCjiTwxOtNyj8GkPUDEkyxVyg4ATfTFRPvIf3FfnLtYeZH2RD3Y2bkTAPBp46ca4QQA3q57O+F11C/meaa8YTUSZRgGMzJnjDnhpJs8Ux5+POPH+PGMH2uEEwDIN+eD7XrUtYZaERbk9LLDnsNKFSiH3jHio6IoIxBWB8FMRDfOfVxp94w8YUuKwWTIL/aiL4SoTzbVNtWsAdP1HOGthRCtclUeoZak5rAFcvoIm0t8k8T61H1PeFWEjL79oKa071ggrYaxPlXkiZWWKaZQKBSKFiqejGFOziM50hvbNkLqMkFLN4KNlEKdY3XJ+0RgxR+/xIMfHcf3/3cE4iDdeyhgg0Q8cS17EHxGmbw/6oflcOKX51Rhwh7k/u9yZK7+MbLfvgFMxK+pviCaRv5LnTryJNemFU8G6isx1OhZPZblEfPPX+z4Bf564K/Y3L45pu+m1k3wR+OnqO3o2KG0qSfG8KFn9cg3E++Cg+6DAID6QL2yb0bmDLAMfRxS+o46MlCn+d7WevEwLAu2tEzZjvCx6SXR/NkAAEkUIRw4qOznJsspf+z4cmWfcDS1ijvyWDIRzZKvwUi8JtJlLKCOPElr2g4VTygUCoXSAzpbHMNMypgECyeHnXqiHs1LbDrpFhMAYGlmZ8zxw21BPLupaVDuPRSoy0+K5kyEys9Utp1rHwDEgZVltu5/BbquFUudrwHWfS/B0EyMRkdDmeKq9pDSLrCT6gS8yMMdlVO4GDBwGpxDPbR+0e2X0c07te/gi+bYsqFhMYzD3sMx+wFgr2uv0l6cuzi9A6T0iXnZpAR1dyRRe5iYQA9XJSTK6CeeuC0a7Jpoj26YbCIeB2xzYo53l0WWfD4g1PWdarUqESfdIgoA8JtixdxkqFN3OP/ofR7Hgw2nMfKEiicUCoVCSQIVT8YwDMNoym9W+QYn17k7zBgA5mXHT9F5fkszPKHRmb7DqdJ2RFMWghXnaI7r2/b2PKVPmI6t0mwb676EzkNCtqM50wZ0/aFgdyMJA59RQCac6ko7DoMDHMsN6bj6yzTnNNw64da4xziGw2n5pynbtf7auP0Oe4ioMtK9XsY6E+zkRbY7jUydTkb9Tij9JZ54wjvGA3G+61iVeBK0ToOkinYKlZyMSOFCAIDkJp5hjJ2IAfqFC5W2UFUFSRRTHqdgJdFvnL85Sc/RB+etU9qieWB/y1Q8oVAoFEoyqHgyxpmQQV4atrVvS9Kz/4gq09hic3yBJCJIWFs1sk1kmYgfzk/vRs4bl0LXtl/eKUSg6ySlngVzNqJ5sxHJn6PsM7Ts7PXabKANGV/9Bpy/EZBIpErG+l/B0LpL09fYsBH6tgPKNp8xDiMZf0TAoVbZGJUBMKOQ/D7U+IkINBpSdtRcNf4q3FBxQ8z+pblLNaLkV61fxfTZ2r5V8TzRs3qlgg9leFCn7TQF5VX3ugB54Sq2FA/5mChjg3ieVHxGSWxHAEw2SeXhQ3q0n/sU/JMvg3fed9BxzhOygywAqZV4K7E5RAxg7HZStScahdSm9WBKhmAlfwOcb+xEnrDBdmWBQ9RZlFLP/UVdxYix0mo7FAqFQtFCxZMxzuIcki6wtX3roNxD0hNHeisTwiUzyWTPaSIFnbbXjWyTuowNv4bl6PswtO9HxpY/AwD0HYcVMzreWgjBIb80ByZ+TTnP0LCp12s71z4A2+5nwQXboe88AibqB+drgG3P83H7M5IsQvGOcRAtI3tV/FBrEGKXpU1Ftgk2I1lx3dlBhKUZzhlDPbQB0zN9BwCur7weUx1Tle2t7VvRFGxCRIjgv8f/i1eOvYKXj71MrpF/KvSsPuY6lKGjwERW3Y/7j0MQBTQEiOFmiSX+yy6F0hvdzwQ1iaIF1YavwuHDiJQshfvUh+Fd8D2Ak9MdJUFA4A9/IOfk5WmvUUTEAbGuDqki2MjfADuG0nZYPzHmFuzFwAC9i8Rm8rNhckaX4E+hUCiUwYeWKh7jqF/yGoINECQBHJPe1Am1eMJEA7j7tBIsr3Ag0+GA1+vBnf+Tje1qXKFElxgRWA+8rrRNNWsAALpOYsrHZ1YqE7NoNvm59pY/rmvbr1wPABgxisJ/LYBn4d2afuGixTA2bNDs80+/rk+fYThQp+yUZ5k0x9TVaSrtlUM2pnRRbClGpb0SR71y9NF9M+9Dua0c46zjMNE+UfE7uWndTQmvcem4S4dkrJTE5JvzYdPZ4ON98EQ92Ni2UYkMYsGiwEINfSn9I1y0MGZfIvFEN3eu0hb27IEkimBY7ct++LnnITUS49nuSjvKdlkZhP1yZGT0i3XQzZuHVBCsBYh4OTAseWbxW7ci/MYb4KZPh/Haa4e1Ilh/YVWG3ZJhYJEikiRBbFD97IsGFsVCoVAolLEHjTwZ41j1VsWkMypGsd+1P+336CmesAyDxeMycPKEbIzLNCrHajrDg1bxZ6AwkTgVU/gw7NueUDaj2VOUtmgm4dfqajzxMB/7KO7+jE1kddE/5Qq4TvklJIbomaLeisCkkf3iHRVEvLy9VdleUKo16+sME8+TTMPIrxrUE5Zh8ei8R3HXtLvw1JKncFrBaQBkP6GbJiQWTLqZlzVvVIpGYw0dq8OKwhXK9rt170KC/F2UZ86DgTUkOpVCSYqQURqzTy2uq2FzcoiHSTQKyeXSHBfb2hB+5RWyw2SC/uyzNX30Z5yutPk9e1IeZ3DbMRx9Lw9H3s1D+EgLhLo6+H92P/gNGxF++hlE3nwr5WvFIEZh3/IXOFf/BLr2A733TyNMlIj36hTifhEIEKNekwlMxsAq91AoFApl7EHFkxOAmZkzlfYnDZ+k/fqijognbI+yrTlWPWwGOdLFGxZwpC2Y9vunA50rtuyj+eh7GuPW8LjTlLa6DGVv4omuM7lRr8QZ4Zt9K4SMEriXPQCJ4SBxBrhOfRSSYWQb1r2/vwOuoJxi5DTpsHKKtjyn2jA20zj6xBMAcBqcOKf4HJTZyjT7F2Qv0ER2xeOK8isGc2iUPjAra5bSVqcwUr8TykCQdGaN8SsASKryxT1hckkaZk/Pksh77wPRrrLvOh0y3ngdXJn2e0c3jUS1iMeOQYpEeh9jIAD/X54CwAASA9cuEaE//QlQnRv6178gRaOJL5IE85H3YN/2BCyH30LOuzeDDbT0flKaYEPES000OgZ0LSlI5ieM2TwqI3EoFAqFMrjQtJ0TgBWFK5Qyqx82fIgry69EsTV9Lww9I0/UMAyDpeMz8PFB+SV61SEXJuZaMNIwNG2P2Wfb82+lLZhzECmYr2xLeiskhgMjCWCFECBGgXi+FqIAQ8sOZTPqrITOdQzqKZl33rchOMoBAIGpVyI44QIAEqSBrqINAeurPUr7vGlZMOq0LxEa8WQURp4kg2EYPDz3YXxQ/wHsejsYMDByRniiHrgjbszMnIk5WXOGe5iULk7KPgkZ+gx4oh7NfiqeUAaK69RHkLnmPgBAYNIlSfuyuXkQq44BAMSWFnCTSCUusZ54mBhvvgmM2RxzPmO1gsnPh9TcDIgi+A0boD/lFEg8j/B/XgY4FsarrgLDkfTc8EsvAaGwsu1rMAENPQzkfT5I7e1gCvqewmZo3kE+X9iNnHduQsuV7w3YfyQV2LBKPEkiWqWCFCKpxfF+9hQKhUKhUPHkBGC6czoYMEqY+ieNn+DmCTen7frql3yGD8QcP3NipiKefHywA99cWgh2hK3o6DzHY/bp20mKU0gVdQIAYBhIBhuYrokbG/HFLVmpb9sLLiCntQjmbEg6EwR7CXSQo1XCxYvhm3275hy1GDWSESUJO+pJyPQF07Tmet0iAgAwYJT0sbGETW+j0SWjBANnwPzs+VjdtFqzX13GmELpD8FJFwOsDrr2g/DPTJ7Ox6oiT8RWbeSJ2EwiNriJExNeQ79kCSJvvgkA4Hfvgf6UUxB64m/KPsnlgvk735HbwSDCb/w3pc8h1NWB7at4Ikkw1Xyu2aVzV8O27W/wzf9u367VD9TiiTTAyBOoxBOYTIn7USgUCuWEhabtnADY9XZcNf4qZTvVksW1/lo8d+Q5HPHEprSoSRZ5AgCLx9mRYZJXwZp9URzvGHnGsUzYk/R4cMKFMftEA/H3SHS+zk1EmUjBAgAMRGMGmq/+GB0rHkPH2X8F2PQa+A4VR9qC8IblsstZFp3G3wYA9nTuUQS7yY7J0LFUq6UML6cXnK7ZztBnKD42FMpACE64AN5Fd/daHY3JJdVzxFYilkiiCKGKpHj2TNdRo5tNUtDEujqIjY2KcAIAkdffUEru8tu2AeFwz0uQ8aiq+fCbeq8cF3N+1B/XND1j61/je4mlGSacxrQddeQJFU8oFAqFEgcqnpwgXDbuMjBdySKHPYfhjXqT9ndFXPjBph/gpWMv4e4td6M+UJ+wr1o8YcOx19VzLCqzSQhsq79/edWDCZtEPInkTEMkTkUF0UwiLXSu+L4mnI+UQxXsxLlfyChFqGLlqEjNSYS69PTcYltMfnh3NROAru5TRgaLchfhmvHXAAB0jA7fnfJdGDljL2dRKOlDHXkitRCzbbGxCfDLYgOTYdeIGjHXKCUmtfzGjfBed31MH+GoXCEsum5dwusYr78e5jtIdIh4rLr3D9BzLCFXwmPmI+/0+Xp9hfOR6jiCeWClhaWgOm2HiicUCoVCiYWKJycIGfoM5QVWhKiUXo1HVIzi0V2PwsfLL8chIYR/HPxHwv6CrVAxzOO8dWCisatNOVbiB9I2ysSTcNmpcferPVAMzTvj9tFM7GyF/RzdyGSbKmVnXok95nh7uF1pZxsHNqmlUNLFTZU34YnFT+Dpk5+mUSeUIYfNU0eeqMSTI4eVNjdxYlKzUrakBNDH8dhSIRw4KF+3tlbZ57h5BRhOBGcUkHdJIUy33gK2bBw5p6Ym5jq9wYZdSjuSPRWehXcp24bmWC+xdKNXLVzwzoqBXUxlGEvTdigUCoUSDyqenECoq4UkiyR55dgr2NmpFQN2de5KWGZY0pnBO8YDABhI0LmOxfQZ8eJJxJ3wWKKyk3wG+Xmywba4fdQ/C8FWFLfPaKSn38ncYltMHyqeUEYiDMOg0l6JAnPfjTEplIHC5OQqbbV4wu/arbTZJH4nAMAYDNAvW5a0T3S17O0jtpHvYWbBKZhyRRMmXdIMR658b7aoEOgyl5VaWyEFYlNvk8GGiCm4ZHIikj9X2dZ3HI53SlrRRHc6Eqc6pQI1jKVQKBRKb1Dx5ARCXVWiu/pOTyRJwtu1b8fsDwgBTRpGT9QpKWygNea4Wjxp8Y488YRRlTvkHeM0x3pudyOaiUGsegJJTgxpKu1EcmcMbJAjiMOtyf1OAK14kmXMijlOoVAoJxpsj1LFkihCkiREP12l7NfNnRvvVA3Ga68BbFrRWrd4sdIWamvla7eT72GpuJKMo+uZxeh0YIvJ3ECsIxV/UkGdtiOYMsF3VY4DAM5bDyRYdEkLIg9GkMstS2Ag6QZmtk49TygUCoXSG1Q8OYFYkrtEaW/v2A5XxBXTp8ZfA3eUCAlTHSTq4rAn8SqSaCaraVwc8aRM9XK9udabMIplWJBEsBHi1RKsWKk5zGfG9+tQV9fhQh0xx41NW5WJXdRZAdGan47Rjgje3ksm5PH8TiJCBAfdB5XtfPPY+ewUCoXSXxizGYy9K82R5yG5XJA6OyF5up5BVit08+cnvkAXXGUl7P98CqbvfAdsRQV0p5wC870/JukmwaCcsiPIIjdjtwMZeZAYOcqEjXiBrucTqzKn7WvqjjptRzI6IZqzIOptXffwyALKIKFOEZb0ZmCgVfxCNG2HQqFQKMmh4skJRIW9AlMcU5Ttd2vfjenzQf0HSnthzkLMyiSu/pvaEjvxC6oKA/EiTxaU2mHWy79uta4wWn0jJ/qE89aDkeQJpmDKhH/GDQgXzAdvL0bTtZ8BTPw/E9FEoinYYKx4YjnwhtKOFC2OOT5aqXWF8L/dJE1paXlGbJ9ALYKCPBHNN+Wj1FIa04dCoVBORJhcbeqO2ESq1bCFhWDY1KZmbF4ejJdfBvs/n4L1wV+AdTg0nirRL78k98zPBxhWI/p3P7e4MvL9HHz0V3KFnhTRdZBqfIKtAGBYRPNmKvv07ftSvlZf4Xzk5yZaEhvspoo6ZYkx0bQdCoVCocRCxZMTjEU5i5R2PDFka/tWpb2icAVOyjlJ2T7iTVyyWLQkjzwx6lhMz2Zxv+4F/EH/BFrq41enGQ70HYeUNp89GaI5G+1f+zdarlkFMYnJq2hWiSdx0nYMDRuUdrByZczxkUIoKqLeHU45GugfXxETXKdZh3OmxKbkVPuqlXa5rTyp+SGFQqGcSLAq8URqaYXYQHw72PyBRempxZPIK68qbd3s2QC0zy0uJEcQsj3KIgce+j9IkUhK99O37SX3y5MXW9R+YJw/cbrvQNF5SJQMnzFwgV6sI1EybJJqRxQKhUI5caHiyQnGucXnKu1qXzVESVS26/31qPHLkxGWYbEodxFKLCXK8cZgY8IXbF5lhqoWI9R8V/g3btd9gMu4dZi+7ecD+hzphFWl3PB9MHUVjQ6InBzay0a8mugTJuwB1yWoSJxRU5lnJNHgDuPSZ/fiiuf24WfvV/faX5IkbFWVKL5+fh7YOMLIjo4dSrvSXhlznEKhUE5U2Dxt5Am//ityrHBgRsa6efOUtuQl6ahsV3SJqCrn2x250VM8kbxeCPtSixjhgiSFU7DL8wVBtZjC+ptTHXqf4bzEn0WwD1w8EVSVidhxAzOfpVAoFMrYhIonJxiZxkw49A4AQFgMo9ZPJgurm1Yr7amOqTBxJjgNThhZ2a8kwAfg5b2IRzR/jtLWt+4BREFznOGDON1LjGiLfbuh60xcLnkoYSLqvGlrH05kwWdNUjb17fuVdsyKWILUn+HmgwMdcAV5AMCaoy58+/VDCESEhP13NPiV/gBw9dzY1TlJkrC+Zb2yPSdrTvoGTKFQKKMcbcWdFvAHDijb+kWL4p2SMrp58c1muVJZXIg6iZit65B9qbiJE8GO0xqjR97/AKnAqAxjRaNT/r/K34sbRPEk3ZEnGrEpm1aIo1AoFEosI/ONjjKoTHdOV9qrGonDv1pIOa3gNAByWU91Sc/mYPyJkGjOgmiURRlGjGpM5ADA8fn9MedYDr4Rs2840JrO9UE8gbYSj9rrxVi7VtVn/ABGN7jsb9aWpdzZ4MfL2xOHWX9ykETXnDslK27UiSfqgY+Xo1NMnEnjm0OhUCgnOurIE6mpGZKqZDE3Y2BV2diSkvj7y8sBAHwWKYOsc8viA8NxsP39SRivu045Fv30U0jR5N5kDB8EK8gVaiRWD0kvV7sR1OJJnDTedMF5VJEnGfE/d58IqgxjaaliCoVCocSBiicnIOcUn6O0P6r/CL6o/KJbFyATkfE28sJfaCa+H41B4nfRk0SmsUzYA3P1qpj++tY9fRz54MBGiYDQPflLFdFIzFLZMKlSZGjZrbRD404fwOgGjzAvYleDP2b/qkOuuOlZkiRhYw1ZmbtgWvzyw+rfkSJzEfU7oVAoFBVsAXmm8rt2kYo4mU4wxtiy732BsVjA9Iia4GbMAOt0AtBWiWNUVeYYgwHGW28hZraShMibbya/lybqxKFUu1GLJ4OZtqN+5grmnCQ9U0NSiScMFU8oFAqFEgcqnpyAnJR9EnJN8gTJHXXjg/oPEBWjmsgTtdeJOvKkKUjc7XuiLVdMqrHoOw4pJXvV6Jt3glFNfoYLdeSJ2MfIE6kr2gbQTuQ4P/k5JSp1PNwcaAnAFydFp7ozhKqOUMz+encEjR7539GsZzGjMP7P6oiHGAsXWhIb7lIoFMqJCFtSrLSlzk7V/jRETwDQnXSSdnsxSQUSDXZyv4g2DZdhGOjPIGJ/dPWapPdh1eKJSpQRVJVvuMDgiScDiRrtiSQIQLdJLsMAAxSxKBQKhTI2oeLJCQjHcriy/Eple03TGhx0H0RYDAOQI00yjWQiVGAh4kljIFnkicokLkjEE85HzvlCtwTHRXlixYoRmGo+H8AnSQ8DmYCJKvGECXuUtvozC7aBGQAOFm2qctGnVTpw5kSnsr3xuPxZwryId/e248n1DfjvbhJNNK/YBj0X/+tjfSvxO5nqmJrmUVMoFMrohsnKipsWwk2YGKd33+EmT9Zud6XsAIBkTCyeAIDx6quVtnDggMaPpSfq9FzR5FTdwwGJM8h9ogEwER8GA1Z1XdFgG9jFeqTs0IhJCoVCocSDiicnKItzFoPt+uc/4j2Cl469pBybkanNuS4wqTxPQolXkQQrWW3SuY4pbc5HyjDqnCX4UCSrYjr38X6MPr2wasNYQ//Fk+7IEybqV9oSq9dUNxhJtAWIeJJl0WNOMZl8/nVdA/Y1+3H6Ezvx6Kc1eH5LM17eTsSTheMyEA9JkjSRJyfnnTwII6dQKJTRC8MwYIuLY/ZzE9ITpaibOxdg5ec7W1gI3YIFyjF15Ik6bUfXfgDWPf+GXurQ9Oe3bk14HzaOWax8YQaCRe17MjjlitMaeUJTdigUCoWSArrhHgBleMgz52Fx7mIlSmBrO5kgTbBPiOnbTWsosflbNJcYgxqatyttYz0pw2jMLEZVI5nwcCq3/OGC4YnnSV/TduJ5nhjrvlT28Y6yEVtpp91PxJNsqx4ze6Th3P5K/JLTLAOcWuGIe6wl1AJ3VP45WDiLJuWLQqFQKDJccTHEI0e0+yamRzzhykphfez/Qdi/H/oVK8AYDMoxTdpOWBZPWH8zct66DiwfgJ0zIXTSXeC3bJH7q8r39iRR5AkgL6bovLXK9eGsGOjH0iJJYAbgVxZzuSBJVWVMpgFdi0KhUChjl5H5VkcZEm6svDHu/imOKZrtbn8UAGgINCDIB3ueAgCIqlz8lfKEfAjGho3KfqZkAWokIsYY678CRFL6djhQhxT3OW1HlefN+eXVNV3HYWVfuPSUAY5u8OgIkJ97tkWHSbkWXDi99yiZK+fkIs9uiHtsr2uv0p7smAx2hApHFAqFMpzE+JuYTDHlggeCbuZMGK+8EmyW1thbUqW3MBEvIIkw1q4D27WIwAohGFkSKSK2tSe8Bxsifi3qZyHQo+LOIJjGMnwADGRjc1FnBtgBrgWGaKUdCoVCofQOfbM5gRlvH49bJ9yq2TcpYxImZ2jzpTP0GSi3lQMAeInHYc9hxEM0k0kaG5QnXI4vH1b28dZCZJTPwQ6xEgFJNmPjgu0asWE4UKcV9TXFhneSqkQ6VxUgRjWlGQVb0cAHOEhUtZPJYn6XGPKTM0px44J8Tb9l4zMwr8QGi57FaZUO3LYwsQlslbdKaVO/EwqFQomP2jQWAPRLl4LR64fgxnqIOjlKg4EkV8M79pGmi4kn6bTCwYOalBbNpTSGsU7NMVFtGutPf9qO2mNsoCk7QI/IEzONPKFQKBRKfGjazgnOyuKVeLHqRcUs9tzic+MapZXbylHtqwYgl6KdhVkxfSRDBiRWD0aMgo36AV8zLEfeUY5H82bCrOcwtSQHm5sn41RuFwAg0l4DNmd4XrSZkAtc1+qZxBkh2PpWHUYyOiBYC8D5m8CIUXDeeo1Zrrp880giKog43CpPiBkA0wq6JtMMg28tLcLVc/NwoDmA2cVWmPVcytdtD5NVSpqyQ6FQKPHRLVggRzh0CRP6lecM2b0FRxnYdtkI1ly9CqbaLzTHHZ2foDlvJsSWdsDvB79rF/SLFsVcJ6HnCXqUKx4EzxPORyrapcOUXfKTCFTqeUKhUCiURNDIkxMch8GBX8z5BVYUrsCtE27FucXnxu1XailV2lvat8S/GMNook+41b/UlCj2zfkGAOAXZ5fjuEQmVs11RwfyEQaEOkqEtxX1y59EPXHjAq2aa4qqCkQjCXdIgCBHPMNh1sFu1OqoTrMOi8sz+iScAEBHpENpZxtHplEuhUKhDDdsdjbsT/0DxhtvhOXnP4deZdI62ERU/mSW/a/FHGdYwJIbVral1raYPkDvnifdDEbajjpiVLD2bdEjHmILEXiYnJG56EGhUCiU4YdGnlAwP3s+5mfPT9pnQc4CvFD1AgBgXfM6+KN+WOOEygrmbGWixO1+RdnvOvkBRHOnAwBybXo48scBXUEKodpt6fgY/YLhSahufw3nBFV4Mutv0a6ImUfmJMwdIn4nDlPfBJJkqCNPsoxZSXpSKBTKiQ1bVATTzTcN+X0FO0knNbTuUtq8Y5xSAc8gtQCQn4liR3zfk2SRJ6LG8yT9kSc6tXjSx4jReIhNROBhCwZ+PQqFQqGMTWjkCSUlpjimYLxN9vcQIeKg52DcfryzMmafYM5GYMrlmn0lM5Yp7VnhbejwR3qeNiQwKvNbSde/PGdBFV1ibNiklGUUdZa0TOoGA09IUNoZpvRoqIIooDHQqGznm/KT9KZQKBTKcKBOqVHTefpvlOeZ3kSqsUntKYgnPSNPNKWKByPyhDxr0vGcVX9GNm9kRoxSKBQKZfih4gklZaY7pyvtTW2b4vYJFy+J2RcqOw3gtNVZCictRBjyPjsTRE1zYkf/wUQTeaLrX56zkEFSmqwHXlXa0fzZMZ97pOAZhMiTxmAjeEm+brYxO25kEoVCoVCGl0TppIK9BJH8uQAAvY08I4SjVXH7J03bUd2DDbQDktjP0cZHI57YB27MrjbFZSwDK3tMoVAolLELFU8oKbM4d7HSXt+yPm4ftedJN3FXhRgGbh3xxNhfdWzgA+wHWvGkf5EnwYqVkOJ4pfAjNOoEANxBMjFOV+RJjb9GaZdaS5P0pFAoFMpwEXVWxOyTOANEUxaiuTMBAOYsEnkiVMURT0QebMQrnwsGkiFDe1xnhGh0AAAYideUNU4HGs+TNFS101QUMtFqOxQKhUKJDxVPKCkzN2su9KxcSrE51AxXxBXTRzRlxu5L4PvBmR1Ku3bYIk/UaTv9izwRrfmI5sVWHxKtI7fajEsTeZIe8aTWX6u0y6xlabkmhUKhUNKLaCtEOH+eZl80axLAMIhmTwYAcEZRLsUGAKEQJEHQ9Oc85PteNGcDbGwEo7raHJtO3xNJBOetI/dJx0JFIKA0GSuNmqRQKBRKfKh4QkkZHatDpZ14mrxf935MH9EUG3kiJijXa7CQlaqQ35OGEfaddESeAEC4KLaMY6K88pFAVTv53IUZ6UktouIJhUKhjA4iRQs128GKlQCIyTnDAF1rJV0dgpr+htbdSrvbDL4nospMXV2FbqAYGjaBjcpih2h0xJ139BVNqWIqnlAoFAolAVQ8ofSJ0wpOU9rPHX0O53xyDv5z7D/KPsGSC0lZruraZ45fslZnspONiA/7mvxpHWsqpMMwFgC8c78Vs493lPf7eoPNkTbyuafkpSe/m6btUCgUyuggVHaK0hbMOQhMvRJAVxRJF6xOUtqSKjIDgKaqXDyjeKCn70n6xBN9+36lHRx/lqz0DBDJT+YfVDyhUCgUSiJoqWJKnzir8Cw8degpCBIJ4X32yLOY4ZyBmZkz5Txnaz44v2pi1RUG3BPJYFPadiaAP3xeh39eOQlMGiZCqaIVTwYgIuhMiGZOgL7ziLIrUpC8/PNw0hZ0g7MdgxjORZFj4JEnkiTRyJNhxBD9HJzUNtzDoIxyDNHPEdGfOtzDoAwB0fy5aD/nCRha9yAw4QJIBnkxQ238yuoEdE8TpR6RJ2yQfN8kWiARNJEn6Uvb0bmIRxqfOTEt15R8VDyhUCgUSu9Q8YTSJ2x6Gy4ddyleq35Ns39102pZPAHgWfQjZH72IwCAb+bNCb1EBCuZWJUxLXitOYBPDnXi7MkDD8FNlXSl7QCAZ+FdyP7oOwAA77zvxM0BHwmEolHw+U/AYpLLR75ZX4tbJ94yoGu2h9sREOSVSZvOhkxDrPcNZfDgpDYwCPbekUJJAhXgTizC405HeNzp2p2cAby1EDp/I1gdqZAjBXqKJ8SnTEwgnqir+qQ1bad1j9JOR4SnFIkA0S6DXI4DjMYBX5NCoVAoYxOatkPpM7dPvB33zrhXs+/zps8hiHI0SrDyPHgW3gXhpG/CO+/bCa/DZ05Q2hOZegDA0xubIIhSolPSTrrSdgB5Itp+3j/Redqv4Z3/3YEObdB4o/odcF3CCQC8Uv0ydnfuTnJG7/RM2RnK6CEKhUKhpI9I4QIA2rQdBHuk7ajFkwS+Ztq0nfREnnCeWiVtR2J0Cf1W+oLkdittxmqlzy8KhUKhJISKJ5R+cUbhGfhgxQfINsorTj7eh1WNq+SDDAPfnK9DOOthSMaMhNdQlxfMYeTJS60rjD1D6H2STvEEAMIlJyM46SIgTunikcK6ls9j9n3R/MWArqkWT2jKDoVCoYxeeGc5gB6eJz3TdgKqtJ0Ehq2iNf2GsfqOg0o7Ujg/YdRLXxAOkmuypdSvi0KhUCiJGblveJQRD8uwWJy7WNne3La5T+eLBmIYm28g6TPN3sjAB5cibKiTjEeV6z1WcUVcOBY4GLP/44aPERJCcc5Ija9av1LaVDyhUCiU0Uv3woY2bUcVecKHoXMfJ/3txfGvMwiGsboO4isWzZqUlmuKdfVKm5uUnmtSKBQKZWxCxRPKgDiz8EylXRuoTdIzFrVhrE3l19Du5wc+sBThVKtnojl+6PFYYnPbZkiQVxOFQBlMjBMAEBSCOOo92q9rRoQI9nSSHPSleUsHPE4KhUKhDA+KeKJXV9shz2id6ygYSX5O845xCSNMtZ4nbYA08JRcY/16pc2nSTyRvF6lzTidabkmhUKhUMYm1DCWMiCKLWTFqSXUt5xmUSWemEWyqtXiG8LIE3XFgAR522MJdUUc3j8R43NC2B/4EgBQ7avGdGff88f3u/eD75pIl1hKUGQp6uUMCoVCoYxUolkTIbF6cEZV5Ekreb5zqohNwVqY8DqSzgxRZwHLB8CIUTBRn1LVp19IEgwtO5VNdbnlgSB5PUqbyRjA+CiUE5xGTxiXPbtP2V5/59x+X+u7bxzG9nofAOBnK8pw/jQ5Re/hT47j/f0dAIBbFxbg9sWJv4MolMGAiieUAeHQO2BgDYiIEQT4ANpCbcgxpSZCSHoinhjFABiIkMDiiyo37lxePCSmbdq0naGr8jNcNAVJCWkxmoVSq04RTw66D+L8kvP7fM23at9S2rMyZw18kBQKhUIZNiRTJoIV58Bw9FNln1jfoLTZkIvs7yXdVdJbAF5eHGGigQGJJ2zYBUaQF1dEgx2iqhTyQBA9qsgTOxVPKCOX9/a145FVxGOupzjxzw2NeGaTPM8rsBvw31u0C2Ibjnvw+s5WHGgJwB3iYdKxcJh0KHYYMTHXjCtm5yLfbhj8D0KhjGJo2g5lQDAMg2nOacr21vatqZ/MchB1Fvk6kOBkwwCABk8E/ogY090fFvD85iZ8dKADUhrCfwGA4cNKW9LHL6k8lmgMNiptKZKNOVmzle0t7Vv6fL2t7VvxZcuXyvaFpRcObIAUCoVCGXYi+XNgsArKtthCIk+YsIvsNzqSXkftbaYWXfoD5yUCjmDNT+kcftt2hF58EWJ7e8I+mrQde2KTewplNPPazlbc9dZRrK/2oCPAQxABf0REgyeCzbVevLStBTWd/fe+o1BOFGjkCWXAzHTOxI6OHQC0aSGpIBlsyqpUiTmKTr8sYHjDPGxGTtP3gQ+PYcNxeZLT6o/i+vmpTZ4SIvJgJHlyKDEswIz9P4eekSfzcqdBd0gHXuLRHm5HgA/A0iVopXKth3Y8pGzPypyFCntF2sdMoVAolKGFz54Cszptx+dT2myYlPbtTTwRMkqgdx8DAOg8x8FnT+73mAwNG8j4Mno3Jo988gmCv/q13H/dl7A+/lcwbOyaoUY8oWk7lDFIMCrgb18S8fHCadk4pdIBHcug0RvBgeYA1h51J7nCiUUgIsBi4HrvSDkhGftvi5RBR+17Uh+oT9IzFtFgAxeQV7TGGVzY7ZdXfTwhAYWqBaADLQFFOAHk0MWBiieMoIo64YzAEKQJDSf+qB+eqJzbLYk6sKINDpMBhZZCRfSq9ddisiO1ye265nUIi/LPkGVYfHvytwdn4BQKhUIZUqJZk8HqVeKJXyWehFTiSS9pO7yjHKj9AgA0FXr6Cueth2Pj78n48mYn6Q1IPI/Qk08q28LBg+C3bIF+4cLYvh6V54mNiieUscex9hBCvPz3bDdyuG9FD/FxBnDP6RJ4MfWo7s8Od+K5zc043hmC06zDyilZWDklefr79nofXtvRgj1NfriCAsx6FhXZJpw7JQsXTM8GO4B5+P7mAF7Z0YIjbUF0+Hl4IzyMHItihxHLKxy4dl6eRhBRpzidNzULKyZl4pmNTTjSFkSp04jnrp3S77FQxjY0bYcyYNTiyV7XXkTE1A1feed4pb0cO5S2Nyxo+m087tFsH+8MI8zHpvb0he7caQAAJ+d4RsWoIjCMNZpC6qiTTOTbTGAZRvPvd9fmu/BVy1fxTo9Bna7z9Ylfp1EnFAqFMkaQDDZI2eTZIHn7F3mirrgzkLQd+9a/kmsaMuCfdnXS/pEPPoDUqb2fsP9ATD8pGITUnZLEsmBzx75xPOXEw6qK5PaGBfxpbR0OtATAC0Qs4VgGRl1qr4Xv7mvH/R9U43BbEBFBQosviue3NOPBj6oTnvPStmbc8cZhrDnqRpufBy9K8IYF7Gzw49ef1eKed6r6JN705EBLAB8f7ERVewiukJyWFIiKONwWxDObmnDHfw8nvP6Oeh9+9PZR7GnyKyIThZIIGnlCGTDj7ePh0Dvgjrrhjrqxz7UPc7LmpHRuaNwZMFfLpnTjJZLy01M8afLGCjIfHujARTMGMNHhtZEnrogLP9j0A8UX5JVTX4HT4Oz/9UcYDQESsilFszAlT07PWZ63HBta5XBoXuLx4M4HcVL2STi7+GwsylkEI2eMuVa1rxr73LKjuo7R4YzCM4bgE1AoFAplqBCyygCmCpAYIBqFFImAMRjAqjxPpF49T0gIKRPp38IE562H+fC7yrZ7yU8SlkdWxr5zV+xYGhti99WSeQdbXAzGQM0yKWOPEocRZU4jalzyvPeVHa14ZUcrDByDiblmLCrLwEUzcpBr0/d6LX9EFl+6mV1kxbXz8tEeiGpSg9Qcbg3g8XUN6JYuVk7JxIpJmTjaFsI/NzQiKkr4qtqDV7a34Lp+RpVPyDHhe8uKUeQwwKJnwbEMXEEeL25rwf7mAA60BLH2qAtnTMyMObfBE8H4LBNuWJCPTLMOLb5ov8ZAOTGgkSeUAaNn9Tg572Rl+4A7dnUnEerIkyKRmJk2uMOafs1xxJOvqgcWIdIzbeetmrc0hqr/OvwveCKetJnTDjcav5NIFgod8iTxzMIzcV7xeZq+m9s345Fdj+COjXfAH/XHXOu5I88p7cW5i8eUyEShUCgUQLQXgTPE+p70KfJEJXKw4X48syUJ2e/eBEbiAQDRzAkITrq419PE+tgUYrGlNXafm3wWNi835jiFMhbgWAYPrSxHvl0rjkQECXubAnhmUxOueWGfUho4GZtqvEpRBwPH4NHzxmN5hQMXz8jBN5fELxv8/v4ORTipzDbh52eXY2m5AzcsyMcVc3I1/frL1Hwr9ByD/2xrwf0fVOPO/x3B/R9UY39zQOmzpyl2PgsAJh2Lv1w6ASunZGHRuAxcOD273+OgjH2oeEJJC1McJDewT+KJo1xpF/B1MEEWNPb2+IJr9saqwNvqfAMK8dOIJzoDNrVt0hz/sOFDXPH5FXj+6PP9vsdIoi5AVgrEaBbsXWGcDMPgzql34u7pd8ecU+Ovwbt172r2BfgA1reuV7avKL9ikEZMoVAolOEikj8XrJ48YyWf/Fxm+uB5oo4QYfsReaLrPAydlwgh/hk3pORPJjbEroALBw9CimgXYtRGuLBa+zw+CmUoYXv86idb3OvZd3KeBa/cMA2/XFmOC6dlY3yWCeougaiI33xWg96oc5G5c7HDiEwLEWRmFdninlPTGU7YZ1Yh+burcYX6vWD56Krj+H+f12FXox/esIB4rwc9o9q7mVloRZal96gbCgWgaTuUNKE2GT3gPpDyl59kygTvKIfOXQ2dGMEydg9WifPR6idiiSfEa8qnmXQsQrwIX0TAwZYAphf0b8Kj9jwROEPCSkGvVL+Cq8ZfBRNn6td9RgKSJGFTKxGHxHAe7Eby588wDM4uOhvZxmy8fOxl7OokIc+7OnfhqvFXKdt/2PsHpZ1vytcIZ5SRyUuvb8F373kt7rEMuwnHdz0U9xgA1NR1YPby3yQ8vva972PmtKKEx1tavfjD45/h088Pob7RBYvFgNLiTCxeUI6HfnIejMbUHkPzT/8tqqrb8eI/bsJ5Z03r/YRRhtsTxN+eWYdzV0zD7BnFvZ+QIt3/fo//7gpce/mCtF2XMvaJ5s4AZxDR/TSWPG4ApX2KPAnuqsGRd/LAsEDe+Z19HoO+/aD2ehMu6PUcobaWVNAxmcBkZMi+JsEgxLo6cBXEn0tjFkvLFFNGOD0rwLiCvEa86AzyStsap1qMQcfizEmZOHOSnLrS7o/ib+sblIiPms4wvGFeMz/siYTE8/tEc/9k5/To2C9afRF8eIB8v1w1JxdLyjNg1LF4e087PjjQ0TW++OfnWKlwQkkdKp5Q0kKZtQwWnQUBPoDOSCdaQi3IRWohsOHipdC5qwEAFUwDgPlwB4k6fKg1iG5Pq8m5ZpRnmfDRQflLcl/zQMQTooQ36fQIi/HD+QRJwMcNH+NrpV/r131GAt6oFx2RroeHqIPgn6BEnqiZnz0f87Pno9Zfi9vX3w4A2Nq+FR3hDmQZs9AcbNZEnSzOXTw0H4CSFp59/DoUFWpfdnRcauX4fvid03Huiqkx+yvHJ/Yd8nhDWHHJ42BZBt/7ximYVJmHTlcAu/c14LW3duC+H56VkniyYUs1qqrbAQAv/3frmBVPfvOnVSgqcKRVPKFQ+otozobBxiPUIad4CkePQjd9esriidjaCu+fngWi8t9449teWK72gM1IXaTonhsAgHf2bZD0ll7PEXbuJOfPnwfJ54fQZQordWoFHLV40pdxUSjDwfgs7SLeV8c9OG+qnGLCi5KmuML4bNLXE+JxpC2IeSXaalLZVj0umZmjSZfpbe2zxEF88OrdYbiCPJxm+W98T1Mg7jnjMk1KxczdjdrUoN2NZO5dlmkC04+KO+rodIeJw/dPKVG2n97YGO8UDWO82CYlzVDxhJIWWIbFpIxJ2NGxA4BcdWd66fSUzuUdpGTaNPY4IADuEFHPOwLkS7HIYdQ8POp7eKP0CZVh7EYdeVrowhPxf4u+jZ/uuEvZ91njZ6NaPOkWTgBAijoBcHHFk26KLcUothSjPlAPCRK2tm/FWUVn4a3atyBKXbmurAG3T7p9kEdOSSczpxWhorx/JsvlpVk4ae64Pp3z9ge7UVvfGROd8rVzZ+Knd52d8nVefmMrdDoWpyypxEef7UenK4BMZ+8vURQKpf+IRgeMWTzQFckvVh8DE/WBkeTFDVFnUSrVxSP4+ONAlDzLhQAQefU1mG6/LeUxGGvXKW0+c0JK5wi1JEWVmzQJYnU1updjxA6tp4LkVkWeUPGEMsIpyzRhar5F8fH47We12NXgR6ZFhw3VHjR4SET1OZOJMaonJOCO/x5BeaYJp1Q6MDnPAoeJQ3uAx3+2taiub0SGKfmr4aJxGbDoWQSiIiKChJ++dwzXzMtDRyCKv38V3zD23KlZeHVHKyQAR9pCePiT4zhzohNV7SG8tpN4EZ03NXmp40QUOcj3kDsk4NnNTZiSZ8HqIy5sqe3dx4VC6QtUPKGkjRnOGYp48knDJ7hy5pUpnRfNIik/57Mb8QiuQ2s4E7wgQccxcIdIFIrTrEOJk6je2+v6/6WojjzZzZB7+N2VWLffgddOfQ1Xfn4lJEg46DkIf9QPq3505kS3h9uVtsjLKw92U2LxhGVYnFFwBl6oegEAcNB9EItzF+ODug+UPj+b9TMYWFqZgJKYTpc8wcvPtcccS3V1KRSO4n/v7cLpyyfhO7cuw2dfHMYb7+zE7Tcs6fe43vlwD/789zXYe6AJej2H05dNxC9/dj5Ki8lkc9ayX2PxgnKcc+YU/PZPq1DX4MKkCXl49IELseQkYnS9bWct/vTkGmzZUYOOzgBKipy48NyZuOd7Z8Js0oYCv/vRHvzlqbXYu78RLMtgYkUu7r7jTMyYWqCkRn3/vjfw/fveAABNqk0qYw4EI3jg0ffwv3d3IRLhsXxJJe785qn9/jlRTnBYDlwGESmljlawGr+T+FEnkiAg8OBD4L/8MuZY5L13YbzlZjCpRLyJAvTt+5XNUNlpKQ1bbRbLFhdDUpnCJos8oeIJZTTw0xVluOONw3CHBEQECW/vbY/pc8nMHCwpj/37rO4MoXpLKGY/AHAs8P3lvUc9Wg0c7lxejF9/Jqe672jwYUeDPBcvyzTCE4r1FZmUa8F3lxUpFXfe398RYw67pDwDV83J6/X+8ciy6LFikhOrDrkAAP/4So424Ri5GtDOhviR5RRKf6CGsZS0cXrB6Ur7qPdoyudFihYimlkJANAzAmazVQBI9El7l/8JBwGzxAOYnS0oJleH24Jo7WdJMbXnSZNAKgqI0UwcaAkgw5CBCXZ5pUuUROzs3BlzjdFCR1gVecLLE8RkkSeA1sdmTfMarGteh4Agvww7DU7Mz54/CCOlDCaCIIHnBc1/oij2fiIAUYw9VxCSnztvdikA4LY7X8Knnx+EPxBbNas33vt4LzzeEK6+dB5OWVqJokIHXn5ja5+v080zL27Ajd9+AZMn5uPZJ67HY49eiv2HmnDB1X+H16eNZPtq8zE8/s8v8NO7zsbTf7kOgiDh6tuehdsTVPrUNbgwc1oR/vDwpXj92dvwzVuW4cVXN+O797yqudY/nv0SN3zrBeRm2/DE76/Ev/56Hc4/ZwZq6zqRn5uBF568AYCcHvXxf7+Dj//7HZx9+pQ+jfmHP/0vXnhlM75z23I8/7cbMKEiF1//wX/6/bOiUNgMlbljZ4cmZUcyOuOeE12zRiOc6LN04IzyC5Xk9sQ1c41770ALGFF+vgumLEi9mNMCgBSJQNizm1yjuBhMFlnNFju04olYR6JUmKzYEqYUykijMtuM56+dimvm5qEi2wSTjgXHAplmHZaMy8Aj543HPaeXas4psBvwmwsqcNWcXEwvsCDfroeBY2DgGBRmGHDO5Ez888rJcQWXeHxtRg7+b2U5JuSYoGcZ5Fh1uHJOLh45b3zCc66dl4+/XjoBp1U6kG3RgWMBm4HDrEIrfnxGKX53YQV0XP/zZ+47swxXzclFnk0Po47B9HwLfv+1SswviV28oVAGAo08oaSNIksRTJwJISEEd9SN9mCsGh4XhkWkYAH0nbLgMp6RFePjnSFkW/XY1aUY/1b/d1x2dB1wFNhqzsS/o6ficf5i1LpCKdWmj7mtKvKkk1GVY+StaHDLL3lzs+fisPcwAGB7x3YszVva5/uMBJqDzUpb4u0w6hgU2o1JzgDmZM1BtjEb7eF2eKNe/HH/H5Vj5xafCz1LDbZGGwtX/D5m39lnTMErT9/S67k//Nl/8cOf/Vezz2oxoG7vLxOec/KiCtz3w7Pw+79+hstvfgYcx2LmtEKcc8ZUfPvWZXBkmHu973/e2IoMuwnnnTUNLMviyovn4o9/W4NDR1swqbJvq1Q+fxgP/uZ9XHfFAvz1t6RK1II5pVhwxu/x71c34du3Llf2e31hfPH+9+F0yKvv+bl2nHHRX/Dx6gO44qK5AOQUpG4kScKiBeNgtxnx7btfxe//z4+sTCs83hB++fsPccE50/HCkzcq/c88lQiUs6bLaU0906NSHfPho614/e0duP9H5+CH35aF7DNOmQR/IIJ/vbihTz8nCkUhOx/AcQCA1NkONuxSDsXzO5FEEeHnX9Be4rIp8Ly1FYEWWbAX6+vBlZbGnNsTdZUdwV6SpCdBOHQYkkf2VmCyssBVVkKsIRVExKoqMlZBgHD4sLLNTaHm55TRQa5Nj+8tL8b3kJo/lo5jsLzCgeUVqYkjqbBiUiZWTIoVHNffOTfhOXNL7Jibopjx+GUT4+6//6xxuP+s2BRis172OlH7nQBymtHti2NLKN++uDDufgqlN6h4QkkbLMOizFqGQ55DAIBPaj/BiqwVKZ3LZ5CJ1EXcejwlXIAttV5MzrVgV6MPmfBghf5L/MqZiQKBx/XuTtypexPnsxvxSedLMSZYqaAWT9xq8USwojUcRb07jLlZc/FqtbyCvL1je5/vMVLY7yahz0KoCFNyLL0q/HpWj0U5i/B+/fsxxxbmLEz7GCmDz7//fiOKCrSTJ0dGalWkfnTHGTjvLK2PEZfCKtGP71yBm65ZhI8/248NW6qxbkMVfvOnVXjhlU1Y/fadyIuT0tNNU4sHa9YdwXWXz4fJKIt111w2H3/82xq8/N9t+Pk9K1Maezebtx2H1xvGFRfNBc+T0OKiAgcmVuRi/aZjGvHkpHllinACANMmFwCQo0268XhD+MPjn+HtD3ajvtGNaJRc92h1G7Iyrdi07Th8/ghuumZRn8bblzFv3VEDUZRwyfmzNOdfdsFsKp5Q+o1YPAXd4ono8YEJucixOOKJWFUFsZZUrrP/5yXoql+Awb4RgRZZsBdr64AUvMb1rXuUtmBPXNFLc/+a40pbN3s2GJ0OuplE4OQPHFDaks8HCPLfFJNhB+tI34slhUKhUMYmVDyhpJXFuYsV8WRn686UxZNQ+Qo4Nsqr4jPYamTAh2ZvFuo9YYgScD73Fe7Iz8MOkzz5auE43NvhQiXbiNUNW4CZvZcv7AkTIX4pXpa8lEiC7GuyqcaL86fNgIE1ICJGUOuvxdu1b49K49imYJPSFsNFyMtLLWrk8nGXx4gny/OXY5pz7FU7ORGYOim/34axpcWZmDsrtdXfnuTn2nHDVQtxw1Wy6PbU8+vx41+8hb/843P88meJ/3Zf/d92CIKIc8+arqTK5OfaMXNaEV753zbcf/fZYNnUs09b2+UotouvfyrucadDGwmT6dCa0nZXBgqHiQnmHT9+DWu+PIyf/vBszJxaBIvFgK07a3HPz99U+nV0yuluPYWrdI65qVVebc/N0YpRubm2mHMolFSRCiqVtugPgwm6yHacNJrIRx8rbd0pp4DNz4fYnA1jBvmb4TdthPGKy3u9t+n4Z0o7XJSa8CgcISnD7DjZjJ7JywNYFhBFwOeDFI2C0etl8aQLxkr/TigUCoXSO1Q8oaSVOVlz8PzR5wEAe9v3QpKklIwhBcc48PYS6Lxy/nEu40arP4KmLudwyXZYEU4AYLXFgns7XACA+U2vAei7eMIF2gAAEQBBtXjCyy9MDe4wDJwBM5wzsK1jGwDg30f/jQtLLuxXKbXhxB1V5anztpTTnIqtxbh3xr34zZ7fQM/qcUnZJbi58uZBGiXlROHrNy7Fo//vYxw40pK038v/k//urrn92bjH164/itOWxQ/tjUdWpvy3/cTvr8SUifkxx23W5KlsPQmFo3j/k334yfdX4Fu3LFP27zuoLY2Y3XXfxia3Er2S7jEXdEXwtLZ5YS3LVo63ttJKA5T+IzoLwRkFCGEOEAFUq6IYLbkx/aNr1ihtw+mnydcwZ8NWHELzdlk85Pcf6H1uIInQt+1VNlMxi5UkCdHPyf25CbJnGcOyYBwZkDpdcj+PB0x2NiSvl5xso+IJhUKhUHqHiieUtFJqKQUDBhIk1PvrsbppNc4oPCOlcwVLniKe5MCDRl8UzV1msB0WrX9Kg16PIMPALEmYHd6M5mgAkr5vpUvZkGyiustkhNQ1hxMj2ej+s+gu+XbLhFuwbZP8EueOuuHn/bDpR89ESxAF+KLyC5QkMZAEM/JsqVfJOaPwDMzLngdANoqlUFKludWL7EwLdDqtOXFTiwcebwgFeYlTdnbsrsP+g024+dpFuOzC2ZpjkYiAa7/+HF7+77Y+iScL58l+JFXVbbjmsoEbHofDPARBhE6v/Xwvva41tF04vxw2qwHPvbxJ43OixmCQv3dCIa0Bdqpjnj+nDCzL4H/v7VI8TwDgjXdHr9E1ZfgRrXkwZUXhb+zyKzm4H+gqShPN0UYgiu3tkNq7ntUmE3TLZEFRNGdDbxXA6ERIPAsEArKAkSRNxtCwEWxUjtgSzDkQrbHCYQx+vyKQQKeDbhGJVmEyHEQ8cbuB7GxILrKowGZQU0kKhUKh9A4VTyhpJcOQgXOKz8GH9R8CAP6y/y+YnTUb2cbsXs6UJ1jd5DGd2OWL4mibHKrvMgQ1fSVIeNlciFsCDWAhgW0/BKFgTp/GynYZ2lbpSRRGBirRXdBsZ4MPta4QJjomotRailq/nMfdHGoekHgSFsNY27wWi3MXD0mpXy/vhQRJ3hDMADgUZPTtvlQ0GRvs3teA9s7Ykn1zZ5ZAp+NQU9eJeaf9Fj++80z8+E5tyl11bQc2bz8ec+6E8bnIdMrC5bzTfovSYifeevEbAIBX/7cNf3/uS1x3+QIsmFsGi8mAI8da8fg/v4BBz+H2G4gB8/fufQ3/eWMb2o78CoBsFMswDH7wrdMwrjQr5r7nnT0N7360Bz7/xbBZjbjoun+gtt6FbWt+nPDzZ9hNeOi+83DPz99CW4cfZ506GRkZJjQ0ebB+YxVOXlyhGMGmgiPDjJPmluHxf65FQa4dWVlWvPjqZjQ2ezT97DYjHrjnXNz74Fu48dsv4IqL5sJmNWD3vkaYjDp84+aTkZdjQ1amBW+8uxPTpxTCYjFgXGkmsjKtKY15YmUuLv/aHPzqsU8gihLmzSrB6nVH8MnqAwlGT6H0jmDJhcEqKM9FqdOliCe8o1zTN/rFF0qbmzBBKUccyZ0JcHoYrALCbjnNTmxsTOoxYqol1wqXLgdSiPYU28kiC5uXpymHrC5DLDY3g6uogNhKIt+YnNgoGgqFQqFQekLFE0ra+frEr2N7+3Y0h5oREAJ44/gb+Makb/R6Hu8oU9rz2MN4J7oUW+u8yEE7jphE9Kys/ZXZgVsCcslD4egaoI/iCRORp4OtqgnW+IwCdOpYhHgRHQEeVz2/H1fOyUWhvVART75q+QqV9sq41+yNqBRFrb8Wj+x5BLMzZ+PX83+NAB9AVIwi0zg4ZRI9EfIiJwkW6FgGC0vpKtuJyM3ffTHu/iNbf47sLCsACYIgQhSlmD6PPbEajz2xOmb/s49fh4vOk01KeV6EIJBzzz5jChqbPfhg1X489fxX8PpCyM60YtH8cXjqT9dg9gxSKUAQJKX0cTQq4I13dmL5koq4wgkA3HDlSfjfu7vw9ge7ce3lC7rKMPdedvmWaxejuNCJv/zjc7zx9g5EowIKCxxYunA8Zk5LzZRSzT//fA3uuv9/uOcXb8Jk0uPi82bhV1cswNW3Pavp942bliI/14a//GMtvvGD/0Cv5zCpMg8/+t6ZAACWZfHnX1+OX/7uQ1x8w1PgeRGP/+4KXHv5gpTH/Nijl8JqNeKvT61FNCpg+ZJKPPWna3DuFX/r8+eiUABAMmSAs5CpougmqS49o0H4TZuUtn7ZyeQaxgxEc6ZBb6tB2C0vVoiNjUCS6ja69oNKO1S6PGE/zVjb2pQ2k6P1duLKyyHslksYR1etgn7JEkgtrcpxNr9vlbsoFAqFcmJCxRNK2rHpbbh5ws34zZ7fAADeq3sPt028DRzDJT0vUngSsPNpAMA0Vl7hrndHcK/taTwRxxSyykTMHdnmXej9tUlLd7WdVlVKQak9D/ZKBz462Knse2NXK3560TJsapMnhp82forrK6/v491k/FEfJEke6c7OnVjVuApPHHgCQSGI7035Hi4o7bt3S290RDqUtiRYUOo0wmpM/m9BGVtce/kCXHv5gl77lZVkofPYb3rdl4hd636i2Z48IR+PPnBhSuc+8fsr8cTvrwQA6PUcjmz9edL+py+fpBnXuy9/M6X7AMDZp0/B2acnL0va87N0E+/n8/qzt/XaDwAuOm+WIjTF4/yzp+P8s6fHPZbKmC1mA/7fw5fg/z18Sa9joVBSgmEgFk4AdsmLB0JYfhbztsKYVFnh8BGlrTtJW5EtmjUJBusxZVtsbEIyDM2kul00N/7fRE9ElXjC9hBP9CtXIvLOO/LY98heKmILiTxhc2nkCYVCoVB6J/UyBRRKHzi14FQYOdnIMCSENNVeEiHYSSWPPMjixTzmECYYyArUJIZM1jr1vu5kFEje3q/fk27xpEUdeeLIw8UztZMuQQSmWJeAgRw23BhsRESI9Pl+3qgXraFWzb4/7P0DgoKckvSXA39BSAj1+bq9sc+1T2mLkVwU9jFlh0KhUCgnLvykU5S2Ip5kaYU8ftcu4nei14MtK9Ucj+bNhN5GjNnFRq2pck9YXn4u8vZSCPbSpH2VMewhBrNskTaKjBtfrrSlzk5IkqRN28lLwVOFQqFQKCc8VDyhDAocw2FWDllhrfHV9HqOYCVhs/mMC4CE07kdaFeJGxPtE2HVyaWEI0xIET7skeRVO+LBdAkgNXoSgDUpMx+zi2z41fnjNX0PNEdRYJarZEiQsLFtY5/u5ef9+NZX3+q13wF3+v0JjvuJTwUfKKfiCYVCoVBSRhxHfID4LvEkMFEbURZ67nmlrV92ssZvBACCFSs14onU2JDSvYOV56bkdwIAwkGy0KKbP09zjDGZAEvX4gvPQ/J6ITWrIk/yaOQJZeRjaNiEon9MVf7jvPXDPSQK5YSDiieUQaMio0Jp7+jc0Wt/SW+DqJMnNxYmjDy4MJ2pRodqEubInoZyW7myvV9vAgDYJD+YaKwRZjIYIYxmjsPxLsNYRtJjvF0WTU6tdOJbSwqVvtvrfUrFGQBKCk+qvHH8DbSF23rtt655XZ+umwodYVXaDu/A1Py+VSWijH5+/cdPkDn+3rRd74Kr/46VCXw0Xnp9CzLH34uqavL73tLqxb0PvoUFp/8OhVN+hsp5D+G0C/+Mnzz0NsJhPm3jolAo6YfJIWbuEY8Ogs6KcAkxe+Z37YKwnaTZGL52Ucw1JIMdbB65jnT8cEr3juZMQ2T1avju/hF8d/8I/M5dCftKLc1Kmy2NjVZhs4ivmFhbq03zyaOeJxQKhULpHSqeUAaNZUXLlPbuzt29n8AwEFXRJ7foPsR0thrtHPk1dRoyMc46TtneqncqbX0bSU9JCT6MJpXfiVkqUlKNAGCKSmSo6Qzj9AJS/nNnx06Eu9J+UkH9+XWsDjOcM+L2W9u8FpIUa9Y5EDojxL9F4jMwq3D0lFmmpIcbrjoJH//3O8Nyb483hBWXPI6PPjuAb9+2DK/+61Y89silOOu0yfjw0/0IhaO9X4RCoQwbbEmJUlZYCHNoWfgYJCOplCPsVaXLVIwHN2tm3OtIlWQBQnR7oOs4lPS+EhgEpUIEH3kUwvbtELZvh//++yH5fDF9+T17IXm6zGxNJjBOZ+znqCBG75EPPgCi8ncPY7eDMZtj+lMoFAqF0hNqGEsZNKZmTVXaDYEGSJIEppfw23DxYujc1QCAS7h1yGdcqNeRcFqnwalEhwDAdkMmADlsUazfBhSelPL4GCGMDgMRTyyctmziuEyT0q7uDKHSPhFmzoygEERzqBkvVr2IWyfemtK96vx1SrvEUoqrx1+N+7ffH9PPHXVjd+duzMpKbCrZVzrDavHEjhyrPklvylikuNCJ4kLnsNz77Q92o7a+E2vf+76mMszXzp2Jn9519rCMiUKhpA7DsmCLiyC43QCAqOjQTB6FapIaarjggoTPec9pDwC/vQiQGEg8i5xXLkLzLeshmeJXmuOdFYjsqgJElR2834/I6tUwXqhNG4q8+abS1s2fByaOybx+6VLwa9fKn2HVp8p+trAwpi+FMpowH3kPpqPvQ995BGyoE0w0CMlgRTRrIgITL0Zw8qWa9Lfsd26EsXEzAKDz1EfBSDyse/4NnbsaoikTgQkXwDv/e4COLCha9rwIU+3n0LmqwIZcYPgwRGMGojlTEZh6FULjz9KMKe+lM6Hzyel5bec/A33bflgPvArO2wDBmgf/9Ovhn3VzzGcx1n0Jy96XYGjZBTbshmiwIZo3B77ZtyJSqDW+1zfvgG3HU3LfkAuSzgjRnI1o1mSExp+FYI/0QtPR92E58Ab0bfvARv0QjQ6EixbCN+cb4LMnJ/8hSxLyXj4HOq9snt12wXOIFBFjbH3LTuS+eTUAIN+cg+br1gAs13VsF6y7n4OxaRvYYDsknRnR3GnwTb8B4fIzNLfp+W8DSYRtzwvQuY9BNDoQmHQxvAu+r1ybMvTQyBPKoOE0OmHpSsMJCkG4Iq5ez/HOv0NpFzCdiADYZCYixnjbeOSZSHRKi5E8DFqa+pD7KUlghLAmqsXWQzzJs+lh76pK4wkJONDE4+YJNyvHX6l+Ba8ce6XXW/miPqXiDcMw0LM6nJRzEn487X4wgWkI1NyKbIas1L1+/HWl7Yl68PiBx/HA9gdSi97pgT/qh4/3dX1kFlbOBpOe/tmfaMRL28kcfy8e/v1H+Pu/vsTs5b9G6YwHcP5VT2L/ob6bLyej0xUAAOTnxpbHZhimV0GVQqEMP4yTCBySy0XakgR+yxZlm5s4MfFFjHYwGeR7QAixMFd9lLC7YCtA9NNPY/ZHP/hQs83v3IXoZ5+R21x9ddzrsePKyEaEmL5zM+JHglIoowVT9acwH/8MOk8N2IgXjMSDDbthbNyCzLX3I+OrXyU817braTjX/hz6jkNghAg4fzPsO59G1iffA1SR0JYjb8NU+wV03nqwUT8YiQcX6oCp7ktkfXInrLufS3gP57qH4Nj4O+jcx8GIUei89XBs+A1MR97T9LNv/AOy378d5uOfgQu2gRGj4EKdMNWsRva7N8Gy72Wlr85VhZx3byJ9JR5s1A+dpwbm6k9gPvw2ubAkwvnZPcj69G6Y6teDC7vkawfbYDn6PnLfvBLG46uT/5AZBv5p5LvFcuB1zWFz1cdKOzjxa4q4Ydn7EnLeugaWo++D8zeBEaNgIx4Y6zcg++Pvwr7psYS3tO/4OzLX3g99x0H53ybQCvuOp2Db9UzysVIGFfoWRRk0GIZBkZmsNFf5qno9RzRlQTCTvOgOjkO06+Uq05CJMlsZJmZMBNv1q9todMPXdVzw9sE0VuLBSCI6VMpthl4rnjAMg9MnOJXtvU0BXFhyIcqsZAL2zJFncNiTPHd7Q+sGpW1gjQAYvLO3HQ+8YYPn+I0Q/JNQe5yo6RvbNmKfax/+eeifuGLNFXi79m1satuE+7bdhyOeI3HukJjN7ZuVthgqRLaVmsVSCK++uR0fr96PX/38a/jrb69AXYML133jefC80PvJKTJvtuw9cNudL+HTzw/CH+h7pSoKhTK8ME7yfBRdbnLA54PU2RXdaDKBm5K8nDZbQtJugx0G6NsTm6TzlmIIB2KPC4cOQepKuRE9Hvjvvptcv6IC3LRpca/HFRfH3a+bMzvpmCmUkU6o/Ay4lj2I9nOeQNsFz6Ht/H+h85SHIXRFdVn3vgQ20Br3XF1nFbyzb0P7yr/DN/NmZb+p9guYj7yrbAcmXYzOUx4m9zjvabhOvh8SJ88r7VsfB8T4Hmacpw7eed9F+8q/IayKELfteUFpG2vWwr7znwAAkTPBvehHaDvvabgX3wuJM4CRRDi+fAScSy55bjy+Rin8EKxYifZzn0L7yr/DtfwhBCZcCFEV0WbZ/wosXZ9FMGXCdfIDaDvvaXjnfgsSGDBCBJmr7wUTVn23xSEw+VKInLygazr2CZiIl/y8jn2s6neJ/LPtOAzH+kfASCIkhoV3zjfRft4/4Vr+EMSu1Ef7jn/AUL8B8dC5j8M3/Xq0r3wSwfHnKPutu5+P258yNFDxhDKoTHdOV9o7O3b2fgLDIFy0SNl0qSJDHAb5iybbmI18Mykr2NrlW2IMt6c8LoaXv3DVlXzyLFkx/SblkjzoqvYgOJbDNeOv0fRZ1bgq6b1q/KTSkFVnRUcgil99qq0+JPgnwy6RFbsfbv4hXjv+mqZPVIziH4f+kfRePVGnC/H+Cci10ZQdCkGvZ/Hy07fgvLOm4aLzZuH/7jsPx463Y+vO2rTd4+RFFbjvh2dh49bjuPzmZzBu1i9w+tf+jF//8RO4PcG03YdCoQwerMOptCW3S2mLnSQtlM3Kiqmy0xNuJonyCLv0MDRuSdg3FMxQUnaYwkIw3aauogixTo40jX7yiSatx3TzTQmj2RibDdy0qdqdLAtuVvrSZCmU4SBUcjI4bx0yNv8RWR9+G9nv3YrMtfeDC8l/n4wkQN+6J/65FefAu+hHCJedAs+SexEqO005ZqoiUV6hstNgaNuLjA2/Q9YH30TO+7fB+eXDioDBRrzQueIvkgamXgXvgjsQLjsNnkVE7OxO0wcAy8E3VGM6G9H8OYDOiGjeTISLFnd9Dh6WQ/8DAEgG4t8n2ArBZ1Yg/P/bu+/wKKr9f+Dv2b6bTW8kgXQI3dBCURAFrigCogKKYrvXXrEC6v2JVxQsXy/XiiKINKXYRUBAEVQUUQRCLyGk97bZvvP7Y8nsLrvZbEIgAd+v5/F5ppw5c3bNMDufOedzOg1FfbdJqLr8ZVRd/rKr7gOuuo1dJjiH6CjUMHe6BNbIrlL7tUc9e7WdTtSEwZR2lbO83SQFl5Sl2VDUOn9vO+L7whae7jzvoc8giM5/nyzxA2FOHApRoYEtPA3G5BFu7fP8vS99D4mXoubip2FOvBTVF7uG+suNZRAszZskg1oPc57QWdUlpIu0XGQMbDiAPcTVs6PabdxyiDJEWg5ThaHQWAjAGQBJsdoQZG1O8MQ5lOCoyhVM6BrhPe45NdIVPNlbZIAoirg87nKcNJzE8uPLAQAHqw96HeeuYcgO4JzCucTgO0Fm+Ykx0Ka8AbvY+Fv/PVV7UG+rl4ZDNaXE5OqNI9rC0L+j99AJ+vsafklnKJWuh53uGc5rIK+gCgP7td55nnxoJG69cSA2bN6P7b/nYNv2Y5g7byOWfPIbvv/yIcT4GNJDRO2HewJWsbLKtVzhur8J4b5zl7iTRbh6ltotApRVRyEzVsCh9X55YSp2BUXkSc4eK7YS5z3Ntv0XyFOSYXEbwqOaMAHKSy6BP9onnkDd/Q8A9c7fAOqbpkAWEuL3GKJ2zWZC1Bc3QVl93G8xWSO9Kiwd+nqta3J/AODs+QAAsvpSRH82EXKj/9/ZjZ3DnOB6KepQh/ksr6g8Ki3rDn8JnfuwGzfKCmcPbFPyCNh/fwNyYxn0uxdBv3sRHHINbGEpsCQMQl3PqXDo47zq1u9e2OiwF0Vl0727DT2mQHfoU2c7D6xBffcboTnuGn7o6OUa2uNenzr/F6jzf/H9mRo5b0PQCAAcmjCPfTJzFeyqoCbbS62PPU/orIrSREnLgUzVCwD2YFfXWvfgSbDS9YAVpgqTlitOlengKEFReVVA55DXOt9a7XcLnvSL9u7q2y1WB92pHCH51Rb8dLwGAPCPeFeiS/cAhS/uCVttdhkcbpPpLL+5G1IinF0AzcYOGB1xL9QyV4KuGE0MZmXOkmYYcogObCsJfDrj43Wum6nDHI20KM4oQC7hoZ5BOPWpHD9NTR+sUMjgsDt87rOf2q5QeN5eYqODMXVyFt56ZRL+2jodL88aj4KiGrzx3paWNp+IzhFZhw7Ssv2Q64WBo8Q1FEAWHY2mCKGuQIXd7Pw3Ql7ru6ebaa+r56Sid28ohw2V1q2/74RoscBx/NQ9TiaD5p9NJ3CXJyVB//ZbUN96K3SzX4D6ttuaPIaoPdPmbJQCJw6FDtVDnnYOqxm3FNYI1wtMnMFMjrqDn0qBE7s2EpXDXkDZ2I9QNm6pNDTI3zncAyaQndl7e8Hq7HHh0Eai9Lo1qOn/IEwJQ2DTx0Gwm6Eq3w/97kWI+vJmCBbvmbn8kVmb7s1hje4BS4yzt5qqLBuK8gPQnhqyI8rVcHSf0MxP5PpMp3O4zWp2pt8btR7+n6CzKlLtestUbCwOaMYdm1vPkxr3hK4KVxe9cJXrH+sjyij8AyehFOyoPLEbHSKHNdkuRU0ubABqTnUxFkUBHXQxXuXUChlGdAnHV9nOm8Y7PxfgktRQRGmiIECACBEV5gpYHVYoZb6HxFSYXW/mHA7X55nQKwrJERoMTQ3F8QoTACD7aAZWXLMCJaYSKGQKxGpioZKrsK9qH04YnG8Aviv4ziN40xibw+YRPLGb4zjTDrWKqEg9fj2e43NfUXENZDIBEeH+34jcecsQvPh/G3DgSDNyFRFRm3Cffth++Ih0L7f9sVPaLg2r8UMI8RE8qcmDNeYiwOHZ69Je5vZWun8/abpkALDv3g3rli3Sw5osPg6CLrAemfLERMhvvSWgskTtnbyuUFo2d7oEhp43AwAESx3khuImj1cV/QFDz6lu639Kyw09wd3PYew8Dsau153aXgCZqeqM2t/AFpYKZZWzh0ht5l2ozZrmXchhc+VVEUU4dDGo63uftFsw1yBy3d1QFe+Coq4AquI/Ye40FLbwVKjK9gGAMydKt0k+GmAGfMzS5Yuh+xSoSnYDAEJ/mSP10DElXQ65NgwwlJ36TGnAya0AgPq0Maga8ap3ZaIIwcYhzOcTBk/orIrVxkItU8PsMKPMXIbsqmz0DPef2d4Smwm7Ogxyc1VAPU8KVa7t1jpXLw9/FNW5qHWrW3BoIBN8/6M5KTNaCp4crzDBYLYjSK1EpDoSZeYyiBCRU5eDziHeswyIoohSs+vNnN0teJIQ6kyyNb5nJD763XmDyy4yAKLGYzpmABifOB4rc1ZChIg9lXtwrPYYUoNT/X7GvPo8WB2nkupZQwF7EHOeUKsYOigVa77chT9356FP747SdlEU8fWGbPTt3RH6IGcPquLSWkSG66BQeOZCKCqpQU2tCR1iOGSHqL2ThYYCOp1zuIvVCrG2FkJICGx/7ZbKKLMG+KnBSQhxBUBsFuf9sCHvgbze9aBn00R69mqJjYUQHAxZUiIcJ3IBux3Gl+ZI+xWDXN3bif5ObMGue7A6fzu0h76AQxUM/e6FjQ6jcac5vgHBv/0fLHEDoM7fDvWpITsAYEwbDQCwu51Dc2w9LDGZABwI3vkWBLS8R4u7+q7XQZvzHQBA/9dCQLTDEjcAEGSQ1xVCWboXmpyNqBz5X1jis6A5tg76PR/ClDQCtpCOcGgjITeUQF7j6rEm2M3OujOuk4InIdvnQmasgDWmF2C3QG4ogqroT2hObEbp9V949H5vjDHtSoRsfxlyUwXUBb+6PkPGtXD/RVOfMQFBez+CIDqgO/oNRGUQTEnDAbkKsroiKCsOQnv8O9T0fwjGjOb3WKG2weAJnVUqmQqXx12Ob/O/BQB8lvtZk8ETyFWouOp9hG1+EoVhOgDObNbuAZMEnesft6Mq19sqq7EmoHYJlhrUuAdPxMaHs6RFatEhWIWiWmdSrNwqM7rF6tA5pDPKSp3R5W0l23wGT4qMRai1OtuvV+hhtVkAOIc1JIY5h+vEhajROUqLw2VGOETgu0OVuKZnlEc9kepIDIgagN/KfoMIET+X/Nxk8MR9Zh67KR5yAQjT8pKnMzdpQl+8t/hnTLx9IR67/zJ0z4hDeaUBi1f8iuwDRViz+J9S2ZWf/YH5i3/CTdf3R/8+idBpVDhyvBRvLdgKlVKOf00d0oafhIgCJYsIh+NUrhCxvAKiRgPxVA4SyGQBTfkr8zFsR3NiM+r63Q95zUngVAdTqyoeMJ3Kr6DVAnrnDtWYq2F6+22vepUMntDflDlpOGwhiaemKa5B+A/TAQB2bRSsYalQNpLEtYE1IgPBu94Hdr3vsd2UMATG9KsBAPVdxkP/1wLIzNVQ1BUgYuPDzmPD02DXRjaZCyWgz5F4KWov+ieC//oAgmhD8F8fAH990PgBogOqkt1SD5DT2YM6wBw/2Nn+7jdAVfQHdEe/gcxaj5Df551ZY+Uq1He9zvm9SeeLhbnjEI/giS2iC6qHzETozy9CEB0IOrASQQdWntm5qc0x5wmddZfEuBK4bSvZ5pEDpDHW6J4onbwWx2NcmfE7aF1jrruFubafVLgSsNpNAQZPbEaP4Ilc9N/dN90tV8j2E85zDIt1DQ86Xus7UVdevSsCnhacBpPNlSfCfSafwcmuH5Q/H/f9GS6NvVRaXnJsCTYXbvbb5j2Ve6Rlhyke6VFayJoYMkUUCK1Gia8/vhvXjb0I7yz8Cdff9gGmzfwUCrkMXy6/C5denC6V/cflXTFudC98u3E/7p72Ca6Z+j5eev07dOsSi3Wr78NFPZt+y0NEbU9wS/bqKC+DIydHGjYjxMRAUKmarsMtqazNKIfDDiiqjgOiCHXBDmmf0ex6gSCLjZWG+yr6ZPqsV5aS4nM70YXk9BweokIDUaFF+ZiFMCaPhEMdCocqGMaky1E2fhkc2shGanIx9JyKyuEvwRqRAVGugl0Xg7red6DiireAUz2yHbpolF29GOaEwXAo9bCrw1CfPhblVy+GKFc3cYbA1Q58HOVXLYAxeSTsumiIMiUc6lBYw9NQ33k8KkbOgyXGObW4NeYi1PW+w9lbXRsFUaaEKFfBFpIIQ7fJKB2/AmJDQlVBhqoRr6Ji5OswdRoKuyYCoqCAXRMOa0QGDN0mo3z0fNiDOvhpnaf6bpMhuvVYr+88Xvq+PMr1uAll4z9GffpY2PRxzs+k1MMamgJj6mhUDp8DU8qoM/vi6Jzia2g66zIjMqEUlLCKziDH0dqj6K/uH9CxxUZXN944rWs2nBhNjJRzpFqwwQpACcBhDiw5lGAze+RTUQr+gyeXdw7DtuPO7o8bD1Xi9qwOHj0/cupyfB7X0OsEANRCiJQsNlQj9xhCc2lamDR0J6/K7LOu03vszN07F/2j+nvMQmQX7fjk+CfINeTi+6LvXduNiRjQlcMj/q6mPzIK0x/xvDlXHp/rVS6xY4TP7b6Eh+kw97nxmPvceL/lMtJj8eKzYwNvLBG1S7K4DrDvdr7ltW7aDEee6+VAw2w4TRG0Wsg6JjinGhYFmKuU0EYaITNXQVX0O3Aqv6WhJhqAMzGtvLsrmbssNRWKQQNh2+7qKg+FwmM2IKILleaE66WZQxkkJWK1Byeg8h9veJUvH/tRQPUau1wDY5dr/JaxRWagfIz3LDUlUzb5LN/YdntwAgru2t/oecwdL4a548V+2wIA9pCOqBn0RJPl3JlSR8OUOrpZxzR6/uAEWKO6Q3VqCuh6P9+fNaaXx9TJ/vj7f+bve6Nzhz1P6KxTyBS4LO4yaT3XkItlx5bhiu+uwOe5n0P0kwG83l4vLbvnPFHKlNIwHlFwTlcMADZjLQJxes8TJfwntxzi1jMkv9oMURSRoEuAXHCet9hUjHpbvddxNVZXLxKb1dXTpHO01iNxbmKYK3KfX22G3eH9nXTQdkC/SM/5Y0/UOZNUiaKIA9UHcNfPd2Hx0cUegROHJQx2Q2fEBjf9VpCIiMgX5eDB0rJ1/XrYs7OlddX4cQHXI+vYSVq2GZ33UHltPuTVua76ja6XC/KUZGlZEARoH34YCHLds+W9ezeZiJ7ofBb82+uI/OpWBB1cI20zJV0OyOR+jqKzwm6BYKmF+sT3UJY5gxnmuCzYw9j77e+CPU/onGiYahcA5h+aLy2/c/AdaOVaXJFwhc/jTHaTtKyRazz2RaojUWlxDgEqVsjRwW6Hub4GFpsDKoX/uKBgM6FM7rrpqAW9n9JAiEaBIJUMBosDFruIKqMN4TolOuo6SrPgnKg74TGcCPDseVJSowROTUaQEePZ0yVILUdUkAJlBhusDhH7ig3oFefdpn91/hd2lrtmN/it7DdYHVbM+GNGo223VmUBkKEDgydERNRCiv6+e4zKe/WCYuDAgOsRgl0vQuwWZ9BDc2wd5IYiabuj3jVduhDmNhUqnMN4dE88jvpZz0MID4f2nrsDPjfR+Sho3wrILK7fkzZ9HGoGPtaGLfr7Cv7zPQT/8Za0Lgoy1Ax4pO0aROcce57QOTEgagBkjfy5LT22FA7R4XOfe/BEfdq4ymhNtLR8TOl8SxUEI8oMVjRFsNbjkMr1ZitYHuentJN7z43dhc452VP0rkizr6E77j1Pcstcn39E53CvsoOTXLMQ7MzzPfwoNTgVd3W5S1pfc2IN/rf/fz7LDogcAEXNZbCUDwcAxHCmHSIiaiFBp/OajliIiIDu+VnN6vnhGTxx3heD//rAY9YOR43r3ikLc90bGyiHDUPIF58jePkyyNPTvfYTXVgEOBRaWCO6oDbzTpReuwaOoNi2btTfmihXwRLZDRX/eBPWDn3aujl0DrHnCZ0TSfokTEyeiE9yPvHaV2IqQWF9IRKCPBNH2kW7NNWuAAFqmWfwpHtYd/xS+gsA4FetBhPqDAiBAaUGK+JD/SSwEkUoq44iN8JVpoM6scnPkJUYjGPlzmDOrydqcGlaGJL0ScCptCw5hhyvY9yDJ2ars+eMSiEgI9p7dp9uHXT4ap8zY3lOhclrf4Pxncbjk+OfoNpaDbtoR6GxUNoXq4nFoz0eRWZEJo6UGbF52wEAQLBajqRwTWNVEhERNUk9aRJMb74JAFCNHQvttEeaXYev4MnpxMoqV/lG8pkIev89RokuFEW3/dp0oWYINBcKeavt/wBq+z/Q1s2gNsSeJ3TO3JR6E9KDfb8hOlp31Gub2e5KnKqWq73ebHUJ6SItFyqcQ3CShBKU1fnveSKvK4DMXO2R8yQpJMrPEU4DOrl+8B0uNQIAkvXJ0rYdZTtgc9g8jqkwV0jLos05RjtUrfD5li7ZLbjRUH+DdQcq8NTXx/BnXi0UMgXGdBzjdXz/yP5YfMliZEZkAgCOlbvquChe3+RQJiIiIn9UE66B7sXZ0DzyCDQP3N+iOoRgV9DDJvpOZC5WV7vKMxksERG1E+x5QueMWq7GK/1fwcbCjRBFEQXGAnye+zkA4KeSnzym/gX85zsBgCi1K+BRLHf+KScLRfiqph6A97CYBspyZ28M9+BJxxDvbsGnS4t09RbJLq7H8j+KcXXPnlDL1DA7zMivz8cvpb9gaOxQAIBDdOBIzRHpGIfZOQWaViWDd2pZIDVSA7kA2EXgeIUJB0vqkRGjw0/Hq/H8Bmdela3HqrH4xgzclHoTtpZsxUnDSen4KalTPIIyx916r6REsNfJhcwuREEulrV1M+g8ZxeaDiLT35sgCFAOGnRmdbj1PLEqYwEUeJURq6qcCwoFhNCm789ERETnAoMndE7pFDqM6+TMyr+/ar8UPPGVL6TJ4InGLXiikDunKxbsyC8qBJDgVb6BYKoCANS6BU+itE3/OIsJVqFPgh5/5jvzkby5rQBWexyu7nQ11pxwZkD/9MSnUvCk0lLpmi3IroNoc55DKfM9NjxEo8Dw9DBsOuxs3+0fH8S713fGC9+d8Cj3f1vy8M71XTC953RM2zENFocFg6MHo3tod49yO0+68qYkM3hyQbMoL23rJtB5LNz0EAD+HdG5IQS7Zq+zWfzfm+Tdu0NQ8KcqERG1D+zHT23GPcdJTl2O15TFHsliZd45TDRyDWI0zuR1NkHAG+FhAICiklK/55VZ62AFYDwVPBFFGcLVOr/HNHjuimTEuiVefX97IdJUrgeOfdX7UGl2zgBUZHSbOcAaCsAZNFHIG0+sNygpxGP9ntWHUW2ye2z7q8CAAyX1SA9JxxsD38CzvZ/Fsxc969HrxGi1Y2+RM6mtXAAGJvnuGk1ERHQuyTp1lJateWVwCI0nM5d1bPxFCBER0bnG4Am1mWBFMIIUQdL6hoINHvub6nkCAKPiR0nLi8JCMCipIw5HL8GRau8cKg0ESx2K3N5kiXYNgtSBvdmK1ivx/uQMad0hApv3qTzyr2RXZQMADlYflLbZzc4gj0ImQEDjwZNRXcJxWXpYk+34I885ZV2yPhmXxF4CuSD32J9b6coXkxCmRoSOM+0QEVHbk8XHAzrnCwuxzoDyIS+jvvM4VF4217ss850QEVE7wuAJtRlBEBCndU0RvKN8h8f+QIIn13S6xmPdIJPBqCnHC7tfbPS8MqsBP+pc9TlMHaFVBn4pRAUp8ewo1+w8x8qNHsGTz3I/w7x98zD/0Hxpm93kfHumaeI8KoUMs69KwdR+nlPQ9YjV4e7Bru8qv9ritx732Xo4yw4REbUXgiBAFu7KS2YK7o6qy+bC2Hmcd9nwxvOXERERnWsMnlCbuqPzHdLyzrKdHgGTWmuttKxT+B5WE6IKwVUJV3ltLzTl4du8b30eI1jqcETp6olhM3RuVvAEAIalhknLBdUWXN5hpLS+t2ov1uav9Shvq8kEAGgDnPHmniFxWHRDBt6YkI75E7tg/qQuSHVLWJtXZfZzNPDD0SppOTWSwRMiImo/3JPGijW1jZdj8ISIiNoRBk+oTWWGZyJMFQYAqLfXY1vxNmmfe86QWG3s6YdKpqZNhQ5yr+2f5HwCh+jw2i6z1KHQbdiO0hEBmY+pg/0JUssRpnXWYXWIUNkTPYYguQtHD4g2Zy4TeSPJYk8nCAIyYnTo1ykYveKCIBMEdApz5X05UFIPs837swFAjcmGHbmuH6Mju/DHJxERtR9CiCu/l1hb02g5GYMnRETUjjB4Qm1KLpPjivgrpPXfyn6TlguNhdJyvDa+0Toi1BGYE30lepnMGF1ngMYuSMcfqjnkVb7aWo2dGlcgQi+PblHbO0e5eoL8eLQG/SP7e5XJCMlAB+NUaT3Q4IkvieFqxIeoAAC1Zjv2FBp8lvt8bxnqrc7ASkqEBqmcaYeIiNoRIcSt50lt4z1PZCkp56I5REREAWHwhNrckJgh0vKPxT+i2FgMwHPYTrja/9unHp1GYXlhMV4pLUdfo2t2mvz6fK+yvzqqYTo1047aFI7ekV28ygRilFuPjsOlRtycejNkbpfUPzv/E/8b+D/UGV1DjgIcteOTTBAwINH1g/PNbd6fTRRFbDhYKa3f0CfGYxYeIiKituY+XXFjw3aEmBgmjCWiNvPq3ldxxXdX4IrvrsCSo0vaujnUTgQ2xQjRWdQ1tCvSg9NxpPYIRIjINeQiVhsLo90oldHKtX5qAOx6VzLVFJsJP8MZsGgIxEhEEXnmckDl7MEhN6Sga5fApik+XZcYV5uOlZuQqO+Oh7s/jA8Of4COuo4Y03EMAKDSaJPKKc6g5wkA9IgNwhd7ywEAh0qNqKy3ItxtJp2fc2pwrNyVN2ZgIqcoJiKi9sUj50llpc8yDJwQedpQsAGvZb8mra8ftd5j/5KjS7D02FIAQKwmFh8N/Ujad8vWW1Bscv4mvjn1ZkxNc/WKPlR9CDP+mIE6Wx0AoHd4bzyf+Ty0Cv+/vYn+jtjzhNqFBF2CtNzQ46TeVi9ta2y2nQaiKgSi4IwFJttcwYMSU4lHOZmxFHvlrp4plZZOCNe2bBrfpHAN5KeuoLxqM0rrLBidMBorL12J17NeR5AiCPUWO4prnTPjCDizYTsAcHnnMI/1I2VGj3X3XicjOochJlh1RucjIiJqbbKOrnu+/dgxn2Xc86IQ0dmxr2ofpv8xXQqc9I3oixf6vMDACVEjGDyhdiFE6fqR5Ct40lgyVokgwKGNAABE2l3BkdODJwXl2dimc90QbKaOCNF4J5sNhFohw0Xxeml9d4HhVFNcAZIjZUY4ROdySqSm2YlpT6dTyTGme4S0vvFwlbT864kafHfIFTy5rnfLcrkQERGdTfL0dGnZnpPjswyDJ0Rn157KPZj5x0wYbM7fr1lRWZiVOQtqubqJI4n+vjhsh9qFYKWrC68UPLE3I3gCwKGNhLy+BF0tVmlbduU+2EU75IIzQJJdtUfa19koxx+mTojQtaznCQAkh2vwR54zWl9msHrtdx+yEx/SOjeji5ND8c2+CgDA1mPVuGuQFc9vOIEdJ13jxjOitegd3/R3RkREdK7JoqKkZbHG92w7DJ4QnT27Knbh33/+G2aHGQAwOHownu79NJSywH4Tuw8DmtN3Dg7XHsa6/HUoMZYgShOFKxOuxMTkiZAJnu/p91TuwWe5n2F/1X7UWGugkWuQpE/CqLhRuCLhCo/y7ud4ud/LuCjiIgDO2Thv3XarVM59+NIV37kmoXhv8HvYXLQZmws3o9JciVhtLKakTsGIuBEebaqyVGHh4YX4pfQXmO1mZIRm4Pb02wP6Hujvh8ETahfcgyel5lIAkCLhAKBTNJ2XxK6NgBJAR5sNCrsSNrkVJocRVZYqRKojAQDFbtMfxxmDEKlToHN0y7smRuldN5myeu/gSY3J1QumpT1cTjcsLRShGjmqTXZUGW2YuuwAqkyuII1GIcMzo5LOuJcLERHRWREUBMhkgMMBGI0QrVYISs+HNgZPiM6O3ZW7sSpnlRQ4GRozFNN7TYdC1rLHwrcPvo1cQ660XmgsxMIjC1FkLMLD3R+Wtq/KWYUPDn8AEaK0rc5Wh+yqbGRXZePn0p/x3EXPQS5rnd/Ls/6a5TFxRF59Hl7e+zLitHHoHtYdAGCym/DE7094tH935W48ufNJxGnjvOok4rAdahfSgtOk5V0Vu+AQHTDaXPk8AgmeWGN6A3DmFolwxRJQYa6QlvcbXf+Iqqx6ZCWGnFES1yi3Xitldb56nri2hWpaJ1YpEwRcnBIqrbsHTgBg3oR0pEVxrCoREbVPgiB4BEd89T6RRUWeyyYR/W3srtwtBU4u63AZZvSe0eLACQAU1hfi9vTb8UKfFzAqbpS0fW3+WmRXZQMAjtYe9QicjIgbgf9k/gd3pN8BpeD8Lf1b2W/4NPfTFrfjdGWmMtzd5W48d9FzSNYnS9u/yP1CWl6ds1oKnCgFJe5IvwPPZz6PgVEDPQIqRA0YPKF2oXtYd6mrYJGxCJXmSukfWI1cIw278cccN0BajnbLe+IRPLGUSct6Qywig84soBEV5AqelPgInlS7TZscpm29jl7XX+Sdz0SnlGHrA5noFcfhOkRE1L41FTyRd+t2LptD9LeUFZUV0G9sf65JvAY3pNyAAVED8HjPx5GiT5H2/Vj0IwBgY8FG6Xd9ij4FT/Z8ElnRWZicMhnjE8dL5TcUbDijtribmjYV1yZdi8Exg3Fjyo3S9rz6PGl5a8lWaXlsp7GYnDIZA6MHYkavGYhSR4HodAyeULuglCk9ksYerDkoLbtv98euj5eW4+1mabnA4AyY2EU7auHqpVFtjT/jgEZShCuPyb5iAyw2h8f+KrecJ+GtGDzpEq1FpM6zvlmjk894Nh8iIqJz4fTgiejwvH/KOnU6100iatcEeP7GE0XRc91tOIzgZ+i2ez2vZL+CTYWbzqhdPcJ6eKw3DIkBIA2bOWk42Wh59/X8+nyvz9VSmRGZ0rKviSkAoKC+QFruFuYK2CpkCmSEZrRKO+jCwuAJtRvuSWF/K/tNWu4Z1jOg4+36OIinbghJbslmD1c6/+F2z6ESbHdgu6MnYvVnNpVvXIgacSHOOsw2ESerzB77i05NUwy0bs8TmSDg6VFJ0vrgpBAMSeb4cCIiOj8Ioa57lqO0FGJdnWtnUBAE1Zndn4kuNKcPYa+2VnuuW1zr/iZaGN9pPLqEdAEAOEQHXt37Ktbnr2+0fGtwD+y0pJxddPXkdv+c/rjnU2xJ75rWCuLQhYXBE2o33P+hz6nLkZaT9Ek+SvsgV8Gu7wAASHebcWd/9SEAgMHtH9tghwOlCEV86JnPgJMU7qojr9oVPLHYHNhb6ArYZMS0bh6SQUkhePGqFNyR1QHPj072+5aBiIioPZGnuXKd2fcfgFhVJa3LwsLOfYOI2rmkIM/fwzvKdkjLdocdO8t3SuuJQYmN1qNX6jGn7xxkhDh7VjjgwOv7Xse3ed+2qF3Z1dke6/uq9knL8bp4r/Y05EHxVb6jrqP0e9Y9+FFmdg273166vUXt9MU9Kez+qv3Sst1hx6GaQ612HrpwcLYdajfcgyfuSZoaZsoJRH23GxCy43V0s7h6fJSYCgEAhvoS17kcQGyw5oxm2mmQEKoG4OwCmO8WPCmqtcDqcEatY4OViNargDpfNbTc8PQwDE8Pa91KiYiIzjJ5Wrq07CgsgFhZCYQ514Xw8LZpFFE71jGoI7qEdJEe6uftn4fsqmyEqcKwo2wHCo2FUtnTp+M9XZAyCC/1ewnP/PEM9lXvgwgR8/bPg020YWynsc1q1+e5nyNYEYzU4FT8WPwjjtcdl/YNix0GABgZPxKf5X4GESKO1x3Hq9mv4tLYS5FTl4PPT34ulf9H/D+k5QRdAo7UHgEALD6yGEabEUXGIo/yZ2po7FCcOHYCAPBV3leIUEcgKSgJGwo3eARsiBoweELthnvwxH2ITXOCJ4YeNyJo7xKEuSWJtaIeNruIOqMreKJ1COiToD+jmXYadAxz9Tz5/WQtpvSNBQDsK3YNHYoPOfMeLkRERBcK9wCJWFUNR3k5cCrPpMCeJ0Q+PdbjMTzx+xOosdbA6rDi23zv3iJjOo7BgKgBPo72FKQIwot9X8Qzfz6DvVV7IULEmwfehEN0eCRxbUpSUBIWHlnotX10/Gj0DHcOvU8LTsM/O/9TmnHnu4Lv8F3Bdx7ls6KyMCFxgrQ+PnE8thRvAeDsefL2wbcBAMn6ZI8e6mfi+qTrsaV4C04aTsLqsGLB4QUAAJkgQ5w2ziMgRQRw2A61IzHaGJ/bmxM8EVXBqBn0JILdEs8JMiP+t/UkDKZyaZvaLkfX2KanPw7EJW7TBv+RVwf7qd4mq/4qlbZzBhwiIiIXIcx173RUV8O+z9VlXs5ksUQ+JeuT8e6gd3Fd0nVI1idDLVNDLsgRpgrDgMgBeKb3M3io20MB16dVaDG772z0Du8tbXv74Nv49ETgUwbf2eVO3N3lbiToEqAUlOig7YDb02/HQ9092zExeSJe7vcyLo65GBGqCMgFOYIUQegR1gMPd3sYszJneUyZ3COsBx7v8Tg66jpCISgQo4nBlJQpeLr30wG3rSlahRav9n8Vo+JHIVgZDLVMjW6h3TC7z+yAcy7S3wt7nlC70TOsJ1Zhlcc2tUyNDtoOzarHmD4G+j/fhc5hQb1MBggilPs/Qm6Qq/eH2q7EsNRQP7UELiFUjaggJcoMVljszqSxcSEqHCp19TyZ0IvTnRERETVwz2siVlbCftzV1V/es4ePI4gIACI1kbiry13NOuajoR81uk8j1+CV/q+0uD0CBFybdC2uTbq2ybK9I3qjd0TvJss1GBU/CqPiR3ltXz/Kd4LbxrZfFHFRo/vCVGF4vMfjXtv7RvbF4z29t9PfG3ueULvRkFTKXZ+IPlDLmznkRZChtu99CHHrffKA+mPsLXElpIqwahAb3HqZ/FMjNdLyN/vK8dPxathPnT4xXN2q5yIiIjrvBQUBilPv8EwmOPLzpV2yDnGNHERERNR2GDyhdiNWEwuF4NkZqmGsZHOZ0scgxO4KntTIZLDZc6T1MHvr9DppMCjJNeXi1uPVWHegUlrvm6Bv1XMRERGd7wRBgBDquheLJa68ZLJo9tYkIqL2h8ETajfUcjWyorKkdbkgx+Vxl7e4viBttLRcJZOhRu5KDmuUJ7e4Xl/G93TlZcmtNOPnnGq3ffwRSEREdDp5t26+dwQxTxgREbU/zHlC7cqD3R5Et7BuMNlNmJA4wWOO9+aKjMoESpxZug+oVaiUu2KFZnV6I0e1jFYpR0qEBscrTACAUzljEaZVoEsrTIdMRER0oVH06AHbtm1e2wXhzGfCI6Kzx18OFaILGXueULsSoY7ApORJuCXtljMKnABAj8hMaXm7RoNKuRwAoBBF6IJTzqhuX4anh3lt+0dGOH8EEhER+SBL8M51RkRE1F4xeEIXrE5BrqkOf9a5en90stqQnty6PU8AYFSXcK9tQ1NaN7cKERHRhUKWkNDWTSAiIgoYgyd0wUoMSvS5fXAd0DWu9YMaSeFqXJLiShw7oVcU+nZkslgiIiJfZAkJEILPrJcpERHRucLgCV2wQlWhuCHlBo9tGocDStsIROuVrX4+QRDwnytTMGt0Mv5vfBoeH96RQ3aIiIgaIahUUN9xe1s3g4jOM3XTHkX15SNQffkIWNatk7bXz50rbTd9uLgNWxiYmhunSO217drV4npMHy6W6qmfO1fablm3TtpeN+3RVmgxMWEsXdBuT78dPcN6Ylf5TmjyDiPIloSh4+45a+dTK2Q+h+8QERGRN9W4cRBUKjgqqwA83tbNITov2PbsgeHhRzy26T/4APKU5HPeFvPqNRDr6gAAqtFXQNahwzlvA9G5wuAJXfAGRA3AgKgBQEZbt4SIiIjcCYIA1ZVXOldqGDwhCoRl/Xqf27T33H3O22JeswZicTEAQJF5UZsGT9Q33QTVVVcBAGQxMW3WDrpwcdgOERERERHReUA0m2Hd8qPXduvGjRDt9jZoUcuJRmOr1ifv2BGKXr2g6NULstjYVq2bfBPNZogOR1s345xhzxMiIiIiIqLzgHXrVsBgAADIu3eDWGeAIzcXYkUFbDt+h3LQQI/yddMehf2vvwAA2iefgGr0aGlf9eUjpOXg5cukXiO2fftgXr4C9gMHIFZXA2o1ZGFhkKWlQTn0EqhGjoTpw8Uwf/SRx7kMjz4mLatvuQWa225F/dy5sK7fIG2TJcTDvGo1HCdOQJE1AEH/+Q8smzbD+v33cOTkwFFdDZhMEIJ0kCWnQHXFP6AcPTqgPIKnn0tz263Oz3PwICxr1sB+9BjEigrnMCOVCrL4eCgvHgL15MkQtK6ZOd0/m/KKf0A1ZgxMCxfBfuAAIJdDOWAANA8+AFl4YEP17UePwjT/Pdj27oWgVEKRlQXNXXf6PcZRUADzJyth27kTjtJSQC53tXfiRAj6lk9K4aiuhnnhQtgPH4GjpARibS0gCJBFRUGemQnNlBshi3dNJW/btUv6fyvExiLo5bkwvb/Amaelrg4hX34BnEF7zicMnhAREREREZ0HrG5DdpQjR0KsrYN50SJp3+nBk+ay5+bCMO1RwGp1bayvh6O+Ho6CAsBkgmrkyJa1ffMmOPLyvbbbfv4Jtp9/9tgm1tTCvns3jLt3w370GLQP3N+icwKA/eAhWDdu8txoNMJx9CjMR4/Ctv1XBL31JgS53Lttu/c4j3Xr1WP94QeIBgOC5s5p+txHj6LuoYeBU71sRJMJ1k2bYNu7FzDW+zzG9tdfMMx8WjrGeVIrHMeOwXzsGCwbN0H/39chi44O4NN7E6urYfnqa6/tjoICOAoKYNu6Ffp33vYIoEjH1tXB8PAjEKuqWnTu8x2DJ0RERERERO2co6QEtj93OVfkciiHDweMRlfw5OefIdbWntEU4LZftkuBE+Wll0J51ZWAwwGxtBS23bulcqorR0PRry/qZz0PsaICAKB54AHIO6cD8J1zxJGXD3nPnlBdOwGCRgux3tmDRjFkCOSZmZBFRkLQ6QCHCEdxEUzvve980P/8c6in3AhZRESLPpM8NRWae++BLC7O2cNELodYXQ3zx5/AfvAg7IcOwbZ1G5TDL/U6ViwshKJfP6gmXAP7oUMwf7TE+T3t2AF77knIEzv5PbfxrbekIIgQFQXNv/4FQaOB6aPFcJzKFeNxPosF9S/Mlo6Rd+0K9Y03QjQaYVqwAGJZGcTCQhj/73UEvfRii74PQa+H+vbbIOvUCUJQEASVCmJ9Pazf/+Ac/lVbC/OqVdA+/LD3wQYDRL0emvvvgywpCY7cXEDZ+rOYtlcMnhAREREREbVzlu++A07ll1AM6A9ZWBgQFgZ5jx6wZ2cDVissm7+Hevy4Fp9DCApyLcfEQJ6YCCEmxpnc+eqrpX2y2FhnXhG3B2d5agoUvXo1XndUFIJefQWCSuWxXdG/PyyfrITpiy/gKCgEzGZAFF0FHA7YDxyAbMiQFn0mebeusB8+DPPKVXCcOAHRYJC+xwa2/ft8Bk+E0FDoXvgPBLUayiFDYP1hizNgAMCR5z944qiuhn3XX9K69uGHobzY+RlkSYmou/0Or2NsO36HWF7uXFEqofvP85BFRjrbEhKM+plPO8v99hsclZUBDx1yJ4uIgLxzZ1i+/BL2Q4edQ7NOy5dj27e/0eN105+CsuH/Rf/+zT7/+YzBEyIiIiIionauIZ8HAChHuIbOKEeOcAZP4By6cybBE8XFQyB8+CHEigpYVq2CZdUqZ86TTp2g6NMH6uuubfFMNoqBA70CJ6LZDMNDD8Nx8qTfYxumQ24J48uvwPrdd/7rr/Vdv7x7dwhqtbQuhIS4HVPrt05HQYFnXT26u5aTkiAEB3vV4TiZKy3L4uOkwAkAKHr2dGuwCMfJky0Knli+/RbGV171W6bR71uphGLw4Gaf80LB4AkREREREVE7ZtubDUdenrRunD0bxtmzvcrZDxyA/cQJyJOSnBvc86y69S5wNJKzQhYeDv38d2FZuxb23XtgP3kSYmkpHEeOwHLkCKw//ojgBe979FAJlCzSe9iNdds2V+BEo4HmX/+CPDUFkMthnDcPjmPHTzW4ZTO6OEpLPQInquuug2JgFgS1GpZvvoF1w6l9ou/6hZDThkC550Vx7x3jSxP7RV/7/R0TQNLcQJhXrJCWFVkDoBo3DkJwMOwHD8H09tvOHY1830J4eEDJey9UDJ4QERERERG1Y9YN65su1FB2/QbIT83mIuhdD/+O0jJp2fbLLz6PFUURsshIaKZOdW2rq4Nh+gzY9+2DWFwMW3Y2lFlZzp0ymetgRxPBBHg/dDuKS6RlRdYAqK+d4DynwQDRrb0t5SgtdZ09JATa+++T1k2LP/J1SKuRJSR4rNv37ZOGHtlzcwEfvTtkiUnSsqOgEI6KCinXi23PXldBQYCsk/98K41x/841d98NeUqKs363IUaN+hsHTgAGT4iIiIiIiNot0WKB5fsfpHXVpEleM6E4jh+D5YsvAThzo6j/eQcEuRzyjh1hO1XGvGYNBJ0WYn09zCtX+TyXdcsWWFathuLiIZDFxUEWFgZHeTkcRUWuQhaLtCgLCYG9sNC5ecN6QCYAcjnkqakB9U6RxcdJy7Y//oRlw3cQgoJgXrmyyWExgZDFueoXa2pgWroM8owusG75EfY//jjj+v2eOzQU8osukqaKNv7vDYgGAwS1BqYlS3weoxjQH0JkpDPvidWK+n//G+obbjiVMPYDV7msrBYN2QGc37njhHN4kHnpUiivvBL2Q4dhXrasRfX9nTB4QkRERERE1E5Zt24DDM6ZaRAUBM0dt3vnDqmrg+WbtYDNBrG8HLadO6HMyoJq7NUwr1njnEHHYIDp3fkAAFlKChzHj3ufzOGAff9+2Pf7ThgqREdD0bevtK7o1xf2gwed7dzwnTQMJmjef/0mj22gHDQI5vh4Z36QujoY5zin/xUiIiBLTJSSs7aULDwcyssug/X77wEA5oULT+2QQd6rF+x79pxR/U3R3n+fc6pikwliSQmML536fOFhQFCQ6//rKYJKBd0zT0tTFdv37Uf9v/+fZ5m4OGgfndbiNqmuvRam1/8LAM4Zdk4F5uSZF3kkuCVvsqaLEBERERERUVuwbnBLFDtokFfgBHBOP6vIzHQds945zEcWFwfd87MgS08HlEoIERFQXXMN9PP+6/Ncim7doJo0yZkoNSLCOZuOUglZQgJUY8dC/+YbzumET1HffDNUY692BgNaMKRD0GgQ9OqrUFxyiTO/SFAQFEOGIGjePAgt7FlxOu3jj0F13XUQoqMBtRrybt2ge+klKPr0aZX6/ZGnp0M/779Q9OsLaDTOz3fJJQj63xsQ9Hqfxyguugj6996DauzVzp4zSqUzaW9qCtQ334zg+e9CFh3d4japx46F5pFHIEtMBFQqyDomQHP/fR5Dtcg3QfSZqebvqeC0jMh0ZqKiolBWduZjFS8kUXVXAgDK9N+2cUuoveP1Q+dKfI1zTHZBSH4bt6T18Po5P12If4vnG147RC3H6+fsij9tqFpbYM8TIiIiIiIiIiI/GDwhIiIiIiIiIvKDwRMiIiIiIiIiIj8YPCEiIiIiIiIi8oPBEyIiIiIiIiIiPxg8ISIiIiIiIiLyg8ETIiIiIiIiIiI/GDwhIiIiIiIiIvKDwRMiIiIiIiIiIj8YPCEiIiIiIiIi8kMQRVFs60YQEREREREREbVX7HlCZ8306dPbuglE5y1eP0Qtx+uHqGV47RC1HK+fCx+DJ0REREREREREfjB4QkRERERERETkB4MndNaMHDmyrZtAdN7i9UPUcrx+iFqG1w5Ry/H6ufAxYSwRERERERERkR/seUJERERERERE5AeDJ0REREREREREfijaugHU9goKCrB161bs3r0bRUVFsFqtiI2NxeDBg3HVVVdBo9F4lV+6dCn2798Pm82GlJQUTJo0CT179vSq2+FwYO3atdi4cSNKS0sREhKCwYMHY9KkSV71NrduovagvVw/K1euxOrVq3228eabb8a4ceNa70MTtZKzef189tlnOH78OI4dO4aSkhJER0fjrbfe8tsW3n/ofNJerh/ef+h8dLaun+bW25y6qe0x5wlh2bJlWL9+Pfr374/OnTtDLpcjOzsbv/zyC5KSkjB79myoVCoAQFFREWbOnAm5XI6rrroKOp0OmzZtwsmTJzFjxgz07t3bo+5Fixbh22+/RVZWFjIzM5Gfn49169aha9euePbZZyGTuTo/NbduovagvVw/DT9eb731VgQHB3vUk5qaio4dO579L4Oomc7m9TNp0iTo9XqkpKTg2LFj0Ol0jT788f5D56P2cv3w/kPno7N1/TSn3ubWTe2ASH97R44cEQ0Gg9f2FStWiBMnThS//fZbadtrr70mTpo0STx+/Li0zWg0ivfee6/40EMPiQ6HQ9qem5srTpo0SXzllVc86l27dq04ceJEcevWrR7bm1M3UXvRXq6fTz75RJw4caJYXFzcSp+M6Ow7W9ePKIpiUVGRtPzoo4+K9913X6Pt4P2Hzkft5frh/YfOR2fr+mlOvc2tm9oec54Q0tLSoNPpvLYPGTIEAJCbmwsAMJlM2LlzJ3r06IHk5GSpnEajweWXX47CwkIcPXpU2v7TTz9BFEWMGTPGo94RI0ZArVZj69at0rbm1k3UXrSH6+d09fX1sNvtZ/KxiM6Js3X9AEBsbGxAbeD9h85X7eH6OR3vP3S+OFvXT6D1tqRuanvMeUKNKi8vBwCEhYUBcF7sVqsVXbp08SrbsO3IkSNIT08HABw9ehSCIEjrDVQqFZKTk3HkyBFpW3PrJmrvzuX14+6JJ56A0WiETCZDeno6rrvuOvTp06e1PhbROXGm109z8P5DF5pzef244/2HLgRn6/o5vd7WrJvOHQZPyCeHw4HVq1dDLpfjkksuAQBUVFQAACIiIrzKN2xrKNOwHBISAqVS6VU+PDwcBw8ehM1mg0KhaHbdRO3Zub5+ACAoKAgjR45Ely5doNfrUVBQgG+++QZz5szBvffei+HDh7f2xyQ6K1rj+mkO3n/oQnKurx+A9x+6cJyt68dXva1VN51bDJ6QTx9++CEOHz6MG2+8EfHx8QAAi8UCANLDmruGB7yGMg3LvsoCkBIlmc1mKBSKZtdN1J6d6+sHgNfwHgC47LLL8Nhjj2Hx4sUYNGiQzwzvRO1Na1w/zcH7D11IzvX1A/D+QxeOs3X9+Kq3teqmc4s5T8jLxx9/jHXr1mHkyJGYMGGCtL3hgc1ms3kdY7VaPco0LPsqC7j+IVCr1S2qm6i9aovrpzHBwcEYNWoUDAYDDh482LwPQtQGWuv6aQ7ef+hC0RbXT2N4/6Hzzdm6fhqrtzXqpnOPwRPysHLlSnz66acYPnw47rzzTo99/rqP+ep2FhERgZqaGunid1dZWYng4GAp0trcuonao7a6fvyJjo4GANTW1gb+QYjaQGteP83B+w9dCNrq+vGH9x86X5yt68dfvWdaN7UNBk9IsmrVKqxevRrDhg3DPffcA0EQPPYnJiZCqVTi0KFDXsc2bEtLS5O2paWlQRRFr8SWFosFOTk5HmWbWzdRe9OW148/RUVFAIDQ0NBmfR6ic6m1r5/m4P2Hzndtef34w/sPnQ/O1vXTVL1nUje1HQZPCACwevVqrFq1CsOGDcN9990Hmcz7T0Oj0aBfv37Izs5GTk6OtN1kMmHz5s2Ii4vzyAY9ZMgQCIKAb775xqOeTZs2wWw2eyRMam7dRO1JW18/drsd9fX1XucsKyvDhg0bEBwcjIyMjFb4pESt72xcP83B+w+dz9r6+uH9h85nZ+v6CaTeltZNbUsQRVFs60ZQ21q3bh0WLlyIqKgoTJ482SsyGhYWht69ewNwvkWYMWMGFAoFxowZA61Wi02bNiE3NxfTp09HZmamx7ELFy7EunXrkJWVhT59+iA/Px/ffvstMjIy8O9//9vjH5Pm1k3UHrSH68dgMOCBBx7AgAEDkJCQgKCgIBQUFGDz5s0wmUx4+OGHMXjw4HPyfRA1x9m8fn788UeUlpZK57HZbLj66qsBOIcTDBs2TCrL+w+dj9rD9cP7D52vztb105x6m1s3tT0GTwhvvfUWtmzZ0uj+7t2747nnnpPW8/LysHz5cuzbtw82mw0pKSmYOHGixz8EDRwOB7755hts3LgRpaWlCA4OxpAhQzB58mSfmdebUzdRe9Aerh+r1YoPPvgAhw8fRkVFBUwmk/S2b/z48XxrQe3W2bx+nnvuOezbty+geptbN1F70B6uH95/6Hx1tq6f5tbbnLqp7TF4QkRERERERETkB3OeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfnB4AkRERERERERkR8MnhARERERERER+cHgCRERERERERGRHwyeEBERERERERH5weAJEREREREREZEfDJ4QEREREREREfmhaFh48803kZ+f35ZtISIiIiIiIiJqNxISEvDAAw+4gif5+fnIzs5uyzYREREREREREbU7HLZDREREREREROQHgydERERERERERH4weEJERERERERE5AeDJ0REREREREREfjB40oSuXbtiyZIl0Ov1bd0UIiIiIiIiovPKzJkzccstt7R1MwCc2fO9oukiLn369MGoUaOQmJgIh8OBY8eOYe3atTh06FBAjXz66aeldbPZjOLiYqxduxY//fRTo8dFRUXh9ddfh8PhwKOPPory8nJpn06nwxtvvAGVSoV///vfOH78eJPtGDp0KO666y4UFRXhiSee8Nh30UUX4fHHH4fJZMKdd94JADh8+DAeeOAB1NXVNVk3ERERERFRa1OpVBg/fjwGDhyI8PBwmM1mFBYW4rvvvsP27dvbunmtouG5z5eXX34Ze/bsOcctan8SExMxduxYdO3aFTqdDpWVlTh06BDWrl2LvLy8VjvPzJkzkZeXh48++qjV6vSnpbGCcy3g4MmUKVOQkZGB9evXIzc3FwqFAhkZGbjnnnuwYcMGrFu3LqB6nnrqKRgMBqhUKmRlZUmBjKNHj/o9rqKiAsOGDcNnn30mbRsyZAhqamoQFRUV6McAAFgsFuh0OnTt2hUHDhyQtg8bNgxlZWUeUSi73Y7q6upm1U9ERERERNRabr/9dnTu3BlLly5FXl4egoKCkJ6efk56x8vlctjt9rN+ngYvv/wycnNzPbadyYtsmUwGh8Nxps1qc5mZmXjooYeQnZ2N+fPno7i4GHq9HgMGDMDkyZPx2muvnfM2tfbfRktjBedKQMGTYcOGQafT4eWXX8Z1112Ha6+9FgqFArt27cIzzzyDJ598EidOnMD+/fubrKumpkb64//mm28wZswYJCcnN/mFbN26FUOHDvUInlx66aXYunUrJkyY4FE2LCwMN954I3r16gWVSoWioiIsW7ZMap/D4cBPP/2EYcOGScETvV6PzMxMrF27FqNHj5bqaoiC3Xvvvairq8PQoUNxyy234PXXX8fUqVMRHR2No0ePYsGCBSgtLQUATJgwAVlZWfjiiy9w/fXXIyQkBPv27cOCBQvYg4WIiIiIiJqlT58+WLFiBXbt2gUAKCsrw4kTJzzKKBQKTJ48GYMHD4ZWq0Vubi5WrFghjRI4/bkGcPX2aOjF31Dm1VdfxYQJE5CUlIR58+Zh165duPLKK3H55ZcjMjIStbW1+Omnn7By5UoAQHh4OKZMmYJevXoBcPbeX7p0KYqLi5v9Wevq6hp9ed3wnDVjxgxpW8PzWcPIgYYya9euxfjx4xEdHY277roLer0eN998M3r06AEA2Lt3L5YsWYLKykqP49atW4drrrkGISEh2LNnj9cz3NChQzFmzBhER0ejvLwcmzdvxvr16yGKIgBg9OjRGDp0KGJjY2EwGLB7926sWLEC9fX1Hu319zx5OpVKhTvvvBN79uzx6J1TWlqK48ePQ6fTSdvi4+Nx4403IiMjA1arFdnZ2Vi2bJn0nTZ8F3v37sWYMWOgVquxc+dOLF68GBaLBXfddRe6deuGbt26YdSoUQCAadOmISoqyuffRkFBAaZMmYK0tDRotVoUFhZizZo10t9qczQVK+jVqxfGjx+Pjh07QhRFHDt2DMuWLUNBQQEA19/zvHnzMGLECHTu3BllZWVYunQp9u7d6/OcCoUC999/P6KiovDKK6+gpqam0fYFlPNk8ODB+PDDD/HPf/4TnTp1woIFC/Daa6/hwIEDqK+vx/z58zFmzJhmfTGCIKBfv37Q6XQ4duxYk+X/+usvKJVKdO/eHQCQlJSE2NhY/Prrrx7l1Go1nn76aURFRWHevHmYOXMmPv/8c6/6tmzZgqysLGg0GgDAJZdcgiNHjqCkpKTJtigUCowdOxbvv/8+Zs2aBZ1Oh9tuu82jTFRUFAYOHIh58+bh5ZdfRlJSEiZOnNhk3URERERERO6qq6vRu3dvaLXaRsvccMMNGDRoEN5//308++yzOHnyJJ544gmEhoY2+3yTJ0/G6tWr8eSTT+Lo0aOYNGkSxo8fj6+++grTp0/HG2+8IaVTUKlUmDFjBqxWK2bPno1Zs2ahqqoK06dPh0qlAuB8NlqyZAmGDh3asi+gmaKjozF48GC88cYbePrpp2Gz2fDII48gNDQUL730El566SWEh4fjkUce8TguKioKF198Mf773/9izpw5iI2NlYIyADB8+HBMmjQJa9aswfTp07FixQqMGTMGI0aMkMqIoohly5Zh+vTpeOedd5CamoqpU6d6nCeQ50l3vXr1QkhICL7++muf+xsCM6GhoXjmmWeQl5eH5557DnPmzIFGo8G0adMgCIJUPiMjAx07dsTcuXPx5ptvol+/frjiiisAAEuWLMHhw4exZcsWPPDAA3jggQc8Umec/reh0Wiwe/duzJ07FzNnzsSOHTvw8MMPIy4uzv//JD8aixWo1WqsW7cO/+///T+8+OKLMBqNePTRRyGXyz2OnzhxIjZs2ICnn34ax44dw3333Qe1Wu11Ho1GgyeeeAJ6vR6zZ8/2GzgBAuh5EhQUhIKCAukDuOcdOXnyJACgsLBQCkI0pSFSplAoIAgCPv7444BylTgcDmzbtg2XXnop9u3bh0svvRS//vorzGazR7nBgwcjNDQUs2bNkqJWvgIi+fn5yMvLw6BBg/DDDz9g2LBh+Prrr72+eF8UCgUWL16MoqIiAMC3336LO++8E4IgSBFHmUyG9957D0ajEQDw/fffY9iwYU3WTURERERE5G7hwoW499578fbbbyMvLw+HDx/GH3/8Ib1NV6vVGDFiBBYsWIC//voLALBo0SJ0794do0aNwurVq5t1vk8//dSj7iuuuALLli3Djz/+CMD5fHXkyBEAwKBBgyAIAt577z2P9r711lvIzMzEb7/9BrvdjoKCAukh35+nn35aeqZq8NBDD0nPVYGQy+V49913pYfhnj17IjExEY899hjKysoAAG+//TZeffVV9OjRA9nZ2QCcgaD58+dLz7uLFi3Cs88+i9jYWBQXF2P8+PH4+OOPsWPHDgDOnh9ff/01Ro4ciY0bNwIA1q9fL7WjrKwMH3/8MaZNm4b33ntP+lyBPE+669ChAwDnM6w/I0aMQG5uLj755BNp27vvvov58+cjJSVFCkQYjUZ8+OGHcDgcKCgowG+//Ybu3bvjq6++gtFohM1mg8Vi8dkDyP1vAwBqa2s9hll9+eWX6NOnjzQSozmaihX8/vvvHuXff/99vPfee0hLS/PIw7pu3Tr8+eefAIBVq1Zh6NChSEpK8igTEhKCe+65B5WVlXjzzTdhtVqbbF+TwRO5XA6r1Qq5XA6ZTOYVrGjg63+yLy+++CIMBgOUSiVSU1Nxyy23wGQy4Ycffmjy2C1btuCFF15AaGgoBg8e7HNcV1JSEk6ePBnQ8JgtW7Zg2LBhOHnyJCIiIrBjxw4MGjSoyeMsFov0hw4AlZWVUCgU0Ol0MBgMAIDy8nKPC7yyshIhISFN1k1EREREROTu4MGDeOyxx5CWloYuXbqge/fueOqpp7B582YsWrQIMTExUCgUOHz4sHSMKIo4cuQI4uPjm30+9wfWhIQEqFQqKcBwupSUFERHR+P999/32K5SqRAbGwvA+Sz01FNPBXTud955R3pJ38BkMjWn+aisrPToRRAfH4/KykopcAI4Ax9VVVVISEiQPltFRYVHL4ujR4/C4XAgPj4e9fX1iIqKwu233+7RS0Qmk3n06ujevTvGjh2L+Ph4aLVayGQyKJVKhIaGoqqqCkBgz5MtkZKSgoyMDK//FwAQExMjBU/y8/M98sBUVVUhLS0toHOc3vFBrVZjwoQJyMzMRFhYGORyOZRKpdf/w0A0FSuIiYnBddddh7S0NISEhEAQBMhkMkRGRnrU437uhmFZpz+LP/nkk8jJycH//ve/gHPiNBk8qampQadOnWAymXDkyBFMmTIFS5cuRX19PeLj41FQUNCsREWlpaVSYCM/Px9paWm45pprAgqeFBUVIScnB/fddx+qq6tx5MgRr2Sx7n+4Tfnll19w0003YdKkSdi+fXtA0SYAXl9uQ+DI/dy+Euc0p21EREREREQN7HY7Dh06hEOHDuHrr7/G+PHjcf311+Orr76SnjP8vdD29czSWK979xfmTT3DCIKAEydO4K233vLa15JAQEVFRaOpFHx9Pl+fwdcL/8a+m0A7ATR8D4sWLfIIUrmLjIzEY489hh9++AFr1qxBXV0dkpOTcf/990OhcD16B/I86a4h0JKQkNDouRuO/+uvv7B8+XKvfe7BpNOfVUVRhEwWUEYPr+/2xhtvRO/evbF8+XIUFxfDbDbjnnvu8fi8gWoqVvDoo4+isrISixYtQmVlJex2O+bMmeN1rkCexXft2oWsrCx06tTJK39QYwL6ho4ePYqrrroK77zzDjp06ID58+dj0aJFuOOOOyAIAm677baAgh++iKIojYULxJYtW9C9e3epy9jpcnJy0KlTp4ACOiaTSeqitGXLloDbQERERERE1JYahnBoNBoUFxfDarWiS5cu0n5BEJCeni6Vq62tBeCcXKNBUlJSQOexWCxSotXT5eTkIDY2FnV1dSgpKfH470x6UfhSW1vrlcMlkM9QUFCAiIgIjxfv0dHRCAsL8xgKExERgYiICGk9NTUVMpkMBQUFqKmpQUVFBWJjY70+Z0OwJyUlBQqFAkuXLsWRI0dQVFTk8X231N69e1FTU4Orr77a5/6GhLE5OTlISEhAeXm5V/ua03vHZrMFHEzp0qULtm3bht9//x0nT55EZWUlYmJiAj6XP+6xAr1ej4SEBHz55ZfIzs5GQUEBNBpNi4I0ALB69Wps3rwZTz31FBITEwM6JqAzffHFF3jssccQFxeHBQsWoLKyUuqGNX36dJSVlQU8/3JISAjkcjkUCgXS0tJw8cUX47fffgvoWADYtm0b/vzzz0bHy/3yyy+4+uqr8cgjj2DlypWorKxEx44dYTKZfM4GtGjRIixfvpyz4BARERERUbs0c+ZM/PLLLzh+/Djq6uqQkJCAiRMnoqCgAPn5+RBFEZs2bcLkyZNRV1eH0tJSjB49GqGhoVIujuLiYpSVlWHChAlYuXIloqKiMH78+CbPbTKZsGHDBkyaNAlWqxUHDx6EXq9HSkoKNm3ahJ9//hlXXXUVpk2bhjVr1qC8vBwRERHo27cvNm/ejOLiYoSHh2P69OlYuXIldu7c6fd8er3eK0BSX18Pq9WK/fv3IygoCOPGjcP27dvRrVs3DBgwoMnPsHfvXuTm5uLee+/FkiVLIAgCpk6dipycHOzbt08qZ7FYcPfdd2PZsmVQqVS4/fbb8eeff0qzBn366ae45ZZbUF9fj127dkGhUCApKQkRERH46quvUFxcDJlMhtGjR+P3339HWlqalIj1TJjNZnzwwQd48MEH8dhjj2H9+vUoKipCUFAQ+vfvj+TkZLz22mvYuHEjLrvsMtx///345ptvUFNTg5iYGAwcOBDLly8POIBSVlaG1NRUREVFwWQy+Q2CFRUVoV+/fti5cyfsdjsmTJgApVLZos/pL1ZgMBhQU1OD4cOHS39jN9xwA2w2W4vOBTgDKIIgYPr06ZgzZ47XFNmnCyh4Yrfb8dprr2Hs2LGYMWMG9Ho9ZDIZysvLsXbtWumCDMTcuXMBOKNZFRUV2Lx5s8f0w00RRdFvoMNsNmP27NmYMmUKHn30USgUChQWFmLZsmU+y1ut1oCH6xAREREREZ1re/bswcUXX4yJEydCrVajuroae/fuxeeffy4N+WhIEnrnnXdCp9PhxIkTeOWVV6Skn3a7HW+//TZuvfVWzJ49GydOnMDKlSvx+OOPN3n+lStXwmAw4JprrkFERASqq6uxbds2AM6AwwsvvIDJkyfjwQcfhFarRVVVFfbt2yc9dMvlcsTHx3tMqduYJ5980mvbggULsGXLFhQUFODDDz/EuHHjMG7cOPz555/48ssvA5rV9L///S+mTp2KmTNnAgCys7Px0UcfeZQpKyvD9u3b8eijjyI4OBh79uzBBx98IO3fsmULzGYzxowZg4kTJ8JqtSIvL096Hj558iSWLFmCMWPG4Prrr8fhw4exYsUKPPjgg022ryl//PEHZs2ahbFjx+Kee+6BTqdDRUUFDh06hI8//hiAM3fJ888/j0mTJuGJJ56AUqlEeXk59uzZ06xn3rVr1+Kuu+7CnDlzoFarMW3atEbLLlu2DP/617/w7LPPwmAwYP369S0OnviLFYiiiLfeegtTp07FSy+9hJKSEixfvhwPPfRQi87VYNWqVQEHUATx1NU2Y8aMRpMAnS40NBSiKDY5lQ8RERERERFRezdhwgRkZWVhxowZbd0Uamd69OiBl156KbCeJ6fzNWUREREREREREdGFKLAsMEREREREREREf1MtS01LREREREREdIH47LPPmpWLk/5+2POEiIiIiIiIiMgPBk+IiIiIiIiIiPxg8ISIiIiIiIiIyA8GT4iIiIiIiIiI/JASxiYkJLRlO4iIiIiIiIiI2pWGWIkgiqLYxm0hIiIiIiIiImq3/j+RQr1w8ouzlQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# line graph showing Euro to four high frequency trading pairs overlapped\n",
    "chart_date_high = (df_dict[\"us_dollar\"][\"date\"])\n",
    "colors = iter([plt.cm.tab10(i) for i in range(0,4)])\n",
    "fig, ax = plt.subplots(figsize=(18,10))\n",
    "ax1 = ax.twinx()\n",
    "ax2 = ax.twinx()\n",
    "ax3 = ax.twinx()\n",
    "for ax, currency in zip ((ax, ax1,ax2,ax3), high_freq):\n",
    "    ax.plot(chart_date_high, currency[\"rolling_mean_30\"], linewidth=3, c=next(colors))\n",
    "    ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
    "               \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
    "    ax.set_xticklabels([2000,2005,2010,2015,2020], fontsize=18)\n",
    "    ax.set(yticks=[])\n",
    "# Sept 11, 2001\n",
    "sept11 = df_dict[\"us_dollar\"][\"date\"] == \"2001-09-11\"\n",
    "sept11 = df_dict[\"us_dollar\"][sept11]\n",
    "sept11 = sept11[\"date\"]\n",
    "ax.axvline(x=sept11, alpha=0.8, color=\"gold\", linewidth=2)\n",
    "ax.axvspan(xmin=chart_date_high.iloc[11], xmax=chart_date_high.iloc[701],\n",
    "           ymax=0.97,  ymin=0.86, alpha=0.4, color='gold')\n",
    "ax.text(0.165, 0.82, \"9/11 attacks\", color=\"black\", fontsize=16,\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.165, 0.8, \"in US\", color=\"black\", fontsize=16,\n",
    "        transform=fig.transFigure)\n",
    "# EESA\n",
    "eesa = df_dict[\"us_dollar\"][\"date\"] == \"2008-10-03\"\n",
    "eesa = df_dict[\"us_dollar\"][eesa]\n",
    "eesa = eesa[\"date\"]\n",
    "ax.axvline(x=eesa, color=\"gold\", linewidth=2)\n",
    "ax.axvspan(xmin=chart_date_high.iloc[1604], xmax=chart_date_high.iloc[2504],\n",
    "           ymax=0.19,  ymin=0.10, alpha=0.4, color='gold')\n",
    "ax.text(0.365, 0.23, \"E.E.S.A. enacted\", color=\"black\", fontsize=16,\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.365, 0.21, \"in US\", color=\"black\", fontsize=16,\n",
    "        transform=fig.transFigure)\n",
    "# European Debt Crisis\n",
    "# https://www.businessinsider.com/s?q=euro+forex+2012\n",
    "# https://www.ecb.europa.eu/pub/pdf/scpwps/ecbwp1532.pdf\n",
    "edc = df_dict[\"us_dollar\"][\"date\"] == \"2012-09-06\"\n",
    "edc = df_dict[\"us_dollar\"][edc]\n",
    "edc = edc[\"date\"]\n",
    "ax.axvline(x=edc, color=\"gold\", linewidth=2)\n",
    "ax.axvspan(xmin=chart_date_high.iloc[3508], xmax=chart_date_high.iloc[4488],\n",
    "           ymax=0.97,  ymin=0.86, alpha=0.4, color='gold')\n",
    "ax.text(0.60, 0.82, \"ECB announces\", color=\"black\", fontsize=16,\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.60, 0.8, \"unlimited support\", color=\"black\", fontsize=16,\n",
    "        transform=fig.transFigure)\n",
    "# other text\n",
    "fig.suptitle(\" \"*12 + \"Alignment of Euro/High Frequency Pairs\" + \" \"*12,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "ax.text(0.75, 0.24, \"US dollar\", color=\"tab:blue\", fontsize=18, weight=\"bold\",\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.75, 0.21, \"Japanese yen\", color=\"tab:orange\", fontsize=18, weight=\"bold\",\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.75, 0.17, \"UK pound\", color=\"tab:green\", fontsize=18, weight=\"bold\",\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.75, 0.14, \"Australian dollar\", color=\"tab:red\", fontsize=18, weight=\"bold\",\n",
    "        transform=fig.transFigure)\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3f5bcd0",
   "metadata": {},
   "source": [
    "## **Alignments Conclusion**\n",
    "The overlay of the four major currencies shows some very interesting patterns. Broadly speaking, there are periods of strong alignment, divergent alignment, and times with minimal correlation.\n",
    "* The Japanese yen, UK pound, and US dollar all track closely from the start of data collection through the early years following the September 11 attacks in the US.\n",
    "* The September 11 attacks also mark a long period where those three currencies have a looser trade ratio with the Euro. It is not evident if this is due to a strong Euro or if the other currencies are trading lower in conjunction.\n",
    "* In October of 2008 the US President, Treasury Secretary, and Congress enacted the Emergency Economic Stabilization Act, the main pillar of which was the $700 billion Troubled Asset Relief Program (7). This was in response to the 2007-2008 Financial Crises and led to an \"unprecedented federal intervention to rescue banks and restore confidence to the finance sector\" (8). It marks an interesting point in the Alignment of Euro/High Frequency Pairs graph, and can be seen more closely in the zoomed image below.\n",
    "<div>\n",
    "<img src=\"zoom.png\" width=\"600\"/>\n",
    "</div>\n",
    "* Lastly, all four trading currencies can be seen responding in a similar way to the 2012 European Debt Crises, by tightening the trading ratio with Euro. On September 06 of that year the European Central Bank announced an open-ended and unlimited period of buying distressed bonds from all Eurozone countries involved in a sovereign state bailout program (9). This was seen as the most dramatic move to that date (10). The Alignment of Euro/High Frequency Pairs graph would seem to indicate that at this point the Euro stopped it's dramatic slide towards a 1:1 ratio and quickly gained ground on the Japanese yen and Australian dollar.\n",
    "\n",
    "## **Volatility**\n",
    "A basic explanation of market volatility is the amount of price change for a commodity in a given period of time. This can be seen for stocks, on the FOREX, or in many other places. For traders, especially day and swing traders, volatility is a key component for making financial decisions. To make money in the financial market there must be price movement. Managing the opportunities and risks requires continuous tracking of volatility and associated indicators. This study looks at annual volatility, first for the eight traded currencies and then on a global map for the entire dataset. This broad of a time frame is unlikely to be used for making a specific trade. However, it can reveal patterns that could be used for building a more robust algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f9c862e9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# function to create df with year and annual volatility for every row\n",
    "volatility_df_list = []\n",
    "def volatizer(currency):\n",
    "    annual_df_list = [currency[currency['year'] == y] for y in currency['year'].unique()] # list of annual dfs\n",
    "    c_name = currency.columns[1]\n",
    "    row_dict = {} # dictionary with year:annual_volatility as key:value \n",
    "    for frame in annual_df_list:\n",
    "        year_name = frame.iat[0,4] # first cell of the \"year\" column, becomes the \"year\" key for row_dict\n",
    "        annual_volatility = frame[\"log_rate\"].std()*253**.5 # volatility measured by standard deviation * 253 trading days per year raised to the 0.5 power\n",
    "        row_dict[year_name] = annual_volatility # dictionary with year:annual_volatility as key:value \n",
    "    df = pd.DataFrame.from_dict(row_dict, orient=\"index\", columns=[c_name]) # new df from dictionary indexing on year\n",
    "    volatility_df_list.append(df)\n",
    "\n",
    "# apply volatizer to each currency df\n",
    "for key in df_dict:\n",
    "    df_dict[key] = volatizer(df_dict[key])\n",
    "    \n",
    "# create an annual volatility data frame with all 40 currencies\n",
    "annual_volatility = pd.concat(volatility_df_list, axis=1)\n",
    "annual_volatility[\"year\"] = annual_volatility.index\n",
    "# move year to position 0 and set index as int"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "09a24666",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Xv3ZCmePjNGxGP3cz05oz9UoaFKnBUxIUYrPozKla7c0vVV11k0bP/epN865Vp3VwfZkumpqg0XOTVVvZoD0flaji9HHNuiOzTaKlM0qO1WjNi8fc23a5pKqSOjXUOlut11jn1KZlBRoyLUHZlzp0dEe5tq8sUnSiXUmDmm8ca8ob9PH/HlVYVIjGXJGssMgQndhTqQ2vn9T0mwcobbjnBMqxHeXauvyUsi91KPvS5hugI5vPaPvKIg0cH6fsSx1qrHfq8/wSrfnrMc355yyFhnlPGgEXqi4rkcVqle28m4HiwwdUebpQ0xcuUvW5Wn32zj+U/+yTWvCr/5Q9onNjJniy54N3FN8/Q9Nu+Zbqqiq14+1l+viZR3XVz5bIGvLVZbT40H6dOX5UY6+6TiE2m/Z88K4+/tPjuvLeX7WbMNizKk+OQRdp2qJvqbayUtveekOfvvRnzV18r3ud7cvf1N6P39OwSy/XrNvuUOGxo/rsnX+o/NRJzf1/P291s+ZJR+I7ufszrfnL/6j/yDHKubV5HJnPP8zTqif+S1fe+ytFJfRTVUmxVv/5KWWMm6hRV1wjq82mquIiVZWWuPdV8PkurX72CSUPzdbFt9+pxro67cx7S6se/71y7/m3NkkhBJmYUGlAuFx7K2X5Mnni+rxSGhzVnOC4UGWjLElh0siY5uVl9ardXCxXYZgsV6a0Xb9Fk0uqd8oyNUGKtEl1TXJ9ViHX6yelb2bIEmWTJTlMrpQwuXZVtEqeuOqapANV0sT45sRJwTm53j0tjY+T5ZJEySXpTL1U5/S+f0mqapRlfLwUbZManXLtrZLrbyelW9JlcbR+qHGtLpGyImX5Wop0tkGuT0rlskj6hkEZW5w4J1dx3ZdlDWn+jr2pd8r1bpEs4+OkqQly7amU66MSKd4uS8aXf4/SerneOiWlhsuSmyI1ueTadKa5vOfdqriaXHItK5CaXLLMdkiRIXLtrpTrYLVhuJZRsXJVNUp7KmW5oX9zMgrogsrKStntdneSoKGhQcuXL1ddXZ2mTp2qqKgoHTx4UB999JEaGxs1YsSIVr//8ccfa9iwYcrOztbhw4e1adMm1dfX69ixY5owYYJCQ0O1YcMGvffee7rlllsU8uWYaxUVFRowYIBGjRolm82m4uJibdmyRefOndO0adNa7aOwsFDl5eWaPHmyQkJCtHnzZuXl5WnRokWGyY3q6mqNGTNG0dHRamho0IEDB7R8+XJdf/31SkxMbLXuunXrNHDgQF1++eU6e/asNmzYIIvFossuu6xT32dVVZX+/ve/KyIiQjk5OQoPD9ehQ4f0/vvv64orrlBWVlanttfXkDwB1NwSw9nk0virU9wP8y2JhAsNnpqgIdNa99M+v9WGy+VSYmakXE0uHVhXplGXJ8lisaj6bL0OrCvTiEsd7tYskhTdz67Vzx/Tqf1V7bbqMHLmxDmFRdg09mtf3WSlXNS2DI31To2/MsVdvsTMCJ0+VK0Tuyvcn+3Nb34ImvmtTIVFNn8fKUOida68QZ9/XOIxebJ/ban2fFSs8VelKmtivHtfuz4o1sDxcZq0IM29bsKAcL3/5GEd3VauIdP7tdkW0MLlcsrZ1KTGulod275ZJz7bpv6jxspm/+pmo6G2Vlfe82/qPzBTJSUlCo+J1Xv//aAK9uxU1qRpBlvvGFtYuC79px/I8mVyIiYpRaue+L2ObFqvi6Zf4l6vtrJC19z/H4pKaL6hSRk6Qm/95ufa/d7bymlnQNvIfv108Te/6/65rrpK29/6P9WUn1VkXLyqykq096N3Nfpr8zX6a9fI4XAoMi3dHUvB7h1KHzPBcB8diW/r319T8kXDdOk/3e3+vZShw/XWf/xCez9+X5Ouv1llJ47J2dSoKTfeqtDwL1sNXNB6ZefKfygqMUmz7/qRe3BfR9ZFWvHgL7X34/c18bqbDGNF32fJjmlODsxyNj+QHz8ny7Vpntc9b8wvl8sl9Q9XdGKcKv52SK7ZDlm8tNy0hIXIct4LDJfTJcvASLn+/EVz644J8c3rjYmV64NiuSoa3K0k9Hllc0Jg1Jct3ArrpDCrrJee1zIis/3krPXC/WdGyvVSnVy7K2WZdcFDU/9wWb8cKF6ZkutMvbS7srnM7alzynJLuixRX93auyravgCSJDW4ZJmd5E6UqH9EcyuT/ZVfJU82nZHsVlmuTZOlJaE1IFyu5481J2dafF4pVTTKctMAWVK/bE2TGSnX0hOSQe8rS4xNrugvY00N79bLIwQXl8slp9OphoYGHTlyREeOHFFOTo77BcK+fftUXl6ua665Rv37N09CMHDgQJ07d06bNm3S8OHDW71sGDp0qCZOnChJ6t+/v7744gt99tlnuvnmm91daVwul9577z0VFRW5tzly5MhWMaWmpqqpqUmfffaZpk6d2qoLUX19vRYuXOhOlERGRmrZsmU6fvy4hgzxPonDrFmz3P92Op3KyMjQG2+8oX379uniiy9utW5qaqp73Jf09HSdPXtW+/bt0+zZszvVnWnLli2SmluOhIc31+mMjAxVV1dry5YtJE/MDgAIBHGp4bJYpU1/K1Dm+Dg5MiMVFuW5enhKcNRWNurz/BIVHapSbWWjXOe9iKqrblJ4tE2nD9dILil9TKyczq9uhBLSI2QLs6rkaE23kicJ/SNUV1OszcsKNGBUrBIHRsge3vaGMiTU0ioxFGKzKqpfqGrKG92fFR2qVsqQKIWGW1vFmnJRlHatKlZDXVOrFiM73y3SF9vKNfXGAep/XmKl7Pg5NdY5lTG6dZkjYkMV4whTybEakicw9PZ//sr9b4vFosxJ0zTxuptbrePIGix75FfHdHz/5u4lNWfKeiSGjHET3YkTSUoaPESR8Qkq+eJwq+RJYuZgd2JCkkLDw9V/xBiVHD3c7j76jxjT6ueWLjI1Z8oUGRevwn2fy+VyKXPSVDmbmtz/JWYOUmh4uE4fOtBu8qS9+CqLi1RVUqyRc6+Us6nJvV5IqF2OzItUfGi/pOZxaKwhIVr7wrMaPHWGki8a2qoLVWNdncpOHtOouVe6EyeSFJ3oUNKgITr95XYQ5IZGS/kl0pEvu9REhkgZEdLJ2jaruuqccm0+09wSpKpRckoVLQvPNkgG3V5d+6vk2na2uetJ/VcXZ9eZhq8aUAyLlj4plWt3hSw5zXXEtauiuRVIzJf3AslhUp1TzneLZBkW3dxNpgMtJ13HapoTEaX1zV2OWsTWt1nXktX6hYcl0S5Xk0vOKi9JkPOlhrVKnBiyWb5KnKh5bBRXfGjz36FFYW1z+c9rCWSJssmVFtbcBelLrsLa5u5LqV91Q7JYLNJFUXKVtC0j0F2vv/56q59HjhzZaqDVwsJCRUVFuZMcLYYMGaKTJ0/q7Nmz6tfvq3vPjIwM97+tVqvi4uLc3XBaxMfHS2puCdKipqbG3bWlurq6VZLz3Llzioz8KrmakpLSqoVJy/6rqqoMy3rixAlt27ZNZWVlqqurc38eE9P2eWHgwIGtfu7Xr5+ampraxNKe48ePKyMjQ3a7XU7nV+es9PR0bdiwQfX19bLbA2+mUn8heQKoufXHjFsztP/TMm3++yk5G11K6B+u0XOT5chqfcIJj25dbVwul9a9dkK1lY3KnuVQTKJdIaEWndpbpX2flKqpsfnEU1/dfLPx/pOeH6TqzzV5/LyjHFmRuvw72dr+wVFteP1E82eZkRpzRbLiUr66qQn1lFCxWeRs/OoEWVfdqOOfVej4ZxVt1pWk+prWyZMTuyoVmxSm5Ata69TVNJd57UvHPW4nNNz3g+2id5t5x/cVEZeg0PBwRSUkKiS0bVP08xMnkhRia16nqbEDDxwdcH5iwP1ZdKzOlZ+5YL22NzPhMbE6V3623X1cOGaJ9cspF1vKUFfVXBdX/PaXHn+/rtq4iXxH4qutbH5NvPHVF7Tx1RfarBuZ0HyzF5OUrNn//P+058N3tf6Vv6ipsVGJGZkaP3+hkocMV/25GsnlUnhs21lHwmNjVX20tN1Y0fdZ7Fa5Bkc1z7BT0dg8TobFIk9tLFyrTje3TJmeIDnCpFCLoqpDVbXii+auOV64DlfLlVckjYiRZVqCFB4iWdTcHeW837PYrHKNiGlu5TGtn3SqVipraO6e07JOeoR0ZYpcO8rleruwefsDImSZmdim+417/6frmvc1MFKWy5OlqC/3/0Gx57gvvCaGfJneaexAy5OOJk4kKczDtTfE0jqm6qbWLUxaRNpaJU9U3eg5eeXpd4EecMUVVygqKkrnzp3Tzp07tWfPHiUnJ2vYsGGSpLq6Oo/JgpbPamtbJ2gv7DZjtVrbJAdauuo0ffliweVy6d1331V1dbUmTZqk+Ph42Ww2ffHFF9q2bZt7PW/7aNleY2OjvCkpKVFeXp7S09M1a9YsRUZGymKxaPXq1W22b7QPT+saOXfunA4cOKADBw54XF5bW0vyBM3WLfX8gNeb5SzKaH8lSGruppM0KEpNjU6VHT+nPR+X6NOlx/W1/3eRwiLPqyoXtHyrLmvQ2YJaTbouTQPHfvWwULi/dTa5ZUDYGbdmKDSi7Y2L0YCxHTV4gkOxGc3dZYq/qNHuD07r05dPKPdfLupUkz17RIgSB0Y2j+viQXhM61PHJd/M0NqXj+vTV47r4m9kyPblVIQtZZp4bZpik9qeaG12c5In+c8+acp+zWC321VfX69Zdy42O5QuiUsd4J5txyy1lW2TiLVVFYofkHHBem3bqNdWVigiLr7bMdgjm7stzP7ej2WPiFR8fLzOnj3rXh4W1f5U5u3F15LAGXf19UoZNqLNui0JHUlKGZqtlKHZampsUPGRQ9rZMs7Mvz3YPM6MxaLaCg/fW0WFwiL9O+26861Tft2fae7ofQNtWrJj5Fp+SnKpeVwND1yNTulwtSzT+jWPHdLyu8faTyi4DlRJcaGyzjuv60yTq3ULkJbtjYmTa1u5dLharkPVUqytTbccy9BoWYZGy1X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\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar charts comparing volatility for four high and low frequency pairs\n",
    "high_freq = [annual_volatility[\"us_dollar\"], annual_volatility[\"japanese_yen\"], annual_volatility[\"uk_pound\"], annual_volatility[\"australian_dollar\"]]\n",
    "low_freq = [annual_volatility[\"israeli_shekel\"], annual_volatility[\"philippine_peso\"], annual_volatility[\"malaysian_ringgit\"], annual_volatility[\"romanian_leu\"]]\n",
    "years = annual_volatility.iloc[:,40]\n",
    "colors = iter([plt.cm.tab10(i) for i in range(8)])\n",
    "\n",
    "# high_freq bar charts\n",
    "fig, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=1, ncols=4, figsize=(18,10), sharey=True)\n",
    "for ax, currency in zip((ax1, ax2, ax3, ax4), high_freq):\n",
    "    ax.barh(years, currency, height=0.65, color=next(colors), alpha=0.7)\n",
    "    ax.set_xlim(0,0.21)\n",
    "    ax.set_xticks([0.05, 0.1, 0.15, 0.20])\n",
    "    ax.set_xticklabels([\"0.05\", \"0.10\", \"0.15\", \"0.20\"], fontsize=10, weight=\"bold\")\n",
    "    ax.set_yticks([2000, 2005, 2010, 2015, 2020])\n",
    "    ax.set_yticklabels([2000, 2005, 2010, 2015, 2020], fontsize=14, weight=\"bold\")\n",
    "    ax.tick_params(axis=\"x\", labelrotation=45)\n",
    "plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
    "ax.text(.22,.84,\"US dollar\", color=\"tab:blue\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(.40,.84,\"Japanese yen\", color=\"tab:orange\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(.59,.84,\"UK pound\", color=\"tab:green\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(.80,.84,\"Australian dollar\", color=\"tab:red\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "fig.suptitle(\" \"*4 + \"Annual Volatility of Euro to Four Major Currencies\" + \" \"*4,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "plt.show()\n",
    "\n",
    "# low_freq bar charts\n",
    "fig, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=1, ncols=4, figsize=(18,10), sharey=True)\n",
    "for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
    "    ax.barh(years, currency, height=0.65, color=next(colors), alpha=0.7)\n",
    "    ax.set_xlim(0,0.21)\n",
    "    ax.set_xticks([0.05, 0.1, 0.15, 0.20])\n",
    "    ax.set_xticklabels([\"0.05\", \"0.10\", \"0.15\", \"0.20\"], fontsize=10, weight=\"bold\")\n",
    "    ax.set_yticks([2000, 2005, 2010, 2015, 2020])\n",
    "    ax.set_yticklabels([2000, 2005, 2010, 2015, 2020], fontsize=14, weight=\"bold\")\n",
    "    ax.tick_params(axis=\"x\", labelrotation=45)\n",
    "plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
    "ax.text(.22,.84,\"Israeli shekel\", color=\"tab:purple\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(.40,.84,\"Philippine peso\", color=\"tab:brown\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(.59,.84,\"Malaysian ringgit\", color=\"tab:pink\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(.80,.84,\"Romanian leu\", color=\"tab:grey\", fontsize=16, transform=fig.transFigure)\n",
    "ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "        color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14,\n",
    "        transform=fig.transFigure)\n",
    "fig.suptitle(\" \"*4 + \"Annual Volatility of Euro to Four Minor Currencies\" + \" \"*4,\n",
    "             color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=35, weight=\"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d93c2e35",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # uncommenting this cell and running in a geopandas environemnt\n",
    "# # will produce a series of downloaded map png files\n",
    "\n",
    "# # this is a very, very kuldge way for me to get the info from\n",
    "# # the annual volatility datasat to the map dataset\n",
    "# av_transposed = annual_volatility.transpose()\n",
    "# av_transposed = av_transposed.drop(\"year\")\n",
    "# iso_list = [\"AU\",\"BG\",\"BR\",\"CA\",\"CH\",\"CN\",\"CY\",\"CZ\",\"DK\",\"EE\",\"GB\",\"GR\",\n",
    "#             \"CN\",\"HR\",\"HU\",\"ID\",\"IL\",\"IN\",\"IS\",\"JP\",\"KR\",\"LT\",\"LV\",\"MT\",\n",
    "#             \"MX\",\"MY\",\"NO\",\"NZ\",\"PH\",\"PL\",\"RO\",\"RU\",\"SE\",\"SG\",\"SI\",\"SK\",\n",
    "#             \"TH\",\"TR\",\"US\",\"ZA\"]\n",
    "# av_transposed.insert(loc=0, column='iso', value=iso_list)\n",
    "# av_transposed.reset_index(inplace=True)\n",
    "# av_transposed = av_transposed.rename(columns = {'index':'currency'})\n",
    "\n",
    "# # import geopandas and other libraries\n",
    "# #  consider re-writing using geopandas map\n",
    "# # geo_map = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "# import geopandas as gpd\n",
    "# import seaborn as sns\n",
    "# import os\n",
    "# map_data = gpd.read_file(\"maps/World_Countries__Generalized_.shp\")\n",
    "# map_data[\"Volatility\"] = None\n",
    "# concat_map = map_data.merge(av_transposed, left_on=\"ISO\", right_on=\"iso\", how=\"left\")\n",
    "# map_data = concat_map\n",
    "\n",
    "# # make maps for the gif\n",
    "# for column in concat_map.iloc[:,11:34]:\n",
    "#     map_name = \"map_\"+str(column)\n",
    "#     map_data.plot(column=column, figsize=(18,12), cmap=\"plasma\", legend=True, missing_kwds={'color': 'lightgrey'},\n",
    "#                          legend_kwds={'label': \"Annual Volatility\", 'orientation':\"horizontal\"})\n",
    "#     plt.title(\" \"*9 + str(column) + \" Euro to National Currency Exchange Rate\" + \" \"*9,\n",
    "#              color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=30, weight=\"bold\")\n",
    "# #     plt.text(0.0, 0.0, \"© B McMinn\" + \" \"*174 + \"Source: European Central Bank\",\n",
    "# #         color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=14)\n",
    "#     plt.savefig(map_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7706257",
   "metadata": {},
   "source": [
    "<img src=\"map_gif.gif\" width=\"1000\" align=\"center\">"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a751c6bf",
   "metadata": {},
   "source": [
    "## **Volatility Conclusion**\n",
    "* The Annual Volatility bar charts appear to show a cyclical pattern in the exchange rate for the Euro to the other trading currencies. It is more apparent with some than others. This pattern repeats at similar but not matching intervals. This suggests that market forces have corresponding effects.\n",
    "* The bar chart also shows that annual volatility has decreased over the entire span of time for the Romanian leu and, to a lesser extent, the Israeli shekel. This somewhat linear pattern is difficult for capitalizing on. It also points to some specific type of political or economic story.\n",
    "* The Annual Volatility map confirms that volatility is often distributed evenly throughout all the trading currencies in the data set. It also shows that some outliers retain there uniqueness for multiple years. Russia, Turkey, and South Africa all stand out. The map also reveals the absence of data for large and important geographic areas and specific countries. This includes Central and South America, Africa, and the Middle East as well as Spain, France, and Germany.\n",
    "\n",
    "## **Further Research**\n",
    "Examining the historical alignments for the exchange rates of various currencies is a promising avenue. This could be used to illuminate the bi-directional influence of geo-political events and regional economies. Creating a robust interactive tool would allow the researcher increased focus and granularity by allowing them to select specific countries and time periods.\n",
    "\n",
    "The volatility information this study examined is only the tip of the iceberg for this type of analysis. Incorporating a slider to choose the time frame would greatly increase the ability to make informed trading decisions. This data set provides information that would range down to daily rates, but obviously this could be in much smaller increments. In addition to the bar chart and maps, a line graph with bollinger bars will show more detail. \n",
    "\n",
    "## **Citations**\n",
    "1. Eichengreen, Barry. “Globalizing Capital.” 2009, https://doi.org/10.1515/9781400828814.\n",
    "2. \"Bretton Woods System - Wikipedia\". en.wikipedia.org, 2022, https://en.wikipedia.org/wiki/Bretton_Woods_system.\n",
    "3. Ghizoni. \"Nixon Ends Convertibility Of U.S. Dollars To Gold And Announces Wage/Price Controls | Federal Reserve History\". Federalreservehistory.org, 2022, https://www.federalreservehistory.org/essays/gold-convertibility-ends.\n",
    "4. \"Foreign Exchange Turnover In April 2019\". bis.org, 2022, https://www.bis.org/statistics/rpfx19_fx.htm.\n",
    "5. \"The Most Traded Currency Pairs In Forex (2022 Edition)\". FXSSI - Forex Sentiment Board, 2022, https://fxssi.com/the-most-traded-currency-pairs.\n",
    "6. Chemkaeva. \"Daily Exchange Rates Per Euro 1999-2022\". kaggle.com, 2022, https://www.kaggle.com/lsind18/euro-exchange-daily-rates-19992020.\n",
    "7. \"Emergency Economic Stabilization Act Of 2008 - Wikipedia\". En.Wikipedia.Org, 2022, https://en.wikipedia.org/wiki/Emergency_Economic_Stabilization_Act_of_2008.\n",
    "8. David, Marc. \"US Government Financial Bailouts\". Investopedia, 2022, https://www.investopedia.com/articles/economics/08/government-financial-bailout.asp.\n",
    "9. \"European Debt Crisis - Wikipedia\". En.Wikipedia.Org, 2022, https://en.wikipedia.org/wiki/European_debt_crisis#cite_note-ecb-6.\n",
    "10. Traynor, Ian. \"ECB Introduces Unlimited Bond-Buying In Boldest Attempt Yet To End Euro Crisis\". The Guardian, 2012, https://www.theguardian.com/business/2012/sep/06/debt-crisis-mario-draghi."
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    "# # need this to correctly get year ticks in DQ server\n",
    "# years = mdates.YearLocator() # every year\n",
    "# years_fmt = mdates.DateFormatter('%Y')\n",
    "# for ax in ax1, ax2, ax3, ax4:\n",
    "#     ax.xaxis.set_major_locator(years) # format the x ticks\n",
    "#     ax.xaxis.set_major_formatter(years_fmt)\n",
    "#     fmt_three_years = mdates.MonthLocator(interval = 36) # Major ticks every 3 years\n",
    "#     ax.xaxis.set_major_locator(fmt_three_years)\n",
    "#     ax.set(yticks=[],\n",
    "#            xlabel=\"Year\")"
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