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diff --git a/Market_Data_Team/.DS_Store b/Market_Data_Team/.DS_Store
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diff --git a/Market_Data_Team/CSV/ClosingPrice.csv b/Market_Data_Team/CSV/ClosingPrice.csv
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diff --git a/Market_Data_Team/CSV/aapl_indicators.csv b/Market_Data_Team/CSV/aapl_indicators.csv
new file mode 100644
index 0000000..70fb474
--- /dev/null
+++ b/Market_Data_Team/CSV/aapl_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/CSV/apple.csv b/Market_Data_Team/CSV/apple.csv
new file mode 100644
index 0000000..63c4cf0
--- /dev/null
+++ b/Market_Data_Team/CSV/apple.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/fb.csv b/Market_Data_Team/CSV/fb.csv
new file mode 100644
index 0000000..aac612c
--- /dev/null
+++ b/Market_Data_Team/CSV/fb.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/fb_indicators.csv b/Market_Data_Team/CSV/fb_indicators.csv
new file mode 100644
index 0000000..715879c
--- /dev/null
+++ b/Market_Data_Team/CSV/fb_indicators.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/jnj.csv b/Market_Data_Team/CSV/jnj.csv
new file mode 100644
index 0000000..a038f8b
--- /dev/null
+++ b/Market_Data_Team/CSV/jnj.csv
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diff --git a/Market_Data_Team/CSV/jnj_indicators.csv b/Market_Data_Team/CSV/jnj_indicators.csv
new file mode 100644
index 0000000..0d68e81
--- /dev/null
+++ b/Market_Data_Team/CSV/jnj_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,105.55000305175781,104.12999725341797,105.05000305175781,104.5199966430664,5753600.0,88.70050048828125,,,,,,,
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diff --git a/Market_Data_Team/CSV/msft.csv b/Market_Data_Team/CSV/msft.csv
new file mode 100644
index 0000000..e4651ed
--- /dev/null
+++ b/Market_Data_Team/CSV/msft.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/msft_indicators.csv b/Market_Data_Team/CSV/msft_indicators.csv
new file mode 100644
index 0000000..10972e1
--- /dev/null
+++ b/Market_Data_Team/CSV/msft_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,47.41999816894531,46.540000915527344,46.65999984741211,46.7599983215332,27913900.0,41.53913497924805,,,,,,,
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+2015-01-09,47.81999969482422,46.900001525878906,47.61000061035156,47.189998626708984,23944200.0,41.92112350463867,,,,,,,
+2015-01-12,47.540000915527344,46.36000061035156,47.41999816894531,46.599998474121094,23651900.0,41.397003173828125,,,,,,,
+2015-01-13,47.90999984741211,46.060001373291016,46.970001220703125,46.36000061035156,35270600.0,41.18379592895508,,,,,,,
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+2015-01-15,46.380001068115234,45.40999984741211,46.220001220703125,45.47999954223633,32750800.0,40.40205383300781,,,,46.41499977111816,,,
+2015-01-16,46.279998779296875,45.16999816894531,45.310001373291016,46.2400016784668,35695300.0,41.07719802856445,,,,46.363000106811526,,,
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+2015-01-30,41.58000183105469,40.349998474121094,41.54999923706055,40.400001525878906,78004900.0,35.889251708984375,,,,44.612999725341794,,,28.48743654224366
+2015-02-02,41.369998931884766,40.22999954223633,40.59000015258789,41.279998779296875,50352500.0,36.670997619628906,,,,44.1169994354248,,,33.47773932260633
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diff --git a/Market_Data_Team/CSV/nvda.csv b/Market_Data_Team/CSV/nvda.csv
new file mode 100644
index 0000000..5082ab9
--- /dev/null
+++ b/Market_Data_Team/CSV/nvda.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/nvda_indicators.csv b/Market_Data_Team/CSV/nvda_indicators.csv
new file mode 100644
index 0000000..1496364
--- /dev/null
+++ b/Market_Data_Team/CSV/nvda_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,20.280000686645508,19.809999465942383,20.1299991607666,20.1299991607666,2842000.0,19.38051414489746,,,,,,,
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+2015-01-16,19.979999542236328,19.510000228881836,19.56999969482422,19.959999084472656,4537800.0,19.216842651367188,,,,19.657000160217287,,,
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+2015-02-09,20.440000534057617,20.149999618530273,20.280000686645508,20.3799991607666,6848600.0,19.621204376220703,,,,19.907999992370605,,,53.932857089019
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diff --git a/Market_Data_Team/CSV/tsla.csv b/Market_Data_Team/CSV/tsla.csv
new file mode 100644
index 0000000..e159109
--- /dev/null
+++ b/Market_Data_Team/CSV/tsla.csv
@@ -0,0 +1,1489 @@
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diff --git a/Market_Data_Team/CSV/tsla_indicators.csv b/Market_Data_Team/CSV/tsla_indicators.csv
new file mode 100644
index 0000000..cf44edb
--- /dev/null
+++ b/Market_Data_Team/CSV/tsla_indicators.csv
@@ -0,0 +1,1489 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/Charting.ipynb b/Market_Data_Team/Charting.ipynb
new file mode 100644
index 0000000..1a59330
--- /dev/null
+++ b/Market_Data_Team/Charting.ipynb
@@ -0,0 +1,465 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas_datareader.data as web\n",
+    "from datetime import datetime\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# end = datetime.now()\n",
+    "# start = datetime(end.year, end.month, end.day)\n",
+    "\n",
+    "start = datetime(2015, 1 , 1)\n",
+    "end = datetime(2020, 11, 27)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>AAPL</th>\n",
+       "      <th>FB</th>\n",
+       "      <th>NVDA</th>\n",
+       "      <th>MSFT</th>\n",
+       "      <th>JNJ</th>\n",
+       "      <th>TSLA</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-11-20</th>\n",
+       "      <td>117.339996</td>\n",
+       "      <td>269.700012</td>\n",
+       "      <td>523.510010</td>\n",
+       "      <td>210.389999</td>\n",
+       "      <td>145.350006</td>\n",
+       "      <td>489.609985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-23</th>\n",
+       "      <td>113.849998</td>\n",
+       "      <td>268.429993</td>\n",
+       "      <td>525.599976</td>\n",
+       "      <td>210.110001</td>\n",
+       "      <td>143.869995</td>\n",
+       "      <td>521.849976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-24</th>\n",
+       "      <td>115.169998</td>\n",
+       "      <td>276.920013</td>\n",
+       "      <td>518.309998</td>\n",
+       "      <td>213.860001</td>\n",
+       "      <td>143.869995</td>\n",
+       "      <td>555.380005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-25</th>\n",
+       "      <td>116.029999</td>\n",
+       "      <td>275.589996</td>\n",
+       "      <td>529.390015</td>\n",
+       "      <td>213.869995</td>\n",
+       "      <td>143.679993</td>\n",
+       "      <td>574.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-27</th>\n",
+       "      <td>116.589996</td>\n",
+       "      <td>277.809998</td>\n",
+       "      <td>530.450012</td>\n",
+       "      <td>215.229996</td>\n",
+       "      <td>144.000000</td>\n",
+       "      <td>585.760010</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  AAPL          FB        NVDA        MSFT         JNJ  \\\n",
+       "Date                                                                     \n",
+       "2020-11-20  117.339996  269.700012  523.510010  210.389999  145.350006   \n",
+       "2020-11-23  113.849998  268.429993  525.599976  210.110001  143.869995   \n",
+       "2020-11-24  115.169998  276.920013  518.309998  213.860001  143.869995   \n",
+       "2020-11-25  116.029999  275.589996  529.390015  213.869995  143.679993   \n",
+       "2020-11-27  116.589996  277.809998  530.450012  215.229996  144.000000   \n",
+       "\n",
+       "                  TSLA  \n",
+       "Date                    \n",
+       "2020-11-20  489.609985  \n",
+       "2020-11-23  521.849976  \n",
+       "2020-11-24  555.380005  \n",
+       "2020-11-25  574.000000  \n",
+       "2020-11-27  585.760010  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Import Stocks Data from Yahoo Finance\n",
+    "AAPL = web.DataReader(\"AAPL\", 'yahoo', start, end)\n",
+    "FB   = web.DataReader(\"FB\",   'yahoo', start, end)\n",
+    "NVDA = web.DataReader(\"NVDA\", 'yahoo', start, end)\n",
+    "MSFT = web.DataReader(\"MSFT\", 'yahoo', start, end)\n",
+    "JNJ  = web.DataReader(\"JNJ\",  'yahoo', start, end)\n",
+    "TSLA = web.DataReader(\"TSLA\", 'yahoo', start, end)\n",
+    " \n",
+    "# create new dataframe with just closing price for each stock\n",
+    "df = pd.DataFrame({'AAPL': AAPL['Adj Close'], 'FB': FB['Adj Close'],\n",
+    "                   'NVDA': NVDA['Adj Close'], 'MSFT': MSFT['Adj Close'],\n",
+    "                    'JNJ': JNJ['Adj Close'], 'TSLA':TSLA['Adj Close']})\n",
+    "\n",
+    "df.tail()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x121dab6d0>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#plot stocks and their Adjusted Closing Price during start and end dates \n",
+    "AAPL['Adj Close'].plot(label='AAPL',figsize=(12,8), title = 'Adjusted Closing Price')\n",
+    "FB['Adj Close'].plot(label='FB')\n",
+    "MSFT['Adj Close'].plot(label='MSFT')\n",
+    "NVDA['Adj Close'].plot(label='NVDA')\n",
+    "JNJ['Adj Close'].plot(label='JNJ')\n",
+    "TSLA['Adj Close'].plot(label = 'TSLA')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x12247a490>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#plot stocks and their volume traded during start and end dates \n",
+    "AAPL['Volume'].plot(label='AAPL',figsize=(12,8), title = 'Volume')\n",
+    "FB['Volume'].plot(label='FB')\n",
+    "MSFT['Volume'].plot(label='MSFT')\n",
+    "NVDA['Volume'].plot(label='NVDA')\n",
+    "JNJ['Volume'].plot(label='JNJ')\n",
+    "TSLA['Volume'].plot(label = 'TSLA')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Return From Start Price')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#normalise our stocks, by dividing all the closing price to the first closing price in the period\n",
+    "#so if you were to buy all these stocks at that start date, each stock increased nicely especially NVDA\n",
+    "startP = df.apply(lambda x: x / x[0])\n",
+    "startP.plot(figsize=(8,6)).axhline(1, lw=1, color='black')\n",
+    "plt.ylabel('Return From Start Price')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Daily Percentage Return')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot daily percentage change of stock price.\n",
+    "df2=df.pct_change()\n",
+    "df2.plot(figsize=(10,4))\n",
+    "plt.axhline(0, color='black', lw=1)\n",
+    "plt.ylabel('Daily Percentage Return')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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C5rnwxnD431hY9d+zrmdTqjexUkpFK6WWKqV2KaV2KqXusR+fp5TaYv86rJTaYj8eq5Qqq3XuzbMJzNPTk9zctrVCrtaa3NxcPD0bOdtFCCHagpxEkkyRRAV5N25x0JONeRDvqjyuM//c6te0WnMwl4v/7zfGv7icBZtS6i1fVFJCgtqPP8Vg9mD2rBv55q4RDOwYZIyF6joRygswdRpFldmLEe2slGQnGReXnD6xqizOoxDv02+cHdwJ/Dow1Jx4bJHQKquNt5Yf4PKXfmTuS3+j6qW+8M1sMFkgrAfFaz9g+hu/U1HdsmYRNmTwejVwn9Z6k1LKD9iolFqitT42Alsp9R+goNY1B7TWCecSWFRUFCkpKWRnt60psZ6enkRFRTk7DCGEaFnKC6Aki0TvdkSFnePAZnur1Z+OLOK6TZcxe0znc0vUWrAlG3dTnnWAHLcOfL89nWkDzvz3pSD9AP5Ksz3+IQZdfCudLCclQhOfhIPLcO86FnL3MqKdjQP5BWCF8sIsTtcsUF2aT7H2IdjnNImVUhA9hEHFq1haXAmbPuKHZA9eWW3iB59/EmNNYrWtF0k97+eSaTNR2z7Dd9FdVB9dyzdbopk+KLru+zpBvYmV1jodSLc/LlJK7QYigV0AyvhpnA6MdWRgbm5uxMXFOfKWQgghXFXOfgC2loWf/fiq2sY8ROB7kxmW9zU7UofSJyqAR7/ezv6sYvpFBfKXCd3wdDOf+/M4i7UKPruWR/Yt4QGzhUeiP2NTTkm9l5VmGeOlLKGd4OSkCiCsG/x5hzETcMcCzKVZxLkXQBms37mP88fXfV9dlk8hPieuYXWy6KG03/U1/nlb0d/ew4WY6ebXjZjqFIqmzWXB3mi+2JjCK0d+Y0C7jjyrPbjeazVvrBjAlQOiMJlaRnLcqDFWSqlYoD+wttbh84FMrfW+WsfilFKblVLLlVLnn3uYQggh2rRc40/M9vKws5sReLKOw6nqOJo/Wr7j2437ySgo5+M1SRzMLuGtFQdZ7uoLiCYuhn0/sdA2AneqGKfWkZxXhtV25uE1VTmHAfAK73T6Qn4RYLaAbxgUpOBWZrxWBTnpfLs1rc5LTOX5FOh6EquYoQBck/MqCs1+W3t6VO2CsY/h1/dinr+qH5/fPhwfDzML9xSxM2AUF5tXk5qVw9K9WWesV3NqcGKllPIFvgT+rLUurHXqGuDTWt+nAzFa6/7AvcAnSin/Ou53m1Jqg1JqQ1vr7hNCCNFIOYlok4UjOsIxLVaA29iHCFUFeG/9gO+3pzPdvJTPJ9vwcjOzav/pxwu5hM0fUeUdzr2Vt1PkG0f/omVUWm2k1TNYX+UfpkJbCIqIqf85fCNOWGIhxrOUZ3/YQ7XVdkpRc2UBhXgT6HWGdcPa9aVSedDdmshBj17cqJ6gfPpnMOLPx4oMiQtm0d3n8+q1/el56b24VxVyu89vvP/74frjbSYNSqyUUm4YSdVcrfWCWsctwDRgXs0xrXWF1jrX/ngjcADodvI9tdZztNaDtNaDwsLqWNdCCCGEqJGzj1KfaKqxOKbFCqDjcHLCz+N661es+OVbnnN7m9htLzO0UzArT5dY2axQlOmY528qhemw7yf2d7gUK2aqekwlPG89oRRwqJ7uQLfCZFJ1KEG+DZhE5Rtx/LG7L3Fe5aTml7F456mvj0dVERUW/zN315ndyPDtDcB7xUO4eFA3PHtdCKYTUxU3s4mL+3bAt8t5EHs+t5i/I+jANxTPvZE1uw+zPaWgrrs3m4bMClTAO8BurfWLJ50eD+zRWqfUKh+mlDLbH3cCugJnWDVMCCGEODNbzj4SqyMwKU7cxPccBUx+lDBVyKu2p4wDyesYHefDweySult3NrwLryQcW0m8Rdr6KWgbP7mNx8fdTOCg6ShtY7J5HYdzz5xY+ZSmkGGKaNgG1b7hxx9HxONrKyAm2Jt3Vx06sZzWeFqLqHI7pfPqFAE9L6BauXPJNbN55KKe9cdw/n34Vmbzivtr+O77mmWfvsC/vtvp1BUFGtJiNQKYCYyttYTCFPu5qzmxGxBgFLDNvvzCfOAOrXWeowIWQgjRthzetgJr9j7WFoXxz6nxZx6n00hunUaw33cQvqqcwo6TwFbFOB8jMVi1P4dqq409GYV8viGZf3y7k4NrFxqbEmfvdVgMDqU1bP4YOo5gea4/vTr4Y4rohQ7pwiTLpnpbrAIq0sl1a9+w5/KplVi174sqzeWm8zqy8chRtiTnHz9XWYIZK9Uep1nDqvbzT/gblrvWMCS+O+aGDEbvNAaG3M43obex1taDWeYfee2avk6d5VlvYqW1Xqm1VlrrvlrrBPvX9/Zzs7TWb55U/kutdW97uQFa64VNFbwQQojWK72gjP9+OI/gL2eQSTCdL76PmcM6Ovx5gqb/Hzu63YXf1W+ByUJ0/gZCfd15+oc99PnHT0x++Tfun7+NeeuT8M/ZDEDWwa0Oj8MhklZD3gHK469hd3oR8ZEBoBSq60SGql2kZZ1h0+TyAnxthRR6RjbsuWq6At39ICgWbNVcFe+Pn4eFd1fWarWyb8CsPAPrv6ebF4R0btjzg7FMw5Tn6HnV39nQ4Tra6WzCkxc3/Pom0KJXXhdCCNGGVJXDurcpKirk+cV7uPOF95h14C9YPQPxu2MxE4b1b5KnDYnpRfy1T6K8giByEOrwb9w8Mo5OoT5cPSSal2b045f7RrPz7i6E2vfI279jQ5PEcs42f4x29+OhvZ2oqLZycd8OxvEu43GniqDsdae/9ugRAMp8G7iWYk1XoH8H8DY2V/atzmf64Gi+355OeoG9K9W+T6DJO7CRlWm4bhF+3HnbXRDcGdbOabLnaYiGLBAqhBBCnGrFC5B3CC59BUxmtNYs25tN36iA06+wfSa7v4Xv/8qWVStYljWMz72exsM3GMvN30NgA2apOULcKPjtBWZfH8LsMV1OPLfZWGmo1OSLLWs3heVV+HueYZZbc6sogp1fsS/8Qr7akc/9k7sbK6YDdBxBlcmDniXrqLbasNQ1hirfSKxs/g18rX3sE88CIsHHvgdgaQ6zzuvLe6sO8dHqI9w/uQfWsnzMgJtP0LnVrz4mE0ybAwHOXWRbWqyEEEI0XlEGLH8WtnwMv/wLm03zz4W7uOn99by6dP/Z3TPZSFzOL/iWL73+jY9fIJabFjVfUgXQ/UJjnNIXs6DqpMHrSWvAM5DKuPHEkcL8DfVvEdOsdiyAqlIeOdKPcT3CuWNUrS41N09yQocwSm1h0ssreOSr7ezNKDrh8mr7ZsoqqIHdrW6exkKhAdHHWqwoySE62JuJvdrxybokyiqtlBQYMyw9/E6zAbMjRQ0Cv3ZN/zxnIImVEEKIxlv7lrG6d4+LYdXLvP/2S7z/+2E8LCZ2phXWf31dktdSETmMzbYuVLsHwo0LoaF/5B0lcgBc9jocXA6v9Id3J8MXN8HiR2D/LxA9lMDYvkSqXDYmHmmaGDK2wxsjoLhxi15Wb/yIQyqadN94/jO93ylLGwT2u5g4Uyb3q4/4aeMeJr28gqvnrObHHRlUW21UHdlAqg7BNzjiNM9Qh6s/hdEPgI89sbJvxHzzyDjyS6tYsDmF0gJjXJeXfzMkVi2AJFZCCCEap6IINrwDPS+h5NK3SXTvxdVpz/D8+WauHBjF7vTCxk93ryiCzJ2k+A9gRuVjJF61FIKdtK1ZwrUw4yOIHQnKDOlbYP07UJQGXSdAWA8AqrOaZmZgxYaPIHMH1QeWNfgaW+YeLGnrmVc9mtevH0ig96kzJ70G3wAJ1zGp8EvWhD7BPy8IITmvjDs+3sjo55ZiS1rNelt3Qhoz6zJmqNEVWKvFCmBwbBDxkf68u/IQ5YVGYuUbENrw+7owSayEEEI0TtJaKC+gMH4m1767iRuK70J5+nPV/gfpFwpF5dWkHD3zCt+nSN0E2sYWumM1udMzOrz+a5pSz0vgiv/BTYvg7s3wSDo8lAJDbj2WWPkXHaC8yurY59Wasu3GZPrkbStOPFeWD1/PhrTNJx6vKmffgn9Tpc10Hn8LfaMC6763u7fRGnfTD5hLc7hx390snx3Pm9cPpL3Owqcimw227mc3Ps7NE9x9odRIopRS3DIyjgPZJWTu20Ch9iIgSFqshBBCiFMVGytrv7Kpmj0ZRTxx/Xi8rv8EClKYtOcRTNjYnd7I7sBkY7baL8UxdA33xcu9hW2ArBR4+BmPAztiNbnTWaVyMLv+jY0bozJ9B4EVadi0QqfUmnlYWQqfXg1b5sL6/x0/nnsA/d++dM/8jt/8JnPlqAbMnOw4HK6dB/lHsMydxuTOHvyrv/H/td7WnbCzSazAGG9VcnzF+ov6dKB/O3fiC5axyDqM4Ias5t4KSGIlhBCicUqMsT/bCjwYEhfM+F4RED0ELnqBgNTlzDQvYXf6iQOjc4orWLkvh8U7M/h6cyqfrE3i/VWHSM89Cru/g93foMN6sDbNSp/I+heSdCqzharAznRVqezPLnborROXfw7Aco8xRJXvo6Co2BjLNv8mSFqDNSAGfeT34xdsnw/FWVxX+RD5Fzzb8IUxY0fC1XMhZy98fAW9StZSqnzYRxQhvme5AKtvBOz9AX54ELL34m4x8dF5mfioCr5lNEE+LWgGZROS5RaEEEI0TnE2uPmQUgTDwmu1bgycBb+/ysT83Xxkb7GqrLbx9verWLD+IEVVZqowU4WFKiwEUcSQn/9Le70fjWJvj9nkJlfSJ6qFJ1aAW7uedMv9jS+yHJRYZWyHpU8RnbiS3aZudBw5A/dfl/LlksUMzf6STuk/8rzb7ZTnlPCY28c8P38p904bg/nQCrJ8urO6og+v9mjEoHOALuPhqvdh3kxI3Yil03jeGTIUH4+zTA0u+g+sfMloUVv7BnQcgW9ZPraAjjx85U14WFpYK2QTkcRKCCFE45RkoX3DyM6qINzvpO6dqEHE5//I7vQC0JotHz3InUfe4k4zUMff1RKbJ3+x3c2PVQmUbTHuNTg2uOnrcI7MEb2I3rWA5IxsoNu533Dtm9j2/8q26i6UDriNif1Gwa8wbMtDxJkyecN0DYdiZ3CBXyps+pgjm37hq6hIrkxZx2+WixgUG0zQ2Wz10+MiuOJt+PIPuHcbzwU9zmFsW/u+cNV7RuK9ZS5sfB+OHsI05mH6RAee/X1djCRWQgghGqc4C6tXGFVWTbjfSeNxOgwgYOunVOalsO+LvzPkyFus9RnL0PFXgrXS6NayVhiPbVYOBoyhcqeFhzuH0CcygHb+nrQLcIGxOGHdAajM3Iuxpe7Zq66uxrJvCfsCR3JD2s2sGTcO5e9JlU974krSKUq4lTsufQ5lMoG1H3qHLxd7HeSbn77jSlsl35V1YcKIRrZW1RZ/BcScd3yLmnPlGwYj/wzn3Q0Z2yC8l2Pu6yIksRJCCNE4JdmUeUcDEHZyYhU5EIArAvYQs3MO39uG0uPGDyDcv85b9QFeS2jCWJuKfWagd/6+069k3gD5pZX86cX3+ag6kwVVVzM0LpgIfyOxdBt+OxRn4zfxCWNVcQCzBRU9lNG5ezlYZKbabGKXWzz/jj/HRTH9G7jxcmOYTNAhwfH3beFk8LoQQojGKc6i2GJ0153SYtUuHkxu3Gv5HA9VRfGQP9PpNEmVSwuOw6YsxJFCr8cXc+cnm87qNp+tTyahbC02rZhf0INL+9XaAHnkX2DyU8eTqhpdxuOVv5/Zlm/JC4znx/unEB3sfQ6VEY4kiZUQQoiGs1ZDaS75pkAAwv1P6razeEC7PphKsqF9P6ZfMqX5Y2wOZjd0SBfGhuQxNC6YRdvSScotbdQtqq02Plx1iKne20n17oHVO5QLG9LyNPR2uOId6HEx4RP+QvDZjK0STUYSKyGEEMeUVVopqag+fYHSXECTgzFz75SuQDjWHUj/mY4PsAUxR/SkhzmN56/sh0nBp+uTGn6xtZptP77LnPL76FK1l+gRM1jz0LiGDUA3maHPlcZyCfHTzr4CoklIYiWEEOKYf3y7k2FP/cKibel1F7CvYZVh9cfb3YxvXVPze1wE4b2NP/6tWVgPyDtEO2/N2B4RfLEhmcpq2ynF5q1PYuORo8Y3laWwdg78X38GrL8PP3MVtktegeF/wtOtbSxH0NpJYiWEEOKYpLxSiiqqufOTTTz81fZTt2yxbwycUul76viqGp0vgNm/g1dQE0frZOE9AQ2HV3Ld0Bhyiiv5eXfm8fM7vqTs2e7848v1vLHsgHFswa3ww98ocQ/j1sp7+XnsQkwDbwSzzCVrLSSxEkIIcczo/AV8F/A8r/bay4K1+7j01ZUkZtZaRb0kG4AjFT51dwO2JV0nQnAn+OF+RsX5EhnoxafrjncHlmz/Dq+yDAaZEtmfVWS0Vu1bAoNv5bGQF/ndMpSrBsc4sQKiKUhiJYQQ4pjB5b8TX7GZiw/+kx1+d/OHwte4/9WP+WxdElrrYy1W+0u9T10ctK1x84KLX4a8g5iXPcmMwdH8ti+HI7nG/oGVh9cCMKt9Mkl5pVQeXAnWCvJjxrFwWxpXDYrG37NtbPPSltSbWCmlopVSS5VSu5RSO5VS99iP/0MplaqU2mL/mlLrmoeUUvuVUnuVUpOasgJCCCEcx9dWxG7/ETBrEZYeF3KVaRlfmx8k89vHufuzLVQXZYLFkyNFJmmxAug0GgbdDKtf5Sb9NWaT4rP1yVCcTVBFKgADbNuxaSja+ROYPfgwNZJqm+bG82KdG7toEg1psaoG7tNa9wKGAXcqpWqWUX1Ja51g//oewH7uaqA3MBl4XSklI/KEEMIFBOhCKj2CjE16r3gbdd8ebL2v4E+Wr0ndvoxVW/dg9QqlqMIqiVWNC5+H+CvxW/kEz7Rbxhcbkik+sAaAZP8BBObvxIcy3I4swxYzjA83ZDK2ezhxoT5ODlw0hXoTK611utZ6k/1xEbAbiDzDJVOBz7TWFVrrQ8B+YIgjghVCCNF0KqqtBFKE1aPWXn3ewZgueRlTQCQfBb5Du5K9JJZ4AXUsDtpWmS1w+VvQexpX5b3F1LKvWPfbj1RpM0UD7kBpK9dYluFfuI8dnoPIKa7kphFxzo5aNJFGjbFSSsUC/YG19kN3KaW2KaXeVUrVTP+IBJJrXZZCHYmYUuo2pdQGpdSG7OzsxkcuhBDCoYqLCvFUVeiTZ/N5+sO0t/GhjO6mZDJtxkrq0mJVi9kC097G1usyHnObS//sr9mjY4gbPAVMbjxq+Ygq5cYrKV3oFuHLiC4hzo5YNJEGJ1ZKKV/gS+DPWutC4A2gM5AApAP/acwTa63naK0Haa0HhYWFNeZSIYQQTaA03xiYrryDTz3ZcTj8eRtc/DLdrnqCuy7owrBOkhycwGzBdMX/2B8yliBVTKpvPF4+fjD5ab4NmsXkiuf4OTuAOy/oglLK2dGKJtKgxEop5YaRVM3VWi8A0Fpnaq2tWmsb8DbHu/tSgehal0fZjwkhhGiEskor//fLPnamFTTL81UU5gBg8jlNwuTuA4NuokPv8/jrpO6yoGVdzG74Xvchz1ivI6P3H4xjQ25lX8/ZHLBF0CnMh4v7dnBujKJJNWRWoALeAXZrrV+sdbz2VtiXAzvsj78FrlZKeSil4oCuwDrHhSyEEK3fwexiLn99Ff9ZksiHvx9p8HV7M4q485NNpy7s2QAVRUZiZfENbfS14rh2wX5cfc/zXD3x/GPHerQzuk//NLYLZpO0VrVmDVnqdQQwE9iulNpiP/YwcI1SKgHQwGHgdgCt9U6l1OfALowZhXdqrRv/Gy6EEG2EzaZZvOUAY62r8fAJYFH1YB74chtuZkVkoBeH7esinVHmLlh4D4luk1i0uyfXDolhRJfGJUhWe2Ll4S+J1bmKPWnG38TeEbw7axAXdA93UkSiudSbWGmtVwJ1pdffn+GaJ4EnzyEuIYRoG2xW9i18kRGbXsRDlWLDxHsVj9I1ehivXTuAF5cksnJfzpnvse1zWHgPVJUyyJyM4nnWHsxtfGJVkguAZ4CMe3U0N7OJsT0inB2GaAay8roQQjiL1vD5DXTf/ARbdGdutj5Mki2M//nNYd4NvegQ6EVsiDcZheWUVdbR8F9dAYvuM/af69CfqrH/pL01nWGm3aw9lNf4eMqMa7ylxUqIsyaJlRBCnEl5IWydZyRBjnZwKez5ji/9b+Dp4Kf42+w/kn/h6wRWZeP+432gNR1DjC6lpLzSE68tSIH3psD6/8F5f4IbvmFTu6so0N7c6r2Czcn5VFQ3bhSGqSyPQu2Nr4+Xo2ooRJsj22kLIVoVbU+AHDWdvfLnJ3Df8BaLc4PplTCC6GBvh9wXmw1+/gc6MIan8yczoW8gPdv7Q/vxUPUQ/PoEdJlAbKixW9ihnBJW7c8h2Medy/wT0V/eAtUVqOkfQq+pAKxLLmWX9XxuMP9KO+s0tqUUMDi2jqUTTsNScZR8fImxyGw/Ic6WtFgJIVqV2z/ayANfbnPMzUpyUBvfB+DHn3/hwQUOuu+h3+DTGZC+lZxBfyWnHPpFBR4/P/Je6DgCvv8rsaZMABLT81mz+FNCvrke/dHlpFf5Mq7oH4z9PoB7P9/CR6sPs3RvFr8ETUe5+/Cm28us2ZvSqLDcKvMpVP6OqaMQbZQkVkKIZrUjtYA/fLCBkorqJrn/+sN5bE7KP7ebaA0luRQteQazrRIrZi7rkM/mpHyqrbZzu/e+n+HDS9FpWzgUfzcrvccA0C868HgZk9nYIsVkxm/RH7nNaylX/H4pc8zP0l0fZFXkzYwvepy47gl0CvNlRWI2j32zk01J+cR27o5p2tv0Mh3B/bdnuPn99ZRWNuy19qzMp9gsiZUQ50K6AoUQzaa0spo/fbqZQzkl7EgtYKgjV+4uzqLs9zmUlvYmqdKK1rpx3YG7voFV/4WiTHRxJspWhR/wgx7G+PAieqhkSiutJGYW06tD/clHcl4p17y9hr9N6s7UBPuuXpm74ItZENGbD3u8xeM/HsZ/xx683Mx0Dfc98QaB0XDJf+GLWTzMBjbauvIC17DFZySHDlTi52HhxRkJBHi5obUm5WgZO9MKGRwbBL59qIobx+UZe3h6TxYrErOZHN/+lBhP5lVdSJn5TFvBCiHqI4mVEKLZPLFoN4dyjDWZjuSVOjax2v4FXr8/z+OWC3i4+layiyoI9/ds2LXlBVR9dRe5Nl822LqSVDWALB1Ipg6i39jpuBW+QsiBFQBsSjpaf2KVvZe9+wpIOVrGPZ9tIbe4kpsTfOGTGcbq5dfMY/lXaXi5mSksr2ZIbDAWcx0dCL0vh6py3txYzDP72jOlT3uujgrk6R/2cMN5HQnwcgOM8WTRwd4njP9yix5I2OGleFLBgewGrIMF+NgKKPMMbFBZIUTdJLESQjSLn3dl8snaJG4eEccHqw+TlFta/0WNkbYFgGstS/ndFk/y0eGnTay2JOfzty+28r8bB9ExxIfKVa/hXlXIg25/J7znEHq082diOz+6t/MjxNcDVvXGsm0ecT6VbE7K5/phHc8cy/xb6FNqAx5hfM9wnv1uC5PW/IcO5dmom76n2rc96w7t4PIBkVzUpz0hvu6nv1fCNVTk7IN9iYzrEcHE3hEUlFVx26jOZ46hQwJK2xjpm8GB7E5nLgtQXYm3LqPSPbD+skKI05LESgjR5LKLKnjgy230bO/PAxd2Z8nujFOXDzhX6Vs4EDAc29EkZlqWkJR3BwM71j0jbuOBTKJzVvDu3N08PsIL/fur/GgdzJ9uuqLua8J7AzAlLJeMg0lgizfGQdXFZoPcfURUlzPAN5e3rr+QHa8+S+TR7XwQ/S+ubZfAjtQCiiuqOa9zSIMW8TyvSwiLtvsyrmc4fp5u3D+5R/2vR/sEAEb6JPN1Q1qs7GtYVXsE1l9WCHFaklgJIRxuS3I+fc1JmNI3o+On8eCXeyiqqObTqxPwsJiJCfbmiCMTq4oiyNnHjqDheLm507NqF2tyy05bvGPiu9zi/ibkAQshhzBWRN/OU6dJxIjoBcBt+S8SUJ5K0Z7e+PUaX3fZ4gyoLgdgusdazCsz6Hd0Cb/H3snje7qw/KON9LZ3JQ5rYFfo4NhgfvrL6AaVPca/A/iE0dd8mBezi+scc2azadIKyogK8oZSI7GyeTmwe1aINkhmBQohHGpXWiGXvbaKo5/dDgvvpvKF3vTZ/zqPj42gW4QfADHBPiQ1ZP+7hsrYDmjWlMdg9YukvSmPlLyiustWlTM4cx5bzX34oPPLXO/+Mtf7vM3MSyad/v5+7cEzkIDyVAA27th9+rJ5BwEowZNLy76GpU9Cv2s478YneeryPizbm8X//bqf7hF+hPp6nF19G0IpaJ9AbOU+CsuryS2pPKXIu6sOMfr5ZezPLEJv+xwAm7esui7EuZDESgjhUAeyi+mrDhBSuIv8PjezsrIrf7Ys4NrVF8EPD0J+Mh1DvDlaWkVhedWZb6Y1lB2t/0nt46uWFnTAHBSNBSuFOal1l932GQHWo/wUOpMbZ97Exw/fxNK/XWAsznk6SkH8NHTPSwFYuT2RHakFdZfNOwTAh9UT8LYVQ8xwY3afUlw7NIY3rh+Iu8XE2J7NsBlvhwSCSg4aA9izio8f370Q/XI/ji57FatNk/fF3ahVL/GVdQQFYQObPi4hWjFJrIQQDpV8tJSZ5iWUaA+m7hrDvaYHyJm5HNVrKqx/G15J4KJDT+FO1ZkHsKdtMbZseb4LW9f8zJbk/NOXTd9CtU87MmwBeIfFAmA7mnxqucI0+O0/7CKOwnbnNa5iF7+Euup9NIr2bqU88vWOussdPYQ2WXi1+jJ2xN8PM+aC5XjL1KTe7Vj70Dj+Mr5b457/bHToj9JWRpu2cjCnBArTYd71MO96dEEKN1R/ydigHAZlf0VB/I38pWo2vl5N2IomRBsgiZUQwqEKMw5ziWU1S9xGc6TEwlOX9yG0cwJc/ibcvQUGziL68HyuNK84/QD2/CR4bwo6J5FSky/V3z/Ize+to6CsymjFKkwzVi/f+D789Bjs/4Vc/54ABEcaM+A8StNO3Csvey/8bwK6NI/HKm6gQ9BZbE1jMqO8AhkQZix0Wl5Vx158eQcp8+5ACV5UDZkNPqeOWQryccfd0gxvv53HoSN684zb/wjb9hb6tSHYEpewrss9PGD+GxEqn9ctL1CFhTf0lYDC10OG3gpxLiSxEkI4Tn4SN++7E6tyI+6i+/nnpb25qG+thSkDo2HKC1jb9+d280KScwpPvYfW8N29ACwdNY/Hy6Yz0LSPERXLeW3pfvjpUXixJ3xwMSy8B9a+hfYJ5a3C84gM9KJT5+4AdCCHrckFVFbbIHkdvDsJrJUcuXQ+G3V3IoPOcqNhr2Ai3Eqx2jR7M+oYx5V3iFz3KABi7RsoO42bJ2r6R7grK+NTXmVzVQxjS59k+o6hbPMeSrl/LJ5FSSz3Gs+bG426+Hu6OTdmIVycfDQRQjjOd3/B21rIqzH/4YH+g+lXVxmlMI+6j47zrifg4CK4oPuJ53d8CfuXwORn+DXDg58sY3kuYhWP5C9izKphPOD3CebY8+H8eyGkC/hHMnddCu9+vYPXru2Jp28Q1e5+dKjOZfpbq5kesItnrf9B+beH6xdwMMsbyCMy8CwTK+9ggpSRhOxKLzxxKxqtIe8QaX7j8PO0EOjdApKUkM583PVF9uzdTUHHS7ilZwQXdA8zZgKuvxt+fJCRN/yDmzZamb8xhU5hTk4GhXBxklgJIRxG5yTys20Auv2AMxfsfhHJ5mgGp38C3Hv8eGke/PAARA6EIbex4ZVV9I0JRvW9hXaL7uUm84+Yy/Ng8B+g81iOllTy+g97+WD1EYbEBTOlTzsAzIHRTAmtJjYsnZFbniLR0on21y7EP7gDqYlHAIg6hxYrz+IM/Dws7Ew7aQB72VGoKOCAVzgdQ7wbt6VOE7rt2muotmncTl7dfdDN0PtyvL2DebwDPH5Jb+cEKEQrIl2BQgjHsNmgMJ00WzDRwfUkLSYTidHT6Vy9j6JDG44f/+lRKM+HS16hqNLG3swiBnYMgvhpYPbgPvM8yrQ7O32G8trS/Yx6bin/W3mIS/p24NVr+x9LZFRgDOHWbMakzqE8uDszyh/mD/OPUF5lJfVoGW5mRdjZLnXgHYwqPUrP9v7sSjupK9M+I3BrSRBxob51XOwcSqlTkyrjBHifZu0uIcRZqTexUkpFK6WWKqV2KaV2KqXusR9/Xim1Rym1TSn1lVIq0H48VilVppTaYv96s4nrIIRoCUqyUbYq0nUw0Q0YGB4+8kbKtRvZy/9nHDiwFLbMhfPuhnbxbE7KR2sY1DEYvIKgx0VYdBUr6cfFb23i+cV7GdophB/vGcV/pvcj3K/W9jUBUZC1C3L24nveH/j39OGsP5LHPZ9tJjmvlPYBXphMZ9ma5BUEZXn06uDP7vQirDZ9/FzufgA2FQfRs73f2d1fCOHSGtIVWA3cp7XepJTyAzYqpZYAS4CHtNbVSqlngYeAB+zXHNBaJzRJxEKIlqnQWDcqQwefsBnw6fTuFMOPpuGMSfoW8h+G7/4MwZ1h9P0AbDxyFJOCftEBxgX9r4edC3DrM41RhWH8aWwXBsWeprUlIAq0FZQZel3GJT6h5BRX8M+Fu1AKhsWdw+riXsFQWUx8Oy/er7JyKKeELuH21qm0TVgtXhwsb0/PdvVs1CyEaJXqTay01ulAuv1xkVJqNxCptf6pVrE1wJVNE6IQwiUUpgGQTggdAuve/Lg2k0lxJG4Gngd+g5f7AHC/z1MUfraLjqHeLN+bTfd2/vjVzFLrMg7+8AtjIgcypr6xSwHRxr+dx4KPsZL4TSPiyCqq4I1lB85+RiCAdxAAfYKrAWMA+7HEKnktWX69sRabz7zgqBCi1WrU4HWlVCzQH1h70qmbgXm1vo9TSm0GCoFHtda/1XGv24DbAGJiYhoThhCiJbK3WNl82+NhOc0GxSfpOmgCl+7+N5M8thMdGU2u2xAOZxXx654sKq02bj0/7sQLogY1LJZgYy0r+k4/4fD9k7oT7O3O0E7nMK7Iy7i2k3clbmbFzrQCLu3XASpLIWM7u0OuIcjbjQh/WWhTiLaowYmVUsoX+BL4s9a6sNbxRzC6C+faD6UDMVrrXKXUQOBrpVTv2tcAaK3nAHMABg0apHFRBaVV+Hlazn68xsnWvQ35R2DiE465nxDNpTCVKtzwC2rX4EvG9gin8KrLOb/rbYT5eXCZ/bjVpskqKj/7vfQiB8AtSyBq8AmHlVLcOqrT2d2zhn2wt1tlPl3D/Y4PYE/bDLZqVlZ0omd7/xYzI1AI0bwalFgppdwwkqq5WusFtY7PAi4GxmmtNYDWugKosD/eqJQ6AHQDNpx8X5eTugncfagI6oKHxczWpKM8N+ddJnjsor9fPoVuoeSZw8g1h5NjDiVbhZJt8yeruIru7fx4elofPN3q+SS/9k0oy5fESriewjQyCaZjWMNnw5lMimkDok45bjYp2gecQ3cdQPSQc7v+dOwtVpTm0btDR37dk4XWGpVsNOR/nxfJRd2kG1CItqrexEoZH7veAXZrrV+sdXwycD8wWmtdWut4GJCntbYqpToBXYGDDo+8uW38AL77C2Ve7RhY8Az3dslifNKLzLWkYrWayMgPoQf5eHDiprJVWDhqDmVxdjx/qbifOy7oTrCPe92De/OTj80qorrihP3FhGjprPmppNqC6Ojs1cabWs3yBGV59OrQhy82ppBVVEFE8joqAzuTkeEr46uEaMMa0mI1ApgJbFdKbbEfexh4BfAAltibvNdore8ARgH/UkpVATbgDq11nqMDbzZaw7KnYfmzVIf2xCtnN3/1+IorD/9ANkEcGvUf4kZMJ9LT3yhbmgsFKcZ4k4JU3ApTCM89wMw93+GZWMllu27D3WLhl/tGGysf136qg0s51nlQlAFBHZu9ukKcLWt+Cuk6yvnbuDS12i1WUcaMxYN7txFxZBUZEeMhA3q0k6UWhGirGjIrcCVQ12CB709T/kuMbkOXlpxXyvx1hxix5wmG5H/PEo8JPJx7M3P037nZtgCruw97psxlSP9aK0wrZcxA8gmFDgkn3nDZM1y17Gn6xcdzyY5RPPvjXv7vmv4nFCnZ/Qs1nSjVBalYJLESrsJmw1KSTobux8iQs9jc2JW4e4PFE8ry6Nnejw7k0Pvne8HsxorwayGxks6N6A4VQrQusvL6ybSmaOUc5r7xb/qv+iND8r/nE89r+Dj8b4zuFYlp/ONgdsc85bkTk6r6jH4AEq6n257XeTY+mYVb09h45Ojx8zYb5iPL2W0zZkgWZyU7uGINV15lpbzK6rTnFy6oNBeTrYo0HUxsaCtvsQKj1arsKH5VuXzu9TSWqiKY+RXbysMJ8/PAy71hsyKFEK2P7BV4Euv+X/H7+W88CGiLGS7+L9cOnMW1x0r0gyGHwKORn0iVgov+A1k7mbr/7+z2nskT3wWwYPYIY/ZQ+ma8Ko8y3zqFx0xzKc1NJtChNatHdSWs+i+sm0O6NYSPqsZy3R0Pyydv0TCFKQCUeETg69EG3la8giD3IHx4GaEc5S9u/+CN9v1IyltNTAMWRxVCtF7SYnWS4l+eJ0MH8f3o71B3b4aBs04t1NikqoabJ1z7OarjcB6yzWF2xmMsXr8DANtvL1OkvdgRdgnl2o2qo6lnX4nGOvI7vDkSlj5BdXg8VWVFPFT9Jve+9S3JeaX1Xy/E0cMAWAIjnRtHc/EOhqTf4eghfujzMj8UxFBYXkVSbikdJbESok2TxKq2lA0EZKzmPdvFjD5veNMMHvcNh+u+xDbpaUabtzPk+4uoWvUapj3f8p51EpMG9SBDB0NRuuOf+2SlefDNXfDehVBVBtd+waJ+r3JDxQOYTCauq5zPS0sSmz4O4fp2fMlR/NER8c6OpHn4hoPJAtM/JLDXOAC2JueTXljeoO18hBCtlyRWNWw29M//oBBfUjrNwKcpuzNMJkzDZ7Pr4m/ItPnjtuRhSpU333ldzozB0WQShKUko+meX2vYOg9eHQxbPoER98Cda6DbRH7ckYHNrwOmQbO4wryM9Vu3SquVOLPiLPTeH/ii+nyiQwOcHU3zGPe4sQBpt0n07mAsrbBkVyZaI12BQrRxbWAwRANteAd1+DeeqvoDF/SNq7+8AyQMGsEfd8yh54F32G+NYMa4fvh4WMgzhdCl/FDTPGlxNlkf30J4xnIS3XowL/JpSot6EPRrMkHe7izdm8X0QdGokX/BtOEdrjYvZc6Kgfz7sjbSEiFOUG21YTHX8/lryycoWzXzrGO4py0MXAejNdveoh3m50GorzuLdxofhmJa+6xIIcQZSWKVvZfqjR9iW/c/tlv680XlWB7sGd5sT/+3i/oy8aUr8PO08MwQY+PYYvdw/KvWGS1LZ9gWo6i8iopq2/FtP4oyIGsXZO2B7N2QnQjx02Do7fbzmfDWKAKLc3lB3cTG0CvJLbKSl5HF0dJKrDZjZ6GpCR0gIBjVcQRXpm9i1IZk/jqpOwFebk36Wggn0RryDkL6VsjYBunbIHMne2OuZur2YSy6+/y6JzHYbLBjPvr3/+OIT18OlEfSqa0kVrUopejVIYAVidkAMsZKiDaubSdW+5bA5zdgqq5iRXVv5gTczV1DuxLo7d5sIXQK8+X5q/ri7+mGt7vx31HhHYFbfhWUHT2+ynMdHlqwnTUH8/jxnhGELnsQNr5//KRXMDZArX0TVZNYLXkMXZbHFZWPM37sZD4d3/VYca01heXVVFbbCPOzJ2q9phJx+K/EWJNYtC2da4fKZtmtTXF2EhnvzaRL6RYAbCY3VFgPbJ4BRO16E/eqXny+IZmHLux5/CKtYd9P8Mu/IHMHR9w6M7v4amadF3usW6yt6dXenxWJ2XhYTMd/f4QQbVLbTay2fArf3Ant4vm/iCd5bX0x2+6ZWP9efk3g8v4n7pVm9W0H+UBh2mkTK5tNs3J/DuWlxex86yZGF/+AbdAf2B9yAb/mBvPDIStDMj/lkbK5ZKQcol1VCmybx/bOt7N9Zyf+0+fEjXKVUqe2SPW8BP3937jefzPzN8ZLYtXK5GccxvbWKNrbyvkw4Da+zItjV3UkvtleDPfN5HXu4t6AFby+KYS/TexudAlm74WF90DSagjuxIq+z3Ljukj+ObUPNwyPdXaVnKYmoYwJ9pbNl4Vo49rO4PU9i4yZb1ob6zV9fQfEjoRZi1iaaqJfdIBTkqq6mPyNKeu6MK3uAjYbaWs+547KD1jtfS+ji3/gbS6n3/oJTPxG8dyqo1gsZiL7TQDgjfc/oHLJvyAghhfLL6JTmA9dwxuwZIRfO1TMcC4xr2VT0lEOZhc7qoqiBUhe8Hd8bCXsu/grbrj3eT557DZeuW4IY7qH83txBIkB53GtXkRhUSG/7c8xLlp0H2TthoteJOP6FczeGsfIruHMHNa2dwnoVSuxEkK0bW2jxSr3AMy7HsJ7Q9Qg2Pge9J4Gl79Jqc3MjtQCbh3VydlRHuMebLRgleYk4dOtjgIHlxL1023cbDZjixzBL1E3k1zelUtsmpFdQhnROZQAbzewVmNN9OOSyu9xT9tL5vDH+G15CbeP6tTwT9V9pxP83Z8ZbtrNgk1d+euk7o6rqHCa4rQ99MxayIrAqYwdPAIAHw8LF/Zpz4V92huFDrjBR5dxodcuvtwYywXtq+HwSmMXgcG38PhHG6i22Xjysj5tvpUmLsSHYB93ussegUK0eW0jsQrpDNd+DgtuhY3bYegdMOlpMJnYciCHaptmSOzpxzI1N5+wGEq0B4nb1/HekYE8Pa3Pics/HFxGNRYu8vyQJbdcxDhgXF03Mlswxw5n0L6fqNBuXLk6ljBfD248L7bhwfS7Gn59ggc9FzN780DundANk6lt/xF1edYqcubfS4S20O6ih09fLnYkuPsx3Xs3dx8aht6+EoWGvtNZvDODxTszeWByD5kFB5hMikV3jyTQq/nGZwohWqY20xVYETeW3yd8w499X+Kbdn9iQ1I+afllrDmYh1IwoGOQs0M8Jtzfm926I5WpW/l2axp/+nQz1VbbsfP60Aq20o0+nRqwynVHozVihftI8my+vDtrMBH+ng0Pxs0Lht5Ov/L1+BbsZc3B3MZWRzSz/NLK056zVlWQ+OoVxOat4quQW+nVra4mUTuzG3S+gL5l68guKqd6yzzoMIAinxge/2YnPdr58Yfzm2dpElfQPsBL9ggUQrSNFqu0/DImvrSC4opqIALWbT3hfI92fi1qKYFwPw+W2zpyhWUlf53QhReW7OcfC3fy76nxqPJ8yNjGb9WXMbRTA1rZul8IK19iyFWP8GNQ77NbFXrwH9ArX2I23zN/03DO6xLa+HuIZpGaX8ao55by9g0DGdsj4tTzc++k29HlfNv+Hqbd/Hj9N+w6EZ/d33Kb+TvcsnfA5Gd4YfFeMovKeXPmQNzqW+NKCCHamDaRWLUP8OTaoTEM7xRC/5hAsosqSM0vIy2/nLT8Ms7rHOLsEE8QFeSFd0x/fNOWcFeChaLKTry1/CDRQd7cHrEHpW2sow8v92jAelth3eHBIwQAZ70mtncwasANXLz2bV7avpPiqfFtY6NdF3Q4pwSrTfPTzsxTE6v1/yPm8Be8ZZvKzX/4R8OSoi7jAXjY7VOyvLuQFnYJH36zlRuHx5IQHej4CgghhItrE38dlVI8POX4OjyB3u50jWi5g0wtZhNXXTwF5jwHGdt5YNJUUo+W8fQPexjV/TtitTsd+55PuF8juvTO1bDZmNa9zbV6ET9sH8VVg6Kb77lFgx3Nz+NVt//yyd7r0No+qLyiGH56BDa+zyb3QfwSeCu3N7Slyb89RA7iaNp+/uX7OMk/HiHcz4P7Jp6hC1EIIdowacdvqcJ6gjJDxjZMJsULUyJ5NfgLOh3+gjW2ntw8ukfzxhPUEXpfznWWX/lhw57mfW7RYCptCxeb1/Ln8tc4lF0MR1bDmyNg4wdYh9/NDaX30DemkS2013zGm73n8l2Sma3J+dw3oTt+ni2n61wIIVoSSaxaKjdPCOsBSWvh1yfxfH0AF5V9w1L3Ufzc9VGntLipEXfjQxndkueTnFdKWaW12WMQZ6aOHgZgiGkv7p9fA+9daKzddtMP7I7/K8XVZvo1tgvPN4yucbEAdAn3ZdqABkyaEEKINqrerkClVDTwIRABaGCO1vq/SqlgYB4QCxwGpmutjypjQZv/AlOAUmCW1npT04TfyrXvC1s/hSMroddU1AWPMjGkKxOcFk8/yqNHcXPSj0x55VJyK2DhXSOJjzzr0VvCwdyKkqjGxH5THD1yfqMq4UbcLnwSPPzYsuYIwFmNjRrWKRhfDwuPTOlZ/6bMQgjRhjXkHbIauE9r3QsYBtyplOoFPAj8orXuCvxi/x7gQqCr/es24A2HR91W9J8Jfa+G25bB9A8hzFhDyuzEdaQ8x/yFcJXPrYEbMCnF4p0ZTotFnMq3NIUcUxi/9v8/plb8i/gNF3LbvL0s2JTC6gO5hPi4ExXk1ej7RgV5s+3xiVzQkAkTQgjRhtXbYqW1TgfS7Y+LlFK7gUhgKjDGXuwDYBnwgP34h1prDaxRSgUqpdrb7yMaI3aE8dWSdLoAIuK53fQLP0VPYEViNvdNlNXYW4qgijTy3Dtw+0Xn0b9XDxbvzODHHRn8tCsTgLE9ws96lXRZGFYIIerXqFmBSqlYoD+wFoiolSxlYHQVgpF0Jde6LMV+7ITESil1G0aLFjExsrmvy1AKEq6DxQ9x2YAi/r66mrySSoJ9ZMXpliDcms4+/9GYTYrhnUMY3jmEv1/ci60p+Szdk8Xo7tLiJIQQTanBgyWUUr7Al8CftdaFtc/ZW6d0Y55Yaz1Haz1Iaz0oLCysMZcKZ+tzJSgzE6qXojWsrNmgVziVrayQYAop9z1xKQyTSdE/Joh7J3ZnYAvaYUAIIVqjBiVWSik3jKRqrtZ6gf1wplKqvf18eyDLfjwVqP3OHmU/JloL33DoMp6IQ9/wgNfXFK7/1NkRCaAo4wAAtsCOTo5ECCHarnoTK/ssv3eA3VrrF2ud+ha40f74RuCbWsdvUIZhQIGMr2qFEq5BFaXxR/05k1NewWi0PElVOSy8h7K17/H6sv2UV8nyDE2pOHM/AOaQTk6ORAgh2q6GtFiNAGYCY5VSW+xfU4BngAlKqX3AePv3AN8DB4H9wNvAbMeHLZyu12Vww7fs7HoHoeSz/8D+E8+XF8DHV8DG90ld/j7P/biXZXuz6ryVcIzKrIMAeIZ3cXIkQgjRdjVkVuBK4HTTgcbVUV4Dd55jXKKlUwo6jSaizAb73mTftt/p2qWrca4oE+ZeAVm7KfHrhHdhEgDbUgqYHN/eiUG3bvroYQq0N8GhMmZRCCGcRVb6E+cktMsgAEoObzQO5B2EdydC7gFsV8/js/KhdFB59Al3Z1tKgRMjbf3cCo+QpMMJ9fVwdihCCNFmSWIlzo2HH7keMQTk76IsdQe8M8noBrxxIess/dlaEgzA2HZlbEvJr3ssljhrry/bz697jDWqvEtSSCGCAC/Zx08IIZxFEitxzqzt+tJLHaJywV2AhpsXQ9QgPl+fTI5bBwAG+OUzunIFeUtfdW6wrciejEKe+3EvT3+/B22zElCRRo5b+7NeAFQIIcS5k8RKnLPAToOIUjkE5G6GsY9BWHcKy6v4fkc6veL7AdDNPZu7LV/ht/o5sNmcHHHrMGeFMVh9X1Yxe/ftw6KrKPSMcnJUQgjRtkliJc6Ze1QCAJnu0caq7MB3W9Mpr7JxydB48PAnomA7XU2puFcVQt4BJ0brwjZ+AO9fDElrSMsv49staUwbEImbWTH3x+UARHSU7YWEEMKZJLES5y5yIMlusbzm8QcwGxNNP9+QTPcIP/pGB0JQLKa93x8rrpPXOSlQF7duDhz+Dd6dRO6HswjlKPdN7M4F3cMpyzKS1UvGnOfkIIUQom2TxEqcO09/3u37CV/k98Bm0yRmFrElOZ+rBkUZ432C48BaQbXZk0LtzZFty50dsespSIHMHTDmIcqH30v33J9Z5nkfkTvf5tqB7ehoykYrEx4hsuq6EEI4U6M2YRbidDqH+VJWZSW9sJzP1ydjMSku7x9pnAyKA8DccTj7kwvwObSOovIq/Dxl9lqD7fvJ+Lf35byzw8znlVF813URnkseY8yQFEb0NaFSo8Asr6kQQjiTtFgJh+gS7gvAnvRCvtqcyvieEYTUrKcUbCRWKnYE7XqPpIs+zA8bZZxVoyT+BIEdKQ/ozHurDhPbtQ9+Ny8wVsDf8SVu+YcgKNbZUQohRJsniZVwiJrEas6Kg+SWVDJjcK19uDv0B5MFuk6kfa/zMStNyaG1TorUBVWVw6Hl0G0SCzankVNcwe2j7fsB9poKpTmQulESKyGEaAEksRIOEeLjToCXG2sP5RHh78H5XUOPn2zfDx5Mgvb9UNFDqMZMaLqMs2ooveUTqCqlMO5C3v7tIH2jAhjeKcQ42XUCmO0tg5JYCSGE00liJRxCKXWs1eqKAVFYzCf9aLn7GP96BbLPbyhDSpairdXNHKULqq6gaulzbLB1Y+gnFRzKKeH2UZ2PLwLq4QedxhiPJbESQgink8RKOEznMCN5umpQ9BnLZXS8lAjyKNgjrVb12vgB7qXpvFR9JX2iAukXFcDk+HYnlul5ifFvSNfmj08IIcQJZFagcJhbRnaif0wQcaE+ZyznGX8xxdv/QcWmz6D3uGaKzkXt+JIDbl3JDxrOotuH110m4Vqjtap932YNTQghxKmkxUo4TPd2flwzJKbecl0iw1lsG0zgke+hqqwZInNd+ugRNldEcl6X0NMXMpkh7vzmC0oIIcRpSWIlml2orzs/WS7Ao7oY9ixydjhOZauqpCw/q+6TVeWo4nSSrKGc1/kMiZUQQogWQxIr0eyUUhREDCPbFAZbP3V2OM3mYHYxV735O5mF5QDkl1ay9MWZeL3cldwne5D30Sz0uv9Bxg5jo+qCFABSVTiD44KdGboQQogGksRKOEWPDoHMrz4ffeBXKEw7fiJ7L7zQHfIOOi+4JrL2t8W8lD6TzYvepqC0itmvfcXo0p/Y7T2YDZUxWPf/ivr+PnhzBNU//R2dfwQAr7A4fD1kOKQQQriCehMrpdS7SqkspdSOWsfmKaW22L8OK6W22I/HKqXKap17swljFy7sqkFRfFY1EqVtsG3e8ROHf4PiDDi80nnBNZHOe98mSuUwee+j7P/gj0wvfB+T2ULPOz7kvIcW8eOk5dzo+xZbbJ1I2rSYxD3Gr9yIQf2dHLkQQoiGakiL1fvA5NoHtNYztNYJWusE4EtgQa3TB2rOaa3vcFikolXp3SGA7j37sYkeWDfPBa2NE9l7jX8zdzovuLNktWk++P0w6w7loWvqY1eYvp9B5Wv43P1y3q+eSELGfC4z/45pwEzw74Cfpxszz4vj/ftmYIo9n8iKg6zduJ4qLIwbnOCcCgkhhGi0evsXtNYrlFKxdZ1TxiqF04GxDo5LtAF3j+vKh3vPZ0Du28aWLFGDIGs3ADpjO8rJ8TXW1jVL6PDD0xShWeIRQLuIdnSKicY3MIzSbb/gjSJmyr3c+nU6H1VOZv6IZIJG33nCPZRSxA8ahSnpA4ZbN1Hq044Ad9lYWQghXMW5Dtw4H8jUWu+rdSxOKbUZKAQe1Vr/VteFSqnbgNsAYmLqn6IvWp/4yABKu1xC2ZEPMG/8CPeoQVRm7MYdKE7aws4DOQxzldlwq18j4adHyDUFYA7oQHXJbjxT1uKbaiwn0Q5YxAgm9onn4cpAyqu6ETQirs5bmTokANDVlEp1xKhmqoAQQghHONfB69cAtad1pQMxWuv+wL3AJ0op/7ou1FrP0VoP0loPCgsLO8cwhKu6Y2ICP1iHoLfNh8I03MtzSNLh+OkSXv3GRVZm1xr9+6tsVr14svPHBN+7mvDHEsm5az/PDV3FBMt7jKn4DwtjH8XNbOKaITHcdJqkCoDgTuBubA9kCerYTJUQQgjhCGfdYqWUsgDTgIE1x7TWFUCF/fFGpdQBoBuw4RzjFK1UfGQAP0ZeikfGSiqXPY87sDVgPDGFnxBUmOjs8BrElp2IqSiNL6qmMLrP8YSpU5gv918Yz70Te7HmYB6dw8+8Iv0xJhO06wNJq0ESKyGEcCnn0mI1HtijtU6pOaCUClNKme2POwFdgdY3b1441KSLppOqQzBv+gAAW+9pAERXHaS8yurM0Oq1PaWAf7/yOgBrdDxju0ecUsZiNjGyayjtA7wafuP2/Yx/AyWxEkIIV9KQ5RY+BVYD3ZVSKUqpW+ynrubEbkCAUcA2+/IL84E7tNZ5DoxXtEJ9ooPYFDgZM1aKtBcJA4dT7BVJL1MS2UUVUJQBR1Y7O8w6bU3JZ7jaTqqKoG+fBAK8HTTQXBIrIYRwSQ2ZFXjNaY7PquPYlxjLLwjRKF0n3gZfzCXZHE2vUF9yg7rRueQAmYXlRO/5L2x4Fx5KAXPLmiGXdrSIqaZd+PSfziuXOnC9qd7TQNsgarDj7imEEKLJycrrokXo0TuBrWGXUNl9KgCmgA6EqnwyCyugMBWqyyF3v5OjPJUlbRN+qgxTpzGOvbGbJ/S/3hhvJYQQwmXIPhmixeh358fHHnsGtsODIrILiqHYvklx5k4I7+mk6Oo2IGsBZcoLry7jnB2KEEKIFkA+DosWyTOoPSalKcrLqpVY7TjzRY6StBYWPwKVpWcuV5jOyIoVbAyeAp4BzRObEEKIFk1arESLpHzDAagoSK+VWO1q+ide/AisftV4HDMcel582qLVa+Zg0jYOxM1kZNNHJoQQwgVIi5VomXyNZQvMBUlQWWQca+r9AzN2wOpXyYq9lGptInX3GWYiVleiNr3Pz7YB+HXo2rRxCSGEcBmSWImWycdYjT+42Fgk1BbSFQpToOxo0z3nypfA3ZdPQu5in46k8OD605dN/AFzeR6fWMcRFeTddDEJIYRwKZJYiZbJ3mIVVXEAgC+PdjGOO6I7sCwf3h4HaZuPH8s7CDsXwKCbWJVqZbutE+FFuykur6r7HpvnUuoRzgpbX6KCGrHwpxBCiFZNEivRMnn4UmXyoovtMAA/lvcyjjuiOzB5LaRugF3fHj+26hUwWagY/Ee2phRQGNSbEFXI0vWbT72+MB32L2FryIWYTGYi/D3PPSYhhBCtgiRWosWq8Ayho8kYuL6HThSZ/CDrLBMrm81YvV3r4y1VKfauvsJ02DIXEq5jR6E3ldU2eg8aBcD2dcvQWp94r62fgrbxs8cEOgR6YTaps4tJCCFEqyOJlWixrN7hxx5fNjKBHdXRVKRuP7ubHVoG702GA78eT6xSN4G1Gta8BrZqGHEPG48YOzB16TMcmzLjd3Qn32xJO34frWHzxxBzHhuKg6UbUAghxAkksRItVs2SCyXmAK4Z3om9tmhU1i6j9amx8oy9wK27v0OnbQaPAKgqgaTfYcN7EH8FmZb2LNubTccQb8KCA1HhPZjssZMXvt9OaWW1cZ+kNZB3gI8qzmdrcj79ogMdVFshhBCtgSRWosXyCekAgFtABFFB3lSH9cLdVoY173Djb1aQCkD55s9RxZmsD7oQgMLPZ0NlMTP3jmDoU7/w+4Fczu8aCoAa+ke6Wvfxz/JnePa7rQCkL/8fJXjyfHIP/japO/dN6HbuFRVCCNFqyAKhosUy+xkzA90D2gHQve8wWA57tq6m97hOjbtZoZFY+diKAXg2qTtvuPkTVpbMb2oQ/rH9eCwmiIEdg4jv4G9cM2AmWCsZt+helm/8gD/ml/DCkYWscB/FJ7eOIz5SVlsXQghxImmxEi2XvSsQH+PfIUPPw4bi0K51jb9XYRp5Xh2xaYVWJt6+/2Z8Og0H4Pybn+a1awdwy8g4EqIDsZhr/VoMvgUd0YfrvVbje2AhPqqCsdfeK0mVEEKIOkliJVoue0JVs6aVh7c/Rz2isGTv4mhJZZ2XzF17hKmvraKkovqE47oghY0V0SR6xqPa9SEoMBDv0XfDBY9C9JAzhqH6zaBbdSJPhiyGkK54xA4/97oJIYRolSSxEi2XPaHCN+zYIbfIPnQjia82p9Z5ybK92WxNzuep73cfP6g1uiCVA5WBJI19FWbMNY7HjoTRf6s/jvgrQZlwLzwC/a8DJcsrCCGEqJskVqLlCuoIJjcIOb4Xn39MArGmTL5et+/U9aWAg9nFWEyKuWuTWJ6YbRwsycFkqySTEEYkxENgdOPi8G8PcaNBmaHfNedSIyGEEK2cJFai5fINh7/shB4XHT8W0QsTGpW9m60pBcePVxRj+2gavnk7uWF4LF3CfXlg/jYKSquMPQYBr9AYfDzOcr7Ghc/CVe+BX7tzqJAQQojWrt7ESin1rlIqSym1o9axfyilUpVSW+xfU2qde0gptV8ptVcpNampAhdthF/EiV1vEb0BiHdL4dVf92Oz2VutjqzCdOAXZpsW0LO9Hy9O70d2cQX/WLiTkuwkADp07Hry3RsurDv0mnr21wshhGgTGtJi9T4wuY7jL2mtE+xf3wMopXoBVwO97de8rpQyOypYIQiMBTcfro4p4ufdmfxz4U6jSzBpNQDjTRvp6Z1P36hA7rqgC19tTmXx6o0A9OzW3YmBCyGEaAvqTay01iuAvAbebyrwmda6Qmt9CNgPnHnKlRCNYTJBRC/iLcncPCKOD1YfYXtqASStocAzCoCuh+cBcNfYLvSJDCAr5SCV2kKfbl2cGbkQQog24FzGWN2llNpm7yoMsh+LBJJrlUmxHzuFUuo2pdQGpdSG7OzscwhDtDkRvVGZO5nVC953e5aMQzshdSNbfEeyzDQUj/WvwcdX4rb7a16a1p1IUy75bmG4u8l6uEIIIZrW2SZWbwCdgQQgHfhPY2+gtZ6jtR6ktR4UFhZW/wVC1IiIh7KjRK57gjHmrQz+/Q6wVrKmqhtzw+6FkX+BrF0w/ya6fDSQC7124x8R6+yohRBCtAFnlVhprTO11lattQ14m+PdfalA7bnsUfZjQjhOeC8AzHsXkY8fQWXG4PTFRR2JaNcexv0d/rwdZn4FXSdisZbhGZXgxICFEEK0FWfVN6KUaq+1Trd/ezlQM2PwW+ATpdSLQAegK3AW+48IcQYRvY49/E/IP7gz/wXCAv05mOrFNaG+xgmTGTqPNb6qK4z1sIQQQogmVm9ipZT6FBgDhCqlUoDHgTFKqQRAA4eB2wG01juVUp8Du4Bq4E6ttbVJIhdtl1cQBMaATzhlgYO5o/BxHhvRBT7Pons7v1PLWzyaP0YhhBBtUr2Jlda6rqWm3zlD+SeBJ88lKCHqdc1n4BlA9Poy5hf5szw3AMiiX1SgsyMTQgjRhsk0KeGa7AuFxoQYq6p/vz2duFAfAryly08IIYTzyJY2wqXFBHsDsD+rmH5RAU6ORgghRFsniZVwadFB3sce94sOdF4gQgghBJJYCRcX5ueBh8X4MZbESgghhLNJYiVcmlKKmGBvLCZFr/b+zg5HCCFEGyeD14XL693Bn2AfdzzdZL9vIYQQziWJlXB5z1zRF5vWzg5DCCGEkMRKuD5pqRJCCNFSyBgrIYQQQggHkcRKCCGEEMJBJLESQgghhHAQSayEEEIIIRxEEishhBBCCAeRxEoIIYQQwkGUbgHr/yilsoEjTfgUoUBOE96/ObhiHVwx5pO5ch1cOfYarlwHV469hqvXwZXjd+XYa7hyHeqLvaPWOqyuEy0isWpqSqkNWutBzo7jXLhiHVwx5pO5ch1cOfYarlwHV469hqvXwZXjd+XYa7hyHc4ldukKFEIIIYRwEEmshBBCCCEcpK0kVnOcHYADuGIdXDHmk7lyHVw59hquXAdXjr2Gq9fBleN35dhruHIdzjr2NjHGSgghhBCiObSVFishhBBCiCYniZUQQgghhINIYtWCKKWUs2NoLFeM+WStoQ5CnC1X//l35fhdOfbWoKle/1aVWCmlXLo+Wga8OYsvgFLK7OxAGkspFensGM6VUmqIUsrf2XGcDaXUpUqpzs6O4xx51TyQP/TN7th7jrz2TiGJVV3sb2z3OjuOc6GUukgp9YlS6nGlVBdnx9MQSqnJSqlvgH8rpVxuAThlCFdKLQP+B6C1tjo3qoZTSo1XSm0E7nB2LGdLKTVaKbULuA1wqcTK/vqvBt4B2js7nrNhf9/5GXhFKXUduNaHO6XUJUqpT4EHlVIdnR1PY9R67V9USo0C13rtAZRSlyml/u3sOM6GUmqK/e/X80qpMY6+v8smVkopi1LqAeAV4AWlVILW2uZKrQ5KKU+l1JvA34FPgU7AHUqpOOdGVjd7MuKplHofeBTjj4ovcItSKtSpwTWS/U2s3P7VVyl1IbTsVk/76++ulHodeAH4t9b6sdrnnRdd4yilPIF7gH9prf+gtU6xH2+xdbC//r5KqYUYP/+PAmuAjvbzLfZn52RKqYnAP4D/AuuAsUqpDk4NqhGUUuOBx4APAAvwJ6XURfZzLfr/QSkVCzwJ/B+wG7hNKfUH+7kWHTsYMdrjfQEjqT3f2TE1lFLKTSn1H4yf/TeBAuAapdRQRz5Pi/9PPB2tdTWwF+gB3Au8ZT/uMq0OWutyjF+sK7XWC4GngQEYf+xbHG0oB74BRmutvwUWYCzb4VL7QdnfwKKALcCDGMktWmubE8M6I/vrXwl4A19rrb+2v8n1qznv3AgbJRLI1Vp/ppTyUkpNU0qFYe8aaYkJlv31LwY+1lqP0Vr/AiwGptrPt9ifnTqMBhbb33c2AG5a6zQnx9QY44HvtNY/Yrz3+wE3K6V8XOD/oTOwUmv9DfAeRov5n5RSQfbGgRb3s1+b/fXdB/QHZgMu02qlta7CyBuu0Vr/gPHaBwIOzRtcKrFSSt2tlHpGKTXdfmiR1rpca/0yEK6UutZezs1pQdajVh2ush+aA6QopTy01nsw/oNbVNfCya+71vorrbXV/v2XQA+l1L+VUiOdG+np1arDFXDszSEN6AasAtKVUncopbo6M8661Ip9hv3Qv4HzlVIvAJuAJ5RSc5RSk5wX5ZnVqsOV9kNVwAX2n5mvgRuAlzE+SbYoJ//Oaq3n2Y+bgKNAslLKw5kx1qeu907gz0qpZ4HvgY5KqbeVUrfZy7eoP+51xP87MEIp5am1zsL4MGoGbnZakKehlLrypBaRFOAK+3t+udZ6GUZ9/u6UABugjjr8rrUu0lq/DfgopW6xl2txOUUdsb8PHFJKuds/TPgBIQ59Uq11i//CGGD2F4w/gFditPLMAsJrlbkcSHV2rGdRh7BaZaLt5/2dHW89MUfYz48B+mA0xf8RI/sPc2bMjahDMDAIeNxe7q9ACbDQ/r2lhcZ+i/3cn4DvgO4Ybwx3YzRthzo77gbU4Q/2c//B+PQ4wf59T2Ab0MvZcdfzs1P7d/Y8YI+zY23s62//ne0CvAuMtJedAvwAxDo77nrivxHjA9F7wLfAUvvjm4CHAZOz47bHHg4sx/gA93XtuIAPgZdr1bEfML/mvbWlfJ2uDvaYax5fCOwEgpwdbwNjr/3/EAT8ArRz5HO3uOyyLtp4BS4AHtVaz8f4ResLTKpV5isgUSn1VzjWB99inKYO/YDJtYr1BfZqrQuVUh2UUgnNH+lx9cWstV6mtd6ujW7Z7RhdVGXOircup6lDAjAByMBo+fke4015FXDQfqnTu5RP9/orpaZrrf8PuFprvVdrXYTRpekPlDot4Dqcpg597K1vLwNx2Lv/tNa7MT65t4gW54b8zmqtf8docb7UOVGe2WnqEA/M0Frvx3j90+3FtwOZQIvpUq4j/nsxfn/7YSSIjwMvaK1vAiqBON1CugK10ZL2DcbPSzpwe63T/wQuVkr1ttexHCgCips90DM4Qx2UtndbaqNLrWasmF+t3hinOkPstX++OwIFWusMpVSUUmqsI567xSdWtZoWNwDnA2ijX30f0Fsp1b1W8T8CzymlMjDGcLQIZ6hDIkYdetvPhwLlSqk/YYzdiG7uWGvUE3NPpVS3ky6ZiJFUtZjE6gx12Ivxxtwfo1l+vda6N3A1MEYpFWl/s3OaM8S+GxiolOqujfE+NSZgJFUtZnzeGeqwB6O1sBBjAPi9SqneSqnHMP7opzgh3BM04He2h72cP0Z9qpwR55nU8/Pf397t/QvwnL3cTRjvm0ebOdQ6nSb+HzD+DwYDXbTWm7XWi+zlBgJrmz3QOtSK/f+AXcBPwEVKqfYAWusDGJN/Xrd3h1+P0cLSIpJCOHMd7EmVieM5xAMYY4T3Ae2aPdiT1BO7VkpZ7OcjAbP9b+4iHBR7i0uslH1WX00ff61PH/sBP6VUH/v3y4EAjG4Q7K07b2OM+Rmgtf6gGcM+wVnUoWYdmcswps93ASZrY2BpS43ZXxkz1GYqpbYBscBD2omTBxpRhxUYPzdZwB1a68ft5fOAEVrr1GYNnEa//v4c/7m/Wim1A+OT18PO/LR+FnWI01o/B3wM3Inxc3+V1jq3WQPnrH7+fe3lCjEmQUQ0a8B1aGQdvDHq8TpgUcayI72BmfY6NbtGxu/H8d+BKUqpdRi/A182a9B2p4tda11lb9H/HSMBv6fmGq310xjJ1S0YXfq3aK2d9sG0EXW4u+a8NsbadgbewOhuG2BvTW/psVfbL50AXILx3jNFa/2JI+JpMYmVUmqEUuoD4FGlVHBNi4E6PhB9HVANTFRKWbTWuzCyzZo1lHKB2Vrrq7STZrecQx2G2M9/BIzTWt/TXH/czyHmgdqYoZYM/FFrfYO96bXZnUUddmK8CffXWpcrpcy1fiGbtSneAT/3R3C9138XxgSN8wC01h8C92itb9Rap9fxFC0t9tqvPxhdsu83Z9y1nWUdooEh9g8T1wDTtdYztNYZLhJ/JEarFRitJHdora/QWjdra9sZYj/2nmKXgzEerJsyupzClTEL8EPgdq31dGe89vZYG1uH7vY6hCqjxTYHuEtrPa25//aeQ+w1H4Q+AyY6+m9ui0islFKdMD45LcX4g/dvpdQUODY9Em2MB9iAMVX1QfulFRh/WNBaJ2uttzdz6MecYx0O2s8v0FovdZGYa173ZVrrVc0V88nOsQ6H7eetNb+QzclBr/9qrfVvzRz6MY74ua9dtjk54mfHXsZp3a/nUIdyjr/vlDoxKXfE7+8+rfWm5o283titWmutlPJQxuw/q9Z6BcYg7x0YrW6h9rKVzR17jXOsw28Yg+0LtNaJLhb7MqVUV631Gq31zw4PTreM0ftXA5/ZHwcDt2I0Lba3H3sCo8k0FmPdqm+BjRjrl7SUGSAuVwdXjLk11cGVY28NdXDl2FtLHVw5/gbE/i+MXohY+/d3YAw/eBZj3TBX+PlpsXVoybE76wW5BLgLGGb/vhPGjKwY+/e9gGcwZrCMBD7BGKhYc70vEOjk/1SXq4Mrxtya6uDKsbeGOrhy7K2lDq4cvwNiH1/7e6lD6429WbsClVLtlbEdxP0Y60e8p5SapLU+CKwGaqZp7sVosvMHtmutr9Va71f2kf5a62KtdX5zxl7DFevgijGfzJXr4Mqx13DlOrhy7DVcvQ6uHL8DYq9ZTuRnbXRrNjtXroMrxt7cY6wGAb9prc/XWv8bY5+q2+znfsNY32aoNmaWpQKjtNYFYEyf1C1jfRJXrIMrxnwyV66DK8dew5Xr4Mqx13D1Orhy/Ocau9PXxMO16+BysTd5YqWUukEpNUYZWz78gtHnWSMXY00SMNYf2Yyx27cvxtTfI0opb3DuPlyuWAdXjPlkrlwHV469hivXwZVjr+HqdXDl+F059hquXAdXjh2MbQ0cTimlMBba+gRjwbMDGAPL7tFapyul3LQx46M9RtMe2phq+l+lVEeMbRY6AjdorZ2ykrQr1sEVY25NdXDl2FtDHVw59tZSB1eO35Vjbw11cOXYT6EdP8DMbP+3G8Yu8GBsWfF/wIKTyiwExtsfh9v/tQB+jo6rtdfBFWNuTXVw5dhbQx1cOfbWUgdXjt+VY28NdXDl2Ov6cliLlTIGiP0bY3n47zEGkFnBWFNCKXUPkKaUGq21Xq6UcgeyMfb3exJj36Qx2ljgrchRcbX2OrhizK2pDq4ce2uogyvH3lrq4Mrxu3LsraEOrhz7mThkjJVSajTG2iJBGNsP/Btj76wLlFJD4Fhf5z8wNp8E8MTYKf4XjK0JxutmXjW3NlesgyvGfDJXroMrx17DlevgyrHXcPU6uHL8rhx7DVeugyvHXi9HNHthbJA5s9b3r2NsiDwL2Gg/ZsLoP/0cY2+tIcCHQIKzm+1ctQ6uGHNrqoMrx94a6uDKsbeWOrhy/K4ce2uogyvHXm/dHPQCeQMeHO8DvQ542v54C/An++NB2FdKbWlfrlgHV4y5NdXBlWNvDXVw5dhbSx1cOX5Xjr011MGVY6/vyyFdgdrYa6pCH18vYgJGPyjATUBPpdR3wKcYTX81MwBaDFesgyvGfDJXroMrx17DlevgyrHXcPU6uHL8rhx7DVeugyvHXh+HLrdgH4imgQiMPZ3AGFD2MBAPHNL2HaS1PRVtaVyxDq4Y88lcuQ6uHHsNV66DK8dew9Xr4Mrxu3LsNVy5Dq4c++k4eoFQG+AG5AB97dnmY4BNa72y5sVp4VyxDq4Y88lcuQ6uHHsNV66DK8dew9Xr4Mrxu3LsNVy5Dq4ce90c3bcIDMN4oVYCtzj6/s3x5Yp1cMWYW1MdXDn21lAHV469tdTBleN35dhbQx1cOfa6vpS9Ug6jlIoCZgIvaq0rHHrzZuKKdXDFmE/mynVw5dhruHIdXDn2Gq5eB1eO35Vjr+HKdXDl2Ovi8MRKCCGEEKKtavJNmIUQQggh2gpJrIQQQgghHEQSKyGEEEIIB5HESgghhBDCQSSxEkIIIYRwEEmshBAuRSllVUptUUrtVEptVUrdp5Q643uZUipWKXVtc8UohGi7JLESQriaMq11gta6N8b+YhcCj9dzTSwgiZUQosnJOlZCCJeilCrWWvvW+r4TsB4IBToCHwE+9tN3aa1/V0qtAXoCh4APgFeAZ4AxgAfwmtb6rWarhBCi1ZLESgjhUk5OrOzH8oHuGJu32rTW5UqprsCnWutBSqkxwF+11hfby98GhGutn1BKeQCrgKu01oeasSpCiFbI4uwAhBDCgdyAV5VSCYAV6HaachMxNny90v59ANAVo0VLCCHOmiRWQgiXZu8KtAJZGGOtMoF+GGNIy093GfAnrfXiZglSCNFmyOB1IYTLUkqFAW8Cr2pjXEMAkK61tmFs6mq2Fy0C/Gpduhj4o1LKzX6fbkopH4QQ4hxJi5UQwtV4KaW2YHT7VWMMVn/Rfu514Eul1A3Aj0CJ/fg2wKqU2gq8D/wXY6bgJqWUArKBy5onfCFEayaD14UQQgghHES6AoUQQgghHEQSKyGEEEIIB5HESgghhBDCQSSxEkIIIYRwEEmshBBCCCEcRBIrIYQQQggHkcRKCCGEEMJB/h9TC2ckqWbiIwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "MSFT.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(label='msft', figsize=(10,4));\n",
+    "AAPL.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "TSLA.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "JNJ.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "FB.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "NVDA.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x1230f7a90>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 424.875x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#histogram to show spread and distribution type\n",
+    "sns.displot(df.dropna(), bins=30, color=\"purple\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Market_Data_Team/ClosingPrice.csv b/Market_Data_Team/ClosingPrice.csv
new file mode 100644
index 0000000..c746ef9
--- /dev/null
+++ b/Market_Data_Team/ClosingPrice.csv
@@ -0,0 +1,1485 @@
+Date,AAPL,FB,NVDA,MSFT,JNJ,TSLA
+2015-01-02,24.696352005004883,78.44999694824219,19.38051414489746,41.53913497924805,88.70050048828125,43.86199951171875
+2015-01-05,24.000614166259766,77.19000244140625,19.05317497253418,41.15715789794922,88.08099365234375,42.018001556396484
+2015-01-06,24.00287628173828,76.1500015258789,18.475513458251953,40.55307388305664,87.64815521240234,42.25600051879883
+2015-01-07,24.339447021484375,76.1500015258789,18.4273738861084,41.06830978393555,89.5831069946289,42.189998626708984
+2015-01-08,25.27462387084961,78.18000030517578,19.120563507080078,42.27646255493164,90.28746032714844,42.124000549316406
+2015-01-09,25.30173110961914,77.73999786376953,19.197589874267578,41.92112350463867,89.05693054199219,41.332000732421875
+2015-01-12,24.678279876708984,76.72000122070312,18.956893920898438,41.397003173828125,88.75143432617188,40.44200134277344
+2015-01-13,24.89739227294922,76.44999694824219,18.92801284790039,41.18379592895508,88.9041748046875,40.849998474121094
+2015-01-14,24.802518844604492,76.27999877929688,19.005033493041992,40.82845687866211,88.25920104980469,38.53799819946289
+2015-01-15,24.12936782836914,74.05000305175781,18.87025260925293,40.40205383300781,86.97773742675781,38.374000549316406
+2015-01-16,23.941884994506836,75.18000030517578,19.216842651367188,41.07719802856445,88.29315185546875,38.61399841308594
+2015-01-20,24.558555603027344,76.23999786376953,19.27460289001465,41.210445404052734,85.9593734741211,38.38600158691406
+2015-01-21,24.746047973632812,76.73999786376953,19.54418182373047,40.79292297363281,86.47705078125,39.31399917602539
+2015-01-22,25.38982582092285,77.6500015258789,19.881149291992188,41.867828369140625,88.0555419921875,40.32400131225586
+2015-01-23,25.520843505859375,77.83000183105469,19.938919067382812,41.912235260009766,86.73163604736328,40.257999420166016
+2015-01-26,25.54795265197754,77.5,19.85226821899414,41.76123046875,86.78256225585938,41.310001373291016
+2015-01-27,24.65343475341797,75.77999877929688,18.899127960205078,37.89691162109375,86.63827514648438,41.19599914550781
+2015-01-28,26.04715919494629,76.23999786376953,18.591041564941406,36.591041564941406,86.12061309814453,39.874000549316406
+2015-01-29,26.85810089111328,78.0,19.043546676635742,37.319496154785156,86.88439178466797,41.040000915527344
+2015-01-30,26.465057373046875,75.91000366210938,18.485139846801758,35.889251708984375,84.98342895507812,40.720001220703125
+2015-02-02,26.797109603881836,74.98999786376953,18.88950538635254,36.670997619628906,85.56897735595703,42.1879997253418
+2015-02-03,26.801626205444336,75.4000015258789,19.361257553100586,36.95526885986328,86.9522933959961,43.672000885009766
+2015-02-04,27.007186889648438,75.62999725341797,19.409399032592773,37.16847229003906,86.01876068115234,43.709999084472656
+2015-02-05,27.199951171875,75.61000061035156,19.727108001708984,37.71036148071289,86.9522933959961,44.198001861572266
+2015-02-06,26.970901489257812,74.47000122070312,19.640460968017578,37.6748161315918,85.79812622070312,43.47200012207031
+2015-02-09,27.150056838989258,74.44000244140625,19.621204376220703,37.630409240722656,84.67790222167969,43.49599838256836
+2015-02-10,27.67165184020996,75.19000244140625,20.169981002807617,37.84360885620117,85.1616439819336,43.257999420166016
+2015-02-11,28.320241928100586,76.51000213623047,20.03519630432129,37.6481819152832,85.18710327148438,42.560001373291016
+2015-02-12,28.678550720214844,76.2300033569336,21.469722747802734,38.278907775878906,83.54072570800781,40.57600021362305
+2015-02-13,28.81915855407715,75.73999786376953,21.479345321655273,38.97180938720703,84.54214477539062,40.75400161743164
+2015-02-17,28.989240646362305,75.5999984741211,21.546737670898438,38.98971176147461,85.23802947998047,40.869998931884766
+2015-02-18,29.191072463989258,76.70999908447266,21.29642105102539,38.944976806640625,84.8306655883789,40.891998291015625
+2015-02-19,29.129840850830078,79.41999816894531,21.35418701171875,38.918121337890625,85.45867919921875,42.34199905395508
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diff --git a/Market_Data_Team/Deliverable 1 .pdf b/Market_Data_Team/Deliverable 1 .pdf
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diff --git a/Market_Data_Team/Final Deliverable/CSV/fb.csv b/Market_Data_Team/Final Deliverable/CSV/fb.csv
new file mode 100644
index 0000000..df245e9
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/fb.csv	
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diff --git a/Market_Data_Team/Final Deliverable/CSV/fb_indicators.csv b/Market_Data_Team/Final Deliverable/CSV/fb_indicators.csv
new file mode 100644
index 0000000..24e38b8
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/fb_indicators.csv	
@@ -0,0 +1,1499 @@
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diff --git a/Market_Data_Team/Final Deliverable/CSV/jnj.csv b/Market_Data_Team/Final Deliverable/CSV/jnj.csv
new file mode 100644
index 0000000..91469fa
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/jnj.csv	
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diff --git a/Market_Data_Team/Final Deliverable/CSV/jnj_indicators.csv b/Market_Data_Team/Final Deliverable/CSV/jnj_indicators.csv
new file mode 100644
index 0000000..2b33e50
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/jnj_indicators.csv	
@@ -0,0 +1,1499 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/Final Deliverable/CSV/msft.csv b/Market_Data_Team/Final Deliverable/CSV/msft.csv
new file mode 100644
index 0000000..f8c39e6
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/msft.csv	
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diff --git a/Market_Data_Team/Final Deliverable/CSV/msft_indicators.csv b/Market_Data_Team/Final Deliverable/CSV/msft_indicators.csv
new file mode 100644
index 0000000..16781bf
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/msft_indicators.csv	
@@ -0,0 +1,1499 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/Final Deliverable/CSV/nvda.csv b/Market_Data_Team/Final Deliverable/CSV/nvda.csv
new file mode 100644
index 0000000..6a02196
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/nvda.csv	
@@ -0,0 +1,1499 @@
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diff --git a/Market_Data_Team/Final Deliverable/CSV/nvda_indicators.csv b/Market_Data_Team/Final Deliverable/CSV/nvda_indicators.csv
new file mode 100644
index 0000000..6ea6ab6
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/nvda_indicators.csv	
@@ -0,0 +1,1499 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,20.280000686645508,19.809999465942383,20.1299991607666,20.1299991607666,2842000.0,19.37479019165039,,,,,,,
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+2015-01-23,20.75,20.5,20.670000076293945,20.709999084472656,3010400.0,19.93303108215332,,,,20.026999855041502,,,58.529411599710315
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diff --git a/Market_Data_Team/Final Deliverable/CSV/tsla.csv b/Market_Data_Team/Final Deliverable/CSV/tsla.csv
new file mode 100644
index 0000000..40cb396
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/tsla.csv	
@@ -0,0 +1,1499 @@
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diff --git a/Market_Data_Team/Final Deliverable/CSV/tsla_indicators.csv b/Market_Data_Team/Final Deliverable/CSV/tsla_indicators.csv
new file mode 100644
index 0000000..9fbe194
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/CSV/tsla_indicators.csv	
@@ -0,0 +1,1499 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
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diff --git a/Market_Data_Team/Final Deliverable/Charting.ipynb b/Market_Data_Team/Final Deliverable/Charting.ipynb
new file mode 100644
index 0000000..ee21b04
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/Charting.ipynb	
@@ -0,0 +1,604 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas_datareader.data as web\n",
+    "from datetime import datetime\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# specify our start and end date using datetime\n",
+    "start = datetime(2015, 1 , 1)\n",
+    "end = datetime(2020, 12, 11)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>FB</th>\n",
+       "      <th>NVDA</th>\n",
+       "      <th>MSFT</th>\n",
+       "      <th>JNJ</th>\n",
+       "      <th>TSLA</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-12-07</th>\n",
+       "      <td>285.579987</td>\n",
+       "      <td>544.270020</td>\n",
+       "      <td>214.289993</td>\n",
+       "      <td>148.970001</td>\n",
+       "      <td>641.760010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-08</th>\n",
+       "      <td>283.399994</td>\n",
+       "      <td>534.000000</td>\n",
+       "      <td>216.009995</td>\n",
+       "      <td>151.550003</td>\n",
+       "      <td>649.880005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-09</th>\n",
+       "      <td>277.920013</td>\n",
+       "      <td>517.229980</td>\n",
+       "      <td>211.800003</td>\n",
+       "      <td>153.100006</td>\n",
+       "      <td>604.479980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-10</th>\n",
+       "      <td>277.119995</td>\n",
+       "      <td>518.890015</td>\n",
+       "      <td>210.520004</td>\n",
+       "      <td>152.250000</td>\n",
+       "      <td>627.070007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-11</th>\n",
+       "      <td>273.549988</td>\n",
+       "      <td>520.530029</td>\n",
+       "      <td>213.259995</td>\n",
+       "      <td>152.949997</td>\n",
+       "      <td>609.989990</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    FB        NVDA        MSFT         JNJ        TSLA\n",
+       "Date                                                                  \n",
+       "2020-12-07  285.579987  544.270020  214.289993  148.970001  641.760010\n",
+       "2020-12-08  283.399994  534.000000  216.009995  151.550003  649.880005\n",
+       "2020-12-09  277.920013  517.229980  211.800003  153.100006  604.479980\n",
+       "2020-12-10  277.119995  518.890015  210.520004  152.250000  627.070007\n",
+       "2020-12-11  273.549988  520.530029  213.259995  152.949997  609.989990"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Import Stocks Data from Yahoo Finance\n",
+    "FB   = web.DataReader(\"FB\",   'yahoo', start, end)\n",
+    "NVDA = web.DataReader(\"NVDA\", 'yahoo', start, end)\n",
+    "MSFT = web.DataReader(\"MSFT\", 'yahoo', start, end)\n",
+    "JNJ  = web.DataReader(\"JNJ\",  'yahoo', start, end)\n",
+    "TSLA = web.DataReader(\"TSLA\", 'yahoo', start, end)\n",
+    " \n",
+    "# create new dataframe with just closing price for each stock\n",
+    "df = pd.DataFrame({'FB': FB['Adj Close'],\n",
+    "                   'NVDA': NVDA['Adj Close'], 'MSFT': MSFT['Adj Close'],\n",
+    "                    'JNJ': JNJ['Adj Close'], 'TSLA':TSLA['Adj Close']})\n",
+    "\n",
+    "df.tail()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x11e71ec50>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#plot stocks and their Adjusted Closing Price during start and end dates \n",
+    "FB['Adj Close'].plot(label='FB',figsize=(12,8), title = 'Adjusted Closing Price', color='purple')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:title={'center':'Adjusted Closing Price'}, xlabel='Date'>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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O8cEHH2CM4bPPPnNesFG9enWOHTtGcnKyM+7XO8RGR0eTlpZGWFgYO3bs8Dl/YmIigDMVm3ePsfdySkoKFSpUcNbvu+8+ZzmrYJxd77I/KRiLiIiIlGLer3I+duwYt912GwBvv/2205vsebnH/v376d+/P+AaI+zhPazBE5w9PMF48eLFQO7BuGfPnnz44Yc8/fTTzraoqChnedGiRTzyyCM+1w8UmsdYREREpBQbOHCgs+w9lCIiIsIJxq1ateLXX39l7969zvYjR444y94v3PAeswx/BWOPxo0bO8veQylSU1MJCQnhu+++c9p27tzJ999/T6dOnZy23r1707t37zx/vpKkHmMRERGRUsy7h9c7GIeHhzu9yZ4eY+9g3LRpU2fZu8c4PT3dZ/nZZ5/1uV6bNm2c5SuuuAJwvSgk41AKgCZNmnD77bcHZO9wVhSMRURERMqIjA/fZRxKcddddwEwatQoJ9SCb4/xypUrmT9/PgCrV6/OdA3PW/PANe64e/fuREREZBmMSxsFYxEREZFSKuN0bN7BOCUlxQnGderUAXDmKn7kkUd8jvPuMR43bhx9+/YFYN68ebnWEBwcTFpamjOUojRTMBYREREppQ4dOuSz/uGHHzrLHTp0cIZSeM8K0aVLl0xTpXn3GHvzHi+cnZCQEFJTU8tEj3HpjvUiIiIi5djOnTuz3eb98J331Gjjx4/PtG9WL9s499xzWblyZa41hISEcObMmTIRjNVjLCIiIlJKeYJxxinWwDVLRFbBODQ0NNO+WfUYe0Kx58Ug2QkJCXGGUigYi4iIiIhfeIJxkyZNeOqpp3y2paamZjmUwnvuYY+sXsDhcfPNN+dYQ3BwMKmpqSQnJ2uMsYiIiIj4x86dO6lduzaRkZGZplXLrsc4q2Cc03RqERERvPfeewDUqlUr03bPGOPExMSAfJtdfigYi4iIiJRSO3fu9JmP2JtnVoqgoCCf4RNZBeOcREREcPvtt5OYmMiePXsybQ8JCSE2NpYzZ86U+mBcuvu7RURERMqxnTt30r179yy3eYZSREZGYozBGIO1Nt/BODw83OfvjL788ktnOSIiIl/nDjTqMRYREREphVJTU9mzZ0+2Pcapqans3bvXGf7gGS6R1cN3OclP2C3tPcYKxiIiIiKl0L59+0hLS8syGBtj+PDDD5kxY4bzUo+gIFfsy63H+LnnnvNZz66nOCsKxiIiIiJS4nbv3g24ZqTIyHuKtQEDBgA4L/XIrcf4mmuu8VnPT9jVUAoRERERKXHx8fEAPm+xq169eqa222+/HYCffvqJl156KdseYE+Arlq1qk97Vi//8Hb99dc7y6U9GOf68J0xpiHwCVAbsMAka+0bxphqwDSgCbALGGKtPW5cA1jeAPoDp4FbrLWri6d8ERERkfInLi6OM2fOAL5DHVasWMGPP/7IyJEjnTZPsG3dujWtW7fO9pyzZ88GICkpyac9pzmOAaZOncqVV17JkiVL6NmzZ/4+SIDJS49xKvCQtbYN0B0YaYxpAzwOLLTWtgAWutcBLgdauP+MAN4p8qpFREREyqklS5ZQtWpVZs6cCfgG46ZNm3LzzTc7L/YAqFevXr7On3EMcl56gYcOHcrEiRNzfUteoMs1GFtrD3h6fK21p4DNQH3gKuBj924fA393L18FfGJdfgOqGGPqFnXhIiIiIuXRggULAPjhhx+ArB+O69ChA+DqWfYMryio0j48Ij/yNY+xMaYJ0BlYBtS21h5wbzqIa6gFuELzXq/D9rnbDni1YYwZgatHmUaNGuW3bhEREZFyyTPLxMGDB4GsZ5n47rvv2Lp1q89Y44Lo2bNnjsMvypo8B2NjTBQwA7jfWnvS+9WB1lprjLH5ubC1dhIwCaBr1675OlZERESkvDp58iTw11jgrHqM69SpQ506dQp8jbi4OEJCQnIdX1zW5CkYG2Mq4ArFU6y1ntebHDLG1LXWHnAPlTjsbo8BGnod3sDdJiIiIiKF5Okx9sjPPMN5Vdie5tIq1zHG7lkm3gc2W2tf89o0E7jZvXwz8I1X+zDj0h044TXkQkREREQKwdNj7FGhQgU/VVL25KXH+ELgJmC9MWatu+1J4AXgC2PMbcBuYIh727e4pmrbhmu6tuFFWbCIiIhIeeYdjMPDw/Ee3iqFk2swttb+BGT3L35pFvtbYGQW+4qIiIhIIR05csRZzup10FJwevOdiIiISClhrXVmowA455xz/FhN2aNgLCIiIhLgOnbsyKOPPkp8fDyJiYlOu2e+Yika+ZrHWERERERK3rp161i3bh1r164FoHr16hw9epTu3bv7t7AyRsFYREREpJTwvPXu3XffJSQkhIsvvtjPFZUtCsYiIiIipUyNGjXo1auXv8soczTGWERERKSUqFmzJgA9evTwcyVlk4KxiIiISCmRlJTEyJEjCQpShCsO+lcVERERCWDp6enO8smTJ+nSpYsfqynbFIxFREREAlhKSorPer169fxUSdmnYCwiIiISwDIG44iICD9VUvYpGIuIiIgEsOTkZJ/18PBwP1VS9ikYi4iIiASwjMFYPcbFR8FYREREJIBpKEXJUTAWERERCWAaSlFyFIxFREREAtiZM2d81tVjXHwUjEVEREQC2IEDB3zWFYyLj4KxiIiISACLiYlxlmvWrKlgXIwUjEVERESysW/fPmJjY/1aw+LFi53lm266Sa+DLkYh/i5AREREJFA1bNiQyMhIEhIS/HL948ePM23aNGd96NChfqmjvNCPHCIiIiI5OH36NLGxsTz88MOZHoQrbsuWLfO55llnnVWi1y9vFIxFREREspCUlOQsT548mVdffZVVq1YV+XWOHj3Kv/71ryxDd8ae6sqVKxf59eUvGkohIiIikoWDBw86y1999RUAp06dKvLrjBw5kmnTpnHJJZeQmppKaGgoV1xxBQBxcXEATJw4kRMnTmCMKfLry18UjEVERESy4D1N2vLlywE4efJkkV9n2bJlgGsatr59+wJgrcVay+233w7AwIEDqVevXpFfW3xpKIWIiIhIFjLOHwzF02O8a9cuIHPo3rt3r7OsKdpKhoKxiIiISBa8g3Ht2rWBou8xPnz4sLP8r3/9K9ttCsYlQ8FYREREJAveY4xDQlyjT4u6x3jz5s3O8v79+53lvXv3smDBAmc9LCysSK8rWdMYYxEREZEseL9xLiYmhqCgIJ+ZKorCn3/+mWX7iBEjmDdvnrOuh+5KhnqMRURERLIwb948Lr30UgCGDRtGWFgYycnJRXqNP/74g+DgYGf9+uuvp23btj6h+I477ijSa0r2FIxFREREMrDWcujQIbp160ZsbCyTJ08mLCysyHuMt2/fTosWLZz14cOHc+uttzrrhw4dYtKkSUV6TcmegrGIiIhIBsnJyaSlpVGxYkWqV69OhQoViiUYHzhwgPr16zvrlStX5uqrr3bWq1evXqTXk5xpjLGIiIhIBqdPnwagYsWKTltxBOPDhw/TrVs3Z71y5co0adKEWbNmceTIEZ9hFlL8FIxFREREMvC8itk7GIeGhhZ5MD506BC1atVy1j2vfB44cGCRXkfyRkMpRERERDLwBOPIyEinragfvouPjyc+Pp66des6bdWqVSuy80v+KRiLiIiIZDB79mzAd/7goh5K4XmBiPernjVfsX8pGIuIiIhk8MMPPwD4zBhRlMF4ypQptGzZEoC6devy+++/s3r16iI5txScgrGIiIhIBi1atCAsLIyOHTs6bYUJxmlpaTRp0oQpU6YA8Morrzjb6tWrR4cOHejcuXPhipZCyzUYG2M+MMYcNsZs8GqbZoxZ6/6zyxiz1t3exBiT6LXt3WKsXURERKRYJCUl+Tx4BxAVFVXgV0IfOnSI3bt3c8sttwBw8uRJZ5v3GGPxr7zMSvER8DbwiafBWnudZ9kY8ypwwmv/7dbaTkVUn4iIiEiJS0pKyjTet3LlymzcuLFA5/OMJ05NTQXwCdhVqlQpWJFS5HINxtbaH40xTbLaZlwv7h4CXFLEdYmIiIj4TXJycpbB+MSJE9kckbODBw/6rKelpTnLrjglgaCwY4wvBg5Za//0amtqjFljjPnBGHNxIc8vIiIiUuKSkpIIDQ31afMEY2ttvs/nmf4NXK+b1os7AlNhX/AxFJjqtX4AaGStPWqMOQf42hjT1lp7MuOBxpgRwAiARo0aFbIMERERkaKT3VCKtLQ0Tp8+nWn8cV7O53Hw4EEnGIeE6F1rgaTAPcbGmBDgamCap81am2StPepeXgVsB1pmdby1dpK1tqu1tmvNmjULWoaIiIhIkcsuGAMFGk5x5swZZ3nnzp1OIK5atWohqpSiVpihFH8Dtlhr93kajDE1jTHB7uVmQAtgR+FKFBERESlZWQVjz0NyhQ3G9913H/v2ueKTgnFgyct0bVOBX4FWxph9xpjb3Juux3cYBUAPYJ17+rbpwF3W2mNFWK+IiIhIsSvOHuNVq1Y5y59++mkBK5TikJdZKYZm035LFm0zgBmFL0tERETEf06dOkW1atV82goTjB999NEs27t165b/4qTY6M13IiIiIhns27ePBg0a+LR5B+PffvvNmZtYyg4FYxEREREv//vf/zh27BgNGzb0afcE47i4OM4//3w6derkh+qkOCkYi4iIiHi58cYbAbINxp6hFIcPHy7ZwqTYKRiLiIiIZCHjUIqoqCiCgoI4cuSInyqS4qZgLCIiIuKWmprqLGfsMTbGUKlSJfbv35/v80ZERPDPf/6z0PVJ8VIwFhEREXHzfnVz/fr1M21PTk5mypQpzvratWvzdN6UlBQiIyMLXZ8ULwVjERERETfvYBweHp5p++nTp33WDx48mOs5rbWkpqZmmhe5evXqBaxSiote0C0iIiLi5gnGN9xwQ572T0tLy3Ufz/CMChUqOG1LliyhefPmBahQipOCsYiIiIhbfHw8ANdee22e9s9LME5JSQF8g3HPnj0LUJ0UNw2lEBEREXHz9BhHRUXlaX/vh/Wyk1UwlsCkYCwiIiLi5gnGFStWzHL7888/77NekGD8j3/8ozAlSjHSUAoREREp106cOMG+ffto27atM5Qiu2B83nnn+awnJibmen5PeA4JCcFaW8hqpTipx1hERETKtVGjRtGuXTsGDhzI999/D2Q/lCI4ONhnPeMsFVnRUIrSQz3GIiIiUq4tX74cgDlz5jht2fUYh4T4RicF47JFwVhERETKtePHj1OhQgUnwEL2wTg/PcbJycm0a9eOY8eOAVCrVq0iqFaKk4ZSiIiISLl28uTJTPMWZ/eWuvwE43Xr1vHnn39y9OhRxo8fT79+/QpfrBQrBWMREREp106dOkXNmjV5+OGHAQgNDc0UgD3yM5QiNDTUWf7Xv/6FMaYIqpXipKEUIiIiUm6lpqaSmJhIdHQ0jRo1AlxDILLjHZjr1q2b46wUeRl/LIFFPcYiIiJSbq1fvx6A6Oho2rZtm+v+3sE4MjIyx/Dr2XbppZcWskopKQrGIiIiUm516dIFgMqVK3P22Wfnur/3UIrcgrHnZSEvvPBCIauUkqJgLCIiIuXS/v37neXGjRvn6TXQBekxzm6GCwk8GmMsIiIi5VL9+vWd5datWwOuh+RyCrL5CcaeHuPsZriQwKNgLCIiIuXali1bnJA8fvz4HPfNOJRizpw5XH755cydOzfTvuoxLn0UjEVERKRcmTdvntPzGx4eTqtWrfJ8bMYeY8/5vFlrefLJJ50Xe6jHuPRQMBYREZFy5fLLL3eWH3/88Xwd6wnGxhgiIiKy3Gf79u0+D9yFh4cXoErxBz18JyIiIuVW1apV87W/ZyhFWFiYT0+w9+uk09PTneXIyEiCghS3SgvdKRERESkX/vzzT5555hmftmrVquXrHJ6314WHh/sEY8+0b+D7Yg8NoyhdNJRCREREyoV+/fqxY8cOn7aCBuOWLVv6hN4NGzY4y57ZKEDBuLRRj7GIiIiUeWlpaZlCMeQ/uFavXp1p06Yxe/bsbI/1DsaakaJ0UTAWERGRMm316tV069bNp+2aa64BoEqVKvk+35AhQ6hZs2a2wTg+Pt5ZVo9x6aKhFCIiIlKmzZ8/n9WrV3PVVVfx0ksvER8fT/v27fnll1/o1KlTgc+bXejdsmWLs6we49JFwVhERETKtJiYGKpUqcLXX3/t096zZ89CnTerYPzrr78yatSoHPeRwKWhFCIiIlJmHT58mKlTp1KvXr0iP3dWoXfjxo0+697TuEngUzAWERGRMqtt27YcPXo037NP5EVWwdj7zXgACxcuLPLrSvFRMBYREZEyacuWLcTGxgJw6NChIj9/VsHYM52blE4KxiIiIlImeffWXn311UV+/qyCcca33GX32mgJTHr4TkRERMqkffv2ERISwqFDh6hUqVKRnz8vwXjZsmVFfl0pPrn2GBtjPjDGHDbGbPBq+7cxJsYYs9b9p7/XtieMMduMMVuNMX2Lq3ARERGRnOzbt4/69etTrVo1QkKKvi8wL8G4adOmRX5dKT55GUrxEdAvi/bXrbWd3H++BTDGtAGuB9q6j5lgjAnO4lgRERGRIvX++++zePFiZ33fvn00bNiw2K6Xl2Cs6dpKl1x/fLLW/miMaZLH810FfG6tTQJ2GmO2Ad2AXwteooiIiEjO9u3bx+233w7AkSNH+O9//8u6devo06dPsV0zt4fvZs6cmSkoS2ArzN261xizzj3Uoqq7rT6w12uffe62TIwxI4wxK40xK48cOVKIMkRERKS8W758ubP89ttv8+9//5tjx47RqFGjYrtmVg/WpaWlOctXXHFFsV1bikdBg/E7QHOgE3AAeDW/J7DWTrLWdrXWdq1Zs2YByxARERGBH374wVn+3//+B7jmFB4yZEixXTOr3uDU1NRiu54UvwIFY2vtIWttmrU2HXgP13AJgBjAezBPA3ebiIiISLHYs2cP3377LZdffjl169blzz//JCwsjJSUFM4555xivfa7777rs65gXLoVKBgbY+p6rQ4CPDNWzASuN8aEGWOaAi2A5RmPFxERESms9PR07rzzTho3bsy2bdu4/PLL6dWrFwDNmzcvkZdtVK9e3Wfd8wroZ555ptivLUUv14fvjDFTgV5ADWPMPuBpoJcxphNggV3AnQDW2o3GmC+ATUAqMNJam5bFaUVEREQK5ZdffmHSpEkANGnShGuvvZZq1aoxdepURo4cWSI1eL8COi0tjfj4eADuuuuuErm+FK28zEoxNIvm93PYfywwtjBFiYiIiOTmwIEDAKxbt4527dphjOGGG26gRYsWxT6EwsM7GKekpPDwww8DUKFChRK5vhQtvflORERESiXPrFY1atRwhk0YY+jWrVtOhxUp7+EaycnJznJxvFBEip8m1xMREZFS6dChQ4ArGPuLdzD2jC8GBePSSsFYRERESqXVq1fTokULvw5b8A7Gl112mbMcFhbmj3KkkPTjjIiIiJQ6R48e5dtvv+Xee+/1dymONWvW0LFjRxo3bqw33pVSumsiIiJS6syaNYv09HQuv/xyv9aRcUq4tLQ0nwfypHRRMBYREZFSZdOmTQwfPhyALl26+LUWBeOyRcFYRERESpXdu3cDsHDhQmrVquXXWhSMyxaNMRYREZFS4d1332XDhg1MmDABgKZNm/q5oszS0tI0I0UppjsnIiIiAe+nn37i7rvv9mmrXbu2n6r5S8Ye49TUVPUYl2IaSiEiIiIBb+rUqc5y+/bt+eyzz4iMjPRjRS4Zg/Hu3bsVjEsx9RiLiIhIwPN+ecZPP/1EpUqV/FhNzhSMSy/1GIuIiEjAO378OABfffVVQIXijD3GoGBcmikYi4iISEDatGkTx44dA2DHjh3069ePv//97/4tKoOsgrEeviu9FIxFRESkwKy1WGsLfOz06dNJS0vLcnvbtm3p3Lkz4ArGzZo1K3CdJUk9xqWXgrGIiIgU2OOPP07FihVZvHhxvo+dMWMGgwcP5pVXXsm0LTU1FYA9e/Zw7Ngx4uLiaN68eaHrLWoaSlG2KBiLiIhIgcTExPDSSy+RmJjI448/nuv+6enpjB07lqNHjwI4wyT++OOPTPt6tgGsW7cOgDZt2hRF2UVKwbhsUTAWERGRAvnpp5+c5d9//z3X/ZctW8bo0aO59dZbAQgLCwNg/fr13HXXXcTFxQGQlJTEWWed5Ry3ZMkSwDVNW6Bp0aJFpjaNMS69FIxFRESkQE6cOAFA3759SUpK8plSDVzDIZYtW+azDq4gDJCQkADAihUrmDhxIk2aNOGPP/5g7dq1nDp1yjluy5YtAFSrVq34PkwBNWzYkG3btvm0qce49FIwFhERkTybP38+/fv357333mPHjh1UqFCBSy65BIDExESee+45li9fTnx8PA0bNqR79+4sW7aM+Ph4p0d4586dWGuddY8TJ07w8ssv89tvvwEwZcoUAKZNmwZAeHh4yXzIfKpYsaLPuoJx6aW+fhEREcmzcePGsWTJEmJiYqhXrx5nn322M6/wkSNHGDNmDGPGjPE5ZtmyZXTv3p06deo4bZs2bWLv3r1Ur17dGXMMMHnyZABq1apFu3btfM6T1XjeQFChQgWfdQXj0kvBWERERLI0a9Ystm3bxgMPPEB8fDxpaWksXboUgAMHDrBr1y6uu+46IiIiAJye44w8QycOHjzotHlC73nnnecTjD3CwsICcuhEVjIG48TERD9VIoWloRQiIiKSyc6dO7nyyit58MEHOXr0KNHR0Zx33nmkpaXRpk0bjhw5wsmTJ7n00ktJT08HXFOrZcU7EGfUuHFjPvroI2bOnOnTvnfvXurXr8+DDz5YdB+qmGQMxhs3bvRTJVJYCsYiIiKSyT333OMsr1mzBoCtW7cCcP755zvbevfuTXx8fJbnqF69OsaYHINxaGgoN998M1dccUWmbcYYZ47jqKio/H+IEhIaGgq4hlA88sgj/Oc///FzRVJQCsYiIiKSiScEh4WFOUMhrrrqKgAGDRoEuHp7a9WqlenhM49mzZoRERHBypUrnXN17NiR22+/nYYNG/LKK68wduzYHOswxjBz5kynhkAUHBzMmDFjWLFiBS+99FKmsdFSepiCvsaxKHXt2tV6/tOIiIiIfyUnJ1OxYkVnerVhw4Yxb948Dh48yIkTJ6hUqRLvvfcegwcPplq1aqSlpdGsWbNMQyl69OjBmjVrnKnX4uLiiI6OJigoCGttpofpPOsPP/wwPXv2ZODAgSXwaaW8McasstZ2zWqbeoxFRETExy+//EJqaioXXnghAHPnzuWCCy7AGEOVKlUICgrizjvvdB6OCw4OZtSoUc7xvXr1AlxDDDyhePr06VSuXJmgIFf0yGmGiZdeekmhWPxCwVhERER87Nu3D4DOnTsDrmnY+vTpk+MxdevWdZaHDx8O+L4B7oILLsj1ur///juffPJJwE7LJmWfgrGIiIj4OH78OAA1a9Z02nILxvXq1XOWPYHa+xXO3sE5Ox06dOCmm27KV60iRUnzGIuIiIgPTzBOS0sDXLNLNG/ePMdjvINx+/btWblyJa1atSIiIsIZPiES6BSMRUREBHDNN7x161bWrFlDdHQ0999/P5GRkXmaS7hWrVo+6+eccw4AzzzzTLHUKlIcFIxFREQEcM1PvGvXLgAee+wxqlatymOPPZanY/UaZCkLFIxFRESEw4cPO6EYYNy4cfk+xwsvvEDjxo2LsCqRkqVgLCIiIsydO9dZHjt2bIFmhshr77JIoFIwFhEREeeBu6NHjzrzE4uUN3pMVEREpIxKTEykevXqfPnll7num5CQAEBUVFRxlyUSsBSMRUREyqDExEQuvPBCjh07xpgxY3LdPyEhgZCQEEJDQ0ugOpHAlGswNsZ8YIw5bIzZ4NX2sjFmizFmnTHmK2NMFXd7E2NMojFmrfvPu8VYu4iIiGRjyZIlrFmzBoDWrVs77bNmzeL222/PtH9CQoJ6i6Xcy0uP8UdAvwxtC4B21toOwB/AE17btltrO7n/3FU0ZYqIiEh+bNq0yVmeMWMGS5YsAeDKK6/k/fffJy4uzmf/+Ph4KlasWIIVigSeXIOxtfZH4FiGtvnW2lT36m9Ag2KoTURERAooPj7eZ713796kpqZStWpVAEaNGuX0KIOrx1jBWMq7ohhjfCsw12u9qTFmjTHmB2PMxUVwfhEREcmn06dPExYW5tO2bds22rZtC8CECRPo0qWLs+348eNUqVKlJEsUCTiFmq7NGDMKSAWmuJsOAI2stUeNMecAXxtj2lprT2Zx7AhgBECjRo0KU4aIiIhkkJiYSGRkJElJSU7bwIEDM4Vlj9jYWOrWrVtS5YkEpAL3GBtjbgEGAjdaay2AtTbJWnvUvbwK2A60zOp4a+0ka21Xa23XmjVrFrQMERERycLp06eJiIjwadu+fbvP2GOAZs2asWXLFmJjY6lRo0ZJligScArUY2yM6Qc8CvS01p72aq8JHLPWphljmgEtgB1FUqmIiIjk2enTp4mMjKRXr17Og3ce/fr1o2XLlqSmpjJhwgTOPvtsKlasSPXq1f1TrEiAyMt0bVOBX4FWxph9xpjbgLeBaGBBhmnZegDrjDFrgenAXdbaY1mdV0RERIqHtZapU6eybds2vvnmG7766iuf7Z07d+aNN97gjTfecNoSEhKoVKlSSZcqElBy7TG21g7Novn9bPadAcwobFEiIiJScCdOnHCWK1WqxFVXXcWoUaMYO3YsgDOWOCTENwZER0eXXJEiAUhvvhMRESljDh48CMDIkSMBMMbw/PPP06RJEwDq1avn7Pv22287y+oxlvJOwVhERKSMWbp0KQDXXHONT7vndc/es094PwCvHmMp7xSMRUREypA5c+YwYsQI2rZtS9euXX22tW/fHsDnITvvKVMVjKW8K9Q8xiIiIhJYVqxY4fydcbq2999/n8GDB9OqVSunzTO8AjSUQkQ9xiIiImXIgQMHqFmzZqZQDFC5cmWuu+46n7ZatWo5y+oxlvJOwVhERKQMiYmJ8Xm4LjdBQX9FAQVjKe8UjEVERMqA5ORkrrvuOubMmUNqamqBzqGhFFLeKRiLiIiUIunp6cyePRtrrU/7okWL+OKLLwAYPnx4gc6tHmMp7xSMRURESpEJEyZwxRVX8PnnnwMwZswYjDFcfvnlAMTGxvLggw/m65xvvfUW9evXJywsrMjrFSlNFIxFRERKke3btwOwf/9+rLU899xzPturV6+OMSZf57z33nvZt29fkdUoUlppujYREZFSJD09HXA9NLdo0SIAIiMjufPOO51eYxEpGAVjERGRUsQztnj37t1Mnz6dWrVqsWfPHg2DECkCCsYiIiKlREpKCm+99RYAb7zxBgBPPPGEQrFIEdEYYxERkVLihx9+yNTWrVs3P1QiUjYpGIuIiJQSc+fOJTQ0lBEjRjivdT733HP9XJVI2aGhFCIiIqXEvHnz6NmzJxMnTiQhIYHjx49Tv359f5clUmaox1hERKQUSE5OZvPmzVxwwQUAVKxYkQYNGvi5KpGyRcFYRETKlbS0NL766ivS0tL8XUq+7NixA2stjRs39ncpImWWgrGIiJQrkyZN4uqrr2bYsGH+LiVfpk6dCkCnTp38W4hIGaZgLCIi5cLmzZu57rrruOeeewD49ddf/VxR/ixbtoyzzz6bzp07+7sUkTJLD9+JiEiZl5iYSI8ePYiNjXXaTp065ceK8sday+rVqxk4cKC/SxEp0xSMRUSkTPv22285cuQIsbGxdO3alYSEBAYMGMDrr7+OtRZjjL9LzNK2bdt49dVXadeuHQMGDODIkSOcc845/i5LpExTMBYRkTJr165dDBgwwFmfNm0azZo14+WXXyYtLY34+Hiio6MLdG7Pq5mLK1j36dOHnTt3AvD8888D0KVLl2K5loi4aIyxiIiUKZMnT+ann34CMo8jrlWrFgB169YF4N133+XAgQMFus7dd99N8+bNC1Fp9vbv3++EYoCDBw8C0LFjx2K5noi4KBiLiEiZMWnSJO644w4uvvhiFi5cyI4dO3y2V6xYEcCZC/jRRx/16VHOaOjQoc7Det7Wr1/PxIkTfcJrUbr77ruJjIxk06ZNjBs3DoAKFSoQGRlZLNcTERcNpRARkTJj/fr1AFSqVIk33ngDgCZNmtClSxdWrVrlDHto1qwZVapUIS4ujpiYGHbu3EnDhg0JCfH9tvj5558DMGHCBJ/2Dh06OMupqamZjius5cuXc/3113P22Wdz6NAhANq0aVOk1xCRzNRjLCIiAc9ay+HDh3Pd79ChQ7Rq1YpOnTpx8uRJ1qxZQ8+ePZkxYwa7du3y2ffGG28EXD2xzZo147LLLsv2vMnJyc5ySkqKz7aEhIR8fJLcWWuJjY2ldu3agKt3+6mnnmLGjBlFeh0RyUzBWEREAt60adOoXbs2y5Yty3G/AwcOULt2baKiojh16hSHDx+mTp06We77yiuvANC1a1cAlixZku15jx075iwnJib6bEtISGD37t3s2bMnLx8lV3FxcaSmplKzZk0AQkNDefbZZ4ttPLOI/EXBWEREAp7nIboff/zRaYuLi3NmhgBXr+6aNWto37490dHRxMTEkJyc7Dxwl1F4eDi1atXim2++cdoGDBjg9ACnp6c77UePHnWWT58+Dfw1TvmBBx6gSZMmPsMrCuPIkSMATjAWkZKjYCwiIgHPExI9L+j4+eefqVq1KlWqVOHqq68GYNasWSQkJNC/f3+io6OdsbmNGjXK9rwZh2d8++23rFu3DoAzZ8447Tt27GDz5s3AX8E4PDwcgC+++AKAEydOFO5Dus+9atUqQMFYxB8UjEVEJOB5Hm7z9OZ++eWXAJw8eZKvvvoKcE3T1qBBA/r27csff/zhHNu/f/98Xevjjz8G/grAALfddhtt2rRh9erVTvuVV16Z789x8uTJHMdK9+/fnxtuuAFQMBbxBwVjEREJeJ7e3/j4eA4dOsRHH33ks/3EiRMsWrSIIUOGEBwczLPPPgvADTfckOcpzho2bAjAxIkTOXPmjM9DdZ7hDdu3b3eCcYsWLbjpppucfWrUqJHrNXr37k3t2rWJjY115k8+ePAgGzZsAHD+BrIdAiIixUfBWEREApq1lvHjxwOuoRSXXXYZx44dY/To0c4+9erVIzk52Xllcs+ePTly5EimAJ2TqVOnOst79+7lu+++A1yzVnjs37/fGW8cHR3tE7rT0tJyvcbq1asBV29wvXr1AOjcuTPt27fn008/5ejRo4wePZrZs2fToEGDPNcuIkVDwVhERALali1bnOWlS5eyfv16nnjiCZ599lnS09N58cUXnV7cv/3tb86+NWrU8Am1Ofn666/p1q2bs37bbbdx55130rp1a+69916nfefOnSxfvhxjDB07diQiIsLZFh8fn+t1PC8Y8ahbt67zVrtXX30VgJtvvjnHl46ISPFRMBYRkYA2b948AO644w5OnjwJwEUXXYQxBmMMjzzyiLNvQYcfdOnSxeclHUuXLgVccx0PHTrUad+5cydbtmyhSZMmVKpUyQnGlStXJiUlJcc5jZOSknzmQ4a/XvUM8Pvvv9O/f3/OOuusAn0GESk8BWMREQlYGzZs4MEHH6Rly5Zcc801Trv3nL7GGJo1a0bjxo3zff6+ffsCUKVKFeeteN6GDRtGly5dnPWdO3eyfft2J7x6grFnZoxt27Zle63ffvuNlJQUhg4dmu2De56ZLkTEPxSMRUQkIM2aNYv27dsDriEHnhdxALRs2dJn382bN/vMRJFXc+bM4Y8//iA6OjrTtuuvv55GjRoRHBzstO3cuZNt27Y5wbxq1aoYYxgyZAhAtjUkJiaycOFCjDFMmjTJZ+5kgLZt23LXXXfx2GOP5fsziEjRyVMwNsZ8YIw5bIzZ4NVWzRizwBjzp/vvqu52Y4x50xizzRizzhjTJfszi4iIZG3EiBHO8v79+6levToDBgzgrbfeytS7GxoaSmhoaL6vERwcTIsWLbLcdvbZZzvLycnJjB07lvj4eI4fP+70GN98880sXbqUiy++2FlPSkryOc+WLVuIjIxk8uTJVK5cmaioqEzXmjx5Mu+8847POGcRKXl57TH+COiXoe1xYKG1tgWw0L0OcDnQwv1nBPBO4csUEZHyJqugO3v2bJ+H4YqT95jjChUqUKVKFWfdE4yjo6O58MILnYfqEhMTee+993zOs3HjRsD1uupKlSpleS3vEC4i/hOS+y5grf3RGNMkQ/NVQC/38sfAEuAxd/sn1vWezt+MMVWMMXWttQeKpGIRESnzrLXs37+fxx9/nBo1atCvX8a+meKXMax6h9qcHpA7fvy4z/qxY8ec5ayGbIDr4T0R8b/CjDGu7RV2DwK13cv1gb1e++1zt4mIiOTJqVOnSE1NpUaNGjz00EO0bdu2RK8fHx/PoEGDfNq8p35r06ZNpmM++eQTwDcIA6xdu9ZZ9n44b9GiRQDOMAwR8b8iefjO3Tts83OMMWaEMWalMWal541CIiJStllr+eKLL8jt674nXFarVq0kysok43zDgDNV3PDhw7OcweKmm26icePGTu2HDx/miSeeYMKECU6Q9u5p7t27N9Zafvzxx+L4CCJSAHkaSpGNQ54hEsaYuoDn5e8xQEOv/Rq423xYaycBkwC6du2ar1AtIiKl04IFC7juuuu47777eOONNwBXz+lFF13kM6Z40qRJgGvWh5I0c+bMbF8h3b9/f2rWrMkDDzyQ7fFVq1bl6NGjTJkyhX/84x9O+5w5czDG5PmFIyLiH4UJxjOBm4EX3H9/49V+rzHmc+A84ITGF4uICMCUKVMAePPNN9m1axd9+/Zl5MiR3Hvvvbz11lsA7Nmzh3HjxgHQsWPHEq3viiuuyHZb/fr1OXz4cLbbwTUOOS4uzicUAzRp0qQoyhORYpanYGyMmYrrQbsaxph9wNO4AvEXxpjbgN3AEPfu3wL9gW3AaWB4EdcsIiKl0KZNm/jss8+c9ZkzZzJz5kwA5s+f77T/5z//ISIigg0bNtC0adMSr7MwoqKi+O233/xdhogUUJ7GGFtrh1pr61prK1hrG1hr37fWHrXWXmqtbWGt/Zu19ph7X2utHWmtbW6tbW+tXVm8H0FEREqDr776ivT0dO677z569+7ts+3EiRMApKamsmnTJs455xyaNWvmjzILJSoqyhlj/NRTT/m5GhHJL735TkRESsThw4epVKkSb7zxBosWLWL06NEA3H///Rw6dIiYmBhat27N0qVLadiwYS5nC0ze07Gdd955fqxERApCwVhERErEunXrfObrffrppzl69ChDhw4FXLM6bN++HYBzzjnHLzUWlvdb7Ur6wUERKbzCPHwnIiKSq4cffpj27duzZMkSn2nQQkJCqFatGp07dwZg8eLFzrZbb721xOssCt7BP7uXeYhI4FIwFhGRYhMXF8err77qrD/yyCOZ9sk4hVlKSorP65hLkwYNGjjL3r3HIlI6aCiFiIgUqYULF9K0aVOGDBnC66+/DkCjRo3o1KkTd911V5bHvP/++wBcc801pTYUg+tzekRHRzNjxgxWrtQz6CKlhXG9tM6/unbtavWFQ0SkbGjatCm7du3yaTty5Ag1atTI9pjExETuuusuxo4d69PrWtps2rTJeX11YmIi4eHhfq5IRDIyxqyy1nbNapt6jEVExLFy5Uoeeughjh8/nuu+6enppKenZ2oPDg72CbfvvfdejqEYICIigo8//rhUh2LAZzaNsLAwP1YiIgWhYCwiIgAkJSVx7rnn8tprrzFv3rwc97XW0qtXL6677jqf9mXLlrF9+3ZuvvlmbrnlFoBM+5Rl3g/cGWP8WImIFISCsYhIObd161ZSU1OJjY112nLrMT548CBLly5l+vTpLF26lODgYLZu3Ur37t0BqFGjBpMmTSI+Pl6zM4hIqaFgLCJSjq1evZrWrVszfvx4jh496rTnFowPHTrkLPfo0YP09HRat24NQJMmTRgxYgQVKlTwmZ5NRCTQKRiLiJRxmzZt4pZbbiE5OTnTti+++MLZx7vHePTo0fz000/ZnvPw4cPZblu6dCmRkZGFqLh027lzJ+vXr/d3GSJSAArGIiJlWGpqKvfddx8ff/wxixYtyrR9+vTpgGvWiBUrVvhs+9e//oW1lvnz55NxBqOdO3cC8Pbbb2c6Z/369Yuq/FKpSZMmtGvXzt9liEgBKBiLiJRhAwYMYOHChQDs3bvXZ1t6ejo7duwAYPbs2Tz++OMAjB07FnANsxg/fjx9+/Zl6tSpznETJ07krrvuomnTppx33nmZrqmHzkSktFIwFhEpw7x7gePi4gDXjBJff/01n3zyCdZaOnbs6Ozz4osv8uSTT/Lhhx8C8OCDDwKuh+0A0tLSnJd03HnnndSqVcs5tm/fvpl6nUVESpPS+3ohERHJUXp6OidPnnTWPcF40aJFDBo0yGn/xz/+Qfv27Rk7dqzz5rZrrrmG4cOHO/tERETw73//2wnMkPn1zrlN8SYiEujUYywiUkatWbOGtLQ0LrvsMuCvYJxxxolWrVrx6aefZnqd8W233eash4eH88wzz7Bnzx6nLSgoiKCgICZOnMjcuXOL8ZOIiJQMBWMRkTLq+uuvB+DVV1+lRYsWrF+/nt27dztTrf3zn/8E4Nxzz83y+MqVKzvLt956q8+21157zVkeMWIE/fr1K9LaRUT8QcFYRKQM2rZtG9u2bWP48OG0b9+ehg0bsnTpUpo0acKBAwcICgri9ddfJyEhgTp16mR5Du9gnFGfPn2Kq3QREb9RMBYRKWOstbz44ouAaz5icE0h5nHgwAHq1KlDcHBwjvMNV6lSJcv2zp0706ZNmyKrV0QkUOjhOxGRMmT//v3Mnj2byZMnU6NGDZo1awZA06ZNnX1iYmKoW7durufKqse4X79+fPPNN5qSTUTKJAVjEZEypFu3bsTExADw2WefOe3ePca//PILAwYMyPVcWQXj6667jtDQ0MIXKiISgDSUQkSkDPGEYsCZjQJ8e4xPnTrFpZdemuu5PEMpzj77bF599VUAGjZsWESViogEHgVjEZEy4OWXXyY6OtqnLSjory/x3j3G4Jq7ODee84WEhPDAAw/w008/5SlQi4iUVgrGIiJlwLRp04iPjwdc07P9/vvvPtu9xxRfdNFFhIeH53pOT7COiorCGMOFF15YhBWLiAQeBWMRkVJky5Yt/N///Z9Pm7WWP/74g5EjR7Jy5UoeeOABOnTo4LNPUFAQM2fOBKBChQp5ulbHjh15+OGH+d///lc0xYuIBDgFYxGRUuSJJ55gyJAhzphfgD///JNTp07RuXNnzjnnnGxnjPAE4pCQvD13HRQUxMsvv5xpGIaISFmlYCwiUkqkp6fzxx9/APDcc8+xb98+xo0bx8CBAwHo2bNnjsenpqYCeQ/GIiLljb46ioiUEo899hibNm0C4MSJEz4zRIwdO5azzjorx+MVjEVEcqavjiIiAWr69OkMHjyYmJgYKlWqxOuvv+5sW7RoEWvXriU5OZkhQ4b4TMeWnRYtWgBw+eWXF1vNIiKlmYKxiIifzZ07l/79+/Pdd9/Rp08fp90zjrh+/fr897//JS0tjX79+jFixAh69+5N796983Wdtm3bcuDAAWrXrl2k9YuIlBUKxiIifhAfH8/bb7/NO++8w549ewDo27cv559/Pv/85z+54YYbfPafNWsWderUYe7cuYW6bp06dQp1vIhIWaaH70RE/GDevHk88cQT7Nmzh3r16vHSSy8B8Ouvv2YKxZ79q1atWtJlioiUKwrGIiJ+4HkZB8CNN97II488Qnp6us8+P//8M1u3bnXWN2/eXGL1iYiURxpKISLiB2fOnAHg999/p127dgAYY1i+fDnPPvssgwcP5oILLvAJy88++6xfahURKS8UjEVE/MATjBs1auS8ehng3HPPZdasWc6697Y77rij5AoUESmHNJRCRMQPPME4PDw8132HDBlCnTp19OCciEgxU4+xiIgfeIJxWFhYrvt+/vnnWGuLuyQRkXKvwMHYGNMKmObV1AwYA1QB7gCOuNuftNZ+W9DriIiURYmJiYSFhWGMyXVfY0ye9hMRkcIpcDC21m4FOgEYY4KBGOArYDjwurX2laIoUESkLDpz5gwRERH+LkNERLwU1VCKS4Ht1trd6tUQEcnenj17GD58OIsWLfJ3KSIikkFRPXx3PTDVa/1eY8w6Y8wHxpgsZ6Q3xowwxqw0xqw8cuRIVruIiJQ5c+fOZdGiRYSFhXHTTTf5uxwREfFiCvtAhzEmFNgPtLXWHjLG1AZiAQs8B9S11t6a0zm6du1qV65cWag6REQCWXJyMi+++CKvvvoqxhhiY2MJDg72d1kiIuWOMWaVtbZrVtuKosf4cmC1tfYQgLX2kLU2zVqbDrwHdCuCa4iIlGqTJ09mzJgxREdH8+KLLyoUi4gEoKIYYzwUr2EUxpi61toD7tVBwIYiuIaISKl1/PhxJk2aRIsWLfjjjz/8XY6IiGSjUD3GxpiKwGXAl17NLxlj1htj1gG9gQcKcw0RkdLsu+++o3nz5vz+++8MHTrU3+WIiEgOChWMrbUJ1trq1toTXm03WWvbW2s7WGuv9Oo9FhEps1auXEmHDh2oW7cuM2bMcNq/+eYbjh8/zq+//sozzzzjxwpFRCQ3eiW0iEgBxMTEcMcdd3D69GkOHjzIueeey/r16zl48CD33nsvAMuXL+edd96hU6dOdO/e3c8Vi4hIbhSMRUTcUlNT87zvqFGjmDx5Mo888gh169Z12gcNGsTBgwd58sknOe+88wCIiooq8lpFRKToKRiLiODqAa5QoQLGGLp160ZKSorP9vnz53Pfffc566dOnQJgwoQJADz66KNYaxk9ejQA48aNA+Daa69l8uTJJfERRESkkAo9j3FR0DzGIuJP1lrOP/98li1b5rStWbOGTp06AXD48GFq164NwJAhQzh58iSrVq3CWosxhpCQEGJiYvC8+fP111/nwQcf5JprrmH69Okl/nlERCR7Oc1jXFSvhBYRCSjWWk6dOkWlSpVy3fe1115j2bJltGnThkGDBjF27Fjuuece7r//frZu3co333zj7PvFF184y5MmTeKWW24hKSnJCcUA99xzDzVr1qR///5F+6FERKRYqcdYRMocay333HMP77//Pj/99BPduuX8nqEWLVrQsGFDFi5ciDGGzz//nGHDhvkMp2jXrh3bt28nMTGRq666ivHjx9OkSZNi/iQiIlLUivvNdyIiAeWjjz7i3XffJSUlhY8//jjHfRMTE9mxYwcXX3yx0+t7/fXXM3v2bCIjI539evToQUJCAr/99hszZsxQKBYRKYMUjEWkzFm8eDH169enU6dO7Nq1C3A9XPfkk08yfPhw0tPTnX2XLVtGeno6Xbv6dh706dOHhIQE5s+fD0D37t0xxnDeeefpdc4iImWUxhiLSJmya9cuPv30U7p370716tWZM2cO5513HsuXL3f26dq1KyNHjgTg999/B3CmVsvosssuY+PGjZx99tnFX7yIiPiVeoxFpMz4/vvvadq0KeCaSaJFixYAPqEY4N5778VaS0pKCi+//DLR0dHUrFkz2/O2adPG5+E6EREpmxSMRaRUsdaSlpbmrO/Zs4dhw4Zx5swZRo0a5cxC8corrzBmzBjq1asHuMLtBRdc4Bw3a9YsbrrpJmJiYrj77rsVfEVEREMpRKR0eeqpp3jllVd4/PHH+f7771m2bBmpqan06NGD5cuX89hjj/HCCy84++/atYugoCBnXPC1117LjBkzuOqqqwBo2LAhL774ol8+i4iIBBZN1yYipUZMTAwNGjTIcltwcDBBQUH8/PPPnHvuudmeIykpifDwcGf9ySefZOzYsUVeq4iIBCZN1yYipV5SUhINGjQgJCSEmTNn8n//93/06tXL2Z6WlsZ//vOfHEMxQFhYGKtXr2bAgAE8/fTTPPvss8VcuYiIlBYaSiEipcIHH3wAwN13380VV1wBwJVXXsnGjRvp0qULXbp04f7778/TuTp37szs2bOLq1QRESmlNJRCRAKetdaZGWL9+vWZ5hFOTU0lJEQ/54uISO5yGkqh7yQiEvCWLFnCli1b+OSTT7J8uYZCsYiIFAWNMRaRIhEfH+8zjVpBLFy4kPr162OMoUePHnzyySfExcXx+uuvA/D3v/+9CCoVERHJmrpZRKRItGrViho1arB27dps5wTet28fJ0+eJDU1lRkzZnDvvfeya9cuvvrqK/bt28fMmTOdY5cuXcrSpUt9jo+Oji72zyEiIuWXgrGIFFpSUhL79+9n//79fPrppwwbNgxrLU888QRLlizh2LFjHD16lGPHjvkcl3FGiC5duvDll19Sr149QkJCuOOOO/j6669JSUnhueeeK8mPJCIi5ZAevhORQtu1a5fzKuaBAwcya9Ysxo4dy+jRo6latSpRUVHs3bvX55ioqChn6EViYiLnnXcev/32m88+1lpSU1OpUKFCyXwQEREp8zSPsYgUyM8//8znn3/OyZMnc9xv+fLlANSvX5/Zs2fTp08fRo8eTZcuXThy5Ai7d+8mISGBPn36ULt2bRYsWMDJkyc5ffo0p0+f5pdffuH777/PdF5jjEKxiIiUGPUYi0gmx44dY/PmzVx00UVO2zXXXMPUqVOx1rJ161YmTpzI66+/TnBwMN26dePgwYMMHjyY8ePHO8fs2LHD6UkWEREJBJquTUTyZcSIEcyYMQOASy65hNjYWGbMmEGXLl3YsGGDs9///vc/jh8/DsDrr7/O4MGD2bJlC7feeishISEKxSIiUqqox1hEfCxevJhLLrnEWU9LSyMoKIjQ0FBSUlJ89m3dujVbtmzhgQce4OWXX85yjmEREZFAoh5jEcmStZbY2Fhq1KjBmTNnMMZwySWXEBkZybRp02jfvj1BQa5HEWbPns3Ro0epW7cu3bt3Jzw8HGstmzZtct5KJyIiUpopGIuUYadOnWLXrl20b98+07YtW7Zwyy23sGzZMi655BIWLVrEF198AbhesTxw4ECf/fv06ZPpHMYY2rZtWzzFi4iIlDDNSiFSho0cOZIOHTowb948AOLi4pg/fz7WWs4++2yWLVsGwKJFiwD45z//CcCcOXP8U7CIiIgfKRiLlFHx8fFMmzYNgPvvv5/58+czbNgw+vbty1dffQVAREQEr7zyCi+++CIAhw4dAqBHjx7+KVpERMSPNJRCpIyaM2cOycnJ9O7dm8WLF9O3b19n28cffwzAJ598wrXXXktqaiqPPfYYAF9//TWhoaF+qVlERMSfFIxFyqhdu3YBMGvWLA4ePMhZZ53lbJs5cyYA7dq1AyAkJIQPPviA6OhorrrqqhKvVUREJBBoKIVIAPG8IhlcL9mYNGkSixcvJj09PdtjDh06REJCAgAJCQns27cPgOPHj1OhQgUiIyNp3ry50yPszTssDx8+nGuvvbaoPoqIiEipo2AsEgA+/PBDqlWrRkhICLVq1eKmm26idevW3HnnnVxyySWEh4czYsQIZs+e7RzzwgsvcNFFF1GnTh2ioqJ45JFHiIqKomXLlqxbt44XX3yRlJQUZxq1cePGkZCQQFJSEm3atKFTp06EhOiXRiIiIh56wYeIn+3du5dGjRplam/evDl33303kydPZsuWLU5737592b9/P+vXr8/T+bP6P56SkoK1VmOJRUSk3NELPkQCTGxsLPPmzSM9PR3PD4Vbt26lZcuW7Ny5k+joaGrUqAHAbbfdRkpKCt9//z033HAD3333Xabzffrpp+zYsYNhw4bRu3dvdu3axSWXXMLIkSOzvH6FChWK78OJiIiUUgrGIm5xcXHs27fPeSCtuFhr6d69O9u3b3faevfuTcuWLQFo2rSpz/5VqlQBoEWLFk5bu3bteOedd+jWrZvzNjqP7du3c+bMGSIjI4vxU4iIiJQ9hR5jbIzZZYxZb4xZa4xZ6W6rZoxZYIz50/131cKXKmWV94Nl7777Ls8991yJ12CtZeDAgbRv3541a9YU67Xefvtttm/fTrNmzQgLC+O1115jypQpuR53zjnn8P3337N7924WLlzIRRddRGhoqE8oBggKClIoFhERKYCi6jHuba2N9Vp/HFhorX3BGPO4ez3zI/FSLk2ZMoXvvvuOv//974SGhnLFFVfwyy+/8MUXXzB+/HgAbr/99kyBryitW7eO+++/nwEDBvDQQw8xduxYfv75ZwAuuOACEhMTi+3aO3bsAGDVqlVOb3BeGGO49NJLi6kqERERKa6hFFcBvdzLHwNLUDAWXIH0H//4B+AaF+sZR3vBBRf47Pf666/z8MMPU6tWrUzn2LBhAw0aNMhXqExISODQoUM0a9aMtLQ0brnlFtasWcPixYtZv349H3/8Mc2bN3eGIRSn+Ph46tSpk6/6RUREpPgVxXRtFphvjFlljBnhbqttrT3gXj4I1C6C60gpsXPnThYuXJjltrvvvttnPTb2r180dOnShaSkJAYMGMDLL7/M+eefn+n4M2fO0L59e6pWrcqBAwcybc9Op06daN68OZ9++in3338/a9as4YorrgD+egvc5MmTufbaa2ndunWez5sf1lq++OILJk+ezMGDB4vlGiIiIlJwRdFjfJG1NsYYUwtYYIzZ4r3RWmuNMZnmi3KH6BFAllNVSemyf/9+Tp8+TYMGDWjWrBkAy5Yto1u3bowbN44JEyY4L54AnN5Zb+PHjyc0NJTp06cTERHBjh07sNY68/ACnDhxwln+/vvvuemmm3KtLTU1lW3btgEwbNgwp/2ll16iQ4cObN68mYoVK9KjRw8++ugjTp8+nafPbK3lzJkzRERE5Gn/Dz74gNtvvz1P+4qIiEjJK3QwttbGuP8+bIz5CugGHDLG1LXWHjDG1AUOZ3HcJGASuOYxLmwd4l/169cHfIPnBRdcwKhRo3j22WeJjo4GoFatWgwaNIj777+fqVOnYq2latWqhIeHc/HFFwMQHh7Oyy+/zCOPPMLJkyepXLmyc86TJ086y/v378+2nvXr1xMSEkLFihV9wnPr1q2JiIhg165dNGvWjOeff97nuIoVKzpvkctJSkoKN9xwA/Pnz2fFihXOjBLZSU1N5dVXX6VZs2bs2LEjyyEiIiIi4l+FCsbGmIpAkLX2lHu5D/AsMBO4GXjB/fc3hS1UApfnYTKATz75hFq1ajFs2DBeeeUVnn32WQA2btzIokWLGDRoEJUqVQLgmWeeyfactWu7Rt+MGTOGN9980+l9zi4YL1++nLlz5/LNN98wZ84cOnTo4HO+yy67jE8//dQ5b1JSUpYvt4iMjMw1GJ8+fZqKFSs6661ateL555/n0UcfdeYH3rZtG40aNXKuMXjwYDZv3sy7777LddddR1CQXjopIiISaArbY1wb+Mr9q+4Q4H/W2nnGmBXAF8aY24DdwJBCXkcC2PTp0wFXqDx9+jRXXXUV//73v3nllVcAuPHGG2nYsCE333xzns/pCbBvvvkmALNmzWLOnDksWLDA2ef33393lgcMGOCMV65Xr16m83355ZdERUU562FhYVleNyIigjNnztC3b99ML9JYsmQJ1lpnSMhFF11ESkoKy5YtY/To0YSHh/PQQw8RExNDixYteOihh3jxxRc5fPgwX3/9NXfeeScjRozwGRoiIiIigaNQwdhauwPomEX7UUDzSpUThw8fJjIyks8++4xp06bxxhtvEBERwYYNG9i7dy/9+vXL9znbtGlD5cqVnTHFxhin9xngkksuYdGiRezevZvGjRv79CRn1KlTJ59QnJNOnToBMH/+fGJjY6lRowbWWho2bEhMTAzw1wOE33//Pfv27ePQoUM88cQTPP/889xzzz3ceOONAMydO5cPP/yQY8eOATBw4ECFYhERkQCm3+dKoSUmJhIREcGgQYP4/PPPnYfR2rZtW6BQDNCgQQOOHz/OZ599BsCff/7ps/2hhx4CXDNgrFq1itTUVEaPHu3zYotu3boBrmnh8urqq6/mhx9+AGDixIksXLiQd9991wnFAO+88w7h4eGEhYXRvHlzLrjgAv79738TFxdHgwYNnOPj4uI4duwYd911F/Pnz2fgwIEF+JcQERGRkmKs9f9zb127drUrV670dxlSQLfeeisLFixg7969xXL+rl27smrVKgCefvppmjVrRpcuXWjfvj2fffYZzz33HAkJCaxbt47KlSsTExPD1KlTuf/++9mwYQNdunTJ1/UyjiH2+OWXX5z5lps2beozttpam+244cOHD1OzZs181SAiIiLFwxizylrbNatt6jGWQvP0GBeXxYsXM3jwYABGjhzJsGHDnHHEjz/+OFu3buWFF16gatWqBAUF0bBhQx599FFCQ0PzHYrBNVY64wtH/vWvf3H++edjrWXdunXMnTvXZ7sxhmnTplGvXj3ef/99+vTpA0CNGjUUikVEREoJ9RhLof39739n586dPg/DlYThw4fz0UcfARATE5PlQ3cFdezYMWJiYtixYwd9+vTJd/CfPXu28wKRQPg/JiIiIi459RgX1yuhpRwp7h7j7IwfP574+Hj69u1bpKEYoFq1alSrVo327dsX6Pi+ffsCrh5tERERKR0UjP1o6dKljB49mo8++oimTZsCEB8fT0REBMHBwX6uLu/8FYwrV67M//3f/5X4dfOiQoUKpKSklKr7KCIiUt5pjLEfTZ8+nR9//JFmzZqxdu1arLVER0czcODAgP71e3p6OqmpqVhrmTdvHkuXLnVebCF/CQkJ0fRsIiIipYiCsZ/Mnj3beXlF7dq1Offccxk3bhwA8+bN44ILLmDhwoX079+fH3/8kaSkpHxfY+fOnRw/ftxZv++++xgzZgxz587lxIkTDB06lKVLl+b7vNdccw1169Zl0KBBXH755QDOfMMiIiIipZa11u9/zjnnHOsv+/btszfeeKM9evSo05aQkGDT09OL9bp33nmnBewPP/xgn3rqKQs4f+644w4bFRVlQ0NDnbbevXvbM2fO2JiYGGuttQsXLrRJSUlZnjs9Pd1+8803FrCXXXaZPXz4sB06dKjPNTx/LrnkknzVPWvWLJ/j69SpY/v06WOXL19e6H8TERERkeIGrLTZZNJy3WP8zjvv8NJLLzFlyhT+8Y9/ALBgwQKioqJo3bo1Bw4cKLZrnz59miZNmtCjRw9atWrltL/22mtMnDiRp556itTUVKd98eLFXHnlldSvX59nnnmGSy+9lLCwMLZu3Zrp3N999x1XXXWV83kmTJjA1KlTM+3nmfM3r1JTU/nnP/9JixYt2Lx5M48//jgLFizgu+++49xzz83PxxcREREJOOV2urZDhw7RqlUrnyEAzZo183lpw4IFC/jb3/5WLNcfPHgwmzZtYuPGjfzyyy9ceOGFjBkzhmeeecbZZ/fu3Zw5c4bmzZtz7rnnsnbt2kznqVGjBhs2bKB27dqA6zcA1157LV9++aXPfnXr1mXHjh3s2LGDb7/9lh49ejBr1iz+85//kJiYSGhoaK41T58+ncGDBzNz5kxnKjIRERGR0kQv+MhC7dq1+eWXX5z1ypUr+4RicPXqFpfTp087MzlccMEF/PLLLzz99NM++zRu3JhWrVoREhLCDz/8wIgRI+jcuTNhYWGMGDGCDz/8kNjYWJ8wPW3aNL788kvuvvtuHnzwQae9X79+hIeH06ZNGx5++GG6detGnTp1SE9P9xmHnJNff/2ViIgI+vfvXwT/AiIiIiKBpVxP19amTRtuv/12OnXqRHBwMHfffTezZ88mNjaWW265pdiDcWRkpLN+/vnn57h/pUqVmDhxIuCa0q1ixYoYY1ixYgUTJkxg5cqVNG/enM8//5yOHTvy1ltvERwczCuvvMKqVato0qRJpnNWrVoVcL2yeN++fXTu3JmgoCBiYmKoU6cO1113HUlJSfTq1YsePXowb948OnfurCnIREREpEwq18EY4L333nOWhwwZQrVq1dizZw+QfY/xl19+yezZs2nVqhVXXXUVrVu3zvd1ExMTqVKlSoFqjoqKcpbHjh3LhAkTWLFiBWvXriUqKooPPvjACa/GGLp2zfK3BU4wHjVqFLNmzaJx48YMGDCACRMmEBwcTFpaGuCaQcNj/PjxBapZREREJNCV+2DsrVq1agBUrFgRgISEBGfbiRMnuP3221m/fr3PA2+jR49m79691KlTJ1/XOn36dJG8ra1KlSrs2bOHkJAQqlSpwqlTp6hVq1aejvUE48WLFwOuMc0TJkwAcEIxwEsvvcRHH33Epk2buPTSSwtds4iIiEggKrdjjHPiGeLg3WM8b948pk+fTnBwMP369eP06dP897//JTU1lbp16/LJJ58ArnB5xx13cNdddxEfH5/l+T/66CPWr19PzZo1i6Tehg0bUrduXSIiIvIcisE1lCQ8PJz4+Hif4RG1atXi/vvv56mnniI9PZ1HHnmEFStWsGXLFtq1a1ckNYuIiIgEmnI7K0VOrLUEBQXx1FNPcf/99zNjxgxGjBgBQEpKCiEhf3W0d+/enWXLlgGuF2p4Xu0M8O233zovwADXG+NeeOEFRo0aBcDq1avp3LlzSXykbF1//fVMmzaN5s2bs337dsA1LZvGEYuIiEhZpFkp8snzGt/nnnuOF154wQnFXbt29QnFAF999ZUzhrd79+4+2zxjlf/44w8ee+wxateu7YTit956y++hGFxvsQOoWbMm9913H9u3b1coFhERkXJJPcbZ8ITjsLAwLrjgAt566y0aN27s8+BbVvvXqFGDFStW0L59e9q1a8djjz3GU089xYYNG4iKiiI+Pp5OnTqxYsWKTCHbH9asWUOXLl1o27YtGzZs8Hc5IiIiIsVKPcaFkJKSwquvvkrbtm2zDcUAb7zxBgMGDGDXrl00adKE8ePH89tvvzFo0CA2bNjAM888w/79+7HWsmbNmoAIxQCtW7emdu3ajBs3zt+liIiIiPiVeoyz8ccff9CqVStGjhzJ22+/XaBznDhxgipVqtClSxdWrlzp9CqLiIiIiH/k1GMcGN2WAahly5bMnTuXnj17FvgclStXJjk5GUChWERERCTAKRjnoF+/foU+R4UKFYqgEhEREREpbhpjLCIiIiKCgrGIiIiICKBgLCIiIiICKBiLiIiIiAAKxiIiIiIigIKxiIiIiAigYCwiIiIiAigYi4iIiIgACsYiIiIiIoCCsYiIiIgIoGAsIiIiIgIoGIuIiIiIAArGIiIiIiKAgrGIiIiICKBgLCIiIiICgLHW+rsGjDFHgN1+uHQNINYP15Xc6d4ELt2bwKT7Eph0XwKX7k1gKon70thaWzOrDQERjP3FGLPSWtvV33VIZro3gUv3JjDpvgQm3ZfApXsTmPx9XzSUQkREREQEBWMREREREUDBeJK/C5Bs6d4ELt2bwKT7Eph0XwKX7k1g8ut9KddjjEVEREREPMp7j7GIiIiICKBgLCJSahhjjL9rEBEpy8p8MDbG1HH/rW8oAcYY09YYE+7vOsSXMeZCY0xzf9chWYrwdwGSmTEm2P23vs8EGN2bwGWMCcgMGpBFFQVjTGdjzELgOQCrwdQBwxjTwRjzE/A8UN3f9YiLMaaLMWY+sAio7O965C/GmO7GmBnAf40xfTzf7MW/jDHnG2PeAx4wxkTr+0zgcP+A/zEw2hhTTfcmMBhjuhlj7gOw1qb7u56slLlgbFxeBz4BPrbW3uHvmiST0cB0a+0ga20M6Kd5fzLGVDDGTMT1JPCbwHdAL/e2Mvc1orQxxvQCJgBfAluBfwBV/ViSAMaYnsDbuH6QrAc8aYzp69+qBMAY0wzX/5nFQGPgOWPMAP9WJcaY+4GvcP2wcrm7LeB+yC9z3/TcPxVGAWustZ8AGGOa6xu8/xljgtxfsOKttePdbZcZY6oA+nWX/4QBPwAXW2tnAzOAs40xIYH6E3050x5YYa2dAnwKVADi/VuSAF2An621U3H9ZrI2cL1n+J741bnAZmvtR8BDwFpgoDGmoT+LEnYAA4G7gScArLVpgfZ9v0yERfevGVt6NT0EnGeMecoY8zPwMvCRMeYc/1RYfnnfG3fIigUuNsYMMMZ8DTyMq5fyEfc++nVXCcjwfybBWvs/a22iez0ESLPWpuoHypKXxdezpcBgY8wYYDVQF5hgjBnslwLLqSzuyx9AFWNMXWvtcVw/rIQCf/dHfeWZMeYKY8y9xpju7qYVQENjTEP3vfkZiAOu9leN5VEW92UOsM79d7xnSAXujrFAUaq/6Rljqhhj5gALgCHGmIoA1tqTwH+Ba3H9VDIUOABcY4yp6a96y5Nc7s2HuHpYPrDW9gUmA929/vNIMcnqvlhrrXsIkufrwQ/AIGNMVfUYl5ws7k0UgLV2LdAPaALcY63thesbfT9jzNn+qbb8yO6+4ArGJ4GP3eO/GwJrcP3GUr/9KgHGmLrGmFnAo7iGF31ojOlrrd0B/AoMce+6FdgEVNMD38Uvh/uSBqRba88ArwK3GWNqWGtT/VlvRqU6GAMVcY2H/Kd7uYdng7X2TaCXtfZHa20S8DXQFTjthzrLo2zvDTAb1zd5zzjJlcAhIKkE6yuvsrwv1iXdHY53uffp6a8iy6mM9+ZizwZr7XKgJq57A65xrdFAQsmWWC5l93/mT+BBYBzwf9baQcBG3OPz9duvEtEVWGqtvdha+xzwBuB5rmgp0N4Y080dyGKAC92hTIpXxvsyHrgLfP5fLAF+w/X/CmNMt5IvM2ulLhgbY4YZY3oaYyq5H9yaBHwBnME1fKKeZ1/3r1A8zgH2AWklWnA5kod7Ux/AWrsO19CJe40xNXA9TNQOOOqn0su0vP6fMcYYdw9xmPvQM552f9RdHuTj3oQBvwAj3YdeimtGF32TLwa53JdunvtirU221i621n7uPvQcYJ5/qi4f3Peml/v/xEJc4+49jgJ/upeX4erBf93dy98W2GOMiSzRgsuJXO7LMWCze78gcI0txjUz1WPGmBNAl0D5XlMqgrH717x1jTGLgZuBG4F33F3wZ6y1p4HvcfVAXuJ1XJj7Rq0E+gIv6KfFolXQe2OtfR+YCvwbuAa43Vq7p8Q/QBlVkPviHlIRbK1NwPW1obun3T+fomzK5725FMD9W6+ZQJQx5kdcw8PutdYe9s+nKHsK+rXMfexFxphVuHr5Z5d07WVdFvfmBuADINJae8AYU8G9a13cv4m01h601r6BKyB/gKsD5kX3fZQiUMD7ku4+7izgf7iGhV1krX03UL7XBHwwdn+jtrh+bRhjrb0U1xONx3D9FA+AtfZnXL9mbG2MqWyMiXB/M0kGnrfWXmGt/aPkP0HZVYB708p9b6Ld7a8BD1hr+1prN5X4ByijCvF/JtL9UzzArdbaf5ds5WVfAf/PVHF/PduI65vPLdbaS621m0v+E5RNhfg/U9G9aQfwlPtr2a4SLb6My+O98TwLcRkw3X1cLXfbo8Bt1trzrLVbS67ysq0A92WG+zjPnNIngTHur2XrS7b6nIX4u4DsGNfcds8BwcaYb4FKuIdBWNf0Hv8C9htjelprf3Af9h6urvnvgUbGmM7W2l/8UH6ZVsh7swBo7L43+621KX74CGVSEd+XZD98hDKrCO5NI2NMF/ev9XeU/Ccom4ro/8w51tp9wP6S/wRlV37vjTEmFDgC/GGMGYtrerZe7iGVp/z0McqcIrovvd2/7QrI33gFZI+xcU2cvgpX1/s2XDchBeht3AO03WMh/+3+4zEAuAfXnIXtrbX6QlXEiuDe/I7uTZHTfQlcRfj1LKbEii4HivD/zL6Sq7p8yOe9ecZ9WDhwC67xrdHA3zI8ZySFVIT35ViJFp5PgdpjnA68aq39FFyvdwaaAmOAd4BzjGsA99fAJcaYJu5fX53B9Y/+o1+qLh90bwKT7kvg0r0JTLovgSu/96YBrrcPfga8Zl1THErRKxf3JSB7jHH9RPKF+etVgT8DjazrLTbBxph/un8qaYDrRQS7AKy13+iLVbHTvQlMui+BS/cmMOm+BK783Jt0a+0+a+1ya+2w0hK+SqlycV8CMhhba09ba5PsXw8CXYZrjArAcFyvq52Na1aD1aAppUqK7k1g0n0JXLo3gUn3JXDl896sAt2bklBe7kugDqUAnEHeFtc76Ge6m08BT+Ka93anZ9yd+ylHKSG6N4FJ9yVw6d4EJt2XwKV7E5jK+n0JyB5jL+lABSAW6OD+SeQpXF30P+lhFL/SvQlMui+BS/cmMOm+BC7dm8BUpu+LCfQwb4zpjuuNT78AH1rXiyEkAOjeBCbdl8ClexOYdF8Cl+5NYCrL96U0BOMGwE24nmhM8nc98hfdm8Ck+xK4dG8Ck+5L4NK9CUxl+b4EfDAWERERESkJgT7GWERERESkRCgYi4iIiIigYCwiIiIiAigYi4iIiIgACsYiIiIiIoCCsYhIQDHGpBlj1hpjNhpjfjfGPGSMyfFrtTGmiTHmhpKqUUSkrFIwFhEJLInW2k7W2rbAZcDlwNO5HNMEUDAWESkkzWMsIhJAjDHx1toor/VmwAqgBtAY+BSo6N58r7X2F2PMb8DZwE7gY+BN4AWgFxAG/NdaO7HEPoSISCmlYCwiEkAyBmN3WxzQCjgFpFtrzxhjWgBTrbVdjTG9gIettQPd+48AallrnzfGhAE/A4OttTtL8KOIiJQ6If4uQERE8qwC8LYxphOQBrTMZr8+QAdjzLXu9cpAC1w9yiIikg0FYxGRAOYeSpEGHMY11vgQ0BHXMyJnsjsM+Ke19rsSKVJEpIzQw3ciIgHKGFMTeBd427rGvVUGDlhr04GbgGD3rqeAaK9DvwPuNsZUcJ+npTGmIiIikiP1GIuIBJYIY8xaXMMmUnE9bPeae9sEYIYxZhgwD0hwt68D0owxvwMfAW/gmqlitTHGAEeAv5dM+SIipZcevhMRERERQUMpREREREQABWMREREREUDBWEREREQEUDAWEREREQEUjEVEREREAAVjERERERFAwVhEREREBFAwFhEREREB4P8BzYx90yvtZocAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "MSFT['Adj Close'].plot(label='MSFT',figsize=(12,8), title = 'Adjusted Closing Price',color='black')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x11e4eb050>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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JGln317YnmpKtUoXhF9T23UfuMrGSRig+ADiORv/h22vn38P4fY57x1AsSZI0stppKa6LUr6ptu8+GoF6nabzX1jK+up3iX6cts1QLEmSNLKmGoorUdv+BHBV2V676bzTa+fU9d8MFIZiSZKkkVVvsZ1KKG728lLObtq/Yyl/WsrHl9JQLEmSpL5xdW17slC8btPj39e2q5bjeveJdchTt90L3AS8mTy9G9h9QpIkSX3kitr2ZKF4vabHu9W2Z5Wy3n3iMeRQ/FvygL4n1I7fN6VadoOhWJIkaWT9pbY91ZbiujVLWXWf2Bt4NDkUf7jsf3zt+HL6jaFYkiRpZNVbiltNyVbf1yoUVy2/azaVu5Tz7wV+ALwW2BRbiiVJktSH/kKj60OrluI7a9vN3SegsRBHNe9wda1gbP/irUtpKJYkSVLfuRZ4UNluFYrvqG23CsVHlLJqRa6iZTC2f3H13Gqf3SckSZLUN+6j0do7WShu1X3ig6XcqJT1luJltfOqVmNbiiVJktRXVpC7PVRBdbJQ/OwWx9cq5SWlrIfilza9FjQG2tX7MvcHQ7EkSdJIqrowVK24VXD9CfDXsv23Uv4MOLbFNaoQvLCUUSu3BF7W9FpVAH8rY/sr996ak58iSZKk4XN/KTcoZRVcDyD3Ab4buIDcvWIfxi7tXGneN7tpf9WSXL1WvZ/xhlOv8gwyFEuSJI2kKgRX4fQ+Gssv31PKC4A9aLQIT6YKwVUofhvwB+CF5XE14O6JU63sjLP7hCRJ0kiqWm+rULwMuLl2fDlwEXkRjnY1txRvB/wC2Kw83gT4MXDGFOs682wpliRJGklVS3HVfeI+4NbavpvKvl2ncM3mluJWnjaF63WPLcWSJEkjqbml+D7grrK9NqsOxGtHO6G4PxmKJUmSRtJnSllvKa5C8WwaoXkt2rdpKeesVs16we4TkiRJI2c58JGyXfUDvgRYUttXtRRPJRT/K3lJ51eubgW7zlAsSZI0cupzDlfh9+O1ffWW4tm0bz3gjatRr96x+4QkSdLI+UZtu9WSy7OBL5btqbQUTyVA95e2QnFEXB0Rf4iIiyJiYdm3aUScGRFXlHKTsj8i4oSIuDIiLomIPWbyC5AkSdJULQd2Ktu7tTg+C/hU2Z5K0F178lP61FRaip+SUtotpbSgPH4bcHZKaWfg7PIY4CBg5/LvGODTnaqsJEmSOmE58HzgKuCZrLq63I217clair9U2153tWvWK6vTfeJg4KSyfRJwSG3/l1N2PjAnIrZejdeRJElSxyRgBbkFeMeyb07TOYtr25OF4o1LuT+NFesGT7uhOAE/iYgLI+KYsm/LlFL1NuImYMuyvS1wXe25i8o+SZIk9VyrqdbmTHD+ZN0n9gdOAL67GnXqvXZnn9gnpXR9RGwBnBkRf64fTCmliEhTeeESro8B2H777afyVEmSJE3bVEPxZC3F6wOvXp0K9YW2WopTSteX8hbg28BewM1Vt4hS3lJOv5680HVlXtnXfM0TU0oLUkoL5s6dO/2vQJIkSVPQav7hOROcP5XZJwbXpKE4ItaPiA2rbfKC1X8ETgeOLKcdSaPN/HTgiDILxd7AHbVuFpIkSeqpVvMPz5ng/MGdZm0q2uk+sSXw7Yiozv96SulHEXEBcGpEHA1cAxxazj8DeDpwJXAP8JKO11qSJEnT8ACwe9nuVJ/i4TBpKE4pXQU8qsX+JcB+LfYnxi6TIkmSpL6wBLihbLcbijeYsdr0E1e0kyRJGhn31Lbb7T6x/sxUpc8YiiVJkkbG3bXtdluK252sbLAZiiVJkkZGO6F4NGabaGYoliRJGhn1UDxe94kzGLsO22gYjfZwSZIk0QjF+wNPqO2fU9t+ainfB1zehTr1B0OxJEnSyKhC8ceAjWr757Q4990zXZm+YvcJSZKkkVGF4uYZJeZ0uR79x1AsSZI0MsYLxRs1nzhyDMWSJEkjY7xQbI9aQ7EkSdLIuBsIYJ1xju/Rxbr0F98WSJIkjYy7ya3E0eLYbYwfloefoViSJGlk3A1sMM6xTbpZkb5j9wlJkqSRUbUUq5mhWJIkaWQYisdjKJYkSRoZhuLxGIolSZJGhqF4PIZiSZKkkWEoHo+hWJIkaWQYisdjKJYkSRoZfwc27HUl+pKhWJIkaSQ8ANwKbNnrivQlQ7EkSdJIuAFIGIpbMxRLkiSNhFNLuUNPa9GvDMWSJEkjYXkpn9rTWvSrNXtdAUmSJM2kFcBxwE3l8Vo9rEv/MhRLkiQNtdOBd5btNbCjQGv+r0iSJA21P9e2bQ8dj6FYkiRpqF1a27brxHgMxZIkSUPtxtr23T2rRb8zFEuSJA21O4HodSX6nqFYkiRpqN0JPLfXleh7hmJJkqShdiewYa8r0fcMxZIkSUPNUNwOQ7EkSdLQWkEOxRv3uiJ9z1AsSZI0tG4DEjC31xXpe4ZiSZKkobW4lFv0tBaDwFAsSZI0tG4ppS3Fk3GtP0mSpKFVbyneEljWw7r0N0OxJEnS0KpaircArutlRfqeoViSJGlo3UJezW4zYFaP69Lf7FMsSZI0tBZjIG6PoViSJGlo3YKD7NpjKJYkSRpaP8Xp2NpjKJYkSRpKNwC3A7N7XZGBYCiWJEkaSjeX8hU9rcWgMBRLkiQNvDcA55bttwOnA0vKY/sUt8NQLEmSNNAeAI4Hnggk4DjgYBqheLMe1WuwGIolSZIG2r217Vtr2/9Vyjndq8oAMxRLkiQNtPrSzd+pbf++lBt0ryoDzFAsSZI00Ootxce0OL5+tyoy0AzFkiRJA+3eSY67ml07DMWSJEkDbbJQrHYYiiVJkgaaobgTDMWSJEkDzVDcCYZiSZKkgTZRKDYwt6vtUBwRsyLi9xHx/fJ4x4j4TURcGRH/FxGzy/61y+Mry/H5M1R3SZIkrRJ8X1TKFwDrdLkug2sqLcWvBS6rPf4v4PiU0k7A7cDRZf/RwO1l//E0Zo6WJElSxzWH4pOAi4Ev96Aug6utUBwR84BnAJ8rjwPYFzitnHIScEjZPrg8phzfr5wvSZKkjqsv3vEg8hRsjwRm96Y6A6rdluKPAW8BVpbHmwFLU0oPlMeLgG3L9rbAdQDl+B246LYkSdIMqVqK/wj8rpcVGWiThuKIeCZwS0rpwk6+cEQcExELI2Lh4sWLO3lpSZKkEVKF4gcBG/eyIgOtnZbixwP/HBFXA6eQu018HJgTEWuWc+YB15ft64HtAMrxjYElzRdNKZ2YUlqQUlowd+7c1foiJEmSRlcVih1UtzomDcUppbenlOallOYDhwE/TSm9CDgHeF457Ujgu2X79PKYcvynKaXU0VpLkiSpuJcciB3CtTpWZ57itwJviIgryX2GP1/2fx7YrOx/A/C21auiJEmSxnchML/XlRh4a05+SkNK6WfAz8r2VcBeLc5ZBjy/A3WTJEnShFYAvwZe2uuKDDxXtJMkSRpYlwP3AHv2uiIDz1AsSZI0sKop2PboaS2GgaFYkiRpYP2OPMjuob2uyMAzFEuSJA2s3wGPYorDxNSCoViSJGkgJeAiYPce12M4GIolSZIG0q3AHdh1ojNsa5ckSRooR5Aj3EvK4wf1sC7Dw1AsSZI0UL5Syi+SV7Hbp4d1GR52n5AkSRoYK5serw9s0ouKDB1DsSRJ0sC4oenxej2pxTAyFEuSJPW1O4AtgHOBq5uOrdv12gwrQ7EkSVJf+w2wGHg/q4ZiW4o7xVAsSZLU1+4v5VoYimeOoViSJKmvVaF4DeBdTcfsPtEphmJJkqS+VoXiy1ocs6W4UwzFkiRJfa0KxX8t5anAjmX7sd2vzpAyFEuSJPW1+5se7wK8DtgXeEfXazOsDMWSJEl9bXnT402A1wBnA7O7X50hZSiWJEnqGw8ANzftu6fp8WZdqstoMRRLkiT1jbcCWwFLa/vqofgn5KWd1WmGYkmSpL6QgI+W7atq++uheJfuVWfEGIolSZL6wh217StLeQnwwdr+ed2rzohZs9cVkCRJEoztMnE+sAXwcmBlbf+sblZopNhSLEmS1Bduq20fDzwF+EuP6jJ6DMWSJEl94fZeV2CkGYolSZL6wg2THH9ZV2oxqgzFkiRJfaEaXPe4UgZwGPBV8swUJ/aiUiPDgXaSJEl94UpgPvBa4DxyED65lxUaKbYUS5Ik9YUrgJ2BOT2ux2gyFEuSJPWFK4GdgI17XZGRZCiWJEnqudvIs08YinvFUCxJktRzV5TSUNwrhmJJkqSeq2ae2AnYrJcVGVnOPiFJktRzt5ZyK2A2cCywXe+qM4IMxZIkST13XynXLuUnelWRkWX3CUmSpJ5bXsrZPa3FKDMUS5Ik9VwViv0Qv1cMxZIkST23nNx1InpdkZFlKJYkSeq55dh1orcMxZIkST1nKO41Q7EkSVLPGYp7zVAsSZLUc1WfYvWKoViSJKnn7sOW4t4yFEuSJPXUccApGIp7y1AsSZLUU28vpaG4lwzFkiRJfWFWrysw0gzFkiRJGnmGYkmSpJ65q9cVUGEoliRJmtSpwLNm4Lp/q227xHMvrdnrCkiSJPW/F5RyBZ3t+3tVB6+l1WFLsSRJUttu7/D1bqhtO/tELxmKJUmSJlWtNrekw9ddWspjgQ93+NqaCrtPSJIkTWoD8qpzt3X4uneQW4j/B/sU95YtxZIkSZNaq5T3dvi6dwAbYyDuvUlDcUSsExG/jYiLI+LSiHhf2b9jRPwmIq6MiP+LiNll/9rl8ZXl+PwZ/hokSZJmWBVal3X4ukuBOR2+pqajnZbi+4B9U0qPAnYDDoyIvYH/Ao5PKe1E7nV+dDn/aOD2sv/4cp4kSdIAm6lQXLUUq9cmDcUpq2aWXqv8S8C+wGll/0nAIWX74PKYcny/iPAzAUmSNMCqyGRL8bBqq09xRMyKiIuAW4Azgb8CS1NKD5RTFgHblu1tgesAyvE7gM06WGdJkqQum6lQbEtxv2grFKeUVqSUdgPmAXsBD13dF46IYyJiYUQsXLx48epeTpIkaQZVH3rf16HrHQechS3F/WNKs0+klJYC5wCPBeZERDWl2zzg+rJ9PbAdQDm+MS0m9UspnZhSWpBSWjB37tzp1V6SJKkrOtmn+MfA24H9yVO8bdKBa2p1tTP7xNyImFO21yXfwcvI4fh55bQjge+W7dPLY8rxn6aUUgfrLEmS1EWJxkp20w3FS4BLyvaBtf3LgJ2meU11UjuLd2wNnBQRs8gh+tSU0vcj4k/AKRHxAeD3wOfL+Z8HvhIRV5Lf/hw2A/WWJEnqksvIfX9h+vMUPxM4H7i/xbFdpnlNddKkoTildAmwe4v9V5H7FzfvXwY8vyO1kyRJ6rmza9t3jXvWxKpW4j+3OGYo7geuaCdJkjShs4EHkYdQ3T7JuePZrZRfbdq/HrDNNK+pTjIUS5IkTehXwJPJA+KWTvMa80r5yVJuWcqdcYnn/mAoliSNmM+QJ0Za0euKaGD8HZhLnjpt6TSvUQ3Qq7pfHFDKnaddK3WWoViSNGJeQQ45v+t1RTQQErAcmE1uKZ5u94nmWSuqNc+2m+b11GmGYknSiFmrlP/T01poUFSL985mbEvx+4DHt3mNBPykad/dpbQ/cb8wFEuShkwiT5l/2zjH1i3bD7Q4LjVbXsrmluL3Aue1eY0/tdhXtRzvMO2aqbMMxZKkIfMt4GDgwy2O3UjuOgHTn29Wo6UeiueQv3+m2h+9eSDdM4APAO8ADlmNuqmT2lm8Q5KkAXEf8JayvbzF8XqL3Z0zXx0NgeZQDI2FPCB/4jBZnGq1Ct5c4D9Xq2bqLFuKJUlD5GfAVWW71YCoxaXckUaLsTSR5u4TMHYGiruZXBWKX9mhOmkmGIolSUPkwFJuQiMA11VdJrbAUKz2VMsy11uK/1o73s4nDlUorvqzOy9xPzIUS5KGRP0j6j3Jofg6YG/gsqZztsTuE2pPq5biD9WOt7Psc/V9t06nKqUZYJ9iSdKQeE8p55Nbgs8Cti/7DgKuptFSPBdbitWepaWstxT/qnZ8OqHYluJ+ZEuxJGlI/KCUHwQ2bzp2DXnmiSqcbEEOMyu7UzUNsKNKuRzYqLZdmUooXrtDddJMMBRLkobAtcClwH8DhwM7tTjnKeRwsgawWdnXTqDRaLuilOsA67U4PpU+xXaf6GeGYknSELimlP9UypcDn2s653Jy94l1aLT43YE0sQNKeTCtQ/FEb6z+BhwBXExeSfGgsv/lHaudOsc+xZKkIXBjKbcu5WzgaOCl5fGBwJXklmSAXUt5HvCCblRQA+tG8mIbQWP2iLqJQvEraCzv/ETyJxipo7VT59hSLEnqgQeAQ4HfdOh6N5Vyq6b9HwG+Qu5jfGVt/2PLuad26PU1vK4H5pXtWS2Otxqw+WtyiK5/z+3b4Xqp0wzFkqQuOh14CXmKtG+Qp0v7ZQeuexP5w89Nm/a/EfgXGi3IAN8nh5t/Ji8J/Vek1paRp/ab1+LYv5dyaYtjXynlVbV9huJ+ZyiWJHVJIvfL/BLw9dr+L3fg2jeSW37H+7NWTc32FPJH4QDPLaWhWOO5oZStQvHO5HmLbyR/8lHXqpvFXh2sl2aCoViS1CXX1raPq21/lunPArEQWALcQp5mbTzPAQ4DTq7tq1qVl696ugTAolK2CsWQQ/Hngec17b+16fHWOB1b/zMUS5I67JeM/di4clEpj2px7C/TeJ0EPBpYQJ4Wa+MJzt2GHIi3rO1bq5SGYo2nVSg+opSJxmIe32163k1Nj3fobLU0I5x9QpLUYU8oZfMo+4vJg48+AexODrQfAr7H1KdGu5RGkL6a3GI3XmveeGaX8v4pPk+jowrF29b2Ve2J9VBcdymNGScq3+hstTQjDMWSpA5aMcGxS8j9MNcHXlP2/Sc5FDd/3DyZRzQ9vhF46BSvUYViW4o1nkXkTyA2rO2rlmheCWzQ4jnPb3q8P1N/w6ZesPuEJKmDFte2L246dj2rfow8t5TthOJqeqtWwfsmWgeUidh9QhO5C/gfVo1KVShOtB5Q17x0+FotzlE/MhRLkjro5tr2vzYdu5FGCK5Uyy03h+IlwO3AOeTBdKeQW5nPYuzcr3VTDcW2FAvyMs5LgbvJ06b9ruz/dilvbzq/Wqp5Fq1XuGvuNmQoHhR2n5AkdVB9gFG9Rfci8lLMWzPWWuSPp5tD8ebkP1HVVFevKOUFwMfIweQH5MBSjfyvf8TdDvsUayWwC3mw5gfIb8L+jbyozLJxnvMB8vftC4ELWxx/CmMHjhq1BoUtxZKkJsuB7zC95WirluLdgftq+39byueyqs0Z2+2iUp/79X9L+TNyGH4PuVWvPuPE5lOsq90nVE0TuBB4V9mOpmPXND1nE/Ibs7Vp3X3iM02PDcWDwlAsSSPrh8BtTfu+Rf5j/2zyR8OXTPGaV5L/tOxMY+7hLwMvL9v/1uI5W5G7VlTumeD61aj+Q0pZDyXNXTMmY/cJ/aG2fUEpfwN8lDyryXwaC7+00hyKmxfxAEPx4DAUS9LQa9Xi+wfg6cCbmvbXFyFYBhw6xdc6D9iNPB/wIvL8rS8rx3YgzzzRbDvgutrjf286/l5WnYO4CiqrE4qrluI7p/g8DY96KD6QxvfEG8krHU4UiGHVUNxqEKiheFAYiiVpqP2W/Kv+K7V95wOPLNtfJP/hvwy4l1UD9H1MzV+Ah5VrQW7RXQ58krEBpK4KxdWo/S+T+x6/kByqX0/uXlGtghc0BjjVQ8keU6xr9SfwOHL4v3uKz9fg+2Nt+1PAf9Ue/5rGQNDxPK7psaF4kBmKJWmovbeUR9T2HdF0znXk8Pnr8viM2rGrgf9u87WWkVuHdyL3Ka57GuMPhNueHJwXl2vcBrwS+Brwz8BG5Ba8h5Xz663N1fbO5L6e0/UN8qIiGh0rgV+QuwpdB+xY/tVN9j31JPL3dvW8qvvER2rnHLh61VTXGIolaWjdTx6Y1mxOi32LaPSpbF4E4020N+jub+W8nch9h+vTs23Z8hnZdqW8DPhR2W6epQJgb3L4PbXpuSfSCPSro3lAlYbb1eS5sw+gsbhGcyie08Z1tiV/799Lo6V4FnlZ8c8xtkuS+plt+pI0tG6l0Y0B8h/sWeQAcEFt/07khTY+WR5v0+Ja99MYmDaeav7gnchdHLYo1zyJiecQrkLxU1rsq5vL2KmuKK/zshbnTscNHbqO+s/15BC8LXlg53/QmAbwkbXzptpSDI3+8K+g8anKLOCw6VRUPWRLsSQNrWrRgcc1PV4CPJE8rdSHySHhT7XnrQ18vOla7czQ8NdSPri275Xk0fyx6un/0CoAP6SN1+s0Q/HwejOwDzn0/hvwIeCz5K47e9XO24ixU6o9to1rV288f8fYlmINGkOxJA2th5eyCqnV9Gt3kvv3vpbcNWL92rFzSvka4NW1azWH4hU0Vv6q/K1cd7LBSc1azS/cKijPNAfaDa+/1ra/VNt+NKsG2GNq209u49prl3IFhuLBZiiWpKFU7wNcheIlpaxCcaXeirtpbbveXaI5FJ8E7EkeoFdZQu7iMFGrcCvBqv2Ye/HnqdUcsxoOt5G7M7ymaf/rxzn/IPKbwnbCbfVzYigedIZiSRpKf69t71nK8ULxwtr2FuNcoz4128U0BsT9vLb/NsaG6qk4pJQfAs6d5jVWly3Fw+tm8mDPZ9T23QU8fpzzzwBOmOJrGIoHnQPtJGko3VTKNwC7lu0qFN/F2FB8RylPJfcvbt4PY1uKd6tt19tWVicUfwA4lsYsAN3ye3K3j4+Tw76Gz73kN4JbkqdQq7RaSGY6qk9lVtD4tMF4NYhsKZakoVTNNfxSGkH1JvKcrHczNhRXQfSQpmvU5zM+bZzXqbeurk4ormbF6LbdyP8newNLGdsdRMOhmhpwS3L/32+TF7XplHootqV4kBmKJWkofYk8qn5X8hLJQe4m8Z1yvD5v8DnAN2kscVt5BjlAALxjnNdZWttenVDca9Vqeof0shKaEdUgu2ru60PIA+w6pQrFD2AoHmyGYkkaOncClwAHl8drkBchqLf21vsO7wA8Z5xr1QfbLaERAF5BDt3nl30ryVO+DWoobjU3s4bD2eTuDE+YoetXPxPLMRQPNkOxJA2dalGCetBrXoRgfpvXqofis4Cvl+1zgMPJCyJcAHyBHIwnW+CjX70S+JeyvXKiEzVwrgAexMQLyHTCfRiKB5s9wSVp6FSLUNTn/62H4s/RmJFiMvWQexiNYLEt8HzylFaPqZ2zffvV7Cuzaaxsdg8zH6DUHf9O/oTkhTP4GrYUDwtbiiVpaFwCPA94a3lc7zdcD8XNcwJPpLmF+a5SfpIcjB9RO7Yz8OIpXLvfVLMRODXb8PhwKT81g69RfbJgKB50hmJJGgqJ3Gfym8Cvyr4FteP16afWmcJ1tx1n/5xSPrGULwYuZbD/rFT/R3dNeJb61ReB99UerwDuB95NHmzaDdWUbIbiQWT3CUkaCn9i7GIbmzJ2Zbm1x9meTHNLcWXdUlZLSd/LqrNXDBpbigfbv5byPaWs5tke73u4U+qrR1YtxcarQTTIb+klSf9wQSl/XcqnNx2vtw5P5Vd/AH8mL3JRb22uQvF2pawv9DGoqjcLy8n9shf3sC6avhNLeXspuxmK/1ZKW4oHkaFYkvrStTT+wLZjIXlw2F7kMPDZpuP1UDzV2RUeQl7k4sjyeA0arcJzSjkMXQ6qr+l+creRLSY4V/2lvuLiy8lBtVq0Y/NVT++o+jSE1c+IoXgQGYolqS+cDvx32f4lee7gB5EDWjsuIM8oUc1J3NxvuN5l4iHTrOOcUq5Lo2vG/FI+sfnkAVQPxRos15ay+r7/G403lQ+a4df+XIt9huJBZCiWpL5wMPAm8ke/+9b2n9zGc5cBFzHxKl1VWDiO6ff9rbpPbF3btx1wJfCBaV6zn1TTz9VbHd8I3NKDuqh9y4CLy/Z/lvJXwNfI4XT+DL/+puTl1OsMxYPIUCxJPbcCmFu2X14eb0z+CP8HbTz/HHKQe9IE5zy5lHtMr4oAHESe8u2nTfsfzHAMLGrVUvxR8lzM6i8ratuPI39fAjyL/L14BPBD8hza6zLzmuPUoK7sONoMxZLUc69l7KCuleQBcw+jvX7FvyL/Ot9/gnOeDtw4yTmT2R34Bo3BdcOmCsV/b9rvCnf95YPkTz4WAweSB4FWHkRjRhQYu7T5TGpuGd6pS6+rTjIUS1JPPUBeCKNuU2BXcvi8vo1r3AOsx+RTrW015dqNlqr7RLVM9ttLOair9A2rd5F/brYAflzbfzQ5nN5XHm/M2K4+M6k5ThmvBpF3TZJ66i217XXJy9JeUx6vR+4vOZl76c5HxMOuail+VSkfAWwG3Nmb6qjJ2eR+9+NNsfb+Uh5byp/MeI0a6nHKN1GDatJQHBHbRcQ5EfGniLg0Il5b9m8aEWdGxBWl3KTsj4g4ISKujIhLImJ1OrBJ0hD7HnB87fG95AFrG5TH62Ao7qbmAYgbAxsBf+1BXTTWXcBTyTO0LAFeAdwE7FiOn0ejVfhY8s/EXl2sX737xL+Oe5b6WzstxQ8Ab0wpPQzYGzg2Ih4GvA04O6W0M/nt29vK+QcBO5d/xwCf7nitJWko/KiULyxl8+CcKhQnJraMqS3drNZmNz3emDw/8y+Y/B5oZn236fFBwJbk1nyAh9aOBd3/eajHqXd3+bXVKZOG4pTSjSml35XtO4HLyEOiDwZOKqedBBxStg8Gvpyy84E5EdGtTj2SNCBWAr8hzxl8EvAt4Pymc9Yp5z0wybVsKe6MVi3FjyO/6TgHuLrbFdI/3Nr0uArDXybP6z3Tq9ZNph6nYtyz1N+mNIdORMwnDz/+DbBlSunGcugm8ls2yIH5utrTFpV9NyJJKj4PXFjKNYFntzinau26hxzQxmMo7ozmULw+jVXt9iulLca90TwjSNVtYg7w+O5WpaWq+8SHeloLrZ62B9pFxAbAN4HXpZTGfHemlBJT/E0REcdExMKIWLh4sevLSxo1vyS3F7xkgnOquVjfPMm1DMWd0Tyt1mwa80ert+4gDzy9CvgD/dcaW8Upp+8bZG2F4ohYixyIv5ZS+lbZfXPVLaKU1ZI/1zN2Est5tJhTKKV0YkppQUppwdy5/tKRNApuJI+IP4f8se9mTPzHfUkpP9u0/1fAbeRFJu4v152oJVnt2aDp8doYinvt9lLeQf4e35FG14l+Ur2hWjHhWepv7cw+EeTP9y5LKX20duh04MiyfSSNXvCnA0eUWSj2Bu6odbOQpBH2AuAAGss43zXJ+Uta7Ps7sA85UD+U3Jr5Vxof72v61gQ+UXu8No3uE+q+v5AHnz4L+Bz9PYts9TP9xJ7WQqunnT7FjwdeDPwhIi4q+94BHAecGhFHkyfVPLQcO4O8dNKV5I5wE302KEkj4lLg3KZ9k7UqvZDcJlG1Jv+OsdODXVXb/ufVqp0q29a2m7tPPLPLdRl1N5Xy+6V8aa8q0oankCOP3ZgG2aShOKX0S8b/fG+VponSv/jYFudK0gg7lfwR603An4AnseoUbM32Jc92+d/kMct71o69iNzqfER57IIBndEcigdpVoEbybMwDMv0fPfXtl9I/091ZiAedP38WYQkDZErycF1c2ABeZ7Vr7TxvB3I4aA+VGNn4KvkD/GOafM6ak89FDf/iezX/qL3kLsYbAM8uOxbAfwHcFGP6tQJ9e5Fj8LIopk2pSnZJEnTcQ/wdfJHrJBH0Z/R5nN3aLFvt9r2Z6ZfLbWw5QTH+jUUn0aji8ENwM3krjbvAS4pxwfR3bXt5/asFhodvu2SpBn3m1IePI3n1kNxtWrXNqtXHU2geVo2yAusQP+G4iObHm8FfLJs39PlunRS1VK8iEYLuDRzDMWS1DFnAM9g1Vkj/lTKQ5m6eiiuRrg7I0J3XUpe2a5fQzHkP+f1Prg/KOXS7lelI/4OfKlsN0+VJ80MQ7EkdcynycH45Kb9V5MHP201jWuuX8qDgZ3Kti3F3TWLPOiuX0Jxfb2s5aV8H2N7RD6RPCPJ0u5Va0p+AnyY1ut+XUuu/6+B9+Ic3OoW+xRLUsdcXco/Ne2/gNz1YbqzF9xDXoJ4ObnleDrdMNS+hcB1TftmMbYltpfeAHyMvHpa9anE5qX8Mnkav3OAo8l9i39A/t58Jf0xg0Yiz5wCeXnznZqO1T8deXu3KiXZUixJnXEf8OeyfUtt/83AL4BDVuPa65LbMNYDnkPrfq/qnD1Z9X7Non9aij9WynuAH5btnUv5YuBn5PC7IbkbwjOBV9Ho295rN9S2n0le6qDyg6ZzZ898daTCUCxJHXEZ8EDZvrmUibx+UQKe14tKqWP6KRRXbiJ3m3g0jf7mdVUornyixTnd9jcag+ZmAZeT59yunFXb3qRblZIAQ7EkdUjVZWIvckC+k7zw5w/JoeVhPaqXOqOfQnH1ScHJ5P6376F1t4j6Ih6PBs6egbp8D9idxhvCyZxA/lRlLnBr2beY3B//s4wN8RNNjyd1nqFYkjrijlL+M7mf55uBdwA7Aj+mP/pyavr6KRSvXcp3lfIp45xXvRH7TjnnNloPbFsdLyIvEHLzJOdVqkGiFwBzgNcB15P7Ox8D3E7jZ+WpHaqj1B5DsSR1RLXQwN6l/Ay5L/CV+DHwMOiXUHwfY+cenk/ua97Kc8iDMw8mfw8uB+7tcH2quswD/nOK50MeVFdfpONi4DHkgYIf7UQFpbYZiiWpI6o/9gtq+7bAX7PDol9C8fVNjydbrW6tUq5byh93tjpj/k/e2cb595BbuqsuIM0rNv4NOB94Mo26S93hb2tJmtDVbZ53N/mPfX1O1fd2ujLqmX4JxUtLeRTwAuCf2nze9qX8QofrU80OMZ/Giot1dwI/rT2+h8bc24zznDd1pGbSVBmKJWlcXyL3CR6vxeqO2vadjP1jD/CgGaiTeqNVKL6VsQPDuqEa0HkUcArtT1l2CHlav0515bkXeD25S8aHgP3J/YHrFgMbAfuRB59CfvNY7+6xK3AFeTGPJ5TzPtyhOkpTYyiWpHFVH023Gln/bfJAod+QBzB9upQAHwe2pdG/WIOvVSieS555oVv+jzwPMUw93AZ5sN2FHarLZ2jMl/ziUp/bGTuQ79zadjXTRHNLMeTFO/Ynz+fdquVY6g5DsSQBOfD8D3mKq8rlte0jGDsg6JRSfro8DxqDh14DLMKFB4ZJcyi+q5RXdbEOh5VyBxqLdUzFvuSW5jsmO7GFeth9EY2ZL44hvwHcgtxqvLR23p217T+S6/x/OPBU/cpQLElAXtjgNeTA8SjgUvLMEZWvkLtT3EoORFWr8EnkvsN7serSwBoezaH4972qCHkg2rqTnrWqajnlv03xeX8nLyP9IfL3/dfJPwNvIrcYQ+5TDGNXp6tvv5LGz9OcKb6+1B2GYkniBPJ8qZVLgH8v20fV9v+OPF3UhuSVt3aqHXvizFVPfaA5FC8s5fYtzp1pW0zzeTuWcqqh+C3kMHwicGPZdwpj+/7OL+XVtX31T13qut0PW2qPoVjSiFsMvLZs1wfGfRfYjrHB94+M/bj8M8CzyvajZqqC6gvrMHaO34tKuVGXXn8FuV/wu5n+n+4qFE82jVvdMhozVlwN/KVsb9Z03g61cyrXMPbnB/InMp+ewutL3WMoljTinl3K15JHwT+5duz9jA09vy3lI8iDivYFvkxetOAFM1pL9dom5BbOatBl1WK6rEuv/ztyv97p9CWuVH15v07je3kyi4D7aYTgT5Ry06bzNiMPoLu6tu9a8pvFF9X2HQs8ss3XlrrLUCxpiJ1GY1GNFaw6ZRTAr0r5dPKvxA8CuwBfJI+q37jFc46j0S9yDnk5ZxcaGG5VCFwK3AKcWR5PZ4W4RG71fe8E53yP3K+9UvVhXp1uOvWlxp/e5nOqfvKnArvRmHO4uaU4yF0ori6PEzkUzwe+Su6SdPYU6ip1n6FY0pD6DfB88lyqkAPIpsCSpvMeXcp9S/lY8qwTR5F/RVYtxU+gMbuE8w+PnqqV9XZyYK1cD5w+xWtVQfN9LY79hdxv/Z/Jn0hcUPb/jfzGa9spvtZ4mn8OxrO4lFuSW3kr81qcO5/c7SjI06stoxGe/4nGz5jUnwzFkobU0lJeRf749wPl8blN560EDiIvbDCRjcitdf+Lc6mOonoo3qDp2FemcJ2dyAtpwKpdEG4nh8d614a9yut9hjyobxar5yry/NlzGDvN2niq6ds2JneD2AZ46jj1mF/bflopm+cklvqXoVjSCKhPn3VD07HbmHje1KpbxM7kaaleztiPoTUaqgB7G41uONUMFM1dCcazEvgrje/H5lD6J/Jcv83uLq85v83XmciOwEvJbxrXoDHfcis/ojFX98bkaeCuKvtbqdev+joMxRockzWNSNKAGm9lrfo0UXeTR8gfMcF1nk6eiurFE5yj4VdvKa6mNHs4OWTe3fIZq1ra9HhlKS8jh89qXt9ryS2xPwb+lTwLynU0Zo9YXQfUti8BHtfinHPJn6BUqnC79gTX3aHFvvVa7JP6ky3FkoZUNQDqFvIiA5AHKf0Xud8jwMXkYLLnBNcJ4GXkKbk0uuotxT8A9iF/T6xPHkj2pTausbjpcTXv8cPIs6CcSf5EYjtyN4WXkL8/dynndSoU1/sDN6/IdyfwBxorNlbaiQutQrEtxRochmJJQ6pqvbuklAfTmG/1EHLYuLA83qN71dKAqlqKbyG36u5THlfdD14yyfMXsWpf9JVNj39JHtBZFzTe4HVygGc1V/GNTfufRp4yreoi8hrgI21es5ou7j21fbYUa3DYfULSkLqntn008HHG/oFeSp77dQtyq5w0kapv+X+U8uGlvLp2zinAYeM8v1UXneWMXUr8DlqvkHcgcB7wpHYq2qbnkPsI39S0//xSnkyegu3jU7jmJuQ3CeuRf/4+DMxerVpK3WRLsaQh9AB5QBzk1uH/JX+MWx8gdzM5FO+JA+c0dVUo3rK271Xk7jnNHiC3Aj+f/L14GnkGiAfI4bOu1aC9d5C/X7dejfo2C2Arxg48vbTpnFZzdE+m+jn7ELmbSXPLt9S/DMWShkwiz5EKeU7Xl9D6Q7G/kUPAbt2plobMQ0r5e3K/3GeT5/59W4tzryFPC3gg+c3ac8nzYEOezm0XGgM5W/Vvn0X+RKPTHkGe/q2aKeJTTcdXZwnrWeRBqr7h1OAwFEsaMkcD+5XtP7c4fl4pTyMPdHpIi3Okicyj0RVna/IAuFdNcP4HS1n/XptTyiuAQ8nLhT9AXjymW15EDvQvJveV/hR5xol3AHOB53WxLlLv2adY0hA5m7w8M8BTWHWRBcihY9faeS7EoXbdRh5k96gWx55S276PxtRlt9MY4LlL7Zw5te1nlnJ1F+aYqheQZ2D5EI25k7cB/rP8k0aLLcWShsgHyAsILKIx7VorVYDZhbximNSOTch9gddtcSyAE8r2nbX9F9e2N69tz6ltz0TXiHY9tZRXlPL5vaqI1HOGYklD4gpyX+L9yH2JN5zg3Go6rU2xz6M6p/qe+3ttXz0U17/X5tS2210RbybsTqNVe0PGLuwhjRZDsaQhcDu51XclORBP5iDg0cDHZrBOGj3VAh+31vZdRO5/vLTp3Dm17YnewM20TcgD7iD3I5ZGl6FY0oD7bxphBPLqc5OZQx51/5iZqJBG1vxSXl3KL5NXutudVac3qz/u9acV1Up0rj6n0WYoljTgqiWcdwb+xNglbKVuml/Ka8grKR5ZHrcKvf20bPhBpfxDT2sh9ZqzT0gaYPVlcvcnzyoh9cqG5P65XwTe0uO6TMXR5DeUruyo0WYoljTA/lrb3nLcs6TuCHK/3Mt6XZEpCuCjva6E1HN2n5A0wC6sba837llS99QHq1VzYY/XZ/hPwLUzWx1JbTMUSxpgC2vb/dRHU6Nr31JuS2OxjlaLyEDu7rPdjNdIUnsMxZIG2Lm17d16VQmp5m2lfBp5oY93AZ/vXXUktc0+xZIG1P3kadXeSR7lv1NvqyMBedW6m4CNyO1O/9Hb6khqm6FY0oBaXMp5GIjVXxz0KQ0iu09IGlA3l3KLntZCkjQcDMWSBlS1lO7mPa2FJGk4GIolddhy4DDgZzP8OstKue4Mv44kaRQYiiW14QvAz9s89zfA/5FH38+k5aVce4ZfR5I0ChxoJ2kSy8nLwAKkSc69BXhu2V5Rzh9v4YJO1Atg9gxdX5I0SmwpljSJ303h3MNpzAqxEri+89X5B0OxJKlzDMWSJlEtkPHgSc67CbiubJ9WyoXjnNsJ95XSUCxJWn2GYkmTqELxX4FF45zzF2Ab4ArgJcAzyQPgzgH+Tm5BPrPD9bJPsSSpcwzFkiaQgF/WHp83znk/o9HfeA1yUN0HOAF4HXAKcPw4zz0FeGV5/keAf6cx3dpE7D4hSeocB9pJmsAi4HZyK/AN5GnQEvBDYH9grXLemcAmwI7A88q+fcv+L5bHrcLrSnIrMsCna/vPJC/h3MoKcvA2FEuSOseWYkkTOL+UVbD9G/Bd4BnAe8u+24FvAs8HLgQOLPtfAzyidq27W1z/p02PNwK2otE3udX5awIvxVAsSeqkSUNxRHwhIm6JiD/W9m0aEWdGxBWl3KTsj4g4ISKujIhLImKPmay8pJn2P8A8cqvv48hB+IXl2A+BU4FNya3Hz2t67nrAxcCN5Fbl88hdI+rTup1VyoeRg/AdwL8AS1vU5RvAfmX7C+SW5DXxvb0kqRPa+WvyJRpNP5W3AWenlHYGzi6PAQ4Cdi7/jmHs56GSBkoih9pDyOHzJWX/vaX8PfCCsv1s4CktrrEGueV3feAe4IPkIF1d/yfAAuBScvgG2JjcTWN57Torgbc3XfsHwANT+5IkSRrHpKE4pfQL4Lam3QcDJ5Xtk8h/Nav9X07Z+cCciNi6Q3WV1FWXkGeOmF8eH1o7djywZ9l+EvAtJh6icFlt+7BSvo0crA9rOnfjUl5Y2/dv5NkvPkSeB/lk4Cjg1RN/CZIktWm6A+22TCndWLZvArYs29sytjPgorLvRppExDHk1mS23377aVZD0sxYSZ5WbSvgOWXfRuQPhs4AXgW8GDiAHE4n8wjg8rL9EHJIPgHYlVWDbfX74HHAEuAa4ETg5TQ+lDqMVcO0JEnTt9qd8VJKicnXfm31vBNTSgtSSgvmzp27utWQ1FF/Jr+n/SB5RonKvuRp09YENiMvznFUG9f7Ivn98jHkcPwwcheJb7PqQLlnAseW7c3I/ZHXBF4/9S9DkqQ2TTcU31x1iyjlLWX/9cB2tfPmMbPrvEqaEdV8xI/v0PU2JP86eC+5dRlyIH5Ii3NnAZ+gMaBvCXnGi1bnSpLUGdMNxacDR5btI8l/sar9R5RZKPYG7qh1s5DUl64m9x9+APg18DLgT8A65DGznbQ18CPyh0uHTHLuV2vbB3W4HpIkjTVpn+KIOBl4MrB5RCwC3gMcB5waEUeTO/xVI3DOAJ4OXEkeav6SVS4oqU98DfgUjVbhtwKfJ68m9zDyUIHoTdWgvPZF5EVBelkPSdIoiNwluLcWLFiQFi5c2OtqSCPkWmCHsn0webW635FXi6s8mvFXlZMkaTBFxIUppQXN+531XhpJPynlBeTp1I6lEYirD5DWan6SJElDy1AsjZxbybNLQJ4qbQ1yX9/K70t5RDcrJUlST013nmJJA2tH4C5gA/JgOmjMDfwCclC+gzxjhCRJo8FQLI2cu0pZH0/wUOBn5AUzIC/UIUnS6DAUSyNnDfKKdXc37X9SD+oiSVJ/sE+xNHJ2KeXneloLSZL6iaFYGjn3k1eLO7rXFZEkqW8YiqWRcz8wu9eVkCSprxiKpZGzHEOxJEljGYqlkbMcF+aQJGksQ7E0cmwpliSpmaFYGmp3A6eTp2Cr2KdYkqRmhmJpqB0DHAzsAHwNeAlwH4ZiSZLGcvEOaeA9ANwCbAnMqu2/A/hm2V4E/Evt2PXdqZokSQPClmJp4L0d2BbYGPgEcHPZfzC5Vfh84ANNz/lD12onSdIgsKVYGmi/Bo4HtiEH4FeXf5V5wGOABeQgvDG5Bfn13a2mJEl9zlAsDaS7gX2Ai8rji8jdKP4T+GTtvEtKOQs4pUt1kyRp8BiKpb5xK/AWYHPgQOBM4Cjgx8AXgWuBE4GtgceX52wEHALMLY8/QW4FXqvsW7crNZckadAZiqW+8SNy+AX4cCmPazrnecD6ZfupwHeB9ZrOefCM1E6SpGFmKJb6xl+BIPf/3RV4OHAVsJg8c8SJ5OB8N/DvrDp4TpIkTZehWOq528jdJL5H7vLw23HOmw2cDTwCOLYrNZMkaVQYiqWeeAB4KXBSbd9zgVdM8JxnkJdoliRJnWYolrpuGfCvwMm1fYcDX+9NdSRJkqFY6p6zyF0kTiiPXwr8P+BeGrNHSJKkXjAUS13xc2D/pn2fANYGNul+dSRJ0hgu8yzNuFvI8w7vCHwTuBFI5EAsSZL6gaFY6rhbgfcC95fHPyf3I/4a8Bxgq95US5IkjcvuE9K03EceGPctYA/y8sq7Awtr52xCXpVuIbnP8IIu11GSJLXLUCxN2deAVwFLy+Pvl7IKxHPJC268rjx+KvB+8tLLkiSpH9l9QmrbvcDTyKvLLQXOKOUvgVPIfYcTcDM5BD+M3HXiTGDvrtdWkiS1z5ZiqS3LgUPIAfdFwAeB7cuxxzedG8A7yz9JkjQIbCmW2vIy4CfA24Gv0gjEkiRpGBiKpbb8DDiU3EIsSZKGjaFYAnK3iP8GrgCuB94N3FOOJfLAOVuHJUkaVvYp1gi6HXg5cCWwNXmw3Hnl2Jtq572fvBTz/eRBdht1r4qSJKmrDMXqgT8Cs4EdWHVVtyvJi1ts0OHXXESeV/ibwEXkgXM7AH8C5gDPA94K/JDcMvx54Frgc7VrNA+okyRJw8JQrC57H3m1t8qTgEvISyDfSg6i2wDzgf8C9pni9RNwFXA4OfTuSW4J/q9yfA5wLLl/8N7AA8As8owR0Fhg493AncBpwOOAXWrnSJKkYWMo1gx4JfALcvidA3wAWEkOmRc1nXtuObYVOSDfRJ7v9zzgjeX47DZe8/5y/onk1eYgt0ifVjvnOOANjF1EY6IfgQ2Bl7Tx2pIkadAZitUBK8gtrivIgfSr5AD8/HJ8PWA7YEvgP8jBdP3a8xcDm5JbbCvvJC+dvDbwP+QV5JYDl5Xrbw68hUbr7ZvLeUeSW4i3B44Avgc8vDxetzNfriRJGjqGYk1TAr4InAWc3OL4v5NbZGeR5/jdcoJrzW2x7w3AdcCXyQH5XnLXi7tr5/yA3CIN8GPgIOBLTdd5zgSvK0mSlBmKNUXLgG+Tuyn8rOybRe6jezLw4rJ/f3J3iOnaFDiJ3Df4IHKr8M7AE8hdLT5F7lrxJfJSyn8GjlmN15MkSaPMUDySVjL1Kar/DuwF/IXcSrwZcBR5loY7gY3Jszt02oHAb8rr7Uij3v9W6vMScheKtwCvnoHXlyRJo8BQ3LZEXswhyN0Cgjwg7GfkltKby76vATuR+84+qPb8PwI3kKcaewS5n+2awOXk2RJ2J7eANltGHny2dXnd1Vlv5TZyP99zyX18H1nqOat8HXuSuzKcCKwD/Ba4lDwjRGUP4P8BT6nVZePVqFM79mqxbx65fqeX4wtanCNJktQeQ3FLy8gDvKpBXIncFeDcNp//G3I4fhV5gNcfyYPDVjadtwFwV+3xJ8lh+W5yCD4P+Bh5ABvkwWXzyVOJfbec86/A0bR3K78A/JQ8O8St5RqXkEN5K7vQ6O/7BHLwfA39sxDiPPLXIkmStHoipdTrOrBgwYK0cOHCLr/q1eQBYDuQw+mm5BbRa8lL/kIe4HUBOeQuBQ4gt6YGObiuSV7lbC/yR/trk4Pqr4B9a6+1EbmF9lnkrgZ/Jc+4MJvcLWAD4HXj1POhwCHlOdfTWHntIOCX5XqQZ3N4CLn193pysH8QeeaFq4BfAxeXutxRnnMm8LSy/TZyy+vDgMcATy//J5IkScMjIi5MKa3yEfMItxTfTA6PZ9X2rUUOt88jz2/7AXLL7dPIXRs+RJ53dzJPIU8dtg25D+4jyN0RJnvOeeTW2O3JMy/cWB7Xu1XcTe7GMZc8I8O3gHPIgfwM8mwN25Nbt6uW7TXIA9/2IQfsyv7ksP0Dch/dEf52kCRJI22EW4ohB8cfkfsAzyW32FbBcCFwBXmg1yY9qNt0rCj/qsUu7ib3R16b3NVAkiRptNlS3FKQuyG0soDBG7w1i7ELYKwPPLhHdZEkSRoc/TJiSpIkSeoZQ7EkSZJGnqFYkiRJI89QLEmSpJFnKJYkSdLIMxRLkiRp5M1IKI6IAyPi8oi4MiLeNhOvIUmSJHVKx0NxRMwCPkmeAPhhwOER8bBOv44kSZLUKTPRUrwXcGVK6aqU0nLgFODgGXgdSZIkqSNmIhRvC1xXe7yo7BsjIo6JiIURsXDx4sUzUA1JkiSpPT0baJdSOjGltCCltGDu3Lm9qoYkSZI0I6H4emC72uN5ZZ8kSZLUl2YiFF8A7BwRO0bEbOAw4PQZeB1JkiSpI9bs9AVTSg9ExKuAHwOzgC+klC7t9OtIkiRJndLxUAyQUjoDOGMmri1JkiR1WqSUel0HImIxcE0PXnpz4NYevK4m573pT96X/uW96U/el/7kfelf3bg3O6SUVpnloS9Cca9ExMKU0oJe10Or8t70J+9L//Le9CfvS3/yvvSvXt6bnk3JJkmSJPULQ7EkSZJG3qiH4hN7XQGNy3vTn7wv/ct705+8L/3J+9K/enZvRrpPsSRJkgS2FEuSJEmGYkkaFBERva6DJA2roQ/FEbFVKf1j0kci4uERsU6v66FVRcTjI+LBva6HWlq31xXQqiJiVin9O9NHvC/9LSL6LoP2XYU6JSJ2j4izgfcDJDtP94WIeGRE/BL4ALBZr+ujhojYIyJ+AvwU2LjX9VFDROwdEd8EPhkRT6v+2Ku3IuKxEfFZ4PURsaF/Z/pDeWN/EvDOiNjU+9I/ImKviHgNQEppZa/r02zoQnFkxwNfBk5KKb2s13XSGO8ETkspPTuldD34Lr7XImKtiPgMecTvCcCPgSeXY0P3O2LQRMSTgU8B3wIuB/4F2KSHVRIQEU8CPkF+E7kN8I6IOKC3tVJEPIj883IOsAPw/oh4Rm9rJYCIeB3wbfKblYPKvr56gz90f/DKO8INgN+nlL4MEBEP9o97b0XEGuWX1V0ppY+VfftHxBzAj7h6a23g58ATUkrfB74J7BoRa/bjO/kR9E/ABSmlrwFfAdYC7uptlQTsAfwqpXQy+RPJLYHDqi576plHA5ellL4EvBG4CHhmRGzXy0oJgKuAZwL/BrwdIKW0op/+9g9FUCwfLe5S2/VG4DER8a6I+BXwYeBLEbFnb2o4mur3pYSrW4EnRMQzIuI7wJvILZNvLuf4EVeXNP3M3J1S+npK6d7yeE1gRUrpAd9Mdl+L32fnAs+PiHcDvwO2Bj4VEc/vSQVHVIv78hdgTkRsnVK6nfxGZTZwSC/qN6oi4lkR8aqI2LvsugDYLiK2K/flV8BS4Dm9quOoanFvfgBcUsq7qm4UlIaxfjDQf/AiYk5E/AA4Ezg0ItYHSCn9Hfgk8Dzyu5HDgRuB50bE3F7Vd1RMcl++SG5V+UJK6QDgc8DetR8azaBW9yallEq3o+r3wc+BZ0fEJrYUd0+Le7MBQErpIuBAYD7wypTSk8l/6A+MiF17U9vRMd59IYfivwMnlf7e2wG/J39S6SdfMywito6I7wFvIXcn+mJEHJBSugr4NXBoOfVy4E/Apg7u7o4J7s0KYGVKaRnw38DREbF5SumBXta3bqBDMbA+uf/jq8v2E6sDKaUTgCenlH6RUroP+A6wALinB/UcNePeF+D75D/uVZ/IhcDNwH1drN8oa3lvUrayBOOryzlP6lUlR1TzvXlCdSCl9FtgLvneQO7HuiFwd3erOJLG+5m5AngD8CHgGymlZwOXUvrj+8nXjFsAnJtSekJK6f3Ax4FqDNG5wD9FxF4liF0PPL6EMc285nvzMeAVMObn4mfA+eSfKyJir+5Xc1UDF4oj4oiIeFJEbFQGap0InAosI3eZ2KY6t3x0UtkTWASs6GqFR0Qb92VbgJTSJeTuEq+KiM3Jg4YeASzpUdWHXrs/MxERpWV47fLUZdX+XtR7FEzh3qwNnAccW566H3n2Fv/Iz4BJ7ste1X1JKS1PKZ2TUjqlPHVP4Ee9qfXwK/flyeXn4WxyH/vKEuCKsv0bcqv98aVl/+HAtRGxXlcrPEImuTe3AZeV89aA3JeYPAvVWyPiDmCPfvhbMxChuHy0u3VEnAMcCbwI+HRpdl+WUroHOIvc+rhv7Xlrl5u0EDgAOM53ip0z3fuSUvo8cDLwXuC5wEtTStd2/QsYYtO5N6UbxayU0t3k3w17V/t781UMpynem/0AyqddpwMbRMQvyF3CXpVSuqU3X8Xwme7vs/LcfSLiQnLr/ve7Xfdh1uK+vBD4ArBeSunGiFirnLo15RPIlNJNKaWPk8PxF8iNL/9V7qE6ZJr3ZmV53k7A18ldwfZJKf1vP/yt6ftQXP5IJ/JHhdenlPYjj1y8jfzuHYCU0q/IHy0+NCI2joh1yx+S5cAHUkrPSin9pftfwXCaxn15SLkvG5b9HwVen1I6IKX0p65/AUNsNX5m1ivv3gH+NaX03u7WfPhN8+dmTvl9din5D89RKaX9UkqXdf8rGE6r8TOzfjl0FfCu8vvs6q5Wfoi1eV+qcQ/7A6eV521R9r0FODql9JiU0uXdq/nwm8a9+WZ5XjVv9N+Bd5ffZX/obu3Ht2avKzCeyHPXvR+YFRFnABtRuj6kPIXHa4EbIuJJKaWfl6d9ltwcfxawfUTsnlI6rwfVH1qreV/OBHYo9+WGlNL9PfgShlaH783yHnwJQ6sD92b7iNijfJR/Vfe/guHUoZ+ZPVNKi4Abuv8VDKep3peImA0sBv4SEf9JnoLtyaUL5Z09+jKGUofuzVPKp1x990lXX7YUR54U/UJyc/uV5BtwP/CUKJ2xS9/H95Z/lWcAryTPS/hPKSV/SXVQB+7LxXhfZoT3pn918PfZ9V2r9Ajo4M/Mou7VevhN8b68rzxtHeAocl/WDYGnNo0pUgd08N7c1tWKT0G/thSvBP47pfQVyEs2AzsC7wY+DewZubP2d4B9I2J++chqGfk//Bc9qfXw8770L+9N//Le9CfvS3+a6n2ZR15R8KvAR1OewlAzY+jvTV+2FJPfiZwajeX/fgVsn/IKNbMi4tXl3cg88iIDVwOklL7rL6oZ5X3pX96b/uW96U/el/40lfuyMqW0KKX025TSEYMQugbc0N+bvgzFKaV7Ukr3pcagn/3JfVIAXkJegvb75BkMfgdOG9UN3pf+5b3pX96b/uR96U9TvC8XgvelW0bh3vRr9wngHx26E3lN+dPL7juBd5Dntv1b1c+ujGZUF3hf+pf3pn95b/qT96U/eV/61zDfm75sKa5ZCawF3Ao8srwDeRe5Wf6XDjzpGe9L//Le9C/vTX/yvvQn70v/Gtp7E/0e4iNib/JKTucBX0x54Qf1mPelf3lv+pf3pj95X/qT96V/Deu9GYRQPA94MXnk4n29ro8y70v/8t70L+9Nf/K+9CfvS/8a1nvT96FYkiRJmmn93qdYkiRJmnGGYkmSJI08Q7EkSZJGnqFYkiRJI89QLEmSpJFnKJakPhIRKyLiooi4NCIujog3RsSEv6sjYn5EvLBbdZSkYWQolqT+cm9KabeU0sOB/YGDgPdM8pz5gKFYklaD8xRLUh+JiLtSShvUHj8IuADYHNgB+Aqwfjn8qpTSeRFxPrAr8DfgJOAE4DjgycDawCdTSp/p2hchSQPIUCxJfaQ5FJd9S4GHAHcCK1NKyyJiZ+DklNKCiHgy8KaU0jPL+ccAW6SUPhARawO/Ap6fUvpbF78USRooa/a6ApKktq0FfCIidgNWALuMc97TgEdGxPPK442BncktyZKkFgzFktTHSveJFcAt5L7FNwOPIo8JWTbe04BXp5R+3JVKStIQcKCdJPWpiJgL/C/wiZT7um0M3JhSWgm8GJhVTr0T2LD21B8D/xYRa5Xr7BIR6yNJGpctxZLUX9aNiIvIXSUeIA+s+2g59ingmxFxBPAj4O6y/xJgRURcDHwJ+Dh5RorfRUQAi4FDulN9SRpMDrSTJEnSyLP7hCRJkkaeoViSJEkjz1AsSZKkkWcoliRJ0sgzFEuSJGnkGYolSZI08gzFkiRJGnmGYkmSJI28/w/w8/MJiZIangAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "NVDA['Adj Close'].plot(label='NVDA',figsize=(12,8), title = 'Adjusted Closing Price', color='yellow')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x11e587550>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "JNJ['Adj Close'].plot(label='JNJ',figsize=(12,8), title = 'Adjusted Closing Price', color='green')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x120d07290>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "TSLA['Adj Close'].plot(label='TSLA',figsize=(12,8), title = 'Adjusted Closing Price', color='red')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x120f35410>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "FB['Adj Close'].plot(label='FB',figsize=(12,8), title = 'Adjusted Closing Price')\n",
+    "MSFT['Adj Close'].plot(label='MSFT')\n",
+    "NVDA['Adj Close'].plot(label='NVDA')\n",
+    "JNJ['Adj Close'].plot(label='JNJ')\n",
+    "TSLA['Adj Close'].plot(label = 'TSLA')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x10a1baf90>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#plot stocks and their volume traded during start and end dates \n",
+    "FB['Volume'].plot(label='FB',figsize=(12,8), title = 'Volume')\n",
+    "MSFT['Volume'].plot(label='MSFT')\n",
+    "NVDA['Volume'].plot(label='NVDA')\n",
+    "JNJ['Volume'].plot(label='JNJ')\n",
+    "TSLA['Volume'].plot(label = 'TSLA')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Return From Start Price')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#normalise our stocks, by dividing all the closing price to the first closing price in the period\n",
+    "#to replicate if you were to buy all these stocks at the same start date, each stock increased nicely especially NVDA\n",
+    "startP = df.apply(lambda x: x / x[0])\n",
+    "startP.plot(figsize=(8,6)).axhline(1, lw=1, color='black')\n",
+    "plt.ylabel('Return From Start Price')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Daily Percentage Return')"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot daily percentage change of stock price.\n",
+    "df2=df.pct_change()\n",
+    "df2.plot(figsize=(10,4))\n",
+    "plt.axhline(0, color='black', lw=1)\n",
+    "plt.ylabel('Daily Percentage Return')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot open and close of each stock given duration to check for any major shifts\n",
+    "MSFT.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(label='msft', figsize=(10,4));\n",
+    "TSLA.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "JNJ.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "FB.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));\n",
+    "NVDA.loc['2020-01-01':'2020-11-20',['Open','Close']].plot(figsize=(10,4));"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x11e547f50>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 424.875x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#histogram to show spread and distribution type\n",
+    "sns.displot(df.dropna(), bins=30, color=\"purple\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Market_Data_Team/Final Deliverable/Final Deliverable.pdf b/Market_Data_Team/Final Deliverable/Final Deliverable.pdf
new file mode 100644
index 0000000..e5aedd6
Binary files /dev/null and b/Market_Data_Team/Final Deliverable/Final Deliverable.pdf differ
diff --git a/Market_Data_Team/Final Deliverable/Indicators.ipynb b/Market_Data_Team/Final Deliverable/Indicators.ipynb
new file mode 100644
index 0000000..e2ade85
--- /dev/null
+++ b/Market_Data_Team/Final Deliverable/Indicators.ipynb	
@@ -0,0 +1,881 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy\n",
+    "import pandas as pd \n",
+    "import pandas_datareader as dr \n",
+    "from itertools import cycle\n",
+    "from datetime import datetime, timedelta\n",
+    "from dateutil.relativedelta import relativedelta\n",
+    "import talib\n",
+    "import csv\n",
+    "import matplotlib.pyplot as plt\n",
+    "from mplfinance.original_flavor import candlestick_ohlc\n",
+    "from matplotlib.pylab import date2num\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Files Saved\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>FB</th>\n",
+       "      <th>NVDA</th>\n",
+       "      <th>MSFT</th>\n",
+       "      <th>JNJ</th>\n",
+       "      <th>TSLA</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-12-07</th>\n",
+       "      <td>285.579987</td>\n",
+       "      <td>544.270020</td>\n",
+       "      <td>214.289993</td>\n",
+       "      <td>148.970001</td>\n",
+       "      <td>641.760010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-08</th>\n",
+       "      <td>283.399994</td>\n",
+       "      <td>534.000000</td>\n",
+       "      <td>216.009995</td>\n",
+       "      <td>151.550003</td>\n",
+       "      <td>649.880005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-09</th>\n",
+       "      <td>277.920013</td>\n",
+       "      <td>517.229980</td>\n",
+       "      <td>211.800003</td>\n",
+       "      <td>153.100006</td>\n",
+       "      <td>604.479980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-10</th>\n",
+       "      <td>277.119995</td>\n",
+       "      <td>518.890015</td>\n",
+       "      <td>210.520004</td>\n",
+       "      <td>152.250000</td>\n",
+       "      <td>627.070007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-11</th>\n",
+       "      <td>273.549988</td>\n",
+       "      <td>520.530029</td>\n",
+       "      <td>213.259995</td>\n",
+       "      <td>152.949997</td>\n",
+       "      <td>609.989990</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    FB        NVDA        MSFT         JNJ        TSLA\n",
+       "Date                                                                  \n",
+       "2020-12-07  285.579987  544.270020  214.289993  148.970001  641.760010\n",
+       "2020-12-08  283.399994  534.000000  216.009995  151.550003  649.880005\n",
+       "2020-12-09  277.920013  517.229980  211.800003  153.100006  604.479980\n",
+       "2020-12-10  277.119995  518.890015  210.520004  152.250000  627.070007\n",
+       "2020-12-11  273.549988  520.530029  213.259995  152.949997  609.989990"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# grab stock data from yahoo finance within or start and end range which can be adjusted \n",
+    "# use dataframe to extract adj close and push to csv file\n",
+    "MSFT = dr.data.get_data_yahoo('msft',start='2015-01-01', end='2020-12-11')\n",
+    "TSLA = dr.data.get_data_yahoo('tsla',start='2015-01-01', end='2020-12-11')\n",
+    "JNJ  = dr.data.get_data_yahoo('jnj',start='2015-01-01', end='2020-12-11')\n",
+    "FB   = dr.data.get_data_yahoo('fb',start='2015-01-01', end='2020-12-11')\n",
+    "NVDA = dr.data.get_data_yahoo('nvda',start='2015-01-01', end='2020-12-11')\n",
+    "df = pd.DataFrame({ 'FB': FB['Adj Close'],\n",
+    "                   'NVDA': NVDA['Adj Close'], 'MSFT': MSFT['Adj Close'],\n",
+    "                    'JNJ': JNJ['Adj Close'], 'TSLA':TSLA['Adj Close']})\n",
+    "\n",
+    "\n",
+    "df.to_csv(\"ClosingPrice.csv\", encoding='utf-8', index=True)\n",
+    "MSFT.to_csv(\"msft.csv\", encoding='utf-8', index=False)\n",
+    "TSLA.to_csv(\"tsla.csv\", encoding='utf-8', index=False)\n",
+    "JNJ.to_csv(\"jnj.csv\", encoding='utf-8', index=False)\n",
+    "FB.to_csv(\"fb.csv\", encoding='utf-8', index=False)\n",
+    "NVDA.to_csv(\"nvda.csv\", encoding='utf-8', index=False)\n",
+    "print(\"Files Saved\")\n",
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# using TA-LIB to perform technical analysis of financial market data\n",
+    "def indicators(data):\n",
+    "    # Get Moving Average Convergence Divergence \n",
+    "    data[\"macd\"], data[\"macd_signal\"], data[\"macd_hist\"] = talib.MACD(data['Close'])\n",
+    "    \n",
+    "    # Get 10, 30, and 50 day moving averages \n",
+    "    data[\"ma10\"] = talib.MA(data[\"Close\"], timeperiod=10)\n",
+    "    data[\"ma30\"] = talib.MA(data[\"Close\"], timeperiod=30)\n",
+    "    data[\"ma50\"] = talib.MA(data[\"Close\"], timeperiod=50)\n",
+    "    \n",
+    "    # Get relative strength index \n",
+    "    data[\"rsi\"] = talib.RSI(data[\"Close\"])\n",
+    "    return data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Files Saved\n"
+     ]
+    }
+   ],
+   "source": [
+    "#macd, moving averages, and rsi indicators all in separate stock csv files that we use to plot our indicators to make predictions\n",
+    "msft_indicators = indicators(MSFT)\n",
+    "tsla_indicators = indicators(TSLA)\n",
+    "jnj_indicators  = indicators(JNJ)\n",
+    "fb_indicators   = indicators(FB)\n",
+    "nvda_indicators = indicators(NVDA)\n",
+    "msft_indicators,tsla_indicators, jnj_indicators, fb_indicators, nvda_indicators\n",
+    "msft_indicators.to_csv(\"msft_indicators.csv\", encoding='utf-8', index=True)\n",
+    "tsla_indicators.to_csv(\"tsla_indicators.csv\", encoding='utf-8', index=True)\n",
+    "jnj_indicators.to_csv(\"jnj_indicators.csv\", encoding='utf-8', index=True)\n",
+    "fb_indicators.to_csv(\"fb_indicators.csv\", encoding='utf-8', index=True)\n",
+    "nvda_indicators.to_csv(\"nvda_indicators.csv\", encoding='utf-8', index=True)\n",
+    "print(\"Files Saved\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot moving averages \n",
+    "def plot_ma(data, n, ticker):\n",
+    "\n",
+    "    data = data.iloc[-n:]\n",
+    "    \n",
+    "    fig = plt.figure()\n",
+    "    fig.set_size_inches((10, 8))\n",
+    "    ax_candle = fig.add_axes((0, 0.72, 1, 0.32))\n",
+    "    ax_candle.xaxis_date()\n",
+    "    \n",
+    "    # Get list of date, open, high, low and close prices\n",
+    "    ohlc = []\n",
+    "    for date, row in data.iterrows():\n",
+    "        openp, highp, lowp, closep = row[:4]\n",
+    "        ohlc.append([date2num(date), openp, highp, lowp, closep])\n",
+    " \n",
+    "    # Plot candlestick chart of moving averages\n",
+    "    ax_candle.plot(data.index, data[\"ma10\"], label=\"MA10-\"+ticker)\n",
+    "    ax_candle.plot(data.index, data[\"ma30\"], label=\"MA30-\"+ticker)\n",
+    "    ax_candle.plot(data.index, data[\"ma50\"], label=\"MA50-\"+ticker)\n",
+    "    candlestick_ohlc(ax_candle, ohlc, colorup=\"g\", colordown=\"r\", width=0.8)\n",
+    "    ax_candle.legend()\n",
+    "    \n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_ma(msft_indicators, 100, \"MSFT\")\n",
+    "plot_ma(tsla_indicators, 100, \"TSLA\")\n",
+    "plot_ma(jnj_indicators, 100, \"JNJ\")\n",
+    "plot_ma(fb_indicators, 100, \"FB\")\n",
+    "plot_ma(nvda_indicators, 100, \"NVDA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot moving average convergence divergence \n",
+    "def plot_macd(data, n, ticker):\n",
+    "\n",
+    "    data = data.iloc[-n:]\n",
+    "    \n",
+    "    fig = plt.figure()\n",
+    "    fig.set_size_inches((10, 8))\n",
+    "    ax_macd = fig.add_axes((0, 0.48, 1, 0.2))\n",
+    " \n",
+    " \n",
+    "    # Plot MACD\n",
+    "    ax_macd.plot(data.index, data[\"macd\"], label=\"macd-\"+ticker)\n",
+    "    ax_macd.bar(data.index, data[\"macd_hist\"] * 3, label=\"hist\")\n",
+    "    ax_macd.plot(data.index, data[\"macd_signal\"], label=\"signal\")\n",
+    "    ax_macd.legend()\n",
+    "    \n",
+    "    plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Og2RYEULUFwnoL2I2GujU0otOLb24z1offSK7gC1HT7P16Gm2HD3NtN8OUWZtUB4V4Ea3MG9Gdwmhd2vfKzuZwQhxN0OHG2Hfd/DbW/D9o9XYz1wxwDc7g8GEVlJAYX4ehsI8ntOKeNVYCkYgD9iD3hY7uCN0vxfCekHLXuAeeGVlvoQubSO4duRYHl+0m4MxUUy8MwJStsOx9XBsg557fOuX+sYeIXoNfkRfCI8H39ZNMsBPzSlg3CcbSc0p5PN7elTsr3ByFzPMbzHYuI1kzY87Sv7OnOsmUbyi/trC21p0kAeLH4nn5SV7+fi3w2w4fIr/ju1CmO9lmgsppWeAKjoDvzwHTp7Q7e76KbRo1rqHe/Pz3opjhahLfBYZDYqoAHeiAtwZ00VfZrFoJGWdtQb5OXyy5kiFfRbvSGFYbJA0zxFC1DkJ6KshxMuZEC9nRnVqAegpH7cfzy4P8H/cncq8LceZOrw998dHXvIfwiUZDHoNefsb9OYvRbl6DXpJIZQW6u3bSwouWHbRY0k++UVF7DhZzNE8DTc3d65qF4p/QAvwDNEDaI8QcA/SOyTWkXFXhbErOYf3VyYSG+LB0NirIOwqfaXFoqdcPLoektbC4VWwa66+zjXAWoPfB8L76L8U2LDpUX3LLSxh5sZjzFhzhMKSMr66vyfdI6zNbLIOwcrXYPcCehicebPkNj4vG1IvGWrqg7ODkddvjCM+yo/J3+5k+Htr+PL+nnQN8/7zHQ1GGDNdv/cXP673w4i9sX4KLZqNKd/urPB8+l3dK+UtvxIGg6KVvxut/N24oXNIpYD+0dnbCPV25r6+kdzUNRRPl8b165sQovGQgL4GXBxM9GntR5/Weo1rfnEpf/tmO68u3Udieh4v3xCLg6kGNTIGwxXnqc/MK+KztUf4bN0RjEoxaVg7bukdYZesM0opXh7dgf1puTw5dwet/N1oG2jtIGswWJv0dICeE0DT9Hb7SWvh2O9w9PcLRhBVetMLZ0+9+Y+Tp96++uJ5Z2/9uZOXvswtEJw86v26z8nILeLzdUf4asNRcgtLiY/yY8qwdnRwSIN1X8OBn/RrNTlC/N/otzyaM7jZrbx1aUTHYDqGejJuxkYe+N9mvn24DxF+rn++k8kBbv0KvhoD8++F3z+AuFv0wN4t4M/3FTVmzw6o9W32pj9PFWtrH9/ZjemrD/Pykr28sSyBIR2CuKVbKH2j/CQzmBDCpiSgtwEXBxPTxnXj3V8O8P7KRI5knmXa+G4Vs8jY2InsAj5ZfZjZm45RXGZhRFwwU4e3p4WXDTPz1ICjychH47sx8r9rue3j34lv40/XMC+6hHkTE+xx/ouOUuDXRp+636svyz6uB7xZiVCQrberLszW5zMPnl92rv1/VVx89Tb65yafVuDTWm/W4+p/2aY9pWUW0nOLyC0sJa+ohLyiMvIuNV9USl5BMQVFJeQXFZGRmUGQJY0nwooZHlpMcFkqzF8Dp5P0gwfGQvzf9HSl7oGcWd54m9dUR0sfF764twc3TVvPPZ9vYsHDffC9XAYcBxcYP1/PALVzHix7Bn6aAq0GQNyt0H6kZFESNTZtXFcenlk5i01dGdIhiCEdgth9Iod5m4+zaHsKi3ek0MLTiRu6hDA8NpjYEI8r/1VXCCEuIgG9jRgMiolD2hEV4MbTC3Yy+oN1TB0ezeD2gTZtP3koI4+PVh1i4bYTANzYNYS/9G9Na/+GU9Mb5OnEF/f24MNViWxOOt+p2MFkoGuYF1e39efqNv7EBHtUzFvu1VKfLqek8HywX5ijB/oFpyE3RQ+eTyfBiS2wZxFoF2SxcHAHj2C9D4LBiEUZOVVQRn5xKaUlJZSVlmApK8NIGQ6UEYCFIGXBRBlG9EcDFkxYMCl9mZELOsGdezedtE4uvhDSDfo8Bm2uI+KNnXAU+GVzg6kJreva2Vb+bsy4uzt3fLKRB77czKwHeuHscJnmVI7u+giyfR/XU6numqdPix6CJU7Qbpge3EcNrtdxHMSfu7jpSkO5xy80LC7YLueNtWbCmTK8Pcv3pTFvczLTVx9m2qpDhHo7Myw2iKGxQUQFuOPhZJIAXwhxxSSgt7HRXUII93Xh0dnbeOjrrQR6ODK2Rxhje7asVV773SdymLbqED/sTsXRZGB8r3AmXN2KEDvXyF9KbIgnH47rBuidQ7cf0weoWncoizeX7efNZfvxc3MgPsqPHpE+dA3zpm1gNQeoMjvp02U69BYXFeGQlwynDutT1iHIS6O0rJQTWbkcz8rFUqphNJpxMLvi6GLGydEBs4MDJrMDRqMJk9mMyaRPZrM+GYwmMJj0TsYG67zBCA6ueoYirzDwCtcHTqpgZ5XlbOq6hfvwn7GdeXjmVp74ZhsfjutW/eYGAe31sRqueU4fMXfXXD0z1J6FelOrDqP14D6stwxMJSrQNM3eRdD7DmUe0PtG5abilHuSkbmpjFQnKQ09Q15BIWcLiyjeVIxxYxmnMXBaGTAYDBiMRgwmR5w9fPH08cfg7HVBc0Ov880OL26C2Ij7H9WFqr5oNoYvn0JcKQno60CXMG9WTRzAyv0ZfL3hKO+tOMj7KxO5JjqAW7qFMjA6oNr5ijcnneL9lYms2p+Bu6OJh/u35r74yOoN3tNABHs6ExznXF47ln6mkDUHM1l9MIO1iZks2q7X4Ls5mujc0otIP1cMSm+TrxQYlEKh/wqiFCiUdf35dShFTn4xJ7ILSD5dwInsAnILSwn2dKJ9sBcxwQNoHzqK5NP5fLLmMJl5xfSN8uXxQW0r5YUXtjc0NpjnRsTw8pK9vP7DPp4dGXNlB1BK72AddhUMfQMOrdSD+51zYcsX4BEKcTdB5/Hg37ZOrkHUjboKrmZtOmaT41RbSSGtVAphKo1O6jBdDQfhzYf1XxHPMbvoyQncgzF5heDlY8LLYKJYM5BxtpTi4lIKi0soKi6hqKSU4oJ8XPNP4Z2ejL+pADdLHkZL0Z+Xw9FDr1Bo2dOazayn/lxq/YVo0iSgryMmo4FrYwK5NiaQY1n5zNp0jPlbjvPL3jR8XR0Y3SWEm7uF0j64cidOTdNYfTCTD1YmsunIKXxcHZg0pB3je4Xj6WybLAn2rKEI8HDipm6h3NQtFE3TOH6qgC3HTllTg2azOyUHTdNfB00DDbBY5y3lyzQs1m2sGURxdzQR4q1nJOoZ6YOPqwNJmWfZl5rLbwcyylON9mvjx+OD2pzPPCPqxX3xkRzOzOPTdUe4oXMIcaGeNTuQ0Qxtr9On4rOQ8IPeJOf3D2DDR3Dzp9D+etsWvhlpKrWXry7ZZ9sDWiyQm6o36cs+CqePVpzPTWGFtZ7Foin2a6F69rLQntCiM3iG6sF2FYG1AxBSxSkLS8pYezCTb/ac5Je9aeQUlOBpLmNYlBPXtXKiV7ABl7K8832NCk7r85kH9C+7mz/VD+QeDN3uhd7/V8Uvh0KIpkAC+noQ5uvC5GHRPHVdW1YfyGDe5mS+/D2JT9ceIcDdkbaB7rQJdKNdoDsOJgOfrTvC7hNnCPZ04oXrYxjbI+zy7Y4bKaUUYb4uhPm6MKZLaI2Po2nan7Y7LSwp42BaHkaDIqaF/TLhNHdPD43mx10neWnxHuY91Lv2bYUdXKHjLfqUmwbfjIO5d8HIf0su+waoPr8sOJoNFJRUHgm2OhQWRhnW08Own5YqA/77PGQfg7LiClvhEaJ3vm89ELzCeeLnbI5r/iRoYZzFGdad2zYJSLri63UyGxkcE8jgmEBKyixsOJzFst0n+WlPGnP25eJgNNCvjR9DYjtwbVwg3hcmYrCUQfpefRyQxOWw6jX44xO4+mnodo/0P7lIc8r2JJomCejrkdloYFD7QAa1D+TU2WKW7kxhR3IOB9JymbPpePk/nwhfF/55UxxjuoTWLP1lM3S5wNDJbKx5jbCwGQ8nM09d146pC3exdFcqIzu2sN3B3QPhru/0gH7xY5CfCfFPSlODZuq1MXH8tSYZbTIOMMfhVa4yJJCtuXJMC4DAThA9Qg/evcL1R8+WlYLiRcvqLnOV2WigXxt/+rXx5+UbYtl67DQ/7jrJT3tO8mtCOkaDoncrX4bEBjGkQyAB7k76KOBBcXqq4OTNsPxF+HES/P6+3i8l7uYG8f6o6Re9MovGsVP57D95hoSTuew/mVtnZVryaDxnCks4U1BqfSzhTGGp9fH88k1HTlXY78v7etIjwqfJVsqJhkMCejvxcXXgzt4R3Gl9brFoJJ8uICOvkM4tve2So7ip/NQuGrbberTkqw1Hef2HBAa3D8TJbMN/dA6ucPscWPRX+PVlyMuAIa9Jh1mr+n6P12bQpitVeFFt/PArzGhjppSHjN/DR9/TTpmZVPIg88r6A4qkWxvWZ6HRoOgR4UOPCB+eG9meXSdy+HH3SZbtPslzi3bzwne76dXKl1GdWjA0NggvFwcI7Q53L4ZDv8Lyl+DbB2D7TLj+3/oXlAYuI7eI/SdzSTh5hv0nc9mflsuBtFwKS/RMY0pBuM9lRqW+hO+tmdjOeeirLZW2GfnftVXu6+5kwsPJjIezGQ+nyiHVXZ9twsFooFu4N08MbsNVra5wRHkhqkkC+gbCYDjf9ESIpsxoUDw/MobbP9nAJ6sP8+igNjY+gRnGfKynDd04Dc6mw+hp+oBeoskpLbOwYGsy/15+sMbHiFWHecf8Ee0MyRB9I4O3XEsmjeMXPaUUHUO96BjqxdND2nEgLY+lO1P4fkcKk7/dxbOLdnN1W39eGtWBlj4uerrXVtfAls/glxfhw95wzbNw1UMNOkNOj38sL5/3c3OgXZA7d/QMJzrInXZBerNVFwfTZb9E3vv5pkrLHpu9rcLzg+mVa/o/vrObNXA/H8C7OZoqVb5dfP4v7u3B+kNZLN2ZythPNvDg1a148tq2OJoa7mstGicJ6IUQ9a53a1+GxQbx4apD3NK9JUGeTrY9gcEAQ1/Xm+Esf1FvXz92pp7iTzQJmqaxbPdJ3vp5P4czztKppRepOYVXdhCLhQeMS3naNIdMPLm3eBKf3/IsmVsa56BvSinaBbnTLqgdf7u2LbtPnGHxzhRmbjjK1IW7+PK+nnrzRIMBejwAbYfC0qfgp6mwaz6M/lBPFdsAPTcypjx4r02Wt2On8istW/7k1Qx+d3X581+fGlApMB/SIejPD6xpUFJAIKfwVGfxUzkEc4oBaXsZYEnl6bBU9qQVsXedhaXbPegX2wp//yDwDNE7THu21CshGkATKNE4SUAvRB2Q5kuXN3V4e35NSOfNZQm8e1tn259AKX1kXo8QvQnOZ0Ng3PzqDV4mGrR1iZm8uSyBHck5RAW48fGd3bguJpDIKT9U+xh+5MCsW3jWvJwfy3owuWQCOTSdDDBKKeJCPYkL9STQw4lXluxl5f50rom+YPwOz1C9idruBfDjMzB9AAx/C7rcadfA8uLmUwD3x0fa5NhVBetRAZVHnzZgoZVKIVyl4clZ2HBMzyJUkH0+q1CFx9NQVszGi+smVgDOPpjcAulkLCba7Qxlhbm4bKniy6fJGfzb6QMShnTVH/3aNuhfTkTDIQF9MyE9+EVD09LHhQfiI/lw1SHu7B1OlzDvujlRx1vBLRC+GQ8zBsO4eRDcsW7OJerUjuPZvPXTftYmZhLi5cxbN3fkxq6hV9znKN6wi3+ZP4SkIqaW3M+ssmuAplszemevcGZuOMqrS/bRr41/xXFQlNI7x0b0g28nwPePwpE1MPJdfdRmO5i26lD9nlDTCFXpdFWJxBkOw+cfsNNxC27qgqB7mfXR0VP/pe/cgF4B0RUG+5qyLJkczZVTeJCi+bL65duJeG4FnNZ3T3pjBFl5RUxcuIMNew7R0niK60JLuCa4mLaO2RjTd+lpeM+lHDU56780ugaAWwC4+l0w7299DAA3/0umRRXNgwT0Qgi7+evAKBZsTWbqwt18/0jfag+4dsVa9Yf7lsHMW+DzYXDr//S2xKJRSEzP452f9/Pj7pP4uDrw3MgYxl0VduUdqjWN/zMu4inTPA5qIfhPWMasfx2pm0Jfgj1+vXMwGXh2ZHvu+2IzX/5+tOrabvdAuHMhrHlXT3GZshVu+ULPklPP6jqgN1NKZ5VID8N+uhgS4e3HWeuYAUChZoayzswvu5pdllYc1ELIxo3Vz42u1ki8s5de1FzLXHk0d183Rz68sycH0tqzYEsyX2w7wVtHi/BxdeCePvfy4O0ROOUcgRNb4OQuyEvT+wKdOqynIc3PQh+h5SJGx/NBv0cIBMbqf7/gjnqTngYS7OcUlHD8VD7Jp/XmT+f6JHg6m3F3MuHsYMTBaKh9WmP0hCNHT+WzJyWH5NMFDG4fUOUvMk2BBPRCCLtxczTx8g2x/OWrLXyy5jB/HRBVdycL7AD3/wKzboWZt8L1/4Gud15+P2FXz8zfybwtx3E2G3licBvuj4/E3enKB9hzoRDm3c0k83csLOvLlJIHSAiMAeo3oLeXge0C6NfGj/8sP8CYLiH4uFaRh95ghP6TILw3LHgApg+EiL4Q2V+fgjuBse7DBkeTgeIyiw2PqBGlTtDPsAtm/o/tjqtwVfqIu4cswRB1LX/f7MR2SxT7tVASH7iBFy/uXOti+4EI2wa6M2V4eyYNaceaxExmbjjGu78c4Js/jvPsiPYM7TQW1fn2yjuWlepB/dl0yEuHsxnWx3Q4m6nPZ+yHhKWUB/5OnuDXTs9o5H1B6lUHVzA66JPJ+mh01JMLmBz1+VpkCSuzaGw5epplu5LZfeQkp09nQdEZ3MnHXRXgTBGOFOOoSnCiGEdKMFOGWZXhbNRwMlpwMGgYlD5C/LlR5I0V5vVxaPRtzm9bVFhIYX4uZksBLhQTRwlHljuS7uFNRItAggMCUa6+4BsFvm3018Vom8E77cEm70yl1FDgP4ARmKFp2hu2OK4Qoukb0iGIYbFB/Hv5QYbFBhPp51p3J/MMgXt/1HPVf/8I5ByHAVMaTM2VqGzhthPc0yeS/xvYGt8adoZsqdKYbn4X9p3g1ZJxzCgbTlNuYlMVpRTPjYxh2H/W8K9fDvDK6NhLbxwRDw+t1WvrD6+CX1/Slzt6QHhfiLxanwJi6iQl7FPXteXFxXtrdQxvzhBv2M3Vhp30M+4iSFnbvGS1ZkHZ1ay1xLLJEk027iSNGcHMjfbrCG0yGhjYLoCB7QL4/VAWLy3ew8Mzt9K7lS8vjIohOuiiwRCNJv0XFffAqg94TvFZSN8HqTv0mv6sRDi+AXbPB+3KvjBpymj9dcKAZjCAMurLlEJTRjRl0B8xoCkDFhQlRQVQUkAnrYiequT8wa7gbVyqmdDKDGjW96t2wftWq/Co0LSKy8uUGYuDM8rRFQcnV4wOrmTn5FB0NgXHA5soPViAmdLzJ1NG/YuOTyR4heljTniF6YF+YGyDz5RW64BeKWUEPgCuBZKBP5RS32uaVrt3o6gx6ZBZv+T1rr2XRnVgbWImkxfsZPaEXhjqchwGJw+9Hf3iJ+C3f+ojgF7/XpMcObMx9p0pvahmdsXE/oR61zydbx/Dbj4wv4dCg/ELmPFJQW2L2Gi1DXRn3FVhfL3hKON7hdMu6E+aHrj6wdDX9Pm8DEhaA0d+gyOr4cCP+nIXP4jsZw3w+4NPK5t8OR7fK7z6Ab3FAtlHISMBMhJ4x7yc9uo40eoYBqWRrbmy1hLLWksca8riWPfYPTxfj+MjXKnerX1Z8mg8s/84zjs/72fov9fg5+ZAmwB32ga6ERXoTtsAN9oGulccGbgqDq76+AOh3SsuLyvRKzNyktFKCsnJy+NUTh6ncvPIPnOWnLyz5J09y9n8fIqKCjBgwWidFFr5fJXLlb7cgEapcsDX24uErDIKNAcKcCAXF16/vS93z9pPruZMPk4UYWbl5KF0fX0NRZgpxcj+10aBwWizZiQXfhbuf3Uo329P4dO1R0g9mUo/n2wejCkjzikTlXVQv59ObNE7Op/z2Db9/m7AbPFa9QQSNU07DKCUmgPcAEhAL4SolgAPJ/4+vD2Tv93F3M3HGdszrG5PaDTDDe/rtS+rXoPcVLj1Kz3YF3b19PydFZ7XOJjXNO4z/shU00wOaS2YUPIUq1tfAzS8YK4+v3j9bXBbFm07wStL9vLlfT2r9+XZzR9ib9QngOzj1gB/NRz+DfYs1Jd7hOrBfdQg6DCmxtlZTFX1pbFYIDtJb0qSvq88gCfjAJSe/5LWx+DDQUsI75bdzBpLHLu0VlhoXAPLmYwG7uwVzsi4YBZsTeZAWi4H0vJYsPUEeUXna5TPBfptAt1oYw302wS6V2hOlVtYwvFTBSSfzufkmULSzhSSdqaItDOFnMzRSD5toaDEEb3aXB/0KsjDiTAfF1q2dKGljzOujiZMBoXRaMColD5vUJiMejOXys8NOJgMxIV44uxg5J6LvkC9HjuC3ywXvQ89QznFBZ+/BmOdVZY5mozc0r0lN3cL5ac9J3n75wOMWptHx9COTBryMH1b++nvi8Ic/V7PPqo3T2rglKZV0bHiSg6g1M3AUE3THrA+vxO4StO0Ry7a7kHgQYCwsLBuR48erdV5a+viD9Ca3jhV7VedY1dnv5qe395qer0N4W/Q3NnyNanJ3+BitroHqlp27vnNxt94w/QJ+7WWdJj0CxH/2HzF57+4DLW5Xlu+DxoTTdN47rvdfL3hGE9d27Z2A46VFMKSJ2DHbIgeCWM+slvGlpqoq8/Cqhx5fXildJ9X9P9I0yDrUHntfdaeX/FVuWyzRNHl/74i4qJOx1UdOyuviPh/ruTamEDeu72LvqI4H3bMguOb9AA+82CFwB33FnqGGf/2eqrHAOujU8MfEKymn1eappGaU8iBtFwS0/PKA/3E9LwKgf7lBHs6VRiz4aVRHfQA3seFUG/n8s7mtrgPG+rn0MXX9tbNHZl0UWWCu5OJ3MLzr2tDuBal1BZN07pXta7eOsVqmjYdmA7QvXv32n2LEMIGGsKbU9jf/LL+ZGhefGj+N3x6LZHqMY5owfYuVrOiaRpvLEvg6w3H+Ev/VjxyTS06R59JgTnj9CwtA6bC1ZPqpJ13XarPz6Zpv9Uyo4xS4BelTz3up/vkxYwyrOcF85fw8dX8zTSSD0pHU8ylOxvOWHuEwtIyHhsUBUV5esrG9f/VO3ueC9wj+jW6wN3WlFK08HKmhZczA9oFlC8/F+gfTM/j7s8qjoQ7ZVg0r/+YUGHZ71MGVQho7+4TUaflbgxu6d6yUkB/U9dQvlifZJ8C1YAtAvoTwIW/RYRalwkhRK3c98UfXN8pmMHtA2uU2aS6frN04vbiZ/m++D/Md3iR+4snsV2rw4w7daCxfkFNP1PIh6sO8cX6JO7sFc7kodFXnq7uTAok/6FPO76Bkny4bSa0H1k3hW5C3ly236bH0zDwnSWeNUUd2dpzJY/v/IYRho28W3oz6y0dKm1/+mwxX64/wvj2JqL2fwK/v69ncGk1EPo/DeF9bFq+pujCQP9if+nfulJAX9ca62fRxV4c1aHZBfR/AG2UUpHogfxY4A4bHFcI0cwlpJ5hRUI6jiY9C8T1nVpwTXQAzg62Hzlxp9Ya7v+ZvP8MZZbDP/i2LB72luo1g3WQsq450zSNjUdO8dXvR/lpz0lKLRp3XBXGS6M6XD6YLynQs3acC+CTN8MZax2S0QFCe8KIt/WaXHFZV7f1Z/WBDJsf9xQecON07t4cwT/Mn/Khw3v6ig//w0umEHZYWhOiMsmaMY2VahcBh7PhMNDmOrj6aWjZw+ZlaigaS8DbWMpZE03x2mod0GuaVqqUegT4CT1t5Weapu2pdcmEEM3e2meuYdvx0yzekcqSnaks23MSFwcj18YEcn3HFvRr64ejyYbBvW9rbip+iZfMn3ODcT3M/RVQ0KILtBqgTy2vAvPF47uL6jh1tphF204w549jHEjLw9PZzL19Ixh3VTgRVaUr1TQ4fUQP2s8F8Cd3gcXartU7AsJ6Q2gPfQpq+KnlGpqPxncl5vmf6uz4v1k6MbDoXTqpRK4yJDDJLYNbjKu52/QLFk1x5FQLDnv0JCB+sJ4uM7ByLb4Q4vJs0oZe07QfgB8uu6EQokFraLUWBoOiW7gP3cJ9eG5kDBuPZLF4Ryo/7k7lu+0puDuZGNohyKbnzMST/yt5AhOlJP41CA6v1HNxr38P1r6rD8Ue3vt8gB8Y1+jaaNtCXlEph9LzOJiud8pLTM/lYHoeZRaNzi296BLmTdcwL9oHe7DhcBbzNifzy940isssdAz15M2bOnJ9pxaVf20pK4UDy2D7TDi+0ToqJuDgBiFdoe/jevAe0l3PviJqxcWh7rvSlWBisxbN5rJoJt01go6Tv6OVSiVF8yUPF5aN6wcX51oXQlwRGSm2kWtoAZgQdcVoUPRp7Uef1n68fIOet37JjlSW7T5ZadsSG4wyWYoJwq7SpwGToSgXktbpwf3hVfDL8/qGLr4Q2Z/bjL6sLYvlBI0ryNQ0fSRHpRQRvi74uDpUaPaSnV9M4gWB+8H0PBLTckm5IEuG2aiI9HMltoXeUXHr0dMs2Zla4TzeLmbG9wrnlu6htA+uIng7mwVb/webP9NzZHuEQLth52vf/aNrnAZRXJn0M4WX36gWSjFxQNO73g2LDao8cJIQ4opJQC+EaHTMF4ysWFgSS/Rzyyqs7/GP5bY/qaM7tBuqTwBnUvVUfYdXwaGV/NN8EsywsKwvZHe0/fnrgMWi8fKSvRU6frk5mgj3dcHV0cThjLNk5hWVr3MyG2jt70bPSB/aBLrT2t+NNoFuhPm4YL4od/jJnEK2HTvN7pQcOrTwZFD7gMrNo04d0V/DQyth/49QVqTnMR/6OrQdpo+IKerdff/7o97O9Vht0pM2IVI51zA1pr+LfFqKJuniN2FjelOKK3MuZ/KFBrYLYOG2Ok625REMncbqk6YxeOp0bjSu5T7jj/B+dyaahjCtdBRnqZx5oiEoKi1j4rydLN6Rwj19Iri6rR9Hs/Kt01nOFJYysJ0/bQLdiApwo02AOyFeztUexTfI04lhccEMi7OmAD2Xr/z4Jji2Xh+QKNs6Hol7MHS9E3pM0FMUCrvam3Km3s5V5a81os7J/8SmRwJ6IUST86/bOlcK6JftTr3E1jagFIlaKG+WjuXr0sGs77iWR3bN5TbjSt4tvYW5ZQPq7tw1kFdUykNfbWFtYiZThkXz4NWtrjxV5OXkpukdWE/u1Du1Ht8I+Zn6OkdPiOwHvR+BVv3Br62ez1w0CC+N6sBz39VNbguLRYahEQ1TY/+SIwG9EKJZeOjrrfVynhT84KZPGLU5jmfNX/O6+VPuNv4Mh9zq5fyXk5FbxL1fbGJfai7v3NKJm7qFXvlBykrhbDrkpemBe94F06nDeiB/9oJUiL5RejrClj31LEH+7aQ9fAN2Z++ICgH9k3O3Myg6kH5t/fCo5XgQH62u5UBWQogqSUAvGr3G/q1a1I/7+kby2bojl9/QRnZqrbm1+HmGGv5gimkWfDWGz8yd+UfpOA5pIfVWjgttTjrFY7O3cTq/hBl3dWdgdEDljc41jTm50xqwn4S8dMizPuaetGaeqaKm1dkbPFtCmyF6CsmgOD0NobN3nV+bqLvPwhUJ6Xy79QQmg+KqVj5cEx3I4PYBhPtWkWr0Mt75+UAdlFD8Gfkf2TxIQC+EaBaevz6mQkC/KzmnHs6qWGbpyYriLhy4/hjdf36NnxyeYZElnumlI8ozfdQ1i0Xjo9WHeOfnA4R6OzPvod7EhugZadA0PXhPWqe3bT+2oWLtusEMboHgFgBeYRDaHdyC9OfuQdZ11vWSA75J2vz3wWw7ns3yfWms2JfOK0v28sqSvbT2d2Vw+0CuiQ6gW7g3JuPl07eG+bhwJPNsPZS68WsogXhJSQnJyckUFtZt9iNxnpOTE6GhoZjN1f9FTAJ6US8aygeTEOfc+vHv9XauYszQ9zEGLPbnEdMixhpXcrPjalaUdWZ62Ug2WNoDehtyW79XMvOK+Ns321lzMJORHYN5/cY43B1NkLwF9i6Evd9B9jF9Y69wiBoMYb0gpJueOtLJq1nm2W8qLr6fIiYvveJjmIwGekT40CPChynD2nM06ywrEtL5dV86n607wserD+PpbGZAu8unbH3/ji6MeG/tFZdB2E9ycjLu7u5ERETYvq+NqETTNLKyskhOTiYyMrLa+0lAL2yuugGJZKIR9tQ2yJ0dx7Pr9Zyn8ODl0rt4r3QM443Lucf0E3OMr7LHEs4aSxwkKL2Nuatvrc+VfqaQ77an8MmawxQV5PLxABPX+W5D/fI/SFwBOcf02vfWA6H/M9D6GvBoYYOrFE1duK8r9/aN5N6+keQWlrDmYCa/7ktn5f70Cttd886qSvt2aOEpn/WNTGFhoQTz9Ugpha+vLxkZGZff+AIS0AshmqU5E3rR/vlll9+wDmTjzvtlY/ikbAQ3GdcwxriGe43LYM4SfQO/tnptucEIylBxKl92wTqD/lhigZTMbNIyMyk8m0MXilhkziPYlIraYG3z7uQJYb1h4BR94CZp3y5qwd3JzPC4YIbHBVNm0Wg99fyg8e2DPDicIc1r6lNdfVmSYL5+1eT1loBeCNEsOTtUzrJSVs8p9YpwYFbZIGaVDcKRYvY/HATHfre2Y08HzQIWi/6olVkfLWDR5zXNQklpKcUlpZSWllJWVoYJM/4GF5w8PPD0CsDFoz0ExOgdVIPi9E6r8s9Z1AHjRWMUfDCuK0tr0MRHiPq2atUq3n77bZYsWVJp3YABAzh8+DBHjx4tD7RHjx7N8uXLycvLw2Kx8MQTT7BixQqUUjg5OTF37lwiIyOJiIjA3d0do1H/fzNmzBgWLlwIQGJiIiEhITg7O9OxY0e+/PLLWl2DBPRCCGE1cd4Ou527CAcI761Pl6BpGoczz7IuMZO1BzP5/XAWuYWlAMQEe9A3ypfrOgTRPdxbatSEEMJGvLy8WLduHfHx8WRnZ5Oaen5ck2+++YaUlBR27tyJwWAgOTkZV9fzGaBWrlyJn59f+fMXXngB0L8ovP3223Tv3t0mZZSAXgghrOp8dNkaSD9TyLpDmaw9mMX6Q5mk5uiZJkK9nRkRF0zfKD/6tPbF100yzAghmqakpCSGDh1Kr169WL9+PT169ODee+/lhRdeID09nZkzZwLw+OOPU1hYiLOzM59//jnt2rWjrKyMZ555hmXLlmEwGJgwYQKPPvooy5Yt44knnsDFxYX4+Pg/Pf/YsWOZM2cO8fHxfPvtt9x4443s2aOP1ZCamkpwcDAGa/KA0NAajO1hAxLQCyGE1eRh0bzxY0L58+JSCw6m+s/wsuXoaZbsTGFdYiYH0vIA8HIx07e1H32j/IiP8iPM16XeyyWEaN5eWryHvSlnbHrMmBYevHB9h8tul5iYyLx58/jss8/o0aMHs2bNYu3atXz//fe89tprfPnll6xZswaTycTy5cuZOnUqCxYsYPr06SQlJbF9+3ZMJhOnTp2isLCQCRMmsGLFCqKiorjtttv+9NyDBg1iwoQJlJWVMWfOHKZPn84rr7wCwK233kp8fDxr1qxh0KBBjB8/ni5dupTvO3DgQIxGI46OjmzcuLF2L9afkIBeCCGsHurfukJAH/3cj7TwcibC15VwXxcifF0JO/fo41JlO3yA3Scq57gvLCm77PnPFpXyxo8JfLXhKI4mAz0jfbipayh9o/yICfbAYJBmNEKI5ikyMpK4uDgAOnTowKBBg1BKERcXR1JSEjk5Odx9990cPHgQpRQlJSUALF++nIceegiTSQ95fXx82L59O5GRkbRp0waA8ePHM3369Eue22g0Eh8fz5w5cygoKCAiIqJ8XWhoKPv372fFihWsWLGCQYMGMW/ePAYNGgRUbnJTVySgF0KIS3jkmjYczTpLUlY+S3elkp1fUmF9oIcj4b6uRFxUWz7yv5XzbF/7r98ue74h/17NiewC7usbycQhbXFxkI9oIUTDUZ2a9Lri6Hi+WaHBYCh/bjAYKC0t5bnnnmPgwIEsXLiQpKQkBgwYUKPzDBkyhLS0NLp3786MGTPKl48dO5YxY8bw4osvVlm2YcOGMWzYMAIDA1m0aFF5QF9f5L+FEEJcwpPXtq3wPCe/hKOn9AD/aKb1MessK/dXzBf84vUxvLh4b4VlLubLf9yajQbm/qU3PSJ8al94IYRoRnJycggJCQHgiy++KF9+7bXX8vHHHzNw4MDyJjfR0dEkJSVx6NAhWrduzezZs8u3/+mnn6o8fr9+/ZgyZQq33357heVbt24lKCiIFi1aYLFY2LlzJx07drT9BV6GDP8nhBDV5OlipmOoF6M6teDRQW1459ZOzH+4D3/8fXCF7e7pW3l0v6WP/XmnK4AfHusnwbwQQtTA008/zZQpU+jSpQulpaXlyx944AHCwsLo2LEjnTp1YtasWTg5OTF9+nRGjBhB165dCQgIuOzxlVJMnDixUvOZ9PR0rr/+emJjY+nYsSMmk4lHHnnE5td3OVJDL4QQ9cBkvHz9yaXa5AshRHMWERHB7t27y59fWAN/4boDBw6UL3/11VcBMJlMvPvuu7z77rsVjjl06FASEhK4nFWrVlW5PC8vr/w4Q4cOrXKbpKSkKz5uTUkNvRBCCCGEEI1Ys62hr6vhkYUQorrkc0gIIYQtSA29EEIIIYQQjVizraFviKS2TgghhBBCXCmpoRdCCCGEEKIRkxp6IYQQopmQX4KFaJokoBdCiDoggZMQQtSdBx54gCeffJKYmBibHtfNza08JWVjIgG9ncg/eyGaH3nfCyGEbcyYMcPeRWhQpA29EEIIIYRosM6ePcuIESPo1KkTsbGxfPPNNwwYMIDNmzcD8Omnn9K2bVt69uzJhAkTykdqveeee3jsscfo06cPrVq1Yv78+YA+KNSgQYPo2rUrcXFxfPfdd3a7NluRGnohhBBCCHF5P06Gk7tse8ygOBj2xp9usmzZMlq0aMHSpUsByMnJYdq0aQCkpKTwyiuvsHXrVtzd3bnmmmvo1KlT+b6pqamsXbuWhIQERo0axc0334yTkxMLFy7Ew8ODzMxMevXqxahRo1BK2fba6pEE9FY1/Sm8OvvJz+xCCCGEEDUTFxfHU089xTPPPMPIkSPp169f+bpNmzbRv39/fHx8ALjllls4cOBA+frRo0djMBiIiYkhLS0NAE3TmDp1KqtXr8ZgMHDixAnS0tIICgqq3wuzIQnohRB1Qr7ICtE41OV7VT4HmpjL1KTXlbZt27J161Z++OEHnn32WQYNGlTtfR0dHcvnNU0DYObMmWRkZLBlyxbMZjMREREUFhbavNz1qVZt6JVSLyqlTiiltlun4bYqmBBCCCGEECkpKbi4uDB+/HgmTZrE1q1by9f16NGD3377jdOnT1NaWsqCBQsue7ycnBwCAgIwm82sXLmSo0eP1mXx64Utauj/pWna2zY4TpMhNRJCCCGEELaxa9cuJk2ahMFgwGw2M23aNCZOnAhASEgIU6dOpWfPnvj4+BAdHY2np+efHm/cuHFcf/31xMXF0b17d6Kjo+vjMuqUNLkRQgghhBAN1pAhQxgyZEiFZatWrSqfv+OOO3jwwQcpLS1lzJgxjB49GoAvvviiwj7n8sv7+fnx+++/V3muxpiDHmyTtvIRpdROpdRnSinvS22klHpQKbVZKbU5IyPDBqcVQgghhBDN3Ysvvkjnzp2JjY0lMjKyPKBvTi5bQ6+UWg5U1e3378A04BVAsz6+A9xX1XE0TZsOTAfo3r27VsPyCiGEEEIIUe7tt6Xl92UDek3TBlfnQEqpT4AltS6REKJJkr4lQjQe8n4VonGpVRt6pVSwpmmp1qdjgN21L5IQQgghGiP5IiCEfdS2U+ybSqnO6E1ukoC/1LZAQgghhBBCiOqrVUCvadqdtiqIEEI0ZlIzKYQQwl5skeVGCCGEEEKIOpGUlERsbGyl5c8//zzLly+/5H6LFi1i7969dVm0BkPy0AshhBBCiGqJmLzUpserza+bL7/88p+uX7RoESNHjiQmJqbG52gspIZeCCGEEEI0aGVlZUyYMIEOHTpw3XXXUVBQwD333MP8+fMBmDx5MjExMXTs2JGJEyeyfv16vv/+eyZNmkTnzp05dOiQna+gbkkNvRCi2bi4JkjavQshRONw8OBBZs+ezSeffMKtt97KggULytdlZWWxcOFCEhISUEqRnZ2Nl5cXo0aNYuTIkdx88812LHn9kIBeCCEuIEG+EEI0PJGRkXTu3BmAbt26kZSUVL7O09MTJycn7r//fkaOHMnIkSPtU0g7koBeCNEkSWAuhBBNh6OjY/m80WikoKCg/LnJZGLTpk38+uuvzJ8/n/fff58VK1bYo5h2IwG9EEIIIYRotPLy8sjPz2f48OH07duXVq1aAeDu7k5ubq6dS1c/JKAXQtjNxbXots6eIIQQounLzc3lhhtuoLCwEE3TePfddwEYO3YsEyZM4L333mP+/Pm0bt3aziWtOxLQCyGEEEKIarFHc8aIiAh2795d/nzixImVttm0aVOlZX379m02eeglbaUQQgghhBCNmAT0QgghhBBCNGIS0AshhBBCCNGISUAvhBBCCCEuSdM0exehWanJ6y2dYoUQjZ7knBdCiLrh5OREVlYWvr6+KKXsXZwmT9M0srKycHJyuqL9JKAXQjQYEpgLIUTDEhoaSnJyMhkZGfYuSrPh5OREaGjoFe0jAb0QQgghhKiS2WwmMjLS3sUQlyFt6IUQQgghhGjEJKAXQgghhBCiEZOAXgghhBBCiEZM2SMVkVIqAzha7yduvPyATHsXQjRKcu+I6pJ7RdSU3DuiOuQ+qb1wTdP8q1phl4BeXBml1GZN07rbuxyi8ZF7R1SX3CuipuTeEdUh90ndkiY3QgghhBBCNGIS0AshhBBCCNGISUDfOEy3dwFEoyX3jqguuVdETcm9I6pD7pM6JG3ohRBCCCGEaMSkhl4IIYQQQohGTAL6OqCUaqmUWqmU2quU2qOUety63Ecp9YtS6qD10du6fJxSaqdSapdSar1SqtMFxxqqlNqvlEpUSk3+k3PebT3uQaXU3Rcsv9163J1KqWVKKb+6vHZROw3s3rnNeuw9Sql/1uV1iytnp3tlmVIqWym15KLlkUqpjdb9v1FKOdTVdYvaa2D3ziPWfTX5/9SwNLD7ZKZ1/91Kqc+UUua6uu5GS9M0mWw8AcFAV+u8O3AAiAHeBCZbl08G/mmd7wN4W+eHARut80bgENAKcAB2ADFVnM8HOGx99LbOewMmIB3ws273JvCivV8fmRrFveMLHAP8rdv9Dxhk79dHJvvdK9ZtBwHXA0suWj4XGGud/wh42N6vj0yN5t7pAkQASef+V8nUMKYGdp8MB5R1mi2fMZUnqaGvA5qmpWqattU6nwvsA0KAG9ADI6yPo63brNc07bR1+QYg1DrfE0jUNO2wpmnFwBzrMS42BPhF07RT1uP8Agzl/M3vqpRSgAeQYstrFbbVgO6dVsBBTdMyrNstB26y2YWKWrPDvYKmab8CuRcus362XAPMv/icomFqKPeOdfk2TdOSbHBZwsYa2H3yg2YFbLrg2MJKAvo6ppSKQK+B2AgEapqWal11EgisYpf7gR+t8yHA8QvWJVuXXazK7TRNKwEeBnahB/IxwKc1uhBR7+x57wCJQDulVIRSyoT+gd2yRhci6lw93SuX4gtka5pWWsP9hR3Z+d4RjURDuU+sTW3uBJbVZP+mzGTvAjRlSik3YAHwhKZpZ/SKLJ2maZpSSrto+4Hob4J4G53fjB7Qd0FvSvFfYArwqi2OL+qOve8dTdNOK6UeBr4BLMB6oLUtji1sy973imi85N4R1dHA7pMPgdWapq2pg2M3alJDX0eswfQCYKamad9aF6cppYKt64PR27ef274jMAO4QdO0LOviE1SsFQ0FTiilrlJKbbdOoy61HdAZQNO0Q9afqeait3ETDVgDuXfQNG2xpmlXaZrWG9iP3n5SNCD1fK9cShbgZf0lp3z/2l6bqFsN5N4RDVxDuk+UUi8A/sCTtb2uJslejfeb8oTebv1L4N8XLX+Lih1J3rTOh6E3cehz0fYm9Jr1SM53JOlQxfl8gCPonRm9rfM+QAsglfMdG18B3rH36yNTw793rOsCrI/ewHagrb1fH5nsd69csP0AKndYm0fFTrF/tffrI1PjuHcuWJeEdIptUFNDuk+AB9B/KXa29+vSUCe7F6ApTug/M2nATmsgtB29h7Yv8CtwEL2T4bnAaQZw+oJtN19wrOHoNaOHgL//yTnvs76REoF7L1j+EHpHlp3AYsDX3q+PTI3m3pkN7LVOY+392sjUIO6VNUAGUIDeDnaIdXkr9I5qiejBvaO9Xx+ZGs2985j1eSl6X68Z9n59ZGqQ90mpdd9zx37e3q9PQ5tkpFghhBBCCCEaMWlDL4QQQgghRCMmAb0QQgghhBCNmAT0QgghhBBCNGIS0AshhBBCCNGISUAvhBBCCCFEIyYBvRBCCCGEEI2YBPRCCCGEEEI0YhLQCyGEEEII0Yj9P9GHq+HQZDVtAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_macd(msft_indicators, 100, \"MSFT\")\n",
+    "plot_macd(tsla_indicators, 100, \"TSLA\")\n",
+    "plot_macd(jnj_indicators, 100, \"JNJ\")\n",
+    "plot_macd(fb_indicators, 100, \"FB\")\n",
+    "plot_macd(nvda_indicators, 100, \"NVDA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot relative strength index \n",
+    "def plot_rsi(data, n, ticker):\n",
+    "    data = data.iloc[-n:]\n",
+    "    fig = plt.figure()\n",
+    "    fig.set_size_inches((10, 8))\n",
+    "    ax_rsi = fig.add_axes((0, 0.24, 1, 0.2))\n",
+    "    # Plot RSI- above 70% = overbought, below 30% = oversold\n",
+    "    ax_rsi.set_ylabel(\"(%)\")\n",
+    "    ax_rsi.plot(data.index, [70] * len(data.index), label=\"overbought\")\n",
+    "    ax_rsi.plot(data.index, [30] * len(data.index), label=\"oversold\")\n",
+    "    ax_rsi.plot(data.index, data[\"rsi\"], label=\"rsi-\"+ticker)\n",
+    "    ax_rsi.legend()\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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g7gCjn9/dzp2SFiWLVEdgSQBEkbbmzBo+2vMRLd1a8kWrL7Awk1ZvD+Jb3hcLZcGeSzIrsBBCFGUbwzfyzJpnOHvjLFNaT2F80/G5Hmozv5SyKkXv6r3ZGL6R0LhQRm4biVNJJz5u/nG+1Oibm5lTvUz1IpUAKK21qWN4KF9fX33gwAGTnf/DNcc5cemmyc4vHs1NswNEWM7BxlCTSqmvYcbjT+ZVHJyz+gJNKlVS3jd1KEIIIe7DQArRFouxoAwuaU/lar/LFr9xzWI71obKuKe+hJU2TbOf3EgljrAS72GGFQZSqJwyChtdNd/Of8liIfHmB6lxeyqKh4+QVKdCacZ3M21/AaVUkNbaN7t18jhUFEnxZkeIsPyBkroKlVJfkcJ/Ltil1+aKxVrSScQcW1OHI4QQ4j/SSeSC1bckm50BwMZQDTvDwwubt1UUEZbfc9ssEqe0jrik9UDlcVHQxgK6VC2Bs41ZDorJueFGupqBgduYaxvMKJmnR38YAwNIV4FYamty0oDG0jydkJAQ4wcGWFtb4+7ujqVlzmtwJAHIAVNncCJ3dl/azWtbZlPXoTZzOs4pVmP554XgmJL0X7eGYZ00HTyamjocIYQQd7iUcImXN79MWnwEk5pNYs7ROdxKW8rc7r9jZ2WX7T5aa1aeXsmn+z/DxtyaaS0eb3KsBzl37hylSpXCyckpz+cSSDOkkZCSgH0Je6PPU/BfiamJhN8Ip1LpSgWqXKG15urVq0RERODp6Znj/aQPgChSDkQf4M2tb+Jp78nsDrML1C9pYVG3bF1sLW2lH4AQQhQwoXGh9P+zP7FJsczuMJtuVbvxUfOPuJx0malBU7PdJzE1kXd3vsu43eOoV7Yey7ovM1rhH+DWrVtGKfwDWJhZUMa6TL4X/gGszTPG/7+Vduuu5SnpKUQlRpFmSMv3mCBjQjUnJydu3br18I3vIAmAKDKOXDnCq1texdXOle87fI99CXtTh1QoWZpZ0rhcY/ZG7TV1KEIIITKFxoUycP1AUPBj5x9pXL4xAA2cG/BCnRf47dRv9zy4OXH1BM+seYb14et5teGrfN/h+2wnwMxrpiigG5u5mTmWZpZ3DZOdbkjn/M3zxCXHcSX5islie5TPWxIAUSScjDvJy5tfxtHakTkd5uBU0snUIRVq/hX8uRh/kYj4CFOHIoQQAlh1ZhUp6Sks6rzonpl6X2n4CpVLV2bC7gkkpiaitWbRiUU8/+fz3Eq/xbyAebzc4GUZBvsxWVtYcys940m71pqIhAhS01OxsbTh2q1rhWoOHUkARKF35voZXtr4EjYWNvwQ8APlbMuZOqRCr6lrRtt/qQUQQoiCIehyEPWd6+Nq53rPOmsLaz5q/hFRiVFM2jeJN/56g8//+ZzmFZqzvNtyGpVrZIKIi57aFWpzO+02Bm0gOimahJQEXO1ccS/ljkIRkxTz2Oews8u+H8fKlSs5ceJEtusehSQAolA7f/M8QzcOxdzMnLkBc3GzczN1SEWCp70nLiVd2B+139ShCCFEsZeQksDJuJMPLMg3dGlI/zr9WX1mNbsidzG68Wimt51OGesy+RdoEaW1xmAwZA3/GZ0YTVxyHI4lHXGwdsDSzBKnkk7cvH2TxNREo8QgCYAQmS4lXGLoxqGkGdKY02EOHqU9TB1SkaGUwrucN4euHDJ1KEIIUewdvnIYgzbgU87ngdu95v0aQ7yGsOjJRfSr069ItsXPqalTp+Ll5YWXlxdfffUV7777LjNmzMhaP2HCBKZMmQLA5MmTady4MfXr12f8+PEAhIeHU7NmTQYMGICXlxcXL14E4PMPPqeVbyteCnwJ88SMJlXBwcF0b9udXq170bNnT+Li4gBo06YN/85jFRsbS+XKlQFISkrimWeeoU6dOvTs2RM/Pz/unO/q/fffp0GDBvj7+3P58mV2797N6tWrGTVqFA0bNuTMmTOP/fnIMKCiUAq6HMT7u94nMSWRuQFzqeZQzdQhFTneLt5sCN9AdGI05W3LmzocIYQotoIuB2GuzGno3PCB25W0KMlbjd7Kl5hywhgTqeZkgq2goCDmz5/Pvn370Frj5+fHokWLeOutt3j11VcBWLp0KRs2bGDjxo2EhYWxf/9+tNZ0796dHTt2UKlSJcLCwliwYAH+/v4AJCYm4tXQi3GfjmPRN4uYOHEi3377LQMGDGD69Ok08GvAmA/G8P7495k1fdZ945s5cyYODg6cOHGCY8eO0bBhw6x1iYmJ+Pv788knn/DOO+8wZ84cPvjgA7p3707Xrl3p3bv343+ISA3AQ52/eZ73d73PhZsXTB2KAK7dusbYv8cycP1AtNbM7jCb2k61TR1WkdTQpSEAwTHBJo1DCCGKu6DLQdRxqoONpY2pQykUdu3aRc+ePbG1tcXOzo5evXqxc+dOYmJiuHTpEocPH8bBwYGKFSuyceNGNm7ciLe3Nz4+Ppw8eZKwsDAAPDw8sgr/AGZmZgx/YTiV7SszoP8Adu3axY0bN7h+/TqtW7fGvoQ9Tz//NDt27MCgDQ+M79lnnwXAy8uL+vXrZ62zsrKia9euADRq1Ijw8HAjfEJSA/BQ5sqc1WdWU9OhJgPqDjB1OMWW1ppVZ1bx5YEvSUhJYLDXYIbVHyZfhkZUw6EGJS1KcijmEJ08O5k6HCGEKJZup9/maOxR+tbqa+pQcq2gTaT69NNPs2zZMqKjo+nTpw+QUb4YM2YMw4YNu2vb8PBwbG1t7zlGScuSWJhlFJ//28RKKUVZ67JorYm7FYeFhQUGQ0YikNNx+i0tLbOOa25uTlqaceYXkBqAh3Av5U4V+yrsiNxh6lCKLa017+16j7F/j6Vy6cos6baEEY1GSOHfyCzNLKlXth6HYqQfgBBCmMrRK0dJNaTKSD650LJlS1auXElSUhKJiYmsWLGCli1b0qdPH3799VeWLVvG008/DUBAQADz5s0jISEBgMjISGJish/Nx2AwsGzZMgB++eUXWrRogb29PQ4ODuzcuROA35f8TtOWTYlLjsPDw4OgoCCArP0AmjdvztKlSwE4ceIER48efeg1lSpVivj4+Ef8RO4lCUAOtHJvRdDloMfu2X01+ao0JXoEf577k7Vn1/JivRdZ0HnBPeMfC+Np6NKQU9dOkZSaZOpQhBCiWDoYcxDgoR2Axf/z8fFh4MCBNGnSBD8/P4YOHYq3tzd169YlPj4eNzc3XF0zhlPt2LEjffv2pWnTptSrV4/evXvft6Bta2vL/v378fLyYuvWrYwbNw6ABQsWMGrUKOrXr09wcDCTPpxElTJVGDVqFLNmzcLb25vY2Nis47zyyitcuXKFOnXq8MEHH1C3bl3s7R88eemzzz7L5MmT8fb2zpNOwEpr/dgHMTZfX199Z+/o/PZP9D8M3jCYaW2m0d6j/SMdI+RqCMM3DyfFkML6wPWUtiqdx1EWTTFJMfRY1YMq9lVY0GmBTGKSz3ZF7mL45uH80PEH/Fz9TB2OEEIUO8M2DSMmKYYVT60wdSg5EhISQu3a0jfvQdLT00lNTcXa2pozZ87Qvn17QkNDsbKyeuRjZve5K6WCtNa+2W0vNQA50NClIaUsS7Ej4tGaAe2N2sugDYNQShGfEs+iE4vyOMKiSWvN+N3jSU1P5ZMWn0jh3wTqO9dHoaQZkBBCmECaIY3gmGBp/lPEJCUl0aJFCxo0aEDPnj2ZOXPmYxX+H4VREwClVBml1DKl1EmlVIhSqqlSylEptUkpFZb5r4MxY8gLlmaWNHNrxs7InQ/s1Z2ddefWMXzzcFxtXVncZTHtK7Vn4YmF3Lh9w0jRFh3Lw5azK3IXIxqNkDH+TaS0VWmqlqkqIwEJIYQJhMaFkpSWJAlAEVOqVCkOHDjA4cOHOXLkCJ07d873GIxdA/A1sF5rXQtoAIQA7wJbtNbVgS2ZPxd4rdxbEZscS0hcSI73WXRiEe/seIf6ZevzY6cfKW9bnpcbvExCagILTyw0YrSFX0R8BJP/mYyfqx/P1nrW1OEUa94u3lmT0BRl125dY/el3RSGZpFCiOLhwOWM5s8+LtL+X+QtoyUASil7oBUwF0BrnaK1vg48BSzI3GwB0MNYMeSlFm4tUKgcNQPSWjMtaBqf//M57Sq1Y3aH2diXyOjcUdOxJh08OrAoZJHUAtyHQRsY+/dYlFJ81OwjzJS0VDMlbxdvElITOH39tKlDMRqtNaO2j2LYpmEM3zycSwmXTB2SKCDiU+J5/s/n+ebgN6YORRRDBy8fpGKpipSzLWfqUEQRk+OSlVLKTCnlrZTqopRqq5RyecgunsAVYL5S6pBS6gellC1QTmsdlblNNFAo7mpHa0fqla3HzoidD9wu1ZDKB39/wLxj83i6xtN82fpLrC2s79pmeIPhJKYmsuD4gvscpXjbemErBy4fYHTj0bjauZo6nGLv35kni3IzoA3hG9gXvY8OHh04GHOQHqt68EvIL0W+1kM8mEEbeHfnuxy5coQ5R+dwINp0g1GI4segDRyMOShP/4VRPDQBUEpVVUp9D5wGPgOeA14BNiul9iqlBimV7SNaC8AHmKW19gYS+U9zH51R155tfbtS6iWl1AGl1IErV67k6qKMpaV7S47FHuNq8tVs1yelJvHG1jdYfWY1rzR8hbH+Y7PtuFrdoTodPTryc8jPXL91/a51scmxbAjfcM/y4uRI7BEszCzoWqWrqUMRZMyF4WTtVGQ7AiemJjL5n8nUdqzN5FaTWfnUSnxcfPh0/6cMXD+QizcvPvY5ElISOH71OOvOreO7w9/x/q736fdnPz7e+3EeXIEwlm8PfcuOiB283eht3O3cGbd7HMlpyaYOSxQTZ6+f5frt69L+XxhFTmYC/hiYBQzT/2kcm1kL0Bfoz/836/lXBBChtd6X+fMyMhKAy0opV611lFLKFch2tgWt9ffA95AxDGgOr8eoWrm3YkbwDHZF7uKpak/dte7arWu8uuVVjl89zrim43i6xtMPPNbwBsPZdH4TP534iTd83uBK0hXmHZvHb6d+43b6bSzNLGlTsQ09q/WkWYVmxWoEnNC4UKqVqYaluaWpQxFkzGzo7eJdZGsAZgXPIiY5hmlPTMPczJwKdhWY1X4Wa86u4bP9n/Hq1ldZ2nXpPTV5/5WUmsT5m+e5EH+BCzcvZL0/f/M8cbfi7tq2nE05bC1tWRK6hJ7Ve1LXqWDNlilgY/hG5hydQ6/qvRhYdyBeZb0YvGEw0w9N553G75g6PFEM/Dv+v2+5bEdxFAXcwIED6dq1K717975r+bZt25gyZQpr1641UWQZHpoAaK2fe8C6GOCr+6yLVkpdVErV1FqHAu2AE5mvF8ioTXgBWPUIcZtEbcfauJR0YUfEjrsSgMiESF7e9DJRiVFMazONtpXaPvRY1RyqEVA5gJ9DfiYxNZHlYctJM6TRtUpXulbtyo6IHaw9s5ZN5zfhYuPCqw1fpVf1Xsa8vAIjNC6U5m7NTR2GuENDl4ZsvrCZ2ORYypYsa+pw8kzYtTAWhSwisHog9Z3rZy1XStG9anfKlizLsE3DmH5oOqMaj8r2GAtPLGTesXnEJsfetdy5pDOVSleiTcU2VCpVCY/SHlQqXYmKpSpS0qIk8SnxdFzWkblH5zK1zVSjXmdeOnXtFBP3TOSzlp/hXsrd1OEYRWhcKB/8/QH1nevzvt/7KKVoXL4xfWr2YdGJRXT06EhDl4amDlMUcQcuH8C5pHOR/T0rTLTWaK0xMys6fRJzUgNwF6VUNWACUBKYorXe84DNXwd+VkpZAWeBQWQ0O1qqlBoCnAeeyW0MpqKUoqV7SzaEbyDVkIqlmSWhcaG8vPllUtJTmNNxDt4u3jk+3ssNXmZD+AaWhC6hW9VuvFTvJSqWrgiAv6s/I3xGsD1iO/OPz+ejPR/hW86XSqUrGevy7ktrTXJaMjaWNkY/V2xyLFdvXaWWYy2jn0vk3L+FnUMxh+jg0QHIGJ/6q6CvOB9/nmltpmFhluuvE5PSWjNp3yRsLW150+fNbLdpVqEZfWr2YeGJhbSp2IbG5RvftX7V6VV88c8X+JX34/naz2cV9CuWqvjQ35dSVqV4ttazzD06l3M3zuFp75ln12YsSalJ/G/b/wi/Gc6K0yt43ft1U4eU564mX+XNv97EztKOaW2mYWX+/2Nzj2g0gh0ROxi3exy/dfuNEuYlTBipKMq01gRdDqJRuUYopUwdTqE0depU5s2bB8DQoUOJjo6mYsWKvPrqqwBMmDABOzs7Ro4cyeTJk1m6dCm3b9+mZ8+efPjhh4SHhxMQEICfnx9BQUH8+eefjB8/ngMHDqCUYvDgwYwYMYLg4GBefvllkpKSqFq1KvPmzcPB4e4R7tevX89bb72FjY0NLVq0yPfPIjsP/YutlLLWWt+6Y9FHwL/1n2uAhvfbV2sdDGRXd9Uu5yEWLC3dW7I8bHlWc4g3tr6BraUtCzotoJpDtVwdq2qZqszvNB+Xki5ZBf87WZpb0t6jPQ2cG9BlRRe+OfQNU1pPeeTYL9y8wMrTK4lNjiUxNZHEtESSUpNIM6RR2qo09iXsKVOiDPYl7ElITSAiPoKIhAgi4iNITkvmy9Zf0rFyx0c+f06ExoUCUNOhplHPI3KnjmMdSpiXIDgmmA4eHbhx+wajto9iT1RG/v/ryV/pV6efiaPMnT/P/cmBywcY6z8WB+v7T0fydqO32X1pN2P/Hsvy7suxtbQFYPel3UzYPQF/V39mtpv5SE3W+tXux8ITC5l/bD4Tm0985GvJL5/s+4QL8Rdwt3Nn/bn1vNbwtSJROEk3pLMveh+rTq9iy4UtGLQh47vZ5u6xLmwtbZnQdALDNg9jZvBMRjQaYaKIRVEXnRhNTFJMrh4qFkjr3oXoo3l7zPL1oPNnD9wkKCiI+fPns2/fPrTW+Pn5sWjRIt56662sBGDp0qVs2LCBjRs3EhYWxv79+9Fa0717d3bs2EGlSpUICwtjwYIF+Pv7ExQURGRkJMeOHQPg+vXrAAwYMIDp06fTunVrxo0bx4cffshXX32VFcutW7d48cUX2bp1K9WqVaNPnz55+3k8opzUZaxRSg244+dUoDLgAaQbI6iCrKlrUyzNLPnm4DcM2zSMcjblWPTkolwX/v/VqFyjbAv/d3K2ceaFui+wIXwDR64cyfU5jsUe4+1tb9N1RVfmH5vP35f+Jux6GDdu3cDKzIpSVqW4cfsGR2OPsubsGmYdnsWyU8u4GH8RN1s3AqsHUtOhJhP3TuRKknE7ZIdey0wAHCUBKEgszS2p61SX4Jhgzt88T78/+/HP5X+Y2GwizSs0Z0bwDKPfG3npavJVphyYgpeTF4HVAx+4rY2lDR83/5hLCZeYciAjAT8Zd5K3t72NZxlPpraZ+sj9VZxKOtGzWk/WnFlDdGL0Ix0jv6w6vYrVZ1YzrP4wXqz/IhfiL3Di6glTh/XIklKT2Bu1l6+CviJgeQDDNg1jZ+ROelTrweIui2ng3CDb/Zq5NaNX9V78ePxH9lx6UAW4EI/uaGxGofnOpoki53bt2kXPnj2xtbXFzs6OXr16sXPnTmJiYrh06RKHDx/GwcGBihUrsnHjRjZu3Ii3tzc+Pj6cPHmSsLAwADw8PPD39wegSpUqnD17ltdff53169dTunRpbty4wfXr12ndujUAL7zwAjt23D1c/MmTJ/H09KR69eoopejXr2A8LMtJnX0nYLhSaj0wCRgJvEFGE6DnjRhbgWRjaYNvOV/2RO3Bx8WHb9p+kzXGvzENrDuQpaFLmRo0lfkB8x/61E1rza7IXcw/Pp9/ov+hlFUphtYbSt/afR/ahjvdkI6ZMrvrHGdvnOWZNc8wfvd4ZrSbYbSnfqFxoZS3LZ8vn6nInYYuDfnp+E/0/aMvZsqMHzr+QKNyjfAp50PPVT2ZGjSVT1t+auowH+r6reu8uOlFElISGNsu+5G6/sunnA8D6w5k/vH51HGqw6zgWdhZ2jGz3UxKWZV6rHgGeQ1i2allLDi+gNFNRj/WsYzl7I2zfLLvExqXb8yw+sNISE3go70f8ee5P6lbtnB0YI5NjiU4JpiDMQc5dPkQIXEhpOuM77pmFZoxsvFInqj4RI6a9Yz0HcmRK0d466+3mBswF6+yXvlwBaI4OXb1GBZmFtRwqGHqUB7PQ57U57enn36aZcuWER0dnfUkXmvNmDFjGDZs2F3bhoeHY2trm/Wzg4MDhw8fZsOGDXz33XcsXbqUadOm5Wv8eemhNQBa63St9bdAH6A7GbP7ztda/09rfdLYARZEwxoMY1DdQXdN8GVstpa2vNLgFYIuBz1wMrJUQyprzqwhcE0gr2x5hQs3LzDSdySbem/iDZ83ctSB09zM/J4CfhX7KoxoNIKdkTv5Pez3x76e+wmNC5XmPwWUj4sPaToN55LO/NLll6yh6TxKezCw7kDWnl1b4MdJv5lyk2Gbh3H+xnm+afsNdZzq5HjfV71fpVqZakzcM5HktGRmtp9Jedvyjx1TBbsKPFnlSZaHLefarWuPfby8divtFiO3j8Ta3JrPWn6GuZk59iXsaeHWgvXh6wvkXAlaa87fPM+KsBWM+3sc3VZ044mlTzBi2wiWnFxCCYsSDPYazKz2s9j17C5mtZ9Fp8qdctymv5RVKWZ3mI2DtQPDNw/n7I2zRr4ikZ0Juyfw3s73SDOkmTqUPHcs9hi1HGrd1QdF5FzLli1ZuXIlSUlJJCYmsmLFClq2bEmfPn349ddfWbZsGU8/nTFaY0BAAPPmzSMhIQGAyMhIYmLuHaAyNjYWg8FAYGAgH3/8MQcPHsTe3h4HBwd27syYI2rhwoVZtQH/qlWrFuHh4Zw5cwaAxYsXG/PScywnfQD8gFFAChk1AMnAJ0qpSOCjzNl9i5VG5RqZZFzeXjV6sShkEdOCptHcrfldnS4TUxNZfmo5C0MWEp0YTbUy1fikxSd0rtw5z4bTfK7Wc2y9sDWj06OrX56PTHA7/TbhN8NzNIqSyH8t3VvyRasvaOHW4p6n3i/Wf5G1Z9fyyb5PWNptKZZmBW8I18TURIZvHs6pa6f4+omvaVqhaa72L2FegkktJjFu9zhG+o7M0ydzg70Gs/rMan4O+ZnXvF/Ls+M+rjRDGh/v/Ziwa2HMbDfzrjbxT3o+ybaL2wi6HHRP52hTOHXtFPui9nEo5hAHLx/k6q2M+VrsS9jj7exNz+o98XHxoY5TnTwpVLnYuPB9h+8ZsG4AL218iYWdF8rEhfnoxNUTLA9bDmTUzP87WlNRkG5I58TVEzIXzmPw8fFh4MCBNGnSBMjoBOztndGfIj4+Hjc3N1xdM35fO3bsSEhICE2bZvxNsLOzY9GiRZib3107HBkZyaBBgzAYMh56fPppRo33ggULsjoBV6lShfnz59+1n7W1Nd9//z1dunTBxsaGli1bEh8fb7yLzyH1n6H9791AqWDgScCOjCf/zTOXtwbe01oHGDtIX19ffeBAwX6ymF82n9/MiG0jmNB0AoE1AolNjuWXkF/4NfRX4lPi8S3nyyCvQbR0a2mUL8OohCh6re5FTceazAuYh1m2c8A9muNXj/Ps2mfzpbOxyHtbLmzhrb/eYpTvKAbUHfDwHfJRcloywzcPJzgmmC9bf0k7j4I3DsGbW9/kn8v/sKn3pqyOxqYUmRDJ6B2jOXzlMMPqD7snMUlKTaLN0jZ0rdKVcU3HmSjKjDi+PPAlS08tBcDNzg1vF2+8XbxpVK4Rnvaeefo99V+hcaEMWj8Ip5JO/NT5pwd2KBd55+1tb7P30l6erPIkS0KXMNJ3JC/UfcHUYeWJM9fP0GNVDz5u/vE9cw4VBiEhIdSuXdvUYRQ72X3uSqkgrXW2E0nkpA9AGhmdfm3JqAUAQGu9Hdj+yJGKR9KuUjsaODdgRvAMjl89zqrTq0g1pNKuUjsGeQ0yeochVztXRjcZzdi/xzL/2HwGew3Os0QjawQg6QBcKLWt2JaWbi2ZeXgmnTw73TOCiqncTr/NG1vf4FDMIT5v+XmBLPwDDK03lK0Xt7Ly9Eqer50/3au01tn+/m4M38iE3RPQaL5o9QWdPTvfs42NpQ1tKrZh0/lNjPEbY5Jan+CYYN7b9R4R8RG8UOcF+tXplyfNsnKjpmNNprebzrBNw+j7R1+eqvYUnSp3orJ95XyNozg5e/0sm89vZmi9obzm/Rpxt+KYcmAKrrauReLh0bHYjFFmpG+JMKacJAB9gWFkFP6zfaynlFL/nSVYGIdSiv/5/o8B6waw6vQqulfrzgt1XsjXPzZPVX2Kvy78xVcHv2JD+Ab61u5LZ8/Ojz0mdmhcKCUtSlKx1INHRRIFk1KKMU3G0GNVD6YcmMIXrb4wdUikpqdmPCmM2svHzT+mk2cnU4d0X/Wc61HDoQYbwzcaNQGITY7lr4t/seXCFv6J+gdnG2eqlalGdYfqVCtTjQOXD7Ds1DLql63PZ60+e+DvY+fKnVl3bh17L+2lpXvLXMcSnxJPCfMSuW6Sk5Kewszgmcw/Ph9XW1fmBczDt7zpZkttVK4RM9rNYGbwTGYEz2BG8AxqO9YmoHIAnTw74WbnZrLYiqK5x+ZibWFN/zr9MVNmTGoxiZikGN7b9R4uNi6FfpK2o7FHsbW0pXLpyqYORRRhOWkCtA1YDqzSWl+4Y7kV0IKM2Xz/0lr/aKwgpQnQvQ7FHKJiqYomm5X1dvpt1pxZw88hP3P6+mkcSjjQu0Zvnqn5zCM/gRu4fiBphjQWPbkoj6MV+WlG8Ay+O/wdczvOpYlrE5PFkWpIZdT2UWy5sIVxTcfxdI2nTRZLTs0KnsWsw7PY+szWPP3djkyIZMv5LWy5sIVDMYfQaCqWqkjzCs25cfsGYdfDCL8RTprO6Ew52Gswr3m/9tCn+inpKbRZ2oY27m2Y1HLSQ+O4nX6b4Jhg9kbtZV/UPo5fPY6jtSNzO86lSpkq2e6zM2Ins4/M5sbtGxnzl6QmkpyWjEbTq3ovRvmOws7KLvcfipFEJ0azMXxjxrDNsRnDNtcvW5+AygF0rNwx32soipqI+Ai6ruhK39p9eafxO1nL427F0e/PfiSkJDC+6XhaVWxVIPsi5cRza5+jpGVJ5gXMM3Uoj0SaAJlGbpsA5SQBsAYGkzHkpydwHbAGzIGNwEyt9aHHjvwBJAEouLTW/BP9Dz+H/My2iG0oFO092vN87edp6Nwwx82DtNY0X9yczp6dGdt0rJGjFsZ0K+0WPVb1oIR5CZZ1X2aSP8LphnTG7BzDuvB1vNvk3XxrUvO4Tl07ReDqQMb6j+WZmo8+SbrWmjPXz7D5wma2XthKSFwIkDHBXrtK7Wjn0Y7qZarf9fuZmp5K+M1wzJX5fQvj2Rm/ezzrz61ne5/tWFtY37Uu3ZDOyWsn2XtpL3uj9nIo5hC3029jrsyp71wf33K+/B72OxrNvIB5VC1T9a79V59Zzbi/x+Feyp1ajrWwtbTFxsIGW0tbfMr50KxCs0f+jPJDRHwEG8I3sCF8Q9b/gY+LT1YyYKoHOIXZR3s+YsXpFazrtY5ytuXuWhd+I5yXNr1EVGIUziWd6VGtB72q98rzASuMKSU9Bb9f/Ohfpz9vN3rb1OE8EkkATCPPE4D/HMgSKAsk5+foP5IAFA4R8REsCV3C8rDlxKfEU9uxNs/Xfp5Ong8fXi8yIZJOyzs9dsFHFAzbLm7j9a2v879G/2Og18B8PbdBGxj791hWn1nNiEYjGOw1OF/P/zi01nRd0RX3Uu7M7jA7V/satIHjscezCv3hN8MBaOjckPYe7Wlbqa1RmtftjdrLixtf5MvWX9LBowMX4i+wL2pf1lP+myk3AahWphr+rv40rdCURuUaZXV0PnvjLEM2DMGgDfzQ8QeqO1QHYP6x+UwNmoqfqx9fP/F1gegY/TjCb4SzPnw9G8I3cPr6acyUGY3LNSbAM4COHh1l7pP/MGgDCnVXkhqTFEOn5Z14qtpTjG86Ptv90gxp7IzYybKwZeyK3IXWmqYVmhJYPZAnKj6RZ6PiGcux2GM898dzhXowDEkATMOoCYCpSAJQuCSlJrH27Fp+CfmFMzfO4GjtSGD1QPrU7HPPE5t//TuCzKInF913Bk5RuLy25TX2R+9ndY/V+dbsQWvNR3s/4rdTv/FKw1cY3mB4vpw3L00NmsrC4wvZ/ux2SluVfuj2qYZUph+czh/n/iAmKQYLZUHj8o1p79GeJyo+gbONs1HjTTek035Ze0qYl8CgDUQlRgFQ3rY8/q7++Lv64+fq98Cn3edunGPIhiGk63S+7/A9q8+s5qcTP9Gpcic+afFJkRsL/fS101nJQPjNcFxKujCv0zw8SnuYOrQC4WbKTbr83gUXGxd6Ve9F1ypdsS9hz+R/JrMoZBFre67NUTIbnRjNirAVLA9bzuWkyzhaO9KjWg8CqwdSqXSlfLiS3Ft8cjGT9k1iY+DGQjusrCQApiEJgCgwtNbsi97HLyG/sO3iNsyVOe092jOk3hBqOda6a9t/2z7v7bsXG0sb0wQs8tTF+Iv0XNWTJyo+weTWk41+Pq01X/zzBYtCFjG03lDe8H6jUI4LfuTKEZ7/83kmtZhEt6rdHrr99EPT+f7I97Sp2IaOHh1p5d4q358mzzo8i19CfsG3nG9Gob+CP5VKVcrV53/+5nkGbxhMXHIcaTqNvrX6MrrJaKMO4WlqWmuCrwTz5tY3sTS3ZH7A/AJbMM1Pa8+uZczOMVQuXZnwm+FYmlnSrlI7tkdsp22ltnzWMnezy6Yb0vn70t8sO7WMHRE7SNfp+JX3o3eN3rSt1LZAJZjv73qfXZG72PbMtkL5/QWFJwEYN24crVq1on379gBcvXqVdu0yRomLjo7G3NwcZ+eMByj79+9n8uTJ/PLLL5ibm2NmZsbs2bPx8/OjTZs2TJkyBV/fe8vZK1eupGfPnoSEhFCrVq171uclYwwDKsQjUUplPQG8GH+RJSeX8HvY7+yM3MnKp1be9VQ49FooHqU9pPBfhFQsVZEh9YYwM3gmgTUC8Xf1N9q5tNZMOziNRSGL6Fe7X6Et/EPG0H8uNi5subDloQlA0OUgfjj6A09VfYqPW3ycTxHea3iD4Y9d2+JR2oP5AfMZtWMUHT065ukQwwWVUgpvF2/mdJzD0I1DGbxhMPMD5lOx9IOfbp+6dorVp1dTxroMA+oMyPMCbHRiNFeTr1K3bN08PW5Obb2Q0Ql+VY9VhF0L4/ew31l7di0p6SkM9Rqa6+OZm5nTyr0VrdxbEZMUw8rTK1l+ajmjdozCoYQD3at2J7BGIJ72nka4mtw5HnucemXrFfl7Pz9prdFaY2Z298OEiRMn3vWzk5MTwcHBAEyYMAE7OztGjhwJwJ49e1i7di0HDx6kRIkSxMbGkpKSwsMsXryYFi1asHjxYj788MO8uaA8UnQfrYgCpWKpioxsPJIlXZeQbkhn0r5J3Fn7dDLuZJ7OrCoKhsFeg3G3c2fSvkmkpqca7TyzDs9i/rH59KnZh3cav1Oo/3iaKTPaVWrH35F/k5SadN/tbqbcZMzOMVSwrcAYvzH5GKHxVCpdiSVdlzCk3pBC/X+YWzUda/JDxx+4nX6bwRsHczH+4j3bJKUmsfzUcp7/43kCVwfyc8jPfH3wa57941lOxp3MkzgM2sDPIT/TfWV3+q/rT9ytuDw5bm7cSrvFrshdPFHxCcyUGTUdazLGbwxbn9nKH73+oJpDtcc6vouNCy/Vf4l1geuY3X42vuV9+TnkZ55a+RQbwjfk0VU8msTURM7eOGuyxKsoCQ8Pp2bNmgwYMIA6derQrl07vLy8qFevHtOmTQNg4MCBLFu2LEfHi4qKomzZspQokdGfsWzZslSoUOGB+yQkJLBr1y7mzp3Lr7/++ngXZARSAyDyVcXSFXml4StMDZrK5gub6eDRgYSUBCITIgmsHmjq8EQeK2FegjF+Y3h1y6v8dOInhtQbkifHNWgDcbfiuJJ0hc0XNvP9ke/pUa0H7/m9VyQKju0rtWfxycXsvrSb9h7ts93mk72fEJMUw4LOCwp9B1mRkQTcWRPQvlJ74m7Fce3WNa7dvsb5m+dJTkumin0VRvmOolvVbhy+cpgP93zIc2uf46UGLzG03tBHHnXr3I1zjN89nkMxh/Bx8eFgzEHWnFmT77Pr7o3aS3JaMu0q3T1hXwnzEnk6n4KZMqOZWzOauTUjNjmWN7e+yYd7PqSBcwOTDdV64uoJNJp6ZeuZ5PzG8Pn+z/MsQf1XLcdajG4y+qHbhYWFsWDBAiwtLXn33Xc5dixjgrXr16/n+pwdO3Zk4sSJ1KhRg/bt29OnTx9at279wH1WrVpFp06dqFGjBk5OTgQFBdGoUaNcn9tYJAEQ+a5/nf6sO7eOSfsm0aR8E85cPwPIDMBFVSv3VjxR8QlmH5lNlypdHumPa2JqIlsvbGV9+HpOxp3kavJV0nV61vonPZ9kQtMJRaa9uE85H8qUKMPmC5uzTQDWnl3Ln+f+5NWGr0qn+SKklmMt5nSYw2tbX2PF6RU4lHDA0dqRcjblaOjckC5VutDAuUFWktumYhu8XbyZtG8SM4NnsvXCVnzL+WKuzDE3M8dcmWNhZpH1s4WyyHZ5ZEIk847Ow9rCmo+bf0z3qt3pt64fK8JWMKDOgHxNqrdc2EIpy1I0KZ9/c4iULVmWT1t+Su81vXl/1/vM6Tjnnu+Sy4mXGbFtBJ72noxpMsYoc08cjT0KQF0nqQHICx4eHvj7+3Pt2jXOnj3L66+/TpcuXejYMfejK9nZ2REUFMTOnTv566+/6NOnD5999hkDBw687z6LFy/mzTffBODZZ59l8eLFkgCI4s3CzIIJzSbQ94++TAualtX0R5oAFV2jm4zmqZVP8cU/XzC1zdQc7aO15q+Lf/HH2T/YEbGDW+m3skaWKWdTDmcbZ1xKulDOthx1nOoUmcI/ZPyOPFHxCTad30RqeupdQxdGxEfwyd5P8HbxZmi93LeHFgVbbafabO69OceFbvsS9nze6nM6eHRgatBUVp1eRZpOI92QTrpOvytRfpD2ldrzvv/7WaM1BVYPZPzu8Ry+cjjfZtZNM6Sx7eI2Wrq3zPfhOiuVrsSYJmMYt3scPx3/6a7hiy8lXGLIhiFcvXWVE1dPcPDyQSa3noxXWa88jeFY7DHc7dxxsHbI0+OaUk6e1BuLrW1GzaiDgwOHDx9mw4YNfPfddyxdupR58/5/krV9+/YxbNgwIKNfQPfu3bM9nrm5OW3atKFNmzbUq1ePBQsW3DcBiIuLY+vWrRw9ehSlFOnp6SilmDx5coGppZYEQJhEHac69K/Tnx+P/0hNh5qUKVGGcjbZDxEqCj83OzderPci3wZ/y+7I3TRze/gETsvCljFxz8Ssofs6e3amoUvDIlXQf5D2Hu1ZcXoF+6L30cKtBQZtYEP4Br4++DUAn7b8FAsz+Qovih6lgNDeo322tUVa66xEIN2QfldykGZII12nY67M76mZC6gcwGf7P+P3sN/zLQE4FHOI67ev39P8J7/0qNaD7RHb+frQ1/hX8KeWYy0u3LzAkI1DSExNZG7HuaTpNEbvGE3/P/vzhs8bvFD3hTz7TjoWe0xq9IwgNjYWKysrAgMDqVmzJv369btrvZ+fX1bn3/sJDQ3FzMyM6tUz5ikJDg7Gw+P+w/YuW7aM/v37M3v2/8/n0rp1a3bu3EmrVq0e/WLykPz1ECbzSsNX2Hx+M6HXQvEr71dgsmJhHAO9BrL6zGo+3f8py7svf+jIJb+F/kYtx1os7rK4WBZ0/Vz9sLW0ZfP5zViZWTE1aCrHrx6nhkMNJrWYlKftoUXRpZTCQllggQWY53w/W0tbOnt2Zt25dYxuMjpf+plsubAFKzMrWri1MPq5sqOUYnzT8QSuDuTdHe8yqeUkXtvyGmmGNOYFzMsavvq3br8xYfcEpgZNZW/UXt5u9PZjN2GNTY4lKjGq0MxaXphERkYyaNAgDAYDAJ9++mmuj5GQkMDrr7/O9evXsbCwoFq1anz//fdZ67t06YKlZUatVdOmTYmNjWX06LtrPwIDA1m8eHGBSQBkHgBhUnsu7eGlTS/xQp0XGNl4pKnDEUa2K3IXwzcP502fNx/YfOVk3EmeXvM0Y5qMoW/tvvkYYcHyzvZ32Hh+I+k6nfK25Xnd+3W6eHbB3CwXJTkhHlFwTDD91/VnQtMJBNYw7iANWmsClgdQw6EG37b71qjnepjdkbsZtnkYZsoMR2tHfuj4A1XLVL1rG601v536jSkHppCclkxT16a8UPcFmlVo9kgPs7Zf3M5rW1/jx04/0qhcwWkn/igKyzwARY3MAyAKlaYVmjKj3QzqONUxdSgiH7Rwa0H7Su2ZfXg2T3o+SQW77IdRW3l6JZZmlnSp0iWfIyxYetfozZHYI/Sp2Ye+tftSwryEqUMSxUgD5wZUta/K76d/N3oCEBIXQlRiVIGYvbuZWzNerPcim85v4tt232Y7Q7NSimdqPkNA5QB+O/Ubv4T8wsubX6a6Q3UCPAKwtrDGwswCC2WBpbll1nsLs7tflmYZ67ZHbMdMmVHbUQrOIn9IAiBMrpV7wagOE/njncbvsCtyF1/88wVfPfHVPetT0lP44+wftK3UNt9ntC1omrg2YX3gelOHIYoppRS9qvdi8oHJhF0Lo7pDRvtnrTU/nfiJhScWMrvD7Huejj+KLRe2YKbMaF3xwUMr5pc3fN7gde/XH/o0376EPUPrDWVAnQGsO7eOBScW8G3wo9Vg1HasLZNhinwjCYAQIl+52rkyrMEwvj74NTsjdtLSveVd67dd3Mb129fpWa2naQIUQmTpVrUb0w5O4/ew3xndZDTxKfGM/XssWy5sAWDZqWV5MtLL1gtb8XHxwdHa8bGPlVdy05THytyKp6o9Rfeq3bmdfps0Q1rGS2f8m2pIJdWQ+v/L//vSaXmSSBUUWmvp15ePHqU5vyQAQoh8N6DOAFadXsWn+z+liWuTu5q2rDi9gnI25fB39TdhhEIIAAdrB9pWbMvas2vp7NmZd3e+S1RCFCN9R3Lw8kHWnVvH/3z/91gd9c/fPM/p66cZ3dh0Q0bmFaUU1hbWpg7DpKytrbl69SpOTk6SBOQDrTVXr17F2jp3950kAEKIfGdlbsWYJmMYtnkYPx77kWENMsZgvpx4md2XdjPEa4h0dBWigAisHsjG8xvp92c/nG2cmddpHt4u3rjbubP14lb2XNpzT01ebmw+vxmAtpXa5lXIwoTc3d2JiIjgypUrpg6l2LC2tsbd3T1X+0gCIIQwiWZuzejg0YE5R+fQtWpX3OzcWHN2DQZtoEe1HqYOTwiRyb+CP7Uda+NY0pFPmn+CU0knAFq6t6S0VWnWnF3zSAlAanoq3x/9nh+O/EBD54b3HRRAFC6WlpZ4enqaOgzxEMVjRh0hRIH0TuN3MFNmfL7/c7TWrAhbgW85XyqVrmTq0IQQmcyUGUu6LuG79t9lFf4hoyavU+VO/HXhLxJTE3N1zOOxx3lm7TN8d/g7AjwD+KbtN3kdthDiASQBEEKYTHnb8rzc4GX+uvgXXx38igvxF+hZXTr/ClHQ3K8td7eq3biVfiurGc/D3E6/zbSgafT9sy83b99ketvpfNbyMxysHfIyXCHEQ0gCIIQwqf61++Np78m8Y/OwtbSlfaX2pg5JCJFDDZwbULFURdacXfPQbYNjgum9ujfzjs2jR7UerOixgjYV2xg/SCHEPSQBEEKYlKW5Je/5vQdAQOUAGQdbiEJEKUXXKl3ZH7Wf6MTobLdJSk3i8/2fM2DdAFLSU5jdYTYfNvuQ0lal8zlaIcS/jJ4AKKXMlVKHlFJrM3/2VErtU0qdVkotUUpZGTsGIUTB5u/qz4x2M3jD+w1ThyKEyKWuVbqi0fx57s971u2P2k/g6kAWhSyiT80+/P7U7zSr0MwEUQoh7pQfNQBvAiF3/Pw5ME1rXQ24BgzJhxiEEAVcK/dWd3UwFEIUDpVKV6KBcwPWnFmTNSFRQkoCH+35iCEbh2CmzJgfMJ/3/d/H1tLWxNEKIcDICYBSyh3oAvyQ+bMC2gLLMjdZAPQwZgxCCCGEMK5uVbpx+vppQq+FsityFz1X9+S3U78xoM4AlnVfhm95X1OHKIS4g7HnAfgKeAcolfmzE3Bda52W+XME4Jbdjkqpl4CXACpVkiEBhRBCiIIqoHIAn/3zGW/99RaRCZFUsa/CwicX0sC5galDE0Jkw2g1AEqprkCM1jroUfbXWn+vtfbVWvs6OzvncXRCCCGEyCtlrMvwRMUniE6M5sV6L7K021Ip/AtRgBmzBqA50F0p9SRgDZQGvgbKKKUsMmsB3IFII8YghBBCiHwwsdlERvqOlBl9hSgEjFYDoLUeo7V211pXBp4Ftmqtnwf+AnpnbvYCsMpYMQghhBAif9hZ2UnhX4hCwhTzAIwG3lZKnSajT8BcE8QghBBCCCFEsWTsTsAAaK23Adsy358FmuTHeYUQQgghhBB3k5mAhRBCCCGEKEYkARBCCCGEEKIYkQRACCGEEEKIYkQSACGEEEIIIYoRSQCEEEIIIYQoRiQBEEIIIYQQohiRBEAIIYQQQohiRBIAIYQQQgghihFJAIQQQgghhChGJAEQQgghhBCiGJEEQAghhBBCiGJEEgAhhBBCCCGKEUkAhBBCCCGEKEYsTB1AobDuXYg+auoohBBCCCFEYVC+HnT+zNRR3JfUAAghhBBCCFGMSA1AThTgDE4IIYQQQojckBoAIYQQQgghihFJAIQQQgghhChGJAEQQgghhBCiGFFaa1PH8FBKqSvAeVPHUQiUBWJNHYQotOT+Ebkh94t4VHLviNyQ++XReWitnbNbUSgSAJEzSqkDWmtfU8chCie5f0RuyP0iHpXcOyI35H4xDmkCJIQQQgghRDEiCYAQQgghhBDFiCQARcv3pg5AFGpy/4jckPtFPCq5d0RuyP1iBNIHQAghhBBCiGJEagCEEEIIIYQoRiQBMCGlVEWl1F9KqRNKqeNKqTczlzsqpTYppcIy/3XIXP68UuqIUuqoUmq3UqrBHcfqpJQKVUqdVkq9+4BzvpB53DCl1At3LH8u87hHlFLrlVJljXnt4vEVsPunT+axjyulPjfmdYtHY6L7Zb1S6rpSau1/lnsqpfZl7r9EKWVlrOsWj6+A3TuvZe6r5e9UwVTA7pefM/c/ppSap5SyNNZ1Fzpaa3mZ6AW4Aj6Z70sBp4A6wBfAu5nL3wU+z3zfDHDIfN8Z2Jf53hw4A1QBrIDDQJ1szucInM381yHzvQNgAcQAZTO3+wKYYOrPR16F5v5xAi4AzpnbLQDamfrzkZdp75fMbdsB3YC1/1m+FHg28/13wHBTfz7yKjT3jjdQGQj/92+WvArWq4DdL08CKvO1WL5r/v8lNQAmpLWO0lofzHwfD4QAbsBTZBSiyPy3R+Y2u7XW1zKX7wXcM983AU5rrc9qrVOAXzOP8V8BwCatdVzmcTYBnfj/Xw5bpZQCSgOX8vJaRd4rQPdPFSBMa30lc7vNQGCeXajIEya4X9BabwHi71yW+R3TFlj233OKgqmg3DuZyw9prcPz4LKEkRSw++VPnQnYf8exiz1JAAoIpVRlMp5s7APKaa2jMldFA+Wy2WUIsC7zvRtw8Y51EZnL/ivb7bTWqcBw4CgZBf86wNxHuhBhEqa8f4DTQE2lVGWllAUZX+oVH+lCRL7Ip/vlfpyA61rrtEfcX5iQie8dUcgUlPsls+lPf2D9o+xfFFmYOgABSik7YDnwltb6ZsYDsgxaa62U0v/Z/gkyfkla5NH5LclIALzJaNYxHRgDfJwXxxfGZer7R2t9TSk1HFgCGIDdQNW8OLbIe6a+X0ThJfeOyI0Cdr/MBHZorXca4diFktQAmFhm4Xs58LPW+vfMxZeVUq6Z613JaJ//7/b1gR+Ap7TWVzMXR3L3E1d3IFIp5aeUCs58db/fdkBDAK31mcxqsqVktMkTBVwBuX/QWq/RWvtprZsCoWS0+RQFTD7fL/dzFSiTWVuUtf/jXpswrgJy74hCoiDdL0qp8YAz8PbjXleRYqrOB/LSkNHu/ifgq/8sn8zdHWW+yHxfiYzmFs3+s70FGU/uPfn/jjJ1szmfI3COjI6bDpnvHYEKQBT/34nzI+BLU38+8ioc90/mOpfMfx2AYKCGqT8feZn2frlj+zbc2zHvN+7uBPyKqT8feRWOe+eOdeFIJ+AC+SpI9wswlIxa6ZKm/lwK2svkARTnFxnVXBo4klloCiajx7oTsAUII6ND5b+FrB+Aa3dse+COYz1JxlPXM8D7Dzjn4MxftNPAoDuWv0xGR50jwBrAydSfj7wK1f2zGDiR+XrW1J+NvArM/bITuAIkk9F+NyBzeRUyOuSdJiMZKGHqz0dehebeeSPz5zQy+qz9YOrPR14F+n5Jy9z332OPM/XnU1BeMhOwEEIIIYQQxYj0ARBCCCGEEKIYkQRACCGEEEKIYkQSACGEEEIIIYoRSQCEEEIIIYQoRiQBEEIIIYQQohiRBEAIIYQQQohiRBIAIYQQQgghihFJAIQQQgghhChG/g8e2OUXmLD3iQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_rsi(msft_indicators, 100, \"MSFT\")\n",
+    "plot_rsi(tsla_indicators, 100, \"TSLA\")\n",
+    "plot_rsi(jnj_indicators, 100, \"JNJ\")\n",
+    "plot_rsi(fb_indicators, 100, \"FB\")\n",
+    "plot_rsi(nvda_indicators, 100, \"NVDA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot volume\n",
+    "def plot_volume(data, n, ticker):\n",
+    "\n",
+    "    data = data.iloc[-n:]\n",
+    "    fig = plt.figure()\n",
+    "    fig.set_size_inches((10, 8))\n",
+    "    ax_vol = fig.add_axes((0, 0, 1, 0.2))\n",
+    "    # Plot volume in millions\n",
+    "    ax_vol.bar(data.index, data[\"Volume\"] / 1000000)\n",
+    "    ax_vol.set_ylabel(\"Millions\")\n",
+    "    ax_vol.set_xlabel(\"Volume-\"+ticker)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_volume(msft_indicators, 100, \"MSFT\")\n",
+    "plot_volume(tsla_indicators, 100, \"TSLA\")\n",
+    "plot_volume(jnj_indicators, 100, \"JNJ\")\n",
+    "plot_volume(fb_indicators, 100, \"FB\")\n",
+    "plot_volume(nvda_indicators, 100, \"NVDA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plot Exponential Moving Average - 10, 50 and 200 day \n",
+    "def EMA(stock_list, days_list, name_list):\n",
+    "    from itertools import cycle\n",
+    "    color = cycle('grc')\n",
+    "\n",
+    "    for index,stock in enumerate(stock_list):\n",
+    "        fig, ax = plt.subplots(figsize=(6,4))\n",
+    "        stock['Adj Close'].plot(title = name_list[index], label= 'Adj Close', color='b', legend=True, ax=ax)    \n",
+    "        for day in days_list:    \n",
+    "            stock['Adj Close'].ewm(com=day).mean().plot(label= 'expMA_' + str(day) + 'day', color= next(color), legend=True, ax=ax)\n",
+    "            ax.set_xlabel('trading days')\n",
+    "            ax.set_ylabel('price')  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "EMA(stock_list = [MSFT, TSLA, JNJ, FB, NVDA], name_list = ['MSFT', 'TSLA', 'JNJ', 'FB', 'NVDA'], days_list = [10,50,200])    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chart Saved\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chart Saved\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chart Saved\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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opn3v3ZN8MbMtpfTCF3X2c3G02ldf/Bx2t+P5Gxxnqb2nvlO+/aWIN9Yc4LqTBvh85h+6KABQSvXTNC3P/fRcoHGEoKXAG0qpJ4B4IA1Y2xVp8LjWM03Kj07X8pXSlLa+SJqVCJTVNPDmuoOszypl44EyymrtAIQFmBmfHM554xIZ3z+cMYlh+Pv5cH93l1NvBlOSCTkbIHs95GyEymxYY4NnFuvH3RIMq2wwo1Xw0nzb4rM7loZfBx46T60LhkyEqDQISQCjWV9uuwOcGtjRm+XUa/DtGvALBEsQ+AXp60bzYac3AOHuZSSQXVbLPR9u45mNRZzt6MdfCv0Ibqg7ehpNFghudS+2nsG48UfJZNEz7e3JuNsqIHcT5KyHwh1Quhe2fwh1pc2uMwoGzoRBMyHpRDB1wwhRbf0wHun9+oLj/eEXwlcc7b6VoPf4vou8MHdNpc3One9tYWB0IL8/bXC3X78jOh0AKKWWADOAKKVUNnAfMEMpNRa9SCsL+A2ApmnblVJvAxmAA7hR07ROjt3XTRpvrMa24sq323b1eL6SqWjri8RdUrNyVyF/fHcLhVX1DIgO5LThse7S/QgGRAV6r/2fywX1FXrJfeNSW9byeV2ZnrmsLoCqfD3zr7kOnSM8BZInQfz1kL8S5p+vl9rf8jvYVQ0ltRAUBqXl4NCg1AX73R/lr75q9flotn607SedBGUuWGeHWg20Lw5/b2tuOXxb4vjj/QtBXByJBQW8jOLfk87jb65fs23B0/zzw78wsnDv8Z3LE2N2W0NhwMn60lxdmd6saN83sGcl/PgsfP8UGP0gNAnC+0NYf/0xIBIM5kPBksGsH2c0HXnd6KfXZPgFtJmsLnu/QgjRWd3xXdTOfnEPf7KD/Eob710/BavZhwv7mvHEKECXtLH55aMc/zDwcGevK7qYL5fyNeqOatE2Pvy1l17Owx9s5fU1BxgcG8R/FkxgZEKoZ697LI4GyP0ZDvwAB9dBdX6zjH05bbdfcfML1tuZ+4dBcBzEjdYfg2L1jH/8OAhs1in5y2IYe6m+/s1lLTtMN8/Ql7sDgNaZ2PY60I1lAe77xoDG9WveIz17BzfNu4Pzrvgb/33rHkYW7CHQ7gNDifqHQ9IEfTnpdqivgn2r4eBPULYfyvfr90FdWeeuYw2DkHgI7qcvAeH6tnSz3iSqUoMiJ/jAn+SopPRf9AbS4sB3tOM7ZeWuQt5af5DrZwzkhOSe04erK0cB6p164CgpHdI6su7KzHZ7z906KOmKatHWTQhaffg3Hijj929tYn9pLddOT+W204d0fbSvaVCZozfJyd2oZ/hz1uuj0wBEDnKXAqe6M/ZHW8LabB5zVH3gnp+Qk8Fnr9zM3WfcyI/9R3PD/Lu4/qd3uPznz7A67Ud/casfa5fmosHZQL2zHrvLTr2znnpnfdO2BmdDi/1+Bj8sRgsWkwWr0UqwXzCxgbFYjG2MEmQJhqGz9aU5WwXYKsFlB6d7ac+6s14fwagyFyrz9PusMEMPKBw2ONu/5XUqXVDo0oOB9Q1QJeMziD6gu9vgS4uDzunG36yKWr3pz+DYIG6ZldZt1/UECQCOVydLmGx2J/kVNixmA3EhVlRP+WB397j8xzquq0pEjtB2sLbBwd+//IVXvt9Hv1B/llx7IicO6KKhO+ur3Rn9NYfa4tcU6vsMJogdCekLIXmyvgRFd006GvWRUtWIukr+9eGj5AVFsD5xOA/NvJaXJp7Li+89yMiCPc0bLFHnqGN78XY2F21m8xsXkVGSQbW9mgZnA/bXxngmPdYI+gX2Iy4wjn6B/egX2I/4oHh9Pagf4ZbwQ98f1lB98SS7DSICwF9BqAFiDBBtgBgjpPvp/S+mWeC1+ZB2OqRM1WsP/CP05kW9iKZpPee7Wnje8fz+ebIfSh8ofGlTWwHX8ejG36wHPsmguLqBF3+djsXUM5r+NOpd39JeVl3vIL+ijrwKG3kVNvIrbORX6o/687qmTqIAYXWVDC3PZej5ZzK8XwiTB0aSFHEcbXF7qtYl+d3tODsYr95dxF3vbyW7rI7LJiVz51lDCbYeZyn6kWgaVByEA2v0Zh0H10DB9kPt8aMG650+491DRMaO1MebF12mX3Up/3vrHr5PHslfTp/PyuGpPHnuQAZVbyXnqxvJqcphf+V+HJoDgOTgZNLj0gm3hOsl+UYLfka/pscW6wa/FvtNBlNTLYHNYaPB2UB5fTn5Nfnk1eSRX5vPvop9/JD7A3WOlh2UrUZrU3AQHxRPqCUUs8GM2WDGz+jXYt1kMGE2mvEzuLc3Ww+xhBBuDSfYHNwyk2u2QrWmL0UuyGx2cSMQrPThUeNy4Yu7mu1Uem1TYJQ+TGpAZLP1KPd6lHvdvf9ooyl1gKZp1DpqqayvpLKhkor6Ciob9PXW26rsVdQ79Foa24ODaDArTv65kk+mhtNgUtS/PBK7SWG2u/C3gzUqDn+TP2aDGYfLgVNz4nA5cLgcmA1mAswBBJgC8Df7E2AKINAcSIApoGl7gDkAf5N/i+1R/lH0C+xHgLkPfP/7Gk+X7nuyA2ofKXw5THsDrtZNpTqqg4OOLNuWx3sbs7np1EGMTgzr+PW9RAKATvhsyFRsRjPPT76Q/OAoqu47vNNiZKAf/cKsJIT5k94/nLjHHiCuqoRaPys7olPZEZPK2+sPUtugt38eEB3IjMExzBgSzcTUiB7TmeS4eLsTYTu/3AsrbTy2bBfvbcxmQFQgb113IpM6WurvckFVnt5mu/yA3n67aIee8a/K1Y/xC4KE8TD9dkiaCInpMiZ8N2kwKXaPjmdHcC0xZXZePCeaX5Jd1Fo+xFRUwLoTY9lcH0VKTT79Q/pzSvIpjIkew+jo0URYI7o8fZqmUdlQSW51Lnk1efpSnUduTS75NfmsOriKqoYqGlwNHb6GyWAiwhpBmCUMq9GK2WjGcvdg/GpsBNa5iKx0EOmyEpFbTlSFg2FZdZi+sxOybA2q/IBea1VT7F6K3BOsFUPRLtj/vT6HQ1t9U/zDYcjZMHweDJhxzNGNbAmxlNeVkhdh5mCMHwcGhHPw2z+SU51zKKNfX9kUoLXFqIyE+IUQagklyByE1WQlxBJCdGEDlgYX43+pxWYx4GfXsNg1zA6NQTk2Ng4OxHbDBdTZ62hwNWAymPRFmZqCuTpHHTX2GmrttZTZyqi111LrqKXWXovNefROFMG1LvolDCUuMI5o/2hiAmKIDogmxj+GfkH96B/Sv+2mYaLjZISdnstTzbBaN7lqh8JKG3e9v5VRCaHcPLNnNf1pJAFAB70+5kz+dOZvWbT8XwwoyWFq1mbi7rmDfqFW4kKs9Av1JybEcngG/tx3DjuXy+lib3E13/5SzKpfivjfmv385/t9BFtMnDsugUsnJTM0zvfHlO0NauodvPdjFp9uyWNtVilGpbjxlIHcdGra0YMxTdPbUpfth/KsQx00GzP7FQfB2TxzpvRRXPpPgaRJ+og7MSN6XdMJX+DSXFQ1VFFqK6XMVkaZrYzSk8MpCzGRE2UmI8WfzAQrDpMCwvnd0jIMU6czL2IIQ+74G1O2VrPGehXf9p/Kg5MnMHtUv25/D0opQi2hhFpCGRY57IjHaZqGQ3Ngd9qxu/SlwdmgrzvtNLharTvtVDZUUmorbfr7lNeXN/VRqJ6aToOzoenvp9dC6BPXXf9BAc+fG4v/G5OIC4wjwhqBcjeU0kwahBjQgqOB6MbE6ZO4uexozgZ3fwQHqqEaS8FXWHKX4Wcw4RccjyMomnpLCPUGIzanjTpHHeX15ZTXl1P3cLNzAgZlIK5wE4nBiQyJGNKUsQ/xC9EXSwihfqGEWEKa9gWYAtpu0nPaoW2n/lx12O4z1lXC/+5vsa263sG3J83j66g0zE4nk/J2cUJ9MYMyNhw2EpjT5aTOUdcUENSOGUaNv5GiUBN5kWbyI8zkL4gnvzafbcXbKLOVoTULmhSK+KB4UkJSSAlNISYghij/KCKtkUT5RxFmCSPQHIi/yR+joRcWHnWX5veGTOglWtE0jdvf3UKd3cmTvxqL2ejZGszuojTN9ztxpaena+vXr/d2Mpq8tHovD326g1Mz1/LC+w9hamyu0Z6/ZVs/Oq1eV9vg4Ke9JSzdlMtn2/JpcLgYlxzGJROTOWdMfPfUCrSnvet998H997d83p7ouT3nbutv2dHXHYPLpbF8RwH/+W4fSUvf5t1Rs0iLCWL2qH7MGxt/5Jl6nQ7Y8ApsWKxPlGWvabk/IPLQEI1hyc3WUyAsSR8nvidqXkriyerz1v+/7bgH7EbISPFnR39/SkNMlMYEU3bJPMrq3Rl9WykV9RU4jzDacHilg2H76xi238bwv77GsIhhJP79JVTjfe2+Xp3JwuW/epCt/dJ49a17mXxwa+ffbw9Ua6+lJCGcklAjQbVOvh8dTP79f6CgtoAyW8uRiBoz2KpZ7wnVYuhX/cHpctLgrKehtoT6wv00+ClMSsPi0rA6NSxBkfhbIwgLjic8NIWwoFjCLeFEB0STHJxMQlAC5uPt2N78PTU42Jpdwc8Hy9n01Mtsih/ClRs+5pOh00mqKCCpooDEikImHNzG7qj+mN9agtlooLDKxoqMAr7PLKHB6SKsrhKXMlBp1b8vgiwmxiSFMjYpjBOSwhmbHEZUUKvP/DF+D+wuOyV1JRTWFpJdlU1WZRZZFVlkVWaxv3I/tY4jzzZtNVqbmhs1NT9q1RSpsalSbEAswyKGMShsUKf+lj1SR/t2tG5+0oFS5HZrR76hV2nv/4mn/wbt/L979Ycs7lu6nQfnjeCKySmeTYOHKaU2aJqW3uY+CQDaT9M0/vF1Jk8s/4XZO7/jqY//hp/L0fyAY5/kOD/IZTUNvLcxmyVrD7CnqIbEcH/umTOc04fHdm2ntGONuAMd//D5SADgcLr4eEsuz63cw+7CapIi/Dl/XCJnj+pHWmzw0V+8dxUsu0sfMSVxgr60yOQn6yO29EZtfUl64kevHQFArcVARoo+Ms2/58awOS2AOsuh0peQagcR8YMIt4YTbgkn3BpOhDVCf24NJ8LiXk8bTXi1E4u9jdmJm3fia/Y5KE8awIWn30Z+cBTPLP0rSeX5hNRXE1JW3Dub6h1J6/+nttrPdiYIVOidjZONkGSE6YOg4sChY8KS9aFrN9TAhWdDaKJ7CNN4fTI4o+WofQpsdicbD5TxQ2YJ3+8pZkt2BU6X/n+fXJbHCbm7mJexktfGncPBsFiyQ2KoN1u45bvXeWraZS3OlRwRwGnDYznthl+Rnp2BQdPYFxHPpn5D+Pmhp9h0sJwdeVVN50+K8NeDgaQwTkgOY/iAGCzOVk2VjuM7rNZeS0ldCcW2YorriimzlTXVMNTZm9U0OGr1Zknu53WOuqbt9c76pvOZDCbSwtIYFjmMmckzmRo/tffXJHjqd7St7w9PkQCgbZ7+G7Tj/y6zsIqzn/mOyQMjeWXBBJ8fHEACAA/QNI3Hlu3iX9/s4bxxCTx+8fhDJf+HDjr2iTr4QdY0je8zS3jwkwx2FVRx8uBoFs0dQWpUYDvfQQcdbRiyHhIA2OxOiqrqKaqup7iqnuLqBvIr6rC99DIvDDiZIbHB3HDKQM4e1Q/TsarySvfCl/fAzk/0jMjpD8GwuX1rmLa2viS7KAA4WHWQn/J+YlvxNrYVbyOzZBcug+L6DwpYkR5K+q4a0nfWMHpPLZGVDsxO2ndfdnBa+dyQaM6//K/khbQcecliMjAwOoiRCSGMiA9lZEIIw/qFEODnw026Olp746lAvK3rH6mgoboQ8rZAvnvJ2wIf7ICTj9BfwGgBkxXMVjSThXr8qHKYKGswUGwzUKeZqVd+BPgHEBIehXnANBLGnUXEyDGHpclVUEhJQCh+TjvFgWE4tu/A7nTh72dkQFSgngE4yvdjXYOTbbkV/HygjJ8PlLPpYDl5FXpfAD+HneGFe7j9m/9idjkYl7sTc+uAoIs5XA5yq3PJKM1gZ8lOdpTuYFvxNiobKokJiOHcQecyf9B8EoMTuzVd3eZY9/OR7ssj1QB0hXb+/trsTn7YU0yovx+J4f5EB1m8NyFlZ3grADiGBoeLc5/7nrwKG8tumU5MsO8PyCEBgAes3FnIVYvXcdmkZB6cNxJDWxnFLgwAGtmdLl77cT9PLf+FeoeLBVNTmJgSQWKEP4nhAQRZPJzh8OUAIDaWgho7W+IGURQYTnFMIsU33kJRVT3F1XpGv6iqnur6tn9Qf5/zA8PuupmZQ2OO/SVZlgWr/w6b3tAzFyfdBifeKCPyNPJgAFASbGTZpFA+u/VMthRtYd7qMlbNSmFk5EhGPv8BI/fVceL2aqz2I9x/XfmdphRl1mA2xQ+m0hJIlSWQyiefoaymgV0F1WzPqaCkpqHp7QyICmwKCEbEhzIiPoSwgKN3cu02Hf1Md3cA0FzzjNZ998LtN+hzF1Tk6J3s7bVo9jrKK6vJLymjqLyCisoqDE4bFuxE+LmIsmqE+TkJNDowOmx6352GalAGSEiHQbPgw13wl6fAGtKhpmnH+hvkV9jYdLCMn2/6ExvjhzJ930aeOOkKgutrmDZ+ILOGxTL/hASMXsq82Z12vsn+hvd2v8cPuT/g0lxM7jeZy4dfzrSEaRhUz2zz3Kb2/N95uwS+Hdffkl3O79/eTGZhddM2P6OB+DArCeH+JIYF6I/h/iSE+ZMQ7k9ciPXYhV7e0Nb79WRNYwf97YtdPLsyk39fMZ4zRsR167U7SgIAD9A0ja92FDJzWIxe4uPJ0rMO/B8UVtn4y+c7eX9jTovtYQFmEt0f9sRwf/cHXl9PDPc//uEruyIA6GjzIncaNOD7/mP434Mvs3xHQVP1OkCov5noYAtRQX5EBVmICrIQHWwhOshCVLBf0/PIQAt+pnZ88ZXug9V/g81v6hmEcVfC9NsgpPs7gvq0dgYANoeN8vryps64ZfVlTc/Ln3yE0Zm13HtNIk6jYnD4YM4ecDZzV5cS+X+3HbmktbUuDgCOdj1N08ivtLE9p5JtuRVsz61ke04FuRWHRn9JDPdnRHwII+NDGZ0UxrRBUd7J6Hk7AOjsuZvVzLhcGp9szWPVrkJ+yCwhv1L/eyeE+TN1UCRTB0UxeWBk2yV2Toc+sV7mV5C5Qp9ZeVUdzLDqk+ut3w9ZtbCxAYLbMUkhHPfvQb3BxMpBE1g1IJ1V0+eRX2ljbFIYf71g9LGbI3ax/Jp8Psj8gHd/eZfC2kL6h/TnsmGXMW/gvN4xbGkPDwDsThfPfp3JsysziQ6ycO85w/E3G8kuqyW7vI6csjqyy+rIKa+jqKq+xSmMBkVciJXEcH+Gx4dwy8zBhAb4QB+Q4/l7d0WTqzZsy6lg3j+/Z/7YBP5+kWfmeukOEgB0peMt+TxWZHucUW1pTQMHSmv1D3tZXbNHfd1mb9lMKdRfDxDSYoK4KD2JyQMjj96GrSsCgA6cu8HhYvfoSdRXVHH77FvZG5lIeICZiyYkcdbIfsSGHEem/lhcLtj3DWx8FTKW6pNvpV8FU3+ntzUWLRTXFVN/z11s/+2FhzLz9eVNHXEbn5fXlx82ln0jhSKs0s4NHxSQH+nH2T+Wk5bdxpCJPh4AHElpTQPbcyvYllPJdndgsK9Y7zQ+oOQgv9v2GXO+/6h7A4GOfhd5MwBoI002u5Pb3tnMp1vyCA8wM2VgFFMHRTF1UCTJEUcY7edoakrgzlvgwjGHmhuV7YNVNrh4Ary3E34shRrtiGlqtzbSprlcLN2cy6Kl26mpd/K7WWlcd9IAr480YnfZWZ61nP9m/JdtJdsI9gvmosEXcfnwy4nyj/Jq2jqlBwcAmYVV3PrWZrbmVHDuCQks+sN5hB7cp+8/wmclt1wPBrLLGoODWnLK6/j5QDmxIVaeuWQs4/t3/dDGR3U8f++u6HTdit3pYt6z31NUXc+KW0/2jSCpnY4WAPhwA9U+pBPj4kcE+hER6MfYpLDD9mmaRklNQ4sPevYTz5HtF8w3/Qbz4aZcBpXncsWvT+O8cQlt1w54aSbCxg66P+0pZVtuBb8UVGGfu4hbvnudsBNG8uTk/pw1sp9nO19W5cOm12Hja3qTH2sYnHg9TLkJgntGdV93cGkudpTu4NuD3/JN9jdsL9nO9ZkFPP/NT03HBJmDCLOEEW4NJ8o/irTwNMIt4YRZw9p8DPELweiJIVB9dMi+iEA/pqdFMz3tUN+BKksAq1PH8cyUi/ndyb/h2ae+5ZZZgzlrZJz32u16e46Othwlo1VRa+fa/65n7b5S7jprKNdOH9D5v11gJIyfCSctOLStphiyF4ChGqbaYXIQHHBCpQa15fDNX/XXBUTpo381LRFwnJ1olVLMG5vA1EFR3PfRdv76xS4+35bH4+ePYXi894aDNhvMzB4wm7NSz2Jz0WZey3iN/2z7D//b8T/OSzuPBSMWEB/USwtIOjhRVFfKLKzi3H/+gNlk4F+Xj+PMkf3g4n2HDmjj82s1GxkQHdTmyHabDpZz05KNXPTvn/j9aYP5v5MHeq0J2lF1U4l/cy98u5eMvEr+dfn4HpX5PxapAegsT9QAtNYNJZg2o5lPhk3nvyfMYXP8YAL9jJw+Io5pg6KYlhZFbIi1zdd5NJ2NH+Rm53ah+HjYSTx51X1kldQSHmBmZEIow91NJqa//ixhjz/S9nk6wuWCvV/D+ldg1+egOSFlut7UZ9g50sbfzeFysL5gPSv2r2DlgZUU1hWiUIyOHs3JiSdz1qtrqP3zHXqm3hLWsaEEu6Cttcd1QV8YF4rPh0zhqeseZndhNSckh/HCFelEB3fxMLE+MhrXMc99hHNll9Wy4JV1HCip5W8XjWHumC7OfDZ+18cYYbQZUkwQoCBQ6TMit0mBf1izgCBKDwoan994O9RqkO2ABqCNTuyfb83jno+2U1bbwLXTB3DLrGPMSdKN9lXs45Vtr/Dxno8BODP1TMbHjic1NJXU0FTCLeE+P0pKp0ubuyND2iqNFZZA5j/0CVU2Ox/eOJXE8IA2jzvez2Glzc7d72/lky15TB0UyZMXjSWmdV6gOxzt/6T137uL//6ZhdXMfno1s4bH8Nxl47vsOl1FagB6Aw9PV2512rlg29dcsO1rNh0o438/7efrnYV88LPepyAtJojpadGcOTKO9P7hGI5WAtLRD+CCBThdGnaTH3aDkYKgCG6cfxe7olMYajbywhXjOa31cKc/D+7Q+23BboOKbNjxEWx4VZ+wKyASJt8A4xZA1KDOX6MXsLvs/JT7E1/u/5KVB1dSUV+Bv8mfaQnTOCXpFKYmTD00C25wDoR74P+mDzKgcfau7znzlpP48Occ/vzhNs597nsWXzWRQaMHeb3jmy/anlvBVa+so87u5NWFE5k8sIMzdHdEkQu+qgeataduqNM7Ey9+BeZM1ddrS92PjUux/l3TOGOyyw7z9SFtWWWDkyxQocH/zofooTD4TEiezFmj+jF5YCSPfLaDf32zh8+35fHw/FFMS/N+s5vU0FQemPoA14+5nlczXuWD3R/wyd5PmvaHWkJJDUltCggal4SgBEyGXpL9yMrq1ss5lYGb5t5Bdlktb1x74qHMvweEWM3845ITmJ4WxX1Lt3PGU9/y8LmjvDL54RG1zmt0Yebf6dL443tb8Pczcv/ckV12HW/pJZ/AXqY9o2MUFBzembY9GYM2MvJjk8IYmxSGy6WRkVfJ95nFfJdZ3DQjcVyIlTkvfc05Y+IZ/dKTVN/1Z0prGig9UEZZbQPxP23h5+EHqKl3UNvgpKbeQU2Dg9p6p/7o3lbb4GyxvcHhwqUBt70PwC3fvY7dYOKZpY8zZ9uqtqvy2/qwN99mt+mjglTmuh/dI4RU5kJltv5YW3Lo+JTpMPNevbS/p07M5UGaprGjdAcf7/mYz/Z9RqmtlGBzMCcnncys/rOYGj8Vq0lqRbqC0aA4f3wig2KCuPrVdZz//A+8aI5iIj7QLMcL1e5tcbk0Xvsxi0c/30lEoB/v/t8UhsR1UyfZozWHNFshNAHKHDDwlGOfS9P0kYfiQiHQAA0uQEGkAYYVwr7V8OOzesHEkNmEDZvL43NOZP7YeP704XYuf3kN541L4P65I/Smmx4uIDpe/YL6cefEO7ljwh3k1eSxr2Jfi+Xb7G/5IPODpuNNBhP9g/s3BQSDIwZzatKp+Bl9ZIQsX9Psd/vxk6/k2wHjefTbxUx45OyWx3iAUopfTUhmfP8Ifv/2Jm54fSPzxsbzwNyR3df8xUeaXL32YxYb9pfx9wvHdH2NrBdIAOCL2srsH+u49mYM2vhRWLRqEfd/c2hG3/tOvo//Xr2I6noHX+0o4OPNebz6YxYvfbePW7/P5Mn6L1u8/pZt+Tz1/tam5xaTgUCLiQA/I4F+JgIs+mN0sKXpeYCfCT+jAbPRgPnPd+PncnDS3g389oe39PkV2tP2sKoANv0PDq5rO3PfyD8CQhL0DryJE/THkER9XUr7sbvsbCnawo+5P/LVga/ILM/EbDAzI2kGcwbMYVrCtO75YW7dAbWPGpMUxgc3TOXKV9Zy+a8e4u+fPsE5O1d7N1HNSzlb/z91U1BSUGnj9nc2s3p3MacMiebxC7r5R9mTAZBS+kSB5RqUu2ep/sZdo/Deaqiv1kck2vExbP8Qfv4vAFPMgXwVHEdOTCg/b7Xy2b5k5syYSqBfsd4UqbFjspcCRYMykBCUQEJQAtMSprXYV1FfQVZlVovAILM8k5UHV+LUnET5R3Hp0Eu5aMhFhFpCvZL+Fnwk6AWafrc/+Dmbf7+1mStO7M8lj73T8hgP/58Pigniveun8NzKPfzj692s2VvKYxeM5uTB0cd+cWf5QC3nvuIaHl+2i5MHR3PeuARvJ6dLSADQ3dqKbL3c2W7RjEUsmrHosO1BFhPzxiYwb2wCFbV2vsjIJz77c/40exjhgX5EBvoRFmAmIeEgF/96pp6xNxuPf1zh095t/7GNI/RseAV2fgouB8QMh9Cklpn7kHh9htDgfuDXC4aq8wCX5qLUVkpBbQGFNYVkV2ezNm8t6wrWUWOvwaAMjI0eyz0n3sMZKWcc34+wJzqL5+d3y4gOndJNJVNJEQG8939TuO66p7hp3h8xuJwEOOqZvu9nz31pd/S7qPHH+WijeHnY51vzuOuDrdjsTh6aP5LLJiV7r215d9wDliAYMV9fHPWw71t91vGqfAxVeSRV5RPlPIBf9Y8YP38TFronhLRrep+CGg3+ex4ENuuU3LQedWjdGnbUWZM9KdQSypjoMYyJbjmEot1pZ13BOl7b/hrP/PwML259kfPSzuOyYZeRFJzULWlrUzc37TmWLdnl/PG9rUxMjeDec4Z3S17CbDTwu1lpnDo0ht+/vYkr/7OW0YmhzBubwDlj+vWIibA6orbBwfX/24DFbOCR80b5fj+WDpIAoLOON+PT+scTfGYW2cWbFrNg7II294UGmLkoPQkGRTHtpAEtd970f527cHt+UOvK4OfXYf3L+my8/uEw6f9g/AKISuvc9XuBemc9hTWFeua+9vDHwtpCimqLcGgtJ0VLCk7i7NSzmRw/mYn9JhLi18FRRrxdUtZdpXVtfX67SHigH/9968/8/aQrOBgWx19OWUhMVQnnfraD88cnMriz48Mfazz77qqFOcr/3YHQWB757waWbc9ndGIoT/5qLAPbGMGkWx3tHuiKUdNMFkg7TV+a8Qd+2JXLg69/weiyrdy9eTGh1lq9Y3KAAls5lGQemuisLcqod0qOGgJDz4Zhc/QZzruR2WhmSvwUpsRPYVfpLl7LeI23dr7FGzve4KTEk7hk6CVMjp/cuyYfO07ltQ1c/7+NRAdZeP6ycfqQsN2YlxiVGMrHN03j9TUH+PDnHB78JIOHP81g6qAozj0hgTNGxBHo6UlIvUTTNO56fyu7Cqp49aqJJIT5eztJXaZ3/I95U0czHc1/KNpTpd4N0X5WeZZHz9duR/tBzd8G616ELW+DvRaSToQZd8GwuX16hB6X5mJT4SaWZS3jqwNfUVhbeNgxAaYAYgJiiA2IZULcBGICYpqW2IBY4gLjfG/87mNloI4ULPpYaZ2nWJ12/rTyPzhRpJTl8e6ombz8XRT//nYvw/qFMH9sPOeMiSfeUz9SR6qF6crhgNv4v6s3mHhi+uW8kj4P0+4ibj99ML85eaDXx8I/pm4OhKcMieehq+ex4MkAvhsxktff/DMp5Xn6zje+PnSg3XaoI3JNsbuDcuN6sd6M8ou79KXfGL1P1LgrISimW9/PkIghPDztYW4+4Wbe+eUd3vnlHb5Z8Q3JwclcPPRi5g2a1/FCCk/wwrDYmqZx+ztbKKyy8fZvJhMZ5J226FazkaunpXL1tFQyC6v48OdcPtyUw+/f3oy/eRunDY/l3BMSmJYW5fuf06N49YcsPtqUy+2nD+ak7mju5EUSAHhL8x+KxgxwG8NiHnaMD9YcdIl9q+GbxyBrNZisMOpCmHgd9Bvt7ZR5jdPlZGvxVpbvX84XWV9QUFuAxWhhesJ0hkUOa5G5jw2IJcjPyyWlHXGsDFQ3lsD7EiMaZ+7+kTN3/0hxlY2PN+fy0aZcHv18J39ZtpOJKRFMSIkgLMBMqL++hAX4uR/150ccOrI9tSfdlLGt9Atg6fCTqTVb+feJF3D+1hXcseTRw4clFk3G949gyZt/4oqLHuCcK5/k0s1f8OsNn9Ci1XJjJ+XQo7RlLtkDOz/R+x18/RB89zRMuwUm3wjm7i0FjQ2M5bcn/JbrRl/H8v3LeXPnmzy+7nH+8fM/mJ06m0uGXsKQiCHdmiag7c9BFwcFL63ex4odBdw7ZzgnJId36bXaa1BMMLefMYTbTh/Mhv1lfLgph0+25LF0cy6RgX7MGhbLKUOjmTooqu35hXzU+qxSHvp0B7OGxXDDjN7fP1ACAF/i7WYUvmDfalj1F9j/HQTFwWkPwAlX6NXUfVBVQxU/5P7At9nfsjp7NWX1ZZgNZqYmTOXW8bcyI2kGgeZAbyfT+7w0YZ03RAVZuGpqKldNTWV/SQ1LN+WydHMuz63K1EfVOgKLydAUDIT5+xEaYCbM38zlqzcRNb/Oa1XddqeLzzfn8snmXFbd9D8aTH489tlTfPTqrYzJ3w0hT3olXT3JyII9vPe/P/DE9Mt5acJ8XpownzNe38DCqamM79/OsfgjB+qznU/9HRTvhuX3wdcP6nOkzLwHRl3Ubf0FGvkZ/Th7wNmcPeBsdpTs4M1db/Lp3k95b/d7nBBzAhcOvpCZyTMJMHuxn1cX/m5v2F/GY8t2cuaIOK6amtJl1+kopRTpKRGkp0Rw75wRfPtLER9tzuWzbXm8tf4gJoNiQkoEpwyN5pQhMQyKCfLZ9vSFVTZueH0jieH+/P2isd6bjLEbSQDgi3xkCKw2dUVGS9Ngz9d6G3+e1DP+Zz4G46/s9pInb2twNrC5aDNr89eyJm8NW4u24tAchFpCmZ4wnZMTT2ZqwlSC/bpp6ENf1fo+9IXg2QujhvSPDOSmmWncNDMNl0ujusFBRa2dijo75Y2PdQ1U1NmpqG25Lbusjs0Hy0nYVchTf/ma4f1CmDU8lgtLa9mzq1Af6te91NQ7aHC6aHBo2J0uXJrGQkMoY1waxzMlVW2Dg18Kqvklv4qd+VX8UlDFid/s4W/2n4kNsXDZps+Zs2M143J30uLn15dGZPFRA8pyeXbp4+QGR/HauLNZEngpn23V+04snJrK7FH98DO1MwMflQaXvAFZ38GXf4YPfgM/PQenPwSpJ3XtGzmCYZHDuH/K/fx+/O/5MPND3tr1Fnd/dzf+Jn9mJs/k7AFnc2K/E3vN/AJlNQ3c9MZG+oVZeeyC0T6bcW7kZzIwa3gss4bH4nC62HignJW7Clm5s5BHPtvJI5/tJCHMvykYmDIwCn+/7p/QzuF0kVNex77iGrKKa8gqqWVfcQ0ZeZVU2ey8dvVEQv07UWuRswG+egAueg2sPjCa1VH0jk9Kb9O6SVBX6MTkXR5jr4Mtb8FPz0PRTrD698mMf52jjpUHVvLpvk9Zm7cWm9OGQRkYHjGcK0dcyUmJJzE6enSv+WHzCF/MDHq5H4LBoAixmgmxmjmesVMKQzIJGDOUFRmFPPv1bgwbs3nqlXVN+00GRaDFhJ/JgJ/RgJ/JQG2Dg09qBzPgyW+4ccSpzMtYpQ/f62Z3uthXXKNn8ptl9g+U1jYdYzUbGBwbTPzYYbx13YlMSInA8KeWHV2b+GIfDx+tdYqvKubOb17l5i9f4v2NObzy/T5ueWsTj3y2gytO7M+lk5Lb3448ZRpc8zVse1fP1Lx6Dgw+C067H6K90AQHfTShK0dcyRXDr2BDwQY+3fspX+7/kk/2fkKkNZJhkcOIsEY0LeHW8MOe+5t8+/fF5dL4/dubKK5u4L3rp7Q/Q+ojQymbjAYmpkYwMTWCP545lNzyOlbtKmLlrkLe35jD/346gJ/JwOQBkZwyJJpThsbQP9JzNdkul0ZuRR1ZxbXsK3Fn9Itr2FdSw8HSWuzOQ1WlgX5GUqICmZgawSUTkhka14k+Jjs/o+T9q9kVEsWJNcUYJAAQHdaVP3re+EHVNKjKg7wtcOBH2Pga1JVC3CiY/y/483l9ZjKuGnsNm4s28+neT1mxfwW1jlriAuM4N+1cJvWbxIS4Cd7t7CaOn7cyhJ2cBCrmpv/jOuC6kwZSWtNA5R9XMf36KUQG+hEe6EeI1XRY6aPLpbFsez7/+DqT2+b8nqenXsKdq15h2ZAp/BI3kD33Lmv6kTUaFKlRgYxKDOUC9+hFQ+OCSYoIwGhQQLPx4n259rM1XwxCmwnwM3H5if25dGIyqzOL+c93+/j78l/4x8pM5o+N56qpqQzr147vGIMBRl+kD7yw5l+w+u/w3GS9oGbG3RDknY6SBmVgQtwEJsRN4O5Jd7M6ezXLspaxv3I/meWZlNaV0uBqaPO1/ib/QwHBLclEVDo5d3UplYEmBmXbiNdcGLwY4H28JZeVu4pYdM5wRiUeRybSR4dSjg/z59JJyVw6KZl6h5N1+8r02oFdhSz6OINFH2cwICqQa08awEXpSe7vBY67oHJbTgVPLv+F1ZnFNDgOFUj4m430jwxgSGwwZ4yIIzUykJSoQFKiAogOshx37YrdZaewtpD8mnzyavLYU76HnXuXs6tiL0UJ+sAan5n9jqsgxhskAPBlbX0BeepLqau/3FxOvR1p/lbI3+JetjabqEvBkNkw+QboP7VXdWiubqimoLaAgpoC8mvzKagpoKC2gPya/KbtVfYqAILNwZyVehZnDzib8bHj+/RQdz1KW58fb2UI2ztxYDtEBPoRkT6ClP5H72xoMChmj+rHWSPjWLGjkH98vZtftvdnw5SzGBIXzClxwQyJDWZwbDADYwKxmNpZ1d9HO3l3JYNBcfLgaE4eHE1mYTWLf9jHextyeHt9NlMGRrJwaiqnDo05dptns1XvFHzCFfoADetf1icpm/1XGHm+V7/D/Yx+zOw/k5n9ZzZt0zSNWkctpXWllNaXUmYro9RW2rSU2coos5VRFO3Pjv7Qr6SB58/VA07/N04kNSqVhFVbSAhKoF9gPxKCEkgJTSEpOKlLv6frGhw8tmwrQxM0LkiPQdO048ug+mjNVCOLyci0tCimpUVxz5zhZBXXsGpXIR9uyuWu97fy6g9Z3DNnOFMHRbW7oDKzsJonl//Cp1vzCPU3c/mk/qTFBpESGUhqVCCxIcefyQf9HjpYdZCMkgwySjLYXrKdvRV7KakrQeNQLYIJxcD6eib7xzB0zAKGxowmOsD3RxBSmnaUXmM+Ij09XVu/fr23k+F7Wt/Qnfy/XLSq7QnBjqmhFgq2H8rk52+Bggxw1On7jX76ZF1xo/Qh5uJGQewIfSbMHszhcvB9zvesPLiSvJq8pox+tf3wMbej/KOaRueJC4wjNjCWlJAUpiZMxWLsG7UeopX2fH7b+tFqfVx7julimqbhvPc+TA8+4JkTtg4AemtA4Kn/u+M8T3ltA2+uO8irP2SRV2FjTGIoL/46nZjjGW2paBd8eL3e5nnYOXD2k16rDfCE+nvuYsdNvyKzPJM95XvYW7GX3Opc8mryqHfWNx3nb/InLTyNIeFDGBg2ELPBjFNz4tJcOF1OnJqTBmcDdpedBlcDdqcdu8u9OA9ta3A1NG2zu+zU2GuobKiktK4cF4fma/Ez+BFmDSPcEk6gORANDZfmQtP0x4uWZPDlVVMIMAUQYA5oegw0B7ZYDzQF6vtbPfdLSO5UDaKnaJrGp1vz+MvnO8kuq2PWsBge3fI+UX97pM3Mu83uZF1WKR/+nMsHP2fjbzZy9fQBXDM9lZCjjDzkdDmpd9ZT56ij3lmPzWHD5rRhc9gorC0kqzKL/ZX72V+5n6yKrKbCOrPBzODwwaSFp9EvsB9xgXHEmUOJ/elfJO38Er+J18GZfwFD9/drOBql1AZN09Lb2ic1AKJJSlhK+w92OSHjQ/j+GT3D39j+1xoKcaMhfaE+ZGfcKIgaDMaeMxTYseRW5/L+7vf5IPMDCmsLCfELITk4mZTQFCb1m6Rn8Jtl9GP8YzD3ovcvRGtKKUwDBxz7wPZqXYrp46WaPU1YgB//d/JArp6Wysebc/nzh9s497kfeOWqCe2fYC56CCz8En78B6x8BLImwlmPw6CZ+kSNPaxW12K0MDZmLGNjxrbYrmkaJbYScqpz2Fu+l11lu9hVuotlWcuoaqg66jn9DH6YjWb90WDGbDQ3PTZu8zP64W/yJzYgFqsxmE9+LiMxNIoFJw6lxlFDeX055bZyyurLqLXXopTCgEGvhVB6U6hyWzm5jlxqHbXU2Guos9cdNunjkZgejiTQFs71HxTy08ggBubUM3DPxwwKG0RKaEq39ZdQSjFndDyzhsXyyvdZ/HNlJo/ttLH8geWMTAhhVEIYI+JDyC2v47vMYtbuK6Xe4cJiMnDZlAimDm8gr+57Hl77MgW1BdgcthYZ/HpHPXXOOhyuY/9d+gX2o39If2YPmM3QiKGMiBzBoLBBLX/Hi3bBW1dAyW44/WF9uNweds9LDUBP1nrWzu6I2l1O2PY+fPtXKN6lzyA54txDmf3QpB73IWiLS3ORX5PPwaqD5Fbnkl+TT25NLgcqD/Bz4c8ATE2YygVpF3BS0kmYDZLBF8fJUzUAnewDILzoWN+VR/q/bP3d31azr+P4bd+WU8HCxeuoa3Dy/OXjmZZ2nBMEFu7UawNyN+rP/YIgNFH/PQhN1Jew5EPrwfFg9LHyx+OsZWoMDDRNw6AMGJURg8GASZkwG82Y1OF9Z46ZhKXbee3HLL645STS2huItZFuTdNocDVQa9cDghp7DbWO2rafP3gPNVYD6btq+Ne8GLLiLDhMeroVivigeFJCU0gNSaV/SH/CLGEEmAMIMgfpNQnmwKZ1TxZ0FVfXszyjgK05FWzNrmBnfikOQxkGv2JiIyuJiajCYCmitCGbEltx0+viAuNICErA3+SP1WjFarJiMVqwmqxYjVYsJkvTdqux5b5I/0iSQ5KPHfRsfReW3qwPVnLByzBghsfet6cdrQZAAoCerruqxu02fSSI757SI97oYXDyH2D4fJ+r8moPp8tJeX15izb6eTV5HKg8wP7K/RysOtii2lehiPaPpl9QPybHT+bcQecSHxTvxXcgejxPBQCi52pPBrG990V7XncUOeV1LHxlHXuKqnnkvFFclH6cXRidDtj9JZTuhYpsqDjoXrKb9f1yUwY9CAhNhLAkiBgIaadD/AndPtdAEy83M9tXXMNpT3zDRROSeOTcUe1/YWdHC2x1L9mNcKA4k8zyTPZV7GtasiqzqGts1nsEfgY/velRYzOj1s2QjvLc3+RPdUM15fXllNnKKK8vp6iuiJzqHLKrsimoLcDVbKSxEL+QpsBkcPhghkYMZUjEEEItXTjyjqNBHxZ37b8haRJcuBhCfDsf0KVNgJRS/wHmAIWapo1ste824G9AtKZpxUqpGcBHwD73Ie9rmuahRqNdK78mn48yP6LeWd+0NDgbcLgcTVG+QRlQKJRSLR9bbTMoA4HmQOID4+kX1I9+gfpiNfnebJeu8gNUrvkXJdveotReRXlECtWn/I6aqDSqHUXUbHwKl+bS33uzqkmlFEZlPGybQRkw0Gzd3ZnKoAy4NBd1jjpq7bVNpRMAJoMJs8GMyWDCqIwtSzIcNdQ76nG4HDg0h/7YuGgOnC5ni+d2lx2ny9miA08jk8FEUnAS/UP6My1hGv1D+pMUnER8UDxxAXHSjEcI0WslhPnzzvWTufH1jdzx7haMSnH++MT2n8BogqGz297XUNssKGj+mA0H1+q1yt/8RQ8Khp4Nw+bog0P0oe/cxz7ficVk4JZZacf3Qg8PPmB2wsCwgQwMG9hiu0tzUVxXTFVDFTX2Gqrt1dTaa6m2VzfVKrReau21VDZUkleT1/S8xlHTIiN/JEZlJMIaQWJwIuNjx5MYnEhCUAL9Q/qTEpJCuLUbZ0XWNPjlC1h+r97y4cQb9aFwe/j96Yk6uMXAs8BrzTcqpZKA04EDrY5frWnaHA9ct1vl1+Tz7KZnMSgDFqOlaTEZTGiaRuM/l+YCjZbP0avkXOgddzRNa/NDEO0fTWJwIolBiSQE6yMPhFnCCLWENj2G+IXgZ/TzyHtyaS7K68spriumuLaYvJo8cqpzyKncT07xDvJq8inVGnAoBVEBQABQB1kfQJZ+DovRgkEZmjokNb5Hl+ZqM5PdHgZlINAUiL/JH6VUUwcqh0vP0Pub/Zs6MAWaA7GarAQaAjErM0aDEZPBpC/KdGjd/bz5/hC/EL0jT4DeVj/CGiGj8AjvaaspjxDdeF+EWM38Z8EELnnhJx78NINThsYQEeiB3xu/AIgerC9tqSvTM1g7Poaf/wfrXgRLiD7p2KBZer+CsOTOp8NHrcsqZdn2fG47bTAxwe6CQFul/miy6ANpeLlprUEZiAmIISYgplPn0TSNemd9i4Cg1l5LnaOOQHMg4dZwwq3hBJmDfOP3OPdn+PIeyFqt11Rd8hYMOdPbqfIIjzQBUkqlAJ80rwFQSr0LPIhe4p/erAbg9uMNAHyhCZDT5cSFy2NtvRvHkc2rziOvJo/c6ly9qqs6m+yqbPJr8o+YgbYarQT7BRPsF8yv397L+5ePPpQBd2e8Gx9bb2983uBsoNRWelhHISMQ53CQYHfQTzMSHT2cyNQZREakEWGNIMwSRpBfEEHmIALMAUf9ezQGRk0jFuBqWndqzsPSp5Qi0ByIn8HP52c9FKLTPHGPS3v/ns1T33NtzZ/QiftiV34VZz+zmnNPSOCvF47xQAKPQ0OtPjP87i8h8yuozNa3Rw2GgafqS/+pYAny7HW7qwmQowEaqt1LDduzcnlh+RaiXQXcOU7DVLITCndAdat+HUYL+AVCUCwEx+qPQbF637uU6RDSr2PpkWaGbcvfCt8/DVvfgYBImHEXjF/Q40r9u30UIKXUPCBH07TNbWTkJiulNgO56MHA9q5Ig6cZDUaMxzXp/dGZDWYSghJICEpoc7/daaewrpCK+oqmpby+nKqGKiobKpse/YzZBJmDDmtqozjUxKZxXWkulNOOweXA7Gggyi+WyKoiosr2E1VTTqzTQVxwEqah5+lj9CdN6lRHrebpEEK00nrWzo6M39+JMf9FD9b63vHw/AlD4oK5ZvoA/vXNHi5MT2JiakSnz9lufgF6E6Bhc/SMaPEveiCQuQI2vKpPRmYwQ/KJesa3cWjpkHjvlZJX5uklxbk/Q/l+aKiB+ir9saGmRYYfZ8vJyUYATzc+2RSgj640aBZEpYHBBI56fXHW6+esLoSqfCjZC9X5h84XmabXmKRM1fvoRaTqnVRF+zkaYOfHsPZFfbJSkz9M+70+/4WPz+rbER6vAVBKBQArgdM1TatQSmVxqAYgBHBpmlatlJoNPK1pWpsN3pRS1wHXASQnJ4/fv39/p9PZq9SVQ1kWPPw4XH0W2CrAVq5vb7Hufl5Xrn+BtBY1BBLGQ8I4/cs0eojXqxqF6DOaZ9g6+rmT0rqey9P/5x4sxa5tcHDaE98SaDHyyU3T8TP5QEGO3QYHf9JrCPZ8rZfSNgqI1AOBwGg9QDCa9EeDSS+1bXpstq9xu8EIH3wFpw7RmyPVlYPDps9VYwnRM3/WEH246/qqQ0ttiT6zfbU7AFMGCEl0vy5IL7H3CwS/YP3Rve1gtYElm8vYX6WYNDSZC6cMxT8iAcJSjq8TtMupD8O9bzXs+1bPtDY0zkOj9E7WkQMhcpDefCVykP48rP+hwr2+UgNgt+n/t7Zy9/+x+/+5cb22BHZ9pte8hKfAhGvhhMv0IW17sO6uARgIpAKNpf+JwEal1ERN05rqJDVN+0wp9ZxSKkrTtOLWJ9E07QXgBdCbAHVBOn1ffbU+4k5x4/ILlO3TM/62Cv2Y7TZY+qn7BUr/ovIPA2uYvh7S79C6v/vRGgZBMXrJSS+MaoUQQrTDUYaQDfAz8cC8EVz96npe/m4f188YeISTdCOzVR9yccAMOO0BPRNesF0PBPI2Q8E2KD+gj0jksoPT7n5s9vxIfdPMwHef67+T/uFgsurnt1VAfeWhuW6UsWVgMOBkffSi+BP0AMQv8IjJt9mdPLniF15cvZd+of48vnC0PuNtRxmMh6499Wb9/RVsg5I97iVTX7a8A/UVzV5n0jO5kYPgdAuUuGC3A2o0cNL9Qwt7YkhzpwOy10Hmcn2M/taZ/KONYKQMer4oMV3P+A+a5b3RqLqRxwMATdO2Ak29RFrVAMQBBZqmaUqpiYABKGn7TH1I8W69irNs36GRESpzoKbo0DHKoH9gIwZC4gR9Paw/VH0Kv7tb/9LyC+4TN60Qwk06CovOaN2ErNXzmcNiOWNELE9/9QtzRvcjKSKgGxPXDpZgvSlQ8ontf43LCS5Hq+DA4S6hDz5yiXhDtZ75N/t3qOZmS3Y5t729md2F1VwyMYm7Zw8j+Cgz1naI0XwoIGhO0/QS7pLMloFB6V5I9wOzglU2mGaBbCfsLwd/o77uoP1NDbs7cKgqgD1fwe7l+qOtQv8/ih4C/hEQMUAP5hqDOv9wPaPfuN64vY/mnTwxDOgSYAYQpZTKBu7TNO3lIxx+AXC9UsoB1AEXaz1hIgJPczn16dN3fqovJbv17Y2Tp4Qk6KXzYcl6x6eowXp7PpPl8HMFb4Tw/t2bfiGE92ha58f+Fj1DR/uGeNB954xg1hPfcN/S7bx8ZXrPH6DBYNSXtn5Pj0QpPTjogAaHi398vZvnVu0hOsjCqwsncvLg6A6dq8OUgsAofWkdLCkFwUqvAfFT0N8E0/3gZAs4NMhxwn6nXkiZNOnona+PEVAeUXuDBKddHzY2c4W+5G/RtwfFwrBz9LkkBsyQlg3t1OkAQNO0S46xP6XZ+rPoQ4b2Ppp2qINOdYF7KYSawkPrTduK9BIHg0kfzWDidfqwUr1kFl0hhIe0NboLQFaWV5IjuoGmeaZviIfEh/lz66zBPPzZDpZnFHD6iDivpqcnycit5LZ3NrMjr5LzxyVy7znDCfX3wVFkqtzlsMvrgXqwAMkm6G/Ul2l+8L/zAKX3tQiMhqBo/TEwRg8sgmIgzQQ1Lih16fetrRPlu0673pQnbxPkbtIf87fpTXkMJkg6EWbepw8RGzfa65+TnsjH5uLuQUr2wIbFeqebxoy9w3b4ccqofzCCYvQoNXaUvh4zHNJO06ughBCiLTLEZ+92pACvo1JSOvd6aLMZx4KcXN7ZcJD7P85gelo0/n49b/b37mR3unh+1R6e+Wo34YF+vPjrdE4b3oOa69Wj9wnY7R4m3AxkrIDs9XqH58aCzNyfoboIGqr04y51NxFbZYMZ7vkMHkk41PfQGnpo8W/13OwPr78N44OgMENvGu2y6+fwC9JbRaQvhP6TIfVkvVO26BQJAI6HowF2fgIbXtF73CsjJE/Wl8DoQ+PyNmb2g2L0dmh9sG2ZEOI4eTozKHxfY4DXuklXezPyrV/niWZhbTTjMBsNPDBvJBe/8BPPr8rk96cP6fx1eqlfCqq47e3NbM2pYN7YeBadM4JwT0ym5k12YNplR+6oa6/TA4IRqRBkgHIX1NnACtx146GRCW0V+rwOhdvd2ypp0Sn7RxvEDIaYYXpzntgRen+GiIGSj+oCEgC014Gf4K3L9Zs8NBlO/TOccAUES3WoEMIDOjuWu/QL6Lla/7+19/+xs03B2go6j9Bu+8QBkcwfG8+/vtnLeeMSSYk68mg3fdXSzbnc/vZmgq0mnr9sHGeN6uDkXL6o+X3R+h4x++t9Fp3R8It7X2GDfj+d+ciRz+ly6bUHdeV6J2vH/+DWRz2edNE2CanaK2qwXtJ/2bvwu01w0h98I/PviSpfIYQQvql1TVDz5539/s/P1/sc3Hef/niMJmd3zx6Gn8nAoo+30xfH7zgam93Jg59kMCw+hC9vPannZP7bur+Ods8dzXHeTxgMevOf8P56af/xdMwWnSYBQHsFRMCv/qu32zf4UPtHKfETonfpaKZOvgt6p8ZMVePSPFPVzf/nMSFWbj1tMKt2FfFlhsxC3dz7G3Moqqrnj2cMITKoB2Vk28q0H29GXvRIEgAIIYQvkYy88GFXTu7P0LhgHvg4g7oGp7eT4xOcLo1/f7uHMYmhTB4Y6e3keE7zwojmtQDSP6lXkABACCGEEO1icncIzimv47lVmd5Ojk/4bGse+0tquX7GwJ4/T0JzzQsjmtcKSI1AryABgBBC9DTS90d40cTUCOaOiefF1XvJr2hj+Os+RNM0nl+1hwHRgZw+3Af6BQrRThIACCFETyPNhISX/eGMIbhc8OTyX7ydFF1cnD4ZVOMS1z2Z8W93F5ORV8n/nTwQg6EXlf53hhRQ9AgSAAghhBBC184RYJIiAvj15P68s+Egu/KruiFhx9DG/AXd4flVmcSFWJk/NqFbrtcjdLSAQgKHbiUBgBBCeIv84AlfcxwjwPz21EEEWUw8tmxnNybQd2w8UMZPe0u5ZnoqfqYenp3yhe8iqdnsVj38jhVCiB5MfvCEr2pHhjAswI8bTxnE1zsL+WFPcdenycc8v2oPYQFmLpmY7O2kdF57v4t8IVAQHiEBgBBCCNGXtZWpa2eG8MopKSSE+fPoZztxufrO5GC78qtYnlHAlZNTCLSYvJ2c7iOFFr2GBABCCCFEX9aJTJ3VbOS20wezNaeCj7fkei5NzTXv4NtNnXuP5fFlOwm2mlgwJcXbSRGiQyQAEEIIIUSHzR+bwLB+Ifz1i10cLK31/AWad+jtps69R7Nmbwlf7Szk+hkDCQ/083ZyhOgQCQCEEEII0WEGg+Kes4eRV2Fj+uMrOevp1Ty5/Be251agab2rWZCmafxl2U7iQqwsnJrq7eQI0WF9qOGaEEIIIbrClEFRrLxtBl9m5PPl9gKe+Xo3T3+1m4Qwf04fEcvpw+OYkBKOydhF5Y6xsS1rB44wfGlnfbE9n58PlPPY+aOwmo1dcg0huoPqCdF5enq6tn79em8nQwghhBDtUFxdz9c7CvkyI59vdxfT4HARFmBm5tBYTh8Ry0lp0fj7tTMDrVpNsOWlfIvd6eKMJ7/FaFB8/rvpXRfMCOEhSqkNmqalt7VPagCEEEII0ba4uMNL1o8yN0CjqCALF01I4qIJSdTUO1i9u4gvtxewYkcB723MxmIyMD0tmtNHxDJrWCwRPaAt/dvrD7K3uIYXf50umX/R40kAIIQQQoi2eWCG3UCLiTNH9uPMkf2wO12s21fKlxkFfLk9nxU7CrCaDbxwRTonDY5u3wk7GJR0Rm2Dg6dW7GZCSjizhsV06bWE6A4SwgohhBCiW5iNBqYMimLR3BF8f+epfHLTNFKjgrj2tfV8t7udk4l5ICg5Xi+t3kdRVT13njUU1bpJkhA9kAQAQgghhOh2SilGJoTy+jWTSI0K5OpX1/F9pu/NKHywtJbnV+3hjBGxjO8f4e3kCOEREgAIIYQQwmsiAv1449oTm4KAH3woCNA0jT9/uA2DgnvPGeHt5AjhMRIACCGEEMKrIgL9eP2aSfSPCGThq+va3xyoiy3dnMs3vxRx+xlDSAjz93ZyhPAYCQCEEEII4XWRQRZev3YSyREBXPnKWp5ftQeXy3tDlZfVNPDAxxmMTQrj15NTvJYOIbqCBABCCCGE8AlRQRbeu34KZ46I47FlO7n61XWUWYO9kpaHPt1BRZ2dv5w/CqNBOv6K3kUCACGEEEL4hrg4gv39ePby8Tz45XN8n5HL7KueYUPC0G5Nxne7i3lvYza/OXkAQ+NCuvXaQnQHCQCEEEII4RvcQ3oq4IqfP+O9/96OyeXkV5f8hSVjzuiWJNQ1OLn7g62kRgVy06lp3XJNIbqbBABCCCGE8EmjCvbwyeLfMXX/Ju468yaemHYZXdkroKbewU1LNnKgtJZHzh2F1WzswqsJ4T2dDgCUUv9RShUqpba1se82pZSmlIpyP1dKqWeUUplKqS1KqXGdvb4QQggheq/Q+hpeeu9BLtyynGemXsIfZv8Ou8HzGfP8ChsX/ftHvt5ZyIPzRjB5YKTHryGEr/BEDcBi4MzWG5VSScDpwIFmm88C0tzLdcDzHri+EEIIIXoxs8vJ458/ze++e4N3R53G1effS4PBdPiBixd36PzbciqY98/vyCqu4eUrJ3CFjPojerlOBwCapn0LlLax60ngDmhRWzcPeE3T/QSEKaX6dTYNQgghhOjdFHDr92/w2OdP833KWN4cczpfDprUsklQVtZxnbPSZufTLXlc9O8fMSrFu9dP4ZShMR5MtRC+qY3wufOUUvOAHE3TNivVYuisBOBgs+fZ7m15XZEOIYQQQvQuv9qynLiqEvaGx3Pd+fcwvGAPv9uez+nDY2me47A7XeRX2MgtryO3oo7ccvd6+aH1qnoHAKMSQnn5ynRiQqzeeVNCdDOPBwBKqQDgbvTmP505z3XozYRITk72QMqEEEII0RucvG8j0/dtJLihlmcnX8xv/ruBYf1CuGlrHi899z255TYKqmxorXoMRwT6ER9mpX9kAJMHRpIQ5k9iuD+nDI2RDr+iT+mKGoCBQCrQWPqfCGxUSk0EcoCkZscmurcdRtO0F4AXANLT0703FaAQQgghfI4BuGDb18zfvoql6/fzwrd7Kay0YTUbmZYWRXyYPwlhVuLD/PUl1B9/P8nkCwFdEABomrYVaGpAp5TKAtI1TStWSi0FfquUehOYBFRomibNf4QQQgjRPrGxTfMFAJhiojlvXCLnjUuE8q9ZcO2JXkycED2DJ4YBXQL8CAxRSmUrpa4+yuGfAXuBTOBF4IbOXl8IIYQQfUh+Pmga3Hef/piff2hfSorXkiVET9LpGgBN0y45xv6UZusacGNnrwlgt9vJzs7GZrN54nR9jtVqJTExEbPZ7O2kCCGEEJ6xYIG3UyBEj9AlowB1h+zsbIKDg0lJSaHVSEPiGDRNo6SkhOzsbFJTU72dHCGEEOLImjf5iY31blqE6CU8MRGYV9hsNiIjIyXz3wFKKSIjI6X2RAghhO9r3uRHmvsI4RE9NgAAJPPfCfK3E0II0aNJcx8hOqxHBwBCCCGE6MHi4kApfYmL83ZqhOgzJADoBKUUl19+edNzh8NBdHQ0c+bMaXHc/PnzOfHElsOSffvtt4wbNw6TycS7777bYt+rr75KWloaaWlpvPrqq0e8/owZM1i/fj0AKSkpnH/++U373n33XRa4S0cWL17Mb3/72w69RyGEEKLLNBvOs8W6EKJLSQDQCYGBgWzbto26ujoAli9fTkJCQotjysvL2bBhAxUVFezdu7dpe3JyMosXL+bSSy9tcXxpaSn3338/a9asYe3atdx///2UlZW1Kz0bNmwgIyOjk+9KCCGEOIrmpfadLblv3qn3WB18pc2/EB4jAUAnzZ49m08//RSAJUuWcMklLUdFff/99znnnHO4+OKLefPNN5u2p6SkMHr0aAyGlv8FX3zxBaeddhoRERGEh4dz2mmnsWzZsnal5bbbbuPhhx/u5DsSQgghjqJ1SX1nSu7z81uO5986CGj+XNr8C+ExPXYY0Obu/3g7GbmVHj3n8PgQ7jtnxDGPu/jii3nggQeYM2cOW7ZsYeHChaxevbpp/5IlS7j33nuJjY3l/PPP5+677z7q+XJyckhKSmp6npiYSE5OTrvSfNFFF/Hcc8+RmZnZruOFEEIIn9I4ys+iRfoihOgSUgPQSaNHjyYrK4slS5Ywe/bsFvsKCgrYvXs306ZNY/DgwZjNZrZt29ZlaTEajfzhD3/g0Ucf7bJrCCGE6EOOViIvhOixekUNQHtK6rvS3Llzuf3221m1ahUlJSVN299++23KysqaJtuqrKxkyZIlR22mk5CQwKpVq5qeZ2dnM2PGDD744APuv/9+AF566SXS09PbfP0VV1zBo48+ysiRIz3wzoQQQvRpjSXyixcfaoIjw0gL0eNJDYAHLFy4kPvuu49Ro0a12L5kyRKWLVtGVlYWWVlZbNiwoUU/gLacccYZfPnll5SVlVFWVsaXX37JGWecwbnnnsumTZvYtGnTETP/AGazmVtvvZUnn3zSI+9NCCGEkPb3QvQuEgB4QGJiIjfffHOLbVlZWezfv7/F8J+pqamEhoayZs0a1q1bR2JiIu+88w6/+c1vGDFCr8WIiIjgnnvuYcKECUyYMIF7772XiIiINq/rcDiwWCyHbb/66qtxOBzHPE4IIYQQQvQ9vaIJkLdUV1cftm3GjBnMmDEDoM3Ouxs3bmxaz87ObvO8CxcuZOHChUe9dn19Pfv37yc5ORnQA45GFouF3Nzcpufbt28nLS3tqOcTQgghfIYM+SlEl5IagB5o/fr1jB07lhtuuIHQ0NCjHnvWWWexZcsWLrvssm5KnRBCCNFJ0uRIiC4lNQA9UHp6Ojt27GjXsZ9//nkXp0YIIUSfFxd3aD6A2NhDnYfbQ0r7heh2UgMghBBCiM5pPhnY8U4MJqX9QnQ7CQCEEEIIIYToQyQAEEIIIUT7tTU5WPNtMlmYED5PAgAhhBBCtF9+Pmga3Hef/piff2hb43MhhE+TAKATlFJcfvnlTc8dDgfR0dHMmTOnxXHz589vMR8AwL/+9S9GjRrF2LFjmTZtGhkZGU37Hn30UQYNGsSQIUP44osvjnj9lJQUiouLm9Jy2223Ne3729/+xqJFiwBYtGgRf/vb3zr8PoUQQgghRO8hAUAnBAYGsm3bNurq6gBYvnw5CQkJLY4pLy9nw4YNVFRUsHfv3qbtl156KVu3bmXTpk3ccccd/P73vwcgIyODN998k+3bt7Ns2TJuuOEGnE7nMdNisVh4//33mwICIYQQotstXuztFAgh2kECgE6aPXs2n376KQBLlizhkksuabH//fff55xzzuHiiy/mzTffbNoeEhLStF5TU4NSCoCPPvqIiy++GIvFQmpqKoMGDWLt2rXHTIfJZOK6667jySef9MTbEkIIIY5fs0kphRC+q3fMA/D5nZC/1bPnjBsFZ/3lmIddfPHFPPDAA8yZM4ctW7awcOFCVq9e3bR/yZIl3HvvvcTGxnL++edz9913N+375z//yRNPPEFDQwNff/01oM8e3Ly5UGJiYpszCrflxhtvZPTo0dxxxx3tfZdCCCGEEKKPkRqATho9ejRZWVksWbKE2bNnt9hXUFDA7t27mTZtGoMHD8ZsNrNt27am/TfeeCN79uzhscce46GHHup0WkJCQvj1r3/NM8880+lzCSGEEEKI3ql31AC0o6S+K82dO5fbb7+dVatWUVJS0rT97bffpqysjNTUVAAqKytZsmQJDz/8cIvXX3zxxVx//fUAJCQkcPDgwaZ92dnZJCQk8M9//pMXX3wRgM8++4z4+Pg203LLLbcwbtw4rrrqKo++RyGEEEII0TtIDYAHLFy4kPvuu49Ro0a12L5kyRKWLVtGVlYWWVlZbNiwoakfwO7du5uO+/TTT0lLSwP0YOLNN9+kvr6effv2sXv3biZOnMiNN97Ipk2b2LRp0xEz/wARERFcdNFFvPzyy13wToUQQgi3lBRvp0AI0UG9owbAyxITE7n55ptbbMvKymL//v0t2vOnpqYSGhrKmjVreOONN1ixYgVms5nw8HBeffVVAEaMGMFFF13E8OHDMZlM/POf/8RoNLZ5XYfDgcViOWz7bbfdxrPPPnvM44QQQogOW7DA2ykQQnSQBACdUF1dfdi2GTNmMGPGDIA2O+9u3LgRgEmTJh3xvH/605/405/+dNRrFxUVoWkawcHBh6UlNjaW2trapufbt29nypQpRz2fEEIIIYToG6QJUA+0dOlSpk+fzqOPPnrMY0eNGoXBYOD000/vhpQJIYQQQghfJzUAPdDcuXOZO3duu47dutXDw6MKIYQQQogerdM1AEqp/yilCpVS25pte1AptUUptUkp9aVSKt69fYZSqsK9fZNS6t7OXl8IIYQQQgjRfp5oArQYOLPVtr9qmjZa07SxwCdA84z+ak3TxrqXBzxwfSGEEEIIIUQ7dToA0DTtW6C01bbKZk8DAa2z1xFCCCGEEEJ0Xpd1AlZKPayUOghcRssagMlKqc1Kqc+VUiOO8vrrlFLrlVLri4qKuiqZQgghhBBC9CldFgBomvYnTdOSgNeB37o3bwT6a5o2BvgH8OFRXv+CpmnpmqalR0dHd1UyO0UpxeWXX9703OFwEB0dzZw5c1ocN3/+/BbzAQAsXryY6Ohoxo4dy9ixY3nppZea9r366qukpaWRlpbWND9AW2bMmMH69esBSElJ4fzzz2/a9+6777LAPUbz4sWL+e1vf9vWKYQQQgghRB/THcOAvg6cD3rTIE3Tqt3rnwFmpVRUN6ShSwQGBrJt2zbq6uoAWL58OQkJCS2OKS8vZ8OGDVRUVLB3794W+371q181ze57zTXXAFBaWsr999/PmjVrWLt2Lffffz9lZWXtSs+GDRvIyMjwwDsTQgghhBC9VZcEAEqptGZP5wE73dvjlFLKvT7Rff2SrkhDd5k9ezaffvopAEuWLOGSSy5psf/999/nnHPO4eKLL+bNN9885vm++OILTjvtNCIiIggPD+e0005j2bJl7UrLbbfdxsMPP3z8b0IIIYQQQvQZnZ4HQCm1BJgBRCmlsoH7gNlKqSGAC9gP/J/78AuA65VSDqAOuFjTtE53EH5s7WPsLN3Z2dO0MDRiKH+c+MdjHnfxxRfzwAMPMGfOHLZs2cLChQtZvXp10/4lS5Zw7733Ehsby/nnn8/dd9/dtO+9997j22+/ZfDgwTz55JMkJSWRk5NDUlJS0zGJiYltzijclosuuojnnnuOzMzM43inQgghhBCiL/HEKECXaJrWT9M0s6ZpiZqmvaxp2vmapo10DwV6jqZpOe5jn9U0bYSmaWM0TTtR07QfOv8WvGv06NFkZWWxZMkSZs+e3WJfQUEBu3fvZtq0aQwePBiz2cy2bfp0Ceeccw5ZWVls2bKF0047jSuvvLLTaTEajfzhD39o1wzBQgghhBCib+oVMwG3p6S+K82dO5fbb7+dVatWUVJyqEXT22+/TVlZGampqQBUVlayZMkSHn74YSIjI5uOu+aaa7jjjjsASEhIYNWqVU37srOzmTFjBh988AH3338/AC+99BLp6eltpuWKK67g0UcfZeTIkZ5+m0IIIYQQohfojk7Avd7ChQu57777GDVqVIvtS5YsYdmyZWRlZZGVlcWGDRua+gHk5eU1Hbd06VKGDRsGwBlnnMGXX35JWVkZZWVlfPnll5xxxhmce+65TR2Gj5T5BzCbzdx66608+eSTXfBOhRBCCCFET9cragC8LTExkZtvvrnFtqysLPbv399i+M/U1FRCQ0NZs2YNH374IUuXLsVkMhEREcHixYsBiIiI4J577mHChAkA3HvvvURERLR5XYfDgcViOWz71VdfzUMPPXTM44QQQgghRN8jAUAnVFdXH7ZtxowZzJgxA6DNzrsbN24EYNKkSUdsq79w4UIWLlx41GvX19ezf/9+kpOTAT3gaGSxWMjNzW16vn37dtLS0lqfQgghhBBC9EHSBKgHWr9+PWPHjuWGG24gNDT0qMeeddZZbNmyhcsuu6ybUieEEEIIIXyZ1AD0QOnp6ezYsaNdx37++eddnBohhBDCLSXF2ykQQrRDj64B8MAUAn2W/O2EEEJ43IIF3k6BEKIdemwAYLVaKSkpkYxsB2iaRklJCVar1dtJEUIIIYQQ3azHNgFKTEwkOzuboqIibyelR7JarSQmJno7GUIIIYQQopv12ADAbDY3TbAlhBBCCCGEaJ8e2wRICCGEEEIIcfwkABBCCCGEEKIPkQBACCGEEEKIPkT1hFF0lFJFwH5vp6MHiQKKvZ0I0SPJvSPaS+4V0VFy74j2kPuk8/prmhbd1o4eEQCI46OUWq9pWrq30yF6Hrl3RHvJvSI6Su4d0R5yn3QtaQIkhBBCCCFEHyIBgBBCCCGEEH2IBAC90wveToDoseTeEe0l94roKLl3RHvIfdKFpA+AEEIIIYQQfYjUAAghhBBCCNGHSAAghBBCCCFEHyIBgA9QSiUppVYqpTKUUtuVUr9zb49QSi1XSu12P4a7t1+mlNqilNqqlPpBKTWm2bnOVErtUkplKqXuPMo1r3Sfd7dS6spm2y9xn3eLUmqZUiqqK9+76Bwfu3d+5T73dqXUY135vsXx89K9skwpVa6U+qTV9lSl1Br3699SSvl11fsWnedj985v3a/V5PfJt/jYffK6+/XblFL/UUqZu+p991iapsni5QXoB4xzrwcDvwDDgceBO93b7wQec69PAcLd62cBa9zrRmAPMADwAzYDw9u4XgSw1/0Y7l4PB0xAIRDlPu5xYJG3/z6y9Ih7JxI4AES7j3sVmOntv48s3rtX3MfOBM4BPmm1/W3gYvf6v4Drvf33kaXH3DsnAClAVuNvlSy+sfjYfTIbUO5liXzHHL5IDYAP0DQtT9O0je71KmAHkADMQ89I4X6c7z7mB03TytzbfwIS3esTgUxN0/ZqmtYAvOk+R2tnAMs1TSt1n2c5cCaHPiyBSikFhAC5nnyvwrN86N4ZAOzWNK3IfdwK4HyPvVHRaV64V9A07Sugqvk293fLqcC7ra8pfJOv3Dvu7T9rmpblgbclPMzH7pPPNDdgbbNzCzcJAHyMUioFvYRjDRCraVqee1c+ENvGS64GPnevJwAHm+3Ldm9rrc3jNE2zA9cDW9Ez/sOBlzv0RkS38+a9A2QCQ5RSKUopE/oXfFKH3ojoct10rxxJJFCuaZqjg68XXuTle0f0EL5yn7ib/lwBLOvI63szk7cTIA5RSgUB7wG3aJpWqReU6TRN05RSWqvjT0H/0Ezz0PXN6AHACehNO/4B3AU85Inzi67j7XtH07QypdT1wFuAC/gBGOiJcwvP8va9InouuXdEe/jYffIc8K2maau74Nw9mtQA+Ah35vs94HVN0953by5QSvVz7++H3j6/8fjRwEvAPE3TStybc2hZ6poI5CilJimlNrmXuUc6DhgLoGnaHne12dvobfSED/ORewdN0z7WNG2SpmmTgV3o7T+FD+nme+VISoAwd01R0+s7+95E1/KRe0f4OF+6T5RS9wHRwO87+756JW91PpDl0ILe7v414KlW2/9Ky44zj7vXk9GbXExpdbwJveQ+lUMdZ0a0cb0IYB96581w93oEEA/kcagj54PA373995HF9+8d974Y92M4sAkY7O2/jyzeu1eaHT+DwzvovUPLTsA3ePvvI0vPuHea7ctCOgH71OJL9wlwDXpNtL+3/y6+ung9AbJooFd7acAWd8ZpE3oP9kjgK2A3eqfKxozWS0BZs2PXNzvXbPSS1z3An45yzYXuD14mcFWz7f+H3nFnC/AxEOntv48sPebeWQJkuJeLvf23kcUn7pXVQBFQh96O9wz39gHoHfMy0YMBi7f/PrL0mHvnZvdzB3pftZe8/feRxSfvE4f7tY3nvtfbfx9fW5T7DyWEEEIIIYToA6QPgBBCCCGEEH2IBABCCCGEEEL0IRIACCGEEEII0YdIACCEEEIIIUQfIgGAEEIIIYQQfYgEAEIIIYQQQvQhpmMf4n1RUVFaSkqKt5MhhBBCCCFEj7Bhw4ZiTdOi29rXIwKAlJQU1q9f7+1kCCGEEEII0SMopfYfaZ80ARJCCCGEEKIP8VoAoJQyKqV+Vkp94q00CCGEEEII0dd4swbgd8AOL15fCCGEEEKIPscrfQCUUonA2cDDwO+9kQYhhPB1drud7OxsbDabt5PSI1mtVhITEzGbzd5OihBtSrnz0xbPs/5ytpdSIvoab3UCfgq4Awj20vWFEMLnZWdnExwcTEpKCkopbyenR9E0jZKSErKzs0lNTfV2coQQwqd0exMgpdQcoFDTtA3HOO46pdR6pdT6oqKibkqdEEL4DpvNRmRkpGT+O0ApRWRkpNSeCCFEG7zRB2AqMFcplQW8CZyqlPpf64M0TXtB07R0TdPSo6PbHMJUCCF6Pcn8d5z87YQQom3d3gRI07S7gLsAlFIzgNs1Tbu8u9MhhBBCCOEJ0pZf9DQyD4AQQgivWbVqFXPmzDnmvsWLF2MwGNiyZUvT/pEjR5KVlQXoE0YWFxd3eXqF6Gopd37atAjRVbwaAGiatkrTtLa/+YUQQohmEhMTefjhh72dDCGE6PGkBkAIIcQRZWVlMXToUBYsWMDgwYO57LLLWLFiBVOnTiUtLY21a9eydu1aJk+ezAknnMCUKVPYtWsXAE6nk9tvv52RI0cyevRo/vGPfwCwbNkyhg4dyrhx43j//ffbnZY5c+awffv2pvMLIYToGG8NAyqEEOI43P/xdjJyKz16zuHxIdx3zohjHpeZmck777zDf/7zHyZMmMAbb7zBd999x9KlS3nkkUd47bXXWL16NSaTiRUrVnD33Xfz3nvv8cILL5CVlcWmTZswmUyUlpZis9m49tpr+frrrxk0aBC/+tWv2p1eg8HAHXfcwSOPPMKrr77ambcuhBB9mtQACCGEOKrU1FRGjRqFwWBgxIgRzJw5E6UUo0aNIisri4qKCi688EJGjhzJrbfeyvbt2wFYsWIFv/nNbzCZ9LKmiIgIdu7cSWpqKmlpaSiluPzy4xsD4tJLL+Wnn35i3759Hn+fQgjRV0gNgBBC9ADtKanvKhaLpWndYDA0PTcYDDgcDu655x5OOeUUPvjgA7KyspgxY0aHrnPGGWdQUFBAeno6L730UpvHmEwmbrvtNh577LEOXUMIT2jeQVdG/BE9kQQAQgghOqWiooKEhARAH62n0Wmnnca///1vTjnllKYmQEOHDiUrK4s9e/YwcOBAlixZ0nT8F1980a7rLViwgMcff5yqqiqPvg8hhOgrpAmQEEKITrnjjju46667OOGEE3A4HE3br7nmGpKTkxk9ejRjxozhjTfewGq18sILL3D22Wczbtw4YmJijnheh8PRovahkZ+fHzfffDOFhYXHPFYIIcThlKZp3k7DMaWnp2vr16/3djKEEKJb7dixg2HDhnk7GV7z9NNPk5OTw+OPP37U44qKihg7diw5OTmH7evrf0PRNVo3AeroRGBtvU6aFwlPUUpt0DQtva190gRICCGEz7n66qvZtm0bb7/99lGPW7p0KXfccQePPvpoN6VMCCF6PgkAhBBC+JyXX365XcfNnTuXuXPndnFqRF/W0dJ9IXyZBABCCCGEED5KAhDRFaQTsBBCCCGEEH2IBABCCCGEEEL0IRIACCGEEEII0YdIACCEEOK4XHPNNWRkZHj8vEFBQR4/pxBCiMNJJ2AhhBDH5aWXXvJ2EoQQQnSC1AAIIYQ4opqaGs4++2zGjBnDyJEjeeutt5gxYwaNkzO+/PLLDB48mIkTJ3Lttdfy29/+FoAFCxZw8803M2XKFAYMGMC7774LQHV1NTNnzmTcuHGMGjWKjz76yGvvTQgh+iqpARBCiJ7g8zshf6tnzxk3Cs76y1EPWbZsGfHx8Xz6qT4UYUVFBc8//zwAubm5PPjgg2zcuJHg4GBOPfVUxowZ0/TavLw8vvvuO3bu3MncuXO54IILsFqtfPDBB4SEhFBcXMyJJ57I3LlzUUp59r0JIYQ4IqkBEEIIcUSjRo1i+fLl/PGPf2T16tWEhoY27Vu7di0nn3wyERERmM1mLrzwwhavnT9/PgaDgeHDh1NQUACApmncfffdjB49mlmzZpGTk9O0TwghRPeQGoB2aj4Rh0zCIYTodscoqe8qgwcPZuPGjXz22Wf8+c9/ZubMme1+rcViaVrXNA2A119/naKiIjZs2IDZbCYlJQWbzebxdAvRETLplugrJAAQQghxRLm5uURERHD55ZcTFhbWogPwhAkTuOWWWygrKyM4OJj33nuPUaNGHfV8FRUVxMTEYDabWblyJfv37+/qtyBEryOBiuisbg8AlFJJwGtALKABL2ia9nR3p0MIIcSxbd26lT/84Q8YDAbMZjPPP/88t99+OwAJCQncfffdTJw4kYiICIYOHdqiiVBbLrvsMs455xxGjRpFeno6Q4cO7Y63IYQQohlv1AA4gNs0TduolAoGNiillmua5vlBpYUQQnTKGWecwRlnnNFi26pVq5rWL730Uq677jocDgfnnnsu8+fPB2Dx4sUtXlNdXQ1AVFQUP/74Y5vXajxGCCFE1+r2AEDTtDwgz71epZTaASQAEgAIIUQPs2jRIlasWIHNZuP0009vCgCEEKK36I1NrrzaB0AplQKcAKzxZjqEEEJ0zN/+9jdvJ0EIIbpdW0FBTxowxmvDgCqlgoD3gFs0TatsY/91Sqn1Sqn1RUVF3Z9AIYQQQggheiGvBABKKTN65v91TdPeb+sYTdNe0DQtXdO09Ojo6O5NoBBCCCGEEO1kszu9nYTj4o1RgBTwMrBD07Qnuvv6QgghBMj8LkIIz5nx11XeTsJx8UYfgKnAFcBWpdQm97a7NU37zAtp6ZDMwioGRgfJ1PXCJ+RX2Cipqcdmd2GzO92Li7qmdX2pa7Vd0+CskXHMGhaLwSD3shBCCNFR/cKs5Ff2nEkNvTEK0HdAj85tzHri28O27XjgTPz9jF5Ijehr7E4X67JKWbmzkJW7isgsbN/QiQYF/mYjVvdiszv54OccUqMCWTgtlQvGJTbdww0OF3uKqtlfUsOElAgigyzHOLvoDq07nXVWe0q9s7KymDNnDtu2bWux/d577+Wkk05i1qxZbb7uww8/ZPDgwQwfPtwjaRVCCF+xcmfhYdvev34KqXf1mLJsmQm4Ix49bxR3vb+1xbbh9y0jOSKAtJhghsQFMTg2mLSYYAbGBGIxSWAgOq7e4WRrdgXr95exPquMNXtLqKp34Gc0MGlABBdPSCIxPACr2YDVbGzK5OuPBqx+RqwmI2ajalFr5XC6+HxbPi+t3ss9H27jiS93MTE1gr1FNewrrsHh0gBIjgjgzetOJD7M31t/AuGDHnjggaPu//DDD5kzZ44EAEKIHudYzQOvWrzusG09rVWIBAAdcMnE5MMCgN/NTGN3QTW/FFSxaldhU+bJaFD0jwxgSGwwabHBDI4NYkhsMKlRgZiMXhuESfigeoeTAyW17CuuaVp2F1azNaeCBocLgAFRgcwZ049ThsQwdVAUgZaOf4RNRgPnjIlnzuh+rMsq46XVe9mXV0x6RANXJdUw2L+aIHsJb24q4e/P/8wffzWTmMRB4Bfoqbcsegin08m1117LDz/8QEJCAh999BHXX389c+bM4YILLuDOO+9k6dKlmEwmTj/9dM477zyWLl3KN998w0MPPcR7773HwIEDvf02hOjVpE9L93lw/kju+XDbsQ/0YRIAeMgtswY3rTc4XOwrruGXgqqmZVd+FV9sz8cdF5AQ5s/tZwxm3pgEaX/dh2iaRqXNQUGljQMltewqqGJHXiW78qvYW1yDs/EGASID/RgQHciCKSmM7x/O+P7hRB1PUxyXE+rKoa4UakubPZYdWq8pQtUUM7GmiIk1RVBfCbVA9qHTLFJAPfDa/fqGwBgYNAuGnAUDTwVLkAf+MsKX7d69myVLlvDiiy9y0UUX8d577zXtKykp4YMPPmDnzp0opSgvLycsLIy5c+c2BQhCCNFTuZr9Lje64sT+EgCIw/mZDAyJC2ZIXHCL7Ta7kz1F1ezIq+KV7/dx61ubeeHbfdxx5hBmDI7ucdVHoiWnS6Ooqp78Shv5FTYKKm3kuR8bn+dX2qhtaDlUWGK4P0Pjgjl9RCxpMXrtUEpUIKH+5qNfsK4cDvyoL1X5rTL5pWCrOPJrlRH8wyEwGgKjoN8YfT0oGoLjIaQfBPeDoFhoqGH37p289Mm3DPAr44rEGgJ2fQqb3wCjBQbMgP5TICxZX0KTICgG5H7uNVJTUxk7diwA48ePJysrq2lfaGgoVquVq6++mjlz5jBnzhzvJFIIIbrAvUt7dkb/SCQA6EZWs5ER8aGMiA/lvBMS+GRrHn/7YhdXvbKOEwdEcOdZwxibFObtZIrj8NnWPF5avZfcchuFVTZaFxSYjYqYYCtxoVaGxYdwytAY4kKsxIZaSQjzZ3BsEMHWY2T0G9UUw4GfYP8PkLUa8rcCGhj99Mx6QAT4R0B46qH1gAg9o+8fAQHhh7ZZQtqfQQ+IIG1CEpfETeCKl9bw+kE/3r7uGeIqfoZdn8POT2H3Fy1fY7JCaKIeDIQluQODZH09NAlC4sEgfWN6CovlUM2T0Wikrq6u6bnJZGLt2rV89dVXvPvuuzz77LN8/fXX3Zq+LdnlTeujE8M6fJ62ZvYUQvRt//vpgLeT0CUkAPASg0Exd0w8Z46IY8naAzzz1W7m//N7zh7Vj9vPGEJqlLSz9mXF1fXc+9E2PtuaT1pMENPSougXaiU2xEpciJ7hjwu1EhHg17EmXpoGZVl6hv/AD/pj8S/6PpMVEifAjLsgZRokjAez1aPvry1jk8L47zWTuOzFn7hi8Ube/s1kwlNPgjMf1Wsbyg9C+QGoaP54EHZuhdriliczmPQgoDEoaKw5iBgAySdKcNCDVFdXU1tby+zZs5k6dSoDBgwAIDg4mKqqKi+nTgjRV3RVAH/NtFRe+m5fu4834MLlnXl2j4sEAN3BaddLb2uLoaZIX68uhOoC/KoLuLK6gMsjiym2Osj5xUXeLjMNYSH07xeDNTwRguP0Et7gOIgeojevEF6haRpLN+eyaOl2auqd3HHmEK6bPqDzHbo1DQp3wP7v9RL+Az9CVZ6+zxoKSSfC2EsheTLEnwAm7wzLOTYpjJeunMCVr6xlwStref3aEwmymPQ0xoVC3Mi2X9hQCxXZUHFADw7KDx4KEPZ+436v7uqTiIEw5SYYc0m3BDY9iS+WSFdVVTFv3jxsNhuapvHEE/r8jhdffDHXXnstzzzzDO+++650AhZC+KTWgcOuh85s8fxPZw9rXwBgr+M3xo+5zLiCcxoe9mQSu4QEAJ0QTC0jDfuIpBLWZB/K3NcUQW2J+3nRkdtiGy0QHAtBsRjDkogN0wi31ZJbUk5leQF5FfuIN3yBRWs1sURIIiScoGcE48ZAYKSeAbOG6U07jPLf2hW2ZJfz9IrdfLWzkLFJYfz1gtGkxQYf+4Vt0TQ9I7zvG9i7CvZ9q98roLfB7z9Fz+wnT4aY4WDwndKEyQMjee7Scfzmfxu49tX1vHLVBKzmY5TY+wVA9GB9aYujASpzIGcD/PAP+OQWWPkITPoNTLhab8YkvCIlJaXFHAC33377YcesXbv2sG1Tp04lIyOjS9MmhBCedsVLLb/PjtU/04CL843fwj/+wF3mHL52jiUQ358QTHKKHVG6l/tMr3KRcRWBql7f9jmgDBAQCQFResfKuNH6Y2C0vj0w+lCny8BoPdPe6sbyA1KAfcU1LP5+Hx/8nI3LVsXo0DouTDNwWlQxQcVbIPdn2PFx2+nzC9IDAWtoq6XZtoAoiBkG0UP1zJlok6ZpfJdZzL++2cP3mSUEW03cPXsoV08bgLGtpj2OenftTiFU50N1QVNtT+PjwQNZRKtyrMquvyYoFgacAgNO1pv0hPX3+Q60s4bH8rcLR3PrW5u5acnPPH/ZuM7Vgpj8ICJVX0aerwdE3z8NXz8IPzwDJ/8RJlyrHyeEEB7i6cn1OkvTWnYkO/mvKw875okvd3VXcvqkTc36FB2dxqmGn/mj6U2GGLIheDwXF1/FT66eMfeJBADtpjFB7eJq0+fwzHouMxr42DWZD53TyNMiWPHn8/VSSg+1XU6NCuT+eSO5a/Ywvtiez1vrDnLr+hJCrNH84cxzufS8ZIz15XqzkbpyvZahcamvBFuzbdX5ULzL/bwStOaj0Ci93XXscIgcBCEJetvskHh9PSDKp0qfu0tBpY0VOwp4Y80BtudWEhNs4a6zhnLppGS9066jAQ6s4x8vvcA4tZsYVU5aQI3+d29LQJSe0Q+KYa02hCJXGNlaND+5hrHivutIueszWAewHdjuk009Wjv3hESqbA7u/Wg7l7z4E/PGJjBzWAz9Qjs5YZhSejA04GTI2wIr7oMv7oZ1L8PpD+nDj/p4gCSEEB1x5SstJ5g6ISmM/SW1LbY9uzLzsNe9ubZ3dlTtSg6ni+LqhsO2L7n2RM5//oejvzh7PW/5Pcgkw072uuK4vuF3PH/N/fwkMwH3PicbtvCq32OUaUEw/fdMWz6AQpo1SwiMatd5jreTitVsZN7YBOaNTSCzsIp7P9rOPR9u4931B3lo/ihG9Z9yfG9E06ChRh82sjBDXwq2QUEG7FoGLnvL4xtHmAlN1IOCoNhDtQiWEL1WwWQFoxkMZvejqdlzU7PtzZ/7+VRTJU3T2JlfxYqMAlbsKGBztt5sa1BMEI+dP4r5g/2wlOyCn5fBvtX6KDwN1VxvNLBNS+EXLYG00WP1/hlBsU2ZfYLi9HvDeGikn9talzh1IjPr7VFLfj05BaUUL63ey58/3MafP4QR8SHMGhbLrGGxjEwI6dzwtv1Gw+Xvw+7lehDw5iWQehKc8eiR+xv0MpqmyRDBHdS6NLUjZHIl0Z02ZJW2eP7UxSfw4abcFtt2PXQWaX/6vMW2O1tNTnqwtJakiL5du7/pYDmFlTYKquopqrRRUFlPYVXjYz0lNfW09RUxvv+Rm5ymqDz+YHoLXlrLABXCn+1X8abzFByYelzBlO/kwHzcd66R/MF+HR87J7Nz5nkULu/+asNBMcG8fs0klm7O5aFPdzD3n99x0fgk0mKDsJqN7sWA1aSv+/sZsJiabW88xhSAKWoQRA2C4XMPXcDl0jsqV2RDZS6O8mxM1blQmQsVOXBwrd6MxVF35EQej4BIvZYhNAlCE/QJpowmPYBQRuqcCs1oISAwGMz++uIXqC/mAL2pk1+gHoAopTfBOo4PoKZpZBws5uvNe/g+I4uq8hJiDGWcHlHPn4bUMziwmtC6bNSqDPi06NALIwbA6F/BwFM54dU6qtC/ZM+e7dnMQeuMh7cz+0dyxYn9uXxSMnuKqlmxo5AVGQX84+vdPP3VbmJDLMwcFsusYTFMGRh17L4CbVEKBp8OA0+B9f+BVY/Cv6fDCVfAqX/u1Z3irVYrJSUlREZGShBwnDRNo6SkBKtVOpIL39Q4w3tzX/7+ZKb+5ejD6JrbaG75yU3TmPOP75qeT398JUNig5k1PIZZw2IZkxjW5yYdnf/P75vWlYKoIAuxIRbiQq2MSQolOthKbIiFP31w7HH+I6ngZtP7XGr8mgZMcPKdzPgijRo6WePtRRIAtJMTI+84Z3g7GSilmDc2gVOGxvDEl7/w35/2t5g9tr0C/IwkRwSQEqlPOpUaFYDN7mJPUTWZhQ1kFloprEoi2JJKfJg/8WFW4vv7YzYaOFBUQXFJEVXlpQRoNViwY8aJSTn0R/dixqGvKydmnFiUE4tBf/Q3OhlhrmMIFUSV7cOQ9R3Ut+ws3dGPlYYCFJoyuMeVObSuoT+6MGB01TMCByOAmwAaB9apci8BUfoQlWln6E2kYoZD7IgWGc4qfKv9aHt5ulRTKcWgmGAGxQTzfycPpLSmgZU7C1mxo4CPfs7hjTUH8DcbmZYWxaxhMZwyNIaY4OPMmBnNeqfgURfCt3+FtS/AtvfhpNtg0vW9csSgxMREsrOzKSoqOvbBfUR2WcsCiMRwfwqabdtRdeibw2q1kpiY2G1pE6I9ymsbeH3NAV79IeuwfQlhHfvlG5kQ2uL5n88exvKMAv71zV7+uXIPUUEWZg3Tg4Gpg6Lw9+v5Qy03/x1bfccph+1/6dfpxIRYiA2xEhnod8R+akcLAKzUw7d/ZZXl7/hTz1vOU3jKcT7rTrmMmi965u9/IwkAeqgQq5lFc0dw9+xh1Nmd1Nud2OwubA4nNvd6nb1x3Ul9q33ltXb2l9TwS2EVX+0swO7Us8rBFhMDYoKYnhZNUoQ/5bV2csrryC2vY9PBchocLj1gSEwidexQ+kcG4m824nC5sDs1HE4XdpeG0+nC4dJabHM4XThdGlVOjRybnRd3FlJS0ECgn5FZw2OJDzby6aaDlFTVERNoZN7oWGL8oaCkjOKyckrLy6mprsSfegKwEahsBGDDgr0xy49BHcrmq2aPCr2nvsmgMBs0zAYIDA6if78YBib1IzAoDCzBh4ZcDYqVDqedEBHox/njEzl/fCL1Dic/7S3lqx0FfLWjkOUZBYA+pOisYTHMHBbL0Ljg9pdwB0Tocw+kL4Qv74EVi+DH5/T5EGKG6YFazDCISvPacKmeYjabSU1N9XYyfMpZbdSEnSXNdEQPsK+4hv98t493N2RTZ3cyPS2Kwqr6LrnWNdP/n737Dm+qfBs4/n26Jx10AoUyyyhQ9pI9FQRRBPSngoqiIuJAxPG6cIOCouJEwcGQJSBbQED2KHuUUUYpdNACXXTkef9IqBQKdCRN2t6f6zpXkpMz7qSn7XOfZ9VgWPsaJKdlsvZwPCsPnmfxnlhmbjuNi6Mdd9Typ3v9ALrUDcTfs3T/nQTod83d/qu61Q8s8vEcyaa//XpedJgDq5PYZGjGx9mDOaYrFydMmyIJQCnn5GCHk4MduBZwNtl8ZOcYiL2YgZODHQGeziXW1CA7x8CWExdYvOcsS/ed41J6Fp3CAniteQhd6wXkW82ZnWPgYnoWSWlZJKVlciE1k8xsQ95mTg7G585XH03vOdnbFeuz2WoTHFvn7GBPxzr+dKzjzzt9r+lrcSiOCSuOMGHFESp7uxrvTtUPpE2NigUbUcivNjw4E46tgZ3TjR3ij64EQ7bxfWUPFWvmTQoC6htnSrah/idCiLJLa83WExf4YcMJVh08j6OdHfc0qcTjd9QgLMjT4qMQebs5cU+TytzTpDKZ2Qa2nEg09XUz1tAqtZeIEG96NwxmSNvQfP/vlgZero5cSL2xQ29h+XIJ/hnPBucvCVTJ7DLUIuix33lySpIZorQt8l9Q4GBvZ5XOQg72drSr5Ue7Wn682y+ctMwcvG6TyDjY21HRw5mKHqX/jkV5pJSiXnAF6gVXYGTX2sRdymD1oThWHYxj1vbTTNt0koruTvRpFEzfiMo0rep9+6StZmfjAsbRmS4cM3VwP2hczu2FAwvJnWjM3tk0J0E9CGkJjQYaO7ULIYSZZOUYWLI3lh83nGDPmYv4uDkysnMtHmpTrfDNH83EycGO9rX9aV/bn7f7ag7GXuauL9az61Qyu04l895fB9nwSmeq+Nh+5+GUK9l5Xi94ph2N311R+ANlplFdxVJZJdDP7l/62m+CNVkcMjTilZwnWGuIILpaWyilzX1vRRIAYRMc7e3wci2ddx5E0QVUcGFwy6oMblmVjKwc/jkSz8LIs8zcZkwGQnxdeaxddYa2DS1Y7Y2Dk+lOf7286zPTIOGIKSkwJQcnN8Le2cYmRI0fgJZP3nyiMmF2BalRk1o3UVp1/GQNZy9mUMPfnff7h3Nvkyo21e5eKUX9ShVuWH/X5+v5ZEAjeoUHWyGqgtlyPJGX/tidZ52XWz43DzMuGQcxuRRjeszneUYya0z3E9O0M7NzOvLwqA8Y8umNQ62WNZIACCFsgoujPT0bBNGzQRCXM7JYvv88s7ef5p1FB0hIucLoHmFFb8Ll5AaVIozLtc5GwpZvYec02PY91Oxq7FtQp2eeoVuFuEqSElEQ1Sq6M+6ecDqHBZTo6DsOZBtnoU0+BVdSIDMFrlw2PmammtZdzn1vguMh3EnHmSyycMDNyY24WZpta3xoUq8ODv51jHMEVawJrt4l9jnyk5GVw4Tlh/nx3xNUvb7VQvYVutrt4C77LTRSJwhSF+CjfEYsdPc3DmnuUw2qtYEKlXhhaTzn8GW/IZRLuPOwfxggCYAQ5ZL8k7fud+Dp4siAZlW4t0llXl+wl6/WHENreLlnMZKA/FSKgP5ToPu7sONn2PYDzPqf8Z9Eo0HQ5KEbaxNEqae1Zv/ZS3nWfbbyiJWiEWXRjCdbl9i5FAY4tppvHT+jq91OHJQBJt1mJzsHcPKgtZ0DqdqFKzjiSDZ1PZy5SAqZCRmoDYuBa4YqvTp0t2fwfwNmXP/o7me2CVGvtfl4Im8s2MfRuBT+16oqr91VjzZvzaWl3WHutN8C45/iR6dLJGt3Nhvqs97QkMfubPffpKYVKhljzGdgiPl/lb3mPQUhCYANkIlmhLXZasJjZ6d4/56GgOLrtcfQwBhzJwEAHv7Q8WW44wU4ugp2/QJbvoFNXxpHF2o6BMLvA2cP8563FLLk3ytLdog0GDS7TiezbF8sy/af4/SFvHcHJ6+OumGfB7/fXKBj2+rvjygZGVk5VjlvBVK5z34dD9mvgl9iaW7nyc85PYnRfrx1X0vjXDnOnqZHj7yvHZxBKe64/tp9rjfewD9H4nlz7k4cLp3k0bo5DAjNwOVSNFyKhcuxcHYXpMaT27fqKmUPrj7GflWu3uDinfe5q+l1fs8d3W8YfS/xcgaTFm1l096D+KuLtLc/ReOdx3A/fZ49LscASNbuUL8/j2ypzEZDA+OkXMBj7eT38FaskgAopXoBnwP2wA9a64+sEYcQwvYZk4BwlIIpa401Aa/0skASAMbRgcJ6GZeUeGMfgZ3TYdFzxpmIGw6AZkOhUhPzn1uYXXaOga0nLrBs/zmW7z/H+UtXcLRXtKvlx4hOtfLMnnp43J3UeSPv7Kqp13U0HDZtW4nELUqXT5YdLtkTGnJ4yH4lLzvMwkulsdNQC/p/R5sZzmRibLr4VtPiFX471vFnyYtd+XTFEd7ceIIvY1x4u+8DdK8fiP3VJk05WcbJQS+fMyYFV5f0JEhPhgzTkhRten7xv1HabsbOARzd0U5upGfmUOFKIuPI+W+eHuCc9oGAdnxyvhmRuhbbDHWJ6tePdZvK5538oirxBEApZQ98BXQHzgDblFILtdYHSjoWIa6SWhjbZmeneK9fOAr45p9jHItP4fW76hHq5265k3r4Q5sR0PoZ4yzYO6fB7lnGpkJ+YVC7O9TqBtXalvr5Bm6mNHbUvZKdw8ajiSzdF8vKA+dJSsvCxdGOTnUC6BUeRJd6AVRwMRaSrk0AnBxuHITgz2fvyPP59py5eMM2P6w/boFPIUqTqf+eKLFzNVFR8N1HvOe4h39zGvBh9gPs0zWIbtybzBnmLQC7Ozvw5t316RdRiVfm7uGpX3fg5mRPeGUvIkK8iQjxpnGIL5UqVyrYDRmtjf0QriYDuUmC6XlWKmSmcT7xAntOnOVCaiZOXgHc0bg+49YmEI8Xxw3BnMeX6MG9+TpSCvzFYY0agJbAUa31cQCl1EygHyAJgBDipuzsFOP6hVPFx43Jq6PoPvEfhrQJZWTX2rcdPrZYlIKqrYxLzw9g7x9waLFxJuJNX4KjG4S2h6Bw8Ak1zjPgE2psc2qBtrDi1pqNW0XKlWw8nR3oUi+AO8OD6FDHHzen4v+72zi2C7Vez1tL8N5fB2/YbuqGE9zVMJggr7I3O7W4Ua0AD47GpVj0HN5cZqzDDAY7rIXUYEZkPsdfhlaA5TsYNw7xZtHIO1i67xw7TyYReTqZn/+NJjPH2D/Az8PZlBB40TjEm2AvFzycHfFwccDN0f6/TtBKGZsiOXuA140zdJ9NTuejpYdYuPssAZ7OvNK/Lvc0rYxSioWrpbBvbtZIACoDp695fQZoZYU4hBCljJ2d4ulONbmvaWUmrDCOBjF35xme7FCTsCAPAjxdCKjgTEV35/+qqc3J1RtaPmFcMlPhxHpjn4Hja42P+pq2wPZO4F31v4TAt/o1CUI1cLJg7UU5YjDkbYPcu2EwvRoG0bZmRZwdzJuAOdjb4UA2lVQilVUCflxk/F2V+GHZFipyCTs0aTiTvsyZX5c64+frQ+0qgYSHBuPl5W1MFp3cjcu1z+VaKNUmDYqgz+QNFjt+I3WMr50+J5Akvs3uzfBnv+Wvt9ZZ7Hz5cbS3o2/jSvRtXAmAzGwDB2MvsftMMpGnjcuqg+dv2E8p8HBywMPFAQ9nB9ydHfA0PfdwNq73dHYg5UoOv289idYwskstnupYE3dn6aZqSUprffutzHlCpQYAvbTWw0yvHwZaaa2fvW67J4EnAapWrdrs5MmTJRqnNeVXpX67dQWtdi/qsQu6X2FjKMyxC7JfYc9fmP1EwX52ljx2QTuJ2tsp/DycCKzgQoCnMwGmx6uvH5+2/bbHLuzvgT05HBvT0NjeNSkakk4YHy+YHq/kHXUmTntzXAfzW3ZXJr/3LqGvLSv05zX370FpawqXY9CMnbuHP3acYdgd1Rl7Z92CzSJdUBfPGJO8Uxsh8TgknzSOHa4NebdT9sYRUuzsITMNnZWKul1b52ucNASw2VCfzYZ6bDbUJ5aKgHX+Fhb1mivqtVPY33tz/z8qqt+3nOK1+XsZ0yuMZzrVstyJdkyDJaPBIxAGTjMOSmBhRf35Xr/fa3fVJSUjm8tXsknJyCblyjVLxn+Pl6/pa7Phlc7c8fGaG84vikYptUNr3Ty/96yRXsUAIde8rmJal4fW+jvgO4DmzZuXbJYirM6Sv/Dyx6Ts+uahZsRdziDu0hXOX8og7vIVziSls+tUMom3mCb+rs/X37Au/vKVQp07B3vjXX7f6je+qbWxY1zSidyEYM2K9TS3O8xkpy9hyip62/VgiaElGpkQryCycgy8MCuSxXtiea5rbV7oVrv4HcOzM+HoSjiyHE6sM/68wDiqiV+Ysb+HdzVjDY5XFWOhzD3A+L7dfz83dfVYWamcOBvHuv0n2Xz4NIkXknC3u0KjACdaVXFmyc7jVCCVxnbH6Wm/jUEOawE4YQhkqaEVxIZgHGWl5MaRF7e398xF3l64n/a1/RjeoaZlTpKVAUtfNg5CUKMT3DcV3Cta5lzXMdf/yCcL+N1cmziUhlmIywprJADbgNpKqeoYC/6DgQetEIfNkgJq/q7/XuR7EtfrFR500/cysw0kpBgTg/5fb8zzXiVvFw7E5r1D3+L9VXleX9/UpFCUAjdf42K6g/fKknooDPS228KXegVfOX3BYUMVJmXfxzJDi6KfqxzIyMrh2d93supgHGPvrMtTHYtRCNPa2Ml7z0zYP9+YqDl7QWg74+zQ1dtDQIM8BfwCcXACByeq1/Shes0whgBHzl9m8Z5YFu05y+fbUgFT3DnGsdzrqtO0tjtAJ7vdPGm/GL5dyN9OwSw2tGFxTmuidOWif05hFhfTsnj6tx34eTjx+eAmlmlqmBIPv99vHGrzjhehyxvlqj+R/G8vGSWeAGits5VSzwLLMQ4DOlVrvb+k4xDFV9RfUvnlFtbg5GBHJW9XKnm73vDeD0Na3FB9/Ubvenk6ePaYdGOb28sZWXlea60LdRdaY8diQxu+fOYdRr7xJqMc5jHF6XP2GkIhyhW5+3ujHSeTGLf4AJGnk3m3XwMeaRNa8J1zsow1MAmHIf4QxB+GM9uMTbQcXKFub2g8GGp0Ng4Ja2Z1Aj15sbsnL3SrzeHzl+k16b+aJ40dB3U1DuZU46ecO/HlEjsHpHP+z+8ZaT+fUQ7zOGYIhlU7aKh82aurI9dGyTIYNC/OjuT8pQxmD2+Dr7vT7XcqrJQ4mHY3JJ2EQb9BvT7mP4cQWGkeAK31EmCJNc4thBAFMax9jTwJgFM+bcsbvr0iz+s7Pl5D13oBdKkbQOsaFXFxLOBdOzt7Fhna8ldma+6x28ALDnPht/uY5VSXT7IGsUOHFeuzlAVH41IYv/wQy/efx8/DmS8eaJLbIfEGWRmQeNRYyE848l9hP/EYGK5J2rxCIKA+dBgD9e4Glwol8lmUUtQNuvW5LlABmj/Ag3MC8SeZnvbb6Gm3jZr/fs4i5xzOaD/W5jSGQ+BOOqncmNiWJyVxY2nKP8f4+1Ac7/RtQJOqPuY/weVzxsL/xTPwvz+MtU9CWIh0sRZCiAL467k7qP5q3vsWL/cMY/zy/yYBqhdcgdnbTzN900lcHe1pV8uPLnWNCUFBhoQ0YMc8QwcWZbYl6t44avw1jrnO7/BPTiM+z76XnbqO2T+XrTty/jI//XuCWdtO4+poz4vd6/D4HdX/GyFEazi3Bw4shLgDxsJ+UvR/HXWVnXHkJf8wCLvT2JbfPwz86pSamZ3j8ebXnO78mtOd6FfbMPr9j+hpt53+9htg5t/scrZnuyGMbbousdoXjjiAZxB4BoObX+GbL4kbbDyWwKcrDnN340o80qaa+U9wKRam9TE+/m+OsQmaEBYkCUApUdLNZkqyvb00CSo9yvPPKr+mPSM618qTAPwwpDkZWTlsOp7ImkNx/H0wLndovAaVKuQmA42reN/yXFk4QMsn6DDPl0fsV/Kkw2LmOb/NupyGTMq+r9QnAlprElIyORafQlpmNoEVXAj2csXHzRGlFCcSUlm8+yyL9pzlyPkUHO0VQ9qG8mznWlT0ME26dinWOFPz7pnGgr+dA1SsDUGNoOH9pkJ+GFSsBY6lczz+62ciBsDNlzk5HZmT0xFHsoka7sOPP35HJ7vdjLKfZ9zm9x/+217ZGzsrX00IPANNj0F0sjtNnPbmhA4indL5HZWEpNRMRs2MpIa/Bx/d29D8s5BfjDHe+U85Dw/NhWptzHt8IfIhCYAQQpiRi6M9ncMC6BwWwDt9NVFxKfx9MI7Vh87z1ZqjTF59lIoFbDucjgvf5tzNLzndech+JU86/MU857f5N6cB03N6QE4Ps8Zu7gQvO8fAqQtpHItP5WhcCsfiTUtcCpcybizcOjnY4evmxLlLGQC0CPXh3X4NuDM8GH+S4NRyY5v901vhzFbjXf4qLaD3p9DgXmMn61Lk+u/7+n4od31x4+hU18rCAap34OPsy3zMAziSjR8X2fRsfbgca2xSkrvEGmtGTm2C9AsA/Gy6DDO0I6sNTWDfFVzRkgxc562F+0lOy2Taoy3NNzZ9ThYcWwN7ZsGhv4wJ7EPzjBMOClECJAEQQggLUUpRJ9CTOoGePN2pJslpmfxzJJ7Vh+L4M/Js7naZ2YZbHAXScOG73ERgFY85LONb+4kw8XdGO7RmZk5nzugAS38c0jNz2H0mmX0xF7G3U3i7OeLt6oSXmyMKOB6f+l8hPz6Vk4mpZOX8N3pSgKczNf096BtRiZr+HtT098DDxYHzFzOITU7n4oU4riSfpUm9S7T2voRX+mk4dhw2HYJLZ4wHsXeC4MbQfjQ0GgR+FhyD3cqycwo38lQWDsY5BKrkO+z3NQe+AinnuffjuQSqJFraHaK3/RaY8yg7nZ3429CE77L7sEdbaIjLUmTJ3lgW7j7LS93rUL9SMfuIaA0xO4yF/n1zIS3ROIRsxAPQcjgE1DVP0BZQnmt/yypJAIQQooR4uznRL6Iy/SIq50kAHp+2rUD7p+PC9zl9mJpzJ53sIvmx0n6evryQZ+wXckIHkUgFmPm7achRP+PkVO6mx2uXQsw8u+tUEgt3n2XnyST2n71E9nXDoTqSjQdpeKh03LmCp90VanjBAE9NSF1NJTcDAS7Z+Dll4WzIgMwU4yzKp1LhaAqkJ0NqvHG5fvIsJ0+oWMN4V7TyM1ClJQQ3AgfnAsdfmi19vj2Nruto/utmM0yK6eAM3lWNTck0LDW0Ylz2wxx/ypc/fphIH/tN9HHewh/ZHfgkexDxWKDDaymQkHKFNxbso1EVL57uVIxkKPEY7JltLPgnnQB7Z2N/lEaDoFY345CxQpQwSQDKmfyyeMnshbCujccSC7V9Dvb8bWgGD77JHWOnM8D+H8LsTlORy3DhuLGZTFrijQXqqxxc2OjsxgVdgXPahzPaH/49Bt5Vje3Fs9MxZFxi7Z7jrN9/Aj+7VEZ4ZBAalEqA3SU8c5JRVy7BlcvY5eQzYVqaaTl/3XonD2Pykbt4GNujBzcyTqjl7g8eAcY4fGsYkxVzt7cuRSq4ON6w7o0F+/K8fvb3nTdsk56Zg6tT4caNN2AHoe14MzuZT7IHMcLhTx6zX8qd9lv5MvsepubcSSY3xlNWaa15ff5eUq5k8+n9jQs/w3RKPOyfZyz0x+wAlHFUnw6jTSNOeVkkbiEKShKAUkwK7kKUDT8Mac6jPxWsFuB6sVRkcs69kGN8Hf2M6e+C1pBx0ZgIXF1SE3Kf/7suEl91mUrqAi3tDsPKvHea7YAuQBcH0CgUvmAfYKxRcA8FV29w9gTnCqbF45oC/tVHt/+eO7jKaDRm8M/Lneg4fm3u630xF2/Ypt6by/DzcCbE15UQH7drHt2o4mOcC8PxFgXaFNz4OPsBZuZ05nWH3xjrOJOB9msZmTXSAp/INv0ZeZbl+8/z6p11qR3oWbCdsjLg4CJjof/YatA5ENgQuo+DhgOgwk2GrS0jZG6g0kUSACGEsLLOYTe238/OuXW/gNtSylhId/WGijc2X3h5dd4Op9FvtYOLpzl64jgT1pwhJtWeR7s2pH+ruigXL4tMjCUKr1rFvM231r7c+YbOw6N71OH0hXROJ6Wx63QSf+2NJeeaplt2CoK9bj9vwEkdxJNZL9E+Zw8fO37HPKe3YKszEExZnoTs/KUM3vxzH82q+TCsfY2C7ZSeDL/cY5y9t0IVaPccNBwIgfUtGaoQRSZ/0YUQwgb1++pfix7/2rtu6Zk5LDkcx+I9mazY70iQVz2+fropjW4zXKmwTc92qZ3ndXaOgdiLGZxOSuNMUjpnLqRxOimd+bti8mz33bpj+R5vvaERd135kM8cp9BlyWi+dGzFq1lPcBk3i30Gaxq//DBXsg1MuL8x9nYFSHQyLsIv/eHcPhgwFer3l9ouYfMkARBCCBuUkJJP23ozuZiexekLaRxPSGXVgfOsOnietMwc/DyceKh1NV7oVgcvt/LT3ttWWKophIO9HSG+xiZA17o+AfhgyaGbHiMZTx7PGs2JXsfpteJtwp2iGZE1iv061BIhW010Qirzd8UwtG0o1f0K0Fk+4yL8ci+c2wsDp0PduywfpBBmIAmAEELYoFUvdqThdSPAFNTVO76nLqT9tyT+9/xielbutj5ujvSLqESfRpVoVd238J0dhdWZK3H4c0S7W9Y8aeyg3SgGLc5hstNk5ji9zctZw4Gy04b7yzVHcbBTDO9YgKY/GZfg1/sgNlIK/6LUkQRACCGKwVJ3bT3zGQHmeh8uPXjDug6frCEmOT1Pm29He0UVUyfQxiFeVPV1o6qvOyG+rtQJ9Lxlh1BRfjQO8S7Qdjt0GH2vvM8Up4l86TQZ/nZC0cSYIJRi1979D/C8zWRoGRfh1wHGNv/3/wx1y04SJMoHSQCEEEUmozdY18//Rt+wrlEVL+5uHExVU5OPqr5uBHu5FqwtsyhXivP7m4AXD2a+wTsOP/Hg+k/5zrEpL2Q9Q0op7hcweXUB7/5fPmcs/McfNLb5r3d3yQQohBlJAiCEEKXU4ffuvGEEmC8fbGqlaERJsZXEOwsHXssexoN9e9P5rzEscHqTGTmdISYYghpZbOQoS3z+6IRUFkQW4O5/wlH4tT+kJsKDs6FWV7PHIkRJkARACCGEsFElXdi/9nxv/rmP6ZtuN/OwgpZP8PCCJN5zmMr/Of4G3/9mnP8hpBVUa2tcKjUFx9s0q7GiAt39j9kBv90PKBi6CCo3K7H4hDA3SQCEEEIIcYMxveoWIAEw2mRoQNfMTwkgia0PucLJjcZl9TjjBvbOUKX5fwlBlZbGyeNsQIHu/ketgtmPGCfCe3h+vnNrCFGaSAIghBA3YStNLYSwBg/nwhcR4vCB8N4Qfp9xRdoFOLXJlBD8C+s/hXXjQdlDpQhedQjiX0M46wyNzBx9wd3y7r/WsOkrWPl/ENgA/jcXPANLPkghzEwSACGEKCBzJgTmOpYkKcKmufkaR8i5OkrOlctwemtuDcFQ++UMd/iLdTkN4ULJzpqblJrJpysPM2/XGR5rV/3Gu/9Z6bDwOdg729jR954p4OxZojEKYSmSAAghhBCiQDKycop3AGdPY8dZU+fZRmPnM9B+LWMcZsHXbXja/h6+z7mLbAsWT3IMmhlbTzFhxWEuZ2QzpE0oL/Wok3ej5NMw638Quwe6vAHtR4OSkbRE2SEJgBBCIHfShSiIT5YdNuvxruDELzk9WJHTnC31l/PKwZn0tf+Xt7KGslXXM+u5ALZHX+CthfvZf/YSrar78k6/BtQNqpB3oyMrYMHTkJMJD8yEsF5mj0MIayvRBEApNR64G8gEjgGPaq2TSzIGIUTpIAVyIWzP1H9PWOS45/GFQb/yxGvv8I7jz8x2HscWQ1046gxooHh33+MuZfDR0kPM2xVDsJcLkx9oQp9Gwahr7+qnxMOyV2DfXPCvB4N+Ab/axTqvELaqpGsAVgKvaq2zlVIfA68Cr5RwDEIIIYQoghr+7hyPT7XY8VcamrP+SkMG26/hSYfF8Ot9RFePgPYvQljhbwpkZhv4eeMJvvj7KJnZBkZ0rsmIzrVwc7qm+KM1RP4Gy1+HrDTo9Brc8Tw4OJvtcwlha0o0AdBar7jm5WZgQEmeXwhhu+SO/+3JdySsbeLACPp99a9Fz5GBMz/n9OK3nG5EDbwIGyYah+B09YW6d0H9e6B6R3BwuuVx1h2J5+1F+zken0q3sIq81dmPEMdLcHwFpJyDy+eNj+f2Gsf4r9oG7v4c/MMs+vmEsAXW7APwGDDLiucXQpRTtliQtsWYhLhe4xDvEjtXFg7Q9BFo/CBELYf9C+DAQtj1Kzh7Qegd4OFvTAzcfI2PWWlcjD/NvkOHMSTH8p3jRap6Xcbp5AX4WV93BmUc198zGPpMgqZDwM6uxD6fENZk9gRAKbUKCMrnrde11n+atnkdyAZ+u8VxngSeBKhataq5wxRCCJsnSYEQgL3Df0OJZl+B42vhwJ9wZjuc2QrpSWDIzt3cXdtRE2+UdxB+QXWxrxAEHkHG8fs9gsDTtLj7g72j9T6XEFZk9gRAa93tVu8rpYYCfYCuWuvr0/Frj/Md8B1A8+bNb7qdEEIIIaxnX8zFkjuZgzPU6WlcrtKaM+fO8/Iv/xB1IYc2DWvzau9wKnm7llxcQpQyJT0KUC9gDNBRa51WkucWQpR+ckdcCNszZOpWq54/Ki6Fh37aR0aWD18Pa0q7Wn5WjUeI0qCk+wB8CTgDK01Db23WWj9VwjEIIYQQogBsPenefTqZoT9txdHejtnD2xAWJDP1ClEQJdrbRWtdS2sdorWOMC1S+BdCCCFKsWmPtczz+s/IGHacvMC5ixkYDJZrwbvpWCIPfr8ZDxcH/nhKCv9CFIbMBCyEEEKIIguv7JXn9aiZkbnPHe0VwV6uVPZ2pbLPf49VTI+FlWPQ7DmTzJrD8XzzzzGq+brx67BWBFZwKe7HEKJckQRACCGEEGaz4oUOxCSlcyY5nZikdGKS04lJSmN9VDxxl69ws+E/ft18klUvdqCmvwdKKQwGTezFdM4kpXM8PoUNRxNZHxVPcloWSkH72v58PigCH/dbzwcghLiRJABCCCGEMJs6gZ7UCcy/OU5mtoHYi+m5CcKYOXty33tjwT4AKro74eniwNnkDDJzDLnv+3s607VuIB3D/Glfy08K/kIUgyQAQgghhCgRTg52VKvoTrWK7gB5EoC1ozux9cQFtpy4QEZ2Dr3Cg6ni40qIrxshPq5U93PHNICIEKKYJAEQQgghhNWF+rkT6ufOwBYh1g5FiDJP5rwWQgghhBCiHJEaACGEEEJYha3PMyBEWSUJgBBCCCEKTArtQpR+0gRICCGEEEKIckQSACGEEEIIIcoRSQCEEEIIIYQoR6QPgBBCCCGKRfoFCFG6SA2AEEIIIYQQ5YgkAEIIIYQQQpQjkgAIIYQQQghRjkgCIIQQQgghRDmitNbWjuG2lFLxwElrx1GK+AEJ1g5ClEpy7YiCkmtFFJVcO6Ig5Dopvmpaa//83igVCYAoHKXUdq11c2vHIUofuXZEQcm1IopKrh1REHKdWJY0ARJCCCGEEKIckQRACCGEEEKIckQSgLLpO2sHIEotuXZEQcm1IopKrh1REHKdWJD0ARBCCCGEEKIckRoAIYQQQgghyhFJAIQQQgghhChHJAGwAUqpEKXUGqXUAaXUfqXUKNN6X6XUSqVUlOnRx7T+f0qpPUqpvUqpjUqpxtccq5dS6rBS6qhSauwtzjnEdNwopdSQa9Y/YDruHqXUMqWUnyU/uygeG7t2BpmOvV8p9bElP7coPCtdK8uUUslKqcXXra+ulNpi2n+WUsrJUp9bFJ+NXTvPmvbV8v/JttjYdfKbaf99SqmpSilHS33uUktrLYuVFyAYaGp67gkcAeoDnwBjTevHAh+bnrcFfEzP7wS2mJ7bA8eAGoATsBuon8/5fIHjpkcf03MfwAGIA/xM230CvG3t70eWUnHtVAROAf6m7aYBXa39/chivWvFtG1X4G5g8XXrZwODTc+/AZ629vcjS6m5dpoAoUD01f9VstjGYmPXyV2AMi0z5G/MjYvUANgArXWs1nqn6fll4CBQGeiHsSCF6fEe0zYbtdZJpvWbgSqm5y2Bo1rr41rrTGCm6RjX6wms1FpfMB1nJdCL/35Z3JVSCqgAnDXnZxXmZUPXTg0gSmsdb9puFXCf2T6oKDYrXCtorf8GLl+7zvS3pQsw5/pzCttkK9eOaf0urXW0GT6WMDMbu06WaBNg6zXHFiaSANgYpVQoxjscW4BArXWs6a1zQGA+uzwOLDU9rwycvua9M6Z118t3O611FvA0sBdjwb8+8GORPogocda8doCjQJhSKlQp5YDxD3xIkT6IsLgSulZupiKQrLXOLuL+woqsfO2IUsJWrhNT05+HgWVF2b8sc7B2AOI/SikPYC7wvNb6kvFGmZHWWiul9HXbd8b4S3OHmc7viDEBaIKxacdk4FXgPXMcX1iOta8drXWSUuppYBZgADYCNc1xbGFe1r5WROkl144oCBu7Tr4G1mmt11vg2KWa1ADYCFPhey7wm9Z6nmn1eaVUsOn9YIzt869u3wj4AeintU40rY4h713XKkCMUqqVUirStPS92XZABIDW+pip2mw2xjZ6wobZyLWD1nqR1rqV1roNcBhj+09hQ0r4WrmZRMDbVFOUu39xP5uwLBu5doSNs6XrRCn1FuAPvFjcz1UmWavzgSz/LRjb3U8HJl23fjx5O858YnpeFWOTi7bXbe+A8c59df7rONMgn/P5Aicwdt70MT33BSoBsfzXkXMc8Km1vx9ZbP/aMb0XYHr0ASKBOtb+fmSx3rVyzfaduLGD3h/k7QT8jLW/H1lKx7VzzXvRSCdgm1ps6ToBhmGsiXa19vdiq4vVA5BFg7HaSwN7TAWnSIw92CsCfwNRGDtVXi1o/QAkXbPt9muOdRfGO6/HgNdvcc7HTL94R4FHr1n/FMaOO3uARUBFa38/spSaa2cGcMC0DLb2dyOLTVwr64F4IB1jO96epvU1MHbMO4oxGXC29vcjS6m5dp4zvc7G2FftB2t/P7LY5HWSbdr36rHftPb3Y2uLMn1RQgghhBBCiHJA+gAIIYQQQghRjkgCIIQQQgghRDkiCYAQQgghhBDliCQAQgghhBBClCOSAAghhBBCCFGOSAIghBBCCCFEOeJw+02sz8/PT4eGhlo7DCGEEEIIIUqFHTt2JGit/fN7r1QkAKGhoWzfvt3aYQghhBBCCFEqKKVO3uw9izUBUkqFKaUir1kuKaWeV0r5KqVWKqWiTI8+lopBCCGEEEIIkZfFEgCt9WGtdYTWOgJoBqQB84GxwN9a69oYp4Yea6kYhBBCCCGEEHmVVCfgrsAxrfVJoB8wzbR+GnBPCcUghBBCCCFEuVdSfQAGAzNMzwO11rGm5+eAwBKKocjeWbSfA2cvWTsMIYQQQghRCtSvVIG37m5g7TBuyuI1AEopJ6Av8Mf172mtNaBvst+TSqntSqnt8fHxFo5SCCGEEEKI8qEkagDuBHZqrc+bXp9XSgVrrWOVUsFAXH47aa2/A74DaN68eb5JQkmx5QxOCCGEEEKIwiiJBOAB/mv+A7AQGAJ8ZHr8swRiEKLMOZd6jufXPE+mIZNWQa1oU6kNzQKb4e7obu3QhBBCCGHDlLEVjoUOrpQ7cAqoobW+aFpXEZgNVAVOAgO11hdudZzmzZtrmQdAiP/Ep8UzdNlQLmRcoIFfA3ad30WmIRMH5UBD/4a0Dm5Nq+BWNPJrhKO9o7XDFUIIIUQJU0rt0Fo3z/c9SyYA5iIJgLBFWmuyDFk42TuV6HkvZFzgsWWPcTb1LN91/46IgAgysjOIjI9kS+wWNp/dzIELBzBoA64OrjQLbEbr4Na0Dm5NbZ/a2KmSGvxLCCGEENYiCYAQFjB9/3Qm7ZzEQ/UeYlijYVRwqmDxc168cpFhK4Zx4uIJpnSbQougFjfdbvu57WyK3cSW2C1EX4oGwNfFl1ZBrWhdqTW9Qnvh5uhm8ZiFEEKIsuLznZ/j7+rPg/UetHYotyUJgBBmdinzEr3m9sLV3pX49Hi8nb15JuIZBtQZgIOdZbrWpGal8uSKJzl44SCTu0ymXeV2Bd73XOo5Y+1A7GY2x24mIT2B55o8xxONnrBIrEIIIURZs+7MOkb8PQIH5cD8fvMJ9Qq1dki3dKsEQNoCCFEEP+/7mcuZl/mq21fM6jOLWj61eH/L+9y38D7WnVmHuRPrzJxMRq0exf7E/UzoOKFQhX+AIPcg+tXqx4ftP2T1/asJ8Qzh0IVDZo1RCCGEKKsysjP4YMsHVKtQDWcHZyZsn2DtkIpFEgAhCikxPZFfD/5Kz9Ce1PWtS72K9fixx4983vlzcnQOI/4ewfCVwzmSdMQs5zNoA2/8+wZbzm1hXLtxdKnapVjHU0pR27s2R5OPmiU+IYQQoqz7Ye8PxKTE8GbrN3my0ZP8c+YfNsZstHZYRSYJQAGkZaWRlpVm7TCEjfhx349cybnCMxHP5K5TStGlahfm953PKy1eYX/ifu5fdD/vbHqHhPSEYp1v4o6JLD2xlOebPs/dNe8ubvgA1PKpxclLJ8nMyTTL8YQQQhSeQRuIjItkwrYJfLnrS2uHI24i+mI0U/dNpXeN3rQMbslD9R6iikcVxm8fT7Yh+4bt49Pi+ev4X1aItOAkAbiN2JRY2s1ox18nbPsHKUrGudRzzDo0i741+1LDq8YN7zvaO/JQ/YdYcu8SHqz7IAuiFtB7Xm9+2PsDGdkZhT7fLwd+4ef9P/NA3Qd4LPwxc3wEAGp71yZH53Di4gmzHVMIIcTtZRuy2Ry7mfc2v0e3P7rx8NKHmXZgGt/u+ZZTl05ZOzxxHa017295Hxd7F0Y3Hw2Ak70To5uP5mjyUeYemZtn+8i4SAYtHsS4zeO4kHHLUe6tShKA2whyD8LHxYdtsdusHYqwAd/u+RYDBp5q/NQtt/Ny9uKVlq8wv998WgW34vOdn9N3QV+WHF9S4P4By6KXMX7beLpV7cYrLV5BKWWOjwBAbZ/aAEQlR5ntmEIIIfKXmZPJujPr+L9//49OszvxxIonWHhsIREBEXzc/mPm952PQtn8XePyaPnJ5WyO3czIpiPxc/XLXd+lahdaBLXgy8gvuXjlIlprZh6ayaPLH8XFwYXpd07H18XXipHfWknMBFyqKaVoEdSCLbFb0FqbtRAmSpdTl06xIGoBA+oMoLJH5QLtE+oVyhddvmBr7FbGbx/PK+tf4beDv/Fc0+doGtgUR7sbJ+k6kHiAuUfmMv/ofJoENOHD9h9ib2dv1s9StUJVHOwciEqSBEAIISwhLSuNDTEbWHVqFevOrCM1KxVPR086hnSkW9VutK3cFlcH19ztWwS1YPHxxTzV+Ckpa9iIlMwUPtn6CfV86zGwzsA87ymlGNNiDAMXDWTyrsmkZ6ez8NhCOlTpwIftPyyRocGLQxKAAmgV3IolJ5Zw/OJxanrXtHY4wkq+3v01DnYOPNnoyULv2zK4JTN7z2TR8UV8sfMLhq0YhpuDG00Dm9IyqCXNAptxJOkIfxz5gwOJB3Cxd6F3jd6Mbj4aFwcXs38WRztHqntVv2VH4POp59FogtyDzH5+IYQoi7JyslgWvYxVJ1fx79l/uZJzBR9nH3qF9qJbtW60Cmp109nZ+9Tow5sb32Rvwl4a+Tcq4chFfmYenkl8ejyfd/483xtxdX3rcm/te5l1eBYATzd+mqcaP1UqJtyUBKAArk62tPXcVkkAyqn9iftZcnwJQ8OH4u/mX6Rj2NvZc0+te+hRrQcbYjaw9dxWtp3bxmc7PsvdppZ3LV5t+Sp9avax+N2D2t61iYyLvOn7o/8ZjbO9Mz/0/MGicQghRFkxbvM45h+dT4BbAPfVvo9u1brRJKBJgeaH6VatG+9veZ/FxxdLAmAj/j75Nw39GtLQv+FNtxnZZCSJGYkMqD2AjiEdSzC64pEEoACqeFQh2D2Ybee28UDdB6wdjihhBm3g/c3v4+viy7CGw4p9PDdHN3qE9qBHaA8AEtIT2Hl+J4HugTTya1RiVb+1fWqz5MQSUjJT8HDyyPNealYqexP2EuAWUCKxCCFEabcvYR/zj87n4foPM7r56ELfBfZ08qRTSCeWnVjGyy1ezreJqLi9LEMW47eNp12ldsUqkMelxbEvcR/PNXnulttVdK3I5C6Ti3wea7H9OgobcLUfwLZz2zBog7XDESVsbtRc9ibs5aXmL1nkrryfqx89QnvQ2L9xibb7rOVdCyDfZkC74naRo3OIS4sjx5BTYjEJIURppLXmo60fUdGlIs80fqbITUD61OhD0pWkUj2+vLXNODiDGYdm8Nya55h9eHaRj7P29FoAOod0Nk9gNkYSgAJqFdyK5CvJ0mmynEnKSOLznZ/TPLA5fWr0sXY4ZnV1JKD8EoDt57YDkKNzij2PgRBClHVLTixhd/xuRjUddUONamG0q9QOb2dvFh9fbMboyo+4tDi+3v01bSu15Y7KdzBu8zi+jvy6wKPvXWv16dWEeIaU2abfkgAUUMugloCxH4AoPybtnERqZiqvt3q9zI3KEOwejJuDW75J7bbz27BXxg5P59LOlXRoQghRaqRlpTFxx0TqV6xPv1r9inUsR3tHeob2ZM3pNaRkppgpwvJjwvYJZOVk8UarN5jUeRL9avZjyu4pvLv53ULVZqdmpbI1diudQzqXuf/9V0kCUEBB7kGEeIZIAlCORMZFMi9qHg/Xf5haPrWsHY7Z2Sk7annXuqEGIC0rjQMJB2hbqS1gHA1ICCFE/n7a/xPn084ztuVYs4z+0qdGH67kXGHVqVVmiK782Bq7laUnlvJYw8cIqRCCo50j49qNY1jDYcw5MocX175Y4Ak5N8RsIMuQVWab/4AkAIXSMqglO87tkDbR5UC2IZv3t7xPoFvgbSf9Ks1q+9QmKikqT/VoZHwk2To7t8nTuVSpARBClC8GbSjQ376zKWf5ad9P3Fn9TpoENDHLuRv7NybEM0SaARVCliGL97e8T2WPyjwe/njueqUUo5qOYmzLsaw5vYbhK4dz8crF2x5vzek1+Dj7EBEQYcGorcuiCYBSylspNUcpdUgpdVAp1UYp5auUWqmUijI9+lgyBnNqGdSSy1mXOXThkLVDERaUbcjm2z3fcujCIca0GIObo5u1Q7KYWt61SLqSRGJGYu667ee2Y6/s6RjSEVcHV2kCJIQod6bum0r3Od35KvKrW970+2zHZygULzZ70WznVkrRp0YftsZulRrYAvrtwG8cv3icV1u+mu/cOf+r9z8+6fgJexP2MnTZ0Fsmd1mGLNadWUeHKh0KNHxraWXpGoDPgWVa67pAY+AgMBb4W2tdG/jb9LpUuHY+AFH2ZBmymB81n74L+vLN7m/oWrUr3at1t3ZYFnW1adO1zYB2nN9BPd96uDu6E+gWKDUAQohyJcuQxYyDM/B08uSb3d8wYvWIG+4an7h4gpGrR7I8ejmPhT9m9gkTe9fojUaz9MRSsx63LDqXeo6vd39NpyqdbjnsZ6/QXkzpNoXY1FgeXvowx5OP57vdzvM7uZx5mc5Vy27zH7BgAqCU8gI6AD8CaK0ztdbJQD9gmmmzacA9lorB3Pzd/KnuVV0SgBJQkoVOgzYwL2oed8+/mzc3vomHowefd/6ciZ0mltnOP1fV9jaOBHS1I3BGdgZ7E/bSPKg5YOz7InegRFl08tJJpuyewsNLHs4d9UoIMA7/GJcex/vt3uf/Wv8fW2K3MGjxIA4mHiQ5I5mPtn7EvX/ey7Zz2xjVdBRPNHrC7DFUq1CNer71+PvU32Y/dlmSY8jhnU3vYNAGXmn5ym23bxXcip97/Uy2IZuHlz6c72SYa06vwdnemTbBbSwQse2wZN1GdSAe+Ekp1RjYAYwCArXWsaZtzgGBFozB7FoGtWTRsUVkGbJkkg4L2Z+wn8F/Deb7Ht/TOri1xc/3076fmLRzEg0qNmBsy7F0rNKxzBf8r6roWhFfF9/cGoA98XvIMmTl1nYFuQex8ayMRy3KhvOp51kWvYylJ5ayP3E/CoVSilWnVuUmvULMOjSLYPdgOlTpgL2dPXV96/Li2hd5eOnDONk7kZqVyoDaA3gm4hkqula0WBydQzozZfcUEtMTLXqe0mzijolsiNnAG63eoIpnlQLtU9e3Lr/c+QtPrXqKJ1Y8wfiO4+kU0gkwzuew5tQa2gS3KdPNf8GyTYAcgKbAFK11EyCV65r7aGPPw3wHZ1VKPamU2q6U2h4fH2/BMAunRVAL0rLTOJB4wNqhlFm74nYB8M/pfyx+rotXLvLj3h/pUKUDM3rPoFNIp3JT+L+qlnctjiYZE4Bt57dhp+xyO7MFugWSkJ5AtiHbmiEKUWTJGcnMPjybR5c9Svc53ZmwfQIazejmo1kxYAXhfuEcvnDY2mEKG3E8+Thbzm1hYNhA7O2MQyE38m/ErD6zaB3cmmYBzZh791z+r83/WbxQ3imkExrNujPrLHqe0mpe1DymHZjGA3UfYFDdQYXat4pnFabfOZ1a3rV4fs3zzIuaB8CRpCOcTT1b5pv/gGVrAM4AZ7TWW0yv52BMAM4rpYK11rFKqWAgLr+dtdbfAd8BNG/evPAzOFhIbj+A2K009m9s5WjKpoMXDgKw6ewmi5/rx70/kpKVwqimo8pdwf+q2j61mRc1D4M2sP3cdsJ8wvB08gSMNQAGbSA+LZ5gj2ArRypEwaRlpbH69GqWnljKxpiNZOtsqntV5+mIp7kz9E5CvUJztw3zCWNZ9DK01uX2b4D4z6zDs3C0c6R/rf551ld0rciXXb8s0Vjq+tYlyD2INafX0L92/9vvUI5sO7eNcZvG0bZSW8a0GFOkY/i6+PJjzx95ce2LvLXxLRLSE8gx5KBQdKjSwcwR2x6LJQBa63NKqdNKqTCt9WGgK3DAtAwBPjI9/mmpGCzB18WX2j612Xpuq0Xa/Qlya1eOXTzGudRzZu9cddW51HP8fuh3+tToQx2fOhY5R2lQy7sW6dnpRF+MZk/8njx3Uq5+9+fSzkkCIGxaZk4m62PWs/TEUv45/Q8ZORkEuQfxcIOHuav6XYT5hOVbwA/zCeOPI39wLlWu8fIuLSuNhccW0iO0h000uVFK0alKJxYcXUBGdka+o9uUR6cvneaFtS8QUiGE8R3HF2ukHjdHNyZ3ncxb/77F5F2TcbZ3prF/Y/xc/cwYsW2y9PhGI4HflFJOwHHgUYzNjmYrpR4HTgIDLRyD2bUMasncI3M5knSkTBYcP9zyIalZqbx3x3s33SYpI4l1Z9bRvVp3s7aTS89O5/jF43QO6cya02vYdHaTxe58fLP7G3J0DiOajLDI8UuLWt7GkYDmH51PpiGT5oH/tYUOcjMlADISkLBhWTlZ3LfwPqIvRePr4ku/Wv24q/pdRARE3HZipjDfMAAOJx2WBKCcW3x8MSlZKQwOG2ztUHJ1DunMzMMz2RK75ZYj3NiarKwszpw5Q0ZGwSbeKiiDNpCQnsC4WuPwc/Uj5lgMMcQU+7gP+T1EP89+pGSlUMG5AgcPHjRDtCXHxcWFKlWq4OhY8L6pFk0AtNaRQH49q7pa8ryWNqD2AJadWMaDfz3ImBZjuL/O/WWm6jguLY5Zh2eRo3MY0mAItX1q57vdhO0TWHhsIZ9u/5QhDYbwQN0HzJIIRCVFYdAG+tXsx574PRZLAI5fPM78o/N5oO4DVPaobPbjlyZXE4B5UfNQKJoFNst9L9Dd2EdfRgIStmxdzDqiL0XzRqs3uK/OfYW6I3j1b9zhC4dzOwKK8kdrzazDswjzCbOp5r3Ng5rj7ujOmtNrSlUCcObMGTw9PQkNDTVb+SjbkM3JSyfxz/GnWoVquDu6m+W410rPTsfF3qVUlem01iQmJnLmzBmqV69e4P1kJuAiqOVTizl959AssBnjNo9j9D+juZR5ydphmcXcI3PJ0Tk42zsz/cD0fLeJSYnhr+N/0b1ad+r71WfSzkn0nNuTH/b+QGpWarHOfzDRmHXXr1ifNpXasDl2MwZtKNYx8/Plri9xsXfhiYbSjMvDyYNK7pW4lHmJOj518HL2yn3P08kTd0d3mQxM2LRFxxZR0aVioQv/AO6O7oR4hnA4SToCl2e74nZxJOkIg+sOtqnCn5O9E+0qteOfM/9Y5H+hpWRkZFCxYkWzF/6v5FwhxDPEIoV/AFcHV5v6+ReEUoqKFSsWurZFEoAi8nP1Y0q3KbzQ7AVWn1rNwEUD2RO/x9phFUuWIYs5R+bQrnI77q19L4uPLyY+7cYRmH7e9zNKKca0GMM33b7ht7t+I9wvnM93fk7PuT35fs/3pGSmFCmGgxcO4u3sTZB7EG0rtSXpSpLZZ17el7CPlSdXMqTBEJto52kLrk4Ilt9QiEFuQdIESNis5Ixk/jnzD71r9C5yW+AwnzCOJB0xc2SiNJl5eCYejh7cVf0ua4dyg04hnUhIT2B/wn5rh1Io5iz8R1+K5krOFap6Vs0dpEL8pyjftSQAxWCn7Hgs/DF+vvNnAIYsHcLUfVNLVZZ+rauTnwwOG8zD9R7GoA38fuj3PNskpCcw/+h8+tbsm9tBtJF/I6Z0m8Lvd/1OY//GfLHrC3rN68V3e74rdCJwIPEA9XzroZTKnQPAnOPQX8i4wPht4/Fx9mFIgyFmO25pd3VCsGvb/18V5C4JgLBdy6KXkW3Ipm/NvkU+Rh3fOpy6dIq0rDQzRiZKi9iUWFaeXEm/Wv1scuz3DlU6YK/sWXN6jbVDKXFZOVlEX4wmMyeTqp5V8XDysGo8Hh6WP//NzrFgwQIOHDDfEPSSAJhBY//GzL57Np2rdmbijok8s+oZEtITrB1WoV2d/KR95faEVAiha9WuzDo8K88/xV8P/EpmTiaPNnj0hv0b+jfkq65fMaP3DCL8I5i8azI95/bk293fcjnz8m3Pn5WTRVRyFPUq1gOMMy/X9qnN5rObi/3ZTl46ybhN4+gxpwc743Yyqukoi1UhlkbtKrejqmfV3GFuryUJgLBli44voo5PndzOvEUR5hOGRhOVHGXGyERpMWnnJOyVPUPq2+ZNIS9nL5oENGHtmbXWDqVEaa05dfkUWYYsqlWoZtXCv9Yag8G6N3clAbBRFZwq8GnHT/m/1v/H9vPbuX/R/SUyjr255Df5yZAGQ7iceZn5R+cDcCnzEjMPz6RHaI8842hfL9wvnC+7fsnM3jNpGtCULyO/pOfcnnyz+5tbJgJHk4+SbcjOTQAA2ga3ZWfcziLfmYuMi+T5Nc9z9/y7mX90Pn1q9OHPfn9yX537inS8sqpFUAv+uvevPO3/rwp0CyQxI5GsnCwrRCbEzV0duvbuGncX6zi5IwHJhGDlzp74PSw5sYRH6j9i06NAdQrpRFRSFGcun7F2KCUmy5BFRnYGAW4BRbph99lnnxEeHk54eDiTJk1i7NixfPXVV7nvv/3220yYMAGA8ePH06JFCxo1asRbb70FQHR0NGFhYTzyyCOEh4dz+vRpAF544QUaNGhA165duTpRbWRkJK1bt6ZRo0b079+fpKQkADp16sT27dsBSEhIIDQ0FIC0tDQGDhxI/fr16d+/P61atcrdDuD111+ncePGtG7dmvPnz7Nx40YWLlzIyy+/TEREBMeOHSv093E9Sw8DWq4opRgYNpCIgAhe/udlhq8czrCGw3gm4plijVNbEmYfmY2DnUOeyU8a+zemSUATfjnwC4PCBjHz0ExSs1IZ1nBYgY7ZwK8Bk7tO5kDiAb7Z/Q1fRX7F9APTebrx0zxc/+Ebtr86AVh93/q569pUasO0A9PYcX4H7au0L9B5cww5rD29lp/3/0xkfCQVnCowrOEwHqz3YLkY29fcrjb1Op92vsBTrQtREhYdX4SdsuOuGsVrt13JvRKejp7SD6Cc0VrzybZPqOhSkccbPm7tcG6pU0gnJmyfwD9n/uF/9f5n7XAK5Z1F+zlwtvADpeTobK5kX8HFIfmG4XzrV6rAW3c3uOm+O3bs4KeffmLLli1orWnVqhW//vorzz//PCNGGIf+nj17NsuXL2fFihVERUWxdetWtNb07duXdevWUbVqVaKiopg2bRqtWxubJKemptK8eXMmTpzIu+++yzvvvMOXX37JI488wuTJk+nYsSNvvvkm77zzDpMmTbppfF9//TU+Pj4cOHCAffv2ERERkfteamoqrVu35v3332fMmDF8//33vPHGG/Tt25c+ffowYMCAQn+X+ZEaAAuo41OHGb1n0L92f77f+z2PLnuU2JRYa4d1U2lZafx59E96VLtx8pMhDYYQkxLD4uOL+fXAr7Sv3J66vnULdfz6FevzRZcvmN1nNg0qNuCTbZ9w4uKJG7Y7kHgAD0ePPIXMpoFNcbJzYlPs7WtTMrIzmH14Nv3+7Mfza58nPj2esS3HsnLASp5r+pwU/ovo6lCg0gxI2BKDNrD42GLaBLchwC2gWMdSSlHbp7bUAJQzy08uZ3f8bkY2GWnzTUKrVahGDa8a5aofQI42gFK3ncsjPxs2bKB///64u7vj4eHBvffey/r164mLi+Ps2bPs3r0bHx8fQkJCWLFiBStWrKBJkyY0bdqUQ4cOERVlbA5YrVq13MI/gJ2dHYMGGSfLfOihh9iwYQMXL14kOTmZjh2Nw7QOGTKEdevW3Ta+wYON802Eh4fTqFGj3PecnJzo06cPAM2aNSM6OrrQn78gbPu2dCnm5ujGO23foVVQK97d/C73LbqPcW3H0bWadadAOHXpFF7OXnmaeiw5scQ4+UndGyc/6VSlE9UqVGPcpnFkGjKLNftxvYr1+LD9h3T7oxvzj87nxWYv5nn/4IWD1PWtm+eX3dXBlaaBTW/ZnCopI4mZh2Yy49AMkq4k0aBiA8Z3HE+3qt1svualNLh2NmAhbMWO8zs4m3qW55o+Z5bjhfmG8efRPzFoQ5EKHKJ0uZJzhUk7JlHHpw731LrH2uEUSKeQTkzfP50NMRtoE9wmt7murbvVnfpbOX7xOApFda+Cj21/O/fffz9z5szh3LlzuQV5rTWvvvoqw4cPz7NtdHQ07u63TgxvN/qOg4NDbt+Bgg7T6ejomHtce3t7srOzC7RfYclfOQu7q8ZdzO4zmxDPEJ5f+zwfbPnAam2pN57dSN8Ffek0qxPDVw5n9uHZJKQnMOvwLOr41CHCP+KGfezt7Hmk/iNkGjJpGtCUJgFNihWDn6sf7au0Z+HRhWQZ/vsesg3ZHLlwJE/7/6vaVGrD0eSjN0xGderSKd7b/B495vTg691f09C/IVN7TmVG7xn0Cu0lhX8zkdmAhS1adGwRbg5udKnaxSzHC/MJIy07jZjLxZ9VVNi+3w7+RkxKDKObjy41Bel+tfrh4eTB06uepvuc7kzYNqHM1loZtIGM7AxcHVyLtH/79u1ZsGABaWlppKamMn/+fNq3b8+gQYOYOXMmc+bM4f777wegZ8+eTJ06lZQU46iFMTExxMXF5R+XwcCcOXMA+P3337njjjvw8vLCx8eH9evXA/DLL7/k1gaEhoayY8cOgNz9ANq1a8fs2bMBOHDgAHv37r3tZ/L09OTy5dsPqFJQkgCUgKoVqvLrnb/ycP2HmXFoBo+veLzERwk6nnyc0WtHU92rOo80eIQzl88wbvM4uszuwqELhxgUNuimmWzfmn3pXq07LzV/ySyx3FvrXhIzEtlwZkPuuuiL0WTkZFDP98YEoG2ltgBsjt2M1pqtsVsZuXokfeb3YV7UPO6sficL+i3gq65f0SKoRambxMPWuTm64enkKbMBC5uRnp3OipMr6BHao8gFhOvldgSWCcHKvMT0RL7f8z0dq3SkTaU21g6nwGp41WDV/av4rNNnhPuF89vB3xiwaABPrXqqzA3SkJGdgdYaN4eiDcvatGlThg4dSsuWLWnVqhXDhg2jSZMmNGjQgMuXL1O5cmWCg42dvnv06MGDDz5ImzZtaNiwIQMGDLhpQdvd3Z2tW7cSHh7O6tWrefPNNwGYNm0aL7/8Mo0aNSIyMjJ3/ejRo5kyZQpNmjQhIeG/ct8zzzxDfHw89evX54033qBBgwZ4ed04CMe1Bg8ezPjx42nSpIlZOgErrXWxD2JpzZs319f2ji7Nlp1Yxpsb38TT0ZOJnSfSyL/R7XcqpqSMJB7860HSstOY0XsGlTwqobXmSNIRVp1axalLp3irzVslNv5xliGL7n90p5F/I77o8gVgvJv32obXWNBvATW9a+bZ3qANdJ7dmSD3IGNNQdIRfJx9uD/sfgaHDcbfzb9E4i7P7l14L5U9KjO5y2RrhyJKWFJGEgqFt4u3tUPJtfTEUsasG8PUnlPzHbq2KDKyM2j1eyueaPgEzzZ51izHFLZp3KZxzI2ay7x+86jhVcPa4RRZUkYSc47M4YtdXzA4bDCvt37d2iHlOnjwIPXq3XhDr6AS0xM5l3qOOj51cLR3NGNktiEnJ4esrCxcXFw4duwY3bp14/Dhwzg5ORX5mPl950qpHVrrGyf4QfoAlLhe1XtR3as6o9aMYuiyofxf6/+jf+3+t9+xiDJzMnl+zfPEpcUxtddUKnlUAozt1sJ8w4o1dnZROdo50rdmX6YfmE5CegJ+rn4cSDyAq4MroRVCb9jeTtlxR+U7WHhsIbV9avNu23e5q8ZdONs7l3js5VWQW5DUAJRTI/4egVKK3+76zdqhAMa229/t+Y7KHpVpFtjMbMd1cXChWoVqUgNQxh1NOsqcqDkMChtUqgv/AD4uPjzR6AkuZV7i5/0/08CvQanpz3A7adlpONo5lsnCPxiHAe3cuTNZWVlorfn666+LVfgvCkkArCDMN4yZvWcyZt0Y3tz4JpHxkYxpMSbfUQgysjP4OvJrLmRcYFy7cYVq3qK15u2Nb7MzbifjO4ynsX9jc36MYrmn9j38tP8nFh1bxKPhj3LwwkHCfMJu2hbz5eYvMzhsMOF+4dLExwoC3QPZl7DP2mGIEnb60mn2Jhjbph5JOkIdnzpWjgi+3PUlR5OPMqXbFLN31g3zCWNP/B6zHlPYlgk7JuDu4M7TjZ+2dihmM6rpKA5eOMi4TeOo7V2bBn5F63RrS9Kz0nF1NE/zPlvk6emJtVu2SB8AK/F28ebrbl8zrOEwFhxdwH0L72Nr7NY82+yJ38P9i+7np/0/8eexP9mfuL9Q5/h+7/csOr6IEREj6FW9lznDL7YaXjWI8I9g/tH5GLSBQxcO5dsB+CpvF28a+jeUwr+VBLkFkXQliYzsgo1iIMqGladWAuCgHFhwdIF1g8E48s+0/dO4v8793FH5DrMfP8w3jLOpZ7mUWfgxy4Xt2xCzgX9j/mV44+H4uPhYOxyzcbBzYHyH8fi5+vH82udJTE+0dkjFkpWTRZYhq8jt/0XBSAJgRQ52DoxqOoppvabhYOfA4yse56OtH3HxykUm7ZjEw0sfNg5V1mkSLvYuzI+aX+BjL4texuRdk+ldozfDGw2//Q5WcG/tezlx8QSLji0iNSs13w7AwjZcHQo0Li3/kRFE2bQyeiUNKjagc9XOLD622KodDVOzUnl9w+tU9qjM6OajLXKOqzUcRy7IhGBlTbYhm0+3f0qIZwgP1H3A2uGYnY+LDxM7TyQpI4mX171MtsEyQ0eWhPTsdACzdfAX+ZMEwAZEBETwx91/8L96/+O3g7/RaXYnftz3I/fUuod5fefRtVpXulfrzpITS3J/MW5lb/xe3tjwBhH+EbzT9h2bvWt+dQSPSTsnAcYJw4Rtyp0LQIYCLTfOppxlX+I+ulfrTv9a/Um6ksS6M7ee3KawNp7dyE/7firQtuO3jedsylk+aP+BxQYsCPORkYDKqnlR8ziafJQXm72Ik33JtrUuKfUr1uetNm+x7dw2JmyfYO1wiiwtOw2lFC4OLtYOpUwrcAKglLJTSjVRSvVWSnVRSt126kWlVLRSaq9SKlIptd20zlcptVIpFWV6LDv1cMXg6uDK2JZj+bHHj7QObs1XXb/inbbv4OHkAUD/2v1JyUph1clVtzxObEosI1ePxM/Vj8+7fG7THWXdHd3pFdqLhPQEHO0cqeFdujtklWUyGVj5c/VvTfdq3WlbqS0BrgHMP1rwWsjb2XZuGyP/HslnOz7j1KVTt9x23Zl1zI2ay9DwocWei+RWAtwC8Hb25kiS1ACUJZczL/NV5Fc0DWhK16rWnYzT0u6ueTcP1XuI3w7+xpwjc26/gw1Kz07HxcFFJuSzsNt+u0qpmkqp74CjwEfAA8AzwCql1Gal1KNK3fKn1FlrHXHNMERjgb+11rWBv02vhUnL4JZM6TaFDlU65FnfPLA5VT2r3vIfcGpWKiNWj+BKzhW+6voVvi6+lg632K6OgFTHpw6OdmWzt39ZEOBmzPelBqD8WHlyJXV961K1QlXs7ezpW6sv62PWm6UZ2KELh3hu9XMEugcCsOLkiptue/HKRd7a+Ba1vGvxbIRlh+dUShHmE1ZmJ1cqr37Y+wMXMi4wpsUYm60RN6eXmr9Eu8rteH/z+2w7t83a4RSKQRtIz04vE+3/hw4dmmfyr6vWrl1Lnz59rBBRXgVJr94DfgVqaq17aq0f0loP0Fo3AvoCXsDDhThnP2Ca6fk04J5C7FtuKaW4p9Y9bDu3jdOXTt/wfo4hhzHrxnA8+Tifdvz0hrH0bVWEfwSN/RtbpEOfMB9XB1e8nb0lASgnzqeeJzI+km5Vu+Wuu6fWPRi0gUXHFhXr2KcvneaplU/h4eTB1J5TaezfmGUnlt10+7lRc0lIT+C9O94rkaYbdXzrcDT5KHvj91Ia5skRt3bm8hl+OfALfWv2LROj4xTE1U7BIRVCeGHtC/mWGWzVlZwraK1trv2/1hqDwWDtMMzqtgmA1voBrfU6nc9fQq11nNZ6ktZ6Wn77AhpYoZTaoZR60rQuUGsda3p+DggsUuTlUN+afbFTdvnWAkzYPoF1Z9bxastXaVu5rRWiKxqlFL/e9atMvFMKBLkHcT5N5gK43omLJ/hh7w9lqrC46pSp+U9o99x11SpUo2lAUxYcXVDkz5qQnsDwVcPJ1tl82+1bgtyD6Bnak8NJhzlx8cQN22utmXtkLk0DmtKgYskU3npU6wHAg0se5O4FdzNl95QCFaCSMpLYdHaTpcMThfT5zs+xV/aMbDLS2qGUKE8nT77s8iUAz65+lpTMFCtHVDBpWWmAeToAf/bZZ4SHhxMeHs6kSZMYO3YsX331Ve77b7/9NhMmGPtKjB8/nhYtWtCoUSPeeustAKKjowkLC+ORRx4hPDyc06dPM3ToUMLDw2nYsCETJ04EIDIyktatW9OoUSP69+9PUlLSDbEsW7aMunXr0rRpU+bNm1fsz2YOhZ4HQClVC3gbcAUmaK1v9RfvDq11jKm/wEql1KFr39Raa6VUvv9JTAnDkwBVq1YtbJhlUqB7IO0qtePPY38yImJE7pj5sw/P5teDv/JQvYcYVHeQlaMUZVWQWxBnU8+W6DlTs1LznR/DlkzbP425UXOp4lHF5obbLaqVJ1dSy7vWDRMl9a/dn//79/+IjI8sdFv8lMwUnln1DAnpCfzQ44fcPj/dq3Xnk22fsCJ6BcMb5x2xbNu5bZy6fIqnGj9VvA9UCBEBEawZuIZVJ1ex+PhipkRO4evIr7m39r283ebtfJuQZBmyePbvZ9mTsIfve3xP6+DWJRavuLnIuEiWRS/jqcZP5fZjKk+qVqjKZx0/Y/jK4YxZN4bJXSbfdK4di1o6Fs7tLdCmHjlXqK5zcHRwBW7RXCuoIdz50U3f3rFjBz/99BNbtmxBa02rVq349ddfef755xkxYgQAs2fPZvny5axYsYKoqCi2bt2K1pq+ffuybt06qlatSlRUFNOmTaN169bs2LGDmJgY9u0zzomTnJwMwCOPPMLkyZPp2LEjb775Ju+88w6TJk3KjSUjI4MnnniC1atXU6tWLQYNso1yWkH6AFzfDXsc8CrwPDDlVvtqrWNMj3HAfKAlcF4pFWw6djCQb4NSrfV3WuvmWuvm/v7+twuz3Li39r3EpcXx79l/AeMoGh9s+YAOVTpYbGg8IcCYgJZkE6D9CftpN6OdTU9AprVmfcx6ACbtnERmTqaVIyq+hPQEdp7fSfdq3W94r0e1Hrg5uBVqSGIwVuuPWjOKqKQoPuv0GY38G+W+F+QeRNOApiw/ufyG/eYcmUMFpwr5xmJJnk6e9K/dnx97/siKASt4sO6DzIuax/QD0/PdfkrkFPYk7MHL2Yv3Nr/HlZwrJRqvuJHWmvHbxuPv6s+jDR61djhW0zK4Ja+2epX1Mev5bMdn1g7ntnJ0DnbKDnWrwn8BbNiwgf79++Pu7o6Hhwf33nsv69evJy4ujrNnz7J79258fHwICQlhxYoVrFixgiZNmtC0aVMOHTpEVFQUANWqVaN1a2NCX6NGDY4fP87IkSNZtmwZFSpU4OLFiyQnJ9OxY0cAhgwZwrp1eUdLO3ToENWrV6d27doopXjooYeK9dnMpSA1AIuUUr9ora/+5csCQjE278m52U5KKXfATmt92fS8B/AusBAYgrFD8RDgz6KHX/50rNIRXxdfFhxdQBWPKoxeO5oa3jX4pMMn1snsRbkR5B7EpcxLpGWlWWwYxmv9e/ZfcnQOa0+vJdwv3OLnK4qjyUeJS4ujV2gvlkUvY+ahmTzS4BFrh1Usq0+tRqPzLXS7ObrRq3ovlp1YxtiWYwt0HeQYcnh1/atsPbeVD9t/mG9/nx6hPfho60ccTz6eWzNwIeMCq06tYlDYIKsOBxjkHsTYlmOJS4tj4o6J1K9YnxZBLXLf33ZuGz/s/YH+tfrTq3ovhq8czo97f+SZiGesFrOApSeWsidhD++2fbdE/l7ZsoFhAzmWfIzpB6ZT07sm99a+t2QDuMWd+mtlG7I5ceEwge6BuLj6WSSU+++/nzlz5nDu3LncO/Faa1599VWGD89bAxkdHY27+3810D4+PuzevZvly5fzzTffMHv27NxmQKVRQToB9wIqKKWWKaU6AKOBnkB/4H+32C8Q2KCU2g1sBf7SWi/DWPDvrpSKArqZXosCcrR3pE+NPqw5vYZn/n4GJ3snvurylc03kxClX6CbsbtOSQ0FuituFwBbz229zZbmcTblLL8e+LVAc21ctSFmAwCjm4+mbaW2fLvnWy5euWipEEvEipMrCK0QSi3vWvm+379Wf9Ky0wo0JKjWmve3vM/KkysZ02IMfWrkP/JF92rdUSiWR/9XC7Do2CKyDFncV/u+on0QM1JKMa7dOEI8Qxj9z2jOpxr7wly8cpFX179KtQrVGNtyLG0rteXO6nfyw94f8u3TIEpGRnYGk3ZOop5vPfrV6mftcGzCyy1epk1wG8ZtHsf2c9utHU6+zDkBWPv27VmwYAFpaWmkpqYyf/582rdvz6BBg5g5cyZz5szh/vvvB6Bnz55MnTqVlBRjP4mYmBji4m5snJKQkIDBYOC+++7jvffeY+fOnXh5eeHj48P69caa4F9++SW3NuCqunXrEh0dzbFjxwCYMWNGsT+fORSkE3CO1vpLYBDGUX8+B37SWr+ktT50i/2Oa60bm5YGWuv3TesTtdZdtda1tdbdtNYXzPVhyov+tfqTbcgmIT2ByV0mE+wRbO2QRDlwtQ3t1cKPJRm0gd3xu7FTduyN35vbMcxSDl04xP+W/I+Pt33Mw0sevu249Ff9G/MvtX1qE+geyIvNXuRy5mW+3/O9RWM1F4M2sOzEMuYemcvqU6vZFbeL/Qn72X5uu7FAfpPhEhv7N6ZVcCu+2vUViemJtzzH17u/5o8jf/B4+OM8XP/mg8UFuAXQLLBZbgKgtWbOkTk0CWhCLZ/8E5GS5uHkwaTOk0jPTuelf14iKyeLtze+TWJGIh91+Cj3LvOYFmNwsXfhvc3vlamO4aXJrwd/JTY1ltHNR8tY8iYOdg6M7zieKh5VeHHti5y5fMbaIeWRnp1OYnoiCmWWBKBp06YMHTqUli1b0qpVK4YNG0aTJk1o0KABly9fpnLlygQHG8tOPXr04MEHH6RNmzY0bNiQAQMGcPny5RuOGRMTQ6dOnYiIiOChhx7iww8/BGDatGm8/PLLNGrUiMjISN588808+7m4uPDdd9/Ru3dvmjZtSkDAbafRKhla61suQCtgDvA7EA7UBGYCnwLet9vfHEuzZs20yOv7Pd/rDWc2WDsMUY6cvnRah/8crn/c+6PFz3XkwhEd/nO4HrturA7/OVz/c/ofi51r89nNutVvrXTX2V31rEOzdNvf2+o2v7XRf5/8+5b7pWSm6IjpEfrT7Z/mrntjwxu6yfQm+vSl0xaL1xzSs9L16LWjdfjP4fkuBxIO3HL/Y8nHdMT0CP36+tdvus2MgzN0+M/h+v82/J82GAy3jenq9kcuHNFbY7fq8J/D9Z9H/yz0Z7O0ZSeW6fCfw/X9C+/X4T+H65/2/nTDNrMOzbLZ+Mu6+LR43fLXlnrk3yOtHYpNOpF8Qrf5vY2+Z8E9OiUzxWLnOXDg1n9DtNbaYDDoixkX9fHk43pf/D59IOGAjkuNs1hMZV1+3zmwXd+kbF2Q1Phb4DmMI/98q7U+prUejLEt/yyzZySiQIY1HEa7yu2sHYYoRyp7VKZ1cGu+3f0tZ1MsOxrQ1eY/QxsMxcnOia2xlmkGtCx6GU+veppg92B+vetXBoYNZPbdswmpEMKoNaOYuGMi2YbsfPfdGruVbEM2d1T6r037sxHPYq/s+WLXFxaJ1xwS0xN5fMXjLItexvNNn2fFfSuY1WcW33b7lg/bf8jEThOpV7HeLY9Rw6sGQ+oP4c9jf+b+rK61LHoZH2z5gE4hnXizzZsFmnypW7Vu2Ck7lkcvZ86ROXg6eeYOyWlLeob2ZEj9IRy8cJA2wW3y7fMxoM4AGvs3ZsK2CSRnJJd8kOXYV5FfkZmTyYvNXrR2KDYp1CuUTzt+yomLJ3hl3SvkGG7aldNisg3ZxKfFE5UUxenLp8kyZBHoHkgdnzr4u8mgLyWlIAlANsZOv9WA3CEutNb/aK17WiguIYSNUUrxdtu3AXhr41sWbd4QGReJr4svdXzqEBEQwZZzW8x6/LSsNKbum8qYf8bQ0K8hP/f6ObeJU2WPyky/czr317mfqfum8tqG1/I9xoaYDbg5uOUZDjPQPZCH6z/M0hNLbXL0ouPJx/nfkv9x+MJhPuv0GY83fJxgj2DqV6xP28pt6VOjD92qdbv9gYAnGz1JkHsQ729+P0+StOnsJl5d/ypNApowvsN4HOwKNtq0n6sfzQObs+jYIlaeXEmfGn2s2vn3Vp5v9jzvtH2HTzp8km8TEztlx/+1/j8uZV5i4s7S20mwtEnNSmV+1Hzuq3MfoV6h1g7HZrWp1IZXWr7CP2f+4fOdn5fYeTOyMzibcpYjSUeIS4vDyd6JEM8QanvXxs/VTwYyKWEFSQAeBO4DugD5Dm+hysPc2kIIKntU5qXmL7E5djNzo+Za7Dy74nYR4R+BUopWwa04dOFQse+kJqYnMi9qHiP+HkH7me2ZuGMinUM68233b/Fy9sqzrbO9M2+2eZMnGj7B0hNLiYyLzPO+1pp/z/5Lq+BWONo75nnv8YaP4+viy4TtE2yqDfjm2M08tOQhMrIz+KnnT8UeWtPN0Y0xLcZwOOkwsw4bK4P3J+zn+TXPU92rOl90+aLQBfieoT05m3qWLEMWA+oMKFZ8luRg58C9te/F28X7ptuE+YbxSP1HmBc1jx3nd5RccOXYvoR95OgcOod0tnYoNu+Bug8wKGwQP+3/iT+PWm4wRq01l65cIvpiNMeSj5F8JRlvZ29qetck1CuUCs4VClRDKMyvIAnAd0A0MEVrnTsdolLKSSnVRSk1DeNwnkKIcmBAnQG0CmrFhO0TiE2Jvf0OhZSQnsCZlDO5d9ZbBrUEijYa0OlLp5m2fxpDlg6h8+zOvLXxLY4lH2Ng2ECm9pzKxM4Tb1lIHdZwGBVdKjJp56Q8hfkTl04QkxKT75CW7o7uPNP4GXac38Ha02sLHbMlzD0yl6dXPk2geyC/9/6dhv4NzXLcblW70bZSW77c9SU7z+/kmb+fwcfFh2+6fXNDUlWg45maATXyb0QdnzpmidGanmr8FJXcKzFu0ziycrKsHU6Ztyd+D4DNDhtsa15p+QqtglvxzqZ3brjJUVwGbSAhPYGoZGMzn8yczNxmPpU8Ktls7V55UtBhQHOAGUqps0qpA0qp40AU8AAwSWv9swVjFELYEDtlx9tt38agDby96W2z3+W+2qY8IiACMP4zd3d0L1ACoLXmQOIBvtz1JfcuvJe75t/FhO0TSM1K5enGTzPn7jksvXcpr7R8hRZBLW47QoiboxvDGw9nx/kduUN+gnH0HyDfBADg3jr3ElohlM92fEaWwXoFP4M2MHHHRN7e9Datglsx/c7pVPKoZLbjK6V4teWrZORkMHTZULTWfNPtGwLcijbKha+LL++1e4/XWuXf7Kq0cXN047VWr3Hs4jGmHZhm7XDKvD3xe6juVb1IyWd55GjnyKcdPyXYPZhRa0YVu2/XxSsXWXJ8CWPWjeF82nnOp57H0c7R2MzHx9jMp6BNAoXl3fYnobXOAL4GvlZKOQJ+QLrWOtnCsQkhbFQVzyq82OxF3t/yPvOPzjfrxDK74nbhZOdE/Yr1AWNzi2aBzdgSm38/gGxDNjvP72T16dWsPrWa2NRY7JQdTQKaMKbFGDqHdKaKZ5UixzOg9gCm75/O5zs/p13ldtgpOzbEbKCGV42bFqYd7Rx5odkLjFozinlH5jGobslP/Z6enc7rG15n5cmVDKwzkFdbvWqRf76hXqEMbzSc6QemM6XblGK3vb675t3mCcxGdAzpSLeq3fhm9zf0DO1JiGeItUMqk7TW7EnYQ/vK7a0dSqni5ezF5K6Teeivhxi5eiRPN346zyy8ro6uRPhH3HQytZOXTrL29Fr+OfMPO8/vJEfn4OviS/+w/tTwrmGWIT2FZRTqv4HWOgswf52/EKLUGRg2kBUnV/DBlg84cfEEQxoMwc8MszdGxkUS7heOk71T7rpWQa1Yd2Yd51LP5XbWBeMdp4eWPET0pWic7Z1pU6kNTzd+mo4hxhmzzcHR3pFnmzzL2PVjWXZiGZ2rdmb7ue23LdR3DulMs8BmfL37a/rU7FOik/UlpCfw3Orn2Jewj5ebv8zD9R+2aDvbpxo/xePhj9/QH0IYvdLyFTYu2Mj7W95nStcp0ubZAs6knOFCxgUa+TeydiilTg2vGkzoOIERf4/ghbUv3PC+g50DTQOa0rZSW9pWaktadhr/nP6HNafXEH0pGoDaPrV5LPwxOoZ0pKFfQw4fOmzzhf8333yTDh060K3bjQMfDB06lD59+jBgwAA6depESkoK27cbJ1Dbvn07o0ePZu3ataxdu5YJEyawePHikg6/2KQuRghRJHbKjo/bf8ynOz5l+oHpzDg0gwF1BjC0wdA8hfTCSM9O52DiwRuGVmwV3Aow9gPoW7Nv7voPtnzAmctn+OCOD+hatetN71IV153V72TqvqlM3jUZFwcXMg2ZN23+c5VSitHNR/PAXw8wdd9URjYZaZHYrheVFMWIv0eQfCWZSZ0n0aVqlxI5rxT+by7IPYjnmj7HR1s/YvnJ5fQK7WW2Yxu0gUMXDrHx7EZ2nt9J08CmPFz/YZztnc12jtLgavv/xv6NrRxJ6dS2cluWD1hOUkZSnvWJ6Ylsit3ExrMbmbRzEpN2TgKMSUGLwBYMrjuYTiGdqOxR2QpRF0zuuPd2eZt8vvvuuwU+RlxcHEuXLuXOO+80d3hWIwmAEKLI/N38+aj9Rzzd+Gl+3Psjsw7NYvbh2dxT6x4eC3+s0E1v9iXsI1tn5xlaE4x3l3ycfdgSuyU3AVh2YhlLTixhRMQIizcbsVN2jGo6ihF/j+D9Le/j6uBKs8Bmt90v3C+cO0PvZPr+6QysM5BA90CLxrkxZiMv/fMSrg6u/NTrJxpUbGDR84mCGxw2mIXHFvLx1o9pW6ktFZwqFOt4hy8cZuq+qWyO3cyFjAuAcZSu9THrmXNkDqObj6Zr1a7lprZhT/weXB1cqeld09qhlFoBbgH59t9pW7ktL/ES8WnxbI7djIuDC22C2+Dh5GGFKAsmOjqanj170qpVK7Zt20ZQUBDx8fEopXjsscd44YUX8tzlv52XX36Z999/XxIAIYS4VrUK1Xi33bsMbzycn/b9xLyoecyLmkefGn0Y1nBYgduFXx2JIsI/Is96O2VHi6AWbIndgtaauLQ4xm0eRyO/RgxrOMy8H+Ym2lduT7PAZuw4v4MOVToU+A7rc02fY9WpVXwV+RXvtiv4HafCmn14Nh9s+YCa3jX5qutXRa6FEZZhb2fPm23e5MG/HuSLnV/wRus3inysbEM2o/8ZTWJGIh2qdKBdpXa0Dm6Nv5s/m85u4pNtn/DC2hdoGdSSMS3GEOYbZsZPYpv2xO8h3C9cOplakL+bf5Futny89WMOXThk1ljq+tbllZav3HKbqKgopk2bhqOjI2PHjmXfPuPcLMnJyYU+X5s2bZg/fz5r1qzB09OzKCHbnIKMAiSEEAVS2aMyb7R+g6X3LuWBug+wPHo5/f7sx5h1Y4hKirrt/rvidlHDq0a+46u3Cm7F+bTzRF+K5s2Nb5KZk8n7d7xfYv/wlVI83/R5FIqOVToWeL8qnlV4sO6DLDi6gMMXDlsktkk7JjFu8zjaVmrL9DunS+HfRjWo2IAH6j7A7MOz2Ru/t8jHWXpiKdGXohnXdhwftf+Iu2venTuDaptKbfjj7j94vdXrHE46zMDFAxm3aVxuLUFZdCXnCoeSDtHIT9r/i/9Uq1aN1q1bU6NGDY4fP87IkSNZtmwZFSoUrfbtjTfe4L333jNzlNYjqbIQwuwC3QN5peUrPN7wcaYfmM6sQ7NYemIp3ap244lGT+SO8HMtgzYQGR9Jj2o98j1m6+DWALzx7xvsid/DG63eKPHZPiMCIvjznj+p6lm1UPs90egJ5h+dz8QdE/mm+zdmjWnn+Z38uO9H7qt9H2+0fkPugNq4ZyOeZWX0St7d/C4zes8o9M8r25DNlN1TqOdb76b9OxzsHBhcdzB3Vr+TKbunMPPQTJaeWMrTEU8zuO5gHO3KVn+Ng4kHyTZkSwdgG3W7O/WW4u5uHHjBx8eH3bt3s3z5cr755htmz57N1KlTc7fbsmULw4cPB4z9Avr27Zvv8bp06cIbb7zB5s2bLR98CZAaACGExfi5+vFisxdZft9yhjcazpbYLQxaPIgRf49gd/zuPNseTz7O5czLueP/Xy/EM4Qg9yD2xO+hXeV2DAwbWAKf4EbVvaoXesp6L2cvnmz0JP+e/ZeNZzeaLRatNZN2TsLf1Z9XWr4ihf9SwMPJg7GtxnLowiF+O/hbofdfdGwRpy+fNg7XeJv2/V7OXoxtOZa5fefS0L8hn2z7hHv/vJf1Z9YXNXybdLUDsCQAIj8JCQkYDAbuu+8+3nvvPXbu3Jnn/VatWhEZGUlkZORNC/9XvfHGG3zyySeWDLfESAIghLA4bxdvnm3yLMsHLGdkk5Hsid/DQ0se4okVT7Dt3DYAdsUbJwC7vgPwVUopOlTugLezN++2fbfUdW58oO4DVPaozKfbPyXHkGOWY66PWc+uuF081fgpmx9yT/ynW9VudKjSga8ivyrUbNpZhiy+3fMt9SvWp1NIpwLvV9O7Jt90+4Yvu3yJRvPM38/w9KqnOX7xeBGitz17EvZQ2aOyWYYhFmVPTEwMnTp1IiIigoceeogPP/zwtvtkZ2fj7HxjP6+77roLf3//225XGihzz+JpCc2bN9dXx18VQpR+aVlpzD48m5/3/0xiRiJNA5oCEH0pmrUD1960cH8l5wppWWn4uPiUZLhms+zEMl5e9zLj2o3jnlr3FOtYBm1gwKIBXMm+woJ7FpS5Zh1lXUxKDP3/7E/r4NZ80eULALJyslgfs55VJ1fR0L8hg8MG5/ldmHtkLm9vepuvun5FhyodinTerJwsfj/0O9/s/oaM7AwG1x3M0xFPF3tUImvqMacHEf4RfNKxbNyZLQsOHjxIvXr1rB1GkRgMBlq0aMEvv/xC/fo3Nle91ueff05MTIxN1Ark950rpXZorZvnt73UAAghSpyboxtDw4ey7L5ljG05ljMpZ9gZt5MI/4hb3tl3tncutYV/gJ6hPWno15DJuyaTnp1erGMtObGEqKQoRjYZKYX/UqiyR2Webvw0a06vYdr+aXy45UO6/tGVUWtGserUKj7Y8gEjV4/MHZc9K8d497+RX6NizXbraO/IkAZDWNx/Mf1q9eO3g7/RZ14fNsaYr2laSYpLiyM2NVaa/wizOHv2LOHh4bRu3fq2hf/HH3+c33//nREjRpRQdOZl8RoApZQ9sB2I0Vr3UUpVB2YCFYEdwMNa68xbHUNqAIQo2zJzMll1chX1K9Yv8Y69JW3H+R0MXTaU55o8xxONnijSMbJysrh7wd1UcKrAzD4zsVNyL6c0yjJkMWjxIKKSonC0c6RzSGf61epnHMnn8B9M2D4BH2cfPurwEScunmDc5nF80+0b2lVuZ7YYDl04xGsbXuP0pdN82/1bmgY2NduxS8LfJ//m+bXP89tdv0kSYENKcw1AaWWLNQCjgIPXvP4YmKi1rgUkAY+XQAxCCBvmZO/EXTXuKvOFf4Bmgc3oEtKFH/f9SGJ6YpGO8ceRP4hJiWFU01FS+C/FHO0c+bzT57zX7j3WDFzDp50+pUOVDjjaOfJgvQf5vffvuDm68fjyx5m4YyIR/hG0rdTWrDHU9a3L992/J8g9iBF/j+BA4gGzHt/SdifsxtHOkbq+da0dihClikX/cyilqgC9gR9MrxXQBZhj2mQacI8lYxBCCFvzfLPnycjOYMruKYXeNy0rjW/3fEuLoBZmLwyKkhdSIYR+tfrh5ex1w3t1fesyq88s+tbsS1p2GiObjLRI5/eKrhX5vsf3eDp58tTKpzieXHo6B++J30M933o42TtZOxRxndLQx7SsKMp3belbR5OAMYDB9LoikKy1zja9PgNUzm9HpdSTSqntSqnt8fHxFg5TCCFKTnWv6gwMG8isw7OYcWhGgfc7mnSU1za8xoWMC4xqOqrUjYQkCs/N0Y337niPfwf/S8vglhY7T5B7EN/3+B47ZccTK58gJiXGYucyl2xDNvsT9kvTHxvk4uJCYmKiJAElQGtNYmIiLi4uhdrPYoNGK6X6AHFa6x1KqU6F3V9r/R3wHRj7AJg3OiGEsK7RzUdzLvUcH2z5gKycLB5p8Ei+2xm0gQ0xG/jlwC9sjt2Ms70zTzV+isb+jUs4YmFNHk4eFj9HtQrV+Lb7tzy6/FGeXPEkC/otwNHedjuYRyVFkZGTIQmADapSpQpnzpxBbuCWDBcXF6pUqVKofSw5a0w7oK9S6i7ABagAfA54K6UcTLUAVQDbv80ghBBm5mTvxKedPuWVda8wfvt4Mg2ZDGs4LPf9S5mXWHh0ITMPz+TkpZMEuAUwqukoBtQegLeLt/UCF2VamG8Yr7V6jVfXv8qRpCM08Gtg7ZBuSiYAs12Ojo5Ur17d2mGIW7BYAqC1fhV4FcBUAzBaa/0/pdQfwACMIwENAf60VAxCCGHLHO0c+aTDJ7y24TU+3/k5WYYsOod0ZuahmSw5sYT07HQa+Tfikw6f0K1aNxnuU5SIq/Ny7EvYZ7MJQPTFaGYcmoGfqx+V3CtZOxwhSh1rzBv/CjBTKfUesAv40QoxCCGETXCwc+DDOz7E0c6RryO/5uvIr3Gxd6F3jd4MChtEvYoylJ4oWcHuwfg4+7A/cb+1Q7mB1pqFxxby/pb3cbJ34qP2H0lfGCGKoEQSAK31WmCt6flxwHI9mYQQopSxt7NnXLtxhFYIxcXBhb41++Y7KowQJUEpRX2/+jaXAKRkpjBu8ziWnFhC88DmfNj+Q4Lcg6wdlhClkjVqAIQQQlzHTtkVeWIwIcwtvGI4P5z9gfTsdFwdXK0dDudSz/HoskeJTY3l2YhnGdZwGPZ29tYOS4hSSxIAIYQQQuTRoGIDcnQOhy8cJiIgwtrh8NmOz0hIT+CnXj/RJKCJtcMRotSTKSSFEEIIkcfVzr+20Axof8J+lp5YysP1H5bCvxBmIgmAEEIIIfIIcAvA39Wf/QnWTQC01kzYPgFfF18eC3/MqrEIUZZIAiCEEEKIGzTwa8C+xH1WjeGfM/+w/fx2nmr8VIlMhiZEeSEJgBBCCCFu0KBiA6IvRpOSmWKV82cbspm4YyKhFUIZUGeAVWIQoqySBEAIIYQQN2hQsQEazcELB61y/vlH53P84nGeb/q8TIInhJlJAiCEEEKIG1ztCHwg8YBFz6O1JiE9Aa117rq0rDS+2vUVTQKa0KVqF4ueX4jySIYBFUIIIcQNfF18qeReiX0JlusHkJGdwbN/P8uWc1vwcvainm896vnWIyE9gcSMRCZ1niQz/QphAZIACCGEECJfDfwaWGwo0CxDFi/98xJbz23lsfDHuHjlIgcvHOTXg7+SZciiR7UeNjEHgRBlkSQAQgghhMhX/Yr1WXlyJRevXMTL2ctsx80x5PDa+tdYd2Yd/9f6/xgYNjD3vaycLKIvRVPFs4rZzieEyEv6AAghhBAiXw0qmr8fgNaadze/y7LoZbzU7KU8hX8AR3tHavvUxtXB1WznFELkJQmAEEIIIfJVv2J9wHwzAmut+WTbJ8yLmsfwRsMZGj7ULMcVQhSOJABCCCGEyJeXsxdVPauabUbgKbun8OvBX/lfvf8xImKEWY4phCg8SQCEEEIIcVMNKpqnI/C0/dOYsnsK99S6hzEtxsjoPkJYkSQAQgghhLipBn4NiE2NJTE9scjH+OPIH0zYPoEe1Xrwdpu3sVNS/BDCmiz2G6iUclFKbVVK7VZK7VdKvWNaX10ptUUpdVQpNUsp5WSpGIQQQghRPFc7Ahe1FmDJ8SWM2zSOOyrfwUftP8Lezt6c4QkhisCSKfgVoIvWujEQAfRSSrUGPgYmaq1rAUnA4xaMQQghhBDFUK9iPRSqSAnAmlNreG3DazQLbMbEThNxtHe0QIRCiMJS1069bbGTKOUGbACeBv4CgrTW2UqpNsDbWuuet9q/efPmevv27RaP86aWjoVze613fiGEEMKK7lGxaDQ/60B8KNgd/M1kMELFUQcnvtcBeEirY1GeBDWEOz+yaghKqR1a6+b5vWfR30allL1SKhKIA1YCx4BkrXW2aZMzQOWb7PukUmq7Ump7fHy8JcMUQgghxC2M1t7EkMNQdZ7zZN92+0iu8JyKpyqOTNH+UvgXwsaUVA2ANzAf+D/gZ1PzH5RSIcBSrXX4rfa3eg2AEEIIUc5tO7eNkatH4u3szXfdv6Nqhar5bnf4wmEeXf4oPs4+/NzrZ/zd/Es4UiEEWLEG4CqtdTKwBmgDeCulHExvVQFiSiIGIYQQQhRdi6AW/NjzR1KzUnlk6SMcSTpywzYnLp7gyZVP4ubgxvc9vpfCvxA2yuH2mxSNUsofyNJaJyulXIHuGDsArwEGADOBIcCflopBCCGEEObToGIDpvWaxhMrn2DosqG0Dm6Np5MnFZwq4OnkyezDswH4vsf3VPKoZOVohRA3Y7EEAAgGpiml7DHWNMzWWi9WSh0AZiql3gN2AT9aMAYhhBBCmFEN7xpMv3M6721+j+PJx7mceZlLmZfIyMnA18WX77p/R3Wv6tYOUwhxCyXSB6C4pA+AEEIIYdsyczJRSuFoJ0N9CmELbtUHwJI1AEIIIYQoJ5zsZV5PIUoLGZdLCCGEEEKIckQSACGEEEIIIcoRSQCEEEIIIYQoR0pFJ2ClVDxw0tpxlAJ+QIK1gxClllw/ojDkehHFIdePKCi5VoqumtY638k4SkUCIApGKbX9Zr29hbgduX5EYcj1IopDrh9RUHKtWIY0ARJCCCGEEKIckQRACCGEEEKIckQSgLLlO2sHIEo1uX5EYcj1IopDrh9RUHKtWID0ARBCCCGEEKIckRoAIYQQQgghyhFJAKxMKRWilFqjlDqglNqvlBplWu+rlFqplIoyPfqY1v9PKbVHKbVXKbVRKdX4mmP1UkodVkodVUqNvcU5h5iOG6WUGnLN+gdMx92jlFqmlPKz5GcXxWNj184g07H3K6U+tuTnFkVjpetlmVIqWSm1+Lr11ZVSW0z7z1JKOVnqc4vis7Fr51nTvlr+R9kmG7tefjPtv08pNVUp5Wipz13qaK1lseICBANNTc89gSNAfeATYKxp/VjgY9PztoCP6fmdwBbTc3vgGFADcAJ2A/XzOZ8vcNz06GN67gM4AHGAn2m7T4C3rf39yFIqrp2KwCnA37TdNKCrtb8fWax7vZi27QrcDSy+bv1sYLDp+TfA09b+fmQpNddOEyAUiL76/0oW21ps7Hq5C1CmZYb8rflvkRoAK9Nax2qtd5qeXwYOApWBfhgLUpge7zFts1FrnWRavxmoYnreEjiqtT6utc4EZpqOcb2ewEqt9QXTcVYCvfjvF8RdKaWACsBZc35WYV42dO3UAKK01vGm7VYB95ntgwqzsML1gtb6b+DytetMf1+6AHOuP6ewTbZy7ZjW79JaR5vhYwkLsbHrZYk2AbZec+xyTxIAG6KUCsV4d2MLEKi1jjW9dQ4IzGeXx4GlpueVgdPXvHfGtO56+W6ntc4Cngb2Yiz41wd+LNIHESXOmtcOcBQIU0qFKqUcMP5RDynSBxElooSul5upCCRrrbOLuL+wIitfO6KUsZXrxdT052FgWVH2L4scrB2AMFJKeQBzgee11peMN8mMtNZaKaWv274zxl+UO8x0fkeMCUATjE07JgOvAu+Z4/jCcqx97Witk5RSTwOzAAOwEahpjmML87P29SJKL7l2RGHY2PXyNbBOa73eAsculaQGwAaYCt9zgd+01vNMq88rpYJN7wdjbJ9/dftGwA9AP611oml1DHnvulYBYpRSrZRSkaal7822AyIAtNbHTFVlszG2yxM2zEauHbTWi7TWrbTWbYDDGNt8ChtTwtfLzSQC3qbaotz9i/vZhGXZyLUjSglbul6UUm8B/sCLxf1cZYq1Oh/IYlwwtrufDky6bv148naW+cT0vCrGJhdtr9veAeOd++r811mmQT7n8wVOYOy86WN67gtUAmL5ryPnOOBTa38/stj+tWN6L8D06ANEAnWs/f3IYt3r5ZrtO3Fjx7w/yNsJ+Blrfz+ylI5r55r3opFOwDa52NL1AgzDWCvtau3vxdYWqwdQ3heMVV0a2GMqOEVi7LVeEfgbiMLYqfJqQesHIOmabbdfc6y7MN55PQa8fotzPmb6ZTsKPHrN+qcwdtbZAywCKlr7+5Gl1Fw7M4ADpmWwtb8bWWzmelkPxAPpGNvv9jStr4GxQ95RjMmAs7W/H1lKzbXznOl1Nsb+aj9Y+/uRxaavl2zTvleP/aa1vx9bWWQmYCGEEEIIIcoR6QMghBBCCCFEOSIJgBBCCCGEEOWIJABCCCGEEEKUI5IACCGEEEIIUY5IAiCEEEIIIUQ5IgmAEEIIIYQQ5YgkAEIIIYQQQpQjDrffxPr8/Px0aGiotcMQQgghhBCiVNixY0eC1to/v/dKRQIQGhrK9u3brR2GEEIIIYQQpYJS6uTN3pMmQEIIIYQQQpQjkgAIIYQQQghRjkgCIIQQQgghRDlSKvoACCGEEEKIsid0rQabaQAAEaRJREFU7F+5z6M/6m3FSMoXi9UAKKWmKqXilFL7rln3tlIqRikVaVrustT5hRBCCCGEEDeyZBOgn4Fe+ayfqLWOMC1LLHh+IYQQQgghxHUslgBordcBFyx1fCGEEEIIIUThWaMT8LNKqT2mJkI+Vji/EEIIIYQQ5VZJJwBTgJpABBALfHqzDZVSTyqltiultsfHx5dQeEIIIYQQQpRtJZoAaK3Pa61ztNYG4Hug5S22/U5r3Vxr3dzfP99ZjIUQQgghhBCFVKIJgFIq+JqX/YF9N9tWCCGEEEIIYX4WmwdAKTUD6AT4KaXOAG8BnZRSEYAGooHhljq/EEIIIYQQ4kYWSwC01g/ks/pHS51PCCGEEEIIcXvWGAVICCGEEEIIYSWSAAghhBBCCFGOSAIghBBCCCFEOSIJgBBCCCGEEOWIJABCCCGEEEKUI5IACCGEEEIIUY5IAiCEEEIIIUQ5IgmAEEIIIYQQ5YgkAEIIIYQQQpQjkgAIIYQQQghRjkgCIIQQQgghRDkiCYAQQgghhBDliCQAQgghhBBClCMO1g5ACCGEEMIaQsf+led19Ee9rRSJECVLagCEEEIIIYQoR6QGQAghiuHaO4hy91AIIURpIDUAQgghhBBClCOSAAghhBBCCFGOSAIghBBCCCFEOSIJgBBCCCGEEOWIJABCCCGEEEKUI5IACCGEEEIIUY7IMKBCCCEEMimUEKL8kARACCGEEEIAkgiXF9IESAghhBBCiHJEEgAhhBBCCCHKkUInAEopH6VUowJsN1UpFaeU2nfNOl+l1EqlVJTp0aew5xdCCCGEEEIUXYESAKXUWqVUBaWUL7AT+F4p9dltdvsZ6HXdurHA31rr2sDfptdCCCGEEEKIElLQTsBeWutLSqlhwHSt9VtKqT232kFrvU4pFXrd6n5AJ9PzacBa4JWChyuEEEKI8uTaTqnSIVUI8yhoEyAHpVQwMBBYXIzzBWqtY03PzwGBxTiWEEIIIYQQopAKmgC8CywHjmqttymlagBRxTmx1loD+mbvK6WeVEptV0ptj4+PL86phBBCCCGEECYFSgC01n9orRtprZ8xvT6utb6vCOc7b6pJwPQYd4tzfqe1bq61bu7v71+EUwkhhBBCCCGuV6A+AEopf+AJIPTafbTWjxXyfAuBIcBHpsc/C7m/EEIIIYQoo2QispJR0E7AfwLrgVVATkF2UErNwNjh108pdQZ4C2PBf7ZS6nHgJMY+BUIIIYQQQogSUtAEwE1rXajRerTWD9zkra6FOY4QQgghhBDCfAraCXixUuoui0YihBBCCCGEsLiCJgCjMCYBGUqpy6blkiUDE0IIIYQQQphfgZoAaa09LR2IEEIIIYQQwvIK2gcApVRfoIPp5VqtdXEmBBNCiDxkts8byWgYQgghLKGgw4B+BLQAfjOtGqWUaqe1ftVikQkhbI4U0oUQQojSr6A1AHcBEVprA4BSahqwC5AEQAghyiipgRBCiLKpwE2AAG/ggum5l/lDEUIIIYQtkSRQlEfX13aXxd+DgiYAHwK7lFJrAIWxL8BYi0UlCkSaYwghhBBCiMIq6ChAM5RSazH2AwB4RWt9zmJRCSGEEEIIISzilgmAUqqu1vqQUqqpadUZ02MlpVQlrfVOy4YnRPklNTxCCHGjstgco7DkOxDFdbsagJeAJ4BP83lPA13MHpEQNkD+uAohhBCirLplAqC1fsL02LlkwhFCCCFsh9TECWF9clPO/G7XBOjeW72vtZ5n3nCEEKJ8kIKlEKK0kL9XZc/tmgDdfYv3NCAJgBBCCFHOlZUCotxpFgVV2q+V2zUBerSkAhFClD6l/Q+gKN+sXWgtrb8/pTXu0qIkr8vS/LO09u9vaXe7JkAv3up9rfVn5g1HCCGEEOWFFOKEsI7bNQHyLJEohBDiOqX5zpQQpYH8jglRft2uCdA7JRWIEMK2SOGg/JG7sUIIUT7crgnQGK31J0qpyRg7/eahtX7OYpEJUQpIgUkIIYQlyc2Yginq91Rev9/bNQE6aHrcbulAbJ0U9IQQQgghRFlwuyZAi0yP00omHFEeldfs25okoRVFJdeOsCRb/H9gizHlR343RWHcrgnQwlu9r7Xua95whBDWUBr/wYHtximEEAUhf9OEtdyuCVAb4DQwA9gCKItHJIQQQpQiUogTQpQ2t0sAgoDuwAPAg8BfwAyt9X5LBybykn8wQghhffK32DbJz0XYgtLUDOt2fQBygGXAMqWUM8ZEYK1S6h2t9ZclEaAQQgjzkwKTEOYjv0+itLldDQCmgn9vjIX/UOALYL5lwyq75I+EEKKo5O+HEEIIc7hdJ+DpQDiwBHhHa73PHCdVSkUDl4EcIFtr3dwcxxXmU5qqscoLKfyJ/Fj7urDk+a392YQQoqy6XQ3AQ0AqMAp4TqncPsAK0FrrCsU4d2etdUIx9rcq+cckisqc145chyVLvm9hSXJ9CSFKyu36ANiVVCBCXEv+EYryRq55kZ/8rgupoRVCFNdt+wBYiAZWKKU08K3W+jsrxSFKEfmnJ0TZdn1htyj7yd8GIYS4PWslAHdorWOUUgHASqXUIa31ums3UEo9CTwJULVqVWvEKIQQwkKkxkMIIazHKgmA1jrG9BinlJoPtATWXbfNd8B3AM2bN9clHmQJKg13r+SftXwHQoiyr6i1MEKI0qXEEwCllDtgp7W+bHreA3i3pOMQQgghhCiK0nDjTohbsUYNQCAw3zSikAPwu9Z6mRXisFlyp1kIIYQQQlhKiScAWuvjQOOSPq8QQlwlSXbpJT87IYQoPmt1Ahai2IpaEJBh9URByXUhhBCiLJIEoJy5XeH36rqSikEKVUIIUTxSKyKEKCxJAIQQpZYUfIQQQojCkwRACBsgBVkhhBBClBRJAESRSaFVlCVyPQshhCgv7KwdgBBCCCGEEKLkSAIghBBCCCFEOSIJgBBCCCGEEOWI9AEQQgghhBDFIv2oShepARBCCCGEEKIckQRACCGEEEKIckQSACGEEEIIIcoRSQCEEEIIIYQoRyQBEEIIIYQQohyRBEAIIYQQQohyRBIAIYQQQgghyhFJAIQQQgghhChHJAEQQgghhBCiHJEEQAghhBBCiHJEEgAhhBBCCCHKEUkAhBBCCCGEKEckARBCCCGEEKIckQRACCGEEEKIckQSACGEEEII8f/t3W2MFVcdx/HvL1Dqc1xYaJBiAR+Ia9NSSkusxofyAqgP1EjSJbVp1aYRJVqNL2hqlGjfQNNgomJtKLEaQoulhrahKBLQJkQo6panirsg2uJasaVaE1O67d8Xc7bcvezSe5fdO3Pv/D7JyZ05c+bMmcl/d+//zpy9ViJOAMzMzMzMSsQJgJmZmZlZieSSAEhaIOmwpB5Jy/MYg5mZmZlZGTU8AZA0BvghsBDoAJZI6mj0OMzMzMzMyiiPOwBXAj0RcTQiTgH3A4tyGIeZmZmZWenkkQBMAZ6uWH8m1ZmZmZmZ2ShTRDT2gNJiYEFE3JzWbwDmRsSyqna3ALek1ZnA4YYOtLm1A//KexDWlBw7VivHig2XY8dq4Tg5dxdFxMTBNoxt9EiA48DUivULU90AEXEPcE+jBtVKJO2NiDl5j8Oaj2PHauVYseFy7FgtHCejK49HgJ4A3iNpuqRxQCfwcA7jMDMzMzMrnYbfAYiIPknLgF8CY4B1EXGw0eMwMzMzMyujPB4BIiK2AFvyOHZJ+NEpGy7HjtXKsWLD5dixWjhORlHDJwGbmZmZmVl+cvkmYDMzMzMzy4cTgAKQNFXSDkmHJB2U9NVUP17SNknd6bUt1V8vaZ+k/ZJ2Sbq0oq8Fkg5L6pG0/CzHvDH12y3pxor6JanffZK2SmofzXO3c1Ow2Lku9X1Q0srRPG+rX06xslXSC5IeraqfLml32v+B9A8hrKAKFjvL0r7hv0/FUrA4WZ/2PyBpnaTzRuu8m1ZEuORcgMnA7LT8VuDPQAewClie6pcDK9PyVUBbWl4I7E7LY4AjwAxgHPAk0DHI8cYDR9NrW1puI5sT8k+gPbVbBazI+/q4NEXsTAD+BkxM7e4D5uV9fVzyi5XUdh7wSeDRqvqNQGdavhtYmvf1cWma2LkMmAYc6/9b5VKMUrA4uQZQKhv8O+bM4jsABRARvRHxh7T8IvAU2bcjLyJ7I0V6vTa12RURJ1P978i+SwHgSqAnIo5GxCng/tRHtfnAtoh4PvWzDVjA6R+WN0sS8Dbg7yN5rjayChQ7M4DuiDiR2v0a+MyInaidsxxihYjYDrxYWZd+t1wNPFh9TCumosROqv9jRBwbgdOyEVawONkSCbCnom9LnAAUjKRpZJ9w7AYuiIjetOkfwAWD7PIF4LG0PAV4umLbM6mu2qDtIuJlYCmwn+yNfwdw77BOxBouz9gBeoCZkqZJGkv2C37qmbtbETQoVoYyAXghIvqGub/lKOfYsSZRlDhJj/7cAGwdzv6tLJd/A2qDk/QWYBNwa0T8J/ugLBMRISmq2n+M7IfmQyN0/PPIEoDLyB7t+D5wG3DHSPRvoyfv2ImIk5KWAg8ArwK7gHeNRN82svKOFWtejh2rRcHiZA3w24h4fBT6bmq+A1AQ6c33JmB9RDyUqp+VNDltn0z2fH5/+0uAtcCiiHguVR9n4KeuFwLHJc2V1JXKp4ZqB8wCiIgj6bbZRrJn9KzAChI7RMQjETE3Ij4AHCZ7/tMKpMGxMpTngLenO0Wv7X+u52ajqyCxYwVXpDiR9G1gIvD1cz2vlpTX5AOX04XsufufAt+rqr+TgRNnVqXld5I9cnFVVfuxZJ/cT+f0xJn3D3K88cBfyCZvtqXl8cA7gF5OT+T8LnBX3tfHpfixk7ZNSq9tQBfw3ryvj0t+sVLR/qOcOUHv5wycBPylvK+PS3PETsW2Y3gScKFKkeIEuJnsTvQb874uRS25D8AlILvtFcC+9Mapi2wG+wRgO9BNNqmy/43WWuBkRdu9FX1dQ/bJ6xHg9rMc8/PpB68H+FxF/RfJJu7sAx4BJuR9fVyaJnY2AIdS6cz72rgUIlYeB04A/yN7jnd+qp9BNjGvhywZOD/v6+PSNLHzlbTeRzZXbW3e18elkHHSl/bt7/tbeV+fohV/E7CZmZmZWYl4DoCZmZmZWYk4ATAzMzMzKxEnAGZmZmZmJeIEwMzMzMysRJwAmJmZmZmViBMAM7MWI2mHpPlVdbdK+tEQ7Y9Jam/M6F475k5JcyqOv6li22JJP0nLN0n6QSPHZmbW6pwAmJm1ng1AZ1VdZ6ovqssldeQ9CDOzMnACYGbWeh4EPi5pHICkaWTf9D1F0n5JByStrN5J0jRJByrWvyFpRVreKWm1pL2SnpJ0haSHJHVLuqNin89K2iOpS9KPJY2pccx3AbcP+4zNzKxmTgDMzFpMRDxP9k27C1NVJ9k3cK4ErgZmAVdIurbOrk9FxBzgbmAz8GXgYuAmSRMkvQ+4DvhgRMwCXgGur7HvjcBsSe+uc0xmZlYnJwBmZq2p8jGgTuCvwM6IOBERfcB64MN19vlwet0PHIyI3oh4CTgKTAXmAZcDT0jqSuszauz7FeBO4LY6x2RmZnVyAmBm1po2A/MkzQbeBHTVsE8fA/8uvKFq+0vp9dWK5f71sYCA+yJiViozI2KFpE+nR4K6+if+DuFnZEnJ1BrGamZmw+QEwMysBUXEf4EdwDqyuwF7gI9Iak/P5S8BflO127PApPQ4z/nAJ+o87HZgsaRJAJLGS7ooIn5RkRTsPcuYXwZWA1+r87hmZlYHJwBmZq1rA3ApsCEieoHlZEnBk8DvI2JzZeP0Bvw7ZMnCNuBP9RwsIg4B3wR+JWlf6mPyEM3HMvAuQr9707bXa2dmZsOkiMh7DGZmViLp7kIPcHFE/Pt12q4GuiNiTUMGZ2ZWAr4DYGZmDZPmAHQBa2p48/8YcAnZhGUzMxshvgNgZmZmZlYivgNgZmZmZlYiTgDMzMzMzErECYCZmZmZWYk4ATAzMzMzKxEnAGZmZmZmJeIEwMzMzMysRP4Ptzjw0H5C/3oAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chart Saved\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chart Saved\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# all together\n",
+    "def plot_charts(data, n, ticker):\n",
+    "\n",
+    "    data = data.iloc[-n:]\n",
+    "    fig = plt.figure()\n",
+    "    fig.set_size_inches((10, 8))\n",
+    "    ax_candle = fig.add_axes((0, 0.72, 1, 0.32))\n",
+    "    ax_macd = fig.add_axes((0, 0.48, 1, 0.2))\n",
+    "    ax_rsi = fig.add_axes((0, 0.24, 1, 0.2))\n",
+    "    ax_vol = fig.add_axes((0, 0, 1, 0.2))\n",
+    "    ax_candle.xaxis_date()\n",
+    "    \n",
+    "    ohlc = []\n",
+    "    for date, row in data.iterrows():\n",
+    "        openp, highp, lowp, closep = row[:4]\n",
+    "        ohlc.append([date2num(date), openp, highp, lowp, closep])\n",
+    " \n",
+    "    # Moving Averages\n",
+    "    ax_candle.plot(data.index, data[\"ma10\"], label=\"MA10-\"+ticker)\n",
+    "    ax_candle.plot(data.index, data[\"ma30\"], label=\"MA30-\"+ticker)\n",
+    "    ax_candle.plot(data.index, data[\"ma50\"], label=\"MA50-\"+ticker)\n",
+    "    candlestick_ohlc(ax_candle, ohlc, colorup=\"g\", colordown=\"r\", width=0.8)\n",
+    "    ax_candle.legend()\n",
+    "    #MACD\n",
+    "    ax_macd.plot(data.index, data[\"macd\"], label=\"macd-\"+ticker)\n",
+    "    ax_macd.bar(data.index, data[\"macd_hist\"] * 3, label=\"hist\")\n",
+    "    ax_macd.plot(data.index, data[\"macd_signal\"], label=\"signal\")\n",
+    "    ax_macd.legend()\n",
+    "    # RSI\n",
+    "    ax_rsi.set_ylabel(\"(%)\")\n",
+    "    ax_rsi.plot(data.index, [70] * len(data.index), label=\"overbought\")\n",
+    "    ax_rsi.plot(data.index, [30] * len(data.index), label=\"oversold\")\n",
+    "    ax_rsi.plot(data.index, data[\"rsi\"], label=\"rsi-\"+ticker)\n",
+    "    ax_rsi.legend()\n",
+    "    # Volume\n",
+    "    ax_vol.bar(data.index, data[\"Volume\"] / 1000000)\n",
+    "    ax_vol.set_ylabel(\"Millions\")\n",
+    "    ax_vol.set_xlabel(\"Volume-\"+ticker)\n",
+    "       \n",
+    "    # Save chart as PNG\n",
+    "    fig.savefig(ticker + \".png\", bbox_inches=\"tight\")\n",
+    "    print('Chart Saved')\n",
+    "    \n",
+    "    plt.show()\n",
+    "plot_charts(msft_indicators, 100, \"MSFT\")\n",
+    "plot_charts(tsla_indicators, 100, \"TSLA\")\n",
+    "plot_charts(jnj_indicators, 100, \"JNJ\")\n",
+    "plot_charts(fb_indicators, 100, \"FB\")\n",
+    "plot_charts(nvda_indicators, 100, \"NVDA\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Market_Data_Team/Final Deliverable/PNGs/FB.png b/Market_Data_Team/Final Deliverable/PNGs/FB.png
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diff --git a/Market_Data_Team/PNGs/AAPL.png b/Market_Data_Team/PNGs/AAPL.png
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diff --git a/Market_Data_Team/PNGs/MSFT.png b/Market_Data_Team/PNGs/MSFT.png
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diff --git a/Market_Data_Team/msft_indicators.csv b/Market_Data_Team/msft_indicators.csv
new file mode 100644
index 0000000..bf98dd1
--- /dev/null
+++ b/Market_Data_Team/msft_indicators.csv
@@ -0,0 +1,1485 @@
+Date,High,Low,Open,Close,Volume,Adj Close,macd,macd_signal,macd_hist,ma10,ma30,ma50,rsi
+2015-01-02,47.41999816894531,46.540000915527344,46.65999984741211,46.7599983215332,27913900.0,41.53913497924805,,,,,,,
+2015-01-05,46.72999954223633,46.25,46.369998931884766,46.33000183105469,39673900.0,41.15715789794922,,,,,,,
+2015-01-06,46.75,45.540000915527344,46.380001068115234,45.650001525878906,36447900.0,40.55307388305664,,,,,,,
+2015-01-07,46.459999084472656,45.4900016784668,45.97999954223633,46.22999954223633,29114100.0,41.06830978393555,,,,,,,
+2015-01-08,47.75,46.720001220703125,46.75,47.59000015258789,29645200.0,42.27646255493164,,,,,,,
+2015-01-09,47.81999969482422,46.900001525878906,47.61000061035156,47.189998626708984,23944200.0,41.92112350463867,,,,,,,
+2015-01-12,47.540000915527344,46.36000061035156,47.41999816894531,46.599998474121094,23651900.0,41.397003173828125,,,,,,,
+2015-01-13,47.90999984741211,46.060001373291016,46.970001220703125,46.36000061035156,35270600.0,41.18379592895508,,,,,,,
+2015-01-14,46.2400016784668,45.619998931884766,45.959999084472656,45.959999084472656,29719600.0,40.82845687866211,,,,,,,
+2015-01-15,46.380001068115234,45.40999984741211,46.220001220703125,45.47999954223633,32750800.0,40.40205383300781,,,,46.41499977111816,,,
+2015-01-16,46.279998779296875,45.16999816894531,45.310001373291016,46.2400016784668,35695300.0,41.07719802856445,,,,46.363000106811526,,,
+2015-01-20,46.650001525878906,45.56999969482422,46.29999923706055,46.38999938964844,36161900.0,41.210445404052734,,,,46.3689998626709,,,
+2015-01-21,46.13999938964844,45.47999954223633,45.939998626708984,45.91999816894531,39081100.0,40.79292297363281,,,,46.39599952697754,,,
+2015-01-22,47.13999938964844,46.08000183105469,46.380001068115234,47.130001068115234,35898000.0,41.867828369140625,,,,46.48599967956543,,,
+2015-01-23,47.38999938964844,46.79999923706055,47.36000061035156,47.18000030517578,26211600.0,41.912235260009766,,,,46.44499969482422,,,52.69232067130854
+2015-01-26,47.130001068115234,46.2400016784668,47.0,47.0099983215332,42525500.0,41.76123046875,,,,46.42699966430664,,,51.483907056523414
+2015-01-27,43.20000076293945,42.11000061035156,42.95000076293945,42.65999984741211,169164000.0,37.89691162109375,,,,46.03299980163574,,,31.54732730848025
+2015-01-28,42.790000915527344,41.15999984741211,42.7400016784668,41.189998626708984,84507100.0,36.591041564941406,,,,45.51599960327148,,,27.650623786348756
+2015-01-29,42.119998931884766,40.790000915527344,40.93000030517578,42.0099983215332,63585300.0,37.319496154785156,,,,45.12099952697754,,,32.64825626344259
+2015-01-30,41.58000183105469,40.349998474121094,41.54999923706055,40.400001525878906,78004900.0,35.889251708984375,,,,44.612999725341794,,,28.48743654224366
+2015-02-02,41.369998931884766,40.22999954223633,40.59000015258789,41.279998779296875,50352500.0,36.670997619628906,,,,44.1169994354248,,,33.47773932260633
+2015-02-03,41.93000030517578,41.04999923706055,41.630001068115234,41.599998474121094,52082400.0,36.95526885986328,,,,43.63799934387207,,,35.24725995938179
+2015-02-04,42.209999084472656,41.36000061035156,41.939998626708984,41.84000015258789,41614800.0,37.16847229003906,,,,43.22999954223633,,,36.609219263971724
+2015-02-05,42.63999938964844,41.86000061035156,42.220001220703125,42.45000076293945,36548200.0,37.71036148071289,,,,42.76199951171875,,,40.06004529084526
+2015-02-06,42.790000915527344,42.150001525878906,42.68000030517578,42.40999984741211,34616600.0,37.6748161315918,,,,42.284999465942384,,,39.90663080367997
+2015-02-09,42.7400016784668,42.209999084472656,42.2400016784668,42.36000061035156,31381100.0,37.630409240722656,,,,41.81999969482422,,,39.70196510170191
+2015-02-10,42.77000045776367,42.18000030517578,42.7400016784668,42.599998474121094,29670700.0,37.84360885620117,,,,41.813999557495116,,,41.25925036115556
+2015-02-11,42.650001525878906,42.209999084472656,42.650001525878906,42.380001068115234,38262500.0,37.6481819152832,,,,41.932999801635745,,,40.233486141173344
+2015-02-12,43.09000015258789,42.5099983215332,42.65999984741211,43.09000015258789,33268800.0,38.278907775878906,,,,42.04099998474121,,,44.987017022143085
+2015-02-13,43.869998931884766,43.150001525878906,43.380001068115234,43.869998931884766,40264900.0,38.97180938720703,,,,42.3879997253418,44.47199974060059,,49.718401977402884
+2015-02-17,44.0,43.189998626708984,43.970001220703125,43.58000183105469,33695700.0,38.98971176147461,,,,42.61800003051758,44.36599985758463,,48.0633135020651
+2015-02-18,43.70000076293945,43.38999938964844,43.630001068115234,43.529998779296875,27111700.0,38.944976806640625,,,,42.81100006103516,44.272666422526044,,47.76803693352239
+2015-02-19,43.529998779296875,43.04999923706055,43.18000030517578,43.5,27603400.0,38.918121337890625,,,,42.977000045776364,44.20099970499675,,47.57918387570673
+2015-02-20,43.880001068115234,43.290000915527344,43.5099983215332,43.86000061035156,29721100.0,39.24021530151367,-0.8390304362868335,-1.4076627186960908,0.5686322824092573,43.11800003051758,44.121999740600586,,50.12738166271554
+2015-02-23,44.189998626708984,43.650001525878906,43.70000076293945,44.150001525878906,32518800.0,39.49966812133789,-0.7051870962582996,-1.2671675942085325,0.561980497950233,43.292000198364256,44.00733311971029,,52.14543902952361
+2015-02-24,44.29999923706055,43.91999816894531,44.150001525878906,44.09000015258789,25271700.0,39.44598388671875,-0.5970741947177558,-1.1331489143103772,0.5360747195926214,43.46500015258789,43.90399983723958,,51.67949249800886
+2015-02-25,44.09000015258789,43.79999923706055,43.95000076293945,43.9900016784668,29759800.0,39.35651397705078,-0.5135431764068414,-1.00922776672967,0.49568459032282863,43.60400047302246,43.816999944051105,,50.86376495842651
+2015-02-26,44.22999954223633,43.88999938964844,43.9900016784668,44.060001373291016,28957300.0,39.419151306152344,-0.43666228126095064,-0.8947146696359262,0.4580523883749755,43.77200050354004,43.740333302815756,,51.4415669116329
+2015-02-27,44.20000076293945,43.65999984741211,44.130001068115234,43.849998474121094,33807700.0,39.231266021728516,-0.38820412139369864,-0.7934125599874806,0.40520843859378197,43.84800033569336,43.66999994913737,,49.558736595094224
+2015-03-02,44.189998626708984,43.54999923706055,43.66999816894531,43.880001068115234,31924000.0,39.258113861083984,-0.34342097871305555,-0.7034142437325956,0.3599932650195401,43.84900054931641,43.61666666666667,,49.84120009036593
+2015-03-03,43.83000183105469,43.09000015258789,43.560001373291016,43.279998779296875,31748600.0,38.7213020324707,-0.35228427197483825,-0.6331882493810441,0.2809039774062059,43.819000244140625,43.517999903361,,44.47715788519708
+2015-03-04,43.209999084472656,42.880001068115234,43.0099983215332,43.060001373291016,25748700.0,38.524471282958984,-0.37276346265078075,-0.5811032920349914,0.2083398293842107,43.77200050354004,43.40699996948242,,42.66408418011326
+2015-03-05,43.2400016784668,42.81999969482422,43.06999969482422,43.11000061035156,23193500.0,38.569210052490234,-0.38057185281483896,-0.540997004190961,0.160425151376122,43.73300056457519,43.313333384195964,,43.230485313721104
+2015-03-06,43.11000061035156,42.150001525878906,43.0,42.36000061035156,36248800.0,37.89820861816406,-0.442181596073695,-0.5212339225675078,0.07905232649381277,43.583000564575194,43.15433336893717,,37.2811407540199
+2015-03-09,43.130001068115234,42.189998626708984,42.189998626708984,42.849998474121094,32108000.0,38.33659744262695,-0.44632408275843005,-0.5062519546056923,0.059927871847262226,43.45300025939942,43.009999974568686,,42.81791253913686
+2015-03-10,42.709999084472656,42.029998779296875,42.349998474121094,42.029998779296875,39159700.0,37.60296630859375,-0.5098963874944573,-0.5069808411834453,-0.002915546311011985,43.24700012207031,42.84399998982747,,36.94074221525227
+2015-03-11,42.369998931884766,41.84000015258789,42.310001373291016,41.97999954223633,32215300.0,37.55824279785156,-0.5578815068395429,-0.5171609743146648,-0.04072053252487806,43.045999908447264,42.82133331298828,,36.61076348867358
+2015-03-12,41.650001525878906,40.86000061035156,41.33000183105469,41.02000045776367,59992500.0,36.69934844970703,-0.6657001853517244,-0.5468688165220768,-0.11883136882964762,42.741999816894534,42.81566670735677,,30.902920982341474
+2015-03-13,41.470001220703125,40.61000061035156,40.70000076293945,41.380001068115234,58007700.0,37.02143859863281,-0.7138691846668195,-0.5802688901510253,-0.13360029451579414,42.49500007629395,42.7946667989095,,34.9957362318923
+2015-03-16,41.63999938964844,41.279998779296875,41.470001220703125,41.560001373291016,35273500.0,37.18246841430664,-0.7291141690772562,-0.6100379459362715,-0.11907622314098476,42.263000106811525,42.83333346048991,43.905599975585936,37.00493843096482
+2015-03-17,41.83000183105469,41.150001525878906,41.369998931884766,41.70000076293945,31673400.0,37.30772018432617,-0.7215812093234248,-0.6323465986137021,-0.08923461070972272,42.10500030517578,42.84733352661133,43.804400024414065,38.59467590982917
+2015-03-18,42.83000183105469,41.33000183105469,41.43000030517578,42.5,44194800.0,38.02346420288086,-0.6436385671374012,-0.6346049923184419,-0.009033574818959278,42.04900016784668,42.877333577473955,43.72779998779297,46.84894974933028
+2015-03-19,42.59000015258789,42.220001220703125,42.2599983215332,42.290000915527344,33879100.0,37.83557891845703,-0.5919895457571442,-0.6260819030061824,0.03409235724903814,41.96700019836426,42.892333602905275,43.66059997558594,45.133856260396065
+2015-03-20,42.97999954223633,42.4900016784668,42.560001373291016,42.880001068115234,71904500.0,38.36343765258789,-0.49771192941793885,-0.6004079082885336,0.10269597887059478,42.01900024414063,42.906666946411136,43.593600006103514,50.60513847849886
+2015-03-23,43.130001068115234,42.779998779296875,42.880001068115234,42.86000061035156,26246100.0,38.345542907714844,-0.41977124738497196,-0.5642805761078213,0.14450932872284938,42.02000045776367,42.92166697184245,43.49900001525879,50.42158034677343
+2015-03-24,43.16999816894531,42.75,42.779998779296875,42.900001525878906,25513300.0,38.381324768066406,-0.3507319363212389,-0.5215708481505048,0.17083891182926592,42.107000732421874,42.939667002360025,43.41320007324219,50.805912394950106
+2015-03-25,42.93000030517578,41.439998626708984,42.91999816894531,41.459999084472656,43469900.0,37.0930061340332,-0.40751635247954,-0.4987599490163118,0.09124359653677183,42.055000686645506,42.90166702270508,43.31040008544922,39.06545974795188
+2015-03-26,41.61000061035156,40.91999816894531,41.220001220703125,41.209999084472656,37495600.0,36.86933517456055,-0.4673045263644795,-0.49246886448594535,0.025164338121465846,42.07400054931641,42.86266695658366,43.20740005493164,37.447545830712215
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