diff --git a/gainpattern.csv b/gainpattern.csv
new file mode 100644
index 0000000..d7085f3
--- /dev/null
+++ b/gainpattern.csv
@@ -0,0 +1,65161 @@
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+65108,308.0,180.0,-12.39,-15.36,131.908,-15.44,133.85,40.0
+65109,309.0,180.0,-10.48,-13.6,134.488,-13.39,133.01,38.31
+65110,310.0,180.0,-8.923,-12.14,136.21,-11.73,132.345,32.56
+65111,311.0,180.0,-7.605,-10.9,137.421,-10.35,131.779,29.96
+65112,312.0,180.0,-6.47,-9.824,138.304,-9.161,131.279,28.37
+65113,313.0,180.0,-5.478,-8.881,138.968,-8.128,130.825,27.26
+65114,314.0,180.0,-4.601,-8.046,139.477,-7.216,130.404,26.42
+65115,315.0,180.0,-3.82,-7.302,139.874,-6.405,130.011,25.75
+65116,316.0,180.0,-3.12,-6.635,140.189,-5.678,129.641,25.19
+65117,317.0,180.0,-2.489,-6.034,140.441,-5.023,129.29,24.7
+65118,318.0,180.0,-1.919,-5.493,140.646,-4.43,128.956,24.28
+65119,319.0,180.0,-1.404,-5.005,140.813,-3.894,128.638,23.89
+65120,320.0,180.0,-0.9376,-4.565,140.952,-3.408,128.334,23.54
+65121,321.0,180.0,-0.5159,-4.168,141.068,-2.967,128.044,23.22
+65122,322.0,180.0,-0.1352,-3.812,141.166,-2.568,127.766,22.91
+65123,323.0,180.0,0.2071,-3.493,141.25,-2.208,127.501,22.63
+65124,324.0,180.0,0.5136,-3.21,141.322,-1.884,127.247,22.36
+65125,325.0,180.0,0.7861,-2.961,141.386,-1.595,127.004,22.11
+65126,326.0,180.0,1.026,-2.743,141.443,-1.338,126.772,21.86
+65127,327.0,180.0,1.235,-2.557,141.495,-1.113,126.55,21.63
+65128,328.0,180.0,1.414,-2.4,141.542,-0.9185,126.339,21.4
+65129,329.0,180.0,1.563,-2.273,141.586,-0.7536,126.136,21.18
+65130,330.0,180.0,1.683,-2.175,141.628,-0.6178,125.943,20.97
+65131,331.0,180.0,1.775,-2.106,141.669,-0.5106,125.759,20.76
+65132,332.0,180.0,1.838,-2.065,141.708,-0.432,125.583,20.56
+65133,333.0,180.0,1.873,-2.052,141.747,-0.3817,125.416,20.37
+65134,334.0,180.0,1.88,-2.069,141.786,-0.3599,125.257,20.17
+65135,335.0,180.0,1.857,-2.114,141.824,-0.367,125.105,19.98
+65136,336.0,180.0,1.805,-2.189,141.862,-0.4034,124.961,19.79
+65137,337.0,180.0,1.723,-2.295,141.901,-0.4697,124.823,19.6
+65138,338.0,180.0,1.61,-2.432,141.941,-0.5668,124.692,19.41
+65139,339.0,180.0,1.465,-2.603,141.981,-0.6957,124.567,19.22
+65140,340.0,180.0,1.286,-2.808,142.021,-0.8577,124.448,19.03
+65141,341.0,180.0,1.072,-3.049,142.063,-1.054,124.334,18.84
+65142,342.0,180.0,0.8205,-3.33,142.106,-1.288,124.225,18.64
+65143,343.0,180.0,0.5292,-3.652,142.149,-1.56,124.121,18.43
+65144,344.0,180.0,0.195,-4.019,142.194,-1.874,124.019,18.21
+65145,345.0,180.0,-0.1859,-4.435,142.241,-2.233,123.921,17.99
+65146,346.0,180.0,-0.6178,-4.907,142.29,-2.642,123.825,17.74
+65147,347.0,180.0,-1.106,-5.439,142.341,-3.104,123.73,17.48
+65148,348.0,180.0,-1.658,-6.041,142.396,-3.628,123.635,17.2
+65149,349.0,180.0,-2.283,-6.723,142.456,-4.219,123.538,16.89
+65150,350.0,180.0,-2.991,-7.499,142.523,-4.89,123.437,16.53
+65151,351.0,180.0,-3.798,-8.389,142.599,-5.653,123.328,16.13
+65152,352.0,180.0,-4.725,-9.417,142.689,-6.525,123.208,15.65
+65153,353.0,180.0,-5.798,-10.62,142.801,-7.532,123.069,15.09
+65154,354.0,180.0,-7.061,-12.06,142.946,-8.71,122.9,14.39
+65155,355.0,180.0,-8.575,-13.84,143.152,-10.11,122.683,13.5
+65156,356.0,180.0,-10.45,-16.11,143.473,-11.82,122.38,12.32
+65157,357.0,180.0,-12.86,-19.25,144.067,-13.99,121.913,10.64
+65158,358.0,180.0,-16.21,-24.29,145.585,-16.94,121.076,7.97
+65159,359.0,180.0,-21.38,-37.66,158.346,-21.49,119.091,2.719
diff --git a/new_sensor.ipynb b/new_sensor.ipynb
index af300f8..b82bec7 100644
--- a/new_sensor.ipynb
+++ b/new_sensor.ipynb
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -48,14 +48,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Processed 65160 lines in 1.0s.\n",
+      "Processed 65160 lines in 1.3s.\n",
       "Used 65160 lines due to step size\n"
      ]
     }
@@ -66,31 +66,25 @@
     "from spatz.sensors.antenna.tx_gain import AntennaTxGain\n",
     "\n",
     "altitude = simulation.add_observer(['altitude'])\n",
-    "latitude = simulation.add_observer(['latitude'])\n",
-    "longitude = simulation.add_observer(['longitude'])\n",
-    "\n",
-    "x = simulation.add_observer(['x'])\n",
-    "y = simulation.add_observer(['y'])\n",
-    "z = simulation.add_observer(['z'])\n",
-    "p = simulation.add_observer(['pitch_l'])\n",
+    "pitch = simulation.add_observer(['pitch_l'])\n",
     "\n",
     "antenna_tx_gain_sensor = simulation.add_sensor(AntennaTxGain)\n",
     "\n",
-    "simulation.load(PATH + 'temp/' + '13_5DrougeOnly.csv')\n",
+    "simulation.load(PATH + 'temp/' + '13.5.csv')\n",
     "logger = simulation.get_logger()\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████▉| 299.9999999999997/300.0 [00:32<00:00,  9.19it/s] \n"
+      "100%|█████████▉| 521.40000000005/521.469806781021 [00:42<00:00, 12.34it/s]   \n"
      ]
     }
    ],
@@ -103,18 +97,15 @@
     "    \n",
     "    # Get the correct altitude data.\n",
     "    altitude()\n",
-    "    latitude()\n",
-    "    longitude()\n",
+    "    pitch()\n",
     "\n",
-    "    x()\n",
-    "    y()\n",
-    "    z()\n",
-    "    p()"
+    "df = logger.get_dataframe()\n",
+    "   "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -139,75 +130,87 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>time</th>\n",
+       "      <th>antenna/tx_gain/rocket_x</th>\n",
+       "      <th>antenna/tx_gain/rocket_y</th>\n",
+       "      <th>antenna/tx_gain/rocket_z</th>\n",
+       "      <th>antenna/tx_gain/pos_x</th>\n",
+       "      <th>antenna/tx_gain/pos_y</th>\n",
+       "      <th>antenna/tx_gain/pos_z</th>\n",
+       "      <th>antenna/tx_gain/theta</th>\n",
        "      <th>antenna/tx_gain/out</th>\n",
        "      <th>general/altitude</th>\n",
-       "      <th>general/latitude</th>\n",
-       "      <th>general/longitude</th>\n",
-       "      <th>general/x</th>\n",
-       "      <th>general/y</th>\n",
-       "      <th>general/z</th>\n",
        "      <th>general/pitch_l</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.1</td>\n",
-       "      <td>-0.658078</td>\n",
-       "      <td>319.189854</td>\n",
-       "      <td>1.184825</td>\n",
-       "      <td>0.367914</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.033017</td>\n",
-       "      <td>0.189854</td>\n",
-       "      <td>1.396263</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.2</td>\n",
-       "      <td>-0.658078</td>\n",
-       "      <td>319.754649</td>\n",
-       "      <td>1.184825</td>\n",
-       "      <td>0.367914</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.131239</td>\n",
-       "      <td>0.754649</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>0.171335</td>\n",
+       "      <td>0.985213</td>\n",
+       "      <td>0.769262</td>\n",
+       "      <td>0.637524</td>\n",
+       "      <td>-0.04242</td>\n",
+       "      <td>93.866758</td>\n",
+       "      <td>-22.08</td>\n",
+       "      <td>319.189854</td>\n",
        "      <td>1.396263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.3</td>\n",
-       "      <td>-0.658077</td>\n",
-       "      <td>320.689767</td>\n",
-       "      <td>1.184825</td>\n",
-       "      <td>0.367914</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.293862</td>\n",
-       "      <td>1.689767</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>0.171335</td>\n",
+       "      <td>0.985213</td>\n",
+       "      <td>0.769249</td>\n",
+       "      <td>0.637555</td>\n",
+       "      <td>-0.042179</td>\n",
+       "      <td>93.880686</td>\n",
+       "      <td>-22.08</td>\n",
+       "      <td>319.754649</td>\n",
        "      <td>1.396263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.4</td>\n",
-       "      <td>-0.658076</td>\n",
-       "      <td>321.98961</td>\n",
-       "      <td>1.184825</td>\n",
-       "      <td>0.367914</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.519914</td>\n",
-       "      <td>2.98961</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>0.171335</td>\n",
+       "      <td>0.985213</td>\n",
+       "      <td>0.769228</td>\n",
+       "      <td>0.637607</td>\n",
+       "      <td>-0.041781</td>\n",
+       "      <td>93.903746</td>\n",
+       "      <td>-22.08</td>\n",
+       "      <td>320.689767</td>\n",
        "      <td>1.396263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>0.5</td>\n",
-       "      <td>-0.658075</td>\n",
-       "      <td>323.649225</td>\n",
-       "      <td>1.184825</td>\n",
-       "      <td>0.367914</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.808532</td>\n",
-       "      <td>4.649225</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>0.171335</td>\n",
+       "      <td>0.985213</td>\n",
+       "      <td>0.769199</td>\n",
+       "      <td>0.637678</td>\n",
+       "      <td>-0.041227</td>\n",
+       "      <td>93.935798</td>\n",
+       "      <td>-22.08</td>\n",
+       "      <td>321.98961</td>\n",
        "      <td>1.396263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -221,103 +224,141 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2995</th>\n",
-       "      <td>299.6</td>\n",
-       "      <td>0.209598</td>\n",
-       "      <td>954.385196</td>\n",
-       "      <td>1.186267</td>\n",
-       "      <td>0.367917</td>\n",
-       "      <td>7.639079</td>\n",
-       "      <td>9218.178485</td>\n",
-       "      <td>628.737611</td>\n",
+       "      <th>5210</th>\n",
+       "      <td>521.0</td>\n",
+       "      <td>0.00204</td>\n",
+       "      <td>0.999997</td>\n",
+       "      <td>0.000922</td>\n",
+       "      <td>0.167176</td>\n",
+       "      <td>0.98588</td>\n",
+       "      <td>-0.009586</td>\n",
+       "      <td>170.473891</td>\n",
+       "      <td>-9.781</td>\n",
+       "      <td>321.436986</td>\n",
        "      <td>0.000023</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2996</th>\n",
-       "      <td>299.7</td>\n",
-       "      <td>0.209596</td>\n",
-       "      <td>950.544731</td>\n",
-       "      <td>1.186267</td>\n",
-       "      <td>0.367917</td>\n",
-       "      <td>7.639903</td>\n",
-       "      <td>9218.177327</td>\n",
-       "      <td>624.897143</td>\n",
+       "      <th>5211</th>\n",
+       "      <td>521.1</td>\n",
+       "      <td>0.00204</td>\n",
+       "      <td>0.999997</td>\n",
+       "      <td>0.000922</td>\n",
+       "      <td>0.167176</td>\n",
+       "      <td>0.98588</td>\n",
+       "      <td>-0.009633</td>\n",
+       "      <td>170.473719</td>\n",
+       "      <td>-9.781</td>\n",
+       "      <td>320.918266</td>\n",
        "      <td>0.000023</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2997</th>\n",
-       "      <td>299.8</td>\n",
-       "      <td>0.209595</td>\n",
-       "      <td>946.704266</td>\n",
-       "      <td>1.186267</td>\n",
-       "      <td>0.367917</td>\n",
-       "      <td>7.640726</td>\n",
-       "      <td>9218.176168</td>\n",
-       "      <td>621.056675</td>\n",
+       "      <th>5212</th>\n",
+       "      <td>521.2</td>\n",
+       "      <td>0.00204</td>\n",
+       "      <td>0.999997</td>\n",
+       "      <td>0.000922</td>\n",
+       "      <td>0.167176</td>\n",
+       "      <td>0.98588</td>\n",
+       "      <td>-0.009681</td>\n",
+       "      <td>170.473546</td>\n",
+       "      <td>-9.781</td>\n",
+       "      <td>320.399547</td>\n",
        "      <td>0.000023</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2998</th>\n",
-       "      <td>299.9</td>\n",
-       "      <td>0.209593</td>\n",
-       "      <td>942.8638</td>\n",
-       "      <td>1.186267</td>\n",
-       "      <td>0.367917</td>\n",
-       "      <td>7.64155</td>\n",
-       "      <td>9218.175009</td>\n",
-       "      <td>617.216207</td>\n",
+       "      <th>5213</th>\n",
+       "      <td>521.3</td>\n",
+       "      <td>0.00204</td>\n",
+       "      <td>0.999997</td>\n",
+       "      <td>0.000922</td>\n",
+       "      <td>0.167176</td>\n",
+       "      <td>0.985879</td>\n",
+       "      <td>-0.009729</td>\n",
+       "      <td>170.473373</td>\n",
+       "      <td>-9.781</td>\n",
+       "      <td>319.880828</td>\n",
        "      <td>0.000023</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2999</th>\n",
-       "      <td>300.0</td>\n",
-       "      <td>0.209592</td>\n",
-       "      <td>939.023335</td>\n",
-       "      <td>1.186267</td>\n",
-       "      <td>0.367917</td>\n",
-       "      <td>7.642373</td>\n",
-       "      <td>9218.17385</td>\n",
-       "      <td>613.37574</td>\n",
+       "      <th>14056</th>\n",
+       "      <td>521.4</td>\n",
+       "      <td>0.00204</td>\n",
+       "      <td>0.999997</td>\n",
+       "      <td>0.000922</td>\n",
+       "      <td>0.167176</td>\n",
+       "      <td>0.985879</td>\n",
+       "      <td>-0.009777</td>\n",
+       "      <td>170.473198</td>\n",
+       "      <td>-9.781</td>\n",
+       "      <td>319.362108</td>\n",
        "      <td>0.000023</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>3000 rows × 9 columns</p>\n",
+       "<p>5215 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       time antenna/tx_gain/out general/altitude general/latitude  \\\n",
-       "0       0.1           -0.658078       319.189854         1.184825   \n",
-       "1       0.2           -0.658078       319.754649         1.184825   \n",
-       "2       0.3           -0.658077       320.689767         1.184825   \n",
-       "3       0.4           -0.658076        321.98961         1.184825   \n",
-       "4       0.5           -0.658075       323.649225         1.184825   \n",
-       "...     ...                 ...              ...              ...   \n",
-       "2995  299.6            0.209598       954.385196         1.186267   \n",
-       "2996  299.7            0.209596       950.544731         1.186267   \n",
-       "2997  299.8            0.209595       946.704266         1.186267   \n",
-       "2998  299.9            0.209593         942.8638         1.186267   \n",
-       "2999  300.0            0.209592       939.023335         1.186267   \n",
+       "        time antenna/tx_gain/rocket_x antenna/tx_gain/rocket_y  \\\n",
+       "0        0.0                     <NA>                     <NA>   \n",
+       "1        0.1                -0.000002                 0.171335   \n",
+       "2        0.2                -0.000002                 0.171335   \n",
+       "3        0.3                -0.000002                 0.171335   \n",
+       "4        0.4                -0.000002                 0.171335   \n",
+       "...      ...                      ...                      ...   \n",
+       "5210   521.0                  0.00204                 0.999997   \n",
+       "5211   521.1                  0.00204                 0.999997   \n",
+       "5212   521.2                  0.00204                 0.999997   \n",
+       "5213   521.3                  0.00204                 0.999997   \n",
+       "14056  521.4                  0.00204                 0.999997   \n",
        "\n",
-       "     general/longitude general/x    general/y   general/z general/pitch_l  \n",
-       "0             0.367914       0.0     0.033017    0.189854        1.396263  \n",
-       "1             0.367914       0.0     0.131239    0.754649        1.396263  \n",
-       "2             0.367914       0.0     0.293862    1.689767        1.396263  \n",
-       "3             0.367914       0.0     0.519914     2.98961        1.396263  \n",
-       "4             0.367914       0.0     0.808532    4.649225        1.396263  \n",
-       "...                ...       ...          ...         ...             ...  \n",
-       "2995          0.367917  7.639079  9218.178485  628.737611        0.000023  \n",
-       "2996          0.367917  7.639903  9218.177327  624.897143        0.000023  \n",
-       "2997          0.367917  7.640726  9218.176168  621.056675        0.000023  \n",
-       "2998          0.367917   7.64155  9218.175009  617.216207        0.000023  \n",
-       "2999          0.367917  7.642373   9218.17385   613.37574        0.000023  \n",
+       "      antenna/tx_gain/rocket_z antenna/tx_gain/pos_x antenna/tx_gain/pos_y  \\\n",
+       "0                         <NA>                  <NA>                  <NA>   \n",
+       "1                     0.985213              0.769262              0.637524   \n",
+       "2                     0.985213              0.769249              0.637555   \n",
+       "3                     0.985213              0.769228              0.637607   \n",
+       "4                     0.985213              0.769199              0.637678   \n",
+       "...                        ...                   ...                   ...   \n",
+       "5210                  0.000922              0.167176               0.98588   \n",
+       "5211                  0.000922              0.167176               0.98588   \n",
+       "5212                  0.000922              0.167176               0.98588   \n",
+       "5213                  0.000922              0.167176              0.985879   \n",
+       "14056                 0.000922              0.167176              0.985879   \n",
        "\n",
-       "[3000 rows x 9 columns]"
+       "      antenna/tx_gain/pos_z antenna/tx_gain/theta antenna/tx_gain/out  \\\n",
+       "0                      <NA>                  <NA>                <NA>   \n",
+       "1                  -0.04242             93.866758              -22.08   \n",
+       "2                 -0.042179             93.880686              -22.08   \n",
+       "3                 -0.041781             93.903746              -22.08   \n",
+       "4                 -0.041227             93.935798              -22.08   \n",
+       "...                     ...                   ...                 ...   \n",
+       "5210              -0.009586            170.473891              -9.781   \n",
+       "5211              -0.009633            170.473719              -9.781   \n",
+       "5212              -0.009681            170.473546              -9.781   \n",
+       "5213              -0.009729            170.473373              -9.781   \n",
+       "14056             -0.009777            170.473198              -9.781   \n",
+       "\n",
+       "      general/altitude general/pitch_l  \n",
+       "0                 <NA>            <NA>  \n",
+       "1           319.189854        1.396263  \n",
+       "2           319.754649        1.396263  \n",
+       "3           320.689767        1.396263  \n",
+       "4            321.98961        1.396263  \n",
+       "...                ...             ...  \n",
+       "5210        321.436986        0.000023  \n",
+       "5211        320.918266        0.000023  \n",
+       "5212        320.399547        0.000023  \n",
+       "5213        319.880828        0.000023  \n",
+       "14056       319.362108        0.000023  \n",
+       "\n",
+       "[5215 rows x 11 columns]"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -329,7 +370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -339,12 +380,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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TERF5DIOPTDTVwafKyuBDRETkKQw+MlEr7U1vttp8am4SERGRL2PwkYmmOviIImC1MfgQERF5AoOPTNSOU0rB4S4iIiJPYfCRiWOoCwDMFvb4EBEReQKDj0xUCvb4EBEReRqDj0wEQXDO8zEz+BAREXkEg4+M1Ep7rw+DDxERkWcw+MjIsZcPgw8REZFnMPjIyDHBuYqTm4mIiDyCwUdGzuDDHh8iIiKPYPCREYe6iIiIPIvBR0bOyc0WBh8iIiJPYPCREYe6iIiIPIvBR0Y1B5VycjMREZEnMPjIiBsYEhEReRaDj4wcB5Uy+BAREXkGg4+MHD0+Jk5uJiIi8ggGHxmpOdRFRETkUQw+MlI79vFhjw8REZFHMPjISMNVXURERB7F4CMjxwaG3MeHiIjIMxh8ZMQ5PkRERJ7F4CMjBh8iIiLPYvCRkeOQ0ipObiYiIvIIBh8ZcXIzERGRZzH4yIiHlBIREXkWg4+MnEdWcKiLiIjIIxh8ZMRDSomIiDyLwUdGas7xISIi8igGHxlxjg8REZFnMfjIyLlzM+f4EBEReQSDj4wc+/hwjg8REZFnMPjISKWwN7+Fc3yIiIg8gsFHRqrqoS6zjT0+REREnuCXwef9999HUlISdDod+vTpg99++03ukurlmOPDHh8iIiLP8Lvg8/XXX2PmzJmYN28e9u/fj27dumHEiBHIycmRu7Q6HENdnONDRETkGSq5C3C3t956C1OmTMHkyZMBAP/617+wdu1a/Pvf/8bs2bPrXG8ymWAymZyfG41GAIDZbIbZbHZbXY57XXlPQbQHHrPV5tb3cjuzGWrnh2bAi2qtr13JPdi20mC7SodtKw1faVdX6xNEUfSbcZaqqiro9Xp8++23GDt2rPPxiRMnoqioCKtXr67zmvnz52PBggV1Hv/qq6+g1+ulLBenjcDiYypE60T8rYdV0ve6GcrKSox54AEAwJoVK2DV6WSuiIiIqLby8nKMHz8excXFMBgMDV7nVz0+eXl5sFqtiIuLq/V4XFwcTpw4Ue9r5syZg5kzZzo/NxqNSExMxPDhw6/ZcI1lNpuRkpKCYcOGQa22958czCjC4mO/QasLwp13DnLbe7ldWZnzwxEjRgDBwTIWU1t97UruwbaVBttVOmxbafhKuzpGbK7Hr4LPjdBqtdBqtXUeV6vVknyDr7xvkFYDALDYRK/+YcIVtanV6lqfewupvl/EtpUK21U6bFtpeHu7ulqbX01ujo6OhlKpRHZ2dq3Hs7OzER8fL1NVDVNxVRcREZFH+VXw0Wg06NmzJzZt2uR8zGazYdOmTejbt6+MldWPq7qIiIg8y++GumbOnImJEyeiV69e6N27NxYtWoSysjLnKi9v4tzHx8YeHyIiIk/wu+Bz//33Izc3F3PnzkVWVha6d++ODRs21Jnw7A1USh5ZQURE5El+F3wAYPr06Zg+fbrcZVyXWsEjK4iIiDzJr+b4+BpHj48oAlYOdxEREUmOwUdGjlVdACc4ExEReQKDj4zUiprm5wRnIiIi6TH4yOjKHh8Le3yIiIgkx+AjI5XiyqEu9vgQERFJjcFHRoIgOMOPhSu7iIiIJMfgIzMeW0FEROQ5DD4yU/PYCiIiIo9h8JGZisdWEBEReQyDj8wcmxiyx4eIiEh6DD4ycxxbwTk+RERE0mPwkZnzoFKu6iIiIpIcg4/MHHN8uI8PERGR9Bh8ZOZY1cWhLiIiIukx+MjM2ePDoS4iIiLJqVy5aObMmY2+8YsvvojIyMhGvy7QOOf4sMeHiIhIci4Fn0WLFqFv377QaDQu3XTHjh2YPn06g48LalZ1sceHiIhIai4FHwD4/vvvERsb69K1oaGhN1xQoKkZ6mKPDxERkdRcmuOzbNkyhIWFuXzTJUuWIC4u7oaLCiRq51AXe3yIiIik5lKPz8SJExt10/Hjx99QMYFIxQ0MiYiIPIarumTmPLKCq7qIiIgk51KPT2RkJE6ePIno6GhERERAEIQGry0oKHBbcYFArWSPDxERkae4FHzefvtt54TlRYsWSVlPwFEpeEgpERGRpzR6jk9j5/vQtTlWdVm4qouIiEhyLi9nr48oivj5559RUVGBfv36ISIiwl11BYyaIyvY40NERCQ1lyc3FxUVYeLEiejSpQumTJkCo9GIgQMHYujQobjrrrvQoUMHHD58WMpa/RIPKSUiIvIcl4PPM888g507d+KBBx7AkSNHMHLkSFitVuzcuRO7d+9Ghw4d8MILL0hZq19y7uPDVV1ERESSc3moa/369fjqq69w++23Y9KkSUhMTMTmzZvRp08fAMCrr76Ku+++W7JC/RX38SEiIvIcl3t8srOz0bZtWwBA06ZNodPpkJiY6Hy+efPmyM3NdX+Ffs65jw+DDxERkeRcDj42mw1KpdL5uVKprLWfz7X29qGGOffx4VAXERGR5Bq1qmvp0qUICQkBAFgsFixfvhzR0dEAgJKSEvdXFwBq9vFhjw8REZHUXA4+zZs3x8cff+z8PD4+Hp9//nmda6hxnPv4cDk7ERGR5FwOPufOnZOwjMCl5gaGREREHsNDSmXGIyuIiIg8x6Uen8WLF7t8wyeffPKGiwlEPKSUiIjIc1w+pPRKubm5KC8vR3h4OAD7rs56vR6xsbEMPo2k4gaGREREHuPSUNfZs2edf15++WV0794dqampKCgoQEFBAVJTU3HLLbfgpZdekrpev+PYwJCruoiIiKTX6Dk+f/vb3/Duu++iXbt2zsfatWuHt99+Gy+++KJbi2uMc+fO4eGHH0bLli0RFBSE1q1bY968eaiqqpKtJlfwyAoiIiLPafTp7JmZmbBYLHUet1qtyM7OdktRN+LEiROw2WxYsmQJkpOTcfToUUyZMgVlZWV44403ZKvrenhIKRERkec0OvjccccdeOyxx7B06VLccsstAIB9+/Zh6tSpGDp0qNsLdNXIkSMxcuRI5+etWrVCWloaPvzww2sGH5PJBJPJ5PzcaDQCAMxmM8xms9vqc9zr6nsKor2nx2yxuvX93Mpshtr5oRnwojobale6eWxbabBdpcO2lYavtKur9TU6+Pz73//GxIkT0atXL6jV9l+HFosFI0aMwNKlSxt7O0kVFxcjMjLymtcsXLgQCxYsqPP4xo0bodfr3V5TSkpKrc+PFQoAlMgrKMK6devc/n7uoKysxJjqj3/88UdYdTpZ66nP1e1K7sO2lQbbVTpsW2l4e7uWl5e7dJ0giuINjbGcOnUKqampAID27ds7DzD1Funp6ejZsyfeeOMNTJkypcHr6uvxSUxMRF5eHgwGg9vqMZvNSElJwbBhw5yBEQC2p+fhoU/3o318KP43ra/b3s+tysqgjogAAJgLC4HgYJkLqtFQu9LNY9tKg+0qHbatNHylXY1GI6Kjo1FcXHzN39+N7vFxaNOmDdq0aXOjL3fZ7Nmz8eqrr17zmtTUVLRv3975+aVLlzBy5Ej88Y9/vGboAQCtVgutVlvncbVaLck3+Or7Bmk0AOw7N3vtD9QVdanV6lqfewupvl/EtpUK21U6bFtpeHu7ulqbS6u6Zs6cibKyMpfffM6cOSgoKHD5+muZNWsWUlNTr/mnVatWzusvX76MIUOGoF+/fvjoo4/cUoOU1Dyri4iIyGNc6vF55513MGfOHAS7OMTx/vvvY8qUKdedX+OKmJgYxMTEuHTtpUuXMGTIEPTs2RPLli2DQuH9J3I4NjDkqi4iIiLpuRR8RFFE27ZtIQiCSzdtTO+Qu1y6dAmDBw9GixYt8MYbbyA3N9f5XHx8vMfrcZXauZydPT5ERERScyn4LFu2rNE3jouLa/RrbkZKSgrS09ORnp6OZs2a1XruBudve0TNBobeWyMREZG/cCn4TJw4Ueo6btqkSZMwadIkuctoNLWSp7MTERF5ivdPgvFzNWd1MfgQERFJjcFHZs6hLk5uJiIikhyDj8ycy9ltolfPRSIiIvIHDD4ycyxnB7iknYiISGoMPjLTXBF8LDbO8yEiIpJSo4+sKCsrwyuvvIJNmzYhJycHtqt+WZ85c8ZtxQUClbJmbySzRQQ0MhZDRETk5xodfB555BFs3boVDz74IJo0aeLypoZUP8eqLgAws8eHiIhIUo0OPuvXr8fatWvRv39/KeoJOIIgQK0UYLaKXNJOREQksUbP8YmIiHDLGVxUQ6XgknYiIiJPaHTweemllzB37lyUl5dLUU9AUvG8LiIiIo9o9FDXm2++idOnTyMuLg5JSUlQq9W1nt+/f7/bigsUGp7QTkRE5BGNDj5jx46VoIzAxh4fIiIiz2h08Jk3b54UdQQ0HlRKRETkGdzA0As4z+uycaiLiIhISi71+ERGRuLkyZOIjo5GRETENffuKSgocFtxgYIntBMREXmGS8Hn7bffRmhoKABg0aJFUtYTkNSc3ExEROQRLgWfiRMn1vsxuYfzhHb2+BAREUmq0ZObr1RZWYmqqqpajxkMhpsqKBCxx4eIiMgzGj25uaysDNOnT0dsbCyCg4MRERFR6w81HpezExEReUajg89zzz2HzZs348MPP4RWq8XSpUuxYMECJCQk4LPPPpOiRr9Xs6qLwYeIiEhKjR7q+t///ofPPvsMgwcPxuTJkzFw4EAkJyejRYsW+PLLLzFhwgQp6vRrzqEuC4e6iIiIpNTo4FNQUIBWrVoBsM/ncSxfHzBgAKZOnere6gKEczn7FT0+aVklePyLfeiYYMDiB3pAqWh4CwF3OXChEE9/fRBt40Lxr//rCYUH3pNuXn6pCSeySpCaacTJ7BLklVahoKwKheX2v81WG3RqJXQqJbRqBUK0KiRFB6N1dDBax4agdUwI2sSFQKtSyv2lEBFJrtHBp1WrVjh79iyaN2+O9u3bY+XKlejduzf+97//ITw8XIIS/Z9aVfd09sWbTuFsXhnO5pXhrq4JGNk5XvI6Xt1wAufyy3Euvxwbj2d75D2p8XKMldh6MhdbT+bit7MFyCkxXfc1lWYbALPz82OXjbWe16kV6NMyCgPbRGNQ2xi0iQ1xd9lERF6h0cFn8uTJOHToEG6//XbMnj0bd911F9577z2YzWa89dZbUtTo99RXbWBotYnYfCLH+fyWtBzJQ0hmcQV2nanZfHLjsSwGHy9yOrcU3++/hJ9Ss3Eiq6TO8y2i9GgfH4p28QY0DdchQq9BZLAGEcEaaJQKVJqtqDTbYLJYUVRuxtm8MpzOLcWZ3DKcyilBYbnZGaawNhVNw4Nw3y0JiLp+piIi8imNDj5PP/208+OhQ4fixIkT2LdvH5KTk9G1a1e3FhcoVFctZ88oKEeF2ep8fteZfMlrOHChqPbnGUX1XkeeY6w0Y82hTHy7LwP7r/j+CALQtWkYBrWNwYDkaHRuGoZg7Y3vTCGKIk5ml2L7qVxsO5WH3WfycamoAos3n4YCSuyoOIgJt7XAoDYxHP4kIp93U/v4AECLFi3QokULd9QSsK4+pDQt2/4v+mYRQbhYWIFz+eUoqTQjVKeWrIZDF4sAAKM6x2P90Sycyy9DqcmCkJv4hUo35kJ+OZbuOIOVezOqh6gAhQDc3jYGd3dPwKA2MYgK0brt/QRBQLv4ULSLD8UjA1uh0mzFhqNZ+GLXOew9X4SU1BykpOagQxMDnhvZDoPbxlzz2BoiIm/m8m+1iooKbNq0CWPGjAEAzJkzByZTTT+4UqnESy+9BJ1O5/4q/dzVOzefzi0FAPRqEQGLVUSWsRIns0vRs4V0+ySdyLSHrYFtYrDvfCFySkw4lV2CHs25N5OnHL5YhCXbzmD9kUw4zqtNjg3BH3s2w709miLW4Jn/tnRqJcb2aIrRnWPxybfrcCmoFVYduIzUTCMmL9uDPi0jMXtUe/5sEJFPcjn4fPrpp1i7dq0z+Lz33nvo1KkTgoKCAAAnTpxAQkJCraEwco1KUd3jU/3bLru4EgDQNCIIbeNDkWWsxKnsEkmDz7n8MgBAq5hgtIjSI6fEhIzCijq/3JZuP4NHRnaRrI5AlJppxBs/pmHTFfO6bm8bg8cGtULf1lGy9q400QMP39keM4e1wwdb0vHpzvPYfbYA937wK0Z1jse8uzohPoz/2CEi3+HyBoZffvklHn300VqPffXVV/j555/x888/4/XXX8fKlSvdXmAgUKuqJzdb7D0+2UZ7T1qcQYcWkXoAwIWCcsne32y14WJhBQCgZXQwEiPs73mxsO57vrnxJEwWa53HqfEu5JdjxooDuHPxdmw6kQOlQsC9PZpi/VMD8elDvdEvOdprhpQigjV4YXRH/PzMYPyhZzMoBGD90SwMe3srvtmbAVHkHlRE5BtcDj7p6eno0qXmX/o6nQ4KRc3Le/fujePHj7u3ugChVjh2brb/8sgy2nt8YkN1SIy096hlVAcTKWQUlMNqE6HXKBEbqkWz6rCVUVD/e25Jy5WslkBQXGHGgv8dw+/e3IJVBy9DFIHRXZsg5elBePv+7ujQxHvPu2saHoQ3/tgNa58ciK7NwlBSacGz3x7GQ8v3IKu6p5KIyJu5PNRVVFRUa05Pbm7tX342m63W8+Q6x+Tmquo5PjnVwSfOoHX+SzpDwh4fxzBXi6hgCIKAxAh72KqvxwcAfjh4GSM6cal7Y9lsIlbuzcBrP6ahoMx+uO+gtjF4bkQ7dG4aJnN1jdOhiQH/ndoPH20/g0Upp/BzWi6GvbUVC+/rgjFdE+Quj4ioQS4Hn2bNmuHo0aNo165dvc8fPnwYzZo1c1thgUR1xeRmm010bkgXZ9A5Q1FDIcQdLhXZg5Yj8DQNt/+d2cC/4H9KzZZ8lZm/OXqpGC98fwSHLhYDsE9anndXRwxsEyNzZTdOpVTgicHJGNYhDs98exiHMoow/asDOHbZiGeGt/PIbuNERI3l8lDXnXfeiblz56Kysu4vw4qKCixYsACjR492a3GBomZVl4iiCrNzyCs6ROucb5NXWoXyKosk7++YTO2YpBoTal8qndvAjsAmiw0/HsuWpBZ/U2m24rUNJ3DP+7/g0MVihGhVeHF0B6x/aqBPh54rtYkLxXeP98Vjg+xH2Xy45TQe/nQPiivM13klEZHnuRx8/vrXv6KgoADt2rXD66+/jtWrV2P16tV47bXX0K5dOxQWFuKvf/2rlLX6rSuHuorK7UMgoVoVNCoFwvRqhOrsHXOXJJrnk+0cWqsdfIorzA1OZF598JIktfiT384W4M53tuODLadhtYm4s0s8Ns+6HY8MbOX8nvsLlVKBOXd2wKL7u0OrUmBLWi7uff8XpOfU3WWaiEhOLg91xcXF4ddff8XUqVMxe/Zs59wTQRAwbNgwfPDBB4iLi5OsUH/m2LnZ0eMDAGH6mmGkJmE6lFSWIttoQpu4ULe/f81kanvgCQtSQ60UYLaKyC+tQsIVI1r39miKr47lY0d6Hk7nlqJ1DM90ulqpyYJX15/A57vOA7AHyZfu6RwQR4CM7dEUybEhePSzvTiTV4Z73/8Vn0y6Fb1bRspdGhERgEb0+ABAy5YtsWHDBuTm5mLXrl3YtWsXcnNzsWHDBueJ7dR4GsdQl82G4nJ78Am/Ivg4emIcPTPullO9fN4x1CUIAqJD6h/uahsXgqEd4iCKwL+2nJakHl+291wBRr2zzRl67u+ViJ+evj0gQo9D56Zh+OEvA3BrUgRKTBb8+d+7sf0UVwISkXe4of72yMhI9O7dG71790ZkpPf9S85kMqF79+4QBAEHDx6Uu5zrcmxgWGUVUVRhH+oKD9I4n48NrQ4+JdIEH8d9467YGdgx3JVXWjv4aNVKTBvSGgDw/YFLkk669iVmqw1vbUzDn5bsREZBBZqGB+HLR/rg1T90rdV7FyiiQ7T4/OE+GNIuBpVmGx5evhcpxzkvjIjk518TDao999xzSEjwnSW1V67qKiqvO9QVZ7CHEEfPjDtVmq3O97wy+DTU4xOkVqJH8wj0T46CxSbio21n3F6TrzmXV4Y//GsnFm9Oh00Eft+jKdbPGIj+ydFylyYrnVqJJQ/2wqjO8aiy2vD4F/vww6HLcpdFRAHO74LP+vXrsXHjRrzxxhtyl+IyzRWHlDpCSHhQ3aEuKTaIc4QpnVoBg65myldMA8EnWKMEAEwbkgwAWLEnAzkS9UR5O1EUseK3C7hz8XYcyiiCQafCu+N64K37u8PApf4AAI1KgXfH9cC9PZrCahPx1IoDWLknQ+6yiCiA+dXR29nZ2ZgyZQpWrVoFvV7v0mtMJlOtjReNRiMAwGw2w2x233Jcx73qu6cg2jcurLLYUFhmryVUq3ReG6W3f5uyjBVurQkALhbYD0SNDdXCYqlZLh8ZbH/P7Or3dPwaVyvsX0OvRAO6J4bhYEYx/vVzOuaMqn9/J6ldq12lVFBWhRdXH0dKqv18rT4tI/D6fV3QJEzn8Vqk4s62fWVsR2hVAlbsuYjn/3sYOhUwKoDmPV1Jrp/ZQMC2lYavtKur9QminxyyI4oi7rzzTvTv3x8vvvgizp07h5YtW+LAgQPo3r17g6+bP38+FixYUOfxr776yuXwdLOOFwpYckKJZsEi4oNE7M1T4J4WVvwuwf6tOVcCvH1UhQiNiPk93XtO1v48AZ+eUqJ1qIgnO9fce1umgO/OKdE90oZHWpRjzAMPAAAWf7wCLWLsPVCphQL+dUIJpSBidjcrYoPcWprXOlEk4Mt0BYxmAUpBxOhEG4YkiOB+fdcmisA3ZxX4JVsBpSDisQ42tAvzi//9EJEXKC8vx/jx41FcXAyDoeGjf7y+x2f27Nl49dVXr3lNamoqNm7ciJKSEsyZM6dR958zZw5mzpzp/NxoNCIxMRHDhw+/ZsM1ltlsRkpKCoYNGwa1uvYwSOSZAiw5sRc6fQiCI4KAvDz06dEVd/ZsCgC4VFSBt49uR6lVgVGjhrv14MrcneeBU2lo2zwed97Zzfm4cDQL3507DFVoJEaMGOh8fMiAvmjfugkA4E4AqZ/vx9aTedhSEodlv7/F44dqXqtd3c1ktuK1jafwWeoFAEDrmGC8+Ycu6JTgvWdr3Qwp2nakTcSMlYex4Vg2Pk3X4IuHbkXnpv7Zfg3x5M9soGHbSsNX2tUxYnM9Xh98Zs2ahUmTJl3zmlatWmHz5s3YuXMntFptred69eqFCRMm4NNPP633tVqtts5rAECtVkvyDa7vvsHVK7hMVhuMlfbhpqhQnfO6+HDHHCARFVYBYUHuq8tYae/lib7i/QAgLsze25VfZq71eGhQ7esW3N0Zwxdtwy+n87HuWC7G9mjqttoaQ6rvl0NqphEzVhxEWrZ9Q74/922BOaM6IKh6zpM/c2fbqgG8M64HJi/bg19P5+ORz/fj26n90DI62C339yVS/8wGMratNLy9XV2tzeuDT0xMDGJirr+1/+LFi/GPf/zD+fnly5cxYsQIfP311+jTp4+UJd60ILX9l2dF1RX7+FwRbnRqJUK0KpSaLMgvNbk1+BRU7xQdEayp9Xi0Yzl7iQmiKMLRj3P1L/qk6GA8+btkvLHxJF5acxyD28UgXF/7Xr7MZhPxyY6zeP3HNFRZbYgO0eL1P3TFkPaxcpfms7QqJZY82BPjPt6Fo5eMePCT3fjv1H6IvWJVIRGRVPxmVVfz5s3RuXNn55+2bdsCAFq3bu31h6fqqoOPyWx17tx8dXiIDrF/nlda5db3Liyzv1/kVXvNRAfbg0+JyeLshQIAfT09HI8Oao22cSHIL6vCP9elurU+OV0uqsCEpbvx8rpUVFltGNohFhtmDGTocYNQnRrLJ/dGUpQeFwsr8NgX+xo8HoWIyJ38Jvj4Mp3a/m0oN1udBzuGXxVEoqqXl+eXuncvn4Ky+nt8DEEq5zL7Kzcp1GvqdhJqVAr8894uAICVey9ix6k8t9Yohx8OXcbIRduw80w+gtRKLPx9F3z8517O/Y3o5kWHaPHpQ70RFqTGgQtFmLvqGPxkrQUReTG/DT5JSUkQRfGaK7q8hWOoy2oTYa0+mf3q4Sxnj0+Zm3t8qoe6Iq8KPoIgIKr6PS8W1ByOqmxg6VKvpEj8323NAQBPrjjgszs6F1eYMWPFATz5nwMwVlrQLTEc654aiHG9m3t84nYgaBEVjHfH9YBCAL7em4Evdl+QuyQi8nN+G3x8iWOoy0GjUtR5zNHjk1fi3h4fR/CJqGdejiP4ZLgYYl4c3RGdmxpQUFaFxz7fh4oq3xq62HUmH3e+sx2rDl6GQgCeuqMNvn28b0BOvPWkQW1j8NzI9gCABT8cw55zBTJXRET+jMHHC2hVtb8NEfWc7eQYYskvc1/wEUXROcfn6qGuK9/T1eDjOKIgKliDY5eNmPPfwz4xdFFmsmDB/45h3Me7cKmoAi2i9Pjm8X54elhbqJX8T8QTHhvUCmO6NoHFJmLqF/uRWVxx/RcREd0A/l/dCwiC4JznA9Q+oNTBOdRV4r6hrrIqK6qs9l2jI+vp8XEEn0uFrv8SahoehPfG3wKlQsCqg5fxyY6z7ilWIttO5mL429uw7JdzEEX7aeprnxyIni0i5C4toAiCgNf+0BXt40ORV2rC41/sR6XZt3oMicg3MPh4iSuHtuo7zVuKHp/C6vlCOrWi3v1oGtvj49C3dRReHN0BAPDPdan4/sDFm6zU/YrKqzBr5SH8+d+/4VKR/TT1Tx/qjVf/0BUhWq/f5cEv6TUqfPznXgjXq3EoowivrD8hd0lE5IcYfLxE0BXBJ7yefXqiqoei8t24nN2xoqu+3h6gppfpQn7jhx0m9UvCuN6JsInA018fwrJfvKPnx2YT8d/9FzH0ra34bv9FCAIwuX8SNj49CLe3vf5+USStxEg93r6/OwBg+a/nsPlEtrwFEZHfYfDxElf2+Fy9lB2omdyc68bl7A1tXuhwM0u3BUHAy2O7YFK/JADAgv8dx1sb02Sd8/Pr6Tzc/f4OzFx5CHmlVWgTG4JvH++HeXd1QjB7ebzGkHaxmNw/CQDw7DeHkVNSKW9BRORXGHy8RO3g0/Acn5JKC6osNre8p2Oo6+ql7DXveXN71igUAubd1RGzhtk3k1y8OR3Pf3fY43M30nNK8cinezD+4904esmIUK0Kz41shzVPDuBcHi/1/Mj2aB8fivyyKjz7zWHYbN4/SZ6IfAODj5e4cnJzfUdSGHRq5+nfReXuGe5ybl7YwFCXYzn7zRAEAX+5ow3+MbYzBMG+weGYd3fgl3TpNzk8drkYM1cexIhF2/BTag6UCgF/7tsCW54djCcGJ0Or8v9ztnyVTq3Eu+N6QKtSYOvJXCz79ZzcJRGRn2Dw8RJXTqitb6hLoRCcAaWw+jyvm9XQ5oUO7tyl+P9ua4FPJ/dGVLAG6TmlmLB0Nx7/fB8yCty70aHNJuKn49kY99EujF68A//dfwlWm4ihHeKw8elB+Ps9nZ3DhuTd2sSF4sUxHQEAr64/geOXXTt5mYjoWjixwUvEXPHLOCq4/l/MEcEa5JdVOXtqbpYjQNUXtOx1aOx7DLlpPvWgtjHYPGsw3v7pJD7fdR4bjmXh57QcTOqXhLE9mqJ9fOgN7Y4sisCxy0ZsTy/A9wcu4UxeGQD7LtOjOsfj4QEt0aM5h7R80f/1aY6tabn4KTUbT644gDV/GVBnc08iosZg8PESjtPQAaBZRFC910Q6e3zcFHyuM8dHoRDQMjoY5y+4r1cmTK/G/Ls74YHeiVjww3HsPJOPJdvOYMm2M0iK0mNUlyYY1TkebeNCG/wFV2m24nJRBU5ml2BTajZ+PKyEcdcu5/OhOhXG926OP/dLQtPw+tuSfINjf5+Ri7YhPacUb/90EnNGdZC7LCLyYQw+XiL4isM/Exr4ZR0RbO+ZcVePz/Xm+AD2DQnPS3B8Uvt4A76a0gcpx7Px7b6L2HIyF+fyy/HhltP4cMtpAECwRomoEC2iQjQw6NTILzPhclFlPV+/AL1Gif7J0bijfSzGdEvgXjx+JDJYg3/e2wWPfLYXS7efxZguCejSLEzusojIR/G3g5fo3TISAJAUpa/3yAqgpmem0G1DXdfu8QGAMd2a4NfD0hwcKQgChneKx/BO8Sg1WfDziRysP5qJLWm5KK+yoqzKirKCclyoZx6QXqNEYoQet7WKgL7oLKb9aShCgjh3x18N7RiHu7ol4H+HLuO57w7jh+n9eZwIEd0QBh8v0bd1FL58pA8SI/QNznNxLHMvcNuqrupzuq7R4zO2e1PEKnoCb7vlLRsUolXhrm4JuKtbAkRRRInJgvzSKuSXmpBfVoXicjOiQjRoEhaEpuFBMASpIAgCzGYz1q07U+e8M/I/8+7qiO2ncpGaacRH285g2pBkuUsiIh/E4ONF+idHX/N55xwfN/T4iKLoUo+PIAjon+zZHY0FQYBBp4ZBp+bJ6OQUHaLFvLs64umvD+GdTacwolM8kmND5C6LiHwM/5nsQxw7LBe4YTl7ickCa/WmcA2t6iLyNmO7N8XgdjGostgw+ztubEhEjcfg40Miqyc3u6PHx1hhD08alYLLg8lnCIKAl+/tgmCNEnvPF+KL3eflLomIfAyDjw9xzMVxx6ouY4UFgH1HaCJf0jQ8CM+Pag/AvrHhpaLGH6JLRIGLwceHOFd1uWFys7HS3uNjCOI0L/I9/9enBXq1iEBZlRUvrz0udzlE5EMYfHyIY45PeZX1pg/6dAx11XcuGJG3UygEvDS2M5QKAeuOZGHHKenPfiMi/8Dg40NCtSqoqk8qvdleH2Mlh7rIt3VoYsCDt7UAAMz74SiqLDaZKyIiX8Dg40MEQahZ2XWT83wcPT4G9viQD3t6WFtEBWtwOrcMn/IEdyJyAYOPj6nZy+fmlrQXO4KPjnN8yHeFBanx/Ej7ROdFP51EjrFS5oqIyNsx+PgYx547+WWmm7pPzeRm9viQb/tDz2bolhiOsiorFq4/IXc5ROTlGHx8jGNlV9FNbmLI5ezkLxQKAX+/uxMEAfj+wCX8drZA7pKIyIsx+PgYx3ldNz+5mau6yH90SwzHA7cmAgDmrj4Ki5UTnYmofgw+PsZxcvvN9/hwHx/yL8+OaI+wIDVOZJVgxZ4MucshIi/F4ONjItzW48OhLvIvkcEazBjaBgCw6KdTKDVZZK6IiLwRg4+PcUxuLnRbjw+DD/mPCX1aoEWUHnmlJny87Yzc5RCRF2Lw8TGOHp+im+3x4XJ28kMalQLPjbAvb/94+xkubyeiOhh8fEyEG87rstpElFQPA7DHh/zNnV3i0S0xHOVVVizadErucojIyzD4+Bjn5Oab2MCwtLJm7gPn+JC/EQQBL9zZAQDw9Z4MpOeUyFwREXkTBh8f4xjqKjFZbvhsIsdS9iC1EhoVfwTI//RuGYlhHeNgtYl4dUOa3OUQkRfhbz0fYwhSQ7CfU4qiihsb7irmUnYKAM+PbA+lQkDK8WxuakhETgw+PkapEJybDt7oXj7O4yo4zEV+LDk2BPdXb2r4z3WpEEVR5oqIyBsw+Pgg514+N3hCO5eyU6CYMbQN9BolDmYUYd2RLLnLISIvwODjgyJuci+fmnO6ONRF/i02VIdHB7UCALz244kbnhdHRP7D74LP2rVr0adPHwQFBSEiIgJjx46VuyS3u9m9fHgyOwWSKQNbITpEi/P55fhq93m5yyEimflV8Pnuu+/w4IMPYvLkyTh06BB++eUXjB8/Xu6y3K7moNIb7fHhAaUUOIK1KudRFu9uTudRFkQBzm/GOiwWC5566im8/vrrePjhh52Pd+zYUcaqpFFzUOmN9vjwnC4KLPffmohPdpzF2bwyfLztDJ4e1lbukohIJn4TfPbv349Lly5BoVCgR48eyMrKQvfu3fH666+jc+fODb7OZDLBZDI5PzcajQAAs9kMs/nmzsO6kuNe7rinQacEAOSVVt7Q/YrK7F9vsEbh2uvNZqidH5oBN7bLzXJnu1Jt/ta2T9/RGk9+fRhLt5/BA70SEB2ilaUOf2tXb8K2lYavtKur9Qmin6zxXLFiBcaNG4fmzZvjrbfeQlJSEt58801s3LgRJ0+eRGRkZL2vmz9/PhYsWFDn8a+++gp6vV7qsm/IL9kCVp5RonOEDVPaN36y5scnFDhaqMADrazoG3f9b7+yshJjHngAALBmxQpYdbpGvyeR3EQRePuoEudLBQyMt+EPLTnRmciflJeXY/z48SguLobBYGjwOq8PPrNnz8arr756zWtSU1Oxf/9+TJgwAUuWLMGjjz4KwN6b06xZM/zjH//AY489Vu9r6+vxSUxMRF5e3jUbrrHMZjNSUlIwbNgwqNU3N8S04Vg2/rLiEHo2D8eKKb0b/fpxS3/D3vNFWHx/V4zqHH/9F5SVQR0RAQAwFxYCwcGNfk+puLNdqTZ/bNtdZwrw4LK9UCkEbHiqP1pEev4fN/7Yrt6CbSsNX2lXo9GI6Ojo6wYfrx/qmjVrFiZNmnTNa1q1aoXMzEwAtef0aLVatGrVChcuXGjwtVqtFlpt3S5vtVotyTfYHfeNDg0CABRVmG/oXiWVVgBAZEiQa6+/4hq1Wl3rc28h1feL/KttB7aLw+1tY7D1ZC7e2XwG747rIVst/tSu3oZtKw1vb1dXa/P64BMTE4OYmJjrXtezZ09otVqkpaVhwIABAOwp9dy5c2jRooXUZXpURLB7dm7mqi4KRM+PbI9tp3Lxv0OX8ejAVujSLEzukojIg/xmObvBYMDjjz+OefPmYePGjUhLS8PUqVMBAH/84x9lrs69nPv4VJhvaBt+I8/qogDWMcGAsd2bArBvakhEgcWvfvO9/vrrUKlUePDBB1FRUYE+ffpg8+bNiKien+IvwquXs1ttIoyVlkb13FisNpRV2Ye6uJydAtXMYW2x9nAmtp/Kw/ZTuRjY5vq9ykTkH/ymxwewj++98cYbyM7OhtFoREpKCjp16iR3WW6nVSmh19iXtDf2vK6SyprN20J5ZAUFqMRIPSbc1hwAsHDdCZRXcVNDokDhV8EnkDgPKm3kJobF1cNcwRolVEp++ylwTR+SjFCtCsczjbjvw53IKCiXuyQi8gD+5vNRNzrBmed0EdlFhWixbPKtiA7RIDXTiFHvbMd3+y7e0Lw5IvIdDD4+6kZ7fGpOZmfwIeqVFInV0wegV4sIlJosmPXNIUz/z4EbPg6GiLwfg4+PchxUWtDIOT5cyk5UW9PwIKx49DY8M7wtVAoBaw9nYuSi7fg1PU/u0ohIAgw+Pioq+EZ7fLiUnehqKqUC03/XBt9N7YeW0cHIMlZi/NLdWLguFVUWHm1B5E8YfHxUZPDN9fhwqIuorm6J4Vj75ACM621f8bVk2xnc9+GvOJNbKnNlROQuDD4+yhF88ktvcI4Ph7qI6qXXqLDw913wr//riXC9GkcuFWPMuzuwcm8GJz4T+QEGHx/lGOrKb2SPj2M5u4F7+BBd08jO8Vj/1EDc1ioS5VVWPPftYfzlPwec/w0RkW9i8PFRNz3UxR4foutqEhaELx+5Dc+OaAelQsCaw5kYvXg7DlwolLs0IrpBDD4+KirEMdRlatTraiY3M/gQuUKpEDBtSDK+fbwvEiODcLGwAn/8104s2XoaNhuHvoh8DYOPj4oK1gIAjJUWmK2urzoxVnIfH6Ib0aN5BNY+ORCjuzSBxSZi4foTmLx8D/Ia+Y8PIpIXg4+PCgtSQ6kQADTuvC4uZye6cQadGu+N74GFv+8CrUqBrSdzMeqd7fiFe/4Q+QwGHx+lUAiIqD6lvTETnLmcnejmCIKAcb2b44fpA9AmNgS5JSb83ye78caPabA0oveViOTB4OPDbmSCs2M5O3duJro57eJD8cP0ARjXOxGiCLz3czoe+GgXDzsl8nIMPj4sspFL2qssNlSYrQDY40PkDkEaJRb+viveHdcDoVoV9p4vxKh3tuNbHnZK5LUYfHyYY4Kzqyu7HMNcABDCfXyI3OaubglY99RA52Gnz3xzCE98ub9R8++IyDMYfHxYY4e6HBObQ3Uq58RoInKPxEg9vn6sL54d0Q4qhYD1R7MwYtE2bEnLkbs0IroCg48Pa+xQF5eyE0nLsefPqmn9kRwbgpwSEyYt24O5q4+iosoqd3lEBAYfn+bYxLDAxfO6uHkhkWd0bhqGNX8ZgEn9kgAAn+08jzHvbsfRS8XyFkZEDD6+rNFDXZU8p4vIU3RqJebf3QmfPdQbcQYtTueW4fcf/IrPdl0A5z0TyYfBx4c5JzeXuTa5uZg9PkQeN6htDH6cMQjDO8ahymrDS2tP4JM0BYrKedgpkRwYfHyYc6jLxR4fR/DhHj5EnhWu12DJgz0x766OUCsFHClU4K73f8XuM/lyl0YUcBh8fJhjqKuowgyrC4clOnt8OLmZyOMEQcDk/i3xzaN9EKMTkWU0YdzHu/B2yknu+EzkQQw+PixCr4EgAKIIFJZfv9fHyB4fItl1SjDg2a5W3NsjATYReGfTKYz/eDcuFVXIXRpRQGDw8WFKhYDw6hCT78LKrprjKji5mUhOWiXw2u87Y9H93RGiVeG3cwW4853t2HA0U+7SiPweg4+Pq9nL5/oTnJ1zfPTs8SHyBmN7NMXaJwegW7MwFFeY8fgX+/Hct4dQUsmJz0RSYfDxcY6VXa5McObkZiLv0yIqGN883g+P3d4KggCs3HsRIxdtx87TnPhMJAUGHx/XmL18GHyIvJNGpcCcUR2wYsptaBYRhEtFFRj38S68tOY4Ks3c8ZnInRh8fFxk9ZJ2V+b4MPgQebc+raKwYcYgPHBrIgDgkx1nMebdHTh8sUjewoj8CIOPj4tyscfHZhNrdm5m8CHyWiFaFV65ryv+PakXYkK1SM8pxb0f/Iq3NqahysJl70Q3i8HHx7kafEpMFuc2+dzHh8j7/a59HDbOGITRXZvAahOxeHM67np3Bw5lFMldGpFPY/DxcZEhrh1b4djDR6tSQKdWSl4XEd28iGAN3h9/C94ffwuigjVIyy7BvR/8goXrUjn3h+gGMfj4OEePz/Xm+HB+D5HvGt21CVJm3o6x3e2bHi7Zdgaj3tmO384WyF0akc9h8PFxrq7qYvAh8m2RwRoseqAHPpnYC3EGLc7mleFPS3Zi7uqjKDVZ5C6PyGcw+Pg4R49PYXkVbNc4r4vHVRD5hzs6xGHj07c7V359tvM8Rry9DdtP5cpcGZFvYPDxcRHVwccm2g8rbQh7fIj8R1iQGq/c1xVfPNzHue/Pg5/8hue+PeT8b52I6sfg4+PUSgUMOvvZWwXXmODM4EPkfwa0icaPMwZhUr8k567Pw97aipTj2XKXRuS1/Cr4nDx5Evfccw+io6NhMBgwYMAA/Pzzz3KXJbkox8qua0xwdgQf7uFD5F+CtSrMv7sTVj7WF62ig5FTYsKUz/biyf8cQH7p9c/wIwo0fhV8xowZA4vFgs2bN2Pfvn3o1q0bxowZg6ysLLlLk5QrE5zZ40Pk325NisS6pwbisdtbQSEAPxy6jGFvb8N/91+EKDY8/48o0PhN8MnLy8OpU6cwe/ZsdO3aFW3atMErr7yC8vJyHD16VO7yJOWY4Jx3jX/dsceHyP/p1ErMGdUBq6b1R/v4UBSUVWHmykP405KdOH7ZKHd5RF5BJXcB7hIVFYV27drhs88+wy233AKtVoslS5YgNjYWPXv2bPB1JpMJJlNNYDAa7f9zMJvNMJvdN0nQcS933tMhOsQeZjKLKhq8f1G5vTcoRCM0vgazGWrnh2ZAgq/hRknZroGObSsNT7Rrh7hgfPdYHyz79Tze33Iae84VYsy72zEwORq3JkWgd8sIdE4wQK30m3/7AuDPrFR8pV1drU8Q/agP9OLFixg7diz2798PhUKB2NhYrF27Fj169GjwNfPnz8eCBQvqPP7VV19Br9dLWa7b/HhRwLoMJW6LtWFc6/rP8nnzsBIXygQ80s6KLpGN+5YrKysx5oEHAABrVqyAVae76ZqJyDMKTcCq8woczK8dcjQKES1CRLQIAZJC7R8bNDIVSeQG5eXlGD9+PIqLi2EwGBq8zuuDz+zZs/Hqq69e85rU1FS0a9cOY8eOhdlsxgsvvICgoCAsXboUP/zwA/bs2YMmTZrU+9r6enwSExORl5d3zYZrLLPZjJSUFAwbNgxqtXuHm1buvYgXVh/H7W2jsfTBW+q9Zshb23GxsAJfT+mNW5qHN+4NysqgjogAAJgLC4Hg4Jus2H2kbNdAx7aVhlzteiKrBDvPFGDPuULsOVdY7/YXzcJ16JYYju6JYejWLAwdmxigVflOrxB/ZqXhK+1qNBoRHR193eDj9UNds2bNwqRJk655TatWrbB582asWbMGhYWFzi/4gw8+QEpKCj799FPMnj273tdqtVpotdo6j6vVakm+wVLct0mEvWcqr7SqwXsXldv/Jxcbpm/8+19xvVqtrvW5t5Dq+0VsW6l4ul27JEaiS2IkHr0dsNlEnMopxYELhThwoQgHMgpxKqcUF4sqcbEoC2uP2BeEaJQKdEwwoEfzcPRoHoEeieFoFhEEQRA8VveN4M+sNLy9XV2tzeuDT0xMDGJiYq57XXl5OQBAoaj9rxOFQgGbrf7hH38RG2ofesopqX9ys8lidW5pH6lnXzZRoFMoBLSLD0W7+FA80Ls5AKCk0ozDF4uvCENFKCirwsGMIhzMKMKyX84BAML1anRpGobOTcPQpfqPL4QhIgevDz6u6tu3LyIiIjBx4kTMnTsXQUFB+Pjjj3H27FmMHj1a7vIkFRvq2MfHBKtNhFJR+39AhWX23h6lQoAhyG++5UTkRqE6NfonR6N/cjQAQBRFZBRU4EBGdRC6UIjjmUYUlZux/VQetp/Kc76WYYh8id/8FoyOjsaGDRvwwgsv4He/+x3MZjM6deqE1atXo1u3bnKXJ6moEC0Ugv3YivxSE2INtScf51fv6Byh1/B/RETkEkEQ0DxKj+ZRetzTvSkAe+/xyaxSHLlUjCOXinDkUjHSskoaDEOdE8LQKcGA9k1C0aGJAa2iQ6DxoTlD5J/8JvgAQK9evfDjjz/KXYbHKRUCokK0yC0xIaekbvBx9Pg49vshIroRWpUSXZqFoUuzMAD2IbJrhaEd6XnYkV4ThtRKAa1jQtCxSU0Yah9vQExo3XmWRFLxq+ATyGJD7cEn21iJzk3Daj3n7PEJ9t5JaUTkm64Xhk5kGZGaacSJzBKUmCw4kVWCE1klwIGae0SHaKpDUCjaxtn/JMeGIFjLX1Hkfvyp8hOxoVocQ/0TnAurj7KICua/qohIerXDkJ0oirhUVIHUzBKcyDTiRFYJUjONOJtfhrzSqjpDZQDQLCIIbeNC0SY2BG3iQtE2LgTJsSHQa/iri24cf3r8hHNll7Fu8HGc4cUeHyKSiyAIaBahR7MIPYZ1jHM+XlFlxclsewhKzTTiZHYpTuWUIq/UhIuFFbhYWIHNJ3Jq3SsxMghtYkPRJi4EbWPtPUStY4Oh5hRGcgGDj5+IM9h7c3JKKus8V1B9XEUke3yIyMsEaZTolhiObonhtR4vKKvCqewSnMwptf+dXYL0nFLklVYho6ACGQW1A5EgAE3DgxAGBY6pTqJ9kzC0ibUPmQVplB7+qsibMfj4ibgwe49PVnE9wcc51MXJzUTkGyKDNejTKgp9WkXVejy/1IRTzjBUipPZJTiVU4qCsip7DxEUOLb9nPN6QQASI/TVw2T2YbOk6GAkRekRGcyVroGIwcdPJIQFAQAy6wk++aWOoS4GHyLybVEhWkSFaHFbPYEo9XIRVv28G5qYFkjPLcep7BIUlptxoaAcFwrK8VNq7SGzEK0KLaL01X/sYah5ZDCSovWIC9VBoWAo8kcMPn4i3tHjY6wbfArL2eNDRP4tKkSLPi0jkZ8q4s47OzqPL8grNdl7hap7h9JzSnGhoByZxZUoNVlw7LIRxy4b69xPq1IgMVKPpuFBSAgPQrOIICSE65AQZv88Pkznd6fbBwoGHz/h6PEpKKtCpdkKnbpmTNs5uZnHVRBRgIkO0SI6RIt+raNrPV5ptiKjoBzn88txLr8MFwrKcS6/HBfyy3CxsAImiw3pOaVIzymt974KAYgz6JBQHYwSwnSICdUi1qBDbKjW/nGoFiFaFYfTvAyDj58wBKkQpFaiwmxFVnElkqLtJ6ibrTbkVwefWAMnNxMRAYBOrUSbuFC0iQut85zFasPlokqcLyhDZlElLhVV4FJRBS47/1SiympDZnElMosrse98YYPvE6RWItZgD0GxofZwFBOqRbhejUi9BuF6DSKDNYgIViNCr2Evkgcw+PgJQRDQJEyHM3llyLwi+OSWmCCKgEoh8IBSIiIXqJQK53Ed9bHZROSXVdUKQ5nFlcgpMSHHWOncRb/UZEGF2Yrz+faeJVeEalWICNYgQq9GuF4DQ5AaIVoVDDoVQrQqhFT/HapTI9T5sf1vrVoJnVoBjVLBXqZrYPDxI03CHcGnwvlYdvWcn9hQLSfqERG5gUIhOHtuul+1DP9K5VUW5BjtISinpNL5cWFZFQrKq1BYVoXC8ioUlptRVF4FmwiUmCwoMVlwoeDG6xMEQKdSQqtWQKeyhyGdWmkPRioFNCoFlAoBSkGAUiFApRSgEASoFAKUCgWUCjj/Buw9YOfPK/DLqmOAIMAmAjZRBKr/tomAVRRhtthQZbWhylL954qPTVd8brbacGT+iDoHansKg48fiTfUXdmVXb2hoWO5OxEReYZeo0JStMrZA38tNpsIY6UZBY4wVGZGQXkVSistKDVZUFJprv7bUvP3Vc/ZRPu9RBGoMFtRYbYCMLvpq1FgZ84lN93LPg1DqZBnfyUGHz/SNNwebi4W1nSpOjY0jAtl8CEi8lYKhYDw6jk/N0IURZitIiotVlSarTCZbTBZrKg021BpvuJvixVmqw1WG2C12WCxibDZRFhsIqzVf658TBAAm82G9FMn0b5dOyiVSigEAQrB3rOkEAQI1Z+rlfbeJK3KPtymqe5duvJj+3NKaGScy8Tg40daxtj/VXE2r8z5mGOoK44Tm4mI/JYgCNCoBGhUChh07j2eyGw2Y11FGu68vZVzmwBfxunjfqRldAiA2sEns6h6jo+BPT5EREQMPn6kZZS9xyfbaEKZyQIAOF9gH/Zq0cDqBCIiokDC4ONHwvRqRFbvznwu397r41hC2SLy+pPriIiI/B2Dj59pGV0zz6fUZEFeqX1VV0P7URAREQUSBh8/0ybWPs8nNdOI89W9PhF6NcKCfH9CGhER0c1i8PEzXZqFAQAOXyzG8eqD99rWsyU7ERFRIOJydj/TtWk4AHvwcQx7dW4aJmNFRERE3oM9Pn6mXXwotCoFiivM+G7fRQBAFwYfIiIiAAw+fkejUqBf6ygAQFmVFQBwa8tIOUsiIiLyGgw+fmhU5ybOj7s2C0PT8CAZqyEiIvIenOPjh+69pSm2nsxFWnYJ/n5PZ7nLISIi8hoMPn5IrVTg/Qm3yF0GERGR1+FQFxEREQUMBh8iIiIKGAw+REREFDAYfIiIiChgMPgQERFRwGDwISIiooDB4ENEREQBg8GHiIiIAgaDDxEREQUMBh8iIiIKGAw+REREFDB8Jvi8/PLL6NevH/R6PcLDw+u95sKFCxg9ejT0ej1iY2Px7LPPwmKxeLZQIiIi8lo+c0hpVVUV/vjHP6Jv37745JNP6jxvtVoxevRoxMfH49dff0VmZib+/Oc/Q61W45///KcMFRMREZG38Zngs2DBAgDA8uXL631+48aNOH78OH766SfExcWhe/fueOmll/D8889j/vz50Gg09b7OZDLBZDI5PzcajQAAs9kMs9nstvod93LnPT3GbIba+aEZ8KKvwafb1cuxbaXBdpUO21YavtKurtbnM8Hnenbu3IkuXbogLi7O+diIESMwdepUHDt2DD169Kj3dQsXLnSGqiutWrUKer3e7XWuXr3a7feUmrKyEiOrP97w/few6nSy1lMfX2xXX8G2lQbbVTpsW2l4e7uWl5cDAERRvOZ1fhN8srKyaoUeAM7Ps7KyGnzdnDlzMHPmTOfnly5dQseOHfHII49IU6ive+ghuSsgIiJqUElJCcLCwhp8XtbgM3v2bLz66qvXvCY1NRXt27eXrAatVgutVuv8PCQkBBkZGQgNDYUgCG57H6PRiMTERGRkZMBgMLjtvoGO7Sodtq002K7SYdtKw1faVRRFlJSUICEh4ZrXyRp8Zs2ahUmTJl3zmlatWrl0r/j4ePz222+1HsvOznY+5yqFQoFmzZq5fH1jGQwGr/7B8VVsV+mwbaXBdpUO21YavtCu1+rpcZA1+MTExCAmJsYt9+rbty9efvll5OTkIDY2FgCQkpICg8GAjh07uuU9iIiIyLf5zByfCxcuoKCgABcuXIDVasXBgwcBAMnJyQgJCcHw4cPRsWNHPPjgg3jttdeQlZWFF198EdOmTas1lEVERESBy2eCz9y5c/Hpp586P3es0vr5558xePBgKJVKrFmzBlOnTkXfvn0RHByMiRMn4u9//7tcJdei1Woxb948hjA3Y7tKh20rDbardNi20vC3dhXE6637IiIiIvITPnNkBREREdHNYvAhIiKigMHgQ0RERAGDwYeIiIgCBoOPB7z//vtISkqCTqdDnz596my0SHVt27YNd911FxISEiAIAlatWlXreVEUMXfuXDRp0gRBQUEYOnQoTp06VeuagoICTJgwAQaDAeHh4Xj44YdRWlrqwa/C+yxcuBC33norQkNDERsbi7FjxyItLa3WNZWVlZg2bRqioqIQEhKC++67z7kZqMOFCxcwevRo6PV6xMbG4tlnn4XFYvHkl+JVPvzwQ3Tt2tW5wVvfvn2xfv165/NsU/d55ZVXIAgCZsyY4XyM7dt48+fPhyAItf5ceUqCX7epSJJasWKFqNFoxH//+9/isWPHxClTpojh4eFidna23KV5tXXr1okvvPCC+N///lcEIH7//fe1nn/llVfEsLAwcdWqVeKhQ4fEu+++W2zZsqVYUVHhvGbkyJFit27dxF27donbt28Xk5OTxXHjxnn4K/EuI0aMEJctWyYePXpUPHjwoHjnnXeKzZs3F0tLS53XPP7442JiYqK4adMmce/eveJtt90m9uvXz/m8xWIRO3fuLA4dOlQ8cOCAuG7dOjE6OlqcM2eOHF+SV/jhhx/EtWvXiidPnhTT0tLEv/71r6JarRaPHj0qiiLb1F1+++03MSkpSezatav41FNPOR9n+zbevHnzxE6dOomZmZnOP7m5uc7n/blNGXwk1rt3b3HatGnOz61Wq5iQkCAuXLhQxqp8y9XBx2azifHx8eLrr7/ufKyoqEjUarXif/7zH1EURfH48eMiAHHPnj3Oa9avXy8KgiBeunTJY7V7u5ycHBGAuHXrVlEU7e2oVqvFb775xnlNamqqCEDcuXOnKIr2UKpQKMSsrCznNR9++KFoMBhEk8nk2S/Ai0VERIhLly5lm7pJSUmJ2KZNGzElJUW8/fbbncGH7Xtj5s2bJ3br1q3e5/y9TTnUJaGqqirs27cPQ4cOdT6mUCgwdOhQ7Ny5U8bKfNvZs2eRlZVVq13DwsLQp08fZ7vu3LkT4eHh6NWrl/OaoUOHQqFQYPfu3R6v2VsVFxcDACIjIwEA+/btg9lsrtW27du3R/PmzWu1bZcuXRAXF+e8ZsSIETAajTh27JgHq/dOVqsVK1asQFlZGfr27cs2dZNp06Zh9OjRtdoR4M/szTh16hQSEhLQqlUrTJgwARcuXADg/23qMzs3+6K8vDxYrdZaPxgAEBcXhxMnTshUle/LysoCgHrb1fFcVlaW88w2B5VKhcjISOc1gc5ms2HGjBno378/OnfuDMDebhqNBuHh4bWuvbpt62t7x3OB6siRI+jbty8qKysREhKC77//Hh07dsTBgwfZpjdpxYoV2L9/P/bs2VPnOf7M3pg+ffpg+fLlaNeuHTIzM7FgwQIMHDgQR48e9fs2ZfAhClDTpk3D0aNHsWPHDrlL8Qvt2rXDwYMHUVxcjG+//RYTJ07E1q1b5S7L52VkZOCpp55CSkoKdDqd3OX4jVGjRjk/7tq1K/r06YMWLVpg5cqVCAoKkrEy6XGoS0LR0dFQKpV1ZsJnZ2cjPj5epqp8n6PtrtWu8fHxyMnJqfW8xWJBQUEB2x7A9OnTsWbNGvz8889o1qyZ8/H4+HhUVVWhqKio1vVXt219be94LlBpNBokJyejZ8+eWLhwIbp164Z33nmHbXqT9u3bh5ycHNxyyy1QqVRQqVTYunUrFi9eDJVKhbi4OLavG4SHh6Nt27ZIT0/3+59ZBh8JaTQa9OzZE5s2bXI+ZrPZsGnTJvTt21fGynxby5YtER8fX6tdjUYjdu/e7WzXvn37oqioCPv27XNes3nzZthsNvTp08fjNXsLURQxffp0fP/999i8eTNatmxZ6/mePXtCrVbXatu0tDRcuHChVtseOXKkVrBMSUmBwWBAx44dPfOF+ACbzQaTycQ2vUl33HEHjhw5goMHDzr/9OrVCxMmTHB+zPa9eaWlpTh9+jSaNGni/z+zcs+u9ncrVqwQtVqtuHz5cvH48ePio48+KoaHh9eaCU91lZSUiAcOHBAPHDggAhDfeust8cCBA+L58+dFUbQvZw8PDxdXr14tHj58WLznnnvqXc7eo0cPcffu3eKOHTvENm3aBPxy9qlTp4phYWHili1bai1jLS8vd17z+OOPi82bNxc3b94s7t27V+zbt6/Yt29f5/OOZazDhw8XDx48KG7YsEGMiYnxiWWsUpk9e7a4detW8ezZs+Lhw4fF2bNni4IgiBs3bhRFkW3qbleu6hJFtu+NmDVrlrhlyxbx7Nmz4i+//CIOHTpUjI6OFnNyckRR9O82ZfDxgHfffVds3ry5qNFoxN69e4u7du2SuySv9/PPP4sA6vyZOHGiKIr2Je1/+9vfxLi4OFGr1Yp33HGHmJaWVuse+fn54rhx48SQkBDRYDCIkydPFktKSmT4arxHfW0KQFy2bJnzmoqKCvGJJ54QIyIiRL1eL957771iZmZmrfucO3dOHDVqlBgUFCRGR0eLs2bNEs1ms4e/Gu/x0EMPiS1atBA1Go0YExMj3nHHHc7QI4psU3e7OviwfRvv/vvvF5s0aSJqNBqxadOm4v333y+mp6c7n/fnNhVEURTl6WsiIiIi8izO8SEiIqKAweBDREREAYPBh4iIiAIGgw8REREFDAYfIiIiChgMPkRERBQwGHyIiIgoYDD4EBERUcBg8CEitxo8eDBmzJjh/DwpKQmLFi1y+fXnzp2DIAg4ePCg22tzEAQBq1atkuz+DRk8eDAEQWjU1+e4Pjw8XNLaiAIFgw8RNcqkSZOcv4yv/JOenl7v9Xv27MGjjz7q1hqWL1/uUhCYP38+unfvXufxzMxMjBo1yq01uWrKlCnIzMxE586dXbo+MzOzUcGRiK5NJXcBROR7Ro4ciWXLltV6LCYmpt5rG3pcTvHx8bK9t16vb9T7x8fHIywsTMKKiAILe3yIqNG0Wi3i4+Nr/VEqlfVee/VQ14kTJzBgwADodDp07NgRP/30U71DT2fOnMGQIUOg1+vRrVs37Ny5EwCwZcsWTJ48GcXFxc7epvnz59d53+XLl2PBggU4dOiQ87rly5cDqD3U5RhaW7lyJQYOHIigoCDceuutOHnyJPbs2YNevXohJCQEo0aNQm5ubq33WLp0KTp06ACdTof27dvjgw8+aHRbFhYWYsKECYiJiUFQUBDatGlTJ1QSkfuwx4eIPMZqtWLs2LFo3rw5du/ejZKSEsyaNavea1944QW88cYbaNOmDV544QWMGzcO6enp6NevHxYtWoS5c+ciLS0NABASElLn9ffffz+OHj2KDRs24KeffgKAa/aczJs3D4sWLULz5s3x0EMPYfz48QgNDcU777wDvV6PP/3pT5g7dy4+/PBDAMCXX36JuXPn4r333kOPHj1w4MABTJkyBcHBwZg4caLLbfK3v/0Nx48fx/r16xEdHY309HRUVFS4/HoiahwGHyJqtDVr1tQKG6NGjcI333xz3delpKTg9OnT2LJli3O45+WXX8awYcPqXPvMM89g9OjRAIAFCxagU6dOSE9PR/v27REWFgZBEK45ZBQUFISQkBCoVCqXhpaeeeYZjBgxAgDw1FNPYdy4cdi0aRP69+8PAHj44YedPUaAPSi9+eab+P3vfw8AaNmyJY4fP44lS5Y0KvhcuHABPXr0QK9evQDYe8iISDoMPkTUaEOGDHH2fABAcHCwS69LS0tDYmJirSDSu3fveq/t2rWr8+MmTZoAAHJyctC+ffsbKfm6rny/uLg4AECXLl1qPZaTkwMAKCsrw+nTp/Hwww9jypQpzmssFkuj5+NMnToV9913H/bv34/hw4dj7Nix6Nev3818KUR0DQw+RNRowcHBSE5OlvQ91Gq182NBEAAANpvNo+939WOO9y8tLQUAfPzxx+jTp0+t+zQ016kho0aNwvnz57Fu3TqkpKTgjjvuwLRp0/DGG2/c0NdBRNfGyc1E5DHt2rVDRkYGsrOznY/t2bOn0ffRaDSwWq1uu66x4uLikJCQgDNnziA5ObnWn5YtWzb6fjExMZg4cSK++OILLFq0CB999JHbayYiO/b4EJHHDBs2DK1bt8bEiRPx2muvoaSkBC+++CKAml4WVyQlJaG0tBSbNm1Ct27doNfrodfr673u7NmzOHjwIJo1a4bQ0FBotVq3fC0LFizAk08+ibCwMIwcORImkwl79+5FYWEhZs6c6fJ95s6di549e6JTp04wmUxYs2YNOnTo4JYaiagu9vgQkccolUqsWrUKpaWluPXWW/HII4/ghRdeAADodDqX79OvXz88/vjjuP/++xETE4PXXnut3uvuu+8+jBw5EkOGDEFMTAz+85//uOXrAIBHHnkES5cuxbJly9ClSxfcfvvtWL58eaN7fDQaDebMmYOuXbti0KBBUCqVWLFihdvqJKLaBFEURbmLIKLA9csvv2DAgAFIT09H69at5S5HUoMHD0b37t0bvRPz8uXLMWPGDBQVFUlSF1EgYfAhIo/6/vvvERISgjZt2iA9PR1PPfUUIiIisGPHDrlLk9zgwYPx66+/QqPRYOfOnbVWjTUkJCQEFosFOp2OwYfIDTjHh4g8qqSkBM8//zwuXLiA6OhoDB06FG+++abcZXnEl19+6dycsHnz5i69xnGYaWNXixFR/djjQ0RERAGDk5uJiIgoYDD4EBERUcBg8CEiIqKAweBDREREAYPBh4iIiAIGgw8REREFDAYfIiIiChgMPkRERBQw/h9PPefQbTuyEwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1be0d3b8110>]"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -355,51 +426,53 @@
    ],
    "source": [
     "\n",
-    "#plt.plot(df['time'][1:], df['antenna/tx_gain/out'][1:], label='Gain')\n",
     "plt.grid()\n",
-    "plt.plot(df['time'][1:], df['general/pitch_l'][1:].apply(lambda x: x*(180/np.pi)), label='Pitch')\n",
+    "plt.plot(df['time'][1:], df['antenna/tx_gain/out'][1:], label='Gain')\n",
+    "plt.axvline(56,color=\"red\")\n",
+    "plt.ylabel(\"Gain [dBi]\")\n",
+    "plt.xlabel(\"Flight time [s]\")\n",
+    "#plt.yticks(np.arange(+6,-12,-1))\n",
+    "#plt.plot(df['time'][1:], df['general/pitch_l'][1:].apply(lambda x: x*(180/np.pi)), label='Pitch')\n",
     "plt.legend()\n",
-    "plt.show()"
+    "plt.show()\n",
+    "\n",
+    "#plt.grid()\n",
+    "plt.plot(df[\"time\"][1:], df[\"antenna/tx_gain/theta\"][1:],label=\"Theta\")\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "plt.plot(df[\"time\"][1:], df[\"general/pitch_l\"][1:],label=\"pitch\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
     "from spatz.sensors.antenna.tx_gain import GainPattern\n",
+    "from matplotlib import pyplot as plt\n",
     "import numpy as np"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Processed 65160 lines in 0.5s.\n",
+      "Processed 65160 lines in 1.2s.\n",
       "Used 65160 lines due to step size\n"
      ]
     },
     {
      "data": {
+      "image/png": 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",
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x23fd0b78e90>]"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -409,21 +482,88 @@
    "source": [
     "\n",
     "pattern = GainPattern(\"data/gain_pattern/farfield_2_45_GHz.txt\",1)\n",
-    "\n",
-    "fig, (ax1,ax2) = plt.subplots(1,2,subplot_kw={'projection': 'polar'})\n",
+    "fig, ax1 = plt.subplots(1,1,subplot_kw={'projection': 'polar'})\n",
     "ax1.set_theta_zero_location(\"N\")\n",
-    "ax2.set_theta_zero_location(\"N\")\n",
+    "\n",
+    "for i in range(0,90,5):    \n",
+    "    angles_phi, gain_phi = pattern.get_phi_cut(i) # Cut through X-Z plane (In sim actually Y-)\n",
+    "    ax1.plot(np.deg2rad(angles_phi), gain_phi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processed 65160 lines in 0.7s.\n",
+      "Used 65160 lines due to step size\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pattern = GainPattern(\"data/gain_pattern/farfield_2_45_GHz.txt\",1)\n",
+    "fig, ax = plt.subplots(1,1,subplot_kw={'projection': 'polar'})\n",
+    "for i in range(0,90,20):\n",
+    "    thetas, gains = pattern.get_theta_cut(i)\n",
+    "    ax.set_theta_zero_location(\"N\")\n",
+    "    ax.plot(np.deg2rad(thetas),gains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Dist [m]')"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#FSPL graph\n",
+    "from scipy import constants\n",
+    "\n",
+    "def fspl(r,lamb):\n",
+    "    return 10* np.log10( (lamb/(4*np.pi*r)) ** 2 )\n",
     "\n",
     "\n",
-    "angles_phi, gain_phi = pattern.get_phi_cut(0) # Cut through X-Z plane (In sim actually Y-)\n",
-    "ax1.plot(np.deg2rad(angles_phi), gain_phi)\n",
+    "distances = np.arange(1e3,25e3,1e3)\n",
+    "lab = constants.c/2.45e9\n",
     "\n",
-    "\n",
-    "angles_theta, gain_theta = pattern.get_theta_cut(5)\n",
-    "ax2.plot(np.deg2rad(angles_theta), gain_theta)\n",
-    "\n",
-    "\n",
-    "\n"
+    "plt.plot(distances,fspl(distances,lamb=lab))\n",
+    "plt.grid()\n",
+    "plt.ylabel(\"FSPL [dB]\")\n",
+    "plt.xlabel(\"Dist [m]\")"
    ]
   }
  ],
@@ -443,7 +583,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.11.2"
   }
  },
  "nbformat": 4,
diff --git a/phi_45.png b/phi_45.png
new file mode 100644
index 0000000..e19ca4c
Binary files /dev/null and b/phi_45.png differ
diff --git a/spatz/sensors/antenna/tx_gain.py b/spatz/sensors/antenna/tx_gain.py
index 29dca2f..0ecc002 100644
--- a/spatz/sensors/antenna/tx_gain.py
+++ b/spatz/sensors/antenna/tx_gain.py
@@ -69,13 +69,17 @@ class GainPattern():
             return angles,gain
 
     def get_theta_cut(self, theta:float) -> ArrayLike: #Return farfield cut with theta = const (looking from the top)
-            assert 0<= theta < 360
+            assert 0<= theta < 180
             sub_df_left = self._df.loc[self._df["Theta"] == theta]
-            angles = sub_df_left["Phi"]
-            gain = sub_df_left[GAIN_NAME]
-            sub_df_right = self._df.loc[self._df["Theta"] == ((theta + 180) % 360)]
-            angles = sub_df_right["Phi"]
-            gain = sub_df_right[GAIN_NAME]
+            angles_l = sub_df_left["Phi"]
+            gain_l = sub_df_left[GAIN_NAME]
+
+            sub_df_right = self._df.loc[self._df["Theta"] == (360-theta)]
+            angles_r = sub_df_right["Phi"]+180
+            gain_r = sub_df_right[GAIN_NAME]
+
+            angles = pd.concat([angles_l,angles_r])
+            gain = pd.concat([gain_l,gain_r])
 
             return angles,gain
 
@@ -126,28 +130,55 @@ class AntennaTxGain(Sensor):
         self._pattern = GainPattern(gain_pattern_path,1)
 
     def _get_data(self) -> ArrayLike | float:
+        magic_matrix = np.array([
+             [0,1,0],
+             [1,0,0],
+             [0,0,-1]
+        ]) 
+        
         # Get current position of rocket in FL Frame (Launcher Frame).
         pos_fl = self._dataset.fetch_values(['x', 'y', 'z']) #X,Y,Z is in FL (Launcher frame) -> Z is up, X is east
-
-        # Transform X,Y,Z to B Frame (Body Frame)
-        pos_b = np.array(pos_fl) @ self._dataset.launch_rail_to_body()
+        
+        gs_offset_fl = np.array([-1810,-1500,100]) #Radar hill is approx 1.81km west. 1.5km south, 100higher
+        rocket_to_gs_fl = pos_fl-gs_offset_fl
+        rocket_to_gs_fl_n = rocket_to_gs_fl/np.linalg.norm(rocket_to_gs_fl)
 
         # Rocket in body frame is simply [1,0,0]^T by definition
-        rocket_b = np.array([1,0,0]).T 
+        rocket_b = np.array([1,0,0])
+        rocket_fl = magic_matrix @ np.linalg.inv(self._dataset.launch_rail_to_body()) @ rocket_b
+        rocket_fl_n = rocket_fl / np.linalg.norm(rocket_fl)
+
+        
 
         # Angle between rocket and pos returns elevation angle (Phi). Assume a rotation of 0° for now to get theta
-        theta = np.rad2deg(np.arccos(np.clip(np.dot(pos_b/np.linalg.norm(pos_b), rocket_b),-1.0,1.0))) #Clip trick from: https://stackoverflow.com/questions/2827393/angles-between-two-n-dimensional-vectors-in-python
-        #return phi
-        phi = 0
+        theta = 180-np.rad2deg(np.arccos(np.clip(np.dot(rocket_to_gs_fl_n,rocket_fl_n),-1.0,1.0))) #Clip trick from: https://stackoverflow.com/questions/2827393/angles-between-two-n-dimensional-vectors-in-python
         
+        self._log("rocket_x",rocket_fl_n[0])
+        self._log("rocket_y",rocket_fl_n[1])
+        self._log("rocket_z",rocket_fl_n[2])
+        self._log("pos_x",rocket_to_gs_fl_n[0])
+        self._log("pos_y",rocket_to_gs_fl_n[1])
+        self._log("pos_z",rocket_to_gs_fl_n[2])
+        self._log("theta",theta)
+        #return phi
+        
+        #Get Theta cut for this angle
+        #angles, gains = self._pattern.get_theta_cut(np.round(theta))
+
+        #min_gain = np.min(gains)
+        #min_ix = np.argmin(gains)
+        #min_angle = angles[min_ix]
+        #self._log("works_case_angle",min_angle)  
+
+
+        min_gain = self._pattern.get_gain(45,theta)
         
         # Fetch gain in this direction
-        return self._pattern.get_gain(phi,theta)
+        return min_gain
 
     def _sensor_specific_effects(self, x: ArrayLike) -> ArrayLike:
         return x
     
-
     def _get_name(self) -> AnyStr:
         return 'antenna/tx_gain'
         
@@ -157,4 +188,5 @@ if  __name__ == '__main__':
     print(pattern.get_gain(0,12))
     print(pattern.get_gain(0,16))
     print(pattern.get_gain(6,12))
-    print(pattern.get_gain(0,10))
\ No newline at end of file
+    print(pattern.get_gain(0,10))
+    print(pattern.get_theta_cut(90))
\ No newline at end of file