From 4dc8e896af03ecf40b8613c289f43c25f16a7364 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 17 Jan 2023 16:57:51 -0800 Subject: [PATCH 1/5] Changed notebook to operate on units table without converting to pandas dataframe #129 --- .../visualize_unit_responses.ipynb | 188 +++++++++++------- 1 file changed, 115 insertions(+), 73 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 0d31607b..b5426ccf 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -83,7 +83,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n" + "A newer version (0.48.1) of dandi/dandi-cli is available. You are using 0.46.3\n" ] }, { @@ -169,15 +169,35 @@ { "data": { "text/plain": [ - "Index(['waveform_duration', 'cluster_id', 'peak_channel_id',\n", - " 'cumulative_drift', 'amplitude_cutoff', 'snr', 'recovery_slope',\n", - " 'isolation_distance', 'nn_miss_rate', 'silhouette_score',\n", - " 'velocity_above', 'quality', 'PT_ratio', 'l_ratio', 'velocity_below',\n", - " 'max_drift', 'isi_violations', 'firing_rate', 'amplitude',\n", - " 'local_index', 'spread', 'waveform_halfwidth', 'd_prime',\n", - " 'presence_ratio', 'repolarization_slope', 'nn_hit_rate', 'spike_times',\n", - " 'spike_amplitudes', 'waveform_mean'],\n", - " dtype='object')" + "('waveform_duration',\n", + " 'cluster_id',\n", + " 'peak_channel_id',\n", + " 'cumulative_drift',\n", + " 'amplitude_cutoff',\n", + " 'snr',\n", + " 'recovery_slope',\n", + " 'isolation_distance',\n", + " 'nn_miss_rate',\n", + " 'silhouette_score',\n", + " 'velocity_above',\n", + " 'quality',\n", + " 'PT_ratio',\n", + " 'l_ratio',\n", + " 'velocity_below',\n", + " 'max_drift',\n", + " 'isi_violations',\n", + " 'firing_rate',\n", + " 'amplitude',\n", + " 'local_index',\n", + " 'spread',\n", + " 'waveform_halfwidth',\n", + " 'd_prime',\n", + " 'presence_ratio',\n", + " 'repolarization_slope',\n", + " 'nn_hit_rate',\n", + " 'spike_times',\n", + " 'spike_amplitudes',\n", + " 'waveform_mean')" ] }, "execution_count": 7, @@ -186,11 +206,8 @@ } ], "source": [ - "# this may take awhile when using file streaming\n", - "units = nwb.units.to_dataframe()\n", - "units.keys()\n", - "# units = nwb.units\n", - "# units.colnames" + "units = nwb.units\n", + "units.colnames" ] }, { @@ -647,7 +664,7 @@ } ], "source": [ - "units" + "units[:]" ] }, { @@ -1135,35 +1152,59 @@ { "cell_type": "code", "execution_count": 14, + "id": "8197deec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit index: 648\n" + ] + } + ], + "source": [ + "# translate unit id to row index\n", + "unit_idx = -1\n", + "for i in range(len(units.id)):\n", + " if units.id[i] == unit_num:\n", + " unit_idx = i\n", + " break\n", + "print(\"Unit index:\",unit_idx)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "id": "8eacf09e", "metadata": {}, "outputs": [], "source": [ "# make histogram of unit spikes per second over specified timeframe\n", - "spikes = units.spike_times[unit_num]\n", + "spikes = units[\"spike_times\"][unit_idx]\n", "time_bin_edges = np.linspace(time_start, time_end, (time_end-time_start))\n", "hist, bins = np.histogram(spikes, bins=time_bin_edges)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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CwAQCEQlegURi6hBIAITQfkBVK4bDSfcR/iANSy/fMHJEZA6Y6yQiIiIiIiJzxQQCERGRjrLFhaYOgUhQhJDwIyIiIiIiIt0xgUBEgqBNX9fs0p6IqHzmPPZH2U8FDoRORERERERkfEwgEJEgSPm8KulAVSWpGdedEhkMLwsiIiIiIiJSFxMIRCRIrOAiIkvBJ+f1w5xbUxAREREREZkrJhCISBC06cKIdXJEZA5MeavSd/JC3Sp8VVtlCoCIiIiIiMi8MIFARESCpc/KRlZcUmWk7Kl9YyQ0DHG9sSUHERERERGR8TGBQERm4UWB2NQhkEA9yn2Jg0n35aaduJ+ql3U/zn2p1nys16TyCK186FK5r8muPM59iYNJKRBLJFotT5VLenY+dl9MQU5+oalDISIiIiKiUqqaOgAiInXMu3AFy9/sIDeN3WETAHx8JBz5RRK5abPPXcZP3TqivpOjTuseduyUWvOxLBIpGnL0FHILC5GWo14ijiq3YZsjEZOahXN30/HjoFamDoeIiIiIiP6HLRCIyCycS3ti6hDIxFTV0ZdNHpS4m/lCvRWU44WYT8KS7oTWAsFYcguLr5/IR0+1Wr6yHrfKKiY1CwBw6Lp+WpAREREREZF+MIFARESCpc/6Q6kBR0FgRSdVFmxsQ0REREREVLkwgUBEgqROJRUrbS0fKyuJzJNU7m+p0uma4i2fiIiIiIjI+JhAICJBYDKAiIjk8YOBiIiIiIjI1JhAICIiIjIgkQVVhKu7J6Xn4yDjRERERERE5osJBCIyW6yUoooYctwDInOg7yvAuFcUr18iIiIiIiJTYwKBiIwmWyxW+V5uYaERI6HKiFWRZCrqdNGWX1SEgqIiAIBUKkVmfkG590yg/Htq+dS7GqRSqVrbKJRIkFdYpPL9olLZXk3aYuSI+blARERERERkakwgEJFRHExKwTshx/DbrQSF9zLyCzDjzCUTREVCJ7RWJgILhyxEoUSCd0KO4b19xyGRSvHLzdt4d18o3gk5hl23E5UucyCx+J76u5J7amm6dJ60IDIa74Qcw4305+XO1//gCXT/64hcEqH0tXLreabG276e/hyH7z3QeDkyf7zPEhEREREJCxMIRGQUiy5eAwCsv35L4b0LaU8UpknVqDnmwMtEZAmevMyDWCJBbmEh8ouKsCU2XvbequgYpct8d6n4nrpOyT21NF0qY48mF1fgV5SkeJqXDwBIyMyqcJ3qxrOt1DEgIiIiIiIi02ECgYiIzII6SaXyl9c9BuasiIgMi/dZIiIiIiJhYQKBiMyW0Lq3If3TZysTQw6ozAovIiIiIiIiIrJETCAQkckZsmKXKi+RSMQkE5ERGfpyY7d1RERERERExscEAhERCRYTAGQJRKz51hiPGBERERERkTAwgUBEJifSsqqIdXJERMLBWzIREREREZHlYQKBiIiIyICEVrGuW8se4zQLYuMjIiIiIiIiYWACgYhMjmMgkKEsv3LDKNvRthUNVU7X058j4FQkkrKy9bK+Mw8f4cvTkXiWl6/TemKeZSDgVCTuZr5QOc/dzGwEnIpEzLMMhfcCTkfqtH0iIiIiIiISHiYQiMhssX98Ks/97BycfPBIr+tUVeSYBKPylO1u7fMTZ3Hh0RPMOHNRL+ufGXEJ59KeYNXVGIX3NCmZo8MicOHRE0w9dUHlPGuvxeLCoycYHRah8F62uFCDrZWPKTkiIiIiIiJhYAKBiIgES5eKeXGRRI+REOnf45d5CtN0ac3yLF+9FggVjR/zVMeWDAAgZYaXiIiIiIjIIjCBQEREFqlsJak+6jNV1buyCyMqjynLh7Its26fiIiIiIiI1MUEAhGZrYqeoiXzx4p5IvWZQ2KA3X0RERERERGZFyYQiIiI1MSqT9InY6THTFVmRczwEhERERERWQQmEIhIkNSp9DKHp21JOFhciIiIiIiIiIg0wwQCEREJlj67O2HXKWQqxnoYX0gP/asaRJndkhEREREREZkXJhCIiMhsSKVShCY/RGLWiwrn3Rt/T+/bZ9UnGdrFx0+1XlaTVlkvCwtxIDEFz/Lytd4eERERERERWb6qpg6AiIhIXefSnmDuhSsAgLMfvV/uvGXrUvXx5DPbMJA2Kip5pcvVVxGXDBmKzMqrMdifmIL6Tg7Y0bubUbapESXNKTiuQuXA+ywRERERkbCwBQIRmS3WJVU+cc8zTR0CkUU4+SANAHDvRU6F8+qzQleXrsRUdYtEREREREREhsMEAhERVQocA4FMxXjJTvXKOK8EEjI+G0BEREREJCxMIBCRIKnzpCkfRq1cdD7deigvKiu2WONFOjBo8eF9koiIiIiIiHTABAIRERHUGyNBZV0sK2lJB/orPpadyeIYCERERERERMZn0gTC+vXr0bJlSzg7O8PZ2RmdOnXC4cOHZe/n5eVh4sSJqF69OhwdHTFgwAA8evTIhBETkSGw7pWEgF0ckbEZpT6cde5ERERERESkA5MmEOrWrYslS5YgKioKly5dQvfu3dG3b1/cvHkTABAQEID9+/djz549OHnyJB4+fIj+/fubMmQiIjJTBk0PsJKWymWsAiL8JJg6LX2IiIiIiIhIOKqacuN9+vSRe71o0SKsX78e58+fR926dbF582Zs374d3bt3BwBs2bIFPj4+OH/+PDp27GiKkInIADSpTsoWi/9djvVQpAF9tTCQSqXILSyEQ7VqOq0jp7AQjjqsg8xH6XtVVkGBcTeuRrGXSqXldg8klkj0GI7ygLLFYjhWqyb7P2/vREREREREwiCYMRCKioqwc+dO5OTkoFOnToiKioJYLEbPnj1l8zRt2hT16tXDuXPnVK4nPz8fWVlZcv+IyPwkZmUrTDuf9hjvhByTveYgypbPmOf43oscteabfuYieoUcQ5KSMqquJVHX8U7IMVx5kq71Osg89f471NQhKJh1Nqrc98+nPTHo9o+nPMQ7Icfw30P/4J2QY9gaG2/Q7ZGw8aOdiIiIiEhYTJ5AuH79OhwdHWFjY4Nx48bhr7/+QrNmzZCWlgZra2u4urrKzV+zZk2kpaWpXN/ixYvh4uIi++fp6WngPSAiXSmrLNgTn6Qwbd21WwaPhSyXvrpOOfe/ytR9iclar2N/YgoA4NeYO3qJiYRN6E/Tn35o2vGllkZdBwA8zMkFAGy8Eaf0c0Hox5GIiIiIiMgSmTyB0KRJE1y9ehUXLlzA+PHjMWLECMTExGi9vq+//hqZmZmyfykpKXqMloiIzJUQB0lmKxoyBSFeC0QlmCgiIiIiIhIWk46BAADW1tZo1KgRAKBt27a4ePEiVq1ahUGDBqGgoAAZGRlyrRAePXoEDw8PleuzsbGBjY2NocMmIiIi0gkHFFaNR4aIiIiIiEgYTN4CoSyJRIL8/Hy0bdsW1apVQ1hYmOy9uLg4JCcno1OnTiaMkIj0TWlFkRoPyHIQ5cpFquPj+oZ82l/7osgnwYl4FRAREREREQmXSVsgfP3113j33XdRr149vHjxAtu3b0d4eDiOHj0KFxcXjBo1CtOmTYObmxucnZ3xxRdfoFOnTujYsaMpwyYiPWPlEalLqEkjlmHSRklx1ldyS93VsOUDERERERERqcukCYTHjx9j+PDhSE1NhYuLC1q2bImjR4+iV69eAIAff/wRVapUwYABA5Cfnw9/f3+sW7fOlCETkYCw//jKx9LOuYXtDmnIVOdfn2Mg6NoyiIiIiIiIiITNpAmEzZs3l/u+ra0tfvrpJ/z0009GioiIiEhzfJ6bdKGvljXKVmMOAyYzB0FERERERCRcghsDgYgsk6b1YxkFBWrNVySVYu75K9h5+67mQREZQKFEYuoQSGBEKjIEIgBiiQSzz13Wy3akAGKeZSDgVCTuZr5QOV9IQjKyCsRy02acuajx9k4/fITpWixHRERERERE5oMJBCISpLOpj9WeLzTlIVZHxxo4IhICoY6BUNrxlIemDoHMyNF7D3Dreabe1jc6LAIXHj3B1FMXACgf7yBCyf1V2bSKfBVxCefSnmgeZBnmcF2T8bBBChERERGRsDCBQERmSyQCcsWFpg6DDEifXZsYqyuX3MIitedl1y2UU2iYe9jTvHwAwuvCSFmZV/s6YKKBiIiIiIjI6JhAICKjMEQVFitficgcqKr3FokAKz5+rxSPSuXFc09EREREJCxMIBCRWRPa07VEmmDppSpMIBAREREREZGAMYFAREbBKjLSlRTK+3MnMmdsgcBEGhERERERkZAxgUBEZo0VypatbN2qLi1O9N3lFUse6UNlSyBUst0lIiIiIiIye0wgEBGRYOl3EGX94lPTpA/swoiIiIiIiIiEjAkEIjK5hIwXWi0nEsk/kX7k3n1IOLIyqfA496VG8z/Pz1d7Xu2rgFleK7sqahSeHLEYBxJTkJlfUO58+rz9ZRWIdVr+8L0HSqfzFk1ERJVNQmoWzsY+NnUYREREWqtq6gCIiLbfvqvVcmUruBZERkMiBd7zqquPsEiAdOmyKi4jS6P5p56MrCCWf7FOlMqjupGBCFaiip/lWHzpOk7cT0VzN1ds6tFF5XyFUol2ASrxzbkonZZ/8jJPT5FQZcP7KRFZmskbir9Trvy8AxrXdjZxNERERJpjCwQiMltZBWKFCuXr6c9NFA1ZmjuZ5Scc9FHJxaexSZ0ejE7cTwUA3HyWUe58hRLFAqVtEYt6nK7lkvrBnp2IiMjS3H+aY+oQiIiItMIEAhERkY5Y10naYhJJfbq0QCIiIiIiIiLtMIFARGZNys4OLJqQz6+qqkwpa4RJTcaoDjePKnclLSd4GVVa5lFmiYiIiIgqDyYQiMhssZKBiMyBqu541K0j572OiIjI/LElHRERmSsOokxERiGCYQZG5BdxIhI6XZ+m1+X+aa4P8nMMBCIiIrJERUVFEIvFpg6DiAjW1taoUkW9tgVMIBARkWCZY4JIpEHNp7lW7pJ+qFtSRCKRRffpo+6uMalARERE5koqlSItLQ0ZGRmmDoWICABQpUoVNGjQANbW1hXOywQCEZk1IfeRT/qXIy40dQgV4hgIVJauFd9FFlimpFIpcgoL4VitmgbLGDAgIiISnJy8QjjYssqCLENJ8qBGjRqwt7fX6KEjIiJ9k0gkePjwIVJTU1GvXr0K70n8NCYiIsEqnSC6m/kCv8clmDAa/WMCjCqrxZeu4UDSfazr1oktC0gO74pEBAC7TiViW1gCpn3YDD1a1TZ1OEQ6KSoqkiUPqlevbupwiIgAAO7u7nj48CEKCwtRrYIHuziIMhGZNXPs4oa082fCPVOHQKRXlbni/EDSfQBAUOwdtiwgIiIF28KKHxpZ9XesiSMh0l3JmAf29vYmjoSI6F8lXRcVFRVVOC8TCERk1vgENwkNmyNTWUx06gcvLSIiIjJn/J1AREKiyT2JCQQiIiIdlf7g5RgIROrj1UJlsWqFiEqzqM8J3uCIiMhMMYFARERmwaJ+QP4Pcw1kaCxjRERERGQq4eHhEIlEyMjIMHUopERSUhJEIhGuXr1q6lBI4DiIMhGZNXYNUomwIpTMlZFuU+ba+kVZ1Ly3ExERUaUQFWW8bbVta7xtkcF069YNrVq1wsqVKzVabuTIkcjIyEBISIhsmqenJ1JTU/Hqq6/qN0iyOBq3QEhJScH9+/dlryMjIzF16lT8/PPPeg2MiCyLofp7LDsGAqucyNTYtykpMFK9vtKKeBZHIiIiIrIwBQUFRt9myWDYlsTKygoeHh6oWpXPl1P5NE4gDBkyBP/88w8AIC0tDb169UJkZCS++eYbLFiwQO8BEhFpwjyfvyVzpOoJaXN9CpyMj3X7RERERCRkL168wNChQ+Hg4IBatWrhxx9/RLdu3TB16lQAwG+//YZ27drByckJHh4eGDJkCB4/fqywnoiICLRs2RK2trbo2LEjbty4Iff+3r170bx5c9jY2MDLywvLly+Xe9/LywsLFy7E8OHD4ezsjLFjx6KgoACTJk1CrVq1YGtri/r162Px4sVq7ZdIJML69evx7rvvws7ODg0bNsQff/whe7+ka59du3aha9eusLW1RXBwMADgl19+gY+PD2xtbdG0aVOsW7dOtlxFMWVkZGD06NFwd3eHs7MzunfvjujoaNn78+bNQ6tWrfDbb7/By8sLLi4u+Pjjj/HixQsAxa0ITp48iVWrVkEkEkEkEiEpKQlFRUUYNWoUGjRoADs7OzRp0gSrVq2SW+/WrVvx999/y5YLDw9X2oXRyZMn0aFDB9jY2KBWrVqYNWsWCgsLZe9369YNkydPxsyZM+Hm5gYPDw/MmzdP9r5UKsW8efNQr1492NjYoHbt2pg8ebJa54WES+MEwo0bN9ChQwcAwO7du9GiRQucPXsWwcHBCAoK0nd8RGQhDFGpyidrqciElfVlW78QqWSke9XtjCyFaULPZ1189BR5RUWmDoOINHQh7gnm/n4Fz17kmzoUIiIyoGnTpiEiIgL79u1DaGgoTp8+jcuXL8veF4vFWLhwIaKjoxESEoKkpCSMHDlSYT0zZszA8uXLcfHiRbi7u6NPnz6yJ/qjoqIwcOBAfPzxx7h+/TrmzZuHwMBAhTrGZcuWwc/PD1euXEFgYCBWr16Nffv2Yffu3YiLi0NwcDC8vLzU3rfAwEAMGDAA0dHRGDp0KD7++GPExsbKzTNr1ixMmTIFsbGx8Pf3R3BwMObMmYNFixYhNjYW3333HQIDA7F161YAqDCmjz76CI8fP8bhw4cRFRWFNm3aoEePHnj27JlsnoSEBISEhODAgQM4cOAATp48iSVLlgAAVq1ahU6dOmHMmDFITU1FamoqPD09IZFIULduXezZswcxMTGYM2cO/u///g+7d+8GAEyfPh0DBw5E7969Zct17txZ4Zg8ePAA7733Htq3b4/o6GisX78emzdvxrfffis339atW+Hg4IALFy7ghx9+wIIFCxAaGgqgOBn0448/YuPGjbhz5w5CQkLg6+ur9nkhYdK4jYpYLIaNjQ0A4Pjx4/jPf/4DAGjatClSU1P1Gx0RUTmkUsWnwJlTqFzOpyo+3UJEROZL4Dkv+p8F24ufltx05Da++oiVAmRAQs+EE1mwFy9eYOvWrdi+fTt69OgBANiyZQtq164tm+ezzz6T/d2wYUOsXr0a7du3R3Z2NhwdHWXvzZ07F7169QJQXPlct25d/PXXXxg4cCBWrFiBHj16IDAwEADg7e2NmJgYLF26VC4Z0b17d3z55Zey18nJyWjcuDHeeOMNiEQi1K9fX6P9++ijjzB69GgAwMKFCxEaGoo1a9bItSiYOnUq+vfvL7cfy5cvl01r0KABYmJisHHjRowYMaLcmM6cOYPIyEg8fvxYVq+6bNkyhISE4I8//sDYsWMBABKJBEFBQXBycgIADBs2DGFhYVi0aBFcXFxgbW0Ne3t7eHh4yNZtZWWF+fPny143aNAA586dw+7duzFw4EA4OjrCzs4O+fn5csuVtW7dOnh6emLt2rUQiURo2rQpHj58iK+++gpz5sxBlSrFz6G3bNkSc+fOBQA0btwYa9euRVhYGHr16oXk5GR4eHigZ8+eqFatGurVqyd7EJ3Ml8YtEJo3b44NGzbg9OnTCA0NRe/evQEADx8+RPXq1fUeIBFRefgUuGWr6DdjTqmmlOaIpbeyY8qTiMzb82zj90FNZK74qU/m5u7duxCLxXKVvy4uLmjSpInsdVRUFPr06YN69erByckJXbt2BVBcuV9ap06dZH+7ubmhSZMmsqf9Y2Nj0aVLF7n5u3Tpgjt37qCoVEvVdu3ayc0zcuRIXL16FU2aNMHkyZNx7NgxjfavdEwlr8u2QCi9zZycHCQkJGDUqFFwdHSU/fv222+RkJBQYUzR0dHIzs5G9erV5ZZPTEyULQ8Ud9dUkjwAgFq1aintFqqsn376CW3btoW7uzscHR3x888/K5yHisTGxqJTp05y4/p16dIF2dnZcuPhtmzZUm650jF+9NFHePnyJRo2bIgxY8bgr7/+kusCicyTxi0Qvv/+e3z44YdYunQpRowYAT8/PwDAvn37mFEiIpVEIpHenyBS1oURK2QrF1XjEBCZB96xiIiIiMg85eTkwN/fX9a1j7u7O5KTk+Hv72+QQY4dHBzkXrdp0waJiYk4fPgwjh8/joEDB6Jnz55yYxnoc5vZ2dkAgE2bNuH111+Xm8/KyqrCmLKzs1GrVi2Eh4crbMfV1VX2d7Vq1eTeE4lEkEgk5ca5c+dOTJ8+HcuXL0enTp3g5OSEpUuX4sKFC5rsrtrKi9HT0xNxcXE4fvw4QkNDMWHCBCxduhQnT55UWI7Mh8YJhG7duuHp06fIysrCK6+8Ips+duxY2Nvb6zU4IqLysEVz5SLk1ibapjE44HLlwDQXkfp4vRAREQlDw4YNUa1aNVy8eBH16tUDAGRmZuL27dt46623cOvWLaSnp2PJkiXw9PQEAFy6dEnpus6fPy9bx/Pnz3H79m34+PgAAHx8fBARESE3f0REBLy9vWUV86o4Oztj0KBBGDRoEP773/+id+/eePbsGdzc3Crcv/Pnz2P48OFyr1u3bq1y/po1a6J27dq4e/cuhg4dqnFMbdq0QVpaGqpWrarRWA1lWVtby7XMAIqPV+fOnTFhwgTZtNKtGlQtV5aPjw/27t0LqVQqa4UQEREBJycn1K1bV+0Y7ezs0KdPH/Tp0wcTJ05E06ZNcf36dbRp00btdZCwaJxAAIorPKKiopCQkIAhQ4bAyclJ1gcXEZGxiEQcA6GyE8pA2kwDkHYEUoCJiLQklM9hIiLSPycnJ4wYMQIzZsyAm5sbatSogblz56JKlSoQiUSoV68erK2tsWbNGowbNw43btzAwoULla5rwYIFqF69OmrWrIlvvvkGr776Kvr16wcA+PLLL9G+fXssXLgQgwYNwrlz57B27Vq5sQiUWbFiBWrVqoXWrVujSpUq2LNnDzw8POSe5i/Pnj170K5dO7zxxhsIDg5GZGQkNm/eXO4y8+fPx+TJk+Hi4oLevXsjPz8fly5dwvPnzzFt2rRyY+rZsyc6deqEfv364YcffoC3tzcePnyIgwcP4sMPP1TookkVLy8vXLhwAUlJSXB0dISbmxsaN26Mbdu24ejRo2jQoAF+++03XLx4EQ0aNJBb7ujRo4iLi0P16tXh4uKisO4JEyZg5cqV+OKLLzBp0iTExcVh7ty5mDZtmmz8g4oEBQWhqKgIr7/+Ouzt7fH777/Dzs5O4zEqSFg0HgPh3r178PX1Rd++fTFx4kQ8efIEQHHXRtOnT9d7gERE5RHyU+lkeKast2D3SUREREREZMlWrFiBTp064YMPPkDPnj3RpUsX+Pj4wNbWFu7u7ggKCsKePXvQrFkzLFmyBMuWLVO6niVLlmDKlClo27Yt0tLSsH//flhbWwMo7vZn9+7d2LlzJ1q0aIE5c+ZgwYIFcgMoK+Pk5IQffvgB7dq1Q/v27ZGUlIRDhw6pXdE9f/587Ny5Ey1btsS2bduwY8cONGvWrNxlRo8ejV9++QVbtmyBr68vunbtiqCgIFlFfXkxiUQiHDp0CG+99RY+/fRTeHt74+OPP8a9e/dQs2ZNtWIGgOnTp8PKygrNmjWTdRv1+eefo3///hg0aBBef/11pKeny7VGAIAxY8agSZMmaNeuHdzd3RVafQBAnTp1cOjQIURGRsLPzw/jxo3DqFGjMHv2bLXjc3V1xaZNm9ClSxe0bNkSx48fx/79+zlurpnTuAXClClT0K5dO0RHR8ud/A8//BBjxozRa3BERERCVTp5xVQCERFVRuyJjwyNRYwsXtu2po6gXE5OTggODpa9zsnJwfz58zF27FgAwODBgzF48GC5ZUp309qtWzfZ6w8++EDldgYMGIABAwaofD8pKUlh2pgxY3Sqh6xdu7bKgZe9vLxUdjc7ZMgQDBkyROl7FcXk5OSE1atXY/Xq1UrfnzdvHubNmyc3berUqZg6darstbe3N86dO6ew7JYtW7Blyxa5aYsXL5b97e7urnR/y+5n165dERkZqXIflI3hEBISIvu7X79+stYlZDk0TiCcPn0aZ8+elWUKS3h5eeHBgwd6C4yIiKg0of6ATM3Jxd93k+WmXUh7AtuqVvB7tfy+N4W6T5XZ3Sd5iE3LxXstXpH1+2koL8RiZIvFBt2G0FppHb53H73r19FqWXaVQkRERGRcV65cwa1bt9ChQwdkZmZiwYIFAIC+ffuaODIiMiaNEwgSiUTpoBv379+Hk5OTXoIiIiJShym7ESrZ9twLVxCf+UI2/Xl+AZZfuQkAOPvR+yaJjbT3/tpYAIB11Sro5eNq8O0tvXzD4NsQkitPnuGvhHumDoMETFgpL6oIE3tE6uP1QuZq2bJliIuLg7W1Ndq2bYvTp0/j1VdfNXVYKgUHB+Pzzz9X+l79+vVx8+ZNI0dEZP40TiC88847WLlyJX7++WcAgEgkQnZ2NubOnYv33ntP7wESERGpJIAfYjfSM+ReP8/LN00gpFc3H+TqLYFg6JYM5W5bCBdJGVeePDN1CERERESkhtatWyMqKsrUYWjkP//5D15//XWl71WrVg2AYrc9RFQ+jRMIy5cvh7+/P5o1a4a8vDwMGTIEd+7cwauvvoodO3YYIkYiIqWEWDFGhsPveERERERERFQeJycn9pBCpGcaJxDq1q2L6Oho7Nq1C9HR0cjOzsaoUaMwdOhQ2NnZGSJGIrJgzPyTJZNKpSZ9+py0Zyl3JqGNgaAuXjZERERERETCoHECYceOHRg8eDCGDh2KoUOHyr03Y8YMLF26VG/BERERlVBWocg6RjIHLKeaY2658uL1QkSl8fOAiIjI9KpousD48eNx+PBhhekBAQH4/fff9RIUEZE6zPXJWtIfc69oYgscqozYuoCIiIiIiMh8aJxACA4OxuDBg3HmzBnZtC+++AK7d+/GP//8o9fgiIiISrCunYiIiIiIiIjIuDROILz//vtYt24d/vOf/yAqKgoTJkzAn3/+iX/++QdNmzY1RIxERErlF0kUpmWLC00QiXmRSqV4kVdk6jA0pqzFidDHFygbcbZYXO77RFRM4Jc2kcHl5IsrnkkAeKkSqU/EK4aIiMyUxgkEABgyZAi+/fZbdOnSBfv378fJkyfh7e2t79iIiCoUlpIq9/p4ykNcT39uomjMw+LDD9Bh8TWcvpNl6lAqlQOJKXgn5BiC4xJMHQqRWWLFS+XAxCpw5EYKBm48jr8uJ5o6FCIiquSkUinGjh0LNzc3iEQiuLq6YurUqXpZd1JSEkQiEa5evaqX9ZH2vLy8sHLlSlOHQQKm1iDK06ZNUzrd3d0dbdq0wbp162TTVqxYoZ/IiIjUEJH6WGHab7Hx+OGN9iaIxjz8duEJAODH4w/xTgu2HDOW7y5dAwD8dO2WbBoryoSLXWYRkamsOXEDAPDLmVv4sE0DE0dDREQG9fC28bZVW/MHf48cOYKgoCCEh4ejYcOG+O9//2uAwEhT8+bNQ0hIiMbJl6CgIEydOhUZGRly0y9evAgHBwf9BUgWR60EwpUrV5ROb9SoEbKysmTvC70rCSISHtbRkSVj+SZSxJYEREREROYhISEBtWrVQufOnQEAVauqVY1osQoKCmBtbW3qMPTO3d3d1CGQwKnVhdE///yj1r8TJ04YOl4iIiIZVkOSOeDzFURERERkbkaOHIkvvvgCycnJEIlE8PLyUpjnt99+Q7t27eDk5AQPDw8MGTIEjx//20vA8+fPMXToULi7u8POzg6NGzfGli1b5NZx9+5dvP3227C3t4efnx/OnTsn9/6ZM2fw5ptvws7ODp6enpg8eTJycnJk769btw6NGzeGra0tatasqXYriW7dumHSpEmYNGkSXFxc8OqrryIwMBDSUk2Rvby8sHDhQgwfPhzOzs4YO3aszjFJJBIsXrwYDRo0gJ2dHfz8/PDHH3/I3g8PD4dIJEJYWBjatWsHe3t7dO7cGXFxcQCKWxHMnz8f0dHREIlEEIlECAoKAlDcK4yvry8cHBzg6emJCRMmIDs7W7beTz/9FJmZmbLl5s2bJ9vP0l0YJScno2/fvnB0dISzszMGDhyIR48eyd6fN28eWrVqhd9++w1eXl5wcXHBxx9/jBcvXsjm+eOPP+Dr6ws7OztUr14dPXv2lDtGZF60GgOBiEjI+NS3miygUtOULd9YKUykHW0vHV5zlQNPMxERkTCsWrUKCxYsQN26dZGamoqLFy8qzCMWi7Fw4UJER0cjJCQESUlJGDlypOz9wMBAxMTE4PDhw4iNjcX69evx6quvyq3jm2++wfTp03H16lV4e3tj8ODBKCwsBFDcAqJ3794YMGAArl27hl27duHMmTOYNGkSAODSpUuYPHkyFixYgLi4OBw5cgRvvfWW2vu4detWVK1aFZGRkVi1ahVWrFiBX375RW6eZcuWwc/PD1euXEFgYKDOMS1evBjbtm3Dhg0bcPPmTQQEBOCTTz7ByZMnFY7L8uXLcenSJVStWhWfffYZAGDQoEH48ssv0bx5c6SmpiI1NRWDBg0CAFSpUgWrV6/GzZs3sXXrVpw4cQIzZ84EAHTu3BkrV66Es7OzbLnp06crHBOJRIK+ffvi2bNnOHnyJEJDQ3H37l3ZNkokJCQgJCQEBw4cwIEDB3Dy5EksWbIEAJCamorBgwfjs88+Q2xsLMLDw9G/f3+55AyZF7XaHvXv3x9BQUFwdnZG//79y533zz//1EtgRETa4keS5RDy9wtVsUnl5pGWX+sp4P0jEhoh3w+IiIgqxAwpmRkXFxc4OTnBysoKHh4eSucpqdQGgIYNG2L16tVo3749srOz4ejoiOTkZLRu3Rrt2rUDAKWtGKZPn473338fADB//nw0b94c8fHxaNq0KRYvXoyhQ4fKBm5u3LgxVq9eja5du2L9+vVITk6Gg4MDPvjgAzg5OaF+/fpo3bq12vvo6emJH3/8ESKRCE2aNMH169fx448/YsyYMbJ5unfvji+//FL2evTo0VrHlJ+fj++++w7Hjx9Hp06dZMftzJkz2LhxI7p27SrbzqJFi2SvZ82ahffffx95eXmws7ODo6MjqlatqnBeSg9w7eXlhW+//Rbjxo3DunXrYG1tDRcXF4hEIpXnEwDCwsJw/fp1JCYmwtPTEwCwbds2NG/eHBcvXkT79sXjTUokEgQFBcHJyQkAMGzYMISFhWHRokVITU1FYWEh+vfvj/r16wMAfH191T4vJDxqtUAoKWAlf5f3j4jI1JjVJiIhYZ//muMxIzITbBpERFSpRUVFoU+fPqhXrx6cnJxkFd7JyckAgPHjx2Pnzp1o1aoVZs6cibNnzyqso2XLlrK/a9WqBQCybpCio6MRFBQER0dH2T9/f39IJBIkJiaiV69eqF+/Pho2bIhhw4YhODgYubm5asffsWNHuVbtnTp1wp07d1BUVCSbVpL8KKFLTPHx8cjNzUWvXr3klt+2bRsSEhLUPi6qHD9+HD169ECdOnXg5OSEYcOGIT09XaNjEhsbC09PT1nyAACaNWsGV1dXxMbGyqZ5eXnJkgclMZbE5+fnhx49esDX1xcfffQRNm3ahOfPn6sdAwmPWi0QSvdPVravMiIiImNQlhcyZbWFqjoTTWKSsgkCERERERGZoZycHPj7+8Pf3x/BwcFwd3dHcnIy/P39UVBQAAB49913ce/ePRw6dAihoaHo0aMHJk6ciGXLlsnWU61aNdnfJZX5EokEAJCdnY3PP/8ckydPVth+vXr1YG1tjcuXLyM8PBzHjh3DnDlzMG/ePFy8eBGurq562U8HBwe517rEVDIewcGDB1GnTh25ZW1sbORel3dclElKSsIHH3yA8ePHY9GiRXBzc8OZM2cwatQoFBQUwN7eXrMdr0Dp+EpiLInPysoKoaGhOHv2LI4dO4Y1a9bgm2++wYULF9CgQQO9xkHGofXw6Y8fP5YN4NGkSRPUqFFDb0EREREB5T/YeD87BzMjLhkvmDLUaeiyJjoWAa2bGz4Y0juhJnc67zmI1u5upg5DJ2H3UyucR6jHn0hbUqkUP/1zE672NvikY2OF9xMeZyLo7G2M7OxtguiIjEcqlWLmH9dg62KDj7sKtxIpIuYxQq88REC/ZnBxsDZ1OESCdOvWLaSnp2PJkiWyp9UvXVL8febu7o4RI0ZgxIgRePPNNzFjxgy5BEJ52rRpg5iYGDRq1EjlPFWrVkXPnj3Rs2dPzJ07F66urjhx4kSFXbADwIULF+Renz9/Ho0bN4aVlZVBYurVqxdsbGyQnJws112RpqytreVaSQDFrUEkEgmWL1+OKlWKO5zZvXt3hcuV5ePjg5SUFKSkpMjOa0xMDDIyMtCsWTO1YxSJROjSpQu6dOmCOXPmoH79+vjrr78wbdo0tddBwqFxAiErKwsTJ07Ezp07ZYXOysoKgwYNwk8//cRujIhIKVX1wIaoImK1U+Uw5/wVo29Tne6xSs+xJz4Jo5o3hrM1f3iS/lx58szUIZgEe0qpHCz1Mzz5WTYO30gBAKUJhJl7LyBPXISYVDbvJ8t2NSUDe6LuA4CgEwjf7boGAAg6Ho8pfdWvMCOqTEqetl+zZg3GjRuHGzduYOHChXLzzJkzB23btkXz5s2Rn5+PAwcOwMfHR+1tfPXVV+jYsSMmTZqE0aNHw8HBATExMQgNDcXatWtx4MAB3L17F2+99RZeeeUVHDp0CBKJBE2aNFFr/cnJyZg2bRo+//xzXL58GWvWrMHy5csNFpOTkxOmT5+OgIAASCQSvPHGG8jMzERERAScnZ0xYsQIteL28vJCYmIirl69irp168LJyQmNGjWCWCzGmjVr0KdPH0RERGDDhg0Ky2VnZyMsLAx+fn6wt7dXaJnQs2dP+Pr6YujQoVi5ciUKCwsxYcIEdO3aVaE7J1UuXLiAsLAwvPPOO6hRowYuXLiAJ0+eaHTuSVjUGgOhtDFjxuDChQs4cOAAMjIykJGRgQMHDuDSpUv4/PPPDREjEREZgDnUxZVXX/8o96XxAlFC3crMIo7JQaQxjoFAlqagSHWXAwCQJy6S+z+RpXppZmU8M6fA1CEQCZa7uzuCgoKwZ88eNGvWDEuWLFFoWWBtbY2vv/4aLVu2xFtvvQUrKyvs3LlT7W20bNkSJ0+exO3bt/Hmm2+idevWmDNnDmrXrg0AcHV1xZ9//onu3bvDx8cHGzZswI4dO9C8uXqtwIcPH46XL1+iQ4cOmDhxIqZMmYKxY8caNKaFCxciMDAQixcvho+PD3r37o2DBw9q1LXPgAED0Lt3b7z99ttwd3fHjh074OfnhxUrVuD7779HixYtEBwcjMWLF8st17lzZ4wbNw6DBg2Cu7s7fvjhB4V1i0Qi/P3333jllVfw1ltvoWfPnmjYsCF27dqldnzOzs44deoU3nvvPXh7e2P27NlYvnw53n33XbXXQcKicQuEAwcO4OjRo3jjjTdk0/z9/bFp0yb07t1br8EREWmD9bVkKCKRqMICVrbak+WRiIiIyDzxaxwZXG1hd103depUTJ06VfY6PDxc7v3Bgwdj8ODBctNKt9qePXs2Zs+erXTdXl5eCi28XV1dFaa1b98ex44dU7qON954QyEmTVSrVg0rV67E+vXrlb6flJSkdLouMYlEIkyZMgVTpkxR+n63bt0UjkGrVq3kptnY2OCPP/5QWDYgIAABAQFy04YNGyb3ev369Qr7W3Y/69Wrh7///lvlPsybNw/z5s2Tm1a6rPj4+ODIkSMqlyfzo3ELhOrVqyvtpsjFxQWvvPKKXoIiIiKqiKl/0DExQOpi1ztERETErwNERGSuNE4gzJ49G9OmTUNaWppsWlpaGmbMmIHAwEC9BkdERCQkmo6BoM95iYgqA1awEZGQ8J5EZJ6Sk5Ph6Oio8l9ycrKpQyQyKxp3YbR+/XrEx8ejXr16qFevHoDiC9PGxgZPnjzBxo0bZfNevnxZf5ESEalJympZi1T2rJr6Bx2fKrdsbGFiWry8iMwDr1XSlLmNccOvA0TmqXbt2rh69Wq57+vS9RFRZaNxAqFfv34GCIOIKit1nujWeJ16XyOZSnnJIFOc59JjIKgqupr8LDavn9CkLZ5nzfE+TmQeeK0SEZEQVa1aFY0aNTJ1GEQWQ+MEwty5cw0RBxFVQlKpFKHJD00dRqXFJ+iN48i9B3izdk1Th0EAsl4WIjQ2E718XOBsV/5XIF4flZtUKsXJG4/wmocTPN0dTB2OIL0sKMTpO6l4vUENuNjbmDocQXmanYcryU/RzbsWqlW1MnU4Ch48zcHth1no5utRnBgnlW7dz8bjzHy81by6bFpmjhinY9Lxtu+rcLDV+Oe02XiRV4BzCY/QpZEHHGyqmTocnL7xCJ7uDvCq6WjqUIiIiCodjb/xpKSkQCQSoW7dugCAyMhIbN++Hc2aNcPYsWP1HiARWa7wB2lYeDFa/yvm43AWo3QzdyF0TVW6xYyqOpeyUa69Fou112LVmpcMa9qeJEQkvMDhG074ZXj5TyRZShdGlrIfxnbu1hMs/eMGAODg/J4mjkaY1oXfxIlbD/GauzNWD+6it/VaQpGdvCMCmS8L8DAjByM6NzF1OArGrjkHoLhVXTdfD53WZenph8/WXgUA/B7QGg1rFicTZ2yNwY3kFzh/OwPfDm1qwugM69sDl3Hj4XNcSHyMwA/amjSWq3efYcme6wB4TyYiIjIFjQdRHjJkCP755x8AxYMn9+zZE5GRkfjmm2+wYMECvQdIRJZB2RNuMc8yDLItIVQ0U+XF0idcEQkv5P5PwmXqSsnb97NMHIHwnbmTBgBIeMJjVVbmywIAwKWkJyaOpHy3UjJNHYLZuP80T/b3jeTiz5AT15+aKhyjuPHwOQDg/N3Hel2vNo1e7qbyc5uIiMiUNE4g3LhxAx06dAAA7N69G76+vjh79iyCg4MRFBSk7/iIyEIYYqwD0o25DWJHRETCwZ5vqDLht1jTspTjz/smERGZK40TCGKxGDY2xf2cHj9+HP/5z38AAE2bNkVqaqp+oyMi0oKl/MgwNHNoqSG0GNlXdOUhrJJHJES8HxIRERERVQYaJxCaN2+ODRs24PTp0wgNDUXv3r0BAA8fPkT16tUrWJqIyPDY2MFCCeC8qtOShq1tiIi0x7SE8ejj84p5dbJ4/FpHpKBbt26YOnWqyveTkpIgEolw9epV2bSIiAj4+vqiWrVq6Nevn8plRSIRQkJC9BarEFV0/Mg0wsPDIRKJkJGRYepQBEnjQZS///57fPjhh1i6dClGjBgBPz8/AMC+fftkXRsREZHwsQsjw+DvTMvAq0N4WFFJlkIqlVpMizbmzElTllHytVW5956UexhlvG3VNtJ46J6enkhNTcWrr74qmzZt2jS0atUKhw8fhqOjI+bNm4eQkBC5JAMApKam4pVXXjFOoAYWHh6Ot99+G8+fP4erq6ts+p9//olq1aqZLjAL4uXlhalTp2qckOnWrRtatWqFlStXyqZ17twZqampcHFx0W+QFkLjBEK3bt3w9OlTZGVlyV3UY8eOhb29vV6DIyLLIRKJ+CuTdMPfXGREvFsRlc9C6r8NylKSBEQmZ8rfEHq9jPntgixfQUEBrK2t4eHhITc9ISEB48aNQ926dctdvuxyQlSyj9pyc3PTYzTGJ5VKUVRUhKpVNa5SFjRl5Zb+pXEXRgBgZWWlkBH08vJCjRo19BIUEZFu+OW8UjDxaZZKgWyxWGE6q4v0SyqV4kVekUm2nZ1XBInEfO8nLwsLUSiVmDoMKuNlfiGKiso/Lzn5YqN0h5aTr3gPUxfvdUCukc5TCUOUi9z8Qp3uc5UmR8KHYMyWVCpFTl6hDivQbjGdtkkkIDk5ORg+fDgcHR1Rq1YtLF++XO59Ly8vLFy4EMOHD4ezszPGjh0r14VRyd/p6en47LPPIBKJEBQUhPnz5yM6OhoikUg2DZDvwqhk2T///BNvv/027O3t4efnh3PnzsnFsGnTJnh6esLe3h4ffvghVqxYIffEf0W+/fZb1KhRA05OThg9ejRmzZqFVq1ayd4fOXIk+vXrh0WLFqF27dpo0qQJAOC3335Du3bt4OTkBA8PDwwZMgSPHz+Wxf72228DAF555RWIRCKMHDkSgGIXRl5eXvjuu+/w2WefwcnJCfXq1cPPP/8sF+PZs2fRqlUr2Nraol27dggJCZHrJur58+cYOnQo3N3dYWdnh8aNG2PLli0V7nvJMd65cyc6d+4MW1tbtGjRAidPnpTNU9K1z+HDh9G2bVvY2NjgzJkzkEgkWLx4MRo0aAA7Ozv4+fnhjz/+kC1XUUwpKSkYOHAgXF1d4ebmhr59+yIpKUnhuC9btgy1atVC9erVMXHiRIj/9xu8W7duuHfvHgICAmTlCADS09MxePBg1KlTB/b29vD19cWOHTvk1nvy5EmsWrVKtlxSUpLSLoz27t2L5s2bw8bGBl5eXkrLf3nnrqCgAJMmTUKtWrVga2uL+vXrY/HixRWeFyHSKoFARETmz+x+9Avst/v223fxTsgxhemahMn6iIp9E5KMDouvIepetlG3ey89H+0XX8PY3xOMul196vHXUdzPzjV1GFRKZk4B/vtdOL7YcEHlPFdTMjBw43EsOxZt0FiCIuIwcONxnE1I03ldF5Me6yGiYuZyW7z7JAsfbTyORYeuaLysNvsYde8JBm48jo2nYrVYWrm05y/x0Xfh+L+tl/W2TiJD0OW+sOFQHAYuDseVhHS9xVORo1EPMHBxOPaeSTLaNokMZcaMGTh58iT+/vtvHDt2DOHh4bh8Wf5zY9myZfDz88OVK1cQGBgo915Jd0bOzs5YuXIlUlNTMWjQIHz55Zdo3rw5UlNTZdNU+eabbzB9+nRcvXoV3t7eGDx4MAoLi5N0ERERGDduHKZMmYKrV6+iV69eWLRokdr7FxwcjEWLFuH7779HVFQU6tWrh/Xr1yvMFxYWhri4OISGhuLAgQMAALFYjIULFyI6OhohISFISkqSJQk8PT2xd+9eAEBcXBxSU1OxatUqlXEsX74c7dq1w5UrVzBhwgSMHz8ecXFxAICsrCz06dMHvr6+uHz5MhYuXIivvvpKbvnAwEDExMTg8OHDiI2Nxfr16+W6kKrIjBkz8OWXX+LKlSvo1KkT+vTpg/R0+fvmrFmzsGTJEsTGxqJly5ZYvHgxtm3bhg0bNuDmzZsICAjAJ598Iks+lBeTWCyGv78/nJyccPr0aURERMDR0RG9e/dGQUGBbJv//PMPEhIS8M8//2Dr1q0ICgqSJZv+/PNP1K1bFwsWLJCVIwDIy8tD27ZtcfDgQdy4cQNjx47FsGHDEBkZCQBYtWoVOnXqhDFjxsiW8/T0VDgmUVFRGDhwID7++GNcv34d8+bNQ2BgoGz76py71atXY9++fdi9ezfi4uIQHBwMLy8vtc+LkFhWexMiIphP5YOpmVvltUK45pYAIa38dfUZAGDjqTT8PKyR0bYbdisTABCR8ELndZnZpSYMFnp9X7lbXJ7vPc5ROc+G8OKkVXhcKmb4tzJYLHui7gIAfj4Vi86v6dZc+9czcWjvVblaIu+LvgcAOJfwyCjbC4oo/iG6P/oexnVtppd1XrpTXDFwPem5XtZnyXgf1x9jd+11IPI+AGBbWAJav1Zd8xVoEe7qfcWJvl9D4zHgDS/dVkZkQtnZ2di8eTN+//139OjRAwCwdetWhW6Iunfvji+//FL2uvRT5FZWVvDw8IBIJIKLi4usixhHR0dUrVpVrS5jpk+fjvfffx8AMH/+fDRv3hzx8fFo2rQp1qxZg3fffRfTp08HAHh7e+Ps2bOySv6KrFmzBqNGjcKnn34KAJgzZw6OHTuG7Gz5h5ccHBzwyy+/yHVd9Nlnn8n+btiwIVavXo327dsjOzsbjo6Osq6KatSoUWGLiPfeew8TJkwAAHz11Vf48ccf8c8//6BJkybYvn07RCIRNm3aBFtbWzRr1gwPHjzAmDFjZMsnJyejdevWaNeuHQBoXEk9adIkDBgwAACwfv16HDlyBJs3b8bMmTNl8yxYsAC9evUCAOTn5+O7777D8ePH0alTJ9kxOHPmDDZu3IiuXbuWG9OuXbsgkUjwyy+/yD4XtmzZAldXV4SHh+Odd94BUNx6Y+3atbCyskLTpk3x/vvvIywsDGPGjIGbmxusrKxkLUBK1KlTR1YeAOCLL77A0aNHsXv3bnTo0AEuLi6wtraGvb19ueVvxYoV6NGjhywp5u3tjZiYGCxdulSWKALKP3fJyclo3Lgx3njjDYhEItSvX1+j8yIkbIFARBbH3CrGSUs8z0REutPyXsr+/bWnzfcUfuQRmQgvPqrEEhISUFBQgNdff102zc3NTdaFT4mSCmJDadmypezvWrVqAYCsq6C4uDh06NBBbv6yr8uj7vK+vr4K4x5ERUWhT58+qFevHpycnNC1a1cAxZX5miq9jyKRCB4eHnL72LJlS9ja2qqMcfz48di5cydatWqFmTNn4uzZsxptvyQJAABVq1ZFu3btEBsr3+qx9HmOj49Hbm4uevXqBUdHR9m/bdu2ISEhocKYoqOjER8fDycnJ9mybm5uyMvLky0PAM2bN4eVlZXsda1atWTHRZWioiIsXLgQvr6+cHNzg6OjI44eParxeYmNjUWXLl3kpnXp0gV37txBUdG/XeyWd+5GjhyJq1evokmTJpg8eTKOHVPswcBcsAUCEVElxbof0+M5UB9/vxMJlzHHARAK3r6JiIiKOTg4GHT91apVk/1d8gCDRGLccb7K7mNOTg78/f3h7++P4OBguLu7Izk5Gf7+/nJd8Kir9D4CxfupyT6+++67uHfvHg4dOoTQ0FD06NEDEydOxLJlyzSORZXSx6CkhcbBgwdRp04duflsbGwqjCk7Oxtt27ZFcHCwwnbc3d1lf2tzXJYuXYpVq1Zh5cqV8PX1hYODA6ZOnarVeVFHeTG2adMGiYmJOHz4MI4fP46BAweiZ8+ecmNFmAutWiBMmjQJz54903csRFTJaFrfIFLz53rlq8YgY1HnidvKWJFGRJUPK9CJSBvaPDxhKV+t+OAImZvXXnsN1apVw4UL/47d9Pz5c9y+fVvndVtbW8s9xa2tJk2a4OLFi3LTyr42xPK3bt1Ceno6lixZgjfffBNNmzZVeDK+pMWCrvvZpEkTXL9+Hfn5+eXG6O7ujhEjRuD333/HypUrFQZiLs/58+dlfxcWFiIqKgo+Pj4q52/WrBlsbGyQnJyMRo0ayf0rPZ6AqpjatGmDO3fuoEaNGgrLu7i4qB23snIUERGBvn374pNPPoGfnx8aNmyoUGbVKX8+Pj6IiIhQWLe3t7dcq4iKODs7Y9CgQdi0aRN27dqFvXv3mmWdutoJhPv378v+3r59uyzb5Ovri5SUFK02vnjxYrRv3x5OTk6oUaMG+vXrJxtookReXh4mTpyI6tWrw9HREQMGDMCjR8bpa5SIhEWqdmrAQn5lkOB+MOqSHFD2m1Fo+0dEpDYDVYRVjvo13vyJKiN+7yNz4+joiFGjRmHGjBk4ceIEbty4gZEjR6JKFd17Q/fy8kJiYiKuXr2Kp0+fylWOa+KLL77AoUOHsGLFCty5cwcbN27E4cOH1e5q8YsvvsDmzZuxdetW3LlzB99++y2uXbtW4fL16tWDtbU11qxZg7t372Lfvn1YuHCh3Dz169eHSCTCgQMH8OTJE4VxFdQ1ZMgQSCQSjB07FrGxsTh69KisZUFJnHPmzMHff/+N+Ph43Lx5EwcOHCg3AVDWTz/9hL/++gu3bt3CxIkT8fz5c7kxHspycnLC9OnTERAQgK1btyIhIQGXL1/GmjVrsHXr1gpjGjp0KF599VX07dsXp0+fRmJiIsLDwzF58mS5+ueKeHl54dSpU3jw4AGePn0KAGjcuDFCQ0Nx9uxZxMbG4vPPP1eoR/by8sKFCxeQlJSEp0+fKm3V8OWXXyIsLAwLFy7E7du3sXXrVqxdu1ZufIWKrFixAjt27MCtW7dw+/Zt7NmzBx4eHhWOiSFEal/1TZs2Rf369TFkyBDk5eXJkgZJSUkQi8VabfzkyZOYOHEizp8/j9DQUIjFYrzzzjvIyfl3YLmAgADs378fe/bswcmTJ/Hw4UP0799fq+0REdG/KkcljXDwNyORbtRthUZkiVjxaFo8/kRUWS1duhRvvvkm+vTpg549e+KNN95A27ZtdV7vgAED0Lt3b7z99ttwd3fHjh07tFpPly5dsGHDBqxYsQJ+fn44cuQIAgIC5MYLKM/QoUPx9ddfY/r06bLuZkaOHFnh8u7u7ggKCsKePXvQrFkzLFmyRKG7oDp16mD+/PmYNWsWatasiUmTJmm1j87Ozti/fz+uXr2KVq1a4ZtvvsGcOXMAQBantbU1vv76a7Rs2RJvvfUWrKyssHPnTrW3sWTJEixZsgR+fn44c+YM9u3bh1dffbXcZRYuXIjAwEAsXrwYPj4+6N27Nw4ePIgGDRpUGJO9vT1OnTqFevXqoX///vDx8cGoUaOQl5cHZ2dnteNesGABkpKS8Nprr8m6Ppo9ezbatGkDf39/dOvWDR4eHujXr5/cctOnT4eVlRWaNWsm636qrDZt2mD37t3YuXMnWrRogTlz5mDBggVyAyhXxMnJCT/88APatWuH9u3bIykpCYcOHdJLEs7Y1B4DISMjA5cvX8bp06fx559/4r333kPNmjWRn5+Po0ePon///qhZs6ZGGz9y5Ijc66CgINSoUQNRUVF46623kJmZic2bN2P79u3o3r07gOJRuX18fHD+/Hl07NhRo+0Rkemw2kd4+FvYMHhciUgX6re209f2hLEOc6NLVyTaDaIszKPM73ekC6lUWqkGZK9Eu0oaqK17XbxBOTo64rfffsNvv/0mmzZjxgzZ30lJSQrLeHl5KbTczsjIkHttY2OjtB/40sspW4+rq6vCtDFjxmDMmDFyrxs1aqR6p8oIDAxEYGCg7HWvXr3klg8KClK63ODBgzF48GCV8StbNwCEh4fLvVZ2DK9evSr3unPnzoiOjpa9Dg4ORrVq1VCvXj0AxZXms2fPVhqnOnx8fOS6qiqtW7duSlvii0QiTJkyBVOmTFG6XEUxeXh4yForKKPsuK9cuVLudceOHeWOC1A80HdISIjK9QKAt7c3zp07JzdNWXkbMGAABgwYoHI9FZ27smXTnKmd8hCLxejQoQO+/PJL2NnZ4cqVK9iyZQusrKzw66+/okGDBgojsWsqMzMTQPHJBopHNBeLxejZs6dsnqZNm6JevXoKJ7pEfn4+srKy5P4Rkenp42ev2mMgCPM3tsVISMtBwK83EJPywqjbFULliXGH6iJzsC48DbP/TubYF3pm6tYGlljJI5VKsfL4Ney6mKD1Ou6lv0BgyEXcSstAYZH8HbFIIsUPR64i5EqirqFalFXHr2NnZLzWJfr7w1dRVKZZ/bmE4mb4LwsKsWB/FE7ceqBy+e8OxWLhgRgtt2551h1Owop92l8DZe06o/rYV0ZFEgm+P3wV+6KTVM6jzbWgj0/Y2w+y8O2OaOSLde9zvay9Z5KwbO8NSCTm/11gS0QiJm2/rHCPJxKyZcuWITo6GvHx8bIudEaMGKHWsrm5uVixYgVu3ryJW7duYe7cuTh+/LjayxvLtm3bcObMGSQmJiIkJARfffUVBg4cCDs7O1OHRpWE2gkEV1dXvP7665g2bRoKCgrw8uVLdOnSBVWrVsWuXbvw/PlzbN68WetAJBIJpk6dii5duqBFixYAgLS0NFhbWyv0DVWzZk2kpaUpXc/ixYvh4uIi+1d68A4iMm/qViCb/1d349C2MmPyLzdw4XYGRv8UXfHMemQu9bNmEqbZEer5X/NPKvZeTseNh7mmDsWimDphaMryZqjkya20DITGPMC2c/KDyGmS/AoMuYjLyU/x5e5zyC+Ur1yKTHyMk7dTsen0LZ3iFOilrpWEJ1k4FnMfv52/o/V+nbqTirPx8v32fnvwMgDgz8uJuJD4GMuPXVO67Is8MX4+dRebzyQiPVu7vqUtSb5Ygt9P3scfZ1PxKEM/x2PVASbMSouIf4RTd1Kx8WSsWvMb+1577tYTHLqoft/agHr3pF9D4/HPtTRcvWt+g2KWNX9/DA5cS8WhG8rrW4iEKDIyEr169YKvry82bNiA1atXY/To0QCA5s2bw9HRUem/4OBgiEQiHDp0CG+99Rbatm2L/fv3Y+/evXIPMgtBWloaPvnkE/j4+CAgIAAfffSRWoMkf/fddyr3/9133zVC5GQp1O7C6MGDBzh37hzOnj2LwsJCtG3bFu3bt0dBQQEuX76MunXr4o033tA6kIkTJ+LGjRs4c+aM1usAgK+//hrTpk2Tvc7KymISgaiSscAHRwXlebZ2494QWbL8QtVVDEJNfpidSnJzN1TyJL9Q96du03NUV7q+LCjUef2VhaZnOFdcqHShF/nlfx6XbrhQJJGi0lxEaigo1Ozpat7G1ZNrBveBnDzDxfiyQP+tG0wlJ1/455KoxO7du1W+d+jQIZXjttasWRN2dnY4fvy4oULTm5kzZ2LmzJkaLzdu3DgMHDhQ6Xt2dnaoU6cOW1KTWtROILz66qvo06cP+vTpgw0bNuDUqVOIjY3F8OHDMX36dAwbNgwdOnTAyZMnNQ5i0qRJOHDgAE6dOoW6devKpnt4eKCgoAAZGRlyrRAePXoEDw8PpeuysbGBjY2NxjEQkWHxJysR6ULoXcrwe7cRGPEYC728CVHluwQ0KySGKFKarLPynR9Fpa/rIgvoasYSmOIsaLpNza5dyylX/F5DlqJ+/fqmDsGk3NzcZN3EE+lC62GfXVxcMHDgQFSrVg0nTpxAYmIiJkyYoNE6pFIpJk2ahL/++gsnTpyQjdRdom3btqhWrRrCwsJk0+Li4pCcnIxOnTppGzoRCYSmT1mauk9si2Pmh9PUXZyQcfGHbOXC+z1ZGl1uYSJtl+dlpJKEHyoGoc53M60StCY8XywpREREGrRAKO3atWuoU6cOgOJsXrVq1eDh4YFBgwZptJ6JEydi+/bt+Pvvv+Hk5CQb18DFxQV2dnZwcXHBqFGjMG3aNLi5ucHZ2RlffPEFOnXqhI4dO2oTOhGZMXUrjPnkKJmUBr80mQQhorKYPDEPOn3X0FNlaIUx8CNGJQnHhxUGqWV1rWVJeSn+niIiotK0SiCUHlPgxo0bWm98/fr1AIBu3brJTd+yZQtGjhwJAPjxxx9RpUoVDBgwAPn5+fD398e6deu03iYRWT5L+vJOqrGSjYSEySDSl8peliz1zm6p+2VOtYylvx+yCyMyBfO5Wvh7ioiI5GmVQNAXdQbqsLW1xU8//YSffvrJCBEREZGQlPcpIdRKNqHGRWT2zKnmRQUL2AWlWNGkGY37YBeJVPxuqqBEWWqB0wONEwgs4wZhaYfV0vaHiIiohNZjIBARCZWyh+Hi0l7i6M3nxg/GAI7FZCAmNdck2+YTe/pVGVpRJD/Lx9/Rz3QuOxEJL2QVaDn5Rdh7OR3Pcwr1EWKFnucUYu/ldOTkFxllewQcT3lo6hAMQtOrIP5xpkbzX7ufjuiU9Arnu5j0WMNIKsbkabHk9BcGWa8W6QP55bU4PXceZuFcbAVlpdSKr959hutJ+v2u9SA9FyeiUyGRSJGTV4hjlx/gxUuxlmv7N1aOgWBeLt55qtH8yU9yEH49TXniTY1THxn3RKPtabJuIiIic2TSFghERMbSb/0tAMBvn1VDu/qOJo5Ge9cf5GDKrkQAQOz81kbffsiFNKNv05JVhgo3/1UxAICCQgk+avuqTus6cP05+rR0w9z9KTh4/Tl869hj99gm+gizXJ8HJ+D6g1ycu/sCy/7rZfDtEZWYsvMsDk5+V6158wuL8PWfkQCAP8b1gp216q/58/ZFyf4W2l1IaPGooqryfnzwGePFYOAc9NSNxeVp7fjX0cDDqdx5c/IK8c3WywCAkMDuqFZVP8+pjV19FkBxhf+Zm49x8fZThF9Lw3cj2+q0Xo6BYCCaNuxQc/6YZM2SqePXngMA2Faz0iwgAA/TczF/e7TGywGV43sdkTno1q0bWrVqhZUrV5o6FJVGjhyJjIwMhISEGGwb5nAcKjtjlAN9YQsEIjIZU3zFvvPopQm2qj8JT/L0ti5t6h2uJmr2A46oxJXkHJ3XEZ1SvI5DN4qfcL3+wDgtcUq2U24rpnJuaKxQoBKGrO/NF//bQiavkK1lhEzzLoxUvqNjJOp5kF7OvfZ/weXk/dsqwBCtFWOSM3HxdvFT6NGJ2rVyYKMDoTBe68v4h1kaL5P23Lx/K+gLv7sYz8v8h0b7ZwpBQUFwdXU1ybaFbNWqVQgKCtLLusLDwyESiZCRkaGX9ZFq2h7rpKQkiEQiXL16VW66PsuBobEFAhFZINU/TPhV2LyUPpPm8kPGPKI0TyXHlpVAlZMldPglxKKrj+vJXO7PlY2+WihoenbVGedO4xj0vE5Njw3LeOWlSdnj9xMiwxKLxahWrZqpw9ALFxcXU4eglFCPcUFBAaytrU0dht4JtRwowxYIRGSB+O3dUpjjmeSPR8Mx9bEVGbq/ECId8NYjbLqeH2X3v4puSXq7ZwqgcBkiKUGVE5NB6qkM43SRerp164bJkydj5syZcHNzg4eHB+bNmyd7f8WKFfD19YWDgwM8PT0xYcIEZGdnAyh+WvvTTz9FZmYmRCIRRCKRbFmRSKTQbYurq6vsaeySJ7Z37dqFrl27wtbWFsHBwUhPT8fgwYNRp04d2Nvbw9fXFzt27NB6/7y8vPDtt99i+PDhcHR0RP369bFv3z48efIEffv2haOjI1q2bIlLly7JLbd37140b94cNjY28PLywvLly2Xv/d///R9ef/11hW35+flhwYIFAIq7runXr5/sPYlEgsWLF6NBgwaws7ODn58f/vjjjwrjT0pKwttvvw0AeOWVVyASiTBy5Ei59ao6d0DxeVi/fj3+85//wMHBAYsWLQIA/P3332jTpg1sbW3RsGFDzJ8/H4WF/44/l5GRgdGjR8Pd3R3Ozs7o3r07oqPV6/5t3rx5aNWqFTZu3AhPT0/Y29tj4MCByMz8t7eDkuOzaNEi1K5dG02aFHdbm5KSgoEDB8LV1RVubm7o27cvkpKSZMuFh4ejQ4cOcHBwgKurK7p06YJ79+7J3q9ov0QiEX755Rd8+OGHsLe3R+PGjbFv374Kj/WRI0fwxhtvwNXVFdWrV8cHH3yAhIQE2XobNGgAAGjdujVEIhG6desmt58l8vPzMXnyZNSoUQO2trZ44403cPHiRbn9E4lECAsLQ7t27WBvb4/OnTsjLi5ONk90dDTefvttODk5wdnZGW3btlUov9pgAoGIiEiPWMdMZBiWUOVjybeHyla/q8u9XtNjZeqKvPIqXI0VmX5ayph2+6TIHBJDen14wIw+BJhoodK2bt0KBwcHXLhwAT/88AMWLFiA0NBQAECVKlWwevVq3Lx5E1u3bsWJEycwc+ZMAEDnzp2xcuVKODs7IzU1FampqZg+fbpG2541axamTJmC2NhY+Pv7Iy8vD23btsXBgwdx48YNjB07FsOGDUNkZKTW+/fjjz+iS5cuuHLlCt5//30MGzYMw4cPxyeffILLly/jtddew/Dhw2X3rKioKAwcOBAff/wxrl+/jnnz5iEwMFCW/Bg6dCgiIyPlKpBv3ryJa9euYciQIUpjWLx4MbZt24YNGzbg5s2bCAgIwCeffIKTJ0+WG7unpyf27t0LAIiLi0NqaipWrVole7+8c1di3rx5+PDDD3H9+nV89tlnOH36NIYPH44pU6YgJiYGGzduRFBQkCy5AAAfffQRHj9+jMOHDyMqKgpt2rRBjx498OzZM7WOeXx8PHbv3o39+/fjyJEjuHLlCiZMmCA3T1hYGOLi4hAaGooDBw5ALBbD398fTk5OOH36NCIiIuDo6IjevXujoKAAhYWF6NevH7p27Ypr167h3LlzGDt2rOw+rs5+AcD8+fMxcOBAXLt2De+99x6GDh2KZ8+elXusc3JyMG3aNFy6dAlhYWGoUqUKPvzwQ0j+N+hSSfk8fvw4UlNT8eeffyo9LjNnzsTevXuxdetWXL58GY0aNYK/v7/Ccf3mm2+wfPlyXLp0CVWrVsVnn30me2/o0KGoW7cuLl68iKioKMyaNUsvrUrYhRERWSAz+nZOFscMfgsTkYkY8vZgKZ98lrIfZRlivypapzES2sb6yONnq+UwtwctNOrCyIBxEJlSy5YtMXfuXABA48aNsXbtWoSFhaFXr16YOnWqbL6Sp/nHjRuHdevWwdraGi4uLhCJRPDw8NBq21OnTkX//v3lppVOQnzxxRc4evQodu/ejQ4dOmi1jffeew+ff/45AGDOnDlYv3492rdvj48++ggA8NVXX6FTp0549OgRPDw8sGLFCvTo0QOBgYEAAG9vb8TExGDp0qUYOXIkmjdvDj8/P2zfvl02T3BwMF5//XU0atRIYfv5+fn47rvvcPz4cXTq1AkA0LBhQ5w5cwYbN25E165dVcZuZWUFNzc3AECNGjUUxpso79yVGDJkCD799FPZ688++wyzZs3CiBEjZLEsXLgQM2fOxNy5c3HmzBlERkbi8ePHsLGxAQAsW7YMISEh+OOPPzB27NgKj3leXh62bduGOnXqAADWrFmD999/H8uXL5eVFQcHB/zyyy+yrot+//13SCQS/PLLL7KkwJYtW+Dq6orw8HC0a9cOmZmZ+OCDD/Daa68BAHx8fGTbnD9/frn7VWLkyJEYPHgwAOC7777D6tWrERkZid69e6s81gMGDJDbv19//RXu7u6IiYlBixYt4O7uDgCoXr26ymshJycH69evR1BQEN59910AwKZNmxAaGorNmzdjxowZsnkXLVokKxezZs3C+++/j7y8PNja2iI5ORkzZsxA06ZNARSfd31gCwQiIjIL5lJ5wCe2KieedTI1bcsg71mmoPkxV3qeNKiI1eU8C+HzVx/lVJf9MLdKb1PReLwMg0TxL6OfNwFcK0SG0LJlS7nXtWrVwuPHjwEUP1Hdo0cP1KlTB05OThg2bBjS09ORm5url223a9dO7nVRUREWLlwIX19fuLm5wdHREUePHkVycrLW2yi9fzVr1gQA+Pr6Kkwr2efY2Fh06dJFbh1dunTBnTt3UFRUBKD4KfDt27cDKE5E7tixA0OHDlW6/fj4eOTm5qJXr15wdHSU/du2bZtcKwZd9w2QP3clyh7j6OhoLFiwQC6WMWPGIDU1Fbm5uYiOjkZ2djaqV68uN09iYqLa8darV0+WPACATp06QSKRyHXF4+vrKzfuQXR0NOLj4+Hk5CTbppubG/Ly8pCQkAA3NzeMHDkS/v7+6NOnD1atWoXU1FS190vZMXNwcICzs7PCMSvrzp07GDx4MBo2bAhnZ2d4eXkBgEblMiEhAWKxWK5sVatWDR06dEBsbKzcvKVjrFWrFoB/y+e0adMwevRo9OzZE0uWLNG5DJVgCwQisjji/zUTU0bdH48FhRJIpIBtNdV51pz8IthWqwKrKsL+VfkirwiONlUUmmCXfZ2dVwgHG6tym2qb8gd0QZnz+rKwyESRGM7LwkJUq1IFVavoN79fWCRBQZEE9tbyH/tZeWI42+pnkKwXeUVwsrVSa96XBRJUtRKhmpVIo+U0+V0ulUqRky+Bo4p1vyyQwKoKYF21+FgXFkmRX6j63kGmJ+w7rXqMtQ/abkcqlSK3oBAONsX3hYL/3Wetq1ZwjZZzcebmi2FnXRVSAHkFJX3M2qicv1Bi2Bo4qVSK7PxCOOnp3mcMIkDpMVbWtVFOvlh2/vSlojOSk1eI0qUuJ78QdjZVkZtfCNtqVqiih+9Jxkpi5OQXwk5JzEJIopSV9bIAznbmMaCkRCJFrrgIjjb6r37IySuEg636663oXOrU1VUFS5u6OzJNSKXAizyxWd0ryXDKdn8iEokgkUiQlJSEDz74AOPHj8eiRYvg5uaGM2fOYNSoUSgoKIC9vb3KdYpEIoUWPmKxWGE+BwcHuddLly7FqlWrsHLlStnYC1OnTkVBQYFe9q/kt7CyaZJy6hnKGjx4ML766itcvnwZL1++REpKCgYNGqR03pIxIw4ePChXqQ5A9oS/tlSdu9LKHuPs7GzMnz9foeUHANja2iI7Oxu1atVCeHi4wvtlW0DoQllcbdu2RXBwsMK8JU/4b9myBZMnT8aRI0ewa9cuzJ49G6GhoejYsWOF+1VCnWNWVp8+fVC/fn1s2rQJtWvXhkQiQYsWLXQql+Upr3zOmzcPQ4YMwcGDB3H48GHMnTsXO3fuxIcffqjTNtkCgYgsTsyzDBRq8OFelkQixRtLb6DD4msoUFGh+CxHjHbfXcOADbe03o4x3HiQiw6Lr+HLP5LKne/a/Qy8M+885u6MK3c+Yyv9pfJ82hO598omFMxdjliMHn8dxcdHwvW+7ndWnkKzOUeRmfvvl/INJxPQct4x7L6UovP6d0Ymo8Pia9gS8ajCeXPyi9BmUTTeWXkTx2Iy0GHxNfx4/KHOMZQ1ZVci2i++hltpyp9+arMoGj1+vCl7/eGGW2j33TW9x0Hm797jbFOHoDFtK8B+OBKNgRuP487jTBRJpPj45zB8/PNxFGl4vz1x6wEAIOnpC3y08Ti+PXgZX/1xAR9tPI6PNh5HwhPVx7TIwAmEMdui4DvvGOLSXui4JuFVBEbEp2HgxuPYeva2fldczim5HJ+OgYvDEZuSIZs2YvkZ/PDHdXz0XThm/qr7oH2AcSrw0zLy0GvueUzYeN3wG9PR0ZspGLwpDH9E3TV1KGr5+OfzaDH3KO4/l/9M1vW8BoXGY+DicJyNLf/JUFMq/V3WnFp8zQ65Ad95x3D7ka73SrJkUVFRkEgkWL58OTp27Ahvb288fCj/vd7a2lr2VH5p7u7uck+H37lzR61WCxEREejbty8++eQT+Pn5oWHDhrh9W8+fexXw8fFBRESEQlze3t6wsip+6KJu3bro2rUrgoODERwcjF69eqFGjRpK19esWTPY2NggOTkZjRo1kvvn6elZYTwlT+krO87aaNOmDeLi4hRiadSoEapUqYI2bdogLS0NVatWVXj/1VdfVWsbycnJcmXl/PnzqFKlimywZFVx3blzBzVq1FDYrouLi2y+1q1b4+uvv8bZs2fRokULWUuQivZLHcqOdXp6OuLi4jB79mz06NEDPj4+eP78eYXLlfXaa6/B2tparmyJxWJcvHgRzZo1Uyu+Et7e3ggICMCxY8fQv39/bNmyRaPllWECgYgsUlaB4tML6iookuJFXhHERVI8fqF8Pafji79Mxz3K03o72tB0ILfN/6vQPXwjo9z5Np4q/gF6PPpp+dsXYIWJpbj5LAMA8DDnpd7XffdJDgDgfGK6bNqSw8XJr5l/6F5pPuvP4sqWH46pTgSUFN3YtOL9S8sSY9Gh+wCAn09XnHgANKtoCI3NBAD8dv6JynmeZhfK/o5/bNxrmczHoYv3TR2C0Zy6U/xDPuRKIrLzCpBfWIT8Qgmy8jT7TF0TdgMAsP/aPQDA+buPEZP67w+pnZHadzOgq+Oxxfeb38/fM1kM+qoML/uJvD48BgCw+5J+mqqXUKfSc8/pJLnXJ68XH+fYlEy9xCDRw0GraD9CrxZ/B7p2L0vJssKy8WRxVwZbIoT14IcqkUnFgz/+ffWhXr9J7jmTBAD4+bBxKw9VEWJLFV0Fm/BeScLXqFEjiMVirFmzBnfv3sVvv/2GDRs2yM3j5eWF7OxshIWF4enTp7IkQffu3bF27VpcuXIFly5dwrhx49Qa6LVx48YIDQ3F2bNnERsbi88//xyPHqn3W0JfvvzyS4SFhWHhwoW4ffs2tm7dirVr1yoMED106FDs3LkTe/bsUdl9EQA4OTlh+vTpCAgIwNatW5GQkIDLly9jzZo12Lp1a4Xx1K9fHyKRCAcOHMCTJ09kLRq0NWfOHGzbtg3z58/HzZs3ERsbi507d2L27NkAgJ49e6JTp07o168fjh07hqSkJJw9exbffPMNLl1S78EBW1tbjBgxAtHR0Th9+jQmT56MgQMHljtWxtChQ/Hqq6+ib9++OH36NBITExEeHo7Jkyfj/v37SExMxNdff41z587h3r17OHbsGO7cuSMbB6Gi/VKHsmP9yiuvoHr16vj5558RHx+PEydOYNq0aXLL1ahRA3Z2djhy5AgePXqEzEzF70cODg4YP348ZsyYgSNHjiAmJgZjxoxBbm4uRo0apVZ8L1++xKRJkxAeHo579+4hIiICFy9elBsLQltMIBCRyZjDl2xziJHInJS+pszpSbyKlHev4H2ENGH08mKA7VW0SiFcE2Z1/xFpd5qMmvLn8wVGlW+B3TgSkfnx8/PDihUr8P3336NFixYIDg7G4sWL5ebp3Lkzxo0bh0GDBsHd3R0//PADAGD58uXw9PTEm2++iSFDhmD69OnldnlUYvbs2WjTpg38/f3RrVs3eHh4oF+/fobYPZXatGmD3bt3Y+fOnWjRogXmzJmDBQsWYOTIkXLz/fe//5WNB1FRjAsXLkRgYCAWL14MHx8f9O7dGwcPHkSDBg0qjKdOnTqyAYJr1qyJSZMm6bB3gL+/Pw4cOIBjx46hffv26NixI3788UfUr18fQPFDjYcOHcJbb72FTz/9FN7e3vj4449x79492XgRFWnUqBH69++P9957D++88w5atmyJdevWlbuMvb09Tp06hXr16qF///7w8fHBqFGjkJeXB2dnZ9jb2+PWrVsYMGAAvL29MXbsWEycOFE2QHZF+6UOZce6SpUq2LlzJ6KiotCiRQsEBARg6dKlcstVrVoVq1evxsaNG1G7dm307dtX6fqXLFmCAQMGYNiwYWjTpg3i4+Nx9OhRvPLKK2rFZ2VlhfT0dAwfPhze3t4YOHAg3n33XcyfP1/tfVSFYyAQEZXB38DCoWmLCyEQQsWYEFnCcTHD4mhRTHX8zbHsCmXcUF4yhlX2mjBUUkSda8DQ51ov12GFfd+b4cUuMGX7M9f3/MZgyJjMsSWv8M6Q5bGzqW3qEMqlrJ/7kJAQ2d8BAQEICAiQe3/YsGFyr9evX4/169fLTatduzaOHj0qNy0jI0P2t5eXl9Lr0c3NTW776sasSlJSksK0sttVFsuAAQMwYMCActft6uqKvDzlrZyDgoLkXotEIkyZMgVTpkypOGglAgMDERgYKDetonMHqL7n+fv7w9/fX+X2nJycsHr1aqxevVrjWEuMHz8e48ePV/pe2eNTwsPDQ2WrDGdnZ/z111/lbrOi/VJ2PEqXS0D5se7ZsydiYmLKXdfo0aMxevRouWll99PW1rbc49qtWzeF9bZq1Upu2o4dO5Quqyu2QCAis2GKL92qvjQL8QcPCYO2lZzGKN9CKLa6VdAIYAeIDEzrRImeL3BN16bJ56IQrmRdD5cud2xtNq38+AqnMtLQCX99dGFEZGjKrlMWXSIisgRMIBCR2TDWk2GlfwNb8pd+bX7qG/sJYHNM1JhhyEbBp/fJXBm9RyEB3kN4+ZqWquNf9r5aXiJal3KlzmdxFTO4yeuUvhbgdSlE6iSSSs/Dw0pEhnT69Gk4Ojqq/Gcuxo0bp3Ifxo0bZ+rwFDRv3lxlvMHBwaYOj7TELoyIiLRgqq51hP/znITNvH+qC7kCR8Chka6EXPBK0/PnkqZ7rcnnorkcUoPR4gCo0/7AYF0YGWStmmELBPMgtAc/jN16uaK9N4M8G5FFadeuHa5evWrqMHS2YMEChQGaSzg7Oxs5moodOnQIYrFY6Xs1a9aEk5MT5s2bZ9ygSGdMIBAREemRsH46C5AZHyD+7q+czKbIallxp85SFZV9qVSqtOJQyJVlZnNedaCvfVRrDASDD4Jg4PWTUSjcJyrBeS29iwLLrxBZPDs7OzRq1MjUYeisRo0aqFGjhqnDUJsmgxKT+WAXRkRkNoz1FNF3h+/L/v414hFm7k2CRCL/jV8IT1gdi8nAuOAEPM8t1Hldp24/0XrZwiIJvgmOxd5zqTrHYQmOpzw0dQgyIVceYPTWi7LXqortksO3MH//TYPGcib+Bcb+noDULOVPo6hDCuCbkHty09IyC3SMjMxdQuoLBP52BfEPs0wWw8v8QizYfhUnorW/DxYWSTBp+2Uci3mkczwZLwswd98lnEv4d123UjN0Xq+mEp++MMh6r9/PxPBfIxGbWnzOLyU9w/BfI5HwJFvtdeg8BoKGX0ly8rX/rFbZukODLozUkauiHK8MiUFCahbmB1/FqRtpOm2jtHUHbmFbWLzK9wvERbK/1TldEokUAbuuYuPJBKXvlz7n6py/f64/VWOrxlf6uhaKxKdZCAy5iDuP/70PiwuLyllC3u7TSVjx102kZ+Vj7u9XEHlbOMc+OvE55vx2BWnPX1Y4ry73lTxxEUYFXYTXrIPYdi5J+xXpmQB+8hARkQCwBQIRGYU+nkwzxhgIj7IKsOtSuuz17qjiv/v6uaFLI2E1D5yyKxEAsPL4Q8z/Tz2d1vUiT/uKjaNXnuCf6+n453o6BnSqpVMcpF9Td11Va74N/6tsGdf1NdR0tjVILI9fiPH4hRiRidpXKN54kIvYNPkf8HP3p2DjJ6/pGp7OhJBUrKy+2nIJL/OLcPPec/w5u7ve16/Oqf3z7D1ciHuKC3FP0d1Pu/vg4RtpOHBNP4nYX8/cQtS9p7iU9AQHJ78LAPjt/B2l8+qr7Mo/ZVv8KlZF0kLXz/MP10WgUCLFtfsZuDrnHfx3wzkAwJhtl3Diy246rdtQdl38t1JbH0f8RZ5i8lTX47o3QnU5nrwhEgAQefsp3mrhobCspmMgPEzPxcGLxQ9sDO+h/OnQQ5ceyP5WpwujiISn+OtK8TJ9ur6hUTwAFE7MN8G3NF+HEXx78LKpQ1Dwf39GIitP/gGBozH38UHL8p9CLTnkW48XJ5Ki7qQjI6cAl+6kq17IyMSFEkTFp2PZ3htYNrq9wbbz+/l7CLv1GAAw5++bGN7Jy2DbIiIi0hRbIBCRRdI2YSEuUv4DNadAokM0hpWeo3sLBF1k65B8IOOqqPpFXGT4cp5fqH0F10uxYnxPs7Vv0UCW4WV+8VOu+UrKh7Fk5epeDrN1eEK9rOc5+XpbFwD9j6+gYw164f9aBWaUOe6pGXm6rVgjmh2TLCUV/roo2zKyIurM/UKXcqxhESn9eaMqiZX9UrN4cvLLf+Jdt3LHJHF5yiYPgOIWLZrKyDF9q0JV5ST9hZb31VIrLO9WmqlheSciIjImJhCIyCKp+vKvr4eETTaIspLNartP2uyCsmVMdSxI/4T+EL2y8IwZsrZFXeCHlSrA84cKbw5SmOMYIaY7s9psWZuu4zW9p+vycW6I88+vF5ap9Gk1Res9bTcp9O9IREREhsQEAhEZhT6+dBtrDAR1CKm7EnWa9ZPwCad0C5fSos7iX2mY7DNAjXus5SVSRRp/bgvhUjRGV4fa0vWjuuy+CW1PdbkE+DWm8uC5JiIiMk9MIBCR2dCkYkDfdTlCShiUJdzIqCICLlakIZ5Ky1U5z22Zvba4BAnvv/pmiASf/tdZqisZJetmkTA+fR1z49yidP8dYnl3UiJh6tatG6ZOnWrqMMo1cuRI9OvXz9RhkAFY6rnlIMpEZBTmXvcg5B+VrAQhdQmtrGgej7B2QMiJRTI/gv6YVKesa3A5WMK1o+n3mtLz66NrIY1biBj4mOvUAkFvUZh/ubIoRryp6bN4q1qVOttQeq2qsW6q3B4i02jbqg0Xo22rRFBQEKZOnYqMjAyjb1vIVq1aZRHfhyxBeHg43n77bTx//hyurq5qL5eUlIQGDRrgypUraNWqlWy6pZ5bJhCIiMycMT+clP0WNOTvQ8v72CVdmPp7mJC6USPjMXW504Z+ulQy3I6b4SHVmc7lSGF5/SZ1dKVTmZOqGEVDrrN87VcvtxkTLEvyRHo+r8ZiRqHqlZC7hqPKRywWo1q1aqYOQy9cXIyfzBGagoICWFtbmzoMvbPUc8sujIjIbBiq8u6fuExcu59T7jzG+uEYk5qL0NgMle8rOwISNWM7dOM57jx+WeF8jzPz1VthSUysU9WapsfufnYODt+7jyItC6Q6PwIfZ+Vh96UU5ImL1F5v2f3IfFmIvZfT8SKv/HU8zS5U+d7dJ3k4cO2Z3LScAonCfFIAj1+I8eeVdOSJFd83hfRsMfZeTkduger9Iy3oeK9Je/4SM3+9hNRnufqJR4Vjlx8g9MpDPMnMq3De+IdZOBf7uML5iiQShMU+QFqm6tjlnnLV+UNL/mBXtLZHWS9xJj5N9rpQIsWNB89Uzr/n0n217zF54iJ8eyAGWyIS1ZpfXcauEC59/w2NuY+M3H8/a5+8KP+zOSz2AZ5ky5cnZfFn5BbI/j52MwXpOf9uQyQS4WF6Lk5EpyrdxrHLD5Cv5jlJTHuh1nzKpD7LRdjVh5CU+vLyz/U0pWX2aalrKPL2UzXWzi8k6krNzEVY7AMUSdT73MwvLEJozH08y6n4vlbay4JCHLuZok2IGlHnfqur9Kx8PM6o+Hs0IF8SM3PESqeboyKJFHuj7iM53bCfoyQs3bp1w+TJkzFz5ky4ubnBw8MD8+bNk72/YsUK+Pr6wsHBAZ6enpgwYQKys7MBFD/Z/emnnyIzMxMikQgikUi2rEgkQkhIiNy2XF1dERQUBKD46W6RSIRdu3aha9eusLW1RXBwMNLT0zF48GDUqVMH9vb28PX1xY4dO7TePy8vL3z77bcYPnw4HB0dUb9+fezbtw9PnjxB37594ejoiJYtW+LSpUtyy+3duxfNmzeHjY0NvLy8sHz5ctl7//d//4fXX39dYVt+fn5YsGABAMVubiQSCRYvXowGDRrAzs4Ofn5++OOPP9Tej5MnT6JDhw6wsbFBrVq1MGvWLBQW/vtbpKLzCAAZGRkYPXo03N3d4ezsjO7duyM6Olqt7c+bNw+tWrXCxo0b4enpCXt7ewwcOBCZmf+2sCnZ50WLFqF27dpo0qQJACAlJQUDBw6Eq6sr3Nzc0LdvXyQlJcmWCw8PR4cOHeDg4ABXV1d06dIF9+7dk73/999/o02bNrC1tUXDhg0xf/58uX0XiUT45Zdf8OGHH8Le3h6NGzfGvn37ABSXs7fffhsA8Morr0AkEmHkyJEAgCNHjuCNN96Aq6srqlevjg8++AAJCQmy9TZo0AAA0Lp1a4hEInTr1k1uP0vk5+dj8uTJqFGjBmxtbfHGG2/g4sWLcvsnEokQFhaGdu3awd7eHp07d0ZcXJxsnujoaLz99ttwcnKCs7Mz2rZtq1AmDY0JBCIyGU2faNFoDAQ1v6Inpedhwva7GLTptkaxGMqADXGYvDMRNx+q/8Vc3aPy5Z4k/OenW7LXqo7QiFVXVK7D8gYKNS25+hI1Du3Aw+FYGBmN/XeTDRbTh+vOYuYf1/D9kVsVz/w/ZUOfvDMRs/9Oxqw/7ymdXx3vr43FjL3yyz/LUV4hP+jnOHwTkoxVYQ+13p42VFVAjtwaj9l/J2PevptGjcfi6VjhO2plBG7ey8DoVWf1vuHS18Cqv2OxMiQG49eeq3C5KRsj8e3Oa4h5mFXufAevJ2NF6DWM2nqywnVqSvneaT5g7+Vk+Qrer/ZeUDnvS3ERlhxW7x6z5PAt/HImEfP3x+DMHXUqkYWp9PeSzWdu4f/+ipS9Hvf76XKXjbqnuN9S2X+UWxV2A5/88u85kEqlGLP6LJb/qfy+tOrvWIReUZ5cKGvSetXntiKjV53Fir9icPTyv/frH/+KwZmbiom00vOop/ySyueo/zV660msCL2GwzeUV+6nPMuWe73t7G2sPH4d03ZVfF8rbcPJGKwKuyF7XfYc6PPpdnGheskQXbY5ZnX5nx/KvsoF/nZZ6+0JzfYL9/Dlnmi8tfQfU4dCRrZ161Y4ODjgwoUL+OGHH7BgwQKEhoYCAKpUqYLVq1fj5s2b2Lp1K06cOIGZM2cCADp37oyVK1fC2dkZqampSE1NxfTp0zXa9qxZszBlyhTExsbC398feXl5aNu2LQ4ePIgbN25g7NixGDZsGCIjIytemQo//vgjunTpgitXruD999/HsGHDMHz4cHzyySe4fPkyXnvtNQwfPlyW7I6KisLAgQPx8ccf4/r165g3bx4CAwNlyY+hQ4ciMjJSrrL55s2buHbtGoYMGaI0hsWLF2Pbtm3YsGEDbt68iYCAAHzyySc4ebLi734PHjzAe++9h/bt2yM6Ohrr16/H5s2b8e2338rNV955BICPPvoIjx8/xuHDhxEVFYU2bdqgR48eePZM9UMhpcXHx2P37t3Yv38/jhw5gitXrmDChAly84SFhSEuLg6hoaE4cOAAxGIx/P394eTkhNOnTyMiIgKOjo7o3bs3CgoKUFhYiH79+qFr1664du0azp07h7Fjx8rqJU6fPo3hw4djypQpiImJwcaNGxEUFIRFixbJbXf+/PkYOHAgrl27hvfeew9Dhw7Fs2fP4Onpib179wIA4uLikJqailWrVgEAcnJyMG3aNFy6dAlhYWGoUqUKPvzwQ0j+l3wvKXPHjx9Hamoq/vzzT6XHZebMmdi7dy+2bt2Ky5cvo1GjRvD391c4rt988w2WL1+OS5cuoWrVqvjss89k7w0dOhR169bFxYsXERUVhVmzZhm9NQ4TCERkFELp+qPsj4YHGQUq5jStu0/Vf5JK309RZubyqWmhu/pUvS9xZalTVh787+m6MDWeilYlMqm44uFEnHH6dE3LKn66L/x2+ZWwxhL/uPj6PXIjrYI5yRxoe499WaB+K57Epznltki6fr/ia7704vpI9hr6Cf3jsY/Umi805t/5bjw0Xj/RFdH1CN9L/7eCVpMWXzJqnKCHRngqu4SmRe7mvedyr+PuC+fcViaqWgqllmntFJlY/J2gbEuYikTEG+9zsEjdJrkVKefaKizSfBv3HpffytmcnE/U7vsnmb+WLVti7ty5aNy4MYYPH4527dohLCwMADB16lS8/fbb8PLyQvfu3fHtt99i9+7dAABra2u4uLhAJBLBw8MDHh4ecHR01GjbU6dORf/+/dGgQQPUqlULderUwfTp09GqVSs0bNgQX3zxBXr37i3bpjbee+89fP7552jcuDHmzJmDrKwstG/fHh999BG8vb3x1VdfITY2Fo8eFX8nWbFiBXr06IHAwEB4e3tj5MiRmDRpEpYuXQoAaN68Ofz8/LB9+3bZNoKDg/H666+jUaNGCtvPz8/Hd999h19//RX+/v5o2LAhRo4ciU8++QQbN26sMP5169bB09MTa9euRdOmTdGvXz/Mnz8fy5cvl1V2A+WfxzNnziAyMhJ79uxBu3bt0LhxYyxbtgyurq5qt4TIy8vDtm3b0KpVK7z11ltYs2YNdu7cibS0fz8LHBwc8Msvv6B58+Zo3rw5du3aBYlEgl9++QW+vr7w8fHBli1bkJycjPDwcGRlZSEzMxMffPABXnvtNfj4+GDEiBGoV68egOLEwKxZszBixAg0bNgQvXr1wsKFCxWO28iRIzF48GA0atQI3333HbKzsxEZGQkrKyu4ubkBAGrUqAEPDw9ZF0QDBgxA//790ahRI7Rq1Qq//vorrl+/jpiYGACAu7s7AKB69erw8PCQrae0nJwcrF+/HkuXLsW7776LZs2aYdOmTbCzs8PmzZvl5l20aBG6du2KZs2aYdasWTh79izy8oo/d5OTk9GzZ080bdoUjRs3xkcffQQ/Pz+1zou+MIFAREah7GkfoSQV1GHsp9Y0OTKWOEAPmYa2RUkoLVO0CV9v1w8vQ4slhFNr0LFmlO6gqEyXSMbabvn0VkEI4/frben9iAvjU0A35ZVJyz57xlX6+7/Bv8IaoWDyezhVBi1btpR7XatWLTx+XJxYPH78OHr06IE6derAyckJw4YNQ3p6OnJz9dPVVbt27eReFxUVYeHChfD19YWbmxscHR1x9OhRJCdr30K79P7VrFkTAODr66swrWSfY2Nj0aVLF7l1dOnSBXfu3EFRUfFDAUOHDpUlEKRSKXbs2IGhQ4cq3X58fDxyc3PRq1cvODo6yv5t27ZNrhWDKrGxsejUqZPcb7IuXbogOzsb9+/fV7qfgPx5jI6ORnZ2NqpXry4XQ2JioloxAEC9evVQp04d2etOnTpBIpHIdcXj6+srN+5BdHQ04uPj4eTkJNumm5sb8vLykJCQADc3N4wcORL+/v7o06cPVq1ahdTUVLnlFyxYIBfzmDFjkJqaKlcGS++7g4MDnJ2dZfuuyp07dzB48GA0bNgQzs7O8PLyAgCNylpCQgLEYrFcealWrRo6dOiA2NhYuXlLx1irVi0A/5a5adOmYfTo0ejZsyeWLFmi9jnRJw6iTEQmo+mPaYMkHNQMQci/DbSuT9HT4RRI3TGpQZOiosl5NWURMOog4mV2tKItl3yJZ+UC6UyNC1K/YyBAkB98+kwgGJu+v8MI7UgILR5lShdpfnfRjDbnt7IcYo1ulWZY8AT4UUAmULarFJFIBIlEgqSkJHzwwQcYP348Fi1aBDc3N5w5cwajRo1CQUEB7O3tVa5TJBIpfF8Ri8UK8zk4OMi9Xrp0KVatWoWVK1fKxl6YOnUqCgq071mg9P6VfH9XNk2i5rgxADB48GB89dVXuHz5Ml6+fImUlBQMGjRI6bwlY0YcPHhQrgIeAGxsbNTeZkVUnceSGGrVqoXw8HCF5VxdXfUWQ9nzmZ2djbZt2yI4OFhh3pIn/Lds2YLJkyfjyJEj2LVrF2bPno3Q0FB07NgR2dnZmD9/Pvr376+wvK2trezv8vZdlT59+qB+/frYtGkTateuDYlEghYtWuhU1spTXpmbN28ehgwZgoMHD+Lw4cOYO3cudu7ciQ8//NAgsSjDBAIRmQ3NxkAwb6p+XyibrnV9ihbLKQ/L3I+26Vj6E6nGwCNYiZjqVqNGIdNHnVB5FczG3/WydydhXGkVJRA0qegy5SDK+lmfZmeFlYDylB2P8q7jynb8LDnxbchdq7BFpgUfV6qcoqKiIJFIsHz5clSpUtzBSdmuhKytrWVP5Zfm7u4u9yT5nTt31Gq1EBERgb59++KTTz4BUFzBevv2bTRr1kyXXdGIj48PIiIiFOLy9vaGlZUVAKBu3bro2rUrgoOD8fLlS/Tq1Qs1atRQur5mzZrBxsYGycnJ6Nq1q1bx7N27F1KpVHYfioiIgJOTE+rWravWOtq0aYO0tDRUrVpV9qS9ppKTk/Hw4UPUrl0bAHD+/HlUqVJFNliyqu3u2rULNWrUgLOzs8r5WrdujdatW+Prr79Gp06dsH37dnTs2BFt2rRBXFyc0q6h1FXSIqJ0OU1PT0dcXBw2bdqEN998E0BxN08VLVfWa6+9Bmtra0RERKB+/foAihNlFy9exNSpUzWK09vbG97e3ggICMDgwYOxZcsWoyYQ2IUREVkkVV/PFb63q10rI9wv/KyEtgxMw5g3XoVkSOokKPQ+BkLpvwVSwIXUAkHjQ6zv0IVzKABo/hmmUEaN0dVMRYMsC+yYGoO6LWP0dXos8Rgr7wXOcr7VWdCukAE0atQIYrEYa9aswd27d/Hbb79hw4YNcvN4eXkhOzsbYWFhePr0qSxJ0L17d6xduxZXrlzBpUuXMG7cOLUGhW3cuDFCQ0Nx9uxZxMbG4vPPP5eNTWAsX375JcLCwrBw4ULcvn0bW7duxdq1axUGiB46dCh27tyJPXv2qOy+CACcnJwwffp0BAQEYOvWrUhISMDly5exZs0abN26tcJ4JkyYgJSUFHzxxRe4desW/v77b8ydOxfTpk2TJXYq0rNnT3Tq1An9+vXDsWPHkJSUhLNnz+Kbb77BpUuX1FqHra0tRowYgejoaJw+fRqTJ0/GwIED4eHhoXKZoUOH4tVXX0Xfvn1x+vRpJCYmIjw8HJMnT8b9+/eRmJiIr7/+GufOncO9e/dw7Ngx3LlzBz4+PgCAOXPmYNu2bZg/fz5u3ryJ2NhY7Ny5E7Nnz1YrZgCoX78+RCIRDhw4gCdPniA7OxuvvPIKqlevjp9//hnx8fE4ceIEpk2bJrdcjRo1YGdnhyNHjuDRo0fIzFQcz8nBwQHjx4/HjBkzcOTIEcTExGDMmDHIzc3FqFGj1Irv5cuXmDRpEsLDw3Hv3j1ERETg4sWLsmNgLEwgEJFRCHa8A8F2YaTB8TJmF0YCPY3mStvrQmg/wM35x6XQjiUJQ+kybS5JWm27MFK+fyLBVVADQJE5X7B6vk9KIRXUR7K5nRlNP7fM+XNOaOTur+ZWcHRlhgWp0p0j0oifnx9WrFiB77//Hi1atEBwcDAWL14sN0/nzp0xbtw4DBo0CO7u7vjhhx8AAMuXL4enpyfefPNNDBkyBNOnTy+3y6MSs2fPRps2beDv749u3brBw8MD/fr1M8TuqdSmTRvs3r0bO3fuRIsWLTBnzhwsWLAAI0eOlJvvv//9r2w8iIpiXLhwIQIDA7F48WL4+Pigd+/eOHjwIBo0aFBhPHXq1MGhQ4cQGRkJPz8/jBs3DqNGjdKoEl0kEuHQoUN466238Omnn8Lb2xsff/wx7t27JxsDoiKNGjVC//798d577+Gdd95By5YtsW7dunKXsbe3x6lTp1CvXj30798fPj4+GDVqFPLy8uDs7Ax7e3vcunULAwYMgLe3N8aOHYuJEyfi888/BwD4+/vjwIEDOHbsGNq3b4+OHTvixx9/lD3tr446derIBmOuWbMmJk2ahCpVqmDnzp2IiopCixYtEBAQIBsku0TVqlWxevVqbNy4EbVr10bfvn2Vrn/JkiUYMGAAhg0bhjZt2iA+Ph5Hjx7FK6+8olZ8VlZWSE9Px/Dhw+Ht7Y2BAwfi3Xffxfz589XeR31gF0ZEZDY0qWw19ddzcZEUhUVS2Fkr5mlf5BXB0aaKXP/o2fkSONlalVpegnyxBDbVKs7zKnsg82WBBFWtyj8KeWL1+3AsT05+oV7WQ+pT9VtOXCRBYZEUttWqIFvJedGkUlFV6SkolKBIIoWdtRWkUile5Bf+79o0/S9MbX7kvsgvgouddl+HSm/vRZ5i01UzrCcwezl5hXCwlT+f4v+VWU0YqsKkoFDz++7LgkIUFskHlFtQCJuqVrCqoryQFRTp5/5eQgogJ1+xX2Jjk+h1EGUj0/MGcwsK5T7/JRUU2pdi1c3rhaiiz6t8cRGqiESoVrX4e1JOXqFBKzql0uKYcvINcxzzxEWoWkWEqlb6fb4vT1yIalZVYFXBE6g5+WI42FT85K8mVCX8dD1P4kIJJFIpbKpZKbxXVCTBywLNz5FEIkWeuKj4PGu6cKkdeplfhJw8w30vLvjfvtsq2Xdj4Ncaw6gNF1OHUC5lfeKHhITI/g4ICEBAQIDc+8OGDZN7vX79eqxfv15uWu3atXH06FG5aRkZGbK/vby8lH4WuLm5yW1f3ZhVSUpKUphWdrvKYhkwYAAGDBhQ7rpdXV2Rl5en9L2goCC51yKRCFOmTMGUKVMqDlqJrl27IjIyUuX7FZ1HoLglxOrVq7F69WqtYgCA8ePHY/z48UrfK7vPJTw8PFS2tHB2dsZff/1V7jb9/f3h7++v8n1l5ah0WQOAwMBABAYGyk3r2bMnYmJiyl3X6NGjMXr0aLlpZffT1ta23OParVs3hfW2atVKbtqOHTuULmtMTCAQkclo+gNCk6dA9yemwKfzaxpGVN62NdPzx5t4/EKMqG9awt763y/5V1JyMOSX2/iP3yv4vr/X/7d33/FRlPkfwD+b3kkC6RBCCRB6R4oK0kUOEIUDLHiengiHqIB6AioqIIo/wAJWQEWwASJVQHpvodeQEEoKJSG97c7vj5jNbrbvzu7M7n7e98LLTn1m5nmmPN+Z5wEAzFx/HSsP38a3T1e32/fG6nTMXHcdh//X2mAFUZWalQaFpUp0nHUS0SHeaFsv0MBcwJmbxSguU8Lfx/qHkGMpuVi86arV85vi6m89qUSuUerxwV/IyivFQ80i8df5bIvnN6eM9fjgL2Tnl+LczAGY8ftp/HL0ujVJFY2teeS+Oacwoafhz2rN9covabiQVYxJvWN1xi3bl2bz8sm8iosRs3fgnSfaomNiHfWwZ/5vD3IKrO/sTKw665IyJeavOWt6whoeW7xF6/fdwlI8+c1faBQRgoWjuquHbz13Q/339ZxCi9ez6liqxi9B63zw0+EUbDiVbvEyxSanJoykNuFH7baX/7fKcKUBAPT7v132TI7o1+u5v542On74+9sR7O+NFa89iNNpOXhtyVHU8jdRAa6RRmvSu3B9Kn7ac9PyGU0oLqvAY4u3ICLID0v/1Uu05RaWlmPEF1sRUysAXz9tuE3tHw9ewvKDlzGlfxv0bFp5DRPjcH6//xL89VR0/55cfa6y5guvMR/uQkmZEr+9qbuvpn1/HOeuVTchYW6F9+tLjuJMei4AIMDX+vviz9efx+frz1s9vzGCIKDLrK3ILS7HuZkDJAsiEBGRe2ITRkTkEI5uAuLzU+LevFv6oJmdX/mm5sUs7TcOvtyVCQBYeyJHPWzl4dsAgE/+ytCatrhchTydt5pNPwqdyywGAGTmmX5b9GJWvslpjPl6q/QVSs5M7LeEs/JKAcCq4IG5svMr13ExK1/y4IFYPt2RKcpyvtilv/3V7RduibJ8Ms/SrZe1ftsSPBBT+q0Cg+Ms+VrlUGpl+U65lac1fMneC1alq8o3e7Svm5rXPTkEDwA5fOekSV7v4p66cVfqJIhq12nj7VkLApBXVHmf8+OOKwCAe8W2fSVj9KsHQbBL8ACoLsu3CvS/pWqtMzcr7zUz7hnplFQBLD9Yec78bPsZUddvyNd7Uk1PZERhSQWUKgG383T318nUHJRb8aVXVfAAAIos/MrEkeelnKJyCAKQftd0R7NEBOzevRtBQUEG/zmLF154weA2vPDCCw5JQ4sWLQymYfny5Q5JA0mLXyAQkVtxdOVDzfV5GKklkqJixOI2gO2TDLKQHNpklz4FlaRMh1z2gbswe38764GR6gSrvwdQu+9Gc5tUs1d76Y7+ws1Zs6X5LNtCKZp4c/1joE3MfWyvfefqX5rWZMshcbd9RSSGjh07Ijk5Wepk2GzmzJk6HTRXCQkJcUgaNmzYgPJy/YH6qKgoBAcH4+2333ZIWkgaDCAQkUOI0YmybDtiNqbG3b7c2kR3yn3qQqze+1Y+RJp6+NQcr5BbZrWSmA/cLrJLXJ4Yh9zyDlYdlzkcFkBkbZVRlh5xS/qgcUa2bp6j70fkEIivYq+8Ycs+1bofECEtrsySw2fLkdac15HHRD4lhchy/v7+aNy4sekJZS4yMhKRkZGSpsGSTonJNbEJIyJya+beFIt182yiOwOruPKNvTtV2Dqi8kTMChNXrwwTgxtlX1kRI29qLcJNs7qrb7acKpDdkVjXPEEw/0jysmWcsXOnWNcze5Y73pcQERHZDwMIROQ0nPFhv2aK5fZWt8ySo4PPgvIll0NjKo/YM4+zssKxzD2Urn5YHPWmtlx2o1YTRiZSJZc06yPntIlBqu1zVHm352rstWxnaMLIFtbeU0t5jbCtCSM5HgUiInIXDCAQkVszv0LKupv2mrPZ+iyn71nJkTEAuQVAnJ21j4JWz+fyz566GyhqE0biLYrsSOwmjBwVvDb7euSwJoycevF2x8thDc5+QCVkr2uzM2RRW7a95vZJF8RyzJq1mjByhoNLREQuhQEEInIIMe5z7fHWpd07iazxmzf8JAZ7VSBK1b6uq2LATRp8S9Myctxbho6hqIdWjhvuRsQ6PVpyGDWvne5wmjDnGqQ5Ba9ZzkSaY8U8QkTkvhhAICKH0Pec9svlNIuWcelenihpEcPN3HKL51l5+DY2nckVPS0nrhcBAPZczsPzP6QgK6/M5mUu2Zaud7ipx4Zur+9Rz7vqQAbeXH4OFUqV3mnn/Z6CxZvTbEgl2dOV24WYuOI4lCoHVOS5kDfXXJU6CW7v+u0is4IIN24XYvr3x3Hmaq7Zy65QqjDrp5NYd+iaDSm0jWYw3Z7BEnt/6ZBxrwRvrz1jdJrL2QW4drfYLut39ClM36E6knYLszYcd3BKzDP9u2OiLWv1Pt3z4sUb9r2nu5VXipt3S/DKt2ew5mAmXv72NJJTq9f5warLFpWfsgr99zLOYsvZ63hv3TGUlCu1hu+8mKH+25o+EFYeuoz5W0+ZnY75Wy9p/bblPHP08h3tAXoWZai++7c9afjot9NQGbjHsYQlS1AogN2ns/Ds0sO4V2zZs4Sp7Drm6wNIeH09zmWIW7Y012sojxSWVuDfy45g1bHroq6biIjkgwEEIpLE9YJCu6/jcnaBzjBr61pqzvfJ9gz9ExqZ7511xiucbKkIKihR4rnvU7D7Uh6m/25+xZahB6uvtugPINRUXKbUGVY170drUrD91B1sOn5LZ5obd0rw2/4MfLf9usEKanfjiJe6LM1ia0/cxPbz2YaWZnN6HMHRL8utOn7XsSt0I5Ycy6vZpq8x7/90Escu38HUb48YnU6z3Gw/mYm9Z7OxaP0F7bSZnzRRXb5le0WRIAjIL9GtyHJEkHDpvjRk3NMNEFSt+9/LDts/ERJ6a+0R7L2cKXUy9DqWYtm5zFhF8NebLxkcV8Xqc7WBjDpvTQre+ekCDlzMwdzVl3HwYi7eWlFdbq9kFeFyhvn3oqv2m3ffZw1HNEs2f+sp7L+ShXUnLQ9yKxSGr/jfH7iELWcNVxrb8431z9adt3reb7dcxvaTmUi+4vhr9pxfTmHb+Wws2Gq6XGgylk+Ky5TY+3dAZeCC3Talzxpf7rqCreey8MrPJxy+bnIdCoUCa9askToZVunZsycmTZokdTKohh07dkChUCA3N1fqpLgEL6kTQETuqczAW+liKq3Qrdy2lvVt1TumklWl8QBdXO64t+RUZqyqsKRCZ1i52cffOSqprWVo6wRBMPrQbW3FnjXP8YVlusfPmThrZ4lkmzIzzv+37pVYvNwiPeczR9O8rpSL9Fa0Us/J3FFFp0JpeE03cy0/Ro5jWQl3WN8VbsbQXr1TUI7bJr7ILKsw/5jkFduv7NvrOuWh56KvL1goKRG33ZpF6XsRxuL1WrBizWnvFpZavZ6ah1bpoJsdQ/emuUW2f/3szs6UWpYXbNHC11e0ZY0dOxa5ubkWV/q//fbbWLNmDZKTk7WGZ2RkICwsTLT02cOOHTvQq1cv5OTkIDQ0VD181apV8Pb2li5hLiQhIQGTJk2yOCDTs2dPtG3bFvPnz1cP69atGzIyMlCrVi1xE+mmGEAgIkm4TROaIt/PG9pt1r7hZY9+Jch5OWPb8Y5MM9v+JTnQak7CBSqljRVhe26fw893zn+ojJLj5cPSM7Yct0EqNcueva5+onZrYuYBlMt5U4ptt9d6eH9EYoiOjpZs3WVlZfDx8bF6/vDwcBFT43iCIECpVMLLy7WqiH18fCTNV66GTRgRkUPUvK2U622mXNNlisPSbcWK9D1r8CHd+fEYch84mqz3twgnYXMrYBzW7JuEO1zOh7oK68u0SXXMjGVTHiPxOEOZdAbMk+SMfv31V7Rq1Qr+/v6oXbs2+vTpgylTpmDZsmX4/fffoVAooFAosGPHDgDAa6+9hiZNmiAgIAANGzbE9OnTUV5e+fXT0qVL8c477+DEiRPq+ZYuXQpAtwmj69evY9SoUQgPD0dgYCA6duyIgwcPmpXm9957D5GRkQgODsa///1vvP7662jbtq16/NixYzF06FC8//77iI2NRdOmTQEA33//PTp27Ijg4GBER0dj9OjRyM6ubM41LS0NvXr1AgCEhYVBoVBg7NixAHSbMEpISMCsWbPwr3/9C8HBwYiPj8eXX36plcZ9+/ahbdu28PPzQ8eOHbFmzRooFAr1lxk5OTkYM2YMIiIi4O/vj8TERCxZssTktqelpUGhUGDlypXo1q0b/Pz80LJlS+zcuVM9TVXTPhs3bkSHDh3g6+uLPXv2QKVSYfbs2WjQoAH8/f3Rpk0b/Prrr+r5TKXp2rVrGDFiBEJDQxEeHo4hQ4YgLS1NZ79/9NFHiImJQe3atTF+/Hh1/ujZsyeuXr2Kl19+WZ0/AODOnTsYNWoU4uLiEBAQgFatWmHFihVay925cycWLFigni8tLU1vE0a//fYbWrRoAV9fXyQkJGDevHla+8/UsSsrK8OECRMQExMDPz8/1K9fH7NnzzZ5XFyBa4WXiMiJyOMO2tz6Eav7TrDTtDVZ+0DikHb37b8K52UgYwmQSwkhW7CigMxlSVZRyTqSYjlL3gYW8y1bh3ei7OD1uTtrTr9SnbPt9fa4M1yDxNx0Zytjlm67VhNG4ibFbPzSwP1kZGRg1KhRmDt3LoYNG4b8/Hzs3r0bTz31FNLT05GXl6euQK56Cz84OBhLly5FbGwsTp06heeeew7BwcGYOnUqRo4cidOnT2PTpk3YunUrAOhtXqagoAAPPvgg4uLisHbtWkRHR+PYsWNQmdF+7vLly/H+++/j888/R/fu3bFy5UrMmzcPDRo00Jpu27ZtCAkJwZYtW9TDysvL8e6776Jp06bIzs7GK6+8grFjx2LDhg2oV68efvvtNwwfPhwXLlxASEgI/P39DaZj3rx5ePfdd/G///0Pv/76K8aNG4cHH3wQTZs2RV5eHgYPHoyHH34YP/74I65evarTZM/06dNx9uxZbNy4EXXq1MHly5dRXKzbb5QhU6ZMwfz589G8eXN8/PHHGDx4MFJTU1G7dm31NK+//jo++ugjNGzYEGFhYZg9ezZ++OEHLF68GImJidi1axeeeOIJRERE4MEHHzSapvLycvTv3x9du3bF7t274eXlhffeew8DBgzAyZMn1V94bN++HTExMdi+fTsuX76MkSNHom3btnjuueewatUqtGnTBs8//zyee+45dTpLSkrQoUMHvPbaawgJCcH69evx5JNPolGjRujcuTMWLFiAixcvomXLlpg5cyYAICIiQit4AQBHjx7FiBEj8Pbbb2PkyJHYt28fXnzxRdSuXVsdDDJ17BYuXIi1a9fi559/Rnx8PK5du4Zr18zvg9KZMYBARGRHYj8TSn3fXnP95qTH1IOxi9WFWcTRfWuImX/kctg002HvvMTHZmlZkn/t1TybHPK9o75AkHJbK68b1nzyJnpSROOMTcQ5MwGWX/OMNqflhIfPlrOgM26vVKQo26zIJ0fJyMhARUUFHn30UdSvXx8A0KpVKwCAv78/SktLdZqImTZtmvrvhIQETJ48GStXrsTUqVPh7++PoKAgeHl5GW1a5scff8StW7dw+PBhdWCicePGZqX5k08+wbPPPotnnnkGADBjxgz8+eefKCgo0JouMDAQX3/9tVbTRf/617/Ufzds2BALFy5Ep06dUFBQgKCgIHVaIiMjtfpA0Ofhhx/Giy++CKDyq4z/+7//w/bt29G0aVP8+OOPUCgU+Oqrr+Dn54fmzZvjxo0bWpXm6enpaNeuHTp27Aigcl9aYsKECRg+fDgAYNGiRdi0aRO++eYbTJ06VT3NzJkz0bdvXwBAaWkpZs2aha1bt6Jr167qfbBnzx588cUXePDBB42m6aeffoJKpcLXX3+tPkctWbIEoaGh2LFjB/r16weg8uuNTz/9FJ6enmjWrBkGDRqEbdu24bnnnkN4eDg8PT3VX4BUiYuLw+TJk9W///vf/2Lz5s34+eef0blzZ9SqVQs+Pj4ICAgwmq8+/vhj9O7dG9OnTwcANGnSBGfPnsWHH36oFUAwduzS09ORmJiIHj16QKFQqMuFO2ATRkQkCbnc99ZMh+FOba1bvtyfv2w9DvZ+ZnLXB1jJmoKwZFo3PTaauAvcg73yurWVTo76AkEO+ZvnGSci0bGypfLWoq9frF6LdMvWV8ls3QsI9rxpl+ATBJmcVyxNhnR9N8hkh5Ek2rRpg969e6NVq1Z4/PHH8dVXXyEnJ8foPD/99BO6d++O6OhoBAUFYdq0aUhPT7dovcnJyWjXrp1VfQtcuHABnTt31hpW8zdQGQip2e/B0aNHMXjwYMTHxyM4OBgPPvggAFicfgBo3bq1+m+FQoHo6Gh1c0gXLlxA69at4efnZzCN48aNw8qVK9G2bVtMnToV+/bts2j9VUEAAPDy8kLHjh1x7tw5rWmqAgEAcPnyZRQVFaFv374ICgpS//vuu++QkpJiMk0nTpzA5cuXERwcrJ43PDwcJSUl6vkBoEWLFvD09FT/jomJUe8XQ5RKJd599120atUK4eHhCAoKwubNmy0+LufOnUP37t21hnXv3h2XLl2CUqlUDzN27MaOHYvk5GQ0bdoUEydOxJ9//mlRGpwZAwhEJAlHxA+y8kpMTlPzuXPj6Vz90zng5vnk9SKD4wRBwB8n7yL1dqne8XtT8g3MZ3yd2Xml+PmI/k/u/kzORlq24TQBwKWMQuMrMAsfTCx1MSfP6nlTbxdi9fHrNqfhFwP5xtFM5fG8EiU2ncnB5zsyHZMgcgpHLt1GUanS9IQ1GOzI3oyr2sHzt42OT79j3vn0YtY99d9iVbDXXIwjY/xFZUr8eFD7AdBgMN/CZW87l4Xka7n6l2XjvrN0H2Xmmd/sgDMydZ+081QmrmTqv1exCwEwdZQEAdhwNAsXblS+lXrsSnXZunZb+3gZW9IPO69jwR9XUFxm+TmlKh32cDjtls6w7edv4mau8XPN6Rt3kXzN+PlKLCt2puLSDevvaUzTPXKbj91Q//3rnjSkZFi3/uMpd3AqLcf6r0lNHPiisooa02uPv5CZj3Unb6KkXIkvdl6xMhXVjl69i/+tPqV33L3icvx8+Bryist1xh1Pz8HSfWk2r5/kydPTE1u2bMHGjRvRvHlzfPLJJ2jatClSU1P1Tr9//36MGTMGDz/8MNatW4fjx4/jzTffRFlZmUXrNdY0kFgCAwO1fhcWFqJ///4ICQnB8uXLcfjwYaxevRoALE4/AHh7e2v9VigUZjXBVGXgwIHq/gBu3ryJ3r17a72FLwbNfVD1hcb69euRnJys/nf27Fl1PwjG0lRQUIAOHTpozZucnIyLFy9i9OjR6vVYs18+/PBDLFiwAK+99hq2b9+O5ORk9O/f36rjYg5jaWzfvj1SU1Px7rvvori4GCNGjMBjjz1ml3TIDZswIiKX9a+lR5A2Z5DZ0+9LycPHW2/qHWf1FwgiPRVuPJOLqb9dNTj+pZ/038SZ8tS3hwyOe3vlRQDAvjk91MOsaRbE1C44cCEHPZrXNj6Ri7I2d2QUWV8R1eujHVbPq+mXo7YHIRxh2/l72Hb+nukJya289UOy2dNqVoxaW2bTbxVi5S7j5+mFf102a1l7L4sbDNO3TYKhEXbw1e4rWKVRoSeW1NuFeHbZEQCw6F6A7GPur6ftslzDwSbTGXjf+Rws234NQX6e+P1/nbUCCCM/OmrWegDg841pAICSchVee9S8JjYc4dejupXKdwtL8dx3uwzOo1QJeO038zopNUfNSvCa/jx2E38e03/vbSlzX/bRDB5fvJGHiYsN3wsbUlBcjmnfHQcArHztQYvnN8e7685h9qOt9I5TAOg/v/I4toqrhVM3bL/PGb5ov8FxE1ccx86LugEpABj2uWVvRZPzUSgU6N69O7p3744ZM2agfv36WL16NXx8fLTe2gYqOwauX78+3nzzTfWwq1e1n2H1zVdT69at8fXXX+Pu3bsWf4XQtGlTHD58GE899ZR62OHDh03Od/78edy5cwdz5sxBvXr1AABHjhzRSTsAk+k3J40//PADSktL4evrazCNERERePrpp/H000/j/vvvx5QpU/DRRx+ZtY4DBw7ggQceAABUVFTg6NGjmDBhgsHpmzdvDl9fX6Snp6u/vNDHUJrat2+Pn376CZGRkQgJCTErjfroyx979+7FkCFD8MQTTwAAVCoVLl68iObNmxudr6akpCTs3btXZ9lNmjTR+irClJCQEIwcORIjR47EY489hgEDBliVV50Nv0AgIvrbuQzDlbLWNvUjVv3LiWtivOkvH5oPeRduuta2WcJQgIltZbsKmbTV5jKsCWDKoyzdvKP7NZdMkia5zad1AyJi7JvrOca/oCNxOWN+vpRR+bZlQYkSxVZ8kVTTzjN3bF6G1AydM3k101ZQUh0YqbDgjWJNporMlrPa50bN6TWfS8QIHphiKHhAru/gwYOYNWsWjhw5gvT0dKxatQq3bt1CUlISEhIScPLkSVy4cAG3b99GeXk5EhMTkZ6ejpUrVyIlJQULFy5Uv8VfJSEhAampqUhOTsbt27dRWqr7hf2oUaMQHR2NoUOHYu/evbhy5Qp+++037N9vONBV5b///S+++eYbLFu2DJcuXcJ7772HkydPmuw7JD4+Hj4+Pvjkk09w5coVrF27Fu+++67WNPXr14dCocC6detw69YtnX4VzDV69GioVCo8//zzOHfuHDZv3qwODFSlc8aMGfj9999x+fJlnDlzBuvWrUNSUpLZ6/jss8+wevVqnD9/HuPHj0dOTo5WHw81BQcHY/LkyXj55ZexbNkypKSk4NixY/jkk0+wbNkyk2kaM2YM6tSpgyFDhmD37t1ITU3Fjh07MHHiRFy/bv6LZwkJCdi1axdu3LiB27crv4ZLTEzEli1bsG/fPpw7dw7/+c9/kJWVpTPfwYMHkZaWhtu3b+v9quHVV1/Ftm3b8O677+LixYtYtmwZPv30U4u+7Pj444+xYsUKnD9/HhcvXsQvv/yC6Ohok31iuAIGEIhIEvbq4NJerH4wlviBWuzVWxNIMZUGuVTwkel8LvdjZe/U6fSZIu/d4d7E7DBchOMsXdvVpgmC/m2UY5otORaeJi5Y8ts692b1ixpGDqSpZWrNK+FtqZzKmljNh0lBqmuyo54R5H4PRq4pJCQEu3btwsMPP4wmTZpg2rRpmDdvHgYOHIjnnnsOTZs2RceOHREREYG9e/fiH//4B15++WVMmDABbdu2xb59+9Qd1lYZPnw4BgwYgF69eiEiIgIrVqzQWa+Pjw/+/PNPREZG4uGHH0arVq0wZ84cs94SHzNmDN544w1MnjxZ3dzM2LFjtfob0CciIgJLly7FL7/8gubNm2POnDk6b/vHxcXhnXfeweuvv46oqCijb/QbExISgj/++APJyclo27Yt3nzzTcyYMQMA1On08fHBG2+8gdatW+OBBx6Ap6cnVq5cafY65syZgzlz5qBNmzbYs2cP1q5dizp16hid591338X06dMxe/ZsJCUlYcCAAVi/fj0aNGhgMk0BAQHYtWsX4uPj8eijjyIpKQnPPvssSkpKLPoiYebMmUhLS0OjRo0QEREBoLJj7vbt26N///7o2bOnOrikafLkyfD09ETz5s0RERGht3+E9u3b4+eff8bKlSvRsmVLzJgxAzNnztTqQNmU4OBgzJ07Fx07dkSnTp2QlpaGDRs2wMPD9avX2YQREUlCLp0o25vUt/rO/rDh3Kl3LHOOtbMF7szBPEJy4GrXNAWcP0Dm4WHng+Jix9zVCILpQ2RRubVjedAsa4IgmHxLltyFdj6QrAtlJ78WOIMWfzdhI0dJSUnYtGmT3nERERF6O5CdO3cu5s6dqzVs0qRJ6r99fX3VbeprqvksU79+fb3TmWP69OlagYu+ffuicePqJuaWLl2qd75Ro0Zh1KhRRtNVc9kAsGPHDq3faWlpOstOTk7W+t2tWzecOHFC/Xv58uXw9vZGfHw8gMpK82nTpulNpzmSkpJw8KD+Jul69uyp99lRoVDgpZdewksvvaR3PlNpio6OVn+toI++/T5//nyt3/fdd5/WfgGA8PBwrFmzxuByAaBJkyY6X6gkJCTobOfw4cMxfPhwg8sxdeyee+45PPfcc0bT4qoYQCAih+CzkDTkcM9v6sFDJYdESsSNN90t8LxHanrf8JcvR6ZNfx8MtqfAQ6MA6quUdfYAOzmWeXnSNfMUr2X2YTpPGR7vii+EEImlqKgIixcvRv/+/eHp6YkVK1Zg69at2LJli9RJ0/Ldd9+hYcOGiIuLw4kTJ/Daa69hxIgRDulAmsgarv+NBRGRBmMVBvZ4QGL9hOkHJO6jSs7wMCjHYyVlmuTU7ATpJ8c86yzksOtqpsGSMuep8ZSjdOdItYNI13yMYHDdljRhZOoa7KhrtOQ5lSdNs1gbgFRoBTYtXadVq7QZA0gkNy1atEBQUJDef8uXL4dCocCGDRvwwAMPoEOHDvjjjz/w22+/oU+fPlInXUtmZiaeeOIJJCUl4eWXX8bjjz+OL7/80uR8s2bNMrj9AwcOdEDKyV3xCwQicoiaN73OUFkqBlerYBTrqGl9ru9i+0gM1uwRPvMTiUfsa5S8i6eeT9glSIUma89nmtcTzYo6pSDwocfO5HYtF+A895r8GkYcrrcba3a8JE0qXG+/krPbsGEDysvL9Y6LioqCv78/tm7d6uBUWW7q1KmYOnWqxfO98MILGDFihN5x/v7+iIuL43WF7IL30kQkuqKKCvh6ehrtwFDqt1kqlAJKK1Raw8oqbL/Q3i4oR4BP9WuPtl67S8tVKKtQ2aVzQUcpLFECAApKKhDo66nbtq8M0ugurMlHztQWc36JEkqVgJJylemJySUUllToHV5apoQgCAbHm6JZGapUCSgpU+p9i720XAkPhQKl5UqD6Qv003+7XaSRNmtfkC9XqlBSroSft+FOBcuVKpRV6E9fNX1tLMnv5GxOklQqAYVlFVr3IPqOXb6VeaOKs1ROO4q1ZU2fIguWVVSqP29XVFh2HTB1qStXml5ewd/3O4IgoKhUabDsGyNURj5QXFah7sfD18t0p6E13S0ssXgecxWXVcDfR37VCBVmHCN7UFlwriwsqa70rDlbzXNSfol2Bal2gNSCBBqQX1KOIF8vq+/zBEFAxj375TMiQ+rXry91EiQVHh6O8PBwqZNBbkh+V34icmp3Skow+I9taBoagiV97zc4nVSP3VW33kMXnUfKrRJ8OLz6BmTBXxk2LXvu5htYsi/bpmXU1OvjMwj288Swts57k/D9jus4k56PY1fuYWiXaEwd1lhrvLHHLhnWX4nK0PZZ89aIOLvKRHNTZizh0+22lSPLVafqXrESLd9JdtyaTewQVi/a13fbLuOnXWl6x7225Ci6JkVg/7lbNq/nwPlbGP7+dgBAmwZh6uEZd4vw/Cf74eWhQJmBysoRs3fg3/0TERmq257tPz/Yqf57/I/HrErbtDWHAQCrXuxncJqhn222eLnbL9zE0HYJVqVJamOXHsaui7ewcFQ79bAKPQGEnRdvYf3JDCTUiXJk8lxWxt1im+b/dc9VPNM3ETduF+L5T/abnuFvT83bjbAgH53hlzOLEOhrecW7IfeKTAc1KpQCvt5yFRdvFmLPubv4flI7NIoONDlfzdyZX1KGf365DUBlXx6rxvWFtwVBhGNXb2H670fMnt5QOqrUDMA9tngLVjzXG8F+3havw56e/niPzrAfd1wRfT3f/nkJAzvGVQ+w4Absg19O6x1+PjMPS/elaQ0rrVBh7+Xb6N64DgBg2hr981rjcnY++ny8C72aRmDJM52tWkaz6Zt0XsYiIiLXxT4QiEhUe25WVqBfyM3TGi63l5hTblW+MXMgtcCs6c2pz9UXPBCjUje/RIkypXPXpB+7cg8AsOZgps44Vw8SGCO3Jh/E8NkO3WNMZA+GggdVbAkeGHq7/ERqjvrvVXuvQqUSDAYPqny9+RLs/anV9ZxCuy5fKtYEU3ddrDzuvxy5prEc/dO+tVa8CjkSx6ajNy2eJ6egTO/wQgNfJ9jTt9uuYc+5uwCA1QfMux5q508BydfuqH+pBAEZeZYFZ97fcNyi6bXXbp4TGmmUM3v0f/Lb3qtav61dg+Y94NK9aXqn+XjLRfXf606K94LGDwfSAQDbL1SeL6051zJ4QETkXhhAICK3Zu+OFaWuHBd9/fboaNoFK9HNpbnlcguyOQtHljEeI9Ikq355bSgIBr+EsnqJthMjTebsEqmv0aRLqvMsT++V+8CiMqbxt6eH++5Bq/tskdH5R05pISIieWIAgYhE5Wz3n5a0W+qMnKJy3gmS6GjWdaJs/x3JDrmIqoldme2u7LVv7H39c9/qUjKXucEQzbwqCNI382kNdy4P1t4bmTOXof3qyEAbr19ERAQwgEBEEpFLx6wqF//6Vuybfnt0GsnnEvngQyKRBSwoMPYuWrYuX++muNL5wJW2hexCyttSOV17zU2LYMG0rs7qJoxktP9klBQiIpIpBhCIyK3UvFnX17GiPddHulRGjoHLv/Hu4pvn7mQSJyU7kVMTRvZIipRfsBlat6tfEkhK4p+wrVmiAPm8ZGNadYF0njSLz/p7VdPz2Wu3uvHhIjfRs2dPTJo0SepkkEwsXboUoaGhUifD6XlJnQAick9yuW+1ex8IIlXAWN2+qihrty9nSKO92JI/Kh9Yq0uSI/ajHI+VHNNE7sKC3Cf3TxBkypbNYrDBOblUxaa5TRhpZlYRMq5tu5AFx1KucK5x+Rd2ZO7MTcd9Et8i1vHvEC9duhSTJk1Cbm6uw9dNzkuhUGD16tUYOnSoRfMlJCRg0qRJWgGkkSNH4uGHHxY3gW6IAQQikoRcng/NjR9Ye1st9RuqTvE84AxpdABLywR3WyWHdqJc4yg5Rfkiu3GV429oMxy1ffoCqWJ0Sqr1tx3OmC5V0S0j9mgq0TxSfnEjH5aUPe3yJqetcCwxmjBy491HZJHy8nJ4e3tLnQyXpVQqoVAo4OHhWo3V+Pv7w9/fX+pkOD3XyhVE5BTmJ5/B56fOO2RdzWdsMvqVgSVfIMzbcgPvb7huVTrmbbmhM+x/q6/iy12ZZi5B2ieLxZvT0HPaXqw6kGHW9BduFBgd//6vl9R/u/Mz072ycvXfmvvBnAdJa/bbSyuTLV7mxBXHUVbhmDejBEHAG6uv4qvd5pYLeVNAga1ns6ROhgsRsOD3s1ix44rUCQEAbE0273wI2L85oLfWHrF63nKlCpvPXBMxNZYpKdc9v0z+5QQA3XPhjgvZRpel2SyhOfv8TmEZ3ll7BAWl5SanJddj70pbBYDZv17Cwm2XTE5bZem+ixYHp4Z8uglvrz2CQhvzcUm5EmO+/kvvuIx7RUbntXeToHJTrrS99n/b+Wx8tv2y0WkOp+Vg96VbyLxXojX8oXk7LVrX4p0peOWnZHWzoTovRBiZ19Lr14pD6Xjh+6MorVBaNB/JV8+ePTFx4kRMnToV4eHhiI6Oxttvv60e//HHH6NVq1YIDAxEvXr18OKLL6KgoPJZcMeOHXjmmWdw7949KBQKKBQK9bwKhQJr1qzRWldoaCiWLl0KAEhLS4NCocBPP/2EBx98EH5+fli+fDnu3LmDUaNGIS4uDgEBAWjVqhVWrFhh9fZ9/vnnSExMhJ+fH6KiovDYY4+px6lUKsydOxeNGzeGr68v4uPj8f7776vHX7t2DSNGjEBoaCjCw8MxZMgQpKWlqcePHTsWQ4cOxUcffYSYmBjUrl0b48ePR3l59fm6tLQUkydPRlxcHAIDA9GlSxfs2LFDPf7q1asYPHgwwsLCEBgYiBYtWmDDhg0mt2vHjh1QKBRYv349WrduDT8/P9x33304ffq0epqqpn3Wrl2L5s2bw9fXF+np6Tan6fTp0xg4cCCCgoIQFRWFJ598Erdv31aPN5WnEhISAADDhg2DQqFQ/05JScGQIUMQFRWFoKAgdOrUCVu3btVa7tWrV/Hyyy+r85vmdmpatGgRGjVqBB8fHzRt2hTff/+91niFQoGvv/4aw4YNQ0BAABITE7F27Vr1+JycHIwZMwYRERHw9/dHYmIilixZYvK4ODMGEIjI4X6+lIY/0286ZF1FZUpsMVKBpzTznrisQoWv92Tjh4O3kHmvzOz1C0Jl5cjXe3QrPVYn38X/bTOvAkrKN5NUKgHfbb+OsgrzEzFu8UmD4+7ml+H89eoAgzu/tWaLmvvNnrtx9fHrdl8HABxOK8Ca5Lv4eKslFbPy9u/vrK/YJW2Xbubjz2M38cN28QMImTnFoi/Tke4Vm39d0mf5Qd1KLCnL1sbT+oOIGTUq0cRwKO0WVh4yXomnHz9BsAdX+rLjwo1C/HEkCx9vuWh8Qo3CtiY5zeJrbYVKwOG0W1hxKMXyRNZgSaWv3K+/9rT1ePVzjC374cPNFwAYz/dPfnMI09ac0hpm6Ysdczaex6rjN7D/yh2948W8v3tj1SlsOpOJlYekC0yT+JYtW4bAwEAcPHgQc+fOxcyZM7FlyxYAgIeHBxYuXIgzZ85g2bJl+OuvvzB16lQAQLdu3TB//nyEhIQgIyMDGRkZmDx5skXrfv311/HSSy/h3Llz6N+/P0pKStChQwesX78ep0+fxvPPP48nn3wShw4dsni7jhw5gokTJ2LmzJm4cOECNm3ahAceeEA9/o033sCcOXMwffp0nD17Fj/++COioqIAVH4N0b9/fwQHB2P37t3Yu3cvgoKCMGDAAJSVVd+Xbd++HSkpKdi+fTuWLVuGpUuXqoMkADBhwgTs378fK1euxMmTJ/H4449jwIABuHSpMvg8fvx4lJaWYteuXTh16hQ++OADBAUFmb2NU6ZMwbx583D48GFERERg8ODBWgGMoqIifPDBB/j6669x5swZREZG2pSm3NxcPPTQQ2jXrh2OHDmCTZs2ISsrCyNGjNBKl7E8dfjwYQDAkiVLkJGRof5dUFCAhx9+GNu2bcPx48cxYMAADB48GOnp6QCAVatWoW7dupg5c6Y6v+mzevVqvPTSS3j11Vdx+vRp/Oc//8EzzzyD7du3a033zjvvYMSIETh58iQefvhhjBkzBnfv3gUAdZ7YuHEjzp07h0WLFqFOnTpmHxdnxCaMiMhBpHsiLCqrsHkZmi9WWfqWlUqEu3L7dc9mH/reKK1S86sP4289uQ/NEmLO216O3Df5JbaXIXMUGck3hjgyAFXzAd+d8qcclJXb721GpdK+X9k4ZZzUKRNdzZLk2xqAIednj+xubmV8zVVbe13LL3FwPnbyc4Qtikur74sc8fFFdn6pKMsp/DvdjgjU5RXzyy5X0rp1a7z11lsAgMTERHz66afYtm0b+vbtq9XWfEJCAt577z288MIL+Pzzz+Hj44NatWpBoVAgOjraqnVPmjQJjz76qNYwzSDEf//7X2zevBk///wzOnfubNGy09PTERgYiEceeQTBwcGoX78+2rVrBwDIz8/HggUL8Omnn+Lpp58GADRq1Ag9evQAAPz0009QqVT4+uuv1W+6L1myBKGhodixYwf69esHAAgLC8Onn34KT09PNGvWDIMGDcK2bdvw3HPPIT09HUuWLEF6ejpiY2PV27Zp0yYsWbIEs2bNQnp6OoYPH45WrVoBABo2bGjRNr711lvo27cvgMpK+7p162L16tXqCv3y8nJ8/vnnaNOmjXqf2JKmTz/9FO3atcOsWbPUw7799lvUq1cPFy9eRJMmTQAYz1MREREAKr9I0cw3bdq0UacTAN59912sXr0aa9euxYQJExAeHg5PT08EBwcbzW8fffQRxo4dixdffBEA8Morr+DAgQP46KOP0KtXL/V0Y8eOxahRowAAs2bNwsKFC3Ho0CEMGDAA6enpaNeuHTp27Aig+qsJV8YAAhGRGTSDAJbccwuCIMrzldXLkDB4Yfby3ff5U1T2biLFEVwtL7jSm7SuTmHng+ViWdspWNosHJHYzO3PwRmv386YZjFpbb0TnWAM9nnj5seTTGvdurXW75iYGGRnV35hv3XrVsyePRvnz59HXl4eKioqUFJSgqKiIgQEBNi87qoK2ipKpRKzZs3Czz//jBs3bqCsrAylpaVWratv376oX78+GjZsiAEDBmDAgAHqJmvOnTuH0tJS9O7dW++8J06cwOXLlxEcHKw1vKSkBCkp1V+EtWjRAp6enurfMTExOHWq8quiU6dOQalUqivVq5SWlqJ27doAgIkTJ2LcuHH4888/0adPHwwfPlzneBjTtWtX9d/h4eFo2rQpzp07px7m4+OjtTxb03TixAls375d71cSKSkpWgEETZp5ypCCggK8/fbbWL9+PTIyMlBRUYHi4mL1FwjmOnfuHJ5//nmtYd27d8eCBQu0hmmmMTAwECEhIeo0jhs3DsOHD8exY8fQr18/DB06FN26dbMoHc6GAQQichDpbkw164VqpsLcKiOtZwMJagWd7QsEo2q+xS3LRDqexZ0o22HHmVqkHB8wmX9IDAz26GLRIleneU2TMr8763XMSZMtCu1O2sVdnj05a14j6dXsuFihUEClUiEtLQ2PPPIIxo0bh/fffx/h4eHYs2cPnn32WZSVlRmt1FcoFDrPM5pN61QJDAzU+v3hhx9iwYIFmD9/vrrvhUmTJmk1G2Su4OBgHDt2DDt27MCff/6JGTNm4O2338bhw4dNdrpbUFCADh06YPny5Trjqt6gBwzvu6pleHp64ujRo1pBBgDqCvh///vf6N+/P9avX48///wTs2fPxrx58/Df//7X4u3Vx9/fX+tFGlvTVFBQgMGDB+ODDz7QWVdMTIz6b2P7xZDJkydjy5Yt+Oijj9C4cWP4+/vjscces+rYm8NYGgcOHIirV69iw4YN2LJlC3r37o3x48fjo48+skta5EDSPhB27dqFwYMHIzY2Vm8HKoIgYMaMGYiJiYG/vz/69OmjbnOLiGTKye5MzU2tVvzAwuWLUTElZT8Boq9aqPnTufKMvQgG/jZneiKSORZYi9l83bN3B7kMOtmFK+1X0bbFye6t3YHWy0lOdXj0J9a5toHk5OjRo1CpVJg3bx7uu+8+NGnSBDdvavd16OPjA6VSt0m3iIgIrTbqL126hKIi4x22A8DevXsxZMgQPPHEE2jTpg0aNmyIixdN9DVjhJeXF/r06YO5c+fi5MmTSEtLw19//YXExET4+/tj27Zteudr3749Ll26hMjISDRu3FjrX61atcxad7t27aBUKpGdna2zDM0meOrVq4cXXngBq1atwquvvoqvvvrK7O07cOCA+u+cnBxcvHgRSUlJdktT+/btcebMGSQkJOjMXzMYZIy3t7dOvtm7dy/Gjh2LYcOGoVWrVoiOjtbqtBownN80JSUlYe/evTrLbt68udnpAyrz8NNPP40ffvgB8+fPx5dffmnR/M5G0gBCYWEh2rRpg88++0zv+Llz52LhwoVYvHgxDh48iMDAQHWnKUTkbFznidCSB0JB4E05OYa75jNp3xo1vnbXOevJhB1rFu3fhJHzFVDnS7E2S94ud9fzpxyZ2+yPM5AqGGLv8xnw9/2t3dfiHKR8ycdSjkyq8+wVskXjxo1RXl6OTz75BFeuXMH333+PxYsXa02TkJCAgoICbNu2Dbdv31YHCR566CF8+umnOH78OI4cOYIXXnhB541vfRITE7Flyxbs27cP586dw3/+8x9kZWVZlf5169Zh4cKFSE5OxtWrV/Hdd99BpVKhadOm8PPzw2uvvYapU6fiu+++Q0pKCg4cOIBvvvkGADBmzBjUqVMHQ4YMwe7du5GamoodO3Zg4sSJuH79ulnrb9KkCcaMGYOnnnoKq1atQmpqKg4dOoTZs2dj/fr1ACr7gNi8eTNSU1Nx7NgxbN++3WgAoKaZM2di27ZtOH36NMaOHYs6depg6NChdkvT+PHjcffuXYwaNQqHDx9GSkoKNm/ejGeeecZkxb6mhIQEbNu2DZmZmcjJyQFQeexXrVqF5ORknDhxAqNHj9b5aiEhIQG7du3CjRs3cPv2bb3LnjJlCpYuXYpFixbh0qVL+Pjjj7Fq1SqLOvieMWMGfv/9d1y+fBlnzpzBunXrLDouzkjSAMLAgQPx3nvvYdiwYTrjBEHA/PnzMW3aNAwZMgStW7fGd999h5s3b+p8qUBEZIwYD6PW3nCLdfNs7frF6dhN5EcAC5owcqJnMptpdaIs0+2WY7ocmSbXqdaimnhs9ZC4vMvxfEOuS8r8ZrICWqafZbhzGRW7CSNHqUqrZf252SMl5CratGmDjz/+GB988AFatmyJ5cuXY/bs2VrTdOvWDS+88AJGjhyJiIgIzJ07FwAwb9481KtXD/fffz9Gjx6NyZMnm9WPwbRp09C+fXv0798fPXv2RHR0tNEKcWNCQ0OxatUqPPTQQ0hKSsLixYuxYsUKtGjRAgAwffp0vPrqq5gxYwaSkpIwcuRIdRv4AQEB2LVrF+Lj4/Hoo48iKSkJzz77LEpKShASEmJ2GpYsWYKnnnoKr776Kpo2bYqhQ4fi8OHDiI+PB1DZ58P48eORlJSEAQMGoEmTJvj888/NXv6cOXPw0ksvoUOHDsjMzMQff/wBHx8fu6UpNjYWe/fuhVKpRL9+/dCqVStMmjQJoaGh8PAwvwp63rx52LJlC+rVq6fu2Prjjz9GWFgYunXrhsGDB6N///5o37691nwzZ85EWloaGjVqpNWUlKahQ4diwYIF+Oijj9CiRQt88cUXWLJkCXr27Gl2+nx8fPDGG2+gdevWeOCBB+Dp6YmVK1eaPb8zkm0fCKmpqcjMzESfPn3Uw2rVqoUuXbpg//79+Oc//ylh6ojImfx2zLw3AIyrvnvefCbX7Lm2n7+Hnk3Mv4EwvXbHs/eDQ2ZOqX1X4CQOZ9+xaPo/Uq9hbOs4hPiZflPHXFK+Jb3hdA4uZhVbPF92vm5bqXJxq4B5W1R2PBnZu37uy43Wf1ovlWPp+t/acpScIv3t2b65+pTW71UGrvGWZJdTN+4i+dpttK1XB4fTshHs643MvGI0jAhBfLhuJ4DkGlIyTDeVYYuz1wq0fh+9moO8knJEBtepniYjB0eu3jK6nJu5hbicfQ89m8bCw4yTVVFZhXUJttCZm3cdsh450jy97DyVafPyfjpyzfj6LLz8pdwqQKMI3XOXShCQersQa5K1m5gxtnxD52JTLmcXmJ6IAAAtYiV9r9ekHTt26AzTfKn35Zdfxssvv6w1/sknn9T6vWjRIixatEhrWGxsLDZv3qw1LDc3V/13QkKC3gBreHi4yZeK9aVZnx49ehid1sPDA2+++SbefPNNveOjo6OxbNkyg/MvXbpUZ9j8+fO1fnt7e+Odd97BO++8o3cZn3zyicHlm6NHjx44ffq03nFjx47F2LFjdYbbmqaqLwUMMZWnAGDw4MEYPHiw1rCEhAT89ddfWsPGjx+v9fu+++7DiRMntIbp285x48Zh3LhxBtOoL+9p5s9p06Zh2rRpBud3RbINIGRmVl6Io6KitIZHRUWpx+lTWlqK0tLqB/a8vDz7JJCInMbuS7ZXgmhePz7YfMPs+dadysET9+mPfFu7fldz4GKO1EmQXH5ZOb4+Y1kF48fHzyC5+Ba+HdvJTqlyrFd/SZM6CRYzVSzLlS5ccF2OfSMIeUXyDXQZsuLQZUnX/9x3R/QOX34wXev3Kz+f0DudJW4XlODN1Yfx6ejueHvtUa1x6ycO1DuPPN8Jd26CIDh0x97Or64YdUQAffiifQCAZc/0RJ3gys45p/xyQGe6mk0QvbvuWOVwAL2axdk1jeZSCQJm/K6/jLqbX/dctWn+3ZeMB5Cs0XveTqTNGaR3XK+Pdli0rK3nsq1Kw9oTN7FwVDur5iUiIvmRd6jTCrNnz0atWrXU/+rVqyd1kojIzV29I91byGIEHlgFan/55TUrF83b63+dt+6hzhBD+cUR7Sk7A+4GadnzXKRzbHmsJXcsPdem+bU6pjfzYph2O9+mdZJtHBw/kMydQuvuC89n5hod78hrlCu/2GIWEXfA6RuOe+HRULKdsZ8eInPs3r0bQUFBBv85sxdeeMHgdr3wwgtSJ49ckGy/QKjq3TsrKwsxMTHq4VlZWWjbtq3B+d544w288sor6t95eXkMIhCRms6Ns5kPAOL0JWA9a2/s+UDgHOT+IO5MHQQSWUOn4o1Z3ulZc95isFRaAhioJecg5iXCoYEfx62KSBY6duyI5ORkqZNhFzNnzjTY6W9ISAgiIyP5DEeikm0AoUGDBoiOjsa2bdvUAYO8vDwcPHjQaDtVvr6+8PX1dVAqicjpOcmTqtXXfjG+QBC9D2Xz97m7BkCs2WpRvjZxz91tNe4vx9LuaFzcnW/JeYmI7ETSnozlsypW+Mifsx4iQ3nLWbeHyBR/f380btxY6mTYRWRkJCIjI6VOBrkRSQMIBQUFuHy5un3V1NRUJCcnIzw8HPHx8Zg0aRLee+89JCYmokGDBpg+fTpiY2Ot7mGdiMhattxX856cnF3VW7l8wCS5ED2wySaMXI5g4G+j81iSsZhHROfKlxitvOUCF1N3fcGjmnjb78hTieEmjIiIiIyTNIBw5MgR9OrVS/27qumhp59+GkuXLsXUqVNRWFiI559/Hrm5uejRowc2bdoEPz8/qZJMRK7G7CaMrL+1FuNNMmsXIc4DAR8r3IWhCgG+DUlywxxJ5Hoq+0CQJjIjp3OKoaa0eCmWDzGPhWObMGImkhrvqYlITiw5J0kaQOjZs6fRxCoUCsycORMzZ850YKqIyBaGSrTTv6gneR8I5E6sebbgQyG5FT6AkwnMIiQnWh8g2G0tjrvbdvfyJWofCDI4bqzUtj9vb28AQFFREfz9/SVODRFRpbKyMgCAp6enyWll2wcCEZE9FJYqrZrP2G11SbkKHkbu/SusW6X2+q28sZdju/gFJRUGhwf5ud9lSWlkBxeWlyPAy8thHXsaOjbqJowYpAAAKFUCbheUw8fTQ+qkuBeNcmD3nMis7vQcfQiLSsvh7+N+1zAxlZQpJbvO2PKlqTlqNqllr/yiVPHk5WzKlCqT0+SXlIuyLkfHCfJLyhHk67j7WDnz9PREaGgosrOzAQABAQHcL0QkKZVKhVu3biEgIABeXqbvSXiXS0Ru5YvdWXi0fW2L5zP2PNb+/ROo5W84Yjt9bbrF66tJwj6URTf642M6w77bfg2LN1/FtMcT8XCHqOoRctwAkd3/6wb8MrCX1jABQMq9PDz5527cHxuFD7p3NLkcMR4KR355wPaFuIHOs0+iqEyF2FAfqZPitsSuBOHLl67nxLVc9d/mHt9dlzLNXr7mW8Ppdwsw7ofd6JQQYfb8pOufH+yUbN2Tvj7jsHWl3c7HlF8OoGvDKNMTW+gfn24SfZmkh4jXjA83XzA5TdqdIlHWZSjZ9roEtnr7TzzULBLfju1kpzU4l+joaABQBxGIiKTm4eGB+Ph4swKaDCAQkdv5Pflu9Q8z3/ww9gWAIAC5RSJ8ZmB0/XZdvPF1O2AdizdfBQDM+vWSdgDBjf16uXKf7L6ZJXFKqErV6aKorPJtwZu5ZRKmxg058kTIlwLd0qFU6yp1NpyqfFHgcNotMZNDDpSaLU4FrSGa95Frk9MAAPuvWHZ9l1Oc092bvOEXmeb76zwry6soFArExMQgMjIS5eXifFVCRGQLHx8feHiY91U9AwhE5N7MfABy1scEZ3u+c7Lkuh1ny0/kWrSaAGFmJIkxxkSWqNmEETk3V7sEudr2yJ2np6dZ7Y0TEckJG+8lIjKDO99Yu/O2O4rum2yW73QeJnInYud3vk3q2nh8SWri3EvJJx/LJyXScLntd7kNIiIisTGAQERkBqkr0a1dv7NVmki9n4lIvjTf+Oa5gohIQu5+Dnb37SciIrfDAAIRkRmkroi3eu0iJFvKbXfX5zO5Vo7KNFlERJKS6zmb5EPzXor5xflJ/VwgNlfbHiIiEh8DCEREZpD6YY/tfZMpzCP2p2Cr55LSzOEqsfM7i49rs8PxVfB0QBZwtUu0i20OERERmcAAAhGRGaR+8LN29S7W5K7LknvFtLxTR26J5yUiclLWvu0t9b2oJnd/Y11Ox8IShu7nnHV7iIjIcbykTgCRXK05fgPrTt7E/H+2Q5Avi4q5DN1/yulNvc93Zqr/Nvd++dt92fZJjJm2nrtn1XxiPBDsPZ9j+0KstOfybcnW7UiPb9yu9Vtuz3FV6XH3rxxKK1QY/+MVqZPhto6n3FX//cayoxKmhNzVt3vPo0KpwvMPNJc6KeRknvrmkNnTfrj5hFXr2HL2ulXzkeV2nc6SOgkmDf5kD07duIcejeuoh736i27eSnh9PZpFBzsyaURE5IT4BQKRAZN+SsbWc9lYvCNF6qS4BDevd3Rqb6+8INm6F7H8mY1FzP7uFSvx1wXrgnkkrss380VdHssPmVJSrsRvR1Pxe/JV3C0slTo55GQOpVUHQE2dcMqVKvsmRgw8acreqRuV9yvmvIxzPlPcayoREbkeBhCITMgpKpM6CWRHMvowwi74fOec3L1pACIiMYlxRlWpqit1laqaFbw8Z5P5XCG3uMI2EBERkfkYQCAyQU5N75D4XP0ByN2bnNHHWS58lh47ex7qqrQwN5Gr4qmSbMH8Q5aw9t5MTtmM95dERETuxVnqUYiIyAp8vCMxsJ6AiIhIHLykEhERkbNhAIHIBIXLN3LjGHxYIjKfIAAKGX3+xCaVyN3Ip/SRGOwRBNU8R/MMSY4gp2C+jJJCREREDsAAAhG5NVYSkcuw49O8ijUF5PIEI7+IiEgLT5JERERuhQEEIhNk9BKwk5Pnk4Y8UyUil99AcgRVVR8IzE9ERFCg5gsIPDkSERERkevykjoBRERkPydvFEmdBIvlF1cA/lKnQlo/XEjBvdIyi+bJyi+xU2oYOCDXl5KZj8hQNz/xuIE9l25bPM93+y9CqRIQ4u+tHpZxT/vaynMkWcLa/PLX+RsY3r6BuImx0q/HrkidBCIiInIgfoFARESy8taKC1InQXIrL6Zix41Mi+YZtHC3nVIDCKwdIxf33oqTUieB7EiAgNyiMjzxzUGL5/3pcAp+PXoF3+6pvjZ9sOlEjeUT2V+5UoXnv98ldTIAALfs+NICERERyQ8DCEQmsAUjy7CikWx14GKO1ElwSuVK+5U9dR8ILN6iiwngW+9yxGu/67lbaNlXXcbkFJWKtixyPwIvpkRERORkGEAgIiIioxgXtJ/fBj0kdRJID2Z51yP6MdWIMvEcSRZhfiEiIiInwwACkQkK9qJMRG5OxdoxInJigmDfSn5+fUmWYG4hIiIiZ8MAAhG5NT7zE5lWVTnGZhfIXfDVAVdkv/MXz4xERERE5MoYQCAih2BFPckFvyqyHIsvETk73ocQEREREVmHAQQicmusS3Y/bGrCcmzCiIicndhnMYXWdyo8R5L5eB9CREREzsZL6gQQyR0rmMXBRyUi65UqlfD19NQ7TqkSUFyutOv6VX8XYNZ5kCsrKVOirEIJD4UC+cXlUieHRGSPU5dmk248NxIRERGRK2MAgcgEBVtCJiKJ9VvzJ7YO66933KOf78WJ6/fsun4PngbJDQx/f7vUSSA7+WDjeYzv1VjUZX6//5L6763nboi6bHJtjDeRuxEEgU2IEhE5OTZhRERujW8Nuh9nfIApV6mQXVSid5y9gwcAkBQTYvd1EBHZy9oTN9kJPMkG7z3J3aiY54mInB4DCERERE5Aysqvqi+x+PxHRM6KlbbV1r/TB68+2kLqZLgtBrPI3bDfDyIi58cAAhE5hFwflpzwZXSykbM+xEjZkbFcyy8RERERyRu/QCAicn4MIBCZwApmIpIDPnwREVnPSWPH5IqYF8nN8EUUIiLnxwACEbk1Vii4H2fsA6GShF8gCFX/zwJDRM6JFVhERNLg7SMRkfNjAIHIBGetaiQi1yLlFwh87iMiZ8cKLG1OG0t3AcyK5G54/iUicn4MIBCRW+MDNDkLvj1LRERiUfAVGcnwaz5yN7yHJSJyfgwgEJnACmZxyPVZ6Vh6odRJIAdz1gf3CTsOSLbuqn3mnHuOiAh45JM9UieBCACQV1IudRKIHIr9eBEROT8GEIhMcN720skcRWUqqZNAZJZ7ZaxwcDWPJNQVZTkhPt6iLIeI3EeL+qFSJ4GI3ISzvrxDRETVGEAgIiK3wqAgycVrHVvbNP9DdWOwcsCDWPtIbzxUN0akVBGRGB5pXd/kNI0jQxyQEv0iavlJtm5LjLg/QeokEJGN+AUCEZHzYwCBiIjcCsMHlqt6cYwvkInL08Zglo+nB+KDg+Dj6Ym4oACRUkVEYmhYJ9jkNHGhgQ5IiXOrE+IcgQ5yDl6evAuUBO8fiYicHgMIRETkVvgFguXY+Z08MScTERGR3Kn4BgoRkdNjAIHIBFbQWIa3hyR3LNPkKhQauZn5mkhmWCiJiADw+ZCIyBUwgEBERERGqZsw4iOgrGh+TMMjQ+R8+EEcEbkDdqJMROT8GEAgMoUPd0QuhRU2luNznzwxKxPJF8snEVEldqJMROT8GEAgIiK3omC1jsVO3bgndRJID83+PJirieSF9WVERJX4BSsRkfNjAIHIBFY2ioO3jSQXLNGWW7ovrfIPFmTZ4qEhkhdea4jkh19USoP7nYjI+TGAQGQCmzshch2vtmvBMm0DPv/ZpkFIkM3L6BxVR/23pVn5Py2boltMpM1pIDIlIthP6iQ4tRcebG7R9CM7NcKwdgnq372axpo137/6NrZoPaaEB/uIujxybx4e4t+wedphmWQaAwhERM6PAQQikhXe1pM91fFnpZYt+ABom5fbtbB5GZPaVi/Dw8ImjAY3qIePenSyOQ1yExLgLXUSqIbokACpkyA5hVnRav3TDG5T36J1jerUCH7eXurfk/u3MThtq4RQ9d/DeySo/+6aFKF3+iB/L73D9YmPsD1ISlQlLFB/QKpOiK/Vy7QkKNG/Q5zV6yFtKt5AEhE5PQYQiExghbZjefD1cLIzNktmPbZhaxsxcp5m3Yfm8sw5Mq56fnXRzSIym0JhyZVN/5SGzg+s9yPJ2OHcbsn1gpcW8fA0QkTk/BhAICKHEPgESjIgCAIrG23AYiw9rWpCC/Oyq2Z98970JnJdCoVCFtc2XiJITPbI0q4aSJc7PgcSETk/BhCISFZ4Y0/2JMB1K1HJPSi04geW5WZXrWh3za0iMp9sijYrCUlE9sjXlvSBwO4SxMNTAxGR82MAgYhEZesbJrxXJ3uqzJ3MZdbi85+8GGrOyJzpXQkDz+TuFLC9HLAYkdzYI+htUcfMLBSiYQCBiMj5MYBAZALvHR2LFUEEAHkl5fb53FlgmbZWuVKFrLwSqZPh1MTof0N7GdV/m1NaXLX/D5ZpclZiZV2FQmHzwsQ4P7COkMRkj1O7pwUXDFcNukuBnSgTETk/L6kTQETuwdzbxhKl0q7pIOfQ+u0/MaRtrOjLFSC4aBWq/SW+uVHqJBBsq9Bw1Yp2Px9PqZNApMPR5c3WAICh9Ab4eqKwpMKsZbCOkMRkjy8QAvy8cCe/VPTlknEMIBAROT9+gUBkgqu+sWkvvD0ksfyefNMuy2WZJqlYUxcS6usDLwMzan6lY86iq968HNeqmeUJAdAgJAg946KtmteexvZtLHUSZOPhVvWsnrdboyiD4xrUCbZoWawsMlyZPr5XC8cmxEpvjW6D+pGBmD6qjQVz8biTZcY93NTgOHsE4V5/vJXZ07pqv0FS4JmBiMj5MYBAZALvHS3DG0SSMwFwaBcI/2zSwHErI5cU5uuDJX3vV//WrNCICwpQ/13z3Lvv8UHY9/ggrWFVAYS6GvNVCfL2Qp96ul/99K4Xo/57ef8HMatbBzQICbJoGxY80EVn2L7HB2FJnx4WLceQOiF+oizHFXRtWB0EqB3oa9G8bw5qj2/HPqh33Keje2DdfweYvSylSjtHvvBgc4vS8mwP5z93Grp/fLhVvMlprCFGs3/1IwPVf3duGoHPx3dFo5gQC9Kgf3jtEMvyoq061g9z6Pqk4uvl3I/y69/pg0e6GA56KmpMK4aEKPOvX2I0YdSsbi3bF+ICGFMmInJ+zn3XQUTywxtEkjFBcGwXyow/kti0ekCwsPbRWB8z9ny4t3cgnuWsmj3fmLVk2Xbpw4aMsvWrD4XC9vwjl6Mul3TYn4uf/VzgLS4X2ASRuE+pJCJyVQwgEJnA+z7LqHiDSDJW2QcCSzU5F/3dJhv+2xCjAYS//2cP9i5xbGZCfmzNSa4Qf3DGa42rBH5cZTtMcfVTn9SdGItxbXH1Y2QuNymSREQujQEEIhKVuzy0kfNy5MOcM1YgkbxpVmhoBgTsVmErwind3uXAU+paJhnRPL9JGVip2YQRj5D9qWwsq6LkFwNp4PEnZyRGvmWAuxKfDomInB8DCEQkKt4gkpw5vAkjPjeSjWpW7Fv61YHZ6xFxWaawWNiPZrBGyv1sa3M69voaxpXZ+gKHAmI0YaQ/DbwW2oer71bJK99FWD3j25X4fhkRkfNjAIGIRGXrG3BERGSYofoUS+ooDE6r5/wtxim9ZqWi2PUpUtcxkS5WFplHzK9z5HD/xeNOYpL61C5O+ZR6K+TB1qAyERFJjwEEG1wvVOLp3XexJ6tU6qSQPbFmwmzfnb+MRafOS50MIoMECPD04KWPnItWszSab5iLeH0y9OZwbmmZaOuoIvZbpcb6dnA3ctkVrCySotrQ9k6UXcXdQvHPW+R4UudJMdbPLxAq8ZJAROT8WItigymH72FnZhme2JUjdVLIjnjfZ77Fpy4YHMe+EUgOBAF4Oqmxw9bXLSbSYetyd//sVEfqJJhkzduMAgSDD96aN3E9YqPUf0cF+Fu8nn81b6K3+vHYrTsWL6smQ2f/ukEBNi8bAOqE+IqyHLkb0ra+yWkUBn8Y92TXRIPj2sebV7aGtk1Q//0PPWntUN/8MtopIdzsaeUqKTZM/ffwDg0AAJHB5pfNh1vF6wx7sEmMelk1dWscDQCICqlcR9dGUXqnG9S5rtlpsFTNsv5Ay8o0PNYjwarl9Whh3TU07U6RVfM5m2Ht9OcFc7XUyKP24OvladZ0Vfmkpqf7NNY73eNW5qeeraMtml6UAIbUURCZYLN0RETOz0vqBDizrGKl1EkgInJ7TUNDMK1zGzz5526zph/SoB4+OnoKqr9/t64dhpN3KgPBo5o0wIqLqaKlrWFIsGjLIsMaR/phxqC6WHn4ttRJMcrTQ4H+8XHYnH5Da/iWof1x8vZdXCsoxPzkszrzaT52e2j3kqv+s2XtMHzX936k3MtH3/hYnWV0ijJceTu7Wwc8EBuFaQeOmbUdSjMCwu91bY9p+/9eXo3Jq7Yh0Nsbvz/SG5mFRQjy8camqzfw/fkUs9KgydfbE99Pvh+eHgqMnrsLADDygQSsP3wdBcUV6uniIwLxbP9EvPVDssXr0NSvfSz+PHbT5HS928Rg24kMg+MD/bxQWFKdvv8b2QYv/3Sict6kOIzp0hjpdwvQPCYMdwpL4eflid+Tr2oto1FECFJu5al/W/t1x8iOjfQOH96hAZ66r4n698rn++DKrTwE+Hohr7gMSdGhUAoCSitUUAkC1iSnAQAebBKLVnHh+M/31eflSX1a48lv/jKZlj2v9cLtAud/gzwiyA9fP/UA8kvL0SQqFANbxiMswPxg17iezTG4dTygUCAuNADX7hYiLjQAXp4e6JNUF2+sOojcour9lBhZC18/9QDCAv0AAG8MbIsAnxLUrx2AxDc3Vqaplh/ub6G/stZYgPO3N3vh9NUctKwfhuHvbzecaAH45X89cSUjHw1jguHr5YFRPRuiXp0ALFpv+CWThKggpGUVqH+3iA/F6F4N0SI+1KyyZszKVzugXKnCk/OP27QcfR5uH4kNx7JFX665ejWLxQNNYhAV4o9hn/8JAOjfoi7+0SYB43/cAwAI8vXGh4/fh3E/6N4jvdq/DZ5ZskOUtCwc1R0TV+xV//5geBc0jw1D6q08+Hh5olGEAgKARhFB2H4+G90b18EVofL8N3l4S4zq2RDjPt0PAHhpSBJaJYQhJjwAy17pAV8fT63p6tUJwKIN2vlpyH318PuBa3rT1igmGJOHt0RcbcNB65eGJKFbUiS+/ysF6w5dN2ubxz3cVCcdNdUsVQ93jMOGI5X3AKtf7IZhn+8za13OZNeUXnjgQ+3zBN8jIyJyfgwgEJnAF0fEwftG+xjQIhSbzuRKnQxJKRQKNKoVYta0wt/TNw4NwcXcykq36EB/dQChVe0wrIB4AQRyjO6NgqXvbNEMngoFArx138gM9PZC15hI3LycZmDO6jOosU6UG4eGoHGo/rIQ6GX4lq9+cKBF+89U8zRB3l7w9az+PqLm1JprivD3Q4R/ZYWntxnNi9WtE4Drt7XfLlYogPBg7YpZL08P1AnxQ0FxdaVkXO0ANIy2PahXO9i8SuBagT4WLbdOUPVy/b29EBUSgKiQygqvQF9vZOcX68zj7Wl4n1nyxUvV8a95aOuHB8NLYx3Bft5oU6+2zvzBALLzqtOnAFA3LEgzMfA0Mzl1wwJwK981mgeNCQ1ETNXftSz74sZDoUB87er8mlCn+u/48CC9xzcmNFD9t6eHBxpHBmmNr1vHSBqMHB8/H090TDTvC5IAXy+0TKh+sz0+ItDI1JWiQv20AghhwT5o21Ccr1CiQn1hpJjYpHaIZWVcbAoA9cK1j3FksL9WXokK8YefgS8BxGz+rVGE9rWnZVzl8WsUWQsAkBhVfRD6NP87iFVaGUDw9FBo5RMfL0/EhFfm1Tq1/NTDa06nqWp6fTwUhucDgPBgH/RrHwcAaNMwXB1AMFXpHW7G1281mzCKCqv+CqldfBhqB/rgjghNbjWsE4grtwttXo4Y4o0EaoiIyHmxCSMiIifGN3osU/UJtaFHZrF3pxPUaZMDeSgUFmcyAdrlXLs/BGmYCiDU3E5zmy4Qs6k7DwWgslOvsuZWulnaZIOnFScMzxq1U65yznGbS5uDj5ex1SlMjDeHWM2UiN+viX12tDPcg6kEwe3bY7Wk6ytLjqk5u9VUcF6srC73c78zlBUiIjKOAQQiE6xps5rIUXg/bh3NBzqWcefnLEfQ2s4Utcu5ZifKlixDvLOF0sSiPBUKyc9NCoVCN9ChEKtNazOns3AnaAcD9MysZ1DNilaFlfmDxCfH/W+qMtPWcmtOJaG+JNRMl4eIPc8qxCr3zqLGtrpLh+bGDnHNQKvuvCbOvdastGoSE9OI9fWkqW2UmrvkQyIiV8YAAhGRE+MNuWX07S63qlggSZl6w9ycigTtJozMz7zaXzFozyfomcYYU+cdzxqV9zr1+DaUOX37yNCwml8gVL5hLd8Cr1kBZO6xEP9NbW2WLF0zSGVrsnhpsw9jx8VR10JzVmPN1zi2rtMpmbGfpChLcvmSpYrJ86TGaLH3l6nrulj1/va+FtiKp3QiIufHAAKRCTK/HyM3x0oWy5h6KBV/d/IEQtWsesAXtPOtZmWDZV8gaPxt44nDVABBUeMLhJpTexgoF+akyty0eyj0fykhxjXdXqXamreua84i9j2L9TnF9ipEcjTHhNf0VajWLNdi5mN3v09SCYLD70TkFkA0dW61NrnmlJiaU+h+GCfO0ZF7P1BiNlFIRETScOsAwt3CMoz74Sh2X7qlHrbpRgn+sy8HZX+/tSYIAtZcLUZKfoVUyVTLLlHi59QiFFc47gKcW6bCT6lFyC9XOWydjlKhVOHXo9dx7W6R0en2pdzGvpTbDkqVtuzCCkzclIFdV+XRKZalrhcU4qVdB5GWly91UlwWv0Agkv+DcxVTAQR9Y2v2gaDVhJElXyCYPaVpSjP6QNCuLLBf5aCxNOh8gaBQiBNAMHMZlu5zzbeuzZ23ZsWYsU627U3MyxEvbfZh7FwpRtmwtgmjmsRswggQ7HbOEftNeUuZs1nSdIEgr2uyyWuv5hcIFizXnHxlahrxvkAQZzn2wlM6EZHzc+sAwsAFu7DxdCae/OaQetgL+3Kx+UYpJh+6BwD441oJJh26h96bpKlA1jRy+11MPZKH2ScdVxn7/N4cvHYkD1MP33PYOh3lu/1XMfmXE3jgw+1Gpztw5S5Gf3UQxWVKB6WsWq/v0rD2YgGe+v0mlHbqDNKeRmzcgcNZtzF68y6pk+KyWsYGSp0EybUIDzV72qrKDc3nrMa1QjQmMDxv/WDL9nWzsFoWTS8Vb0+ZP3WaoUEdX6mTYJZgb2+j42MDA3SGNQ4NRqC3l/q3l0YtQUygv9nrbhJanc8jA/TPZ25lWNs64QCAAC9Pg+M116Fbqag/z9UPDjK57qR6oeYkETG1/XUCrA2jg0V52zOutulzQaOYYJPTtGsUrvU7PNAHvl6Vt+b1a+vuCz9v3f2dGKV9nqkVUF0WWsSG15zcJH8fL63fkcF+Vs1bsz3u6BDtvN0qzvj5sXaQc5Rp40zntQa1q/NJ67qWHa+WcWEAAH89+cKaFCVEBqFZPduuW03rhpieSI+a5aVBlOlzgbk8FAq7BZnrR+iesx3Jx0v3UT6uVuX5qaoMJsWEwq9GuTYkwMzpDIkMrjzvt61X26blWCM63B8hAfqvsUk18nXN6VrEh1X/MHIZTKiRL2vmqphw3WtrzeBFbG3tPNOufhgM0Xd8DUmMFK/M2KJRhP7rI4PCRETOz7a7BCeXlVdqcNzaayVYeB9w7E65A1NkXGpBZQX25hslmNneuht0Sx26Xbn9G28Y3lfOquqrAnNvaErKlfD3Mf8hTQyF5dWJq1AJsu4gy9SnqebeN/aPj8Pm9Bu2J8hNPN01Ap9szxBlWUl1g/C/xxLx5PzjoizPnsY0bYhzd+8h3M8X41o3M3u+qnyoWZYeT0zApyfP6Qyv6bt+D+DxDduRXVxicj296kbj5bYtjLbj3CI8FGfu5pqVbnv68bn78Pji/RbPN+fRVggP9MHz3x+1Q6r0e6JLBH44eEtn+JA2lRVv6yYk4ZFPz5lcTof4QBxNN+/LroTavki7Y/01sEVsCIa3r4vQAG+EC8YrRTtH1cFLbZujUUgwJu46CAD4Z2ID1A0KxKvtWiDYxxu+np5Y8EAXpOblo12E6UqaZX3vx96MLIxq0lA9rHl4KF5u2xz/l3wWgOUP9q93bIXGoSHoHx+H8zm5yCsrx+3iEoT5+SKvrBwjEhMQZCRYYqhU9I2Pxa3iErSuE4bVKel6rwXPD2iCqFA/BPl7Y/GGCzrj5zzTAZdv5uG+phH47I/z6uFP9W6ER7vVR0l59csArRJCEVHLD3+dyDSY1mn/bI28onLsO5eNlIx8DOsajx4tIvF55H3YlpyBq9kFOHLpjtY8j3Sui5EPNMCve9LUw/q3j0WQvzcaRgcj0M8LqVkFGN4tHomx6cgrKkeXmFqoFx6A75/tgv0pd3B/k7o6aQnx98Hkfq1RWqHCsau34OfjhZEdG2HloRT1NDG1AvBS75YI9vNB67rhiAkNwAOJMTiUmo1ypQoeHgrkFJZiTXKazvIBoJa/D17t1xpnbuagfngQWtU1vyKwal5vTw94e1ZWfM0a1hmpt/PQoX4d5BWXqaf9v5FtsO5kBu4UlOH7A1cBAEkxIZjzaCsAQIM6upVQYQHeyCmSz325McPaJRi9nsz/Zzccv3obg9vUR6PIEKRk5+GRNvWx+lgq2sXXMWsd43u1RHx4EHo1jTU7XfouSfOf74zjKXcwqHNdlFWoUDvYFz1aRBlcxlcTu2HcZ/sxY3RbHE+5g7PpuXh+YFMcv3wHQ7vGm0yDh0KBz17sgsUbLiA82AfxEUF4tFs8WiWE4Y2lx/BQm2gM6qSb/6uM7dMYS7deVv+OCfdHxt1irWmOT++L1RevwsfTA95/V8LOeqIZLmcUokIlwNvTA+ev52Pv+Rz1POFB3rhboJu/3hjeGJ0TwzBszmHE1/HHgy1ro0FUAG7dK8PA9pGY9eslk9tsL2EaAcO5j3XB+cxcdE+MBgAsGnM/dl3KwD/a1Eegrzem9G+DnKJS/Hw4BXkl1ds545H2mLMxGV88+QCUKhW2X7iJCpWA6zmF6Ns8Dldu5aNj/TqYuHKfyfR8MLwLtp67jkGtTOcDW30yrgsOXbiNxrHBuHarEB0a18bHz3XC9pOZ6NM2BtuSMxAV5o+bd4rwaLf6WvNWTdehcW0cvXwH/+hSTz3OUCB9wX86IzTIB38evQmlICCpXi2tr9waRAfhrdFt4ePlgWfn71W/eFbza5puSRF4tl8i+iVUnltf698M60/qv4/fPOkB/HHiJjw9FPhws/b1ztfLA6UV1S0EDGkbhzXJN43us/BAH9wtLDM6TZV3h7TA9N/PmDWtph/+3cXAGEYQiIicnVsHEIicidw/QBCrkavE0BBZBxD6JtXClnOO+SJnePvaCPTxwHcHdCtMqwT6ihPUSpszCDdRuV1Rob7IypVv0NDHwwPjWydZNa86gKBRi+LtUf2Gl7HP3L09PLDmkd7IKCzC8A3Gv1x6v2sHAEBJheEvl3rVjbFLACGmlh8y7ukGOb55uiOeXXZEZ3inBMvfUgaAf3a2fwVBTY93qK0TQBjbNUL9ll6jCD+EBngit8j4F2PdG4doBRAWjWmIccuvAAAea18bvx6rrhD29bI+cJs2Z5DW75smYi0KhQIjExtoBWS9PSvL+PDGCephnaLqoFOUeZWMiaEhSAzVfeng0cYJ6gCCpUJ8fPCv5okAgLgg02/gmt0cj0KBJ5o1AgC0rhOucy2ICfdHgJ8XRvVsiIs39J+HWyWEoVVC5Rudml8gjHygAQCgVCOAMPEfzRFbO8BoAKFrUiQAoH+HOK3h9SOD8K9+icjKKca/5u9VD//v4CQM6Kg9LQBMHNJc63enJpXH77EeCQCAFr6VFYGdG4Sjc4NwnLmp/6raq1nlsge0rK7w8vf2RLHGdvVrUT1uVOfGAIBhYQ3Uw/anZBkMIADAQ83i8FAz3W0wR8352tSrjTZ63kYOC/DBpD5N8Nn26org8b0aoY2RL0zaxYfhr/PZBscH+HiiyMyvRf28PVDyd/Ocj7ZvgFXHUs2aDwCiQvyRlVesMzw+PAiLnrjfrGUkRtZCYmTlW9Gt69ZG678DNSM6NTI7HcF+3hjdJdHs6QH9TRglxoUgMa7yHOHl6YFRPRvqTKMptnYAfp/RGwDQoXH1sW1W17yvFxSKyje55zzTQWt46wbhWP9OH5PzP35/glYAoWF0MN4Z0xbPf1IZCN//xkMIC/TBgHaRWvP1bFkHPVtWnzfXH8lSBxD+eLMzagf7oNvre3TWN7hTZYX8vjk9TKbtoVZ18Ncp01+te3koUCHCjb3m8WwRG6711VFcWKC6/ANAz78DTf2a18WIL7aqh3dpGIXV4/urf9fMU50StPdj/fAgXL1boDc9kSH+FudJazWMDkbD6MovVzomVh7XmPAAjP47/xrLx5rTNa2RbzUD6pp/N46tLCOje1Uv99DF6mP96bj71H//+mYvDHqrch/XvK9UKBR4tHt99Tnf2H18gzqBmNg7Ed/vT9MZd+G9gUh4fb3BeSvXrf38+MHw1njuO937QH2e7JqAmevOovzvzoTmPd4Gr/5ywuR8MbX0f+Eo9+dYIiIyza2bMNJUs51ccm/63qaXuq15fZ1ByoktnWNp3lrL+CMLAFZ2gmr1uqTZHzI/BLa9w/R3PjV0HMW+KBp7A9Vex9bQYsVtU1oa+g5bzfxgzqnIWKsAcuhOQao+Hex1mav5Rqe1WdHS/aLSUwevWfbF6Q9BeyEevLO2iOb9t6nmpUwdLmNffInJ0P2gDE4dTsEu5zeNZZp7n2bnZBgl5y+KTZH544jNtHvvMb615hxFU3nCkdd7S7OdmNUjbMKIiMj58THnb6Y6BCT3oi87SJ1H5N4Hgi0BFu0KHXk/VDkyeR4KafaHzA+BTXmtak6DAQQzNt6SY2JseWK0xW4JR1Wu2ZO+/WlNdqh5DDWXIbe9ZK/0aC7X7lcXM/tAMEWz8sOc8qP3XCHyDq1ZIaMZqHPUbYO87w6M07y3Ml3RZtt4sRh86UhuJw895HAZEDsJNcu5ucu3R4fj5gcvZHAgrGTLC0NyWofhlZs/qRgdgptVqW/Giszpw8jSl6A0j4OtR0TSY0pERKJwigDCZ599hoSEBPj5+aFLly44dOiQ6ZkspFQJkr9hTvKhLyfoe5PRkWT/BYIN82re0Mr9pOTIl8YUCoUkD/tO/FxrNkOV6WJ/YWI0P9tpPxuq23LmNx6r6NsEa849xvaEM1fsWELfVtrrMlNzuaLsYjOWoa+iV/uLN9sTUrNyyJFfqbkCpdYXCLZx1DlO5rdjRskid9rjzX/Nv82txLdDfjG3+PM8IV/mVMRbwtTLG/Z8maRmWbA024n6BYJ4iyIiIonIva4OP/30E1555RW89dZbOHbsGNq0aYP+/fsjO9twG6jWUKoE2VfQkuPoe0uiQuIIghhtpdqTLfE3zWc4uT9UObIS1kMh1Vvj8j4GtrzFpK8PBE3mHF9L9o6xigx7XYANfS3lCgEEvdtg1RcIhse5wG6SPWt3saXXB30vhmgOEacJI+3fmnnUUVdtZ37/RSuAYOPxsPb+wdK5DH2B4OivyqwhhwCp6CmocTjMPYfbY0+Ye52VwWGwmhOfbsxiyfnUnPJk6gsEsQIW5qTblvtAW78gcObrFBERVZJ9J8off/wxnnvuOTzzzDMAgMWLF2P9+vX49ttv8frrr5u9nCu3CxBcari6JuVWAbzzKrSH5VfgVolK67em3DLD4+wpt0zl0PVVkWKdet3S33GXpe4Ulqn/TqmxTH3NBaXdLkJphUYQIadMZxp7Ss0tR36Z/iBGdr44+8QWxjqLNUWzMlfuAQRHpk8BaR4y5V6Baksor+oByGAAwaFt0dpnXYYqt1wigOCALxDktpvslSW1Kz4Ejf+KT+cLBCur7jSTbM4S9Db9pzVIhC8QdPpAkFkGkjntgKdt+85R+95gHwg89GYRO4ghQLtYW9UHgkhJMjcLyv1eV2rOUtdszlE0dV4y6/0wK2vfa67ZliCnrcfkRm6xzvO21PJl8PxMRORMZB1AKCsrw9GjR/HGG2+oh3l4eKBPnz7Yv3+/3nlKS0tRWlqq/p2XlwcA+Mcne+HhG2BwXf/4dK/OsN6bbhv9be44sZWqHLu+KlKsU69NO0VfZO95ppf5xDcHRV+vJUb+dt3I2KsOS4c9BHl7o+jvAISPp7w/jArx93TYuoL8POFrrLdXu61XnpcGHw8PlKlUqBcUqHd8gJcXiiqMBzq9/u7hNMBb/zZ6mdEDqlgP/t526m3V38cTKNSzPiNlK6F2ANLuFNklPWLS9yDu46U9rG6YD+4VFxtdjq+39r7w0liuX41xgb7ml3kfLwXKKow/Zvt4WnYOcURQq6pSwd/CtJnLU6FAvaBAXCuozJiBBsqfKf6+1fOZExAL8PVCXlG59kDNL95EKII106FZznwcdP4O9PVCqQVBfC99kTgH0Kw4rvrbV2t/GU+Xv4/xfBPi54Vb+aVGp6kS5OuNkvLKab0tPE7Bfj7IKynXGe5vZb52JD8fx93DGBJo4T2Gt4l8UbOcSdkPgb+Z14tAHy/k68lDjmBr3MTP2/55yJx7MbutW+P8aOoc7mnGudRfhDJX8/4tUM8y9V0Tg/28kKNxDTR03fRQ6A9kVN0b+nh52Px8NvmXEzbNbw+qUvnf9xIRyYms73Rv374NpVKJqKgoreFRUVE4f/683nlmz56Nd955R2d4oKIMngrtzc0rqa5oCvn7ZrZqmEIBBPt6oUKlQtHfb32H+Jme354cvT6p1ukoxeUqlCv1H1tAe9sNTWNvzrb/a+4zTQqF4RdoFo5tjd+Tb+JYeg4evj8A14RILN2bhq6NamN/yh2d6T98rDW+3HUF43o2wis/V9+QDmoVjeTrubiRU2Lzthgyul08mtUOxhurTou+7MhgX2RrVH481ioeAb6emL8xRe/0/VtEobw0CP0aB2PTmSytcZ+PaY/5Wy/iYlb12zUNIwJx5ZZuzfLrA5siLy8PQX8/Ss5+uDGm/HISDzWLwuKdletuFhOM8xn5ACoDG090ScC2c1koLKtA/dqBGNU5HhNXHNdZ9vP3N8Txazk4nJYDAAj280R+SWVFV5u6tVBcrtRKoyFT+jdBXFgA/m/LRcwYVB9BjfJ0pvlydBJGf1UZ6Pu/kW3x85Fr6vwTHeKLqBA/DH8oGH7eeZgaFYfU5VkY2akeghLz8HjrcFzLKUaXzh4YdbcOlh9MR0LtAEBR+fXRCw80RFBi5ToDVAK6nfRHdl7lsRrdOR7rT2Ugr6QCgiDgufurpwWAUW0rlwdUl4Pagd549KFgfHqszGi58fb0UJ+nzPXlyA546adkjOhUF+/+cQ4AcF/DcCQEK/D2gAb44cBVdGoQjuUH0vFMjwTk5eXhzb4JeHbZEbPXMbBltDpA/9U/m6vnbRodjAqlCil68lmVER3rIvlaLp67vyG+2JWCV/s1xd7Ld3ApKx/xtQNwPacYvZMi8d66czrz1vYNw+CkUNzMLVbnqac7NkB5qY96mqkPNcT0NWcwoEU0Fu+6oh4e5OeJVnGhqB8egEeS4rFg4xXkFldg7mOt0TEuCqrSU5XL69QAefkV+OnwdUzo1Rj9W0Zh1FcHUFCiRJ+kSGw9V9mEYpOoIJ28+9UTnVGhFPD+hrOYNqi5eh+p05AIvBgbieTv0/GPNrFa+aSmoc3DcKewFK07CFAoDE9niyHNQ5FTVIZWHVRQKPIwJTIWaT9mYUSnuth6JhsNIwIxoGUUnvzmMFrGhhhNrz5j2kfgfEYeHurug1p166vzyf890wZBMaaX9UafeLy/vvJ+r3FkID4Y2BD1/n5JpG6oN3rUD0BEkK96WE2LHmuG6b+fxqv9mmpNM6BJCCqUKrT1ARSlpWgW7oWzGXnwUACNI4Pw5H31serYDXRMCDO4bDUPQCgrgiAAtfy9MLhuIPz+nuelTtE4fe46HmkdY3I5eTXG1wsyvlpNnz/eFP9bfQqv9G2KekGmz6cxSX5Yd9gPUbV8cTm7AP9oE2vWfDYLAvo1DgYAeClLkJdXgsdb18H8jScBAG2jfLXKzP/6xGPhtsvw9vTApD6J6NqoNs6nZ+EfbWKw4VQmejWNxI4L2Th9Mw8TejVG76RITP31JNLuFKJcKaBtvVDkFpXpBEcVCuCT4a2x7lQG9ly6hSfa10LdwHqYu+mCepp3/tEcdUMD8Ox3uufFL/7ZHg8v2KMzfPbgdo7Zjxao2p1v9q2Pn49cx/961EWEqTxtJwsebYqF2y5h1rAmpsuVhjFNwrA2RIGUW4WY3K9y3rGdovDtnlQ0jAjEtAfrISLAA13i/BHg6wGUFyEvT6G+pzGka3gwGoQoUC/cH/WUPlDkKfD+oIZYsjcNw9rF4YNNF1C/dgCC8owv58EGgdh+/hbeHtwcDzWLxP4TN3HtbjHa1gtFyq18FJQq4aFQaH0RtXB4G+y6dAsLt11WDxvbPQFL96bBQwG88XAz/HT4Gp5/oBG+3n0FF7MKcH9ibWTllaqvOzG1/KzLb0HV58A2UeVQKMz7wvzDfyTii10p+HBIQxxJy8GyfWlIv1sZrH9zUDOTacnTc8qvV+P3vzpF4Vh6DkY0CoGvRPn08Qa18GeUL9rEh+LZDtE4cfo6BraK0ptnY6MD8HucPxpGBOqMf6xVOG7kFuN/PerizPkbuJCZj5f6NFZPV3XO9wLQt3EwPBQKDG4TixeXHwMA/N/INurz4UONgtWV3Y0iAjFzSBLy8vIw/9GmmLjiOEL9vdA60gdPd4rED/uvIi7UH9MGNUegryemrTmNq3eK8I82sWgc5oE6Pkpk55fivaEtcT4zHxcz8/HWP5pj0MLKc1pYgDdeH9is8t6wTwLeXX8WL/VpjO71A9RpWP7vzvjP90dRUKrEyE51sfl0JnKLKzD9kSR1mmc/0gjf7ElFq7ha2HYuS9T+FMSiVFS2JsAOnomIzKMQZHzGvHnzJuLi4rBv3z507dpVPXzq1KnYuXMnDh7UfSO85hcIqampaNu2rSOSS0RERERERERETiAlJQUNGzaUOhlERLIn61ea69SpA09PT2Rlab9Zm5WVhejoaL3z+Pr6wtfXV/27fv36AID09HTUqlXLfoklIovl5eWhXr16uHbtGkJCQqRODhHVwDJKJF8sn0TyxjJKJF/37t1DfHw8wsPDpU4KEZFTkHUAwcfHBx06dMC2bdswdOhQAIBKpcK2bdswYcIEs5bh8XcbirVq1eKNG5FMhYSEsHwSyRjLKJF8sXwSyRvLKJF8eUjY5wYRkTORdQABAF555RU8/fTT6NixIzp37oz58+ejsLAQzzzzjNRJIyIiIiIiIiIiIiJyWbIPIIwcORK3bt3CjBkzkJmZibZt22LTpk06HSsTEREREREREREREZF4ZB9AAIAJEyaY3WRRTb6+vnjrrbe0+kUgInlg+SSSN5ZRIvli+SSSN5ZRIvli+SQisoxCEARB6kQQEREREREREREREZG8sMcYIiIiIiIiIiIiIiLSwQACERERERERERERERHpYACBiIiIiIiIiIiIiIh0MIBAREREREREREREREQ6XDqA8NlnnyEhIQF+fn7o0qULDh06JHWSiFzO7Nmz0alTJwQHByMyMhJDhw7FhQsXtKYpKSnB+PHjUbt2bQQFBWH48OHIysrSmiY9PR2DBg1CQEAAIiMjMWXKFFRUVGhNs2PHDrRv3x6+vr5o3Lgxli5dau/NI3IpsZeihQAAD55JREFUc+bMgUKhwKRJk9TDWD6JpHXjxg088cQTqF27Nvz9/dGqVSscOXJEPV4QBMyYMQMxMTHw9/dHnz59cOnSJa1l3L17F2PGjEFISAhCQ0Px7LPPoqCgQGuakydP4v7774efnx/q1auHuXPnOmT7iJyVUqnE9OnT0aBBA/j7+6NRo0Z49913IQiCehqWTyLH2bVrFwYPHozY2FgoFAqsWbNGa7wjy+Mvv/yCZs2awc/PD61atcKGDRtE314iIjlx2QDCTz/9hFdeeQVvvfUWjh07hjZt2qB///7Izs6WOmlELmXnzp0YP348Dhw4gC1btqC8vBz9+vVDYWGhepqXX34Zf/zxB3755Rfs3LkTN2/exKOPPqoer1QqMWjQIJSVlWHfvn1YtmwZli5dihkzZqinSU1NxaBBg9CrVy8kJydj0qRJ+Pe//43Nmzc7dHuJnNXhw4fxxRdfoHXr1lrDWT6JpJOTk4Pu3bvD29sbGzduxNmzZzFv3jyEhYWpp5k7dy4WLlyIxYsX4+DBgwgMDET//v1RUlKinmbMmDE4c+YMtmzZgnXr1mHXrl14/vnn1ePz8vLQr18/1K9fH0ePHsWHH36It99+G19++aVDt5fImXzwwQdYtGgRPv30U5w7dw4ffPAB5s6di08++UQ9DcsnkeMUFhaiTZs2+Oyzz/SOd1R53LdvH0aNGoVnn30Wx48fx9ChQzF06FCcPn3afhtPRCQ1wUV17txZGD9+vPq3UqkUYmNjhdmzZ0uYKiLXl52dLQAQdu7cKQiCIOTm5gre3t7CL7/8op7m3LlzAgBh//79giAIwoYNGwQPDw8hMzNTPc2iRYuEkJAQobS0VBAEQZg6darQokULrXWNHDlS6N+/v703icjp5efnC4mJicKWLVuEBx98UHjppZcEQWD5JJLaa6+9JvTo0cPgeJVKJURHRwsffvihelhubq7g6+srrFixQhAEQTh79qwAQDh8+LB6mo0bNwoKhUK4ceOGIAiC8PnnnwthYWHqMlu17qZNm4q9SUQuY9CgQcK//vUvrWGPPvqoMGbMGEEQWD6JpARAWL16tfq3I8vjiBEjhEGDBmmlp0uXLsJ//vMfUbeRiEhOXPILhLKyMhw9ehR9+vRRD/Pw8ECfPn2wf/9+CVNG5Pru3bsHAAgPDwcAHD16FOXl5VrlsVmzZoiPj1eXx/3796NVq1aIiopST9O/f3/k5eXhzJkz6mk0l1E1Dcs0kWnjx4/HoEGDdMoQyyeRtNauXYuOHTvi8ccfR2RkJNq1a4evvvpKPT41NRWZmZla5atWrVro0qWLVhkNDQ1Fx44d1dP06dMHHh4eOHjwoHqaBx54AD4+Pupp+vfvjwsXLiAnJ8fem0nklLp164Zt27bh4sWLAIATJ05gz549GDhwIACWTyI5cWR55H0vEbkjlwwg3L59G0qlUquyAwCioqKQmZkpUaqIXJ9KpcKkSZPQvXt3tGzZEgCQmZkJHx8fhIaGak2rWR4zMzP1lteqccamycvLQ3FxsT02h8glrFy5EseOHcPs2bN1xrF8EknrypUrWLRoERITE7F582aMGzcOEydOxLJlywBUlzFj97SZmZmIjIzUGu/l5YXw8HCLyjERaXv99dfxz3/+E82aNYO3tzfatWuHSZMmYcyYMQBYPonkxJHl0dA0LK9E5Mq8pE4AEbmO8ePH4/Tp09izZ4/USSEiANeuXcNLL72ELVu2wM/PT+rkEFENKpUKHTt2xKxZswAA7dq1w+nTp7F48WI8/fTTEqeOyL39/PPPWL58OX788Ue0aNFC3cdPbGwsyycRERG5FZf8AqFOnTrw9PREVlaW1vCsrCxER0dLlCoi1zZhwgSsW7cO27dvR926ddXDo6OjUVZWhtzcXK3pNctjdHS03vJaNc7YNCEhIfD39xd7c4hcwtGjR5GdnY327dvDy8sLXl5e2LlzJxYuXAgvLy9ERUWxfBJJKCYmBs2bN9calpSUhPT0dADVZczYPW10dDSys7O1xldUVODu3bsWlWMi0jZlyhT1VwitWrXCk08+iZdffln9RR/LJ5F8OLI8GpqG5ZWIXJlLBhB8fHzQoUMHbNu2TT1MpVJh27Zt6Nq1q4QpI3I9giBgwoQJWL16Nf766y80aNBAa3yHDh3g7e2tVR4vXLiA9PR0dXns2rUrTp06pXVDt2XLFoSEhKgrVrp27aq1jKppWKaJDOvduzdOnTqF5ORk9b+OHTtizJgx6r9ZPomk0717d1y4cEFr2MWLF1G/fn0AQIMGDRAdHa1VvvLy8nDw4EGtMpqbm4ujR4+qp/nrr7+gUqnQpUsX9TS7du1CeXm5epotW7agadOmCAsLs9v2ETmzoqIieHhoPy57enpCpVIBYPkkkhNHlkfe9xKRW5K6F2d7WblypeDr6yssXbpUOHv2rPD8888LoaGhQmZmptRJI3Ip48aNE2rVqiXs2LFDyMjIUP8rKipST/PCCy8I8fHxwl9//SUcOXJE6Nq1q9C1a1f1+IqKCqFly5ZCv379hOTkZGHTpk1CRESE8MYbb6inuXLlihAQECBMmTJFOHfunPDZZ58Jnp6ewqZNmxy6vUTO7sEHHxReeukl9W+WTyLpHDp0SPDy8hLef/994dKlS8Ly5cuFgIAA4YcfflBPM2fOHCE0NFT4/fffhZMnTwpDhgwRGjRoIBQXF6unGTBggNCuXTvh4MGDwp49e4TExERh1KhR6vG5ublCVFSU8OSTTwqnT58WVq5cKQQEBAhffPGFQ7eXyJk8/fTTQlxcnLBu3TohNTVVWLVqlVCnTh1h6tSp6mlYPokcJz8/Xzh+/Lhw/PhxAYDw8ccfC8ePHxeuXr0qCILjyuPevXsFLy8v4aOPPhLOnTsnvPXWW4K3t7dw6tQpx+0MIiIHc9kAgiAIwieffCLEx8cLPj4+QufOnYUDBw5InSQilwNA778lS5aopykuLhZefPFFISwsTAgICBCGDRsmZGRkaC0nLS1NGDhwoODv7y/UqVNHePXVV4Xy8nKtabZv3y60bdtW8PHxERo2bKi1DiIyT80AAssnkbT++OMPoWXLloKvr6/QrFkz4csvv9Qar1KphOnTpwtRUVGCr6+v0Lt3b+HChQta09y5c0cYNWqUEBQUJISEhAjPPPOMkJ+frzXNiRMnhB49egi+vr5CXFycMGfOHLtvG5Ezy8vLE1566SUhPj5e8PPzExo2bCi8+eabQmlpqXoalk8ix9m+fbve586nn35aEATHlseff/5ZaNKkieDj4yO0aNFCWL9+vd22m4hIDhSCIAjSfPtARERERERERERERERy5ZJ9IBARERERERERERERkW0YQCAiIiIiIiIiIiIiIh0MIBARERERERERERERkQ4GEIiIiIiIiIiIiIiISAcDCEREREREREREREREpIMBBCIiIiIiIiIiIiIi0sEAAhERERERERERERER6WAAgYiIiIiIiIiIiIiIdDCAQERERCRDO3bsgEKhQG5uriTr37ZtG5KSkqBUKk1Ou2nTJrRt2xYqlcoBKSMiIiIiIiJHYQCBiIiISGI9e/bEpEmTtIZ169YNGRkZqFWrliRpmjp1KqZNmwZPT0+T0w4YMADe3t5Yvny5A1JGREREREREjsIAAhEREZEM+fj4IDo6GgqFwuHr3rNnD1JSUjB8+HCz5xk7diwWLlxox1QRERERERGRozGAQERERCShsWPHYufOnViwYAEUCgUUCgXS0tJ0mjBaunQpQkNDsW7dOjRt2hQBAQF47LHHUFRUhGXLliEhIQFhYWGYOHGiVrNDpaWlmDx5MuLi4hAYGIguXbpgx44dRtO0cuVK9O3bF35+fuphJ06cQK9evRAcHIyQkBB06NABR44cUY8fPHgwjhw5gpSUFFH3DxEREREREUnHS+oEEBEREbmzBQsW4OLFi2jZsiVmzpwJAIiIiEBaWprOtEVFRVi4cCFWrlyJ/Px8PProoxg2bBhCQ0OxYcMGXLlyBcOHD0f37t0xcuRIAMCECRNw9uxZrFy5ErGxsVi9ejUGDBiAU6dOITExUW+adu/ejdGjR2sNGzNmDNq1a4dFixbB09MTycnJ8Pb2Vo+Pj49HVFQUdu/ejUaNGom0d4iIiIiIiEhKDCAQERERSahWrVrw8fFBQEAAoqOjjU5bXl6ORYsWqSvoH3vsMXz//ffIyspCUFAQmjdvjl69emH79u0YOXIk0tPTsWTJEqSnpyM2NhYAMHnyZGzatAlLlizBrFmz9K7n6tWr6umrpKenY8qUKWjWrBkA6A0+xMbG4urVqxbvAyIiIiIiIpInBhCIiIiInERAQIDW2/1RUVFISEhAUFCQ1rDs7GwAwKlTp6BUKtGkSROt5ZSWlqJ27doG11NcXKzVfBEAvPLKK/j3v/+N77//Hn369MHjjz+u86WBv78/ioqKrN4+IiIiIiIikhcGEIiIiIichGaTQQCgUCj0DlOpVACAgoICeHp64ujRo/D09NSaTjPoUFOdOnWQk5OjNeztt9/G6NGjsX79emzcuBFvvfUWVq5ciWHDhqmnuXv3LiIiIqzaNiIiIiIiIpIfBhCIiIiIJObj46PV8bFY2rVrB6VSiezsbNx///0WzXf27Fmd4U2aNEGTJk3w8ssvY9SoUViyZIk6gFBSUoKUlBS0a9dOtPQTERERERGRtDykTgARERGRu0tISMDBgweRlpaG27dvq78gsFWTJk0wZswYPPXUU1i1ahVSU1Nx6NAhzJ49G+vXrzc4X//+/bFnzx717+LiYkyYMAE7duzA1atXsXfvXhw+fBhJSUnqaQ4cOABfX1907dpVlLQTERERERGR9BhAICIiIpLY5MmT4enpiebNmyMiIgLp6emiLXvJkiV46qmn8Oqrr6Jp06YYOnQoDh8+jPj4eIPzjBkzBmfOnMGFCxcAAJ6enrhz5w6eeuopNGnSBCNGjMDAgQPxzjvvqOdZsWIFxowZg4CAANHSTkRERERERNJSCIIgSJ0IIiIiIpKXKVOmIC8vD1988YXJaW/fvo2mTZviyJEjaNCggQNSR0RERERERI7ALxCIiIiISMebb76J+vXrm9WcUlpaGj7//HMGD4iIiIiIiFwMv0AgIiIiIiIiIiIiIiId/AKBiIiIiIiIiIiIiIh0MIBAREREREREREREREQ6GEAgIiIiIiIiIiIiIiIdDCAQEREREREREREREZEOBhCIiIiIiIiIiIiIiEgHAwhERERERERERERERKSDAQQiIiIiIiIiIiIiItLBAAIREREREREREREREelgAIGIiIiIiIiIiIiIiHT8P7XEsarn4gkeAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -1199,39 +1240,6 @@ "ax.plot(bins[:-1], hist)" ] }, - { - "cell_type": "markdown", - "id": "24aa1cfc", - "metadata": {}, - "source": [ - "### Filtering Units\n", - "It might be of interest to only examine units with certain properties. They can be selected based on any metric with pandas syntax. Below, only units with a 'good' quality signal-to-noise ratio are chosen, along with a few other choices." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "4388f18c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1852, 29)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "selected_units = units[units.quality == 'good']\n", - "# selected_units = units[units.firing_rate > 5]\n", - "# selected_units = units[units.cumulative_drift < 200]\n", - "selected_units.shape" - ] - }, { "cell_type": "markdown", "id": "44250b4b", @@ -1274,7 +1282,7 @@ } ], "source": [ - "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n", + "spike_times = [elem for elem in units[\"spike_times\"][start_unit:end_unit]]\n", "if len(spike_times) == 0:\n", " raise Exception(\"There are no spiking units in this selection\")\n", "len(spike_times)" @@ -1329,7 +1337,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1376,6 +1384,30 @@ "unit_num = 950921187" ] }, + { + "cell_type": "code", + "execution_count": 22, + "id": "ae1644bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit index: 0\n" + ] + } + ], + "source": [ + "# translate unit id to row index\n", + "unit_idx = -1\n", + "for i in range(len(units.id)):\n", + " if units.id[i] == unit_num:\n", + " unit_idx = i\n", + " break\n", + "print(\"Unit index:\",unit_idx)" + ] + }, { "cell_type": "markdown", "id": "e4658307", @@ -1386,7 +1418,23 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, + "id": "32c543e4", + "metadata": {}, + "outputs": [], + "source": [ + "# use peak_channel_id of unit to fetch the peak waveform index from electrodes table\n", + "peak_channel_id = units[\"peak_channel_id\"][unit_idx]\n", + "electrodes = nwb.electrodes.to_dataframe()\n", + "local_index = electrodes.loc[850249267].local_index\n", + "\n", + "waveform_mean = units[\"waveform_mean\"][unit_idx]\n", + "peak_waveform = waveform_mean[local_index]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, "id": "b01f1b67", "metadata": {}, "outputs": [ @@ -1402,12 +1450,6 @@ } ], "source": [ - "# use peak_channel_id to fetch the peak waveform index from electrodes table\n", - "peak_channel_id = units.peak_channel_id[unit_num]\n", - "electrodes = nwb.electrodes.to_dataframe()\n", - "local_index = electrodes.loc[peak_channel_id].local_index\n", - "peak_waveform = units.waveform_mean[unit_num][local_index]\n", - "\n", "fig, ax = plt.subplots(figsize=(10,6))\n", "ax.plot(peak_waveform)\n", "\n", @@ -1428,7 +1470,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "c8dd3ee0", "metadata": {}, "outputs": [ @@ -1445,9 +1487,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(units.waveform_mean[unit_num])))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, len(units[\"waveform_mean\"][unit_idx])))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(units.waveform_mean[unit_num]))\n", + "ax.plot(np.transpose(units[\"waveform_mean\"][unit_idx]))\n", "\n", "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='channel #')\n", @@ -1469,7 +1511,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "93e89bc5", "metadata": {}, "outputs": [ @@ -1486,9 +1528,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units.waveform_mean[unit_num])) ))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units[\"waveform_mean\"][unit_idx])) ))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(units.waveform_mean[unit_num])\n", + "ax.plot(units[\"waveform_mean\"][unit_idx])\n", "\n", "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='time (s)')\n", @@ -1510,7 +1552,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1520,19 +1562,19 @@ "(82,)" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "avg_waveform = np.average(units.waveform_mean[unit_num],axis=0)\n", + "avg_waveform = np.average(units[\"waveform_mean\"][unit_idx],axis=0)\n", "avg_waveform.shape" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "4ae54d56", "metadata": {}, "outputs": [ From 25fde96f184bda4e9e4e795063572d7f87f2566e Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 18 Jan 2023 15:21:29 -0800 Subject: [PATCH 2/5] Removed unit waveforms graphs, replaced with 2d image --- .../visualize_unit_responses.ipynb | 1801 ++++++++++++++++- 1 file changed, 1753 insertions(+), 48 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index b5426ccf..e9618052 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "faa81fb6", "metadata": {}, "outputs": [], @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "bd981ccb", "metadata": {}, "outputs": [], @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "6f3884c6", "metadata": {}, "outputs": [ @@ -690,7 +690,9 @@ "cell_type": "code", "execution_count": 10, "id": "aa347405", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -1195,7 +1197,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 16, @@ -1204,7 +1206,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1256,12 +1258,12 @@ "metadata": {}, "outputs": [], "source": [ - "stim_time = 2000 # arbitrarily chosen here\n", + "stim_time = 1007 # arbitrarily chosen here\n", "interval_start = -0.1\n", "interval_end = 5\n", "\n", - "start_unit = 0\n", - "end_unit = 400" + "start_unit = 100\n", + "end_unit = 500" ] }, { @@ -1322,7 +1324,7 @@ "execution_count": 20, "id": "3fe22c0d", "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -1337,7 +1339,7 @@ }, { "data": { - "image/png": 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\n", 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0tJGIyMCBA0O3Uy1Tz4vnebQlAAihVkBZPTHyPS/76vz1r3+NoTaVxTG6sNtuu8n3vvc9WbJkif+/25VmbH766acr7k/9fZg/yPbYYw956KGHZPjw4bJhwwY58sgjtS/nqi/wRxlHX1dXJ/vss49cfPHF8tBDD/mfm85o3UNth6VLl1ZcV33xv1z7DRgwwO9Y/PGPf5T33ntPPM+TO+64Q0REDjnkED+TmmrnnXeWpqYmERH/BXRXxHGdR2nQoEGyxx57iIh7bQkASaHjAZQxYcIEEdn6wuirr75adp0tW7bI//7v/8ZZrbIGDx7sL2/evNlqWePGjfP/J37dunXa9X71q1/JRx99VPZ3H374of9H+e677+5niqrWpEmT5MEHH5Tm5mb54IMP5IgjjiibkevYY48Vka3/+/yTn/wkVJk6++yzj/9OQ6X2KWfffff1X1T++c9/rh1t++CDD4zaryeUqqOjQ+666y554okn5M033yz6XakBAwbIpz/9aRHZ2mF55ZVXAh2DTT3Xue1rPEo919xf/vIXuf/++xOuDQAkj44HUMYnP/lJf/nyyy8vu85ZZ50lra2tcVVJS/3DM2yK13vuuafiKM/KlSvlL3/5i4j0ds7KWbNmjXzzm98s+7uzzjrLf4n5tNNOq76yir322ksefPBB2W677aS9vV0OP/xwP+NSj8MPP9zPpnXZZZf1OyLx4osv+qlle9x5553aDpXI1sxZf//730WkcvuU09DQIP/6r/8qIlszVV188cV91vE8T772ta/5nZqe7Fvl7LfffvKxj31MRLaGWN1+++0isvUP+M9+9rPa7c4++2wZMGCAFAoF+dznPierVq3SrtvV1SW33XZbxXWi0nOdv/HGG4EyrCXpjDPO8Od7OeWUU+TPf/5zxfV/97vfyfLly+OoGgAkgnc8gDL23ntv2X///eXJJ5+UG2+8UbZs2SJz5syRpqYmee2112T+/Pny8MMPywEHHOBPSpdkXQcPHiybNm2S8847TwYOHCjjx4/331NpaWmRIUOGGO3ryiuvlJNPPlmOOuooOfTQQ2W33XaTpqYm+fvf/y7Lli2Tq666yv/D+6tf/ap2P1OmTJHrrrtOVqxYIV/96ldl3LhxsnLlSrnuuuv8//nde++9K+4jqL333lseeOABmTlzprz//vty+OGHy0MPPeSHWImI3H777TJ16lRZv369nHDCCXLrrbfKCSecIB/72MdkwIAB8u6778pzzz0nv/nNb2TJkiXyzW9+U4455hh/++9+97vy1a9+VWbNmiUHH3yw7LrrrjJ06FB577335PHHH5errrpKRLaOHPR0IoI4//zz5e6775Y33nhD5s2bJy+++KKccsopMnr0aFmxYoVcffXVsnjxYhER2X///f13cHROPvlkmTdvnjzxxBN+2t2jjz667ESWPSZNmiT/9V//Jd/4xjfk5Zdflj333FPmzp0rhx56qIwcOVI2bdokb775pjz55JPy61//WlavXi0vvviijB07NvDxBnHAAQfITTfdJO+++66cddZZ8i//8i9+WFjPNe+akSNHys9//nP53Oc+J6tXr5YpU6bIl770JTnyyCNl7Nix0tHRIatWrZKnnnpKfv3rX8sbb7whv/nNb5xOQQwAoSQ4azrgtFdeecXbYYcdPBEp+/Otb33Lu+mmm/x/r1ixos8+xo8f74mIN2fOnIplzZkzxxMRb/z48X1+t2LFCr+Mm266qez23/nOd7T1XLRokfExf/KTn9Tup+enrq7Ou/jii/tsu2jRIn+d+++/3zv88MO1+5g4caLX2tpatg4XXHCBv145/bXp0qVLvXw+74mI19zc7D3//PNFv3/11Ve9Pffcs9/jFBHvwgsvLFt2pZ+GhgbteTKxYsUKb+LEiRXLOPDAA7333nuv33299tprfbZdsGCBUT3mz5/vNTY29nu8gwYN8l577bWibdVrIcj1V8kHH3zg7bzzzmXrUHrfVLpGTOvW373do7/r1fM879577/Wam5uN7q2HH364n5YAgPQi1ArQmDhxojz77LNy2mmnyfjx42XQoEEyYsQIOeKII+R3v/udXHbZZUlX0fef//mfcuONN8onPvEJaW5urjqF6R133CHz58+Xk046Sf7xH/9RRo0aJfX19bLNNtvIHnvsIaeddpo899xzcu6551bcz6BBg+T3v/+9XHvttTJ9+nTZdtttpbGxUSZNmiSXXHKJPPvss2Vfbo7C1KlT5f7775dhw4bJ+vXrZebMmUWTFO66667y/PPPy+233y6f/exnZccdd5QhQ4bIoEGDZPTo0TJjxgw599xz5ZlnnpHzzz+/aN+LFi2Sn/zkJ/LZz35WJk2aJCNGjJD6+nrJ5/Oy9957y7e+9S15+eWX5Utf+lLV9d9pp53khRdekKuvvlo++clPyvbbby8DBw6UkSNHyhFHHCG33HKLPProo0bZwHbZZZeiyRq32247/x2O/px66qnyxhtvyIUXXigHHnigDB8+XOrr62Xo0KGy6667ymc/+1m5/vrrpbW1VXbZZZeqj9fUNttsI0888YScccYZsttuu/U7N45LjjnmGFmxYoX813/9lz9yNHDgQBkyZIhMmDBBjj76aLniiivkzTfflEMOOSTp6gKANTnPS0mwLACnLV682P+jadGiRTJjxoxkKwQAAJzCiAcAAAAA6+h4AAAAALCOjgcAAAAA6+h4AAAAALCOjgcAAAAA65zKalUoFOTtt9+WYcOGSS6XS7o6AAAANcfzPPnggw9kzJgx/mS0QBScmrn87bfflnHjxiVdDQAAgJq3cuVKGTt2bNLVQIY41fEYNmyYiIgcJJ+WehmYcG2iUT9WP0la56q3Y6xJtqntbNKuttcHAJFovwOieg7xPDOTlXaq5jg6pUMel9/7f5cBUXGq49ETXlUvA6U+l5GOR12D/pcZOUYXFLWzQbvaXh8ARKL9DojqOcTzzExW2qmq4+gOwifsHVFzquNRqn5c7/Be58pVCdakeqb1tnGsun1WU5br56KoTtMn+4v1rev7Xd/k2MIec5TnwgaTerhYV50oz1eU+026rLBcvAairIft4wu7z8DbGzwLS5k8q3RCPduUusqS5UZ1MmH7uzXKOoVp+0pc/M5B7eKNIQAAAADW0fEAAAAAYJ3ToVZhhi8r7SvMcGb7lBZ/uXHB0kD1q4pmqLyzpbn858rxxBI2ZFAPk1CSSId/lWH6znB7ioytc2EiaCiPbn312s8b7MeWoPdyNfULE+YQtOyg56HPNpoQFRshXK6EZsQdXuV6aJf2PjAINTX9nfqsLw2F6m999Q8N7X1qsM+wgt4TYZ/bUT0LbIWOAklgxAMAAACAdXQ8AAAAAFjn1Mzl7e3t0tTUJDNklnE63bBD1baHuhGtLLdzlo8tzVw5L67UA0D2dXodslgWSltbm+Tz+f43AAwx4gEAAADAOjoeAAAAAKxzOquVTpQhB1FlMYk7O1GthloEzVyU5MR9cV5DpmVl4RqKO0uaCxOWRb0vG2xfWy7es3FwbfI80/J0bE3GGnSdqNYv3SbONnfxegX6w4gHAAAAAOvoeAAAAACwLvVZraAX5TAsQ7oA4pa1rIWVQnTClM3zGVEjqxVsYcQDAAAAgHV0PAAAAABYl/pQK4aYAQCorJrvStvZoeAuQq1gCyMeAAAAAKyj4wEAAADAOjoeAAAAAKxL5czlKuJIYcpkxmsAyKJqnnNBZ+SOewZv3ikB0ocRDwAAAADW0fEAAAAAYF3qQ62QDUVD5i3Nvb9YsjyyMhiKdwchEkB6bZw9zV9uXLC07Dpx3Nc8O4D0YcQDAAAAgHV0PAAAAABYR6gVEqMNt2H4PLVMM4fZDpFwJZRL1x46WQwdceVcIBz13DVyHgFUiREPAAAAANbR8QAAAABgXWpCrRiuzx7deeRcp1fY82V07qdP7l3WZD1z5bpxpR5Jog0AAD0Y8QAAAABgHR0PAAAAANalJtSK4fr4JRXyxLlOlyivE6PtI5xUEgAAxIcRDwAAAADW0fEAAAAAYF1qQq0QP0KeYBJGxXUCAABMMOIBAAAAwDo6HgAAAACsI9QqQWoYS/uUFn+5ccHSJKqTCkwuaIeuXTtbmntXMmjvjbOn+cuNqz/q/UWUmajUCQR1yHwFAIBzGPEAAAAAYB0dDwAAAADWOR1qFSasRt22mu2jqkdRWEhJ+Ie6r0bdfpXt61vX91sPk7omGa5krWxNO+m43n62ytCGVOnKCBiyFEeYoO4+KDo2dX3NMVfTxnHeO1E+w+AmQkdhC9cWXMWIBwAAAADr6HgAAAAAsC7neZ6XdCV6tLe3S1NTk8yQWVKfG5h0dWLlSogP4LqizFlkgAOAyHV6HbJYFkpbW5vk8/mkq4MMYcQDAAAAgHV0PAAAAABY53RWq6yplKXG9fCqqDKMhT2GoCFpOrayWgU91igzLtWKWDJnaa6hMOfUZJ00nXfTrFtRhZGGOSemtGUoE2kaZVWL4ZymObsegNrFiAcAAAAA6+h4AAAAALCuZrJaRRb+oAy5B51crVJ5KrVs1zP4RNU2DOnbYxJ6pipqf4MJLKs6dwEnxlSZ3KcqriekGc9GJIGsVrCFEQ8AAAAA1tHxAAAAAGBdzYRaqaEdYUOk+kO2kfjRHvbRxrQBgNpAqBVsYcQDAAAAgHV0PAAAAABYR8cDAAAAgHW1M3O55fc6VHHMzk18eTHaQy/UzNHKu1GdEaZItjEzuK2Zo4OmIw6Dd0hQimsCQJYw4gEAAADAOjoeAAAAAKyrnVCrFIksTEQJk1l16Db+8uB1vRmUh89/0l9+/Za9izYfc/cgf1mdNV2dTb3j1Pf85YE3bl+2Gvllrf6yegyrzjnAX25+pavs+u1TWor2tXFEb1958pdf8pefuneSvzz24Q3+8rrJQ/3lTcNz/nJRGyz/sLdOmnZSjbpvZe/xqLO1iwQO6VPbUqWbpd4k7Ke0zRpXf9S7vfK5UdiVcjy6Wep1M49XmlU8cMiXwba2whLD1DVoGm/TuhJ+A520XhumoZlpOiYAfTHiAQAAAMA6Oh4AAAAArEv9zOUm2XhEpCjMIVSWH9S8SuFOmbtWAoYKAWkQ5vke9PtDlebnQ5xtRqhV8pi5HLYw4gEAAADAOjoeAAAAAKxLfaiVKdfDq1wcSrZdJxeP2RVB28Y0/EvNoqXLnBWmHrZCs4Jm1IpDVBMWVnMfZPneydqx1VRoJjKDUCvYwogHAAAAAOvoeAAAAACwjlCrBNnOEmKLySR2qjjq5+L5tc3WMevCmopowqhMwo9Kf6cNz1I+14VUuZg9qBavRUTL9WvI9fohPEKtYAsjHgAAAACso+MBAAAAwLr6pCsQVhxDvnFMGBX0OMJkOgqTgSfIekGQ2ceMSZhbpbCmoGFyQTNTVXVt6cpQPu+0VbZGmCx4tXItwkzcz9g4nou2r/GKoZkG27jeflFJU12BHox4AAAAALCOjgcAAAAA62omqxV6uTI860o9ss5G5icXs0kBAKJBVivYwogHAAAAAOvoeAAAAACwLvVZrVznykR/uqw7lbIcmUzyFir7jzI5nXohVmqnqCZd1HElVCjK68bGMbnSTmlFqJpemGcKIJKu6yNNdQWiwIgHAAAAAOvoeAAAAACwLlNZrSoNWbo+nOl6/XSyFhaRprraElVImun9GLQM3X6zEL4U9/XH9Y6wsnDfoS+yWsEWRjwAAAAAWEfHAwAAAIB1mcpqVWlo14Vh39Ihadt1CjoEXql+QTNk6dZxXZrqGlbQMJugbVMpDCpsqFbQ8tIi7uvPlXAuG+tUWg9mTNqcNgYQBCMeAAAAAKyj4wEAAADAukxltQIAAEA4ZLWCLYx4AAAAALCOjgcAAAAA6zKV1SptbGd7CZrZx9aki0b7mT65d/3W9dp9mWTRMim76POW5rJlV3PMNiZUNDqGkJllAtdbaTNZsrzqfUZZP1dENQEjULOU7wMR0T5jAKQPIx4AAAAArKPjAQAAAMA6slqliI1wkzSFsKRNrZ+vNNUVCCut13s1E8dGVV6UIZg6LtY7SabHQVYr2MKIBwAAAADr6HgAAAAAsI6OBwAAAADreMcDgFZW4pqRfrp4ftPrMuz2cIQm9TrnsVjYZzfveMAWRjwAAAAAWEfHAwAAAIB1zFzuiDCze2dhiDnssDBhFHbE0X5RzfZOWFi2hT2nXBMZocxi3plgNVzH9Q5XMeIBAAAAwDo6HgAAAACsczLUqn7sGKmvawgcUlFpFlPXhx2N6pfkELMS5qXWIyphZ8t1/fwGVUthQybHF9U6MHt+JtmWrtTDSZafw6hdG2dP85cbFyxNsCbIOkY8AAAAAFhHxwMAAACAdUwgCAAAAB8TCMIWRjwAAAAAWEfHAwAAAIB1Tma1QraQpQYAAACMeAAAAACwjo4HAAAAAOsItYJ1hFcBAACAEQ8AAAAA1tHxAAAAAGAdHQ8AAAAA1tHxAAAAAGAdHQ8AAAAA1pHVqkaok/ip1IxTpeuYZKMKOjmgun77lBZ/uXHB0n63FRGR6ZP9xY2jh/jL+WWtZVfXHV9nS3PvSkuW91tWfev6fvdZ+rugTNoy6DqlosowxqSQgJu4NwG4jBEPAAAAANbR8QAAAABgXc7zPC/pSvRob2+XpqYmmSGzpD43MOnqAAAA1JxOr0MWy0Jpa2uTfD6fdHWQIYx4AAAAALCOjgcAAAAA68hq5ThthhIl45IuK9O6ufv7y5uG5/zlsQ9v6N2/kq3pvRsGF20/8Mbt/WU1a5SaEer10wf4y7tc0+Uvrzp0G395p1v+1u+2g1/pzVCl1m/d5KFFdXr/E5t6/7GuoXf7tb196OZXeuuxfrfeMjbt9pG/vO1jxcfqr6O0k0rdZ1EGLvU8iOgzZGloz9GlT5TfwCCrl5otTESkcXXvcZtk59Jl/NJlJAuaUay/3/VbP0cy9RjVyeA+rYqt/aJfsV+LQc91Sq+Nitn4TLIQhijPlWcKUAsY8QAAAABgHR0PAAAAANaR1QoAAAA+slrBFkY8AAAAAFhHxwMAAACAdXQ8AAAAAFhHxwMAAACAdXQ8AAAAAFhHxwMAAACAdcxcDl+l2aXD7CvKGaiD7tdkVmwEx6y/AAAgKEY8AAAAAFhHxwMAAACAdYRawRdlyIxuX2HLCLpfwoDsoF0BAEBQjHgAAAAAsI6OBwAAAADrCLVCapFZCQAAID0Y8QAAAABgHR0PAAAAANalMtQqyknoVITrpIuN8xX02iq9ltqntPjLjQuWVl22KuhxRjkRZFC1Gv4W5rjjfp4leY7C3F+uXE8u1sma6ZP9xfrW9f5y3Ne4a0I/YyNq1yhl7RzBXYx4AAAAALCOjgcAAAAA61IZamVrEjoEl7Xh2c6W5t5/GBxP6TE3RtQGYdqyz7bKsL4sWV71fk3OdRaugWokGXoSdPskQ5zC7CtrzxpXFYURRRQGFPS5WokL10HocpXncKf6fE7wuuaeQlwY8QAAAABgHR0PAAAAANalMtQqSi4M21YjrfWOQ6gMQ2poQTWFhwhrsnUewxxTVNdZrWba0pXt4j3r4jPFlXqoXKxTlKwcX4gQz1IutH/Y51nRvRZh2wBpwIgHAAAAAOvoeAAAAACwLud5npd0JXq0t7dLU1OTzJBZUp8bGEuZLoYXuK7W26zWj99UlBPjVTOZY5iyER0b94uL4XNZKc/1esBM2PPV6XXIYlkobW1tks/no6waahwjHgAAAACso+MBAAAAwLqaz2qV5IRWRqEhapYk3X6UrEWqN7+wo7/81ZN/5y8/+0Hv58t/tqe/fN3Z/1O0/YmPz/WXx9w9yF/eOKJO2WZB2fVV2z422F9+f7feyL6D9/9z2fWfuneSvzzsoHeLfvc/u91Rdpuvv3Ji2c9VJ49/2l++7a39yq6z9tXh/vKIj6/zlz94fAd/ufmVLn+5UZ0YS8Qoe8u6ufv7y+9/YpO/PPiVIf7yTrf8zV9WJ99aN3mov7xpeK5sndbvNqCovMHrvLLbqGW0T2nxl9XzO3z5h/2WrdtPflmrv1wpC8zG2dP85cbVH/Wuo6yvPqjUbRMN/9BkMFOPp6gt5z9pvewkxZnBK7WhPiXP81WHbuMvj314Q9lNdPeBzpojx/nL6v0b9joJet+p66jPhcYFS8uuo1LXFyl+po299AnDGlcWx7MjyfDP1N4jyDxGPAAAAABYR8cDAAAAgHWpz2rlSqaNWOrhYHiFK3WKrP0DHo9uKL2aeli7hkKcoyxMIBiHUO1UxfmplQxeYY8z1GSimm1d+c6JQ1TXWdDQrD7rRPQ948y5U46naIJXR66n+nFjpbOwWR5cdR1ZrRA5RjwAAAAAWEfHAwAAAIB1qc9q5coETrEMkboSXqUoyqiV4DC2mvlJwpQdsI1Lj7MoQ5Mjw+YuXDeuhBCoqgm7sJG5qSjUwnAbXeiPi6IK16kmRCdMiJSL12wcbIQjhW3vonskRDisM+dUrbfj9y8QNUY8AAAAAFhHxwMAAACAdanPagUAAIDodHodslgWktUKkWPEAwAAAIB1dDwAAAAAWJearFZhM1ME3d7FCbqczM6hcL1+JqK6TkolOZlg6Mm7IlDNBIJpncAt7vrZmOQxjmvO9rbVbG9DpeNx8XsmDFvXvgv3vK37Q2XyfDZZ31Y9gCgw4gEAAADAOjoeAAAAAKwjq5WGC0O7LtENybZPafGXGxcsjas6zkrr0LWVcB11UkfDSQyt33cBJx9LfL8G0nrNucgkdDLJsEkXyzPhQrinU6J6Xij7KZrMV8K3IVmtYAsjHgAAAACso+MBAAAAwDo6HgAAAACsS0063SJqfKSqijjyoOtHFf9eymi/IY67mthlk3Smjas/6nf9oPus1BbaeHaD9wm0ZSjtunH0EH/Z6J2VknPSbrC9yTGo8bqB20l3nYgEvlZM6qQq+lzd1jDNqe7zjbOn+csm50V7nalx0FXc1yb77TTYVlXNe1Jh3qUxuQ9K48XLrm9Yho7RMyLsPaE5JqPrT/NcyOvWN1DNd0DQ75+iNjPYf8XyAt7/uv2Epd7/+WWt/dbD6HuminfQytVHJNz7jUGfbTqRp9YtbBbJ+Ks2SAYjHgAAAACso+MBAAAAwDrS6QKKmkrpCKSIK/emK/UAbCKdLmxhxAMAAACAdXQ8AAAAAFiXyqxWDHW7I2vnIo4sNS5i9ut4JXnfuHjPhsl2F8fx2CrDxXMBADYx4gEAAADAOjoeAAAAAKxLZagVQ9KGNBNgqYomACyZNEw3wZIaHqBOflY0sZZm4inVmiPH9dZjbaF3P8oEUer+S3+nlrFu8lB/efjyD8uWpyqaEEyzz6LJBJV2qjTZVOBrM+ikkOr6BhMliphNAhbZJHQB1xGRwJO8JSmqkLQkj83Fdg06oWTQdcKyVUbQifhsrA8AcWLEAwAAAIB1dDwAAAAAWMcEggAAAPAxgSBsYcQDAAAAgHV0PAAAAABYR8cDAAAAgHV0PAAAAABYR8cDAAAAgHWpnEAQtSuqCdwAAAAQL0Y8AAAAAFhHxwMAAACAdYRawVcaxhQmfEndV5RhULp9mZRnq04AAADoHyMeAAAAAKyj4wEAAADAOkKtaoStbFC68CWjcKeW5t5fLFne7z5Lf9c+pcVfzi9rDVaepuwi0yf37qd1fdk6xR2e5kq4mCv1AFCMexOAyxjxAAAAAGAdHQ8AAAAA1uU8z/OSrkSP9vZ2aWpqkhkyS+pzA5OuDgAAQM3p9DpksSyUtrY2yefzSVcHGcKIBwAAAADr6HgAAAAAsI6sVo7QZSIJk6Fk4+xp/vLbB+fKrjPxit59/uXSEUW/2+Wart5/KJmf1s3d319+/xOb/OVtHxvsL28a3lveTrf8zV9WM1G9/ZktZbcddd/KsuuXbnPwx173l5+6d5K/3PxKb703jujtW7+/W29U4ZhHe5cbV3/kL686dBt/efC68lGIav2KMmWJ6DNkKdRzuubIcWXXGT7/ybLr66jXhnreS6nZvypl5+pvHfW4dRm/VKbZv9KUkcekruq5aFyw1HqdkA0m2f+0lGx8RutXIeh9GjpjXwzHBCAejHgAAAAAsI6OBwAAAADryGqVIoRtAGbSFLKlE+XklLUqC9dB1nBOLFHD0US0IWmm7U9WK9jCiAcAAAAA6+h4AAAAALCOjgcAAAAA65x8x2Pm2NOkvq4hVPynrfho4lPdxzlC3LjmwqH9aANTtFM8eMcDtjDiAQAAAMA6Oh4AAAAArHMy1Co16XRjnk016OyvKoakURXlGjeZoTzrCPMAUAsItYItjHgAAAAAsI6OBwAAAADr6pOuQCW2woYi22/A8Ko+mbZamv3ljaOH+Mu6WcnV9UVT17SGf+hCWFycvTnKcBvnQ3eUa7wzwWq4wslzhF6lszerQjyvXT/vcYTYBm2PNLVfUM58LxmGewcN087a+YJbGPEAAAAAYB0dDwAAAADWkdUqTUyGVWPOtAUAABJWGmYY8vufrFawhREPAAAAANbR8QAAAABgndNZrVDCZOiU8CoAAGoL3/1ICUY8AAAAAFhHxwMAAACAdXQ8AAAAAFhHxwMAAACAdXQ8AAAAAFjndFar+nFjy37euXJVzDVRMEEfAAAAEBgjHgAAAACso+MBAAAAwDqnQ610IVVqCFZVYVdKuFR96/pAZUcaXmUQthX6WPtR1f417RdHCJzt9giqNBwwaJ3iOJ4wZTgZ7qjh2rWRBBfbQFcnF+tqItJ6hwjdjePeDHqsaXpeJEnXTqow7W26fZLf5ahdjHgAAAAAsI6OBwAAAADrnA61UoUd8i3aRhnS7rRQJ9O6Fg1tatbJwpBnmGHlsKFMJpIM+YiqvNBD7ipl+L3TwcxtuvMV9LkQNkxTfY6EeT6Z1sNkmzBl27oPwtRVZVK/sPdBlM8qo3JN7i+DcBi17NDfSwHbOej5reY8JhXCGjZ0LMz2UYVjVdwv4VVIACMeAAAAAKyj4wEAAADAupzneV7SlejR3t4uTU1NMkNmSX1uYNLVARBCpOFfSC0yHSFuac2Y5pJOr0MWy0Jpa2uTfD6fdHWQIYx4AAAAALCOjgcAAAAA61KT1QpAuhDiABGuA8SPaw5wFyMeAAAAAKyj4wEAAADAOjoeAAAAAKyj4wEAAADAOjoeAAAAAKwjq5UBJiOCrWsgC9dWFo4BqMTkGo9yokQmXawdSZ5rnt1IAiMeAAAAAKyj4wEAAADAOjoeAAAAAKzLeZ7nJV2JHu3t7dLU1CQzZJbU5wYmXR0AAICa0+l1yGJZKG1tbZLP55OuDjKEEQ8AAAAA1tHxAAAAAGAd6XRhRRxp+oKmISR1IAAAQHIY8QAAAABgHR0PAAAAANYRagUr4ghlCloG4VUAAADJYcQDAAAAgHV0PAAAAABYR6hVSpGhCQAAAGnCiAcAAAAA6+h4AAAAALCOUKuUIrwKAAAAacKIBwAAAADr6HgAAAAAsI5QqxTZOHuav9y4YGn5laZP7l1estxyjQAAQOLU734Rvv/hLEY8AAAAAFhHxwMAAACAdakMtapm8jx1G1Xg7FC6UKYYQpy04VUqhldjVXpdkW0MCIfJUZFmiV2/fPcjJRjxAAAAAGAdHQ8AAAAA1uU8z/OSrkSP9vZ2aWpqkhkyS+pzA5OuTtUIFYgOoUyIEvcmAPSv0+uQxbJQ2traJJ/PJ10dZAgjHgAAAACso+MBAAAAwLpUZrVyHSEc0YmyLeMIsyGUx22ck2zgPkNYkWW6BBAIIx4AAAAArKPjAQAAAMA6Qq0SRLgAAESHLHgA4DZGPAAAAABYR8cDAAAAgHWEWiWIMIB4xdHenFPAPt19xv0HU1wrQDIY8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAANbR8QAAAABgHR0PAAAAIGUeffRROeaYY2TMmDGSy+Xknnvu8X/X0dEh3/3ud2XSpEkydOhQGTNmjHzxi1+Ut99+O7kKCx0PAAAAIHU+/PBD2WuvveSaa67p87uNGzfKs88+K+edd548++yzcvfdd8urr74qxx57bAI17VWfaOkAAACAIzZt2iRbtmxJpGzP8ySXyxV91tDQIA0NDWXXP/LII+XII48s+7umpiZ54IEHij67+uqrZerUqfK3v/1Ndtxxx2gqHRAdDwAAANS8TZs2yYTx28iad7sSKX+bbbaRDRs2FH12wQUXyLx58yLZf1tbm+RyOdl2220j2V816HgAAACg5m3ZskXWvNslbz2zk+SHxfs2QvsHBRm/75uycuVKyefz/ue60Y6gNm3aJN/97nflxBNPLNp/3Oh4AAAAAN3yw+okP2xAMmXn85F3DDo6OuT4448Xz/Pkuuuui3TfQdHxSJGNs6f5y/llrWXX6Vy5Kq7qAEBq1I8b6y/rnpNF67Q09/5iyXJr9XKNSTsBWVcQTwpSiL1MG3o6HW+99ZY8/PDDiY52iNDxAAAAADKnp9Px2muvyaJFi2T77bdPukp0PAAAAIAeXV5BuuwMQFQsM6gNGzbI66+/7v97xYoV8vzzz0tzc7OMHj1aPve5z8mzzz4rv/3tb6Wrq0vWrFkjIiLNzc0yaNCgyOoeRM7zvJibVq+9vV2amppkhsyS+tzApKsDAABQczq9DlksC6WtrS3x0Jw49fwd+u6r4xN5uXyHj78VqM0XL14shxxySJ/P58yZI/PmzZMJEyaU3W7RokUyY8aMMNWtGiMeAAAAQMrMmDFDKo0fODS24KPjAQAAAHTb+nJ5vH+0x11eUuh4pIgu2whZSJCo6ZN7l2so+w8AAAiGjgcAAADQrRB7Ml1JoMRkxPvmDAAAAICaxIhHiujCqAivQqIIrwIAZEiX50lXzC9mx11eUhjxAAAAAGAdHQ8AAAAA1hFqBQCGijLItTT3/sLxcLO01hsAkkA6XXsY8QAAAABgHSMeAAAAQLeCeNLFiIcVdDwAwFBRBrkUZZNLa70BANlCqBUAAAAA6xjxAAAAALrxcrk9jHgAAAAAsI4RDwAAAKAbM5fbw4gHAAAAAOvoeAAAAACwjlArAAAAoFuh+yfuMmsBIx4AAAAArGPEAwAAAOjWlcDM5XGXlxRGPAAAAABYx4gHAAAA0K3L2/oTd5m1gBEPAAAAANYx4hFC/bixZT/vXLkq5poA2abea9xfUMVxbejKsFV20P1GWQ8bx8T9my7148aKFDaLcKpgAR0PAAAAoBvpdO0h1AoAAACAdZkd8SgNg7IxvOvkkPH0yb3LS5YnVw8gQk7ea3BCHNeGrgxbZWv3q3m+R1kPG6Fd3L/p0rlylXR6HUlXI1EFyUmX5GIvsxYw4gEAAADAOjoeAAAAAKxzOtQqTNYoa0O7rocyuVgnAEB4jjzfCZ1C1hW8rT9xl1kLGPEAAAAAYJ3TIx4AAABAnLoSeLk87vKS4nTHw8nhXEeGugEAAIA0cbrjAQAAAMSJEQ97eMcDAAAAgHV0PAAAAABYR6gVAAAA0K3g5aTgxTxzeczlJYURDwAAAADWMeIBAAAAdOPlcnsY8QAAAABgHR0PAAAAANYRagUAAAB065I66Yr5/+a7Yi0tOYx4AAAAALCOEQ8AAACgm5dAOl2vRtLp0vFIkfpxY/3lzpWrEqxJ9cIeQ1RtEHg/0yf3Li9ZXnW5yL4s3KdZ4dq5UOsj4kadkF6uXd+ACToeAAAAQDfS6drDOx4AAAAArEvNiAdDiuk97ijPXVRtEHg/hFfBUFrv0yxy7Vy4Vh9XEZJmhnZBGqWm4wEAAADY1uXVSZcXczpdL9biEkOoFQAAAADrGPEAAAAAuhUkJ4WY/2++ILUx5JGajgexjOkV5bkL+r5ImPdLeK9Ij7YBYAvPFCC7CLUCAAAAYF1qRjwAAAAA25jHwx46HkiVoEPwYYbsGe7Xo20AAEBQdDwAAACAbsmk062Nl8t5xwMAAACAdYx4AAAAAN22ptON952LuMtLCiMeAAAAAKyj4wEAAADAOkKtYEXcE8yZlMekdwAAoD8FqZMuZi63ghEPAAAAANYx4gEAAAB0I52uPXQ8YEXcoUwm5RFeBQAAkBxCrQAAAABYx4gHAAAA0K0gdVLg5XIrUtnx0GUnMs1aFHZ73/TJvdu2ru9//RJBQ3/U+hntM2T9wgiaWcrk8z771RxfNfstx+QYqtk+6L7CXicmxx2mXYv209JcdtuqylP2JUuW9192ROfXdPsworpGTfelsnHNme7XpLyg9at0zGGy3RV9bvlarFh20M81ddVS7r+qttG0h43rspTROQ1x7nRMn7FRfW5Sv4rflToGz3ogaqnseAAAAAA2dHk56fLinUk87vKSwjseAAAAAKxzcsSjfuwYqa9rMA7b6GEcomNSB5OhYU2dTIdCg4YUBB66Dhh+VInRNurwe8DyqgrtCHp8Sv06TcIJVOqxGQ5JhxnKDzPkbkq7vdo2QUNJlG07TSui2ybotRLm/BqKKkykmntQdy2L5hlhtB9b9TMQZahLmDoZlafe85ptw4YKacODDM5v0echwo9MmbSHrn66ayvK8B6T9ggailT0nKqirkG3iTJETLtNNc/rGtGVwASCXTXyjgcjHgAAAACso+MBAAAAwLqc57kzVWJ7e7s0NTXJDJkl9bmBSVcHAACg5nR6HbJYFkpbW5vk8/mkqxObnr9Df/bs3tI4bECsZW/8oEu+vM9zmW9zRjwAAAAAWOfky+UAAABAEni53B46HjEKm2nLZL9xT/yTZNlxqpXjzLo4zmOarpUo65qm47atVtuiVo7b9Lvc9fZwvX7IJkKtAAAAAFjHiAcAAADQrSDxzyReiLW05NDxiJGtocwkh0hrZXi2Vo4z6+I4j2m6VqxN2lbjarUtauW4bU2qGTfX64dsouMBAAAAdCtInRRifhsh7vKSUhtHCQAAACBRjHgAMUtTJpE01bVmTZ/cu7xkeWLVSNO1kqa6InuCXn9cr/Hr8uqky4s5nW7M5SWlNo4SAAAAQKLoeAAAAACwjlArIGZpGipPU11rVoLhVao0XStpqiuyJ+j1x/Uav4LkpCBxp9ONt7ykMOIBAAAAwDpGPAAAAIBuvFxuT20cJQAAAIBE0fEAAAAAYB2hVgAAAEC3LqmTrpj/bz7u8pJSG0cJAAAAIFF0PAAAAIBuBS+XyE9Qjz76qBxzzDEyZswYyeVycs899xT93vM8Of/882X06NEyZMgQmTlzprz22msRtVJ16HgAAAAAKfPhhx/KXnvtJddcc03Z3//4xz+W//mf/5Hrr79eli5dKkOHDpVPfepTsmnTpphr2ot3PAAAAICUOfLII+XII48s+zvP8+TKK6+Uc889V2bNmiUiIr/4xS9k5MiRcs8998jnP//5OKvqY8QDAAAA6Fbofrk8zp9C95/k7e3tRT+bN2+u6hhWrFgha9askZkzZ/qfNTU1ybRp0+TJJ5+MpJ2qQccDAAAAcMC4ceOkqanJ//nhD39Y1X7WrFkjIiIjR44s+nzkyJH+75JAqBUAAADQreDVSSHmmcR7ylu5cqXk83n/84aGhljrYRsjHgAAAIAD8vl80U+1HY9Ro0aJiMg777xT9Pk777zj/y4JdDwAAACAbl2SS+QnShMmTJBRo0bJQw895H/W3t4uS5culf333z/SsoIg1AoAAABImQ0bNsjrr7/u/3vFihXy/PPPS3Nzs+y4445y5plnyiWXXCIf+9jHZMKECXLeeefJmDFj5LjjjkusznQ8AAAAgJRZtmyZHHLIIf6/zzrrLBERmTNnjtx8883yne98Rz788EOZO3euvP/++3LQQQfJH/7wBxk8eHBSVabjAQAAAPRI8uXyIGbMmCGe52l/n8vl5KKLLpKLLrooTNUixTseAAAAAKxjxAMAAADo1iUS+cveJmXWAkY8AAAAAFhHxwMAAACAdYRaAQAAAN3S8nJ5GtXGUQIAAABIFCMeAAAAQLcur066Yh6BiLu8pNTGUQIAAABIFCMeAAAAQDdPclKIOZ2uF3N5SWHEAwAAAIB1dDwAAAAAWEeoFQAAANCNl8vtqY2jBAAAAJAoRjwAAACAbgUvJwUv3pe94y4vKYx4AAAAALCOjgcAAAAA6wi1AgAAALp1SZ10xfx/83GXl5TaOEoAAAAAiWLEAwAAAOjGy+X2MOIBAAAAwDpGPAAAAIBuBamTQsz/Nx93eUmpjaMEAAAAkCg6HgAAAACsI9QKAAAA6Nbl5aQr5pe94y4vKYx4AAAAALCOEQ8AAACgG+l07aHjgVSpHze233U6V67qd1vdOgAAALCDUCsAAAAA1jHiAQAAAHTzvDopePH+37wXc3lJoePhuDDhQSbbFq3T0lz8u9b1ZbfXbrNkee/y9Mll96Nqn9LiL+eXtZYta+PsaUXbFK2nlK0rQxeapX5uUg9bYVpWzq/S9iL681hE3UY9jxrqedG1mTHNteJiOFzQ80V4H6qhe27VyjVUevy1ctxALaDjAQAAAHTrkpx0SczpdGMuLym1Ma4DAAAAIFE5z/O8pCvRo729XZqammSGzJL63MCkqwMAAFBzOr0OWSwLpa2tTfL5fNLViU3P36GnLD5eBm0zKNayt2zYIjfNuCvzbc6IBwAAAADr6HgAAAAAsI6Xy4GgAmaAAgAA6VFIIJ1u3OUlpTaOEgAAAECiGPEAAAAAuhUkJ4WY09vGXV5S6HgAQRFeBQAAEBihVgAAAACsY8QDAAAA6Nbl5aTLi3nm8pjLS0pqOh7148b6y50rV0W2fZj9hq0T2ZGSE/rcJcSk3uo6pevZuA/CivMeLG0bnaD7CtPGujpVqoPJcYQ5jy7eHybtFPe1H/R+LF0nzPUbx3kJ2uauPFPi/m4Nex30t77KtI1Nn3Vahc0ibtz6yJjUdDwAAAAA20ina09tHCUAAACAROU8z/OSrkSP9vZ2aWpqkhkyS+pzA5OuDgAAQM3p9DpksSyUtrY2yefzSVcnNj1/hx7/0Bdk0NBBsZa95cMtctdht2S+zRnxAAAAAGAdHQ8AAAAA1vFyOQAAANDNS2Dmcq9GZi5nxAMAAACAdYx4AAAAAN0KXk4KMU/oF3d5SUllxyPKifvqW9eXXSWqSYAqiWpfYScasl1GmAmmKk0IZsJGG1czsVtnS3PvOso158yEWwmK87hrtY1Vttog8ESImkneqplQEclJ0z2VprqG5eTEjoAQagUAAAAgBqkc8QAAAABsYOZye5hAEAAAAL5an0Bw9gOnyMCYJxDs+HCLLPinmzLf5ox4AAAAAN14udye2hjXAQAAAJAoRjwABEZmFABAVhUSmEAw7vKSwogHAAAAAOvoeAAAAACwjlCrBAWdlM9kHfXzVecc4C9PPfbFsvt56t5J/vJNp/6k6HcnPj7XXx5zd292h/W7DfCX//y1a/3lPa7+d395024f+cu7XNPVW6dDtylbp1fWj/SXO+4Z4S8PPG5tUZ1OHv902eO47a39/OW17w0ru86I7T8ov866hvLrf3ydv/zB4zv4y2Mf3lB2fREpmghNS5k47fUTGv3lwWt7/x9g7KVP+MsbZ0/rXR7Ru07j2kLv8ure9l43eWj/dRCRUfet9JfVCQ5VRZMdKuu0jx7iL6u5N3QTJZYqCs9SJ5LTlK3bNsmQL13ZuvM1fP6T0RWumXwvSbUSfhflca6bu7+/rN6PqqJ702CixfYpLf6y+lyI8joJ3AYG12vRPkueRxuV503jgqWGtaysVq5XVIeXy+1hxAMAAACAdYx4AAAAAN0Y8bCHCQThKx26d3H4OejwOMPpAAAEU+sTCB75h1MTmUDwviNuzHybE2oFAAAAwDpCrQAAAIBuhFrZw4gHAAAAAOsY8YAvDe9ABK1jGo4JAAC4gxEPexjxAAAAAGAdHQ8AAAAA1hFqBSviSGNrMqt73HUCAADp5olIQeINfXJmbgvLGPEAAAAAYB0jHgAAAEA3Xi63h44HfFHOXB5HKBMZrgAAANKDjgcAAADQjREPe3jHAwAAAIB1jHjARygSAAAAbKHjAQAAAHQj1MoeQq0AAAAAWMeIRwYwMR4AAEA0GPGwhxEPAAAAANbR8QAAAABgXepDrZIMM0pTiFM1dTXZJs51TEW1r6D1DltemHrEsd8w5zFsO4VpA1vn0fVnj+02i7tONvaTdBk2yg5b7zSdI9vlpek73lQWj8kGz8uJF3PoU9zlJYURDwAAAADWpX7EAwAAAIhKQXJSkJhfLo+5vKTkPM/zkq5Ej/b2dmlqapIZMkvqcwOTrg5ixPAvAABu6PQ6ZLEslLa2Nsnn80lXJzY9f4fuv/A/pH5oQ6xld364WZ6cdVXm25wRDwAAAKAb6XTt4R0PAAAAANYx4gEnEF4FAACQbXQ8AAAAgG6k07WHUCsAAAAA1jHiAQAAAHTj5XJ7GPEAAAAAYB0dDwAAACBFurq65LzzzpMJEybIkCFD5B/+4R/k4osvFoem5yuLUCvUjCQnKczaBIlZOx4AAHqk4eXyH/3oR3LdddfJz3/+c9ljjz1k2bJlcsopp0hTU5N8/etft1TL8Oh4AAAAACnyxBNPyKxZs+Soo44SEZGddtpJ7rjjDnnqqacSrlllhFoBAAAA3bzul8vj/OkZ8Whvby/62bx5c9k6HnDAAfLQQw/JX//6VxEReeGFF+Txxx+XI488MrZ2qgYjHqgZSYYEZS0cKWvHAwCAC8aNG1f07wsuuEDmzZvXZ73vfe970t7eLhMnTpQBAwZIV1eX/OAHP5CTTz45pppWh44HAAAA0M0Tkbjf0e4pbuXKlZLP5/3PGxoayq5/1113yW233Sa333677LHHHvL888/LmWeeKWPGjJE5c+bEUOPq0PEAAAAAHJDP54s6Hjrf/va35Xvf+558/vOfFxGRSZMmyVtvvSU//OEP6XgAtU6XBYrsUIgD11m28XwBas/GjRulrq74Ve0BAwZIoVBIqEZm6HgAAAAA3QqSk5zEPHN5wPKOOeYY+cEPfiA77rij7LHHHvLcc8/JFVdcIV/+8pct1TAadDwAAACAFLnqqqvkvPPOk3//93+Xd999V8aMGSP/9m//Jueff37SVauIjgcAAADQLQ0TCA4bNkyuvPJKufLKK+1UyBI6HkAMdPHVxF0jDlxn2cbzBUBaMIEgAAAAAOsY8QAAAAC6Fbyc5GIOtSrEXF5SGPEAAAAAYB0jHgAAAEA3z0tg5vKYy0sKIx4AAAAArMvsiIc6Y6uIneweWZ8VNuvHVy3aJR5h2tnWObJ97uO+triW9VxsGxfvibjLSFM9XEF7BJeGdLppxYgHAAAAAOvoeAAAAACwLrOhVnEMJ2Z9yDLrx1ct2iUeYdrZ1jmyfe7jvra4lvVcbBsX74m4yzDhSj1cQXsER6iVPYx4AAAAALAusyMeAAAAQFBMIGgPHY8aV5TtoqW5+JdLlkezX2WYV1teiLKMy3NwuLk0+1qPrGedUblYJwAAED1CrQAAAABYx4gHAAAA0I2Zy+2h41HjikJbIgxz0YXMFIVBqZ8b7lcXlmNSnovIYuRmnQAAQPToeAAAAADdto54xJ1ON9biEsM7HgAAAACsY8QDvtIMSzZCYMJmMCraZvrk3uWQWbHKIdsSAAC1hwkE7WHEAwAAAIB1dDwAAAAAWJeaUKush724cHxxlBtpGRbCq1Rpvc6qCZmL6voLux/b94EL91kauNhOLtapltD+qCVe90/cZdYCRjwAAAAAWJeaEQ8AAADANl4utyc1HY+sD+2m6fgYcndbpXMSdALGMGWXhnzp1jP5PCpcr2ZcbCcX61RLz8KsHx+AeBBqBQAAAMC61Ix4AAAAANbxdrk1Nd/xSOtQeZL1jqq8tLa9ytaki2HaplKdwuxLF0ZlEjZVKezKtjgybemOL+7rOgv3VJRst0eU+7RR12quXa4bADbVfMcDAAAA8CXwcrnUyMvlvOMBAAAAwLqaH/FI67ByWuut4hjs7DfKOkWVfSrJcx22bJPtXbmWXamHK9LUHkmFgqWpjYC4eN7Wn7jLrAWMeAAAAACwjo4HAAAAAOtqPtQKAAAA6MHM5fYw4gEAAADAOkY8AAAAgB5eLv70tox4AAAAAEA06HgAAAAAsI5QKwAAAKAb83jYw4gHAAAAAOsY8UAo9ePG+ssmM+Cq66t02+rWr1je9Mm9y0uWB6qTus+gdQ3LpB7VtLHtmYmD1i/NaulYAaBmed0/cZdZAxjxAAAAAGAdHQ8AAAAA1hFqlWFxhwrZULGumpCq+tb1vdsrq9tojyjDmnTbun6+XK9flGrpWAGgVjFzuT2MeAAAAACwjhEPAAAAQFUjL3vHjY6H46LKomOUAaq0bDVkSZNlqX1Ki7/c2NJcdlsd3bZFmagM69c+e1rvvhYsLb+9rk7KOrp62wqD2qjUO7+sNdB+Ta8NoxAzTRuYZBsLs041ZScpTIYxF48HbspCmGwYcWfmAxAfOh4AAABAN97xsId3PAAAAABYl/M8dyZpb29vl6amJpkhs6Q+NzDp6gAAANScTq9DFstCaWtrk3w+n3R1YtPzd+i4Gy6QuiGDYy278NEmWflvF2a+zQm1AgAAAHowc7k1hFoBAAAAsI4Rj1qhZA7aOHqIv1yUAaqELiNPVBmNdJlbVH221U0aaJAFJug6QY85rEgzRYXcJol9pg1tABdxXQJRyHX/xF1m9jHiAQAAAMA6Oh4AAAAArCPUynGhhs014VVFE9VVmKCvU53IT/1cmexv3ZHj/OVR960su47uIlMnEFSp9VMn2BMRaVz9Ue9+1bZRJyBUKZ+3K21QtE9lnU7lc7XeRfuvEL4V5hxpJzgMquScqsfdaDKRpOa8q3Tnt6rwtIBlJ8kkPBCIEqFTtAESwMvl1jDiAQAAAMA6RjwAAACAHox4WMMEggAAAPDV/ASC185LZgLBf5+X+TZnxAMAAADo4eW2/sRdZg3gHQ8AAAAA1jHikaCoMnUY7UeXvcpgEr7S/WqzSYXISKRmr1IzV5VaN3movzx8/pNl66Qqyr6kZI1SM2oVTaKoaSd122rOla7NivaracvAEwuWZPgyqXvQMtYo2czU8xAp5VyEbX9/P3FPwGgpYxdZftIpdBY8g/3GPfFpVNS6lmY8LMrE6Phx6KTpXAA20fEAAAAAunne1p+4y6wFhFoBAAAAsI6sVvBFGQZga1jZZAI3XaiBbh2TshgaL0bbAEB21XpWq7FXXZhIVqtV/3FB5tucEQ8AAAAA1tHxAAAAAGAdL5fDF2XIjK3wm6D7DVMPQoj0aBsAQGYxj4c1jHgAAAAA8K1cuVJWrer9T8annnpKzjzzTJk/f36o/dLxAAAAALrlvGR+XHLSSSfJokWLRERkzZo18k//9E/y1FNPyfe//3256KKLqt4vHQ8AAAAAvpdeekmmTp0qIiJ33XWX7LnnnvLEE0/IbbfdJjfffHPV++UdDwAAAKCH1/0Td5kO6ejokIaGBhERefDBB+XYY48VEZGJEyfK6tWrq94vIx4AAAAAfHvssYdcf/318thjj8kDDzwgRxxxhIiIvP3227L99ttXvd9QHY+uri5pb2+Xzs7Oos8/+ugjufDCC2X27NnyjW98Q95+++0wxQAAAACIyY9+9CO54YYbZMaMGXLiiSfKXnvtJSIi9957rx+CVY1QoVYXXXSRXHLJJbJ48WL5xCc+ISIinufJjBkzZNmyZeJ5nuRyObn77rvl+eefl+222y5McQAAAIBdpNOVGTNmyLp166S9vb3o7/e5c+dKY2Nj1fsNNeLx0EMPyahRo/xOh4jIb37zG3n66aflYx/7mFx55ZVy+OGHy6pVq+TGG28MUxQAAACAmHieJ88884zccMMN8sEHH4iIyKBBg5LreKxYsUImTpxY9NnChQsll8vJbbfdJl//+tflN7/5jYwYMUJ+/etfhykKAAAAsM9L6Mchb731lkyaNElmzZolp59+uqxdu1ZEtoZgfetb36p6v6FCrd577z0ZNWpU0Wd/+tOfpKWlRfbdd9+tBdTXy/Tp02XJkiVhinJS/bix/nLYmZyN9jV9cu/6revLrq/up31KS9ndvP2ZLb3/WNfgLw5eq++HDl7Xe0c0ri307uvg8kODYx4tfwepZW/72GB/edPw3v2oZb2/m/5OVMvYOKK37gOPW+svf/D4DmX3W3QMSp0mntO77Ztf2LHstqrh85/U1k+lnpc1R44rv6/lH/aur5xf9Tyqx6m2WfMrXf7y+t0GFO1Xrbu6zdiHN/Tud/SQsnVqXP1R2XXUeqhtsHH2tLLbqscjUnzNqtvkl7WWrUdnS3PvP5Ys792vwX2jrqOrQzWKylbqp7aT2gZqvUPXT3kW6PYbtyifhy4Lc5yl51p9FqjPJJV6T6jXme47QL2fVI0LlgaqayVB7zv1GVZUD811XHoMRW0Q0bUV9/VaK/cHsuOMM86QKVOmyAsvvFD0Mvns2bPl1FNPrXq/oToe9fX18uGHvX8s/f3vf5fXXntNjj/++KL1hg0bJm1tbWGKAgAAABCDxx57TJ544gkZNGhQ0ec77bSTtLaW/09CE6E6HjvvvLMsWbJECoWC1NXVyW9/+1vxPE8OOuigovXeffddGTFiRJiiAAAAAPuYx0MKhYJ0dXX1+XzVqlUybNiwqveb8zyv6kM999xz5dJLL5WjjjpKZs6cKT/60Y9k7dq18n//93+y445bw1Q8z5ORI0fKbrvtJo888kjF/bW3t0tTU5PMkFlSnxtYbbUyJdTwrDKMverQbfzlnW75W9l9vn7L3kWbj7m7t5erGx5//YTeF4wmXtG7LzWEYNR9K8uX99/T/eVtX8mVXb80XEwNI5p67Iv+8lP3TvKX1eNT66EL51JDnNR20oVmaUMFRAKHvQQNiwgaktdne4MQPVWYsL+ickv2b7Ke6+EIgc9FhCFRaWonhBP0XKf12qhU77QeU5p1eh2yWBZKW1ub5PP5pKsTm56/Q8ddfrHUDRnc/wYRKny0SVZ+8zxn2vyEE06QpqYmmT9/vgwbNkyWL18uI0aMkFmzZsmOO+4oN910U1X7DTXi8Z3vfEcWLlwov/vd7+R3v/udiIh873vf8zsdIiKPP/64rFu3rs8oCAAAAOAcRjzk8ssvl0996lOy++67y6ZNm+Skk06S1157TYYPHy533HFH1fsN1fHI5/Py1FNPya9//Wt55513ZL/99pNPfvKTReu89957csYZZ/R57wMAAACAe8aOHSsvvPCC3HnnnfLCCy/Ihg0b5Ctf+YqcfPLJMmRI+YQ0JkKFWkWNUKtkmYbDRFWGLlNRlNtHlYGG4f1itA0AZFfNh1pddkkyoVbfPteZNr/jjjvkxBNPLPu7b3/723LZZZdVtd9Q83gceuih8uMf/7jf9f7rv/5LDjvssDBFAQAAAIjBaaedJvfdd1+fz7/xjW/IrbfeWvV+Q3U8Fi9eLH/5y1/6Xe/VV1+VxYsXhykKAAAAQAxuu+02OfHEE+Xxxx/3P/uP//gPueuuu2TRokVV7zfUOx6mOjo6pK4uVB/HmiRDRnRl6zIMqUwmVCtaX7N/9fPSDFKNVYRClaOrU1E2JMNttRNoVV27Cm2mHn+E10aUE5BVu5+wZbhyr9je1hYX64RwwkxmWbqNyXdDURmaLHMmZdkS9Bovmnw0wskOgWrkvK0/cZfpkqOOOkquvfZaOfbYY+WBBx6Qn/70p7Jw4UJZtGiR7LrrrlXvN5aOx4svvlg06yEAAAAAd5100kny/vvvy4EHHigjRoyQRx55RHbZZZdQ+wzc8fjyl79c9O/HH3+8z2c9Ojs75eWXX5bnn39ejj322OpqCAAAAMSlRtPpnnXWWWU/HzFihOyzzz5y7bXX+p9dccUVVZUROKuVGjKVy+XEZPMxY8bIH//4R9l9990rrkdWq5QLOFla6LAhg0nsCGkBACCYWs9qteOPkslq9bfvJpvV6pBDDjFaL5fLycMPP1xVGYFHPHpmKvQ8T7785S/LQQcdJF/5ylfKrjto0CAZO3asTJ8+XQYOpCMBAAAAuCjMS+OmAnc85syZ4y/PmzdPpk+fXvQZAAAAAJQK9XL5m2++GVE1AtKF9BiG+gTN/GSyji7bUtG2apakCuup2aXyy1rLrqNjku1KXWfj6N7ZJ0vL0oUmqdlH1G3WTB7qLw+X/s9RUSYqzToVM7So4VXqMWnaT1dvXXYYtU7r5u7vL4+6b6W+TgrduTDJ3lK0zuqPyu5HpZ1YUczC0HS04WkG50i9jkuP0yQ7j0695rxrhQj761OGQQa5SsfdX9m2wgHDhDWGrV9Ux0fYZDxstzPnEYhOa2urfPe735X77rtPNm7cKLvssovcdNNNMmXKlKr295nPfEZuvvlmyefz8pnPfKbiunfffXdVZcSS1QoAAABIg5wkkE434Pp///vf5cADD5RDDjlE7rvvPhkxYoS89tprst1221Vdh6amJsnlcv6yDYE6Hr/4xS9ERGT27NkybNgw/9+mvvjFLwZaHwAAAKgV7e3tRf9uaGiQhoaGPuv96Ec/knHjxvnvXouITJgwIVTZ6r7U5SgFympVV1cnuVxOXnnlFdl11139f5vq6uqq+HuyWkUraHhFn8n6HAyLUPfrYkiLC6I8j1oBM5gBANKj1rNajf/PH0jd4JizWm3aJG997/t9Pr/gggtk3rx5fT7ffffd5VOf+pSsWrVKHnnkEWlpaZF///d/l1NPPTXSer377rvy6quviojIxz/+cdlhhx1C7S/QiMcXv/hFyeVy/vBLz78BAAAAhLNy5cqizl650Q4RkTfeeEOuu+46Oeuss+Scc86Rp59+Wr7+9a/LoEGDIkn61N7eLqeffrr88pe/9AcOBgwYICeccIJcc801VYdiBep43HzzzRX/DQAAAKA6+XzeaJSpUCjIlClT5NJLLxURkb333lteeukluf766yPpeJx66qny3HPPyW9/+1vZf/+tCXaefPJJOeOMM+Tf/u3f5Je//GVV++Xl8gwLGmITZUiOrVAmdb+NCR6fy2I5TsKrAABZlYKZy0ePHt1nYu7ddttN/vd//zeS6vz2t7+V+++/Xw466CD/s0996lNy4403yhFHHFH1fuv6XwUAAACAKw488ED/3Ysef/3rX2X8+PGR7H/77bcvG07V1NQUKnNWJCMemzdvlmXLlklra6ts2rRJux5ZrQAAAOC0FIx4fOMb35ADDjhALr30Ujn++OPlqaeekvnz58v8+fMjqc65554rZ511ltxyyy0yatQoERFZs2aNfPvb35bzzjuv6v2G7nj8z//8j8ybN0/a2tr6XZeOB5IUNKtVrWTBAgAA6bLffvvJggUL5Oyzz5aLLrpIJkyYIFdeeaWcfPLJkez/uuuuk9dff1123HFH2XHHHUVE5G9/+5s0NDTI2rVr5YYbbvDXffbZZ433G6rjccstt8iZZ54pIiITJ06U3XbbrabSrgEAAABJOProo+Xoo4+2su/jjjvOyn5DdTyuvPJKyeVyctNNNzGaAQAAgNTLeQnMXB53aFc/LrjgAiv7DdXxeOWVV2T69Ol0OpAKSWb5AgAASIuVK1dKLpeTsWO3hp0/9dRTcvvtt8vuu+8uc+fOrXq/obJaDR48WHbaaacwuwAAAADc4SX045CTTjpJFi1aJCJbXyqfOXOmPPXUU/L9739fLrrooqr3G6rjMWXKFHnttdfC7AIAAACAQ1566SWZOnWqiIjcddddMmnSJHniiSfktttuCzWBeKiOx9lnny3PPPOM3HfffWF2AwAAALiBEQ/p6OiQhoYGERF58MEH5dhjjxWRrcmkVq9eXfV+Q73j8Q//8A9y7rnnyuzZs+XrX/+6HH300bLjjjtKXV35/kxPOi4AAAAAbtpjjz3k+uuvl6OOOkoeeOABufjii0VE5O2335btt9++6v2G6njstNNOksvlxPM8ufzyy+Xyyy/XrpvL5aSzszNMcQAAAAAs+9GPfiSzZ8+Wyy67TObMmSN77bWXiIjce++9fghWNUJ1PHbccUfJ5XJhdgEAAAA4g3S6IjNmzJB169ZJe3u7bLfddv7nc+fOlcbGxqr3G6rj8eabb4bZHAAAAICDBgwYUNTpEJHQ2WxDdTwAAACATPFyW3/iLrMGhOp4/O1vfwu0Pi+XAwAAALUpkpfLTfByOQAAAFC7rLxcXigUZPXq1X5HY/z48WGKAQAAAOKRxLwajr1cbkuoCQTffPNNWbFiRZ+ft956SzZu3Cj33nuvjB8/Xg455BBZsWJFVHUGAAAAYNHXvvY1Wb9+faT7DNXxqKS+vl6OPvpoueeee+S2226T+fPn2yoqVvXjxvo/AAAAyJaedLpx/7hg1apV/vLtt98uGzZsEBGRSZMmycqVK0Pv31rHo8dee+0lU6ZMkeuvv952UQAAAACqNHHiRBk/frycdNJJsmnTJr+z8eabb0pHR0fo/VvveIiItLS0yF//+tc4igIAAABQhffff19+9atfyb777iuFQkE+/elPy6677iqbN2+W+++/X955551Q+7c+j4fnebJ8+XIZOHCglf2rIU+dK1dVWLP/bYo+b2nu3WDJ8hA1NGNUJ83nKl0bmKxfuo7JvsKUV836YcrW7beatjGpX1CBr8Xpk3vXb+2NwTStk8l1pitDx/Qe1NUvzHkJ036V7vFqnjGB6mdwzNWUXcTgWMPW1eh6Cqiadgpap6D3rO7+UNs17PeSSXm6+zHwM1a9P0S0x6ErI6rnbTXbu/C5qTDXX9hr36QefdYpbBYJ8chJvRp+ubyjo0OmTp0qU6dOlUsuuUSeeeYZWb16tcycOVN+9rOfyTe/+U0ZN26cvPrqq1Xt32rHY926dXLuuefKa6+9JocffrjNogAAAACEsO2228o//uM/yoEHHihbtmyRjz76SA488ECpr6+XO++8U1paWuTpp5+uev+hOh4777yz9ncffPCBrF+/XjzPk0GDBsmFF14YpigAAADAviRe9nZkxKO1tVWefPJJeeKJJ6Szs1P23Xdf2W+//WTLli3y7LPPytixY+Wggw6qev85z/OqPtS6usqviAwaNEgOPvhgueSSS2Tq1Kn97q+9vV2amppkhsyS+pyd0CxkX1RhHllE2yBrsn5NZ/344KZOr0MWy0Jpa2uTfD6fdHVi0/N36M7nXSoDBg+OteyuTZvkjYvPcarNt9tuO3n00UfllVdekS9+8YsyatQoeeedd2Tq1KnyyCOPVLXPUCMelebmGDRokIwYMULq662/RgIAAABEo4bf8SjV1NQkxx9/vHzlK1+Rhx9+WBobG6vudIiE7HgwIzkAAACQPcuXL5eWlhYR2fo3/8CBA2XUqFFywgknVL1PhiNMGGa/cb6MgIJmkIoqDKDSPk3Ks12PKI/ZRsakSmyEamycPc1fzi9rLVuWacY026rJ0BSmDJN9xhFKEypzk6kQmbPCqLSfoOWZZH7aOHqIv6y73sOKM7zKlXtTVVqn9ikt/nLjgqXRF6i5dtVnm5VyAceNGzfOX37ppZci2ScdDwAAAKAHoVbWxDKBIAAAAIDaxoiHRtFQt0HoU+ih8aBlKEP/lSaP669+leptchw2JgertM/EwgDUoXiDifQqSTJLjY2y1RCETs06LoRviEQbnhf0+q3meg9adpRlBGYwgZ4r14GJoroqy43qOmEL0YT4pKmddMI8a0onNSwKabNQdtF3qPK5aXiVyQSsQUOog4Zsmu4rC9dWHHIJpNONPX1vQhjxAAAAAGAdHQ8AAAAA1qUy1CpotqVSQcOUiiQ4NF4UUqH73CTEQTmGojAy9dhEQg0NxxH+ESZjTdAwsmpuFJNMQlENgZtmLdKWoZz7ek0oWaUsUIHL1ZQXNHuYST3UjDhqyEal+sWR0awc0/2HydAUVDXHGfR8hbl/w4aL6tY3zYBWbVkiEmv2ryhFdX9o92MYzmpyLoKeR5OyjK8zyxkqq3leGLdHYbOIe5ceMoARDwAAAADWpXLEAwAAALCCdLrW5DzPc+ZQ29vbpampSWbILKnPDUy6OjUhTUP6Im7WMQvivg6SmpzSpD6lsnDNpek+d7F+trgSumdDpCFpIcq2MTFrHN9LSd8TnV6HLJaF0tbWJvl8Pvbyk9Lzd+g/nH2pDBg8ONayuzZtkv/74TmZb3NGPAAAAIBupNO1h3c8AAAAAFjHiEeNcz2swfX6ZUXc7Wx7csqgsn6duX58rtfPFtvHnWS7prVsV55NtXpPIPvoeAAAAACqGgl9ihuhVgAAAACsY8QDAAAA6EE6XWsY8QAAAABgHR0PAAAAANYRagUAAAB0Yx4PexjxAAAAAGAdIx4AAABAD14ut4aOR5ZNn+wvrjp0G3957KVPlF193dz9i/49fP6T/e533eSh/vKo+1b6y+1TWvzl/LLWsrt58ws79tbp4Q3+cn3ren+5s6W5uI5Kee/v1nuXjnm0d1ktb82R48qWrdZVLaOonXR1inJiJ6UtiyxZXvbj+nFj+62Huk7perrtS7fpr4yiemvqCrPz5dJ+4R7ONYAsoeMBAAAAdOMdD3t4xwMAAACAdYx4ZJgaHtT8yhB/eePsaf6yGpakhh+JiHQa7HeUJgSpUQlfKgoPUEJ0ml/p6v1cDddRw35KwniGS+/2o+4rH5KlLpceU7l11OMZ+7CyklJ2pxpaVCFEKWgohFp20X4C7aVk25LwNFH/rStPXccgdKoo9Ey3jmGISJZDSWwdT9baCXqBnykZvp8ApB8dDwAAAKAHL5dbQ6gVAAAAAOsY8QAAAAB6MOJhTWY7HmFj7032a5KmtCrK+wRB07jq6tGo2VaNz9elVO2zjcnx6d4TUD5vrGb/6nsX6ucBz4V64Retoytbczxh310Ic06165e8x6Fuo31XRfPOhq5sk3qY3gdhYtij2k8192zg82Jwf7kek1/NMyKyZ6Pmuagrt5Iw5y7KY7PxPkaoNNlVCFqGi20W93sxQdOaq+K+xoGoEWoFAAAAwLrMjngAAAAAQTGPhz1Odjzqx46R+rqGUMN9YYdwdfuyFl6l1sMgvMqVcBMjBrNcx1EPk2Hs0PVQjrVTOdYw+w0aOlEx/EsNUdHVST0GdWOTescwo3lUIRxFKZUNywi6jm79WEI2LaimTmGOo6g9NCm346hTmHNU6bljI1Qo6P7DhiUHTcVdTVsWrVfhvjXZlwuiup4qrW8r1A0Iy8mOBwAAAJAIXi63hnc8AAAAAFiX8zzPmT5We3u7NDU1yQyZJfW5gdr1qhkqJMODfbXYZtWEKdRiO7koyvPAOS3menu4Xr+gjDL5OXjM1YSIuXgcOlHVNWxodTX16PQ6ZLEslLa2Nsnn80bbZEHP36EfP+NSGdAwONayuzZvkld/ck7m25wRDwAAAADW0fEAAAAAYF0qXy6PO4tJWsWdKSru7DwuhM/FcS2GzaKThWvZhijbhTYuFjTcJ+7wGSez/4Vg0pau19vmNklJ8nvGRj1qCel07WHEAwAAAIB1qRzxAAAAAKwgna41NdPxCDxUrk6Epu5HmYDtL5eO8Jd3+cJz/ZZVKQRGWz+lHkWTv2n2E3j/qtJjDjEBXlSTpVVqM3V54+xp/nJ+WWu/61ujOV+By1bPhbIfk0kQq8l0Us32QfYfadsb3BMqW5OJmmwbdoI5XdlG14FuYreAkzyatsWqcw7wl3e65W/a9frbl8nzon1Ki7+8frcBZcsVKW6DVYdu4y8PXtf7DT98/pPlK6WZSPN15bk/8Zy1ZTcNm21Id6y6Z5vpNdRj3dz9/eVR960s+l3RBH0BJ7MN+kwO/QzSfE+bTFSrK083WWGl/Uc5gWNUjNo54OSPQBQItQIAAABgXc2MeAAAAAD94eVye5yeQDDuDCiuZy5Jk1ppSzJIAVtFNYldrTw7kF618Nyv9QkEd/taMhMIvnJ19icQZMQDAAAA6MHL5dbwjgcAAAAA65we8QiafapShhtdpig1k0NRNo+gddJlMwqZNSJoNqowZZsOH2uzfgQ8vqAZRirVKWh5YdombMYak6xCgUNSNJloSn8XNFNZmGwolbK12J7w0eRch80mYzucqM+1H/A8Br3+woY42Q6HjfIetJK1zCCjXdjnmZXwY8NshiaCZicz2baaMnSCZgWs5joJeo7CPC+qaSfdOijBiIc1jHgAAAAAsI6OBwAAAADrnM5qBQAAgHjVelar3f89maxWL1+b/axWjHgAAAAAsM7pl8sBAACAWPFyuTVOdjzqx46R+rqGUBlDqsrWEFG2IVPqvtqntPjL+WWtvWVoshUFzUIUVtBzoWUpo46ujHWTh/rLo+5b2e+mQTMgFa0vlTOrBaG2wbq5+/vLw+c/WXb9Su1nkoVn4+gh/nLjgqVl19Ed25ojx/XWb/mHZdcpvZ+MMrxUyNRVbp2g2Xi0mZ6qKK+Ips3Ue7xx9Uf9l1XhPtg4e1rvvtTzpagmE05/ZWuzhYmYZbUL8YwNk2GtUhk6YTIMVZN5SMf1bEg2MocZK83I1VN2iO/KoPdKlGUE/b4Pi2xXSAKhVgAAAACsc3LEAwAAAEhCztv6E3eZtSBTWa1sTFqVBFcm37K936ycr1rB+YpXlJNnuo5rS4+2caMNXKhDnGo9q9UeX00mq9Wfr89+VitGPAAAAIAevFxuDe94AAAAALAuUyMeWRn+tHEcttomzH6zcr6i4vpQvot1yrJaau9aOtagaBs32sCFOiBmNTICETdGPAAAAABYR8cDAAAAgHWZCrUC0oyhfMAe10MZAbiDdLr2MOIBAAAAwDpGPAAAAIAepNO1JpUdj9KJtXpUGj5nmB1Fpk/uXV6y3HpxSV5/2rIDtoHuvlPZOjaT9gv6XIjynES1rziuk6BlpPnZmea6R8H149fVr9Kzxug4LD/fk5zcM7ZnRGGziHuXDDKAUCsAAAAA1qVyxAMAAACwgZfL7WHEAwAAAIB1qRzxqCau0cX4Vh1XYrCDxtUn2sZKTG9963p/WVtvdR1LVdLFKYdps2reddDFTncGjH3W7ifma07H9vqm+4rqGOKOI9fV25X3X6rh+vs2YephUj9X7k0da+2qPNtSVe+AZdt8T63T6wi1v9RL4cvl//mf/ylnn322nHHGGXLllVdGUiUbGPEAAAAAUurpp5+WG264QSZPntz/ygmj4wEAAACk0IYNG+Tkk0+WG2+8Ubbbbrukq9OvVIZaJToEHjCkpxpvfmFHf7n5lRZ/Ob+sNdB+wqQX7bOeQXpC2ylPK21jdC6UYwgaZhQ2PaMrIR9RhczZCr1LKpzINKwpTNhLUJ0tzcUfWA4TSTKkysU0wq6E59oOozIOzYzxnFZzbC6mLA9VJ4PvHFvhokj25fL29vaizxsaGqShoUG73emnny5HHXWUzJw5Uy655BKbVYwEIx4AAACAA8aNGydNTU3+zw9/+EPtur/85S/l2WefrbiOa1I54gEAAABYkeDL5StXrpR8Pu9/rBvtWLlypZxxxhnywAMPyODBg+OoYSRynuc5kzm4vb1dmpqaZIbMkvrcwKLfhR5G1QxbWh+e1YRmVRJVPTbOnuYvBw3TqlgPg2MKNdxcaYg5YMiXrk4m6+u4mOWnaJ+lIToRzdyrXk+NC5ZGsk+ReO9Ba7PUT9e80BdheWGy3ZmI8ro22W/Q9U3KLd02ztA4LcPvgFD1CHiNu9JmptdoVNeErWeYrmyVjess9AzvFXR6HbJYFkpbW1vRH8FZ1/N36ORTLpUBg+L9Y75ryyZZftM5xm1+zz33yOzZs2XAgAG9++jqklwuJ3V1dbJ58+ai37mCEQ8AAACgRwrS6R522GHy4osvFn12yimnyMSJE+W73/2uk50OEToeAAAAQKoMGzZM9txzz6LPhg4dKttvv32fz12Smo5HmKFWEX0WozCZJjaOHuIv60KZisoNOSyqDafRHFvRUHKIjFN91jMIr9J9vm7u/v7y8OUf9q6kHkOlUAGDMAJdeY1rezOEqW0T9yRbYa/lcvsp2mfIUETd+bUVmmAUzmEQKqnbZ9jQSpP7InCWNIP9h87sozwjTMM8y+6nmuxk6vPJ4PwGDQvTUUNpRIqfy3GGV+km6qxqslKTTIoBMw3qnpEiIsPnPxmoeibtqgv7jfIaWHXOAf7y2EufKLtOqGeYYThbmNDCoKFg1TzDTJ639ePGihQ2i5DoChakpuMBAAAA2JZkOt0wFi9eHH4nlpFOFwAAAIB1qclqBTsSnYwRADLCxUkQ08p0Qk/YU+tZrfb6YjJZrV74hXlWq7RixAMAAACAdXQ8AAAAAFhXky+XZ2G4OqpjSOvxI7ww11Cck2QhWll4/rkojraMYxK6wBkWLUwyyHWJpOU8T3Ixv4kQd3lJYcQDAAAAgHU1OeIBAAAAlJWCmcvTqiY7HlkYxs3CMSBZhELUJs4dVFVNEBnR5KgAak9NdjwAAACActI6gWAa8I4HAAAAAOtSP+JBhhYAiAfPW3dwLgCkUeo7HgAAAEBkeLncGkKtAAAAAFiX+hEPhpgBIB48b93BuQDs4eVyexjxAAAAAGAdHQ8AAAAA1qU+1AoAAACIDC+XW8OIBwAAAADrGPEAAAAAuvFyuT2Z7XiokyuJ1E4GkDgmlYpz4irT8ximTqVlVLsf03okOfGXi5OO6eoU9PO4uVIPlY062TpO1++VOLjeBkHLjvJZaluY50sc30s6Ue4z6/cX3JTZjgcAAAAQGO94WMM7HgAAAACsy9aIx/TJvcut64t+tXH2NH85v6zVXy4aXlS3X7LcXww8HN7S3O9+Ku2riKZOJtRjblywNNC2Ivrjbp/S0rtfzbGGKato/1XU26QM9XjU81Vfct30t20p3ZC9bh0TJiEBpm0WJlwiyvOilrHmyHH+8vD5ynnR1DXwfaMyvEZN2lxl9HwJWG4lYdom6HVjK5zD5DkSNvRO91xW73MrISaG159J2dp1lDI2jh7iL0d5bxZ9lxk860M926r4Lgl6nwa93rXfGRWuszDPyTChbdVcxxXbrLBZhOgrWJCtjgcAAAAQUq287B03Qq0AAAAAWMeIBwAAANDD87b+xF1mDch5njtH2t7eLk1NTTJDZkl9bmDS1YEB2zGpYdMWRpauMsS7NpW4ks7Q9dS1UanmeMK8q5O19ss8S/d5D1tp3rN2ndVqOvwwom6zTq9DFstCaWtrk3w+H2pfadLzd+i+/3yJ1A8cHGvZnR2b5JlfnZv5NifUCgAAAIB1hFoBAAAA3Zi53B46Hggl6HCurfXDpBc1KsNC2IVx2TEIlbo2RcKmnIxzWyTA0n3ew9b1kLXrLGvHEwfaDGlBxwMAAADowczl1vCOBwAAAADrMjXiYTyDbUTZaCLLmBQDV+rhojS1TZJ1TVM7oZhJZq6gz7NK+4qqTrr1q7n+wmQn02W7CrXPEkFn4Q4603fYukZ5rEHLcuF5Y3r98ZzMhlxh60/cZdYCRjwAAAAAWEfHAwAAAIB1TodaRTUpXDVlhFm/miFZVTUT6wXZTxwhCybhAfWt6wNta1yGheOO8pyGOXdB91NpXzaYhosEvW/D3Ocmz45K9TNt5yBlB922GlFdi1GGjgQNJ1KFPY8m5WmPNWC2qyjvTd0zM6hqQqqCZrsL+p0d5t7qQwmH03236NbXhc8ZbVuyvSrMs97keKr5rjRu/8JmkVqOFOPlcmsY8QAAAABgndMjHgAAAECcmEDQnpznec4cant7uzQ1NckMmSX1uYGxlJnWDBSRhQ0ZDuNHFYYWmOGQtutCDbk7LsrQvaJMPaqgoRBByw2ZBa9I0JAPIEphQohKhAl3TqvMHJvmOjDV6XXIYlkobW1tks/nI6yY23r+Dp066xKpHzg41rI7OzbJUwvPzXybE2oFAAAAwDpCrQAAAIAenrf1J+4ya0DNh1oBABBWZkJ0ACHUauqxFycTanXveZlvc0Y8AAAAgG68XG4P73gAAAAAsI4RjxBCD60HnCDIJAOVus7G0UN6l0f09jHf/8Qmf3nbx3qHEhvXFor29fbBud71XuldHnXfSn/5L2eNLbvOpuG9y4PXef1+/v5uvctjHu1dfvszW4rqdPDHXu/93ZkT/OVVh27TW8ZuH/XWSXN8uvbY5Zqu3nWU9lM1ru7dv2m2EPU8rjlyXG9dlfYY+/CG3vWV8/vmF3b0l5tf6a3f+t0GlN22tN7qsaqGL/+w7Ofq9kXHqlg3eai/rF4P1WRJ2zh7WtnyTDJCRTmhZxi681vUNlHWL2TGGhtqJdRId5zVTPyqvVZ0E60a3F/qPovu8Qivk8D3nZqtTq2H7jouyWZoIztc3M8FVZbvj8xgAkFrGPEAAAAAYB0dDwAAAADWkdUqQbaHemsl9MFUmtojTXWNW9xtk9ZzYaPeaW0LV9XiBH1Ilum1VetZraYflUxWqyW/y35WK0Y8AAAAAFjHy+UAAABADyYQtMbNjsd+e4jUD9Zm4agmU4SL2SVsZ+Ex2b/J+nEIe8wm2wcNZXAxpMfFEAwX6xSltB6TjXqnrS1cvzZNnlUmXD/OKOvn+rG6iDaDSwi1AgAAAGCdmyMeAAAAQAKYudweNzseT/9ZpEJWq2qGCtM0vBhVdhN1YjbdZHNqONvrt+xdtL06mZ5ucqfXT2jsXf/Ojb1lq5PQLVjqL6vHo5t8cPjy3smm1InqRIonAVQnFxz8Sm95Yx8uv71u8kJdecXrK5NyzX+yt0IlE10FnaRLPUeqxoCTkekm5BMxm5TPJPxOOyGYZiIz3T5L9xuUK/ey0b1paaI/QifMZKFtwoSR6taJW9DJFfusr9xHnY5MmJkmWbgPkB1udjwAAACAJDBzuTW84wEAAADAOiYQhHWEhWRbHBlr0nQNpamuAFBOrU8geMCnLkpkAsEn7j8/823OiAcAAAAA6+h4AAAAALAulS+XZz2UwcbxJdlmWTxHtaJSZqoeUZ7fqCZUMxHlpJXtU1r85fyy1sTqlGR5UWVT0mZPM5hQNo7J6bTHqdZVFXMWplr9fgx83EqmLF22v7B1ss203LROTpuogrf1J+4yawAjHgAAAACsS+WIBwAAAGAF6XStIasVAAAAfDWf1WrmhclktXrwgsy3OaFWAAAAAKwj1AoAAADolhORXMzxQLl4i0sMIx4AAAAArHN6xCPr6d1sH1/Q/Zemicxim1dNSb1omh7ThRSLcZdtKlTaUgePJyrVpMfUCZM2s5rzEyptbhXPJ5Nts/AdYnKuVaFSzFa5TRqFuf6ibJfI0gMjWp639SfuMmsAIx4AAAAArKPjAQAAAMC6mkmny7BltmXt/DL8nqyo2t+V8+VKPWqFyfVT+rs4cT2YqeV2qvV0ugcdOk/q62NOp9u5SR5/eF7m25wRDwAAAADWOf1yOQAAABArZi63JlMdj0rZPyoNd/e3vprRqL51vb/cPqXFX84vay2/bUg2MtAEbYtK+41KlPULuq+g68RBV141YT9Bj9vk2jepa9xZYEzW1yndj0n7m6jmWo5qv50tzb3LhpnYyu2zmmxIOmHuR/V4dNdipX2pwmQFC1Nu2PvAlRDMMM/rap63YY47qrYJ+/eF+vfC+t0G+MtjH97Qu23AZ2yU+tS7sFmktqLLEJNMdTwAAACAMHKeJ7mYX4GOu7yk8I4HAAAAAOtqJqtVmtRyJo1SrmSB0Yl0EjUllESdpNCV68GVMLSoRNmuVkI+1EkrRbTXhCqqc+HKNQf7qnmGcX1kX61ntfrEjAsSyWr12OILM9/mhFoBAAAAPQrdP3GXWQMItQIAAABgnZsjHvvtIVI/2Ci0QFXNkK9JRhiJKCNM3BmkbGduKS1Dlw0paPuZlqeyEh5gcAzVZPzRbhNhO2mFOC/abFcm68cg6Pl1cWK3IhXOT5z1qyYbV6iMS5pMaiZZrapqF4OshY0LlvauYyGrWqV9RVVelJm2is6Fwb7izD5Vke7aSlF4mfH5NThWV47JRbxcbg8jHgAAAACso+MBAAAAwDqns1qFGQaMI3QibCiTjcw0rgydhgkPiDR8ycJ+Kq2fVJ1021ba3pUsVXGEBPZXrothBq6Ef7kyEWSUdYrqnnc9M5orEwuG2U/Yfen2G9V5N92XiTjuNVWlMmo9q9XBB52fSFarRx+/KPNtzogHAAAAAOvcfLkcAAAASILnbf2Ju8wa4HSoVZJcD8MIIyvHZuM40to2aa13KVfCv9IkK+cegDtqPtTqwPOSCbX608WZb3NGPAAAAIBuOW/rT9xl1gLe8QAAAABgXaZGPBINObA0YZ4NcWRl0ZUXlu3sMlFObhW4riEmt0pTBrNKXMlOliZJTSYYdrK+qCZmtSXurFu2n59JXu9xZAWLUzVZrYqONcQExcZ10ky4mYX2R7plquMBAAAAhMLL5dYQagUAAADAOrJaAQAAwFfrWa1mTDs3kaxWi5dekvk2Z8QDAAAAgHV0PAAAAIAU+eEPfyj77befDBs2THbYYQc57rjj5NVXX026Wv1y8uXy+rFjpL6uwVo2pKBcyQDiYlkmmViizNZipW1CZJOKUlozjERa7xizw1Wqd1THZOuc2r5WTJ6XzlyjEV4zacqc5cL+bZVhmjUqTc/MjbOn+cuNC5ZaLy9NbeOkFLxc/sgjj8jpp58u++23n3R2dso555wjhx9+uLz88ssydOhQS5UMz8mOBwAAAIDy/vCHPxT9++abb5YddthBnnnmGTn44IMTqlX/6HgAAAAAPbzun7jLlK0vuKsaGhqkoaGh383b2tpERKS5ubmfNZPldFarqCZwqmZ76NXKEG6UkwaG3W8YcU7elaZrI8owQ9ePNa1oY9qgEtfDktN87mo+q9V+308mq9XTP+jz+QUXXCDz5s2ruG2hUJBjjz1W3n//fXn88cct1TAajHgAAAAA3XKeJ7mY/1++p7yVK1cWdfZMRjtOP/10eemll5zvdIjQ8QAAAACckM/nA40yfe1rX5Pf/va38uijj8rYsdUnUoqL0x2PMEOTaRvWTJNaadtqjtNkm7jbT1eejXqk6doIW9c0HWta0ca0QSVxto2t7wOgWp7nyX/8x3/IggULZPHixTJhwoSkq2TE6Y4HAAAAEKsUpNM9/fTT5fbbb5eFCxfKsGHDZM2aNSIi0tTUJEOGDLFRw0gwgSAAAACQItddd520tbXJjBkzZPTo0f7PnXfemXTVKmLEAwAAAOjhiUghgTKDrO5OUtpA6HjUiDhTqoatU5JcrBMAAEAWEGoFAAAAwDpGPAAAAIBuSc7jkXVOdzy0YS/TJ/eu07q+/DqW6qEKW15UM7OHSeFaadvAs3C3NPf+YsnysusELks5131oygg6Y7hJ/UyZlNE+pcVfzi9rLbt+lFwIHytt48D1UK8D5bwHLbuaGYd1wrRlNc8U2+cxaJ3C3jdRHYPrM9Cb7t+k/V0JjVUFfd5WU5bt78dq6qQK850T9Pyanoegfz9V2hcQJac7HgAAAECsPEkgnW68xSWFdzwAAAAAWOf0iId2qDHC8KowIUthh3Ojmpk9aFhI6GFoZai2Uw17CRjOpQ3TUuuqGQoWEek0KMOkHkGZDrnr2rlRWVaPIWzZJnUKKqqQhT7bBgydKrrnw5ZtaZso9q+9J6TkXtMIE64TNFzENLQjylDGcozPleaaM9le266a8NKNs6f5y40LlhpVz/b3T5QhXybC1Cns/WcjfEl3rittb1I/E9WcE+3v1Lo7EIbrrBRMIJhWjHgAAAAAsI6OBwAAAADrnA610nEle1Xo8CVNdok1R47zlxvX9k6dqWZA0oklW1PAkA+jdqqiLUOFGijD5mrojnoebIUB6PZbFJ6x+qOydTIquyQT2Drlehp138qymwS9btbN3d9fHr78w+B11VxDRudIWTapt7qOrt6m9QsqVPa5kvXV60OlXiuiaf8w94ru89L9VJM5r7/9Rpmxas3kof7y8CXKSrrMeSbhWJq6quFVlY4hcLY7ta7KuVavjaJt1fCgCmGrOrrjDn3/l1mnUpih7exLRvvRhNKJlNyDmmyLJtdy0OeZrXDv+nFjRQqbRWo5+qogIrkEyqwBjHgAAAAAsC6VIx4AAACADUwgaE/O89w50vb2dmlqapIZMkvqcwOtlePChGq2ZPnY0oD2z54sn9M4js2VCfpsyPK1YYo2CMfFe7B+3FjpLGyWB1ddJ21tbZLP563Uy0U9f4cetud3pH5AQ6xld3Ztlode+nHm25xQKwAAAADWEWoFAAAA9GAeD2tqsuMRZnKhMOtUEmZ7kyxE1UyiFNXEc1Ht05Yw57dSm9loA1vZf4KWl+R+bdyPlc6jjXu+msn20no/2r5OTfeTZNlpEia7o24/SbZTVBMI2sq2GGoCS8N2rWbyx06vI9A2gKma7HgAAAAAZTHiYQ3veAAAAACwriazWgEAAKC8Tq9DFsvCzGdYKuVntdrtm8lktXrl8sy3OSMeAAAAAKyj4wEAAADAupp8udyVbBtxqsVjjkOUmcCAOGThWeDiMbhYJ1fQNm7ivFRQEJFcAmXWAEY8AAAAAFhXkyMeAAAAQDk5z5NczLmX4i4vKU52POrHjpH6uuJsAlEOA0a1r7gncwsj7vpVM0FateuXbmNSpzDlmUwuB8TFxoRloU2f3Lu8ZHnku3dxQrqwdQrzfRJ0grlK+7TxvRb3+Yr7O9h2edXsP8x3cP24sSKFzSJ8vcECQq0AAAAAWOfkiAcAAACQCGYut4YJBAEAAOCr9QkEZ37sG4lMIPjga/+d+TZnxAMAAADoUfBEcjH/v3zBmXEAq3jHAwAAAIB1jHgAAAAAPXjHwxpGPAAAAABYR8cDAAAAgHWEWsFI0AmMgk5eZDpRVdCJssLUL+zkWVHty8UJKYGwuK7dZ3uSXK4BuCuBUCsh1AoAAAAAIsGIBwAAANCDl8utoeMBI0GHwXXrm+yn0jpRDccHrV815Ua1L0IQkEVc1+6L8nlocz8A0oNQKwAAAADWMeIBAAAA9Ch4EvvL3sxcDgAAAADRcHrEg1R7wdlqMyspYKdP7l2/dX2g/ZsyqUcc11ngMiy1TVTpiHX77Gxp7v3csN42UhuHPadpffaEuc5kyXILNTIsI2A94j6/YcqLMhW3K6w836u4FsOkbU+tGL43ISJeYetP3GXWAEY8AAAAAFhHxwMAAACAdTnPcydxcHt7uzQ1NckMmSX1uYHa9Wo1jALxCjtrr43rjGsXgIjEEyaHyMQdrhdWp9chi2WhtLW1ST6fj6VMF/T8HTpz3GlSX9cQa9mdhc3y4MrrMt/mjHgAAAAAsM7pl8sBAACAWJFO15pUdjzCDjWGyWISNvzGpIyg64RZ35QrIT5x1iPsrL2EQiEoV+4znSTrF/YZqwr77HZBUUajBOsRVBwZp2x/b5Yeg8n1FOb4snC9Aj1S2fEAAAAArPC8rT9xl1kDeMcDAAAAgHWMeGgEDbOpZsjTZJug+7WVLcOVrExJTgKYRFmlGFrPNtfPr+v1K2XjGRulMM8SV86FK8cQZz3i+K5UEV6FLKHjAQAAAPTwJIFQq3iLSwqhVgAAAACsY8QjA8Jkx4pj2DaOYWIr+1Um6No4eoi/3LhgafRlhRTHpIZBrzNVlJnewkycZiv7XFQIqdDLYnu4fkwm16MrIWKuT8rnSkgaDPFyuTWMeAAAAACwjo4HAAAAAOucDrWKI7QjTNhGHKIa6k4yG1SYIfCw+wqqqGxlgq58q1IHS+WFmSQqjkkN48gQZNQGIe5TW9nngkoy9NF1aQqBCbrPShPP2VDNd2jQ6zFtk0pWu35Yla6DcuuobE2eiQoKBREpJFBm9jHiAQAAAMA6p0c8AAAAgFjxcrk1Tnc8Ypn8ycHwKpXtYVEXh13jyDbkSqhLlBNS9og7nKMaNrLlpEmWjy1tXJkc1UbZ1XyHBg3RSTKbVFrvozjCwtLaNsg+pzseAAAAQKwY8bCGdzwAAAAAWMeIB1LLdoamtErDsaWhjkhGWq+NWEKDY9hvLYb3AogPHQ8AAACgR8ETkZhDnwqEWgEAAABAJGp+xCPJTCRZE3QyvDS1vYt1dbFOWUHbAkDt8ryCeF68E/rFXV5SGPEAAAAAYB0dDwAAAADWpSbUKmzoQ9BJkUzKizIcI87yTEKfREQ6W5p7/2Ew0aLJBFNRnsc4Q2BcDBFzZZKyuMtW2Zj8Lcr9Bi3bWrnTJ/cuxzBpqiv3iG1ZPE7b9xriF/ffM5ngefG/7M08HgAAAAAQjdSMeAAAAADWeQmk062REQ8nOx71Y8dIfV1D0XBf2KG/oNubhNbEPWmTyTomw6XGn1sYbo37PIYRR1hY0DKSHA53JaxMbYOo2qN02zjbOY5rS1rX964fYj8VQzMtPRtd5spxRnm9unJMJmolPCiO4+xzbxc2i2S3SZEgJzseAAAAQCIKBZFczOltSacLAAAAANFwesTDRiaqasoOGgKjMg1NiGqSPReHm8OclyizDZmGjPRXlmkdbJyvJK/rMOeuUiiTykabBQ5LqqKMuGnrp2Sv6gyYiS5oSGmS4WlZYStUMKpybWdSDFuW0XoRZXRzPsxVPU6RomOt5num0+sItA1gyumOBwAAABArXi63hlArAAAAANYx4gEAAAB08woF8WJ+udyrkZfLnex4dK56WyQ3MPh2VcSqhok1j/L9i7DvE5TjykzT2jhyg5nRbaUsjuPdhTCxzLbOXdzvlES1X9ffH7BRv4rvnSjx3PVqqlzNfRQmzbYp2+/euHjew0rqmCJ9hyKi/VhrC4N7wqQeUdbPynVdepwRvdsCRI1QKwAAAADWOTniAQAAACSCl8utyXmeO0fa3t4uTU1NMkNmSX1uYKgwKEQr6yEP5bh4zLbqZDtUyNbs3HFLa51iDwWzwMW2B7KoftxY6SxslgdXXSdtbW2Sz+eTrlJsev4OPXTICVKfGxRr2Z3eFnn4ozsz3+aMeAAAAAA9Cp5IjhEPG3jHAwAAAIB1To94MJzujqgy1oQOlwiYqSNoFi3XpSnLVNxZkuKQ1jrZqLeTszcDCI2Zy6V79CHm9LaMeAAAAABANOh4AAAAALDO6VArV5hk14oy40qcWWpM9xN0QsBOdWM1xEmZ7Ew7CZqyvvq5iH6CNJ2iY7IwKWSl7XX1CFpG3Nl8gp7rjVNa/OX8stay25qW4aKNs6f5y40LliZYk142Jqo0UeneLFovzHNL91yI8LmqiuoZ6+I1HfR5VGk93X5jOVaDayKq8N5ayqbp4jXrCq/giRfzy+UOJZm1ihEPAAAAANYx4gEAAAD08AoS/8vlMZeXEKcnEEyrsEO1QUNddCEPYTIVVbN9GFkZ8k1qMjdbXJ+w0Fr2tBoRpp3CPi+SnNTQdhiVre+AtMpa+FKik2fGlJ2x0+uQxbIw85PZler5O/SQAZ+J/e/QTq9DFnXdnfk2J9QKAAAAgHWEWgEAAADdeLncHjoeFtiaOE2boSmicIkkh73DZllJkzQdgysTFgbdTxxhQzbCdeIObQtTRum2UWV0i6Odgm5ja32T82KjPappv6iuzaCZqEzLs/1d5sp3ZVonv4U911xzjVx22WWyZs0a2WuvveSqq66SqVOnJl0tLUKtAAAAgB5eIZmfgO68804566yz5IILLpBnn31W9tprL/nUpz4l7777roVGiQYdDwAAAKBbp3RIpxfzj3SIyNYX3NWfzZs3a+t5xRVXyKmnniqnnHKK7L777nL99ddLY2Oj/OxnP4urqQIjqxUAAAB8tZrVatOmTTJhwgRZs2ZNIuVvs802smHDhqLPLrjgApk3b16fdbds2SKNjY3y61//Wo477jj/8zlz5sj7778vCxcutFzb6vCOBwAAAGre4MGDZcWKFbJly5ZEyvc8T3K5XNFnDQ0NZdddt26ddHV1yciRI4s+HzlypPzlL3+xVsew6HgAAAAAsrXzMXjw4KSrkVm84wEAAACkyPDhw2XAgAHyzjvvFH3+zjvvyKhRoxKqVf/oeAAAAAApMmjQINl3333loYce8j8rFAry0EMPyf77759gzSoj1AoAAABImbPOOkvmzJkjU6ZMkalTp8qVV14pH374oZxyyilJV02LjgcAAACQMieccIKsXbtWzj//fFmzZo384z/+o/zhD3/o88K5S0inCwAAAF+tptOFfbzjAQAAAMA6Oh4AAAAArKPjAQAAAMA6Oh4AAAAArKPjAQAAAMA6Oh4AAAAArKPjAQAAAMA6JhBMUP24sf5y58pVkexHp7OlufcfS5aXX2n65OJ/69YLUXZ96/qy67RPafGX88ta+92naRkmZRe1jcrg+E3p2kk97sYFS8tvrJ6XiM6JSPE1t3H2NH9ZbX91HXW/RvWugu6eUOsXZXk26No/zD1eqYwo9xuGi3WyIcxxll4bJttHVV4c5ySy8qr4Lgpaj9S2DZByjHgAAAAAsI6OBwAAAADrcp7neUlXokd7e7s0NTXJDJkl9bmBSVfHaQzb6tvAdtvE0facX7iI6zKcuEOtgGp1eh2yWBZKW1ub5PP5pKuDDGHEAwAAAIB1dDwAAAAAWEfHAwAAAIB1mUqnm2QsbNxl12qsr0k7224bzm/2EVdfnmlb0H69TNNb69pM9/6aKmjKWNfPTzXvwgBIB0Y8AAAAAFhHxwMAAACAdU6GWtWPHSP1dQ2Bh1djSW2qmQG8mtlRTYfgy9EeqzLjq26m7rBlBK13mJljq2ojg5m+w8xsW805DRMuEQfXQy9UcdTVhTTMla5922Ez1ezT5H5Rmayjo3sO91E6A3ZPecqz0eRZqpahbRvN+hWPU9mmU62fsqwLuyoqL+D1EOU5DXPNmYSXiUjg77VUpSk2+L7aOHuav5xf1lp2nUiPYfpkkc5NIk8vjG6fQDdGPAAAAABYR8cDAAAAgHXMXB6QM8OzFsSRSSTL7Yf4ZeF6ysIxhBVHG9DO5WUlgxTnN1rMXA5bGPEAAAAAYB0dDwAAAADWOZnVqiyDzA9xiCqDR+m+osp0FDQLSdjh6aDbh812k6bwr6SG/qtpszDXR5IhDlHVKclwk2oyurl+TrX3tkFWwCifVVFlEnPl2g+aOUxlnOFKk0HKRnbCKM9vkYB/L8TxvIgyq105RfeWiKybPNRfHj7/yUD7AmxixAMAAACAdXQ8AAAAAFhHVisAAAD4yGoFWxjxAAAAAGAdHQ8AAAAA1qUnqxWKxJ2ZJqkJmUyzh0RVVxeOOay42wwATMX9vZSF51wWjgHowYgHAAAAAOvoeAAAAACwjqxWKeXK0GuYesQ9cV/Whuhdr58pF48jzjq5ePzVcCHc0fUwwyQnqgzLdptlITQ4S8hqBVsY8QAAAABgHR0PAAAAANYRagU4jhACAECcCLWCLYx4AAAAALCOjgcAAAAA61IzgWCYjESl21jPvjJ9cu/ykuWh6lT0eUtz2f2GqmvE25SlaQ/t54ZK27OcwG2sOY/1revL7189JyJVHUe/9Yho/Urbq3RtE0Yc9dOWYXCdVTrOPue4ZxvdNRGw/ZzM4FPNvam5X3TPLZP7URXm/EYpqqx5FQW8ZsNk7+rzvaScr6LzGOK6juo+rSTU89Pgu1W7fsk2UWZlKyfS+73S3yqFzSJE9sICRjwAAAAAWEfHAwAAAIB1Tma1mjn2NKmva4gsDEpEHy6hZTDUqw0J0AxVV6Ktn8mQszJcunH0EH/57YNz/vLEK8q3penwuVo/tYyNI3r7ro1rC/5yfllr4DJMmLRtVGFhujCDsKyHz6nD5xKunYJe49WE8ZmIKmQhynrrruv2KS3+snofFNWjitCYwCFIEYljok9VmHuimvJ0rITJlDzng96bcYQ+6spQr+vG1R/1rh/wPtI9/yrtx0rYr7p/G98lpeVFFIarqvTdGrbuZLWCLYx4AAAAALCOjgcAAAAA65wMtWICwf7V6qRytXrcAGCCZySiQKgVbGHEAwAAAIB1dDwAAAAAWJeaCQRRrFaH0Gv1uAHABM9IAC5jxAMAAACAdXQ8AAAAAFhHxwMAAACAdbzjAa2szZQcpuyk2qIaUc9gW26/Lh53lGrpWIGk2LrPuH8BdzHiAQAAAMA6Oh4AAAAArGPmcgAAAPiYuRy2MOIBAAAAwDo6HgAAAACsS2VWK5OMFaaZfaLKfmGSDal0/0GPw3S/NoTJ6pTkMYQpo5ptk7qeij5vaS7e2ZLl1Zet7Ku+dX3Z9eM4dybluZIhJ6r1o8xOFuZZE3SdavalCnq9VxJnZroknxe2xPk8U8X9feDKd5SOi9cGUC1GPAAAAABYR8cDAAAAgHXpzGo1fXLvshJGEuWwqO0h5mrWM9qXpm1MVArtcCUkIKp6bJw9zV/OL2stu8/QIX26c6F8roYv2Qj5iHK/cYgq9MLFSShrle32qBSqUhR2GPB5qBXwGRs2BEvHVshSnOerqrBkTfhn+5QWf7lx9Ue9G0d13isJ8b2rE2X4VzV/X5DVCrYw4gEAAADAOjoeAAAAAKxzOtSKbA/FAmeB0YQZJJn9J0zGn2pElYWoVsNnavW404rzZUeYbEiqSiFEldYLIu5MUZEJGa4Ud3h0VKL6Tqwma2YlhFrBFkY8AAAAAFhHxwMAAACAdamZQNBkGLuaDFJFZegyoATMohV2QjDd9rp9aY87YJuVsjHBksl5XHPkOH95+PIPi38ZMGTMZJ0w2WHCnlPXsy/FMdmcUf1KJ0XsETCrkCpshiGTzHJFWcuUY9g4eoi/3LhgadmyqgqPSFH2LxNRhTiVrhdU0PtDt04cGefChpdGNemqrk7a/Wue7bbqEUaSmQPDfhfpuP4sQHYw4gEAAADAOjoeAAAAAKxzMqvVzLGnSX1dg/GQYjnVTNanHWqMYcKoLAuTtcPF9qsYAhTR9ZFkZhWdMCFiSYYmhJ4IssJ6QdaPMsQuraF7QbeNIwOfKqqyTbPxuZB9KSsTjtq4bqI8j0GvuaD7r1QeWa3gEkY8AAAAAFhHxwMAAACAdU6GWpWbQND14d801TVuqZ3QCoCTsvK8jfM4qsn6aCMUrJr9uxhaaML1+lVCqBVsYcQDAAAAgHV0PAAAAABY5/QEgqGGJtVMVFIykZelDCVBmWTRUuutcj1jTZJZmdRMU7rzHvScRjrZnG6CuRATpIUNnbCdBSaO0I6w9Qi6XxtZ96Kc2C3M5Hu27tmwE3RWu/9KAreNbqJZgzqVHmdUmeKCTmSo24/pvoposj4Gfd6Gbacw93zgZ6RhNkMb92lYxvdIYbNIuqLDkBKMeAAAAACwjo4HAAAAAOuczmoVt7RmoHCl3razodgSZXk2JlGrJbRfOLRBMdvhS3GHp8U94agr96ONCR/T2q429lMOWa1gCyMeAAAAAKyj4wEAAADAupoJtSIEAbUidJYaAMgig4yC2IpQK9jCiAcAAAAA6+h4AAAAALDOzQkE99tDpH6w0eR5YScsM92m3LZpHZ4NO7lamAmP0jR5WdgyomqDsBNm2Sgv7LmzPRGfSVkV65BQSIbpBIKqqCbGDHv9xTlJoSvPYVcy8EWZ0SnOZ5hJ/Uy3Malf0QSHgfYYQdkB14/yfjQpO+i2QLUY8QAAAABgHR0PAAAAANbVTFYrBOdKOIMNYUJ9XG+LsEPucYbMuMrGxGlh2yzrbe4CG/d8kuctjvvX9esy7mdYVM8Ola3Qx0rIagVbGPEAAAAAYB0dDwAAAADW0fEAAAAAYB3veGSZkhJ03eSh/vLw+U+WXb2qFIZKGWqqQu3nFcoz0dnS7C+rx6Qadd/KsutvHD3EX84va+13/ypbKVVtx5SX7itMqswiBucX7se/w31cQ0gC73jAFkY8AAAAAFhHxwMAAACAdU7PXK4LjdGFzzSu/qh3HyXhH0Fnf1bZmtVZG2ajhvuECWNRth0uykzMmjqZzvZedHxqCJKmbN1+VOoxq/tsn9JStJ56jnUhY6KWodSjUS2v/JbaG8LWjNxhZp0u2o/Sfp2lba+ERam/023frtxTorR/UXiaco4kynSVFmYMr2bG7zDnTr1mGxcs7Xfbao7ZRvhN0LC/qNN3VluPinXSPFdM1okqRLGatogsJFKzvqo0vFR7DWquU92+tN/fDqaujaqN08D4uAubRbJxyHAMIx4AAAAArKPjAQAAAMA6sloBAADAR1Yr2MKIBwAAAADr6HgAAAAAsM7NrFYZksWsGEHRBnZEmS3HlXPkSj1cRzvZl+U2zvKxAXAbIx4AAAAArKPjAQAAAMA6sloBAADAR1Yr2MKIBwAAAADr6HgAAAAAsI6OBwAAAADr6HgAAAAAsI6OBwAAAADrUj+BIBMhIUpcTwAAAHYw4gEAAADAOjoeAAAAAKxLfagV4TCIEtcTAACAHYx4AAAAALCOjgcAAAAA61IfahUlFzMauVinrFHbWFVVe0+f3Lu8ZHmVNUI1dPdKkveQSdlR1i/Lz4ssHxsA1ApGPAAAAABYR8cDAAAAgHU5z/O8pCvRo729XZqammSGzJL63MCkqwPL4gidCFMGoR0AXBL0mWTrGZZkWGOcZZuUFbY8W8cT9lrp9DpksSyUtrY2yefzgcsHdBjxAAAAAGAdHQ8AAAAA1hFqBSsIU7Iv7qF4uINzB8AmQq1gCyMeAAAAAKyj4wEAAADAOjcnENxvD5H6wVLfut7/yFYGj6ATfKk6W5rL71SdOE6ZUE49nkr7Kjpu5fONo4f4y40LlvZbP93+1f3kl7X2rlNy/EllUKm0n3Vz9/eXR923snc99VxoJu4LXD/NuYsltMVgIkLTDCjq79YcOc5fVtsvDFv3XVEbqNvaeC6UlKW7V03aXP28fUqLv6zes9XUteh36v2slrH6o/I7NpjMUrd/3X4qZfaJalLOjbOn+cvqs6ponwb3filtOyvXge55G2affbYxuM5CMfj+sTVpZaThgLo2DDhJq65Ouuss9PPM8Ps/aHn9livF35XD5z9ptA0QB0Y8AAAAAFhHxwMAAACAdXQ8AAAAAFhHOt0QoopjrrTftMZgungMccxiHtk1YfCOB4B0MZ7xOqJ3GqLk4jMd9pBOF7Yw4gEAAADAOjoeAAAAAKwj1MqyrAxPZ+U4al2o9NGa9atJRaluo0tValKPWFJ5AjWK+6h2EWoFWxjxAAAAAGAdHQ8AAAAA1rk5c7kNCWUJinQm5xDrh8Uwe3lqyJCI2QzHUanmGjBZz2QGapV6zJ1GtdC3k8lsu6qiWauVeid5vQYN/7I28zuyIcEMV7r7C9mjPntH3bdSpLBZhFMOCxjxAAAAAGAdHQ8AAAAA1jmZ1Wrm2NOkvq6h6HdxTMoX1TpAVsQ96WLRepoQk/rW9WU/127LBIw1o1JooIshrEinsNdZGpDVCrYw4gEAAADAOjoeAAAAAKxzMtQqSxMIpknp8HGYIWNbE7uZZFkyycqUleHwpBCSAgDZRagVbGHEAwAAAIB1dDwAAAAAWFc7EwiiX1GGzOj2FbaMoNsTBmQH7QoAAIJixAMAAACAdXQ8AAAAAFhHqBWAzHE9m1ncWcHIQgYAcAEjHgAAAACso+MBAAAAwDpCrSzQhjVMn6zfaMny6vebAaahMVlug7iZtKWL7W1Sp0Trqt7nmvvapH5RTujpyrlLlMF5SZKL9xoc5Ph1DPSHEQ8AAAAA1tHxAAAAAGBdzvM8L+lK9Ghvb5empiaZIbOkPjcw6eo4wZXh97SG5eikqa5Jivu8B92X69mrAMRv3dz9/eXh859MsCbp0Se0s7BZHlx1nbS1tUk+n0+oVsgiRjwAAAAAWEfHAwAAAIB1hFqlSK2EB9XKcSaBtgUA9KfT65DFspBQK0SOEQ8AAAAA1tHxAAAAAGCdkxMI1o8dI/V1DYGz2kQ5WZ+LaiU0plaOMy5ZC6/K2vEAznJ8sjqeBUD6MOIBAAAAwDo6HgAAAACsI6uVI2pxIrSwx6zbPui+sjY5IgBz3NtIK5vXLlmtYAsjHgAAAACso+MBAAAAwDons1rZYHs4var9qxlDWtcH394BYdq1muO0EZJmsm2azkna6K4hQmDcVnovun6OdNdT0HpvnD3NX25csLTf/VfDldDbLNyDuvMVByvnUfm7odPBTGNAfxjxAAAAAGAdHQ8AAAAA1tHxAAAAAGCd0+l044gvDVpGmDqZpH8t3a+6zZojx/nLw+c/GajssHTHXRQ/u/qj3g0SjD3NQlxyUJWuLe11o5mVWN1X+5QWf9nk/Jq2fdAUxmo9VLqY7SxcA3G/Q5GFNgOyouh+bGnu/UVM362k04UtjHgAAAAAsI6OBwAAAADrnA610gkaplFpPVekKczBlfAvVZraD/GK+9pI7bWoCb2rJak9dzFwMiU97Jg+WTo7N8nipy8l1AqRY8QDAAAAgHV0PAAAAABYVzOhViqGcVFLgt4vQWcP187Oq2RiqW9dr61fUcYWjY2jh/jLRpmsNFlgspYpDwBsIKsVbGHEAwAAAIB1dDwAAAAAWJfKUCtkhKUsOtrQFYMJ8wh1AQDUOkKtYAsjHgAAAACso+MBAAAAwLr6pCsAd1kPQbIUXqX9XM2slKLMQ7bKdiXELEw9XDkGlUmGMFX7lBZ/Ob+sNXB5YY47TAauPvXQZBLTlqfJeqb9XKnfurn7+8vDl3/oL6vZz0REGld/VPZ3amY0k/Oirr9x9rSy66tlqYrKLV0n6DNQDRcNs58quHivRSXLxwa4hhEPAAAAANbR8QAAAABgXeqzWrkyRFpNPUwmPNOtr0ryuNWQh1H3rfSX4w6ZsX0duBhqZRrSYzsUx5Vz58qzANGJ45nHdYM0ievvALJawRZGPAAAAABYR8cDAAAAgHWpD7VKM5MhU3WdoiwranaUGDKaqCpltukReNjX0mSC0LMdYqJm/1GzAlVaT5fVySTETCfK0ASTrEy6MkxCKwn7AeACQq1gCyMeAAAAAKyj4wEAAADAOidDrWaOPU3q6xqMMj1FiTAH++Jo4zAhLVwDAJJgI7ubjq0seCYhs9U8e8OEVzr/HFfazCRkM0oVJwQtbJYHV11HqBUix4gHAAAAAOvoeAAAAACwzslQq1rJahWnKIeeI8sSVEUmK22WLyVrkrZ+mixE2nqr9VNpQrYq7isitkIIUhWa4AjaDEBWkdUKtjDiAQAAAMA6Oh4AAAAArCPUKss0oUIbRw/xl3UTtonoM0KpwmZQKVeWLrNHpTrpJqEzCaMyCruKQ0STKPYJ/woaYmYiRPaaatcDalGmMzrBWYRawRZGPAAAAABYR8cDAAAAgHWEWmVYWofco5xIKmx5tYI2AAA3RZZJMgBCrWALIx4AAAAArKPjAQAAAMC6+qQrAHvSGjJTqd42jimt7RQl2gAA3MTzGVnCiAcAAAAA6+h4AAAAALCOjgcAAAAA63jHA74+M14HnCXXZFtt2taIZu3OClvpbV1Jm+tKPaxTrmt11vg1R47zl0fdt7LsprZme6+ZtgcAOIcRDwAAAADW0fEAAAAAYF3qZy43DRsoWq+lufxKmhCfqGYNrRjKpAnJCFNeHDbOnuYvNy5YGsk+w85cXiuzm+vqpLteS5kcR9H5Xf1RbxnKNardj8E1bVqnyEL6LHHx+siaJGZvdhnXXLFabA+bx8zM5bCFEQ8AAAAA1tHxAPD/27vz8JquvQ/g351ZkBQxJ0hpEJIYglJFYh6KqBrbxlC9hqi+aBtjFG211at127pXbxXVVnlLXcpVY8xqipCaagyiQmhCDDnJ7/0j79nOSXLiRM7Omb6f5/E42WefvX9r77XOPmuvtdciIiIi0pzdd7UiIiIiIsthVyvSCls8iIiIiIhIc6x4EBERERGR5ljxICIiIiIizbHiQUREREREmmPFg4iIiIiINOdm7QCIisIZJ4kiIiIicgRs8SAiIiIiIs2x4kFERERERJpjVyuyK+xeRURERGSf2OJBRERERESaY8WDiIiIiIg0x65WTsKc0aAM1ylsPa3jMPfzhsxNU1H2zRG0iIiIiCyHLR5ERERERKQ5VjyIiIiIiEhz7GrlJMzpKlQS3YmKu4+ifr44+2P3KiIiIiLLYYsHERERERFpjhUPIiIiIiLSHLtaOQlzRney6KhWz4Y+er0v8YljKuwzuurlHy2/kvbYbZn6bHHis+Qxs9QoWk8SU1H3XdRR0thtjYiIiNjiQUREREREmmPFg4iIiIiINKeIiFg7CL309HT4+vqiHXrBTXG3djhkR9ith4iIyDJ0koXtWIO//voLPj4+1g6HHAhbPIiIiIiISHOseBARERERkebsflSrzKgW6mvv1fvV16ZGJALYFccR8ZwWHUemIiIiopLEFg8iIiIiItIcKx5ERERERKQ5u+9q5XPwivpaZ7A8b7cQU12vtOhu8kTdU8yYcK/Y+ygGk5PpmTERX5G3yS49JhU1vwJAenh19bV3yr1Hnzc8Xybyn9FnC5k4sSCFTfBo6j1TkzMaxmFY5k3u20m7jjl6+sg2MJ8R0ZNiiwcREREREWmOFQ8iIiIiItIcJxAkKoa8XY7Y7YCIiOyZW4A/dDkPsPnyAk4gSBbHFg8iIiIiItIcKx5ERERERKQ5VjyIiIiIiEhzdj+crjVZckhBs7ZlOOSpIRPDomZWLVXg6pkVzatveqfmFLjccDjTC6/UUF+XP5Gtvk6r76q+9t96R339x5hHy71OPIrP68ajR40M95s14qbRvlNvllVf1/ni0f5uhJZWX7v3Tn30+Z8rFpgGw30Yxlrr20vqa1NpMzkkbWFMnBfDfZvah2HazDknhkPP5nW1z0P1teHxMxzS9lrXAPW1X+Jdk9tSGRyDzKgWBcaUl2Eev/F6y8fuz5whd80dXvhx65vLaN8GwwMbnl+j4b4tGV8Rh98uCc4yxGpx0pn3XJvzHZN3KOrHMdym4feq38K9RdpOYYo8DL2pYddN5GPD75G8vFfvL0KkppV4frXBMmuKLvkydJJl7TDIQbHFg4iIiIiINMeKBxERERERaY7D6RLZIHvttmKvcRMR0SM6ycJ2rOFwumRxbPEgIiIiIiLNseJBRERERESa46hWRDbIXrsp2WvcREREpD22eBARERERkeZY8SAiIiIiIs2xqxWp8k5uVZxuMyUxulFR98ERlyyHx5KIiIiKii0eRERERESkOVY8iIiIiIhIc+xqVUSO3MXkSdJj6niUxLEp6j5Mre/I51QrPE5U0lhOiYqP5YisjS0eRERERESkOVY8iIiIiIhIc+xqVURsmjTmCMfDEdJA5OhYTomKj+WIrI0tHkREREREpDlWPIiIiIiISHOseBARERERkeZY8SAiIiIiIs2x4kFERERERJrjqFYOrKgTBRmub+5nLLVvsz0b+mgfV9IKXMVeR+2w1DGz5Hmk4uFkXURERI+wxYOIiIiIiDTHigcREREREWmOXa0cmK56+Ud/GLw27KJktE6erkumuonk7crzOKbWTw+vrr72Trn36I19iY9eG3StyveewXYNt+VjsLpR+kxtJ+8+/l9JdOUq6rG05D6M0mF4DAyPjSnmrG/uNou6bysy61iasZyoMEXNZ0RE9oItHkREREREpDlWPIiIiIiISHOKiIi1g9BLT0+Hr68v2qEX3BR3a4dDReQII/gUNw22eAzMicnkOhbqBuXoI23Zynkv0TgK6wZpg2zlHBHZQ17USRa2Yw3++usv+Pj4PP4DRGZiiwcREREREWmOFQ8iIiIiItKc3Y9qZcmuMYaK3CXFgjGZw5pNtab2XdQ4zBk1y1aboU0xGkXLSrHn69ZkOKKZ4XIT587o84YjoD3BvgvafknQKg9ZKu+bs80nUaLH2dyuVVYctUyL7xhLfTYvS507S+an4pRnW7xGabH9J9mHLV7X7Pm6S/aFLR5ERERERKQ5VjyIiIiIiEhzdj+qlTM1D9pKWo3iMOxaZM1RbWxkEjpb6WpkyBbyTWZUC6O/vVfvL9LnLZUGrc6PtbruWJItxmGKo4w4RwUrrLuopUbXs+T3iC3kJ0vG5BbgD13OA2y+vICjWpHFscWDiIiIiIg0x4oHERERERFpjhUPIiIiIiLSnN0Pp2sLfStLihYzShc7DhsZBtetiMO+Gn3WisNjavHMQXH7+mpxHov6TEdeloqjJIbWLepnrcmSw81aKt+YHNq5iDEUNw5z9lHc825r8Vni85owuMYVJz5HGbZdz+TzlkCRh3PPezx0klWs2IhMYYsHERERERFpjhUPIiIiIiLSnE13tSqRWcINuiwZddcxtS0TXZy0mi3WZNNwEfftyLPIWlJRj2VepmYuN2e7RT13WsyinY8ZXfqe5Jhpkk8NYzX0BHFbrAuSGcevuN1hirotk2kwjNXgu9CkPMe7qN9JpmIy5UnyjDnbLW6ZV5lxLSnsWGjRVc2cfeX7vInvMIvRqExY6rvKFK2uY2Zt10TaTHV7Lmy7JXLdICoEWzyIiIiIiEhzrHgQEREREZHm7H7mciJrssUZbIkchT110ySyJcUtOzrJwnas4czlZHFs8SAiIiIiIs2x4kFERERERJqz6VGtTCmJEaRskSYj2TzBvm1l5CxLTb7n6PnJWiO52OKxMFLMSTgtlT5bPE62EpMlJ3zTYsJHW/y+sJXvM0seM60nWi3piSBtceJYopLCFg8iIiIiItIcKx5ERERERKQ5jmplR2yl+4MhW4ypJNlD87atdJdwZM5eDmyVxc5LMbrlMW8UnyMfQ1vtzspRrUgrbPEgIiIiIiLNseJBRERERESac/pRrYq6D2s2+driqCdaHIMnic9a50VXvbzxAgfrBmAr3RocuasFmVbcrn4W+868kvbojyLmxZLOr45eVhxtNLni7NsRzy85PrZ4EBERERGR5myqxUP/nLsOWUBhj7znPFBf6iRLm2BM7aMk9q01W0/Dk8RnrTTp7hv/7SjH09bYehpsPT57ZXBcDZX4MbaVOMzhiHlRi+PviMfJgnTIPSY2NP4QOQibGtXq8uXLCAgIsHYYRERERE4vOTkZ/v4Fd3kkehI2VfHIycnBqVOnEBwcjOTkZKcawi09PR0BAQFOlW5nTDPgnOl2xjQDTLczpdsZ0ww4Z7qdIc0igoyMDFSrVg0uLuyVT5ZjU12tXFxcUL16dQCAj4+Pwxbowjhjup0xzYBzptsZ0www3c7EGdMMOGe6HT3Nvr6+1g6BHBCrsUREREREpDlWPIiIiIiISHM2V/Hw9PREXFwcPD09rR1KiXLGdDtjmgHnTLczphlgup0p3c6YZsA50+2MaSayFJt6uJyIiIiIiByTzbV4EBERERGR42HFg4iIiIiINMeKBxERERERaY4VDyIiIiIi0hwrHkREREREpDlWPIiIiIiISHMOUfFwphGBnSmtRM6EZZvI8bBcExmzy4pHSkoKdu3ahS1btiAjIwOKolg7JE3dv38fDx48AACHT6uhU6dO4auvvrJ2GFbHC5fjYtl2Xs5SrrOzs60dQolz1nJNZA67q3gkJiaiZcuWGDJkCF5++WUEBwdj9erVuH37trVD08SJEycwYMAAREREIDw8HGfOnAHg+BethIQENGzYEJmZmdYOpUQlJyfjp59+wqJFi3Dx4kUAznHhun79Ok6dOoXffvvNaLkj53OWbecp285Yri9evIjr16/D1dXVqSofzlquicxlVxWP1NRU9O/fH4MHD8aWLVsQHx+PTp06YejQoVi4cCFSU1OtHaJFHT9+HK1bt0aVKlUwePBglClTBv379weQe9Fy1C+yo0ePonXr1hg3bhzGjRtn7XBKTGJiIlq1aoV58+ZhxIgRGD58ONLS0qwdlub0NxOioqLw7LPPonPnzli+fDkAx83nLNvOU7adsVyfOnUKzzzzDMLCwnDlyhWnqXw4a7kmKhKxI6dPn5Y6derI/v37jZZPmzZNKlWqJPPnzxedTmel6Czr4sWL0qBBA3n77bfVZWvXrpUBAwZIRkaGZGdnWzE67fzxxx/i6+srI0aMEBGRrKws+fLLLyU2NlbGjx8vFy9etHKE2rh48aLUqlVL4uLi5M6dO3Lx4kVxc3OTjRs3Gq2Xk5NjpQi1ce3aNXn66afl7bffluPHj0tiYqJ07NhRWrZsKTNnzlTT60jpZtl2nrLtjOX6zz//lA4dOkjHjh2lXbt2UqdOHUlOThYRcZjrc0GctVwTFZVdtXhkZGTg1q1bcHHJDfvevXsAgJkzZ2Lo0KGIjY3F6dOnAdh/s+aBAwcQHh6OCRMmqMt27NiBrVu3olWrVggODsaCBQuQkZFhxSgt79dff4WbmxsCAwNx6dIldOnSBd9//z22bduGjRs3okmTJtiwYQMA+z/Hhnbu3IlKlSphwoQJKF26NGrUqIFu3bohOTkZc+fOxbZt2wA43l2zs2fPQlEUjBkzBg0aNEBISAi+++47NG3aFOvWrcO8efMAOFa3FGct2//973+drmw7Y7k+ceIEypUrh9jYWHz00UeoUaMGIiIicPnyZbi6ukKn01k7RE04a7kmKjKrVnueQEREhDRr1kz9+/79++rrdu3aSf/+/a0RliaOHz+uvv78889FURT5xz/+IXv27JE333xTypUrJ0eOHLFegBp5//33pVGjRhIQECDdunWTy5cvS2ZmpoiI9OvXT2rUqCHp6elWjtKyvvzySwkKClLP+YcffiiKokjfvn0lKChImjVrJp999pmVo7S8Q4cOSfXq1WXHjh0iknsXXETk5s2bMnz4cGnVqpUkJCSIiGPdFT527Jj62tHL9p07d9TXzla2nbVc79y5U329b98+iYyMlDp16silS5dE5FHLh6O1AjjrNZuoKGy64nHr1i1JTU2Vy5cvq8v27t0r9evXl379+qlfXg8fPhQRkVGjRkmvXr2sEapF5f0yzsjIkM8//1zi4+ONlleqVElmz55dkqGVmPfee086d+6c70v6woULUqZMGVm9erVV4tLKqVOnpFKlStKwYUPp1q2buLm5yfr160Uk98f4q6++KpGRkXL37l0rR2pZqampUrt2bXn99dfVZfpyfePGDalWrZpMmjTJWuFZzPnz52Xv3r1qxUrP0cv26dOnpV+/fpKUlKQue//9952mbDtruc5r//79auVD3+1q5syZsm3bNusGZiG8ZhOZz83aLS6mHDt2DIMHD0ZOTg7Onj2LESNGYODAgWjZsiViY2Px8ccfo3fv3li1ahXc3d0B5A5hV6pUKWRlZcHNzc2uumfcvn0bpUqVgqenp9qVTK9MmTJ4/fXX1XRmZ2cjJSUFderUQVhYmDXCtZjz589j/fr1OHfuHDp27Ig2bdrA29sbkydPRmRkJOrXrw8gt+uFoihITU2Fv78/AgMDrRx58dy9exd37txB2bJl4eHhgaCgIOzcuRNHjx7FH3/8gaysLHTo0AE6nQ5ubm5o27Yt5syZg8zMTHh7e1s7/Cd26NAhLFy4EP/617+Qk5MDPz8/fPHFF+jRowdq1KiBKVOmwNXVFSKCChUqoEePHmr3SXuVmJiITp06YcCAAahduzYqVqyovufIZfvo0aNo2bIl7t+/jwEDBiA4OBgAMGnSJERERDhk2b516xZSUlJQpkwZlCtXDkFBQdixYwcSExMdtlz/8ccfWLt2LVJSUhAREYEmTZqgcuXKAHLzs6urK5o3b44PPvgAkyZNQseOHdGiRQssXboUSUlJVo7+yTnrNZuo2Kxc8SlQcnKyVKlSRcaPHy9bt26Vb7/9VkJCQiQyMlJ++uknERFZuXKlBAcHi7+/vwwcOFD69OkjpUuXlsTERCtHX3RJSUlSrlw5mTp1qsmH7/J2M5k2bZo0aNBAvXtkjxITEyUgIEDatWsnTZs2FRcXF/nyyy8L/cykSZOkRYsWcv369RKK0vKOHz8u7du3l5CQEAkODpaVK1canfcFCxZIt27djD4TExMjXbt2tes7owkJCeLt7S1jx45Vl+nz9RdffCGurq4yZcoUo642UVFRMnLkyBKP1VLOnTsnVatWlbfffttk2c7bCuIIZTshIUFKlSol06ZNk5iYGGncuLHcvHmz0M/Ye9lOTEyUpk2byjPPPCO1atWSDz/8UO1GJuKY5frYsWNSrlw5ad26tbRo0UI8PT1l4MCBaquOiPED5bt37xYfHx8pX768XXc5ctZrNpEl2GTF46effpKwsDCjL+0DBw7Iiy++KK1atZJ169aJSG4/8NjYWBk+fLjExMQYNefbiytXrkjTpk0lNDRUvLy8ZNq0aYWO/LFjxw6ZOHGi+Pj42PUX94ULF6R27doSGxurdpWbN2+e+Pn5SUpKSr71t2/fLhMmTBBfX1+1z789OnbsmFSoUEFiYmJkw4YN0qtXL6lTp47Rs0q7d+8WRVEkNjZWFi9eLBMmTJBy5crJ0aNHrRh58SQkJEjp0qVl4sSJJtdZtGiReHp6SufOnWXgwIEybNgwKV26tFG/aXvz9ddfq90/s7Ky5O9//7sMHTpU3n//fdm0aZPRuo5Sto8cOSLe3t4yefJkERH54YcfpHr16rJr1y4Ryd8txRHK9qlTp6RChQoyceJESUhIkLFjx0qdOnXkr7/+UtdxtHKdmZkpPXr0kLFjx6rXrA0bNkinTp2kXbt2smrVKnVd/TkfM2aMeHp62nWZdtZrNpGl2GTFY926dVKtWjU5efKkiDy6c3D06FHp0aOH9OrVyyHuGmRnZ8uPP/4offv2lcTERFm6dKm4urqa/CK7efOmxMXFSYsWLeyyZUdPp9PJBx98IH369JG0tDQRyT0WJ06ckMDAQPnjjz+M1r9x44ZMmjRJQkND7fYiLSJy9epVCQsLkwkTJqjLzp49K926dZOzZ89KWlqaZGRkiIjI4sWLpWLFitKgQQOJjIy06/N99epV8fb2liFDhohI7oAQsbGx8tJLL0n79u1l4cKFamXz6NGjEhMTI71795bhw4cbPYRtj0aNGiV9+/YVEZG2bdtKmzZtpFevXtKsWTNp3LixLFy4UERE0tLSZMaMGXZftm/duiWVKlWS2NhYo+WNGzeWHj165Fv/5s2bMnnyZLsu29nZ2RITEyODBw9Wl92+fVs6d+4shw8fllOnTklqaqqIOFa51ul00rhx43zPLOzdu1d69uwpXbp0kX379qnLf/vtN2nZsqUcOnSopEO1GGe9ZhNZkk1WPBISEqRChQryxRdfiIjxHbLdu3eLl5eXLF++3Ogz9jrizZkzZ2TDhg3q30uWLFG/yPJ2wRDJfWhNfxGzZz///LO88847RssyMzOlWrVqEh8fn++u6O3bt+22C4ZefHy8TJo0SR3ZRURkypQpUqZMGaldu7aEhITIa6+9pv4IT01NlbS0NLsf5efgwYPStm1badiwoZw5c0a6desmzz33nIwaNUp69OghYWFh8tprr8m1a9dE5FHXjILyv73Qfx8tXrxYXnjhBVmwYIF07NhRrl69KiK55X7MmDESEREhV65cERGRv/76S27cuGG1mC3FsAKhP4fffvutBAUF5XvYViS3smLvZXvIkCHy4osvqq3006dPFw8PD6ldu7bUq1dPOnbsKBcuXBARkevXr9t9uc7Ozpa7d+9Kt27d5M033xQR4y5VO3bskODg4HwVUP2NJnvmrNdsIkuxqYqHYeXh/fffF3d3d7WvqOEP0fbt28uYMWNKPD5LMexWY0ifxrx3UR4+fChLly616ztFBck7Odzdu3elZs2aRkMxbt68Wb1gO4LTp0+rr+fPny+KosiiRYskKSlJPv30U2nYsGG+SrUjOHjwoHTq1EkURZGuXbsaXYg/+eQTCQwMzNcVxx5vJuQt25s3b5bKlStL69at5eWXXzZ6b+/eveLl5aUOJexI8t44OH/+vAQEBDjECGWG9D+2Y2NjJSwsTKKjo2XkyJHi7u4uK1askCtXrsjPP/8szz//vMyePVuysrLsMl+b8vnnn4uHh4c6IaLhef/yyy+lbNmycv36dbsfNtdUhcnZrtlElmD1ikdycrLs378/37jeDx8+lJEjR4qnp6f87//+b76Kx6xZs6wSb3ElJSVJ9+7dZfPmzeqygi5E+i+yqVOnyogRI8THx8euf4BfunRJfv31V/n+++/lxIkT6nL98x06nU7S09OlXr16aj/vd955R3x9fdU7wvbo6tWravcpQzk5ObJ169Z8d4Cffvpp9Q6iPSuo28Hu3btl4sSJ6rMNhuv4+vrKnDlzSiw+LRRUtkVEPvroI1EURUJCQuTMmTPq8lu3bkmLFi1k//79JR2qRRmW7VOnTqnL9Xd/9d9vn332mfj5+dl99zmR3NZIw2cQRXIrH5MnT5ZOnTrJ9OnTjd7r0KGD9OvXryRDtLjk5GT573//KytWrJBz586py6Ojo6Vs2bLqjQO9X3/9VUJCQh47qICtO3z4sLi4uMjhw4cLrTQ62jWbSCtWrXicOHFCvLy8pG7durJv3758hfr27dsyfvx4cXV1lZEjR8rUqVPljTfekLJlyxr9eLUXOTk5Eh0dLb6+vtKjR4/HVj6WLFkiiqLIU089JQcPHizJUC3q6NGjUrlyZencubOUL19enn32WRk2bJj6vv4H6N27d6VWrVpy8OBBiYuLk9KlS8tvv/1mrbCL7dy5c+Lm5iaRkZHqHTNTDyHqdDq5ffu2dO/eXZYsWVKSYVrc77//LqNHj5bOnTvLpEmTjOZlOH/+vDx48ED9W6fTSUpKirRo0ULWrl1rhWgto7CyLZI7Z4GiKDJ8+HCJj4+XGzduSGxsrNSqVavAwRTsxePKtmHXk4MHD0rdunXV51rs1R9//CGVKlWSYcOGFdhdasiQIfLuu+8aLXv55Zdl4sSJotPp7LLFIzExUSpXrizNmjUTV1dXCQ8Pl5iYGBHJLcP9+vUTb29vWbJkiZw/f150Op1MmDBBwsLC5NatW9YNvhgSEhKkbNmyMn78+ALfz9uS4yjXbCItWa3icePGDenQoYMMHjxYwsLCpF69erJ3794Cv5S/++47iYqKkhYtWkivXr3sduQTEZHRo0dLixYtJCoqSjp06CC//vprges9ePBARo0aJb6+vvL777+XcJSWc+3aNalfv75MmjRJHj58KNevX5e4uDhRFCXfw6b37t2T0NBQad26tXh4eNj9F/dvv/0m1atXlw4dOkiXLl3UO3+muh1Mnz5d6tSpI+fPny/BKC1LP8zkqFGj5I033pDBgweLl5eX/P3vfzf5mbi4OKlbt67Rsy/26HFle/78+dKgQQPx8fGRsLAwCQgIkMOHD1sp2uIzt2wbVrZfeOEFCQ0NLXQUIFu3atUq8fHxkW7dusno0aPVyoe+kjVixAgJCwuTo0ePSlJSkkyfPl3Kly9vlzfLRHJvAIaFhcmbb74pt2/flsuXL8usWbOkQYMGRud5woQJUr58ealRo4aEh4dLhQoV7Dp/Hzt2TB0SWu/PP/+UxMREowq1Pi87yjWbSGtWq3gcO3ZMRo0aJbt37xYRkSZNmuSrfBhWQu7cuSMikq952958//33MmfOHNm/f7907txZOnXqJEeOHJEPP/xQLl68qK63efNmqVatml3f8RfJfciwUaNG6kO1Irl3xAMCAqR8+fJGF65r166Jt7e33c7HkldiYqLUqVNHPv30U3nuueeka9euav41fIh4w4YNMnHiRPH19bXr4Rbv3bsn/fv3N+oqduHCBalXr54oipLvLvCGDRskJibG7tOtV1DZPnz4sHzwwQdqpers2bOya9cuiY+PNyoT9qgoZVv/Qy0pKUnOnj1b4rFa0q5du6Rhw4YyadIkad68uYwePVrtMiqS+zBxgwYNxNfXV4KCgqRBgwZ2nb8vXrwoQUFBsmfPHnVZRkaGrFixQoKCguSll15Sl+/evVtWrlwp3333nV3fQMnIyJC2bdvKU089pS7r06ePNG7cWBRFkYiICPnss8/U93Jychzmmk2kNatVPO7fvy/Hjh0zerajSZMmUrduXdmzZ49a6Xj48KFdNk2bsnbtWmnVqpWI5FYuoqKipHr16qIoijqqj0juj/A///zTWmFazKZNm6RmzZpGrRdHjhyR5s2by6effipBQUHy448/qu99/fXXdt2ipZednS23bt2SqKgo+fPPP2XFihXSunVriYqKkt69e8u0adPUB5Hj4uKkY8eOdt/3/f79+9KkSRP55JNPROTRj80xY8ZI3759xdXVVRYvXqyu//HHH0vPnj3tPt16hZVte35OyZSilG1H+Q7Pzs6WM2fOSPfu3SUjI0PmzJkjrVq1krfeekuioqKM8v6qVascooKZlpYmgYGBMnfuXKPl9+/flyVLlkhISIg6AqWjyMzMlGXLlkmdOnWkd+/e0rlzZ+nRo4esXLlSdu3aJYMHD5bmzZvLt99+q37GUa7ZRFqz+sPlImLU51tf+di7d6/cu3dPZs2aJZ9++qkVo7OsU6dOSYsWLdS/O3ToIN7e3vLss88ajebkKC5evCi1atWS6OhoWb58uezYsUN8fX1lypQpIiLSvHnzfMPqOpKIiAh1wss1a9ZIlSpVxMXFRbZs2WK0nj33g9a7c+eO9OzZU9544w11eNRz585JxYoVZfny5fLaa69J586djWZpNpxgzd6xbDtP2W7Tpo06bPC8efOkSpUq4ubmJtu3b7dyZJZ3//59iY6Oli5duuRrib5796707NlTBgwYYKXotHPv3j1ZuXKlBAYGSsuWLY2exbp586Y899xzRnO3EJF5XGADPDw8oNPpAACHDh1C6dKl8dprr6F///5499130aFDBytHaDl16tSBp6cnkpOT8eqrr+L333/H3LlzUaVKFYwfPx47duywdogWIyKoUaMGVqxYgSNHjmDy5MkYNGgQRo4cidmzZwMAAgMDkZycbOVILS8nJwcA4Ofnhz///BMAsHLlSty/fx+hoaH4xz/+gZs3b6rrP/XUU9YI06JKly6NTp064b///S9efvlljBs3Dg0bNkTfvn3Rv39/dOnSBYcPH0ZmZiZEBADg4+Nj5agth2Xb8ct2Tk4OsrKyICI4d+4cAODgwYPIzMxEgwYNsGbNGqSnp1s5Ssvy9PTExIkTceTIEcyePRtnz55V3/P29kbbtm1x+vRpZGZmWjFKy/Py8kL37t3xj3/8A9OnT0fFihUBANnZ2ShfvjwaNWqE5ORk9bueiMzjZu0A9Nzc3KDT6eDm5oY9e/bAx8cHKSkpOHDgABo0aGDt8CxCRKDT6SAiaNmyJVxcXPDLL7+gUaNGqFmzJpYuXYpatWpZO0yLURQFOTk5aNasGTZt2oQHDx7g7t27qFevHgBAp9MhPT0drVu3tnKklufiklun79ixI27cuIFXXnkFW7ZswaZNm3D+/HnMmDEDo0ePxg8//KCua89EBIqiYMyYMfDx8cGOHTtw9epVzJkzB2PHjgUAuLq6onr16ihVqhQURbFyxJbFsu0cZdvFxQUuLi7o2rUr7t+/j2HDhmHbtm3YtGkT4uPjsWjRIri5ueHDDz+06zyuL89AbmWrYcOGWLNmDdq3b4+cnByMHj0aERERAICTJ0/C398fbm4283PiiRmmGwBKlSqFjh07wsXFBa6urgCg/n/jxg00atTIIb6/iUqUNZpZCuvvm5mZKaNHj5ZSpUpJUlJSCUZlGdnZ2flGbMk7itGyZcukRYsW+UZt0j9Ab48KS3dB5/vKlSsyZcoU8fPzM5pUz9EsWrRIFEWRmjVrqpNJ6XQ6WblypV0/fFmQvPk8b34YPXq0dOjQwa7zuUjh31+OWLb1Ckq3s5btOXPmiKIo4u/vr57rhw8fyieffGK35frq1asmr7n6snzw4EFp1KiRNGnSRMLCwqRXr17i4+Nj18/lFZbugmRmZsrkyZOlatWqcvLkSQ0jI3JMisj/93nQwNmzZ7F+/Xpcu3YN7du3R0hIiNpcKf9/Z0Hy3GG4cuUKRo4ciWnTpqF58+ZahaaJ33//He+//z6uXbuGZ555Bj169ED37t0B5DbP6u+UZGVl4e7du2r3mrzHwN6Ym2698+fP49///je++eYb/PLLL2jcuLE1wi62gtJWkI8//hgREREIDw+3+3MNmJ9uvcOHD+Orr77CDz/8gB07diA0NFTD6LRx9+5d5OTkQEQK7R7maGXb3HTrOULZTktLw/Xr1+Hq6oqaNWvCw8Mj3zqZmZn44IMP0Lt3bzRt2hQ5OTl2fef7ypUrCAsLQ5s2bTB58mSEh4fnW0df7i9duoRDhw5h69atCAgIQM+ePdWWLntjTroNrV69GitXrsT27dvtNn8TWZ1WNZpjx45J+fLlpVWrVtKkSRPx9PSUV155RZ21WMR4cin9MKM6nU7u3bunVViaOXnypPj6+sqAAQMkNjZWwsLCJDw83GhoUf0oRnqm5nOwJ+ak23DwAJHcu7+HDh2y63kbTp06JXPnzi10xBrD/O0ozEm3oTt37sj69eulffv2dntXNCkpSTp16iSNGzeWatWqybJly0TE+G7/41o57ZE56c6bTnsv28eOHZPGjRtLSEiIeHp6yqxZs/KdW3367Xkukry2bdumTnb66quvqq2zIrnnWD9csKOMTqZnbrr1zp8/L7NmzXLYljyikqBJxePu3bvStWtXGTdunFpw16xZI+3bt5fIyMh8MxTPmjVLZs6cqc7ubG9ycnJk8uTJ0q9fP3VZenq6zJ49Wxo1aiQjRowwWn/NmjXqqD/27EnS7QjDDZ45c0bKly8viqLIpEmTJDU1Nd86BV2g7f3H6JOm+/79+5KRkVESIVpcUlKSVKhQQf7nf/5HvvvuOxk/fry4u7ubnJfBUcr2k6Tb3su2Ps0TJ06UpKQkmTt3riiKYlSJKqgM23u5Fskdpalnz57yr3/9S5o0aSKDBw+W48ePi4hx+n7++We7P8+GzE33mjVr1FGtHKnCSWQNmlQ8Hjx4IKGhofLRRx8ZLd+xY4d0795dunfvbnRnYcCAARIaGqrO7GyPhgwZIm3atDFalp6eLnPnzpXw8HD54IMPRERk3bp14u/vL1OmTHGIC5azpfvOnTsybNgwGTJkiHzxxReiKIq89dZbBf4IFxH56KOPZObMmSUcpeU9SbrzThhob27evCmdOnWSN954w2h5u3btZOzYsSJiXNFau3atQ+RxZ0x3amqqtGnTRsaNG6cuy8nJkS5dusiePXvkyJEjkpycrL732WefyTfffFPygWpAp9PJ9evXJSgoSC5fviyrVq2SZs2ayYgRI6RVq1by4osvikjuj297P8+GipruyZMnS3Z2tsO1+hCVNIsPQyEiyMrKQpUqVZCamgrgUd/Q559/Hg8fPsTYsWPxn//8B02aNAEA/PDDD0hJSUH58uUtHY7m5P/7cDdp0gRnzpzBqVOnULduXQBA2bJlMWzYMJw6dQpr167F+PHj0b17dwwbNgzR0dF23SfYWdPt4uKCpk2bokKFCujfvz/8/PwwYMAAAMDbb78NPz8/dd20tDQcOnQIFy5cwJgxY+wyf+s9abpjYmLsNt1ZWVm4ffs2+vbtCwBqP/7AwECkpaUBgNHzGz169MBvv/2GIUOG2HUed8Z0K4qCLl26qGkGgNmzZ2Pjxo24du0abty4gQYNGmDq1KkIDg7GsmXLUKFCBfTp08fuh4R2cXFBxYoV0axZMxw/fhxRUVHw9PREdHQ0Hjx4gBEjRgAAevbsiYMHD9r1eTbkrOkmsjqtajTz5s0TLy8viY+PFxHj5sm///3vUq5cOUlLS3OYZss//vhD/Pz8ZNiwYWq3Ev2dkUuXLomiKPm6mDkCZ0x33hGKli9fLoqiyMSJE+XGjRsikpvfb926JTdv3rT7mYv1nDHdhn259d1Gp06dKq+88orReo4wAaQhZ0x3enq6+vqHH34QRVHkxx9/lJs3b0p8fLw0a9ZM4uLiREQkMTFRLl68aKVItfHqq69KbGysiIgMHz5cypUrJ8HBwTJs2DDZtWuXlaPTjrOmm8haNGnxUBQFb775Jg4cOIDevXtj48aNaNasmbpOvXr1EBAQAEVRijQ6ji2rXbs2VqxYga5du6JUqVKYMWOGehfY3d0doaGhqFChgpWjtDxnTHfp0qUB5Lbkubi4oH///hARDBo0SM37H3/8MS5cuIDly5fb7R3/vJwx3c888wyA3Lv+7u7uAHK/465fv66u88EHH8DT0xNvvPGGQ8xlADhnusuWLau+btmyJQ4ePKi2yrdp0waVKlXCwYMHISIICQmxVpgWp79mR0ZG4vz58xg9ejTWr1+PQ4cOISEhAW+99RY8PDzQtGlTeHp62vUobYacNd1E1mbxq4WiKMjKyoK7uzvmzJkDHx8fREZG4uuvv0bLli3h7++PzZs3w9XV1eEKckREBFauXImXXnoJKSkp6NevH0JDQ7F06VJcv34dAQEB1g5RE86abldXV4gIcnJyMGDAACiKgldeeQX/+c9/cPbsWfz222/w9PS0dpgW54zpdnFxMRoaV9/lYvr06Zg9ezaOHDniED++83LWdNesWRM1a9YEkFv5evjwIcqUKYPQ0FCHu27p0xMYGIihQ4eicuXKWLduHQIDAxEYGAhFURAWFgYvLy8rR2pZzppuImuz+Dwe+uc5Ll68iIiICKxYsQLffPMNli9fjrJly6JKlSo4c+YMtmzZgkaNGlly1zbj8OHDGD9+PC5cuAA3Nze4urpi+fLlDj/mt7OmW1+EFEVB+/btkZCQgO3btzvUXdGCOFu69c86zJgxAykpKXjmmWcwdepU7NmzR70z7oicNd2Gpk+fjiVLlmDz5s1qa5CjycrKwrfffovw8HCEhoba/Rw05nLWdBNZiyYTCF66dAnh4eHo3r07vvnmGwDAzp07kZycjKysLLRt2xa1atWy9G5tSnp6OtLS0pCRkYGqVasaPXzryJw13dnZ2Xjrrbfw6aefIiEhwS4nyXsSzpju9957D9OmTYOPjw82b9782EnHHIUzpnvlypWIj4/H8uXLsWnTJoe/iWLvEyE+KWdNN5E1WLzikZOTg08++QTJycn49NNPoSgK7x6Qw8vOzsbixYvRtGlTh23JK4gzpvvgwYNo3rw5jh8/juDgYGuHU2KcMd1JSUmYOXMmZsyYgfr161s7HCIiu6dJi8e9e/dQqlQpS2+WyKY5axO9M6b77t276sP2zsQZ061/ZpGIiIpPk4oHERERERGRIXZqJCIiIiIizbHiQUREREREmmPFg4iIiIiINMeKBxERERERaY4VDyIiIiIi0hwrHkREREREpDlWPIiIiIiISHOseBARERERkeZY8SAiIiIiIs2x4kFUDBcuXICiKKhVq5a1QykxtWrVgqIouHDhgrVDsVn2ki/sJU4iInIMrHgQFYI/sqkgzBdUHDNmzICiKJgxY4a1QyEiKlFu1g6AyJ5Vr14dJ06cgLu7u7VDKTFbtmxBVlYWqlevbu1QbJYz5gsiIqLHYcWDqBjc3d1Rr149a4dRomrXrm3tEGyeM+YLIiKix2FXK6ICLF68GIqi4OLFiwCAwMBAKIqi/tu+fTuAwvvI69cFgGXLlqF58+YoU6YMKlasiIEDB+LSpUsAABHB559/jkaNGqF06dLw8/PDkCFDcP36dZPxnT59Gn/7299Qu3ZteHl5wdfXF23atMGyZcuKnNYHDx7g448/RtOmTVG2bFl4eHigSpUqaNasGd5++22kpaUZrW+qm1G7du3UY5OQkIA+ffrAz88Pnp6eCA4OxieffAIRMRnH1q1b8dJLL8Hf3x+enp6oWLEimjVrhri4ONy8edMmjoGt5ovHdd3Zvn07FEVBu3btzDoe5jz7YSofpKSkYNy4cQgKCoKXlxe8vb0REBCA9u3bY+7cuWbt39CtW7cQFxeHRo0aoWzZsvD29kZISAhmz56NzMxMo3UHDhwIRVEwZ84ck9tbt24dFEVB48aN871X1Dz1JHleURS8++67AIB3333XKP8MGTKkiEeHiMjOCBHls3PnTomOjpbSpUsLAHnxxRclOjpa/XfixAkRETl//rwAkJo1a+bbBgABILGxseLm5iaRkZHSt29fqVGjhgCQgIAASUtLk379+omXl5d06dJFoqKipFKlSgJAQkND5cGDB/m2u2LFCvHy8hIAUq9ePYmKipLIyEg11qFDh5qdzuzsbGnfvr0AEB8fH+natasMHDhQOnToIDVr1hQAcuTIEaPP6JefP3/eaHnbtm3V9Hp4eEj9+vVlwIAB0rZtW3F1dRUAMm7cuALjGDt2rHq8GjVqJAMGDJCuXbvK008/LQBk27ZtNnEMbDVfxMXFCQCJi4srMI3btm0TANK2bVuj5abiLCx+vYLyQUpKilSrVk0ASI0aNaRXr17Sv39/ef7556V8+fLi6+trcnsFSUpKkoCAAAEgVatWlS5dusgLL7wglStXVvPK7du31fU3btyo5glT+vTpIwBk/vz5RsufJE89SZ6Pjo6WsLAwASBhYWFG+eerr74q0vEhIrI3rHgQFcLUj2w9c35gVqhQQRISEtTlmZmZ0rp1awEgISEhUrt2bblw4YL6fmpqqtSpU0cAyLJly4y2mZiYKJ6enuLl5SU//fST0XsXLlyQkJAQASBLliwxK33x8fECQBo3bizp6en53j9w4IDcuHHDaNnjKh4A5J///KfRe1u2bBFFUcTV1VWSk5ON3ps/f756nLZu3Zovhv3798ulS5fs4hjolXS+sJWKx7vvvisA5PXXX5ecnByj9R8+fCibN282ub28MjMzpXbt2gJApk6dalTZunv3rgwcODBfhSA7O1utwO3duzffNlNTU8Xd3V08PDyMzumT5qknzfOPO19ERI6KXa2INDZz5kyEhYWpf5cqVQrjx48HABw7dgzz589HzZo11ff9/PwwatQoALkPcht677338ODBA8yePRt9+vQxeq9mzZr4+uuvAQDz5883K7Y///wTAPD888+jbNmy+d4PDw9HhQoVzNqWXp8+ffC3v/3NaFlkZCQ6d+6M7OxsbNu2TV2u0+kwa9YsAMDChQsRERGRb3vNmzdHQECA+rc9HANzWDJf2Ar9sezSpYvanUzP3d0d7du3N3tbS5YswdmzZ9GjRw/MmjULHh4e6nve3t5YuHAhKlWqhG+//Ra3bt0CALi4uCA6OhoA8M033+Tb5nfffYesrCz07NnT6JwWN08VJc8TETkzVjyINNatW7d8y5555hkAgJubGzp16mTy/atXr6rLcnJysGHDBgBA//79C9xXeHg4ypQpgyNHjuD+/fuPja1JkyZwdXXFokWL8MUXXyAlJeXxCXqMF154ocDl9evXBwBcuXJFXXbo0CGkpqbCz88PUVFRj922vRwDc1gqX9iS5s2bAwBiY2OxatUq3Llz54m39csvvwAwfZ7LlCmD8PBw6HQ6HDhwQF0+ZMgQKIqCH3/8Effu3TP6jL4yMmzYMHWZJfJUUfI8EZEzY8WDSGM1atTIt6xMmTIAgKpVq8LNLf/gcvo774Y/cm7evIn09HQAQEBAgNFDqfp/Li4uuHPnDnJycgp8IDuv2rVrY968ecjKykJMTAyqVauGWrVqYeDAgfjuu+/w8OFDi6QXAHx8fPKlSf+Qdt26dfPdIS+IvRwDc1gqX9iSV155BYMHD8bp06fx4osv4qmnnkJoaChGjx6NrVu3Fmlb586dU7dZ0HlWFAXr168HAKSmpqqfe/rpp9G2bVv89ddfWL16tbr8yJEjOHr0KKpVq2ZUqbNEnipKnicicmYcTpdIYy4upuv3hb2XV05Ojvpa352kMJ6enmZtd+zYsejXrx/+85//YNeuXdi1axeWL1+O5cuXIy4uDjt37kTVqlXNjrMoaSoqezkG5rBUvjCH4XHTcpsuLi5YtmwZJk+ejF9++QW7d+/G7t27sWDBAixYsAAvvPACVq9eDVdXV7O336VLF1SuXLnQdQ27pAG5LRrbt2/H4sWLMWjQIACPWjteffVVo/1bIk9pmeeJiBwJKx5EdsLPzw+lSpXCvXv3MHfuXPj5+Vls25UrV8aIESMwYsQIAMDJkycxbNgw7N27F7GxsViyZInF9mVIf6f49OnTEJHHtno44jGwBP3zDxkZGQW+r29ZstT2srKyCu2SFhwcjODgYLz11lsQEWzduhWDBg3C2rVrsXTpUgwdOvSxMQQEBODkyZMYPnw4+vbtW6T4X3zxRcTExGDLli1ITk5G5cqV8f333wNAvn1rmaeIiMgYb9MQFUL/A0yn01k5EsDV1RUdO3YEAKxYsULTfdWrVw/vvPMOACAhIUGz/YSHh8PPzw+pqan4+eefH7u+rRwDW8oXANRZ5E+cOFHg+/rnJcxVsWJFeHh4IC0trcB5QzZu3Gh22hVFQfv27dWWB3PzU9euXQE82Xn29vZG//79kZOTg6VLl2Lt2rW4efMmnnvuOQQFBRmtW5J5Ss/W8g8RUUlhxYOoEP7+/gCApKQkK0eSKy4uDh4eHnjrrbewZMmSAru7HD9+HKtWrTJre1u3bsX69euRlZVltFxEsG7dOgD5u7FYkpubG6ZMmQIAeP3117Fjx4586xw4cACXL19W/7aFY2Br+SIyMhIuLi7YuHEj4uPj1eUigvnz5+Onn34q0vbc3d3Rpk0bAMDUqVONjvHRo0cRExNT4OeWLl2KQ4cO5VuekZGhTq5obn56/fXXUbNmTaxcuRLvvPNOga0v165dw1dffVXg5/UPkC9evBiLFi0CkL+1Q8/SeepxbC3/EBGVGKsO5ktk4z7//HMBIGXKlJE+ffrI8OHDZfjw4XLy5EkRMW++hoI8bp4EU/MuiOROdObt7S0AxN/fXzp16iSDBw+Wrl27ir+/vwCQ/v37m5W+efPmqRPntWvXTgYNGiRRUVHqHA2+vr5FnkAw72R/eqbmLsjJyZGRI0eqx6tx48YyYMAA6datW6ETCFrzGNhivhg3bpwAEFdXV2nXrp306dNHateuLe7u7hIbG1ukeTxERPbt2yceHh4CQIKCgqRv377SsmVLcXd3l+jo6ALzQa9evQSAVKtWTbp16yaDBw+Wbt26ia+vrwCQhg0bFjhXiinHjx+XWrVqCQB56qmnpE2bNjJo0CDp3bu3BAcHi6IoUrlyZZOfr1+/vnq8S5cuLRkZGSbXfZI89aR5/tq1a+rEhM8995wMGTJEhg8fLosWLTL72BAR2SM+40FUiFGjRiEjIwPLli3D+vXr1dFpXn75ZdStW9cqMb300kto1qwZ5s+fj02bNmH37t3Izs5G5cqVUadOHcTExJjdJ/6FF17AX3/9hZ07d+LMmTPYt28fSpUqhYCAAMTGxmLMmDHq3VmtKIqCBQsWoFevXvjnP/+Jffv24fjx43jqqacQGBiI6OhohIaGGn3G2sfAFvPFvHnzUKNGDfz73//Gnj17UKZMGTz33HNYsWIF0tPTMWfOnCJtr0WLFoiPj0dcXBz27duH5ORkBAUF4bPPPsPIkSMRGBiY7zMTJkxAYGAg9uzZg8OHDyMtLQ3ly5dHcHAwBg0ahKFDh6J06dJmx9CgQQMkJibin//8J1avXo3ExETs3bsXfn5+8Pf3x8SJEwsdhnno0KF4++23AQB9+/ZVRw0riCXz1ONUrlwZGzZswMyZM3Ho0CHs3bsXOTk50Ol0Zj3/QkRkrxQREWsHQUREREREjo3PeBARERERkeZY8SAiIiIiIs2x4kFERERERJpjxYOIiIiIiDTHigcREREREWmOFQ8iIiIiItIcKx5ERERERKQ5VjyIiIiIiEhzrHgQEREREZHmWPEgIiIiIiLNseJBRERERESaY8WDiIiIiIg0939lKbr97c6DZgAAAABJRU5ErkJggg==\n", 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50 rows × 29 columns

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1.149374 -0.023050 36.367164 \n", + "950952814 0.500000 0.830289 -0.026468 29.863687 \n", + "950952801 0.017060 2.749611 -0.048604 57.800629 \n", + "950954785 0.003506 1.601235 -0.279217 20.577884 \n", + "950952952 0.043586 1.664175 -0.034518 48.726164 \n", + "950952922 0.500000 1.503831 -0.029757 37.011978 \n", + "950952910 0.005985 2.562876 -0.315918 26.865970 \n", + "950952899 0.028014 2.199858 -0.028784 45.925702 \n", + "950952885 0.000115 3.685161 -0.273034 90.750885 \n", + "950952869 0.171766 1.158202 -0.063931 54.971485 \n", + "950952856 0.410083 1.156555 -0.014858 40.697488 \n", + "950952765 0.326982 0.555381 -0.014799 37.314251 \n", + "950954760 0.453368 0.643953 -0.044680 6.776806 \n", + "950953238 0.500000 0.610658 NaN 33.310935 \n", + "950953168 0.500000 1.434037 -0.042555 43.132487 \n", + "950953129 0.500000 1.137150 -0.016643 46.457467 \n", + "950954773 0.046694 1.933954 -0.018211 13.619781 \n", + "950953116 0.053556 3.044543 -0.154307 72.449410 \n", + "950953050 0.201775 2.124836 -0.015852 21.920778 \n", + "950953037 0.133417 1.386314 -0.010682 11.480651 \n", + "950953021 0.500000 1.399551 -0.031493 35.732686 \n", + "950953008 0.251313 0.816786 NaN 12.082732 \n", + "950952991 0.500000 1.377725 -0.019871 47.207397 \n", + "950952979 0.071652 1.345768 -0.016767 21.558699 \n", + "950953180 0.500000 2.018540 -0.039330 29.330694 \n", + "950953154 0.005380 2.029780 -0.060541 30.418777 \n", + "950953226 0.500000 1.315140 -0.086104 44.197884 \n", + "950955612 0.000564 2.525272 -0.056454 52.962752 \n", + "950955512 0.000681 2.143980 -0.072836 NaN \n", + "950954796 0.060051 1.367534 -0.049463 NaN \n", + "950953203 0.000106 1.377045 -0.083503 18.489237 \n", + "950953191 0.054984 1.916806 -0.039377 80.758062 \n", + "950953290 0.004267 3.017468 -0.064575 67.899516 \n", + "950953300 0.487464 1.268184 -0.132925 43.855217 \n", + "950953350 0.500000 1.987806 -0.045450 65.683755 \n", + "950953390 0.147153 2.264221 -0.010060 70.142261 \n", + "950953381 0.160189 2.510130 -0.113923 87.912099 \n", + "950953371 0.161285 3.014110 -0.062278 75.924653 \n", + "950955577 0.219388 0.989858 -0.254785 52.818244 \n", + "950955471 0.003853 1.239699 -0.000535 NaN \n", + "950955154 0.017275 0.960061 -0.044294 32.682002 \n", + "950955144 0.000731 1.142863 -0.068774 15.684393 \n", + "950955133 0.023972 1.059830 -0.179073 22.315330 \n", + "\n", + " nn_miss_rate silhouette_score ... local_index spread \\\n", + "id ... \n", + "950955426 0.005449 -0.019841 ... 605 170.0 \n", + "950954748 0.000503 0.021037 ... 546 170.0 \n", + "950954739 0.001682 NaN ... 545 170.0 \n", + "950952479 0.012261 0.024996 ... 363 170.0 \n", + "950952466 0.000334 NaN ... 362 170.0 \n", + "950952742 0.001847 0.209410 ... 382 70.0 \n", + "950952754 0.008756 0.026447 ... 383 110.0 \n", + "950952940 0.008985 0.060960 ... 397 120.0 \n", + "950952814 0.005273 0.055784 ... 388 150.0 \n", + "950952801 0.002252 0.140229 ... 387 80.0 \n", + "950954785 0.001572 -0.026420 ... 549 170.0 \n", + "950952952 0.001162 0.067813 ... 398 80.0 \n", + "950952922 0.024983 0.006958 ... 396 110.0 \n", + "950952910 0.000067 -0.123799 ... 395 100.0 \n", + "950952899 0.001606 0.106722 ... 394 60.0 \n", + "950952885 0.004506 0.115544 ... 393 80.0 \n", + "950952869 0.004517 0.063231 ... 392 90.0 \n", + "950952856 0.024159 -0.003410 ... 391 90.0 \n", + "950952765 0.025350 -0.003184 ... 384 150.0 \n", + "950954760 0.000000 NaN ... 547 160.0 \n", + "950953238 0.004061 0.060529 ... 419 150.0 \n", + "950953168 0.004556 0.025845 ... 414 100.0 \n", + "950953129 0.008761 0.090323 ... 411 80.0 \n", + "950954773 0.000000 NaN ... 548 160.0 \n", + "950953116 0.018728 0.143712 ... 410 80.0 \n", + "950953050 0.000701 -0.102259 ... 405 130.0 \n", + "950953037 0.000033 -0.083248 ... 404 160.0 \n", + "950953021 0.005033 0.029397 ... 403 110.0 \n", + "950953008 0.000067 NaN ... 402 160.0 \n", + "950952991 0.006806 0.052396 ... 401 80.0 \n", + "950952979 0.000774 -0.132513 ... 400 170.0 \n", + "950953180 0.004018 0.034166 ... 415 100.0 \n", + "950953154 0.001036 -0.034820 ... 413 170.0 \n", + "950953226 0.004776 0.121412 ... 418 170.0 \n", + "950955612 0.000267 NaN ... 624 170.0 \n", + "950955512 0.000000 NaN ... 614 170.0 \n", + "950954796 0.000000 NaN ... 550 170.0 \n", + "950953203 0.000334 -0.070985 ... 417 160.0 \n", + "950953191 0.058447 0.055383 ... 416 90.0 \n", + "950953290 0.018420 0.144361 ... 423 70.0 \n", + "950953300 0.022050 0.049554 ... 424 140.0 \n", + "950953350 0.009946 0.074711 ... 428 90.0 \n", + "950953390 0.003263 0.068709 ... 432 40.0 \n", + "950953381 0.008054 0.086067 ... 431 20.0 \n", + "950953371 0.000265 0.078902 ... 430 20.0 \n", + "950955577 0.000167 NaN ... 620 160.0 \n", + "950955471 0.000000 -0.100571 ... 610 170.0 \n", + "950955154 0.000234 NaN ... 581 170.0 \n", + "950955144 0.000200 NaN ... 580 160.0 \n", + "950955133 0.000133 NaN ... 579 160.0 \n", + "\n", + " waveform_halfwidth d_prime presence_ratio repolarization_slope \\\n", + "id \n", + "950955426 0.370854 4.382516 0.95 0.210316 \n", + "950954748 0.398325 5.224952 0.93 0.771835 \n", + "950954739 0.521943 3.702409 0.83 0.270670 \n", + "950952479 0.549414 1.424063 0.99 0.021505 \n", + "950952466 0.494472 6.120744 0.74 0.515449 \n", + "950952742 0.164824 6.071650 0.99 0.619336 \n", + "950952754 0.247236 4.040893 0.99 0.146511 \n", + "950952940 0.274707 2.358299 0.99 0.157896 \n", + "950952814 0.769179 2.326533 0.99 0.137331 \n", + "950952801 0.178559 4.541027 0.99 0.476198 \n", + "950954785 0.219765 4.137474 0.96 0.610709 \n", + "950952952 0.151089 3.431411 0.99 0.250556 \n", + "950952922 0.192295 1.647355 0.99 0.258827 \n", + "950952910 0.137353 3.187767 0.99 1.171647 \n", + "950952899 0.164824 3.244613 0.99 0.586304 \n", + "950952885 0.109883 5.910302 0.99 1.083241 \n", + "950952869 0.151089 2.683147 0.99 0.330899 \n", + "950952856 0.219765 1.693733 0.99 0.240472 \n", + "950952765 0.384590 1.689022 0.99 0.062891 \n", + "950954760 0.288442 2.558502 0.35 0.193679 \n", + "950953238 1.373534 2.418891 0.99 0.006892 \n", + "950953168 0.219765 3.589803 0.99 0.240685 \n", + "950953129 0.260972 2.724455 0.99 0.170233 \n", + "950954773 0.247236 3.684688 0.55 0.686820 \n", + "950953116 0.109883 4.226893 0.99 0.715175 \n", + "950953050 0.123618 3.892292 0.76 0.686878 \n", + "950953037 0.357119 3.348613 0.72 0.374497 \n", + "950953021 0.219765 2.622365 0.99 0.228445 \n", + "950953008 1.401005 1.055011 0.85 0.052329 \n", + "950952991 0.206030 3.094640 0.99 0.239755 \n", + "950952979 0.453266 2.952078 0.95 0.439241 \n", + "950953180 0.164824 1.984903 0.99 0.410170 \n", + "950953154 0.219765 5.222791 0.93 0.596267 \n", + "950953226 0.178559 3.151873 0.99 0.304227 \n", + "950955612 0.398325 5.783687 0.62 0.534392 \n", + "950955512 0.357119 NaN 0.64 0.568508 \n", + "950954796 0.398325 NaN 0.72 0.399876 \n", + "950953203 0.412060 4.314758 0.84 0.221128 \n", + "950953191 0.178559 3.012411 0.99 0.263295 \n", + "950953290 0.178559 4.117302 0.99 0.477490 \n", + "950953300 0.755444 3.189250 0.97 0.036900 \n", + "950953350 0.233501 4.167437 0.99 0.245424 \n", + "950953390 0.096147 4.344381 0.90 0.106859 \n", + "950953381 0.206030 3.789279 0.97 0.387606 \n", + "950953371 0.123618 5.464796 0.96 0.500284 \n", + "950955577 0.109883 4.715457 0.45 0.724308 \n", + "950955471 0.178559 NaN 0.92 0.372223 \n", + "950955154 0.412060 4.291019 0.62 0.340882 \n", + "950955144 0.109883 2.945499 0.59 0.859581 \n", + "950955133 0.260972 5.028980 0.68 0.661849 \n", + "\n", + " nn_hit_rate spike_times \\\n", + "id \n", + "950955426 0.896594 [28.65416967766808, 40.54243654246142, 43.4197... \n", + "950954748 0.896970 [28.65446967767308, 40.54260320913086, 43.4201... \n", + "950954739 0.610487 [63.25363692096018, 185.0097722834486, 204.050... \n", + "950952479 0.400621 [1.1888358866048652, 1.2708025546375663, 1.325... \n", + "950952466 0.523810 [184.9915056164775, 204.50437260834036, 204.52... \n", + "950952742 0.956349 [15.77806946307845, 30.845636380857144, 30.855... \n", + "950952754 0.783465 [0.642235877495376, 0.7374025457480649, 0.7505... \n", + "950952940 0.516181 [1.3893692232802333, 6.615002643702571, 7.0249... \n", + "950952814 0.292079 [0.7425692125008378, 1.2965692217336533, 1.303... \n", + "950952801 0.913043 [1.8428358975042538, 8.47100267463417, 11.6466... \n", + "950954785 0.323232 [40.513136541973104, 52.841936747441586, 57.02... \n", + "950952952 0.886145 [1.2159692203903953, 1.4972358917445767, 1.900... \n", + "950952922 0.571014 [0.7822358798285785, 0.823602547184651, 0.9204... \n", + "950952910 0.540230 [19.974336199678973, 31.82186973046012, 39.968... \n", + "950952899 0.936718 [1.472569224666822, 1.4870025582406976, 1.5213... \n", + "950952885 0.994667 [0.6404025441314889, 0.6877358782536669, 0.700... \n", + "950952869 0.898667 [0.6427025441698201, 0.8232692138457623, 1.134... \n", + "950952856 0.664000 [0.6930692116758841, 0.9537025493528627, 1.039... \n", + "950952765 0.506944 [0.6922692116625515, 0.9335025490162149, 1.311... \n", + "950954760 0.000000 [706.6564143104049, 2317.88710782941, 2351.707... \n", + "950953238 0.516452 [1.8374692307481477, 1.8489025642720258, 3.502... \n", + "950953168 0.812925 [2.009835900287431, 8.662602677827323, 18.1816... \n", + "950953129 0.863704 [0.818202547094656, 1.8546692310347983, 2.3659... \n", + "950954773 0.000000 [43.419803257081504, 43.49930325840643, 63.244... \n", + "950953116 0.925333 [1.8396025641170346, 4.797235946741492, 9.5639... \n", + "950953050 0.305556 [26.127502968892664, 41.50160322511329, 52.850... \n", + "950953037 0.047619 [184.7884056130927, 227.66430632765093, 228.13... \n", + "950953021 0.703704 [0.7582692127624898, 2.36646923956432, 2.67073... \n", + "950953008 0.466667 [12.152669402658505, 12.15370273600906, 12.157... \n", + "950952991 0.852097 [0.8003358801302283, 0.9688025496045152, 1.145... \n", + "950952979 0.494505 [16.751969479309206, 26.128102968902663, 28.65... \n", + "950953180 0.307292 [0.9739358830233993, 1.840669230801478, 2.3699... \n", + "950953154 0.505747 [43.524803258831405, 88.5958040099726, 184.825... \n", + "950953226 0.743814 [8.659436011107882, 9.578902693098133, 10.1930... \n", + "950955612 0.250000 [225.87110629776595, 233.46737309102997, 245.4... \n", + "950955512 NaN [227.72777299537532, 229.54200635894418, 231.7... \n", + "950954796 NaN [184.99130561647416, 185.00997228345193, 204.6... \n", + "950953203 0.458333 [26.127469635558775, 28.654369677671415, 43.41... \n", + "950953191 0.798000 [1.23216922066038, 1.3054358885480895, 2.01040... \n", + "950953290 0.966000 [0.705269211879206, 0.9234692155156687, 1.0001... \n", + "950953300 0.546919 [1.6055358935494755, 3.5514359259793236, 7.408... \n", + "950953350 0.976000 [1.4242692238618673, 1.857302564412018, 2.4291... \n", + "950953390 0.941333 [74.66367044445008, 203.07423925117283, 204.33... \n", + "950953381 0.971333 [26.218602970410913, 59.50093685841869, 81.850... \n", + "950953371 0.998667 [362.2142752366913, 393.450909090606, 459.8093... \n", + "950955577 0.666667 [920.8444512133385, 1264.1221902676466, 1896.4... \n", + "950955471 NaN [26.12793630223322, 43.536603259028055, 57.023... \n", + "950955154 0.037037 [43.419336590407056, 184.78707227973712, 204.7... \n", + "950955144 0.041667 [228.70950634506997, 231.8643397309809, 234.22... \n", + "950955133 0.000000 [204.99913928325267, 590.9844457159802, 599.24... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950955426 [0.0001306058355635287, 0.00020939563510373593... \n", + "950954748 [0.0001745547271566972, 0.0001887489192620048,... \n", + "950954739 [0.000131369167119172, 0.00016883105291760347,... \n", + "950952479 [4.360530987752641e-05, 6.138383799841459e-05,... \n", + "950952466 [0.0002997355649510571, 0.0002983626008562419,... \n", + "950952742 [0.00014763103072196583, 0.0001742716021443636... \n", + "950952754 [5.610235967471369e-05, 5.2828650779682126e-05... \n", + "950952940 [7.265123073495765e-05, 0.00012801653057574618... \n", + "950952814 [9.388114702869782e-05, 7.825077671604184e-05,... \n", + "950952801 [0.00012325333666754213, 0.0001977210174321113... \n", + "950954785 [0.00016757904783190662, 0.0001585648166824180... \n", + "950952952 [0.00015251149994606925, 0.0001731963619967946... \n", + "950952922 [9.381246183815384e-05, 9.428076714794239e-05,... \n", + "950952910 [0.0001635442685121279, 0.00017976426064995242... \n", + "950952899 [0.00027860098455614993, 0.0002834198407828499... \n", + "950952885 [0.00038668801430681793, 0.0003299261178774159... \n", + "950952869 [7.703227070417188e-05, 6.711038670839969e-05,... \n", + "950952856 [0.00017812900784875167, 0.0002102193694139355... \n", + "950952765 [5.488546777559186e-05, 7.394968483313715e-05,... \n", + "950954760 [6.087443031157371e-05, 4.701701631428729e-05,... \n", + "950953238 [5.439500748065948e-05, 5.316567137330497e-05,... \n", + "950953168 [0.00010377286772997592, 0.0001528025060014939... \n", + "950953129 [5.5548589940188054e-05, 5.664050958210229e-05... \n", + "950954773 [0.00019064444393011764, 0.0001627596786446196... \n", + "950953116 [9.29176669970157e-05, 0.00010000279074123407,... \n", + "950953050 [8.421829668794919e-05, 7.820812166495336e-05,... \n", + "950953037 [0.00014538343563295515, 0.0001014766029729860... \n", + "950953021 [7.294926455067525e-05, 7.925450609791824e-05,... \n", + "950953008 [0.00018737511432970286, 0.0001294927335887981... \n", + "950952991 [9.62403755908644e-05, 0.00010636275023972471,... \n", + "950952979 [0.0002851732650109808, 0.00021391878597619974... \n", + "950953180 [8.41227217967748e-05, 8.029029564796273e-05, ... \n", + "950953154 [0.00021404226736167884, 0.0001867530856131780... \n", + "950953226 [6.74416757642213e-05, 6.331096506446267e-05, ... \n", + "950955612 [0.0002889605569193718, 0.0002599024022313027,... \n", + "950955512 [0.00018429948394912295, 0.0002346442044753581... \n", + "950954796 [0.0002328257946119337, 0.00016566141248296177... \n", + "950953203 [9.937347360821726e-05, 0.0001406696183344026,... \n", + "950953191 [6.608023944941481e-05, 7.81507292260891e-05, ... \n", + "950953290 [0.0001473651489540416, 0.00014937576399240993... \n", + "950953300 [4.101112153487742e-05, 4.077271929747849e-05,... \n", + "950953350 [0.00011738823178469412, 0.0001234272436243929... \n", + "950953390 [7.724400393655525e-05, 8.49780444940785e-05, ... \n", + "950953381 [8.469361155838207e-05, 9.250120098478598e-05,... \n", + "950953371 [9.3745095064515e-05, 9.533399615291996e-05, 9... \n", + "950955577 [0.00016549387906775577, 0.0002135214902007370... \n", + "950955471 [0.00020402464847500234, 0.0001050333868036978... \n", + "950955154 [0.00010386545017222816, 7.66136255682369e-05,... \n", + "950955144 [0.00014813702273974778, 8.109532770508064e-05... \n", + "950955133 [0.0001535563765179318, 0.00014614851840656252... \n", + "\n", + " waveform_mean \n", + "id \n", + "950955426 [[0.0, 0.7932599999999894, -0.9250799999998804... \n", + "950954748 [[0.0, 1.6350749999999898, -0.9652499999999762... \n", + "950954739 [[0.0, 3.0219149999999644, 8.901359999999968, ... \n", + "950952479 [[0.0, 7.044569999999986, 3.3793499999999854, ... \n", + "950952466 [[0.0, -17.295524999999962, -21.17426999999995... \n", + "950952742 [[0.0, -13.705770000000006, -4.468035000000004... \n", + "950952754 [[0.0, -1.5042299999999964, 1.8230549999999979... \n", + "950952940 [[0.0, 2.5117950000000047, -9.794265000000001,... \n", + "950952814 [[0.0, 3.51351, -7.746959999999979, 4.41226500... \n", + "950952801 [[0.0, -14.854710000000008, -1.71346500000001,... \n", + "950954785 [[0.0, -0.6663149999999405, -11.30805000000004... \n", + "950952952 [[0.0, 7.074989999999999, -1.7089800000000024,... \n", + "950952922 [[0.0, 5.308485000000004, 7.214609999999994, 4... \n", + "950952910 [[0.0, 2.4390599999999916, 0.3201900000000015,... \n", + "950952899 [[0.0, 2.9263649999999957, 12.236834999999994,... \n", + "950952885 [[0.0, -9.141014999999996, -5.452199999999996,... \n", + "950952869 [[0.0, -1.3788449999999857, 2.7580800000000156... \n", + "950952856 [[0.0, 6.323070000000005, 7.534410000000006, 1... \n", + "950952765 [[0.0, -2.4298950000000024, -4.399785000000005... \n", + "950954760 [[0.0, -1.4351231527092878, 11.702881773399078... \n", + "950953238 [[0.0, 0.20670000000000188, 3.702269999999994,... \n", + "950953168 [[0.0, -9.199905000000006, -2.9731650000000007... \n", + "950953129 [[0.0, -3.8608049999999983, -0.456689999999999... \n", + "950954773 [[0.0, 0.5573750000000501, -9.204812500000017,... \n", + "950953116 [[0.0, 7.158450000000004, 9.156029999999996, 9... \n", + "950953050 [[0.0, 4.54876500000001, -5.359770000000051, -... \n", + "950953037 [[0.0, -3.807746192893333, -15.817568527918723... \n", + "950953021 [[0.0, 8.190195000000003, 10.735919999999998, ... \n", + "950953008 [[0.0, 2.7264899999999996, -6.427589999999999,... \n", + "950952991 [[0.0, 3.439410000000004, 4.946759999999998, -... \n", + "950952979 [[0.0, -3.0771000000000264, -9.014070000000022... \n", + "950953180 [[0.0, 9.406800000000004, 5.219955000000003, -... \n", + "950953154 [[0.0, -7.170929999999977, -4.068480000000136,... \n", + "950953226 [[0.0, -4.29078, 5.463900000000004, -0.8517599... \n", + "950955612 [[0.0, -15.968758169934716, -32.74215686274512... \n", + "950955512 [[0.0, -9.7936184210526, -31.874289473684158, ... \n", + "950954796 [[0.0, -19.95729534510437, -34.212014446228, -... \n", + "950953203 [[0.0, -9.295455000000004, -25.577954999999776... \n", + "950953191 [[0.0, -9.741810000000008, 1.247414999999994, ... \n", + "950953290 [[0.0, -4.946369999999998, 0.7367100000000038,... \n", + "950953300 [[0.0, -7.870199999999995, -3.101279999999999,... \n", + "950953350 [[0.0, -9.41226, -3.184154999999995, -2.212470... \n", + "950953390 [[0.0, -3.5544599999999953, 4.199520000000009,... \n", + "950953381 [[0.0, -3.0628649999999986, -2.421704999999989... \n", + "950953371 [[0.0, 6.312150000000003, -2.8897049999999997,... \n", + "950955577 [[0.0, 5.036173469387755, -14.353392857142847,... \n", + "950955471 [[0.0, -2.6734500000000523, 3.78962999999991, ... \n", + "950955154 [[0.0, -10.477882882882916, -7.018828828828838... \n", + "950955144 [[0.0, -3.109533898305095, -17.367669491525387... \n", + "950955133 [[0.0, -10.725000000000009, -13.66494392523358... \n", + "\n", + "[50 rows x 29 columns]" + ] + }, + "execution_count": 265, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units[2500:2550]" + ] + }, + { + "cell_type": "code", + "execution_count": 282, "id": "32fd8345", "metadata": {}, "outputs": [], "source": [ - "unit_num = 950921187" + "unit_num = 950952910" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 283, "id": "ae1644bf", "metadata": {}, "outputs": [ @@ -1394,7 +3062,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Unit index: 0\n" + "Unit index: 2513\n" ] } ], @@ -1418,7 +3086,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 284, "id": "32c543e4", "metadata": {}, "outputs": [], @@ -1426,21 +3094,21 @@ "# use peak_channel_id of unit to fetch the peak waveform index from electrodes table\n", "peak_channel_id = units[\"peak_channel_id\"][unit_idx]\n", "electrodes = nwb.electrodes.to_dataframe()\n", - "local_index = electrodes.loc[850249267].local_index\n", + "local_index = electrodes.loc[peak_channel_id].local_index\n", "\n", - "waveform_mean = units[\"waveform_mean\"][unit_idx]\n", - "peak_waveform = waveform_mean[local_index]" + "unit_waveform = units[\"waveform_mean\"][unit_idx]\n", + "peak_waveform = unit_waveform[local_index]" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 285, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1465,18 +3133,42 @@ "id": "cc66a18f", "metadata": {}, "source": [ - "#### Time-wise waveforms" + "#### Waveforms" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "c8dd3ee0", + "execution_count": 286, + "id": "d30312a2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "(384, 82)" + ] + }, + "execution_count": 286, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unit_waveforms = units[\"waveform_mean\"][unit_idx]\n", + "unit_waveforms.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 287, + "id": "c8dd3ee0", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -1487,9 +3179,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(units[\"waveform_mean\"][unit_idx])))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, unit_waveforms.shape[0]))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(units[\"waveform_mean\"][unit_idx]))\n", + "ax.plot(np.transpose(unit_waveforms))\n", "\n", "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='channel #')\n", @@ -1503,23 +3195,37 @@ }, { "cell_type": "markdown", - "id": "655d111e", + "id": "f670a848", "metadata": {}, "source": [ - "#### Channel-wise waveforms" + "#### Waveform Image\n", + "Below is an image of the waveform means for each channel of a unit. The further in space from the real neuron, the weaker the measurment of the response waveform, so it is usualyl only useful to view a subsection of the channels at once. Set `start_channel` and `end_channel` to be the bounds of the channels you want displayed. Because the channels are arranged into two rows along the length of a probe, typically a unit is only strongly detected by every other channel. The data shown below displays every other channel to avoid the resultant striping effect. If the waveform looks too dim, try incrementing `start_channel` by 1." ] }, { "cell_type": "code", - "execution_count": 26, - "id": "93e89bc5", + "execution_count": 308, + "id": "b9289e8d", "metadata": {}, + "outputs": [], + "source": [ + "start_channel = 230\n", + "end_channel = 280" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "id": "9b949dab", + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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72GOP3evHV7a774jKyWhd3xHr16/npptuolOnTiQkJNC5c2f69OkT+Vxde+21kWXr+mwBdOvWDcOo+zChvt9Ve/rOC78v1ddT+TM6ZMiQ3X5Gw0kQ7NtnVAjRvEgCI8RBFj77WZfwAUNdw/0eTEOHDgUgGAxGzlrPmjWL8vJyEhISGDBgAG63myOPPBLYlbRs27aNJUuWALuSoOrGjRvHMcccw4cffsjOnTt3G0d5eXmt948cOTLyer733ntV5s2dOzcydHNtZ7Tz8vJ2+5x12dPwt7UJb19qauoel23Xrl2Vx9QmfMBXH7vb3yofnNZ3uer75YknnsiLL75IVFQUXq+XiRMncuWVV9KtWzc6dOjAddddV2sFbV/s6fVLS0sDQGtdY+hrj8fDpZdeCsCHH35YZfjoWbNmsXjxYmDfqi9QNREIV6X21b6+FwDffvsthxxyCC+++CLr16/f43PV9dnaUxyVY6mt+rkv66m+PQfzMyqEaF4kgRFC1Onwww+PnNkMJyfhpmHHHHNMpJlMONEJL/PLL79E1hGeV9mPP/7Igw8+CEDnzp15+eWXWbBgAQUFBQQCAXSofx7333//buOLjY3lrLPOAuDTTz/F6/VG5oWrL6ZpcsEFF9R4bOWDpblz57Jw4cJ6TXVd86Y+lFL7/NjK9qd50oEwduxY1q1bxzPPPMOpp54aaQa3efNm/v3vfzNgwADuu+++/X6e/X39ws3ISkpK+PjjjyP3h6svUVFRXHTRRfv1HI1p+/btXHzxxZSVlREbG8u4ceOYPn06eXl5+Hy+yOfqxx9/jDxGa92IEe9e5c/oV199Ve/P6A033NCIUQshDgZHYwcgRFNX37OM1S8I2BI4HA6OOuoovv/++0hyEv6/cmWlej+Y8DLJycmRfgmVhZuGtWnThhkzZtTZrGpPlRkIVVfef/99ioqK+Prrrzn33HOxbTty0cLhw4fXeuY+KSkpcjslJYUOHTrs8bn2VbipTW5u7h6XDTd/qavfSlOVmprKrbfeyq233opt28yfP5/PPvuMF198kYKCAh599FEGDRoUSTj3RW5uLpmZmbudD6FEp7YqVb9+/Rg0aBC///4748ePZ/To0Xi93si+cs4550SSr72VnJwcub1169YqFzg9WD7++GMKCgoA+Oyzzxg2bFity9Xnc9UUVP6MJiYm7lPTPiFEyyQVGCH2IC4uDiByYFCXFStWHIRodq+hzvBXVrkfTH5+PtOmTatyP8CRRx6Jx+OJ9IMJV2mOO+64WmMKN9c54YQTdtsnpHIb+LqMGDEicvAYrrpMmTKFzZs3A3V3iA73NYFQX5wDKXzgtXbtWrZt21bncoFAINKXojkfrBmGwcCBA3n44YernO3/8MMP92u9v//+e73md+vWDZfLVesy4SrML7/8wpo1a/j0008jn+19bT4GMHDgwMjtyhXIgyn8uWrbtm2dyQvU73PVFBzMz6gQonmRBEaIPQifSS0uLmb58uW1LuP3+/nkk08OZli18ng8kds+n69B1lm5H8wzzzxDWVlZpP9LWOV+MJ988kmkA3pd/V/Coz3trmo1b948Zs6cucf4HA4H559/PgDffPMNBQUFkUQmOjq6ziZfw4YNi7TNf/755w9oU5rwwaTWutYO5GEff/xxZGS03R2ANicDBw6MVEN212G8Pt5+++065/3++++R/W53r91FF11ETEwMWmveeuutyPuRnZ3NCSecsM+xnXDCCcTExADwwgsvNEoftvDnyuv11lkxLisr4z//+c/BDGufDRw4MFIZfe2116o0ERVCtG6SwAixB5X7cPzzn/+sdZnbb789csa/MVXuPNxQQ9oOGjSoyoE+VO3/EhZ+nV544YVIMlBb/xcInSEHmDp1aq2jVW3bto3LLrus3jGGqyw+n48JEyZEksmzzjqryuhElSUmJnLjjTcCMG3aNG677bbdNhPMzc3l//7v/+odU2UjR44kIyMDgEcffZSFCxfWWGbjxo3ccccdQCjx2t2QwU3JxIkTd9sRfPbs2ZEO9fvbrOrLL7+stYpTUlLCn//8ZyBU/Qnfrk1cXFwk4f33v/8dGb1uzJgx+1XBTExMjDzvnDlzuPXWW+tMigOBwD53UN+d8OeqrKys1tfJsiyuvvpqtmzZ0uDPfSAYhsG9994LhIZYvvzyy3d7YqaoqIgXX3zxYIUnhGhEksAIsQcDBgxgyJAhQKjvxpgxY5g8eTJz585l4sSJnHjiibz00kscddRRjRxpKNZwFeb+++/nhx9+YMWKFaxatYpVq1bt9kCzLk6nM7Jt4epAbZWV8H3hZZKSkujbt2+t6wwPvVtaWsrQoUN54YUXmDZtGtOmTePpp5+mf//+LFmyJPK678lRRx0VOTj+29/+Fjlg3t31NAAeeughBg8eDMBzzz3HwIEDeemll/jtt9+YP38+kydP5sUXX2TkyJF07NiRV199tV7xVOdyuXjttddQSlFUVMTRRx/Nww8/zLRp05g5cybPPPMMhx9+eOTA8umnn67Sp6Ipu+uuu8jIyGDMmDG8+eabTJ06lXnz5jFp0iTGjRvHiBEjgNDAA+HmW/vq8MMP5+KLL2bs2LFMnjyZOXPmMH78eA4//PBI07uxY8fucZjpcBx5eXnYto1hGIwZM2a/YgN4+OGHI/v8iy++yKBBg3j99deZMWMGc+fO5csvv+Svf/0r2dnZfPPNN/v9fNWdf/75keutXHHFFdx99938+OOPzJ49m7fffpvBgwfz/vvvR67v1Bxcd911nH322QB89NFH9O7dm3/84x9MmTKF+fPn88svv/Daa69x8cUXk5GRwbhx4xo3YCHEwdFIF9AUollZunSpTk1NjVzNufp0xx137PFqz1lZWRrQo0eP3u1zjR49WgM6Kyurxrz6XPX9zjvvrDPOyZMn7/W2a631I488UmU9v//+e41lysvLtdvtjiwzcuTI3a7ziiuuqDNO0zT1s88+W+Uq7Hvyt7/9rco6kpOTdSAQ2OPjioqK9DnnnFNnLJWnE044ocbj6/OehL311ltVXqPatvuxxx6r8/Hh5R544IE9bld9lq1v7JMnT65zHwrv17ub3G73Hl+bulTeB9asWaOzs7PrfJ5Ro0bV6z3XWutDDjkk8rjhw4fvU2y12bZtmz7uuOP2+JpUfz3qe7X4Pb1nb775pjYMo87nveCCC/SkSZN2+50wdOhQDeihQ4fudlt39/ncm8/Fnr4b/X6/vv7667VSao+va3Z2do3H1/e1FUI0H1KBEaIeevbsydy5c7n++uvJysrC5XKRkpLCySefzH//+1/+8Y9/NHaIEU888QSvv/46xx57LG3btm2QIXcrNwWr3v8lzOPxRPrBQN39X8LefPNN/vOf/3DssccSFxeH2+0mKyuLyy67jGnTpnHLLbfsVYzVqy3nn38+DseeB1qMi4vjk08+4ddff+Xqq6+mR48exMXF4XA4aNu2LYMGDWLs2LF88803/PDDD3sVU3WjR49m2bJl3HLLLfTq1YuYmBiioqLo0qUL11xzDfPmzeOee+7Zr+c42CZPnsxzzz3HqFGj6Nu3LykpKTgcDuLj4xkwYAB33HEHS5YsaZAKR3Z2NnPmzOHee++lV69eREdHk5CQwHHHHce7777Lxx9/XK/3HIhcEwb2r/N+dcnJyUyZMoVPP/2Uc889lw4dOuB2u/F4PHTu3JnzzjuP995774AN13zFFVfw66+/MnLkSFJSUnA6naSnp3PyySczceJEPvjggyY3DPeeOJ1OXn75Zf744w9uuukm+vbtS0JCAqZpkpCQwKGHHspVV13Fxx9/zNKlSxs7XCHEQaC0bsKDwAshhBAHwCWXXMKECRNo06YNW7dujTS9EkII0fRJBUYIIUSrUlBQwGeffQaEEhlJXoQQonmRBEYIIUSr8vzzz0cGtLjuuusaORohhBB7q36NhYUQQohmKhgMsm7dOnw+H5MnT+axxx4D4Mwzz6R3796NHJ0QQoi9JX1ghBBCtGjr1q2rcQ2ahIQE5syZQ5cuXRopKiGEEPtKmpAJIYRoNVJTUznrrLP47bffJHkRQohmSiowQgghhBBCiGZD+sDsJdu22bJlC3FxcSilGjscIYQQQghRjdaa4uJiMjIyMIym1+DI6/Xi9/sPyLpdLhcej+eArLupkARmL23ZsoXMzMzGDkMIIYQQQuzBxo0b6dChQ2OHUYXX6yU7K5acPOuArL9du3asXbu2RScxksDspbi4OCD0gYiPj2/kaIQQQgghRHVFRUVkZmZGjtuaEr/fT06exfo5nYiPa9jqUFGxTdZh6/D7/ZLAiF3Czcbi4+MlgRFCCCGEaMKacnP/2DhFbFzDxmfTdLe3IUkCI4QQQgghxEFmaRurgYfSsrTdsCtsopperyYhhBBCCCGEqINUYIQQQgghhDjIbDQ2DVuCaej1NVVSgRFCCCGEEEI0G5LACCGEEEIIcZDZB+jf3rAsi/vvv5/s7GyioqLo0qULDz/8MJWvc6+15u9//zvp6elERUUxbNgwVq5c2dAvx16RBEYIIYQQQohW6Mknn+SVV17hxRdfZOnSpTz55JM89dRTvPDCC5FlnnrqKZ5//nleffVVZs6cSUxMDCNGjMDr9TZa3NIHRgghhBBCiIPM0hpLN2yflb1d37Rp0zjrrLM47bTTAOjUqRPvv/8+s2bNAkLVl2effZb77ruPs846C4B33nmHtLQ0Pv/8cy688MIGjb++pAIjhBBCCCFEC1JUVFRl8vl8tS531FFH8eOPP7JixQoA/vjjD6ZOncopp5wCwNq1a8nJyWHYsGGRxyQkJDB48GCmT59+4DekDlKBEUIIIYQQ4iA7kKOQZWZmVrn/gQceYNy4cTWWv/vuuykqKqJnz56YpollWTz66KNccsklAOTk5ACQlpZW5XFpaWmReY1BEhghhBBCCCEOMhuNdYASmI0bNxIfHx+53+1217r8hx9+yHvvvceECRPo3bs38+fP59ZbbyUjI4PRo0c3aGwNSRIYIYQQQgghWpD4+PgqCUxd/vrXv3L33XdH+rL07duX9evX8/jjjzN69GjatWsHQG5uLunp6ZHH5ebmcuihhx6Q2OtD+sAIIYQQQghxkIWbkDX0tDfKysowjKrpgGma2HZoOObs7GzatWvHjz/+GJlfVFTEzJkzGTJkyP6/CPtIKjBCCCGEEEK0QmeccQaPPvooHTt2pHfv3sybN49//etfXHnllQAopbj11lt55JFH6NatG9nZ2dx///1kZGQwcuTIRotbEhghhBBCCCEOsqYwjPILL7zA/fffzw033EBeXh4ZGRn8+c9/5u9//3tkmTvvvJPS0lKuvfZaCgoKOOaYY/juu+/weDwNGvveUFo38CvXwhUVFZGQkEBhYWG92hYKIYQQQoiDqykfr4VjW7E0jbi4hu3NUVxs071XbpPc7oYkFRghhBBCCCEOMrtiauh1tgbSib+ZWLsjn5ziksYOQwghhBBCiEYlFZhmoMTn58w3/kNSTDQ/j726scMRQgghhBD7yToA14Fp6PU1VZLANAN5JSWUa4vNJcWNHYoQQgghhGgAlg5NDb3O1kCakDUD20vLQNFKcmohhBBCCCHqJhWYZqDU54/c1lqjlGrEaIQQQgghxP6STvz7TiowzcCOsjK00milsWXUayGEEEII0YpJBaYZKPCWgwIUBG0b05C8UwghhBCiObNRWDRsqxq7gdfXVMmRcDNQ6vMT3h8DwWDjBiOEEEIIIUQjkgpMM+ANWpHbfru1tG4UQgghhGi5bB2aGnqdrYFUYJoBn1VRdVHgCwQaNxghhBBCCCEakVRgmgG/tasC45UmZEIIIYQQzZ51APrANPT6mipJYJoBX3DXdVXLA5LACCGEEEI0d5LA7DtJYJqBQm95pLGfN2DtfmEhhBBCCCFaMElgmoESXyA0Cpmu2pxMCCGEEEI0T7ZW2LqBh1Fu4PU1VdKJvxnw27uSlkiHfiGEEEIIIVohqcA0A4FwAqPA6/c3bjBCCCGEEGK/SR+YfScVmGYgYO269kuZjEImhBBCCCFaManANANB20ZXjENWJhUYIYQQQohmz8LAauBaQmvpKS0JTDMQsKxIrcwnwygLIYQQQohWTBKYZsBvW5FRyMqkE78QQgghRLOnD8AoZLqVjEImCUwzYOldfWB8wdZSHBRCCCGEaLmkE/++k078zYClQ/1fUFAufWCEEEIIIUQrJhWYZqByBcZv27tZUgghhBBCNAeWNrB0A3fi1w26uiZLKjDNQKQCA3iDgUaMRAghhBBCiMYlFZhmwNI24SaNvoD0gRFCCCGEaO5sFHYD1xJsWkcJRiowzYC2d+2MflsSGCGEEEII0XpJBaYZqJxN+4IyjLIQQgghRHMno5DtO6nANAOVi4EB6cQvhBBCCCFasRaVwHTq1AmlVI1p7NixABx//PE15l133XWNHPWe2Wg0oUQmIE3IhBBCCCGavfAoZA09tQYtqgnZ77//jmXtOsBftGgRw4cP57zzzovcd8011/DQQw9F/o6Ojj6oMe4LrXWkE7/fkgRGCCGEEKK5C3Xib9gmXw29vqaqRSUwKSkpVf5+4okn6NKlC0OHDo3cFx0dTbt27Q52aPtFQyiB0RC0pAmZEEIIIYRovVpsncnv9/Puu+9y5ZVXotSubPS9994jOTmZPn36cM8991BWVrbb9fh8PoqKiqpMB5sO94JRMgqZEEIIIURLYGNgNfDU0MMyN1UtqgJT2eeff05BQQFjxoyJ3HfxxReTlZVFRkYGCxYs4K677mL58uV8+umnda7n8ccf58EHHzwIEddPQCowQgghhBCiFWuxCcwbb7zBKaecQkZGRuS+a6+9NnK7b9++pKenc+KJJ7J69Wq6dOlS63ruuecebr/99sjfRUVFZGZmHrjAa6ErNWe0ZBQyIYQQQohm70B0urd067iQZYtMYNavX8+kSZN2W1kBGDx4MACrVq2qM4Fxu9243e4Gj3FfSQIjhBBCCCFasxaZwIwfP57U1FROO+203S43f/58ANLT0w9CVPuuci4dRBIYIYQQQojmzj4AfVZspALTLNm2zfjx4xk9ejQOx67NW716NRMmTODUU08lKSmJBQsWcNttt3HcccfRr1+/Rox477SW0qAQQgghhBC1aXEJzKRJk9iwYQNXXnlllftdLheTJk3i2WefpbS0lMzMTEaNGsV9993XSJHuG1sSGCGEEEKIZs/SCks37HVbGnp9TVWLS2BOOumk0IUfq8nMzGTKlCmNEFHDkgRGCCGEEKL5Cw993LDrbB3Hia1jsOgWIbRDWlr6wAghhBBCiNarxVVgWiKNrkg1NTIImRBCCCFE82drA7uBh1FuLS11pALTHKiKCWptHieEEEIIIURrIRWYZkbSFyGEEEKI5k/6wOw7qcA0B2rX/9IHRgghhBBCtGaSwDQz0oRMCCGEEKL5s9k1lHJDTXt7mrtTp04opWpMY8eOBcDr9TJ27FiSkpKIjY1l1KhR5ObmNvhrsbckgWlmWssVVoUQQgghxIH1+++/s3Xr1sj0ww8/AHDeeecBcNttt/HVV1/x0UcfMWXKFLZs2cI555zTmCED0gemGZIERgghhBCiubMxsBu4lrC360tJSany9xNPPEGXLl0YOnQohYWFvPHGG0yYMIE//elPAIwfP55evXoxY8YMjjzyyAaLe29JAtMctI6LqgohhBBCtBqWNrAaeBjl8PqKioqq3O92u3G73bt9rN/v59133+X2229HKcWcOXMIBAIMGzYsskzPnj3p2LEj06dPb9QERpqQNTPShV8IIYQQQuxOZmYmCQkJkenxxx/f42M+//xzCgoKGDNmDAA5OTm4XC4SExOrLJeWlkZOTs4BiLr+pALTTOiKpmNayjFCCCGEEM2ejcJu4OO68Po2btxIfHx85P49VV8A3njjDU455RQyMjIaNKYDQRKYZkCjwdz1lxBCCCGEEHWJj4+vksDsyfr165k0aRKffvpp5L527drh9/spKCioUoXJzc2lXbt2DRnuXpMmZM2BQvrBCCGEEEK0IOE+MA097Yvx48eTmprKaaedFrnvsMMOw+l08uOPP0buW758ORs2bGDIkCH7vf37QyowzYkkMUIIIYQQogHZts348eMZPXo0Dseu1CAhIYGrrrqK22+/nbZt2xIfH89NN93EkCFDGrUDP0gC0zxUSlxsJU3IhBBCCCGaOwsDq4EbQ+3L+iZNmsSGDRu48sora8x75plnMAyDUaNG4fP5GDFiBC+//HJDhLpfJIERQgghhBCilTrppJPQuvYT5B6Ph5deeomXXnrpIEe1e5LACCGEEEIIcZDZWmHrBh6FrIHX11RJJ/5mRhqQCSGEEEKI1kwqMM1B60imhRBCCCFaDfsA9IGxW0ltQhKY5kASGCGEEEKIFsXWBvY+Dnu8u3W2Bq1jK1sSSWaEEEIIIUQrJhWY5kYSGCGEEEKIZs9CYTXwgV1Dr6+pkgqMEEIIIYQQotmQCkwTFxqXW1eqvLSOzFoIIYQQoiWTPjD7rnVsZTNm61DyogwkdxFCCCGEEK2eVGCauKBtS+IihBBCCNHCWDR8nxWrQdfWdEkFpokLWHbktlKAkktZCiGEEEKI1ksqME2c3wrudv43y1bQNakt3VOSD1JEQgghhBBif0kfmH0nCUwT57PqLgau2Ladm7/8L53btuH7q8ccvKCEEEIIIcR+sbSB1cAJR0Ovr6lqHVvZjAWtan1gKt2ev2UrGs2GgoKDHZYQQgghhBCNQiowTZw3GKhz3pbCYjAgiF3nMkIIIYQQounRKOwG7sSvW8nIT1KBaeK8wWp9YCrtl3llJaBAuvULIYQQQojWQiowTVyZv+4KTJHXJ8mLEEIIIUQzJH1g9p0kME1cWcBfZx+YrcXFYCIlGCGEEEII0WpIAtPElQXqrsCUBvwHMRIhhBBCCNFQbK2wdcP2WWno9TVVraPO1IyVhxMYpaleaql8kUshhBBCCCFaA6nANHGl/kAoeTEI5S+VEmu/FUQraT8mhBBCCNHcWBhYDVxLaOj1NVWSwDRx5btpQlZuB3clNkIIIYQQotmQJmT7ThKYJq4sGNhVdVEAmn/+8hvdkpMI6l2Zi9YapVrHTiuEEEIIIVovSWCauNqGUX5lxixSY2KwbCtyX9C2cZrmwQxNCCGEEELsIxsDu4GbfDX0+pqq1rGVzVhtTci00mwrLyVoa8Jd+/3VL3gphBBCCCFEC9SiEphx48ahlKoy9ezZMzLf6/UyduxYkpKSiI2NZdSoUeTm5jZixHtW64UsDbDRBLUdegcNKJMERgghhBCi2bC0OiBTa9CiEhiA3r17s3Xr1sg0derUyLzbbruNr776io8++ogpU6awZcsWzjnnnEaMds+q9IGBKrcrj0BW5pNrwgghhBBCiJavxfWBcTgctGvXrsb9hYWFvPHGG0yYMIE//elPAIwfP55evXoxY8YMjjzyyIMdar3UdiHLXcn1rgSm1C8JjBBCCCFEcyGjkO27FleBWblyJRkZGXTu3JlLLrmEDRs2ADBnzhwCgQDDhg2LLNuzZ086duzI9OnT61yfz+ejqKioynQweasnMIpIs7FKg5BR7PMdzLCEEEIIIYRoFC0qgRk8eDBvvfUW3333Ha+88gpr167l2GOPpbi4mJycHFwuF4mJiVUek5aWRk5OTp3rfPzxx0lISIhMmZmZB3grqvJbVtU7FOiKf5Wbk5XW1ldGCCGEEEI0SVob2A08ad2iDu3r1KKakJ1yyimR2/369WPw4MFkZWXx4YcfEhUVtU/rvOeee7j99tsjfxcVFR3UJMZbPYGByMUrK1+/ssgrFRghhBBCiObCQmHRsE2+Gnp9TVWLTtMSExPp3r07q1atol27dvj9fgoKCqosk5ubW2ufmTC32018fHyV6WAKRK71Eh4wmVDlpaISgxGaiv2SwAghhBBCiJavRScwJSUlrF69mvT0dA477DCcTic//vhjZP7y5cvZsGEDQ4YMacQod88ftEBplKFB6aoz1a6pLCCd+IUQQgghmgtb7+rI33BTY2/VwdGimpDdcccdnHHGGWRlZbFlyxYeeOABTNPkoosuIiEhgauuuorbb7+dtm3bEh8fz0033cSQIUOa7AhkAAFtR24rVXXo5MpVwiIZRlkIIYQQQrQCLSqB2bRpExdddBE7duwgJSWFY445hhkzZpCSkgLAM888g2EYjBo1Cp/Px4gRI3j55ZcbOerdC9h1XKCyWhPHYp/3wAcjhBBCCCEaRLjjfUOvszVoUQnMBx98sNv5Ho+Hl156iZdeeukgRbT/gtqukazUprSW68UIIYQQQgjR0rSoBKYlsnTNxoxaUXUIMqBMhlEWQgghhGg2bBR2A48a1tDra6okgWnibK1rVmBq2TfLpAIjhBBCCCFaAUlgmjhdqRM/UCV50WgwARt8Vh19ZYQQQgghRJNjaYWlG/g6MA28vqZKEpgmzt7dfmgQSmgMKA9KBUYIIYQQormQTvz7rnVsZTNm19IHBqjRjMwXlAqMEEIIIYRo+aQC08Tp6r31Ve23/ZZ1UOIRQgghhBD7zyZ08cmGXmdrIAlME7erCVlFIqNqGYIMCNp2jfuEEEIIIYRoaSSBaeqUBnTVxn7h25UrMJLACCGEEEI0G/oADKOsW0kFRvrANHHhWouqo+lYWABJYIQQQgghRMsnFZgmT6NUKI0JJTG1d+q3LElghBBCCCGaC1sfgD4wrWQYZanANFdV+sZorDoSGyGEEEIIIeqyefNmLr30UpKSkoiKiqJv377Mnj07Ml9rzd///nfS09OJiopi2LBhrFy5shEjlgSmydOKWpuMVcxFmYAJlpZRyIQQQgghmovwdWAaetob+fn5HH300TidTr799luWLFnCP//5T9q0aRNZ5qmnnuL555/n1VdfZebMmcTExDBixAi8Xm9DvyT1Jk3ImrgauUsdfWGsuq4XI4QQQgghmpym0ITsySefJDMzk/Hjx0fuy87OjtzWWvPss89y3333cdZZZwHwzjvvkJaWxueff86FF17YMIHvJanANHW72w8rzatxvRghhBBCCNEqFRUVVZl8Pl+ty3355ZccfvjhnHfeeaSmpjJgwABef/31yPy1a9eSk5PDsGHDIvclJCQwePBgpk+ffsC3oy6SwDR1StVIYrSh0apqwmJLBUYIIYQQotmwK4ZRbugJIDMzk4SEhMj0+OOP1xrDmjVreOWVV+jWrRv/+9//uP7667n55pt5++23AcjJyQEgLS2tyuPS0tIi8xqDNCFrNiIDKofSzmr5SisZdEIIIYQQQuzBxo0biY+Pj/ztdrtrXc62bQ4//HAee+wxAAYMGMCiRYt49dVXGT169EGJdV9IBaZZ0CgjNNXVpEzqL0IIIYQQzUe4D0xDTwDx8fFVproSmPT0dA455JAq9/Xq1YsNGzYA0K5dOwByc3OrLJObmxuZ1xgkgWkmlKq4DoyqK1WRFEYIIYQQQtTf0UcfzfLly6vct2LFCrKysoBQh/527drx448/RuYXFRUxc+ZMhgwZclBjrUyakDV1dQ2jHL6oZUVio5ELWQohhBBCNBdNYRSy2267jaOOOorHHnuM888/n1mzZvHaa6/x2muvAaCU4tZbb+WRRx6hW7duZGdnc//995ORkcHIkSMbNPa9IQlMU1drxaXiPkWkP4zUX4QQQgghxN4YNGgQn332Gffccw8PPfQQ2dnZPPvss1xyySWRZe68805KS0u59tprKSgo4JhjjuG7777D4/E0WtySwDRxGo1RPZk2IjOFEEIIIUQz1BQqMACnn346p59+ep3zlVI89NBDPPTQQ/sTWoOSBKYZqL4rKgVaU+06MEIIIYQQorloKglMcySd+Ju6+u6HrWN/FUIIIYQQrZxUYJoDBUppNKH/oVIVptIyQgghhBCiedAQufBkQ66zNZAEpokL7dYaw9Q1mo3VsqAQQgghhBAtmiQwTZ0mMhKZCg+dHBYZSlnRenJuIYQQQojmT/rA7DtJYJqDGvui3vW/0hV/S3cmIYQQQgjR8kkC08QppWrmL5WGUa5tRDIhhBBCCNG0SQVm38lp+6au2n6oVKX7Wsc+KoQQQgghRIRUYJo402idOabWGp8/iMftbOxQhBBCCCEanFRg9l3rPDpuRszqd1SqvlTZRVvYO/nc6z9y+qUvsnFLfmOHIoQQQgjR4MIJTENPrUELO+xteQxdPVOpRNVxuwVYsmIrfn+QNeu3NXYoQgghhBCiCZEmZE2crSqNOEZFp/1qy4Tua1nDKAeDVuj/gNXIkQghhBBCNDytFbqBKyYNvb6mShKYJk5XDJVshK8FU3Fv5SWoNKelCAZtAAJBSWCEEEIIIcQuksA0cYZtYFNpuOTItV+oevmXlpW/RBKXcCIjhBBCCNGS2CjsBj6Aa+j1NVV7lcDYts2UKVP49ddfWb9+PWVlZaSkpDBgwACGDRtGZmbmgYqz1YpxOCmq2BfDQyjvuvaLrpTYtCxSgRFCCCGEELWpVyf+8vJyHnnkETIzMzn11FP59ttvKSgowDRNVq1axQMPPEB2djannnoqM2bMONAxtypa2ShVR4bSgpPsUq8fW0GZ19/YoQghhBBCNDgZhWzf1asC0717d4YMGcLrr7/O8OHDcTprXptj/fr1TJgwgQsvvJC//e1vXHPNNQ0ebGsU63ZTUvmOStUYXcv9LUWp1w+GYv2mHY0dihBCCCGEaELqlcB8//339OrVa7fLZGVlcc8993DHHXewYcOGBglOgK3q2QekhSUwuqJdnNcfbORIhBBCCCEanoxCtu/q1YSsV69eLFq0qF4rdDqddOnSZb+CErv4tFUtN2mBHV5qEe7XE/BLHxghhBBCCLFLvS9k2a9fPwYPHszrr79OcXHxgYxJVBLUVSsQyqBiFLKKSelQH5m6+sk0UzYabUBRqbexQxFCCCGEaHDSB2bf1TuBmTJlCr179+Yvf/kL6enpjB49ml9//fVAxiaAIFU78Ssqkhgj9IdhaJTRspIXy7LBCA23lpNX1NjhCCGEEEI0uHATsoaeWoN6JzDHHnssb775Jlu3buWFF15g3bp1DB06lO7du/Pkk0+Sk5NzIOOsl8cff5xBgwYRFxdHamoqI0eOZPny5VWWOf7441FKVZmuu+66Rop4zwytAI1h2BjV+sOoFrqPBisNnRy0pAmZEEIIIYTYpd4JTFhMTAxXXHEFU6ZMYcWKFZx33nm89NJLdOzYkTPPPPNAxFhvU6ZMYezYscyYMYMffviBQCDASSedRGlpaZXlrrnmGrZu3RqZnnrqqUaKeM+cKvQWVRQkCPeBqZG8tKBkJmjZlW63rOqSEEIIIQSEKjAN3XystVRg9upCltV17dqVe++9NzIC2X//+9+GimuffPfdd1X+fuutt0hNTWXOnDkcd9xxkfujo6Np167dwQ5vn7SJi6I0WADUTFqq/N2C9tfKF6+07HqOwiaEEEIIIVqFva7AhP3yyy+MGTOGdu3a8de//pVzzjmH3377rSFj22+FhYUAtG3btsr97733HsnJyfTp04d77rmHsrKyOtfh8/koKiqqMh1MaZ64Kn+rSAf+lisY2JW0WNKETAghhBAtkCY06mqDTo29UQfJXlVgtmzZwltvvcVbb73FqlWrOOqoo3j++ec5//zziYmJOVAx7hPbtrn11ls5+uij6dOnT+T+iy++mKysLDIyMliwYAF33XUXy5cv59NPP611PY8//jgPPvjgwQq7Bo9h1qy8GKG9VGt2dfBvQaOQ+Spd+0WakAkhhBBCiMrqncCccsopTJo0ieTkZC6//HKuvPJKevTocSBj2y9jx45l0aJFTJ06tcr91157beR23759SU9P58QTT2T16tW1Xr/mnnvu4fbbb4/8XVRURGZm5oELvJoyK1Dlb0Wo6Vj4sN4wdeSaKS2F179rm3VL2zghhBBCCMBGoRq4D4DdkvoU7Ea9Exin08nHH3/M6aefjmmaBzKm/XbjjTfy9ddf88svv9ChQ4fdLjt48GAAVq1aVWsC43a7cbvdByTO+igPVk1gKu+XRguqulTm8+3aZlsSGCGEEEIIUUm9E5gvv/zyQMbRILTW3HTTTXz22Wf8/PPPZGdn7/Ex8+fPByA9Pf0AR7dvvHagSi4dbk6mQqMrV5oB09eup2tKMimxTas5394qKfNFNlTyFyGEEEK0RAfiui0yClkdTjjhBNRuLkDy008/7VdA+2Ps2LFMmDCBL774gri4uMi1aRISEoiKimL16tVMmDCBU089laSkJBYsWMBtt93GcccdR79+/Rot7t1x4ah7hLFqo5Bd+sknJDjczL117MEI7YApKfE2dghCCCGEEAeUrRWqgRMOWxKY2h166KFV/g4EAsyfP59FixYxevTohoprn7zyyitA6GKVlY0fP54xY8bgcrmYNGkSzz77LKWlpWRmZjJq1Cjuu+++Roi2ftJdCawur6MMUbkag8Z2avKt5n/wX1hcHrktfWCEEEIIIURle53APPPMM7XeP27cOEpKSvY7oP2xp4PdzMxMpkyZcpCiaRgllq/K36qOfi9KgTZoEdeDKSnxYzs1gTiNe3tjRyOEEEII0fDCQx839Dpbg32+Dkx1l156KW+++WZDrU5UKLd8gMYwbAwVGlvCMG2UYVe6JkzFZNCA72jjKS33UTAgyI5jg/jbtJJPohBCCCGEqJe9rsDUZfr06Xg8noZanahQbgdAgREZOllHOvJrrSMjkVUeWjlgWTib+Ehxu1NU6sWKCt0O/y+EEEII0ZJIJ/59t9cJzDnnnFPlb601W7duZfbs2dx///0NFpgI6eBKYKN/E1DR16Vi9LHKo5FpTZWmY+t37KRrasrBDrXBlJX6sGMq0rXmm4cJIYQQQogDYK8TmISEhCp/G4ZBjx49eOihhzjppJMaLDAR4lRG/QYhU6ArajBztmxt1glMaXkAqyJ8f7zduMEIIYQQQhwAUoHZd3udwIwfP/5AxCHqUGb5q2QqVXbL6vuoAWhYlJfLBQc+tAOm3OdHG6HNCyQ2djRCCCGEEKIpqVcCo7Xe7bVfxIFTbgeq/F3bKGRKgUJHEprV+TsPRmgHjM8bjNzWDdZLSwghhBCi6ZDrwOy7eo1Z1bt3bz744AP8fv9ul1u5ciXXX389TzzxRIMEJ8BbLYGh4povoc78utr9IZuKijj/vQ/4bNGSgxBhw/MFdiUwtrMRAxFCCLFPNubmc+ED7/DN9Ob5OyTEwRAeRrmhp9agXue3X3jhBe666y5uuOEGhg8fzuGHH05GRgYej4f8/HyWLFnC1KlTWbx4MTfeeCPXX3/9gY671Si3fSgTdo0xpiIjj1XZRxVoU4MNOWWlbCopZtUvOzm7zyEHN+AG4PMHd420ZmqpAAohRDMzc+kGVm7aznczlnHqkOb3OySEaNrqlcCceOKJzJ49m6lTpzJx4kTee+891q9fT3l5OcnJyQwYMIDLL7+cSy65hDZt2hzomFsVnw6C0pjh4ZKpNPIYoWGUdWRoMsAAP0GUUhT4y+tecRPms61dfygIBm2cThmOTAghmos/Vm9BOxUL1+c0dihCNFmhiklDd+Jv0NU1WXvVw+CYY47hmGOOOVCxiFrEWzEUOrfvGjaZXdd9URoMI9xHqdKDVGj4Yd1MB/Dy60p9YAwIBC1JYIQQohmZu3IzKCjy+ho7FCFECyRdpJu4pKhoNlbOplXttxWAEWpChqFCt1XzHIDBVymBQUEgEIQoV+MFJIQQYq94/aH+m63kZLAQ+0SGUd539erELxpP+5T4uodRrkxVjFBmgDZC/2NAcTM8++V3VmpCZoDXF6h7YSGEEE2OP2jteSEhhNhHksA0caVBX11Fl13NysIjkxnsqryYGq00q3bsOGixNhS/o2rbt7JySWCEEKI58QWD6EoXWBZC1KQP0NQaSALTxJUGfNWyFo1h2BjKjvSHCd8fmYxdHfrnbW1+HSgD7qrDQxeWNM/BCIQQorWy0Ggj1I9RCNF0jRs3DqVUlalnz56R+V6vl7Fjx5KUlERsbCyjRo0iNze3ESMOka+WJq7MqnrtHaVCXVyqd2tRgDI0Kpy8EEpmFuU1vwQmWCmB0QoKCsoaMRohhBB7y24tp4GF2A/hPjANPe2t3r17s3Xr1sg0derUyLzbbruNr776io8++ogpU6awZcsWzjnnnIZ8GfZJvTrxFxUV1XuF8fHx+xyMqKncClSptIR3S1VRmg8PqWxU3l8NjTJB24pVO3ce1HgbglXt4pUFhZLACCFEs6QgGLRwOGQkSSFqOBBtvvZhfQ6Hg3bt2tW4v7CwkDfeeIMJEybwpz/9CYDx48fTq1cvZsyYwZFHHrm/0e6zeiUwiYmJexzJKjzalWVJx72GFMSLadgYqmJkiUrvgwJMQ4fG/K7eUcYAlCa3rPjgBtwAbCdErmujIL9IEhghhGhOQn1fQl/iRaVe2ibENHZIQrQq1YsPbrcbt9td67IrV66MXKB+yJAhPP7443Ts2JE5c+YQCAQYNmxYZNmePXvSsWNHpk+f3vQTmMmTJx/oOEQdHGYAZ0U6rbUmYFdKYKrnlKrikpamjswsCja/UchsR2hAgnB1qajI29ghCSGE2AsaCF9jecuOQklghKjNARhGmYr1ZWZmVrn7gQceYNy4cTUWHzx4MG+99RY9evRg69atPPjggxx77LEsWrSInJwcXC4XiYmJVR6TlpZGTk7jdlGoVwIzdOjQAx2HqIObKCwbzIoD+irNySoPr6xslBE64K/8UfDp5lcRs6s1ISsqkQRGCCGalYqh/AE2by+kT+eMRg1HiNZm48aNVbp11FV9OeWUUyK3+/Xrx+DBg8nKyuLDDz8kKirqgMe5r/b5QpZlZWVs2LABv79qJ/N+/frtd1Bil2gdR9A2QqOOqXByEkpiwslMzUoMoGyUVtjYNDe6WlPp0vLmV0USQojWTIebMgNbdjS/psxCHAxah6aGXieE+qTvS7/0xMREunfvzqpVqxg+fDh+v5+CgoIqVZjc3Nxa+8wcTHudwGzbto0rrriCb7/9ttb50gemYfWJn8vh0XOYX5TJwpJMlAr1e4GqO33lxAZlo5QKXdDSbH5Dwehqe2VpmSQwQgjRrBhE+jFuySto5GCEEPVVUlLC6tWrueyyyzjssMNwOp38+OOPjBo1CoDly5ezYcMGhgwZ0qhx7vUwyrfeeisFBQXMnDmTqKgovvvuO95++226devGl19+eSBibNVM53q6x+SR5i6CilHHwlOoz0vFpMB0WpgOu2aH/mZGG7rKRTrLyv27f4AQQoimScHWnfUfyVSI1qQpDKN8xx13MGXKFNatW8e0adM4++yzMU2Tiy66iISEBK666ipuv/12Jk+ezJw5c7jiiisYMmRIo3bgh32owPz000988cUXHH744RiGQVZWFsOHDyc+Pp7HH3+c00477UDE2WrF+pNC/zt8mEoTqNQHxmDXKGRKgWGAVuEqjA4VZJrhlX60qavkXWW+QKPFIoQQYh9U+hLfLiNJCtFkbdq0iYsuuogdO3aQkpLCMcccw4wZM0hJSQHgmWeewTAMRo0ahc/nY8SIEbz88suNHPU+JDClpaWkpqYC0KZNG7Zt20b37t3p27cvc+fObfAAW7vouOUAZHryI9UWQ9kVQyrvWk6pSp37DY0yQvO10fyakFGtD4zXH2ycOIQQQuw1rXWVS1EUlpQ3WixCNGlaRUYNa9B17oUPPvhgt/M9Hg8vvfQSL7300v5E1eD2+vx8jx49WL48dFDdv39//v3vf7N582ZeffVV0tPTGzzA1s6quJyxywiGqiyRaVdH/lDyUqlDv9KhCd0sm5BVj7nMliZkQgjRXJSW+yt+qAAFZX6pogtRm3An/oaeWoO9rsDccsstbN26FQiNKX3yySfz3nvv4XK5eOuttxo6vlbPYYYO3j0q9AOgVGjvVAoMNA7TxtaglImqqMwoQ4eakwG2ASV+H7Gu2ofPa5Iqp9UKfMjAEEII0Vzk7qw06piC8qAkMEKIhrXXCcyll14auX3YYYexfv16li1bRseOHUlOTm7Q4ASEKyumCg2HrJTGYdih5KTiopahgV40hgpd/VgZVFRhQv9/snAx5/XtS7TLWeszNDXVWsfhc0gTMiEOhlzvKn7b9g7HplxJiqdTY4cjmqmNeQVVvsSDzW80fyEOjl0NaBp2na3Afnfxjo6OZuDAgZK8HCCxykei8hJt+DGUHarIVxzgVx6pS1Xq62IYNg7TxjBDI5KN+2UyZ783oVHibwh+dyv5NArRyBYWfMeakpksLvy+sUMRzdi6nO1V/rabY1NmIUSTVq8KzO23387DDz9MTEwMt99++26X/de//tUggYmQWGeQGCNA0FY4DJugHWobFm5CFk61DRVKXLRWGFphGLsqMFrBioLtaK1RNa562QQpoKJvj9aKoKuxAxKidSjx5wNQGshv5EhEc7Zm884qf0sBRoja7cuwx/VZZ2tQrwRm3rx5BAKByG1x8Bgq1AfGgV1ReanaYd+h7IrRkis1IYt08Adl2KGLWdqKJXl59E5La5wN2RsVFSWlAA2WVGCEOCjW522CGFibuwk6NHY0ornasrM4NBBSuJVAcxwNUwjRpNUrgZk8eXKtt8WB58IgTjlAgYmFaRhgh85n2VpFDvINwwZr18hk4V8OpTS2CpVsXpo2nZfPHtk4G7KPFGA1j647QjR7PrsIAygPFjZ2KKIZ25ZfHBrG3yRUfmkdJ4SF2DeS3++Tve4Dc+WVV1JcXFzj/tLSUq688soGCUrsku5QtHN4iDcMok0fSoUqE6Ehle2KKXThR9PQmEaoAmMoG6XsUId+Q4Oh+XHdukbemvpRStOjTS6nZi/CbQawnNIAQYiDQTtDFxy0HaWNHIlozgrKy3clLQfgMhdCCLHXCczbb79NeXnNi1KVl5fzzjvvNEhQYpdiO1QkcypFjOnHQIcSE0LJitO0cZhWReISSmxMQ+Ny2rgcNoYJuEA7bHwEsezmkQz0SsolLbqEDnEF2NIHRogDTmubaHcpfV1FeNwljR2OaMa8fgtbafxxGtvRTK9HJsRBEO4D09BTa1DvYZSLiopCV9fVmuLiYjweT2SeZVl88803pKamHpAgWzNf+EKWShHt8OE2gxjaCO2kVPSBUQqFTajjO5gGkdtKaZRTow3Qfs3Al17mi0svoVObNo24VXXz+0NDJkc7Qn1/ohwBtDQhE+KAKwsWcWT0Tg7zlBBv+AnYXpyGZ88PFKKaIBorGqyYUDMyUwp6QtROhlHeZ/VOYBITE1FKoZSie/fuNeYrpXjwwQcbNDgBxWWxEFWAA0W8WYbb0QaXtrG0ImAbuEwL21Y4TBsPQWyt8GkTU2lswDAsUBplKrTbpsjv48R3xvPz6CvJTEzcp5iuG/0aa9Zt58VXxuDFZsXqXEaeOgCHud+jclNc4sUwbDwV136JcvolgRHiIMgv204XZzGg6OIspsSfTxtPemOHJZohS4NVceLMcrFrzH8hhGgg9U5gJk+ejNaaP/3pT3zyySe0bds2Ms/lcpGVlUVGRsYBCbI1a+MKNddzKkVbRyloC6VMHEpjKCvU/8XQOA0LrU0sW2EqA6dpYdkKo2JEMhShpmR+ja3g+Dff4J2zR3F0dqe9ikdrzcp120Ap7rtnIgVuhdcXYGteITdd9af93t6dBaVEO3ddtTnKEQBzv1e7VxbteIEd3nkMafccLjPu4D65EI0kJz+Hfu7QACAJps36ojxJYMQ+sQ2N7SH0u2PSAFecE6KlqjRcX4Ous+WrdwIzdOhQANauXUtmZiaGId9IB4NPh47eDRRpjiLauryUWQ4C2oFCVTQhA5dhE+Xw4gua2BpMpVFG6HowoeupAIZCOy0ImFgGXPrpJwxtn8WoPn149IefefrMk9lWXsbjk6fw2qiRHJpR8+Bl8bwNaMAyFSUddlJeHEMQBxO+msPUqcs5vFdH7vjrqaxft53SMh+9e3fgibsm4vcFuf+Zi3d7HZqN67bx2UcziO7hj9wX7QygGzCBKdxZwpLZ6zhyeO9aYwnYJawp+D8MFWRD8dd0Tbyo4Z5cNLp8fx5LCqczOOlUHIaU9irLK96K6Q59JkwUeUV5dJdWwWJfGKHqCxDqxN+owQghWqJ6JzBhWVlZFBQUMGvWLPLy8rCrdQq//PLLGyw4AU5HIHIByjRnOaayiTIDaEuhUaFrpqCIcgRBgcMIUm6ZeEyboK1wmk5QNqEUCLRHoZ126HZA8fP2dUz9ej2GbXD9h1/ij7bxOSxu++q/fHv55Xiiqvag/+CdqVguk7b9Crj8hu9Ysbw9UyYN4NIrvmfejG588VlfZqzbTP6anSivzZ+vGsrk7xcD8L/P5nDyOYfXua1jbn6LgjhNfN9dCUyoArPnn78Pv59LUYmPMWcegcNRNePZsjmfH75fyHkXDObaq19jIwHGbsjjgiuOp7TcR0JsVGTZtfkTGOwpI07BzIKXaBt1GuWWj/bRKXuMQTR9/9v6FouLpuM03ByRdHJjh9OkFPl/jyT1hlJsL10GDN/j47TWTJuxim5d0khNjT/AUYrmQCsFatf3tuWUFEaIWkkfmH221wnMV199xSWXXEJJSQnx8fFVzmIrpSSBaWDF2oONDxNFG0cg1InfNglqC42BrcHSBg7DRhHq0B/n9BHn8uO3TIp9rtCFLZVGWxXXjTFCzUS0ywZTEXCACmr8Aatij1CsLS/klste49WPxlZ5j+cv2EgwwWTYKbM40p1Pdu8SsrNziPX4OO7EBaxek87VV7zD2lXpzPuyJ2/8389Y0U40iv977vs6E5iF8zeQn2ISjLKIcVROYPygYM6C9RzWL6vG4+Yt38RfXviC4mIfSsNPM5fz+gMXEbRt/jdrOWce3Ztr73mXHNPPtAVrWB1lQZTJW/+dw8/rtvDHhjz+fvHxnDKsP5a1mHTfk8SYoQQow8jhxRUXoTG5qNO/6BrbmaC2cRm1f2y83gB3jfuY5Lax3HnrKbhde/3xalC2rQkEgrjdTn7+bTmr1+Zx5SXHoJSizF/I9wuf4+huo0mJr/m6tlSby1cDsNW7tpEj2bOfp62grMzHqcP67tPj7cBK7MACzKizUWrPFfOU6FlV79A/Azft8XGzZq/hbw9+yqF9M3n2HxfvU6yihancKkaBLcVOIUQD2+t2YH/5y1+48sorKSkpoaCggPz8/Mi0c+fOAxFjq7Yl6MKqSKfjDAsDG4cK4lAWCo2hwKEsPIYfl2HjMiwSXV6GxW8m21NEalQxhtMOVWGUHUpkFGilUSYop0a5Ndpto6NstGmjnTbaqVm+fTsb125n2aY/yCvYAkChEyxDcWy39UQZNpkOH4nuItJUIQmqlNuu/YwMTzHH9FnOjfd8TmKfnZSnuinL8LAx3cXVf32HQMCKbJ/WmsL8Uq55YiK2G+woRVSVPjBBMCweffnbWl+fB1//jqJyH4d030z/PutYkbuTU65+idGPTOCp937izpe+Yqvpx3YqZhfs4Lbzf+Xnca/SaeBm5m/PIT61jNk5TzLmkhvYuvZ8oisd6GU6NAOj1xJlepm84RYun34zF/52K1vyX8ayaw4l/tMvy5i/YCM//76Ae8c/Q7nPX2OZA21reT6TcxejtebCG17nT5c9x6/Tl/O3f33J/305gx+mLAHggzl/oSDuOz5efuNBj7GxeK1SCgO5xBs+1havaOxwdqu4xMu9T33BIy9+x9LlW/b68Zblw7f9VOzCO/EW3If2z0GXvY/WNYdRt7VmWd42OkXnVrk/K24Vv/6+Eq01n/4wn1P//ArL1+bWePzHk+az9Sgnv5RtwbIO3DDt27YVVfnuAJg7Zy2nnfZPXnnlxwP2vLXx+QKUlR/8z3fYtvwS3vlyFqXVYpjy4xJuv/5t8nc27rBf2qBKM3zbHfquP1ACtpeSwMG7+Oo/x/+bu156eK/2d68vwJLVOQcwqr23YdMO5i/c0NhhtG76AE2twF6fIt68eTM333wz0dHRByIeUU1ubjfsuBxQJlGGRTdPDmt9yWgUigCaaExKcRkWBYEogtrBOW3Wc1biJootB+PUAPJK4yj0RhP0gw6CMio1sVKABtNhYTtMHFj0Schh3rYMcgdH8+wbzzP0yi/wlzrwfzaOU2//jQ1rU0l3+DAwQGmyHOWgbDzawqcdKGxilI1ScONfPmNeaSfWLs3g128H8EfuNk698Dm+//g2lqzYwpN3f8hK24uvnYuLj57DaQOW8aM/lYCy8WoHoBjQJpcunbby8ffzOPekAZHQbVuzaWcRbRJLeO3KrzCAq949lUXLO1K2rRAN/LZoLYeesph+fdZh53u4oPNKDGXw0IWTWJuXzJFdtmBpm8BJQVzKgVIGtrYxlIFbGfRyFZPpWEpbM8jRsYuIVjauss/YUPoC2R2WAjDxo2l4KeGrRT/jT0yk18UrcGcW8fbUZK478Yo631vb1hjGvne2K/OV8bdJfyGJ9tx32n0A3DHjHVb6cnio1wWs9hdDvMHTH48npbdFeVkUL77/C4MP64Sz7UKiDT+Jbdbx8uTTuebYz3E6HGitWZv3B7n+R4l2ZNE//el9jq8yr9fPZx/+zsmnH0qbtjENss69lVO+nuOjNzIwKo/PC3yRpplN0cvjJ2NFh2L7x8vf8+ZzY+pcVmuNbW/HNFPILd/Ksh2f0Zd/kGA6UMoE70SC3k8xlY2v9CMciY/jdPYAwBcMcuXXj5PVcR5/TQtQ+ZxWhruUKbl/ZsxfT2LjjmhKAgFenvArz/3t3CrP/9OWtZx80mLmbchgzdo8unVtt1/b/p///EanTskce2wPAgELh8Pgt2kruO+hz4mNcfHIuHM4tKIa+9gTX1MaCPDRp7O5/voT9+t5w1bl3QD+qbRPeZcod78a872+AKdd+iLBoMUn/3cdbRKjsW2N03nwRht54o0f+PWPtWzOK+Seq3c183v8sa/wa5vn//UtDzyy632ybY2tdYOMFFkfulq/F9upyS8qoW1Cww+KorXmzSUjSHUX0iPpXQ5p2ycy74pHJuALWkwYd1koDluTl19Mu6R9b+q4ctNauh37Iv2NAE//0Ja7Th5b57IPPfQpP85axZ3XD+PpD3+lzLI4+7je3H3tiH1+/roEgxamadT7O83nD3LFnf+hLBDg3+MuZPLslWzLL+WBsafgdDZu6wEh6mOv99IRI0Ywe/ZsOnfufCDiEdXkreuN1fUXAGKUzaCo9bQxi/m9tCuG0gTsEmIcfgwFiZTT2VnKGQmbAIgzg9yWsojNZTHkqQDR0UGWbk+he2weybFF5Ja2YVVxWx7t/QsXtl/LZ1s70DFuG71iCllTHsXH63uTHZvLIa4d+Bwmswc8ysi2uRT1cOFRJg5loLUm2QhSqHVFZ80gCYZGATbQzllOB88O4g714vU5mTOzJwUxit+mr+Tml79Cpym06eHWYVO5fMhCAHrqIjYFFZ8WZ3F+/BbuPnw5apDi5R928sPMBxjYvQOfffcinrgj0Ibm3su+wlnxnf3EhV/z4C/HsHxZJ9p1yGfTqiSO7b+MHq4y+iSWYlR8uafG+kiLC53ZNpWBgROlFFprCuxyEo1oDKXo5PBgoymyNS5HACcGhjKIp4jNhVPYvqENhw8+N7TePlkow8bCIM9KYI35P2b9PpRPpn+Lb/A04nztuKLfZcwu+ICSkl/JcBeSFv0h/dI7obUXh9m2ynv/0Kw7QZVz/+HPV/lReuCFD+jQpg15Kd9xaZ//Umo5eX95G47LvICAYwHHJ+7kkVkfEohN5tzhP3N0n6XEKQuXgs1l0bwx9Wt6dysgy1WCW9n07bqdL2ffxvT5nenY51uGd1xFB1VOIDiVtflDyW5zRr321em/rWD1ylwuuuxozGoHSn+++v9Yu7OYV979hd7Zabzy7yv55JNZLFuVi21qbvnzcOLjoupY8/7J2byDf7/3Lb3OKOCE+O0ADIjeSkmwgDjngb8e0oycOSzYeQu55e25/7CJNeafe8Ur7Cgo5d2Xr6R9emgf+PrXJVx0+kziony88eGxBAIWlmXj8exqixMMWlzzjwncctYLtEvYRIHfJMWlGGw4cCgzss84lEno0wiu4ELKtp+HM30BpQEf533/F54e8AMZDi/RFYMahBO7eMNm2IAVpCYV8PjPp9Bj4HbmfltWJfHz+QLcPOa/nJ+xDu9AzRP/GciTd4+KrGfBxhx6pKfgqXZAVFfy+OOkxTz34284SzWP+E/n7698Q1p8DHa5jS/BJBAMcv39EzE6eBh5TB82WWXQRREsMli+fCs9elQdeGTJ76tRStHr8F2/V7bWvDN9Ll1TkujXvh3XvfMK3VOyuXbYMby7dAyXdZiLqWBb3qnMWvME5w69FIDL7n4Q21NIsvdwss9YgjsqwL1PfMjC9aGWB/eNOZERJ/Wr0QevuoZInH9bsBYM+OKXhXTJTObtL2fx96uGU6ZstNNg6ozVVZZ//Plv+W3WKt54ZjTpaQl7XP9P3/yBaSqGjujHz5u/4ptfprPak88l7lGcfcqJbNyaxz1j3qJX7w7c9NA5jH30I44/vCtXn3sUALZJ6OSYARcP/oW27jI+mNybY49PpswqYnBSwySbAJ+v+oQzEzcSY2ieXvkIvXLbohxrWG5HsdV/CHm5yVxy3zu8dOe5vPXt7/zn+9ncct5xbM3L5+s58zm5V1/OPqEfh/RoX2W9JQEvUQ4Xa5flcNdf/s0Rf2rPmaMP5+PN93FTh1KcSpGT9SZQNYGxbc26ddvIzk7hq6VrsNMcPDj+R6w4A+1SfPbrYlZs2MaSDXn867azOGpAFyzbxrZDCWZ43/j+16Vs3LqTMaOGMOaB8RR5fdx8xvEcM6R7jebJW3PzuWHSOCiM4bMbHqv1dfJ6/fz5rnc58vAuHNa/EwsWbqTYGcARpbnhyY8IxARRDs2P1y6n/XnrMEzN2yc+TZSjft/LtrbJ95Yw4a2ZHH9MD/r27VhjmWKvjxiXa79O3LU4oSYxDb/OVkDpvazrvvHGGzz00ENcccUV9O3bF6ezauPWM888s0EDPFBeeukl/vGPf5CTk0P//v154YUXOOKII/b4uKKiIhISEigsLCQ+/sB3WL13wrPce/xzkYMLW2tyrABfFGdRrl0UBKM4xL2Fru4CNvmTOSNuO6YyCGobjcKpFLNL29A/ejsKuHPZIK7uspAuzgBuBSvKPXTzlEcO3i1sTAz8Okih7afEdhFn+tCAoRVRhokiNFRzmNaaADYBbVOuLaKUgYUOjVamNcWWItf2sCMYQ4ajGJ82eOCJa5hw72uU+J38vLQPVw9eFNk+QylsbTO1vA3HRe9qFuCzFZfMPokzfDmMPvYPNhZ7WBRwcFKbokg8ttbk2z7+8MbhMnys8rVlZFwBiZWOKSofQIT6EoFThRYosX3MLI+lv9tLcqUDEUvb2NrGVAYKhU8H2By0yC2PYmCcHwMDu6J2q4CAVkwo7MDCP7rQrf8G2jhKcGKRYPho5yilkzOAASzyRlNWHkObmEI6Jn/LirItFPgL2FGUz4iEv2GgKNOK9zYNJdq1g+FJS9kciGVuSSbHJa4ky1mOrWFyaQfW5Hbn2MzZOJXF7JJOLM3pwFVdp9DJ4SPFEY2JYmXAh19rYo0gLqVwETq0LdbgRBNnmJhKYWiFjc12y2B1aRx5Viw/lfTk3PirOO2Q42rspz5vgHf+OJ3ebXOZO/Mebrz0AnaWl/GfBfM5tVsPrrr0/wi6DXwX5wPg+CoJ5fERxISAA2e5ZvJbt+DxOCkL+igOFLOgcCHD0o6vcrDnDwRYm7OdMneAQ5Iy+G7DUv4y4wtGduzL00efhdaaif/4ivLicobfchLJCbH86aP7OLTrRg715HF+8vKKfQCWeZ/jkORTmD13LT26taNDh7YsXLyJrp1TiaoYvGLrlgJ2bCumT//MWj+fWmteWTiTReu3MvuPNXTv1w6Hw0Ew32Lc8OFM2fIoZyR/T4Lpp9wOkG+ZJMTfQlHpLwSDq1i+4j6e/WwpMXFe4su6kGf5KSrzkpq4nffveh8F3Pjq6Sxf0wmlDD595mqSk2JZsvx3Nm64jxN6r0ErmyLbS7xyV0lcQp9nHTnRAKF+igFt8V3Jh3y06WX+3eNHHMrERGFUfIYC2sKpTCxt49dBvDrIxzu7c2J8DqXaZnl5Euf3+g2AiV9O5cSBlxBjhp7jlSU9uLT7SlbmH8uS8itZbL1E2bahvD5yLGV+P8///B7L8lYRTMilr9mDs/sfyfM/7GDcOcNJjo/hrL++RlH2Joq9LpjmQrdxgA3OQgs7ykDbkNp1O9dc/A3eMhcxls2R7fL4fF5vvn77JF59+lJ+/WUF3vIAZ55zGOeefT+GUnzy1aOgYGtpKX/+4Es2FxdzQqcV3HjkUhbjY6s/lk25WVzZ7Qc6OEIVWL8OUqphsS8RVXwvC5zvYBo2ygdxUeWAYmNuEspnYLiCzF+TRf43mfTsE0XbzsUkHJpBdkIm53c8MfL6b80p5M8PvMShXbvx8J3n17pPVd+/Nm7aycNzfsVvW7x19jkAHHHF06SmFpOTm4jDqhglXyu69VzDiYMW89a7Q/n+3QeAUHPE0y99Aa3h0nMGc+3o4/D7Anz+wUyOG96bdhlt0FpzzXu3ETSD3NzlFu68eQJoyO7qJf2uJdgY5PliKQ64aR91CCtK1uC0LIJ5Djymmw2TUrCLHXz69JX838RpvL91Gd4OgLL59ozncSn4ZHtPbKeJaWj6xF3O9JwvQGnOS3yYsbd8jlLwxX9uIrFN1QptQUEpy5fnMGhQ58iB77rt+bw4+zE6JKwgIXY7FyaHTkYtLnfS1lGMxzBwqRg2B0zem3IoP0wfRJwqo8MxGzmmz3pmLMzktqN/pL0rwCdbs3nzubOY8PeLuOG5j+nbLo0zL+nNR1sepptZTqozn/XuGIbFrKet6cevbXq4Q7/HWwI+Hvr1rxR5fcQ7OvHomSfx5OIx9E/ZwNKC9qglUVxw5O88+eHp5Ld1ktZzO0u+6o6/1A0OUAFNty7luFK3snJBF04aeAgPjh7BynV5jHnnedxJPgLL04kZuZYkTxnxwQA7ZrVnYNvjsLtv5vsl+SQGEnFGLefK46aww4oib+utzFffUJwfS7sFPXj4xstISYrj4htfZ0VZMWgw/BqV4uffN3xE+6gSxvz7PNqcnIfhsCnMi+LsbsswsZm8uSsvD32Bb/67kFff/4VH7hjJEYM6o7Xmh7kryExJpEv7OD5Y9xAztpeypMhF3zZb2LQxieuLz6dddgrz00pYXpTHfYeexBXPvo9Paf5x2el0TU3a4/6/vw728dreCMfW4cUHMaIa9oLBdrmXTTc+0CS3uyHtdQKzu+GTlVJYllXn/KZi4sSJXH755bz66qsMHjyYZ599lo8++ojly5eTmrr7cUMP5gdCa83q5f3ITCjFqaqeccm3bPJtzfqAyWFuH9GGA6PiICSUUAQBhROzygFg+OCkPs8dGnk5lNgEsbAqDuANQgfx4WqGrTUBHcSPhQOFqUwsbeHXFjZgYePTmkJb0dYIXeRs9bYUBqcXoSrFGLCDBLGJMlzYWrPc76aX24+tbRShi6juCDpoawYj10Xz61DTr8oHaHZFO3+/timybVIdrsj8IDZeHSDO8KC1ZqdVxnxvNJ3dFgmG5tPC9qwPJuMKwr3piwEd2tpqZ0y11uRbofcl1nBXOWgMx1FsBSiybRIMTZEdJMYwcSoTrw7gVCYGinIdJK/iAGRacUfS3cW4jSApyksvT6gheaFdjlVpvZbWFNmKaAUZjmhsbVOqA+RYGrdSeIA1lkmMsmhvatqY7oqz8FBmB9hue4lTTtqYoS9NS9vstMpQSuFWJh4cmMpEo/HqQCgxtW2KbAf/2XkIx8c+wrEZvfls5hT6d+xG5/QMbnr3AZ4+YwIA3+zoyOTVfegQvY2vy7qxY3sC7h2Ko/ov4qk+v6EUzCyJpl9MER5l4vd70A7NNr/J6uIotMdihS+ZHCuJVMvBaRmX0tFxFEWmj6vmPkr76GIWFqShAibtonZwZ9cpvL+lP8vn9+GvbY7lgfc+omBEMvHpAWJji/liwBfEGA6C2sKPha3BoRQ/rOnMy/8+gX/d9QUzV2by4YdDKTRsUi9dT1R8gL+m3cS0vFvp2iaPFTNvpN/gyRSXr+fDhX24ZOBCbMuB1/EYi8qe4pykTXTzlBHER04wyA3LRvJg5ykcFVteZd8osr2U6SBRysSlHDgwsbAptYM8+fEweqUX0Sm1gChPGUOydwCwbKebRLdBlCPItKUptE8rpmdaAU6162xt+LMZvm1rTaEdoFDbdHJ4KLWD+LVFsiMKW2ve3prNFRnrav3cl9l+Ykx3pe+MIAYGpjKwtE0Qiy/WdOa1d4Yx6PLpPJC9AJdyYmPj1zbRhhO/tvm12M2g2FIKLIM7f7yOGwd9wtFtQ9WKAjsIBFCYbAwk8NjsYwgsH4Bq/wcfjPieQsvB0O/OxzE3HsNSGD4b7YSgx+LZG/+PHjE+yi1Ne2fodQxiM+SZK4idVIzHiEIBR56UxtFXPU+qqSnemUqhgkXFSby1ZBDXDJjC6PZL8RgKE0WR7SDfsujqCn1OLGzQoe+LQstipj+RKG0Rb/pZ7k8ixVGEoTQ7ggkEcBCtfHR0FrLCl0ShHY3XdpBoluK1XSjViSL/dtwqhfXLnPTvt4hNxYmcw9N069WJW9//C9265nJ828fp03XXWeuVq7fw/E9vcu1pH5NvR/NbYRadyu/kiHaZBAKn0qNtETM3pXHXCxdE3rv/PfEs0YaDxdvdLJj/GivWb6N3j3Reff83tFK4LPhmwo3ccd3brFidS+plubTr72a7r5ibOk3CqTSvrR/CsJj1aEOz3uHmmPgcLA2bgi5mFnclYBukuorJt2Iot92UWB5ilJ+SvGgKt8VStimGTWYsZXFO2sTs5NcR72EqxXKfZo4vA6VgeyCWeLMcBeRb0cQbPixbUbAhllWrs4kuaoe1NYnhF3j44et55K2OpsdpivKoTKZt2MmYY37gyqwNOBQU2UESDScKRbHtp0wHSTWjI79PPttis1ez0o7icE8ZCaaBVwdxEfo+9muL+xf0Y8m8bvz1wi/Y4Y1hmxXD4LgNZDlsTKXw2RBlKAwUTuWI/IYGtMUL27OINf10dm9nflF7rkxZTRvTSb4dxNYBXIaixNZs9rvp6PIzfmsPtue25bSeS8l2FVBoO1nub8sfhZl8+/6RuIoMXD3zePuCD3Apm7e3H8Lxcblku/xEGQaLffF8md+BoKFo7ywkoJ0MiNrEkOid2BrG7+zKGQk5pDtCVfcn/hjIX499i6E3vMAZZ8xl0aY0cuM89O69keeyZoV+e0rb8FtJOv2j8+jt2UKKM/Rd8m1JGou8SWz3efD7Y1iXm8jxhb2Z9EMe3a5dSn5uHJ075NI9aSupjmLamkG2WU5yAom8cWlvev3TR6kyKA+4iHUG2bgmha25bbgl7hBuvqF+lf39IQlM09nutWvX8uuvv7J+/XrKyspISUlhwIABDBkyBI9n37Z/rxOYlmDw4MEMGjSIF198EQDbtsnMzOSmm27i7rvvrrKsz+fD5/NF/i4qKiIzM/Og7BjlpV4WbDqM/vHluCoSmOrND8ptC0+lAxmtNWXaXzEIjMKpTBzKrPE4q6LyED6wLbf9eFRFlQcdORiqb3OHUNJkYaBwKBNb25Rpf0VVYldC5FFObG3jwybOcGFiVByU25TYodHWYs1QcrHN0qQ6QgdNAW3hVo4q21k5rqC2KLNt4s3ah7sJaosC24utbQJAguEioC2+3JnBlNJDsNDE4CPBE2BLYQK/zu1J9+zNvDTgM9KcBrGGC0trcoPQzhFK7Hx2AFMZke0FImexQ6+xTUAHI69/+LX26yBO5cBQihLLS54dGrTAQhGvFAbgUgYJZqh077eDlGs/hlKYhH58A1rTxojCZYR/SIOh960iuSyx/RTZAdLMKJzVzsqXaT9RyhX5gQcotXwEsYg13JiqauUpWPG+GhX9IyYXpfHsu1159Orp5ASieHHJMfyj33dkuEL7XVBrYpQTpQzK7SC/lCWQavo4LMrCrEiwg9pCKUX4XzhRtrGxARMDQylKbRsnoarcs5s7c33GCtzKZKdlsc1SpJl+ogwHTuWgxHbyS1EiA2N2kOqwcShFsNp+Y2mbfKucONNV8XyKaMOJ1pq5BU5yAy6yE3bgUpqPt/XigtRFFc0TFYmGAxeh900DNjYb/AbZrqoVSUvboSTAcGNU7NuqYt8I7ac+YgxPjSpmOBkPV0Pr2terf+4qzyuxAkz1enAojVNZmMoiQflxKI0D6OaKQWuNT1t4KkbTs7WmyPYTazgqkiw/SY66+ziGn1NrTYkdINpw1Pp9UWb7Q9U8VGT/qWs7Ahr+mduTS5JWk1kxiMc3hW1JNItYX5bAdzsP4e+dZtDBVR5K/iueH4isMz+oOevns0ncaBNb6OeIsxbz56wNRFVrrmJp8Np+HEpVrMuo+H7SVT6/lW0N+Eh2ODBR5FtenCp0GmdZwEGxHUVvVwnxhiI3aLHTjqaHK0CJ7WenrVnoTyHNLCKoTbAdHB1djk9rxs06jPbRAW7ttwxTwU9FbXjg2TPwFrvx9Msnxx3HzHNeJcF0ogjtV0+u681XD/Xn1zcn4DIc+OwA/93ZltUks31BLI+f8AeGMvDZAU7//FxKf07F3buYB0f8TL/227n4t1P5U+Zc0uKLmbhgMK8d9y3RhsUGv6abW6GAHZZFhiN0QFFk+4g3QslsmQ6wMRCgGCcKG0ubrPSlsLA8k4B2hGrPWpPg8FIY9JDvjSUrmMe93RahgBI7iBsHplJ8XRLPQM8OEgwDCyfxRsVJJ2BGWSwzSjPp4syjc/T20PcDmgLbRXvTor0jSLzhjHx/Vd7nrIqTXeHPXeWTT147gKvi/bZ1qFJe+XEbAz7iTAflOvQ5SjY18RWfYQ04MGo9UVVq+UIjraEJ2jaJZlRkuVAFMwBaRz7zO4J+NJoYQ6Er/gEENWwMeFhSnsSgmDw6ODQohV8HiVLOKvtmkWWy0m9zqMdCEaqWG4S22ULjqXSNq1Jb89Ds3mTH+rm852IUoUsw+LSijemIbH/4tQr/VuuKVhUFlo8kR+h3pNgyWO2Hds5iym1FjhVFgeVikKeQRNODQxn4tc3WoI+fijM4Onor7Z2h0U+LbZto5cKp4PIfT+Ljy16p9bPWkJpFAvPCAUpgbmoaCcx7773Hc889x+zZs0lLSyMjI4OoqCh27tzJ6tWr8Xg8XHLJJdx1111kZe3diKj7lcB4vd59zpwai9/vJzo6mo8//piRI0dG7h89ejQFBQV88cUXVZYfN24cDz74YI31HKwEZtyDF3PPLbOJrzhb7tdBQlUBI3LwD1QcmFsEtEWw4oBJqVB1w6w4a+9SjsgBZJn2UWIHiDdC691meTExsdH40WSYHkwVOnhWSuFRDhShpmGldpByHSTfgu+KenNZm42kOII1DigC2qbYMkg0Qz8q4Xlah87sRxmhZjqWDlVFVgQs2ilId0VXHEgFSTCdkYM+l3LiqPgSL7f9RBvu0Jc2Nuv9Tj4o6MIVScuIUgGiKxK38PYWWOV4sbCAQsvAreD77d14evrJEHSgkvwoh41jJ6it0WgFtgc0FhefNoUjY3JZ6mvL+wsHMnHIp3R26yrbu6DcJs5RRkEwjvZOL6kOd43XI6x6E7Zy21/xg6sjZ/YcyqxSKbO1HUkGzVoOBKs/V/W//drGhMjrEX4fAlrjMkIH1kFt4TFCB/abLU17s2blKbzuZT7o5ak4ULUCgI3HcFUkMFakKVM4WTErHXTua/v/oLZq3fbqsdU2P9w0EWB7sJy2pjtS1au8jK4YHgM026xSYpQTpzLRUCURCj9X+KA3XKV0VKt42lpTbIeaG4UT0nC1JNxks3qTzMrrB6p8xo1KjyvXQby2nyQzFkMpAtrm1zIn102/AJXnotfsbfTM2ELiiUX8vLQPZw+bxjUpeVXeB78dYFPQz/JAPD2cJSRXFHrdOAg1QjXxVCTJlas89Umqatv/LW0R1BpXxWsa6uqtqiTT1dcTel/sKol15ecPvy4QOttepg2KbQMI0NHpqEhUQ89W+SCtemzh9ZZXVJyMiuZ3RqXPzJ62vfKBsa1tfDpIiW1RZAexUHR2Ru06kWHbFevf9dzLfAFW+uNJcnjp4bJIqtYpu9wOcM/vR/CvI+ZE4sq3yinRBnFK0cbhjrwmW4PlBLQTpSDLGfquLbUDaGwcGGy3FGmRwr7CUXGCYneJnM8OssUqx13RSb/cVizxt2WlL51e7lw6OQsosJ3kBGNZXN6e02JXMSBKV5yksiLvYUBbVRKCykrtIBsDPmIMmxjDxK1ClWi/tolSJm7ljOwX4de65mcl3AohlHiYtZzEg6rfKfX5bgovE9RWrZ/byvtsOLagDrVKCb/vAdsKvQfKrOU7KPQ976hlX6/cxLs+8VbetnzLi4FBQsWJmwCheXXFv7v7wnHYFZ8rEwOHMmpsR4HtpY0RVSX28HYtLnfSN3vxbl/rhiAJTONu94ABA3C5XIwePZozzjiDzMyqTbF9Ph/Tp0/ngw8+4JNPPuHll1/mvPPOq/f697oTv2VZPPbYY7z66qvk5uayYsUKOnfuzP3330+nTp246qqr9naVB9X27duxLIu0tLQq96elpbFs2bIay99zzz3cfvvtkb/DFZiDwRPtZvuqI8i3Z+JRocSlvKL5kcbGiYmT0IFAke0lSGikGZ/WLNyeSvsoL6mxpbgwWBs06ezwkWi68eoAawIGc8qzOCl2PQAr/fFYmKSYJUQbQTZZXlxo3AoKg4oNgTb0dBex0u+ig7MMpaDAjmJpeRr3l6dxS+pSenlC/VXW+2PIcpXiVAZtHVB9tG6lFO6KXS+oLbx2gBwLcu0EYo3iyHKVG7oVawsPGkdF57RC22Z5IICJk+JgW97O7cuCwlRyvNFc3W4GMSpAqhmqdAS1RYG2MAj96BZrJ/9Y+Cd+2dgTyg06uOLYnFscOkj1O7DsiuZz5YDhINebyFxTURCIYkd+Ev/Z0IO/dV2KI5KoWTy0cRhul4WlDXq4t/BA+rLIQUDoBwO2B5ykOIM4K33Rmxi4VehsYqgiEYrRYFfi4ao4iKrtkCKgLcCIrLN6JUhrzZKyaB7fMoi/Z06nm9sf+aGZUppMvuXk7ISciopH6DG/7Uxl7OSTeeXEjzgisQyHMghqjVWpQtDNbUXeoehqVS9ntWph+G9ba0ptH5Y2SDBDzYxCh3WaMjuIwsBZMRKc1kFMNO6KM4mOioQ0vB4iiUbogMuuSOorN3nUmkjyMcdrcbgnlFzEGVXPZoZ/6EMH0eH3RtHWjKqRkAQr+oU4lImr4gAkVInwoZVG69BJgfAB7E6rnGJtszoQT3+XIsWxKwlY5ndSogO4VYDerl0nF0q1H7dyUG77cSsn7op9eKdVjqUVAWxcKlQFLNew3Q9ppsEzuf35dn5PHGvjSJzrI7DSyUKy0J/ZGErztecIrhj5ZSjuitfJp21eWTqYgDeKbT1WcUrcVtxKU6aDLPc72RmMZkRsOTaa7VY5Bg4cysajTNw4KlUVrVA/GhQBHcRJ1apXEAufbbHdCuIyTOKUP/J+GYATR5VqbOUz56H3ZdeBr19brPEbZLvApRQ5gXLaOTw4lYnbMHEDbUyN1mbk/S0nUFGdBDfOyHvgtYMU2X6SzSgMpSiy/Szwuhm/eTB3dvqJRGWQ6vBE9qvKzWp1tX2weiJmKAMPTqIcLpIrHWCHD7ZdRrjfXii9MpVBT7eTbu7SitdmV/xBrfEYDtzK5JHDp6NwR9bXxoyibbWDTkMZZDiiaxyMRld8FpVSdKijNXhkmyodOIdPSrgNBx1UdKTCHzAsbHbS1VEUOomlIEEHSDLL6OraQQfTgVKh5KlyAuqs9FkOHbJr0KHPeYzhIN304zLckVYBADFG1QNkvw6G+i8SarJsqIrfQ63x6QBGRfKww/aSYkZHnrPUCuI2HHhtxUKvoo/HR5zpqVJ9qPwe+3WomhvQFhsDig4Om3zbBu0gw6kio62Fv8O11hTbfqINE2elz0hY6CScUSMpCL9v4belenJVbHsxK75PnXrXZzhQ8ToEtCbGcEaSphLbR4xy4VQO4g1XRW079N67Kh36VT4xUqp9BCybAAYJhqPad0Xo2MNUJg7MKsNkh9cT0EFcFdWixErJi1Iq9BhCJ2EXlcSwb1e3aoFacCf+J554ghEj6h5xz+12c/zxx3P88cfz6KOPsm7dur1a/14nMI8++ihvv/02Tz31FNdcc03k/j59+vDss882+QRmb7ndbtxu954XPACUUpx68SwSDAMvgYpmVYpS2yTOCNDWtHBXVE1ySzxsLooltzCeb+f1Z9H6znhcfk45+xe6pm1jRzAGoteRRRk7bZNvinsSxM1XJU40UGpHAxqPESDFLKKTcyexhp9irSi2XXxf3I3/lSiilY+RifNwY7Hcm4bXdmFpg0e2HMr1qUtJdXh5ZPOhdHMVMSppLVnuYpwqQADNRn8MmU4vMeauDsNbg7DAF48d7kBcqVIT/iLXaBaXJ5LhLiYKC1PBDsvJZwUDUUoza3s2JUEn5T4Xv+T2RAUVbkeQrtHbOTlxJQCfbejLYWlryfdF8fRvZ7K1rA1mAF457UyG9ezCoGdeoUD7eOL0Edz70Q8ELIvBnTqQER3LlFnbUUM2sHJTKsqn+G7x4QztsIo+rjLilMncMhdrlvcgKWsDbrfFbH8nytMWE1MxEtfGoObzwo58sHkQZyat5e4O81lVGk9mVDFug0jzwOpsrTn95Qs5quc6hh+yjuQoH3GuAEmewoqz44otAZPnlh3Nw31+xSRIAIutBfF0betFA1/vTOe+pcPQ5SbXl8dwZsYqLkzcgBObd3J7MG9lJ04/aQJOI3TY4guajHvnZPp4k1nd/hUe+e9sXrzzZIhJZOLyy7mz12rMimaCEDqjrir6XgW0hdc2iTNDB/pTyx30cvlIrWimsD5gMbM8heVlaeRbcfSK3Uobs4QYZTEtvyMz8rJIjA1Cuaao3MUTh35LV5cXG4gzPJHq29agn7YmBNFsCwYJaoN4U+MkdGDkszUrS5PI90ajnCXkl0bzzvcn8s1VEzFROCv1FQliUWwFWR/w0N0VxFShVCimolka7DqQK7dtnt3ciZNSVpJilpFsuolSTorsABuDFm5DUWQZrCpL4PDYAuYWJjFtei+2xXk4rN8qNgXK6e8upb+7jM1BFzO8cUSbQQwdxMlOurmc7LT82ATwqiABbbM6oOjsDJJvBVkdjMVQNonKT7QRxKkgJxjF/4p6sLQkg51lMbR92SYx3otz/XY6dWmHz9YUbcxj4NCe/PTmCgrPVKQY4c8VLPDFsOqenpx92ynMWP023XoX09tVzLJAHF9s7cnERYM5pdsc2sftxFYupqzrxl8P/Z54s4wsR4AUM5SEf7g1k+OSN9HW4Wexz81Ad6iKsSVgE8CLUynWBj1s8qfx3da+WN8ncO+fP0IDZbaLzs5y4gw3JgYBHcSsODkTGhTErHj9A2wI+pnjzSAnEM/OwniiTR/93BtxGduJU65I0xlT7TrwK9cBLGwCFQfKpXaAaMNNvmWSa1ukmBY5wTIK7Xi+LuzJFxt6s70skZvz2xOIKue/fT7HgwtLW8wqi+IQTxmltiLRDOI0zMiZaIPQgaEm1EQvxnBFDlIrV298OtSHz9ChM/VeHcDSikTTjaGMyIFe+Ez5jqCXMg2dnTEYyiCqYr3h/bK2s+OVK6C7qli7mgaHKwS7mjCFKwUmbsPAZ1uUa5sEw0Gp9lNk2yRXfFdVrgybyqBbZIQ5d0XTI02ZEWBr0B8ZfGbXd5qNpUPxWdgU2j6CWuPVmgTDIE65MTGJr9QMq/K2aUIDU9jYbAs6iTW9KCCAJj+gSXeGKsmzfE7aKs0Phd0oNwxOiFnLEVE2Qa14IGcg8Q4/xUEXK7e05en+X6PwEWU48VXsK7Ydeq3y/A5G/nQZ9/SZybtz+rCEJM7vPYcf1vTm1kGn4AvcRTtXPtpvMHdnF87rMg+fDaty72RIxj+JMy1iDRMTzbagSYrDqrIvjM9NZ3ZZOn9uP41kw6adI6pi4BY/hXaQlUWp9EvIp9AOss3nop3HS6yyiTPcODDxaYvVAT9/5Hfg1ZXH8Vj//3FoTAmziqLoFVeOSSB0ckAZKF31tQwnOvmWn2TTQ6kdoETbTCtJ5q3lR+J0aS7oOI/DY3OINoOEBpYLNehzG07ckRNumoBt8cf2WLLaBEl12qHTERXbmW8FKA7GkOUJ4LctNlvlOPw1RygTLc/ukpfqkpKSSErau4Ed9jqBeeedd3jttdc48cQTue666yL39+/fv9YKRlOTnJyMaZrk5la9IFtubi7t2u3f9QsOhPyAA0OFfnCC2CwtTuGVs4bji/Yz4b+fYJg2Wmsmzjicz2cNRumK5FuB1+/ii/dOYOCwZbTtupOt7u2U4MBvO8gPxuO3DTxGqL253zZBKbSt2KSTWeVrxyHuTaQ7i/i9vCMBbYJW7NCx/FLclQ7uAuaUdiLf56bE78E0NI9uHojWijK/i5XFyXyV14Voqw1BRx4Km2Ht2zHQ+SVntM2LbN/8sgS+yT+EtoEy0tvm086zqwJTuen6i5tO4OTkxRwTvxpDw68lXfhoRT9io/04DEXAhtLtHhwxNl/t6I/hBIfLgi6agrJoXps5jATlxx90EAg6GZSSxv2nnEjfzNB7/tvN11Li85McG8PG7UXMXreJJ887haTYaB6/LZ9f3rCx+yQy+qy+XDn8CG6bnENydCFD2q3l5akn8svVYxnw1rO0z95GMGgwvSyeE2PLsNHM8UXz33V9yMlLYP7KE/iy36l07nAEy7Y9Qf+0GdgaJq7twebiGHK2x3NVv7n0TC5k+qoULoofwrZZPXF0GsSd476goNzPjedvJn7QPNomlPCvCUNJjj6O81al8frpE9hUmMy0zy/n3IvH81NhJk+tG4y/2MnxCd35ee0q3iyLZVpKexwqyOK8drx4/Bh+2TqFP2VsYofXg6ftezx9ZhT9j+yCaRqMPvvoyHvQYdEjBPQFVZodjN+cic8FUTtjyMs7mzIrnn59P6VT8gUc0nYgCVEp/Gvu2Tiig7y84jisoIldAFGpAWZ7O0I8FOsovMVObs8ezv/9MZtj07L4esVK7io8i7uP+45N3gRS7ACnJhVQbGu++ONxYtq/xMJl/blvxJO43Cb/t/ps4hylJBb2Y+X8oQSteG694gRmzFnDIfHRfHpbMoHC9yOjyAH4dJBSO8B/dvTm5cXH0DaulPbxheSXevhpwH8jP8ALyz3MyO3Iiq2nkObugy+6I09tuo/u6VuJNfzM+mMIFx+1iFiWEnCO4IJer7KtZAvFHy1kaFIcPY5rz0Mr/0GcVcLq2CL+uTWVlYvbM8i5nj5nrgatWWFYbLZ9BHQsbZWPjs4yNgeimOPrwKpACcW2h2I7igSjnGKzBJcK4EDz3pdHsik5ESvdRI2HqG1FpCfG8vi0cSS1qzpcbuK4T5i6fhZndwldTC+obZ56dQRfznkUpRR5M+eyPriQTcFoLEx0WUcePuRP3L8YlEOTmRTH+GHnc8q3bbir33d4o3ay0O9g5rYuDEl+iqvv+ZKy7BJGXzqFEl1EvBFgtjeZBKMctxFg88aeXHn001zaoz0cD97gk4DCbRosyXuM37Z/QWZ0OWt2jqTMMZnUuGJmFHTkhIQtdHGV8VNZGgVWND7tpDgYRW5ZHPEeF79b2RhKk+4oooOzHLcyiMEdGo0RmxIdxK9DNRwNeDX8VJrEYl8HoowAKWYxfxSmU6hjWLw9hS7Ts/n+wSuIdbq56psJfLFzJqe02cSOoMn964dT6veggNd7fEoHdxkGoZH8Lpx7Nv/u+x1KaaZtS8U22pAZvYOOUbk4cRLrCGJpzXNr+nNrl0VEG1CsAxRYNi8sPobzus9jQJQPBwY2Nj5tEdA2S31xLCjN5JKk1aQ4dlWPyrUNWuFUGr8dwKUcWGhW+p309ezqV6UIVQO9FUmV17YJECTGcOCzLWaWxTEoupg5ZW34x8qzOSF1IZ9u7YK3zEnXtB1EWT5KLQ9dPMU81vU3UIoCv4sEpy9SkQ2rSNeIU24cDiNy0iHUFBm2BRQe04cbk4C2Gb+1BzFOL9u8CQxpu57Do4tINHZVQ7zaZqflI0pBQLv5dFt33l3bl0N/SeOy04extiSXmDYPsXTFcLYfuozRaQtY7EtgazCG37ZnMXtRNzp03MGq5FSmxOzEQvHHjgy2eeOxbXj7yOv4+6x0RnX/ig7uUmwriiLcrA7EsWhzOrOW92X61bcT53Zz7oAgOQVF/Gv+dN4+eSD926UDUyLbPhL4eNp4TFxceNQl3DEpjcXBn+mRso3ZWzLZuL0tq05+E7PiVSrVmodnnQLKYNWWZJ44/Gu2WEGUdrKgMIMpSy7ntVGD2LLjWtom3ki65zL+u/R34mNvx6W9tLPdlHticLmzuKjfK1zS301OwT1MXDiJK48ZxebtHzFv0z84Or0wNPhOxXuxwl9GUGvSHCaFVpCZpRm0jyqkKBjLtPXD+WxNB87seAifrl7MH1s7ob0Kp89mZKdljOr/Czv9Mdwz/Rou6vUdJyavJtXlJ0e9QL+sE/nkrcm0Hfokp6eHjq8C2uaWuy7jmVfu4L7//Z0T+n9PrMumY9S9dR3ytDpKUyW5bKh1NjVz587F6XTSt2+o9vbFF18wfvx4DjnkEMaNG4fL5drrde51H5ioqCiWLVtGVlYWcXFx/PHHH3Tu3JklS5ZwxBFHUFJSstdBHGyDBw/miCOO4IUXXgBCnfg7duzIjTfeWKMTf3UHu03lbRffy5BxP3BYVA5BDP43twvf3DWIoL+MMa8sYkSfFVhac9ZTtxAIhHYAO3wVZA3KrzFsGHTVXDon5NDLk8sGfxtWlGdQGnAT7yoj2gz1wVDYFAddaBQB2yDFVYrLsCm1nOT4EioSKYWpNIay8VpOluV0IOgMlbBdpg1ofEGTLv7edIxN4tHjhzN/52aC2uLotM5ccd/D/N/YdyJnBc97dCyHndmfjm0S+XrpfC7s/xwj08qAUHtrt+HAr4MM+v0S4l1eTu6wBJeymLO9A7OWdMOTVI47ysLvNyjbFhs6SrF1aJxcFMpSvD7ibFI8MXRNSWJ7SSnxHjdtY+p/IdYNq/N4+q4PufTGYRxxfE8Alm7L49GnPmFhwU5uP+wIRl83nGdm/Mbz86ahNZzUfx4Xpi+gXCsmbe3Bp38MxhE0WH3LXyLr1dpGl70DrmNQji5s2rSD9u2TmPv7av716FfcdMepDDmux/+3d9/hUZTr38C/M1vTQ0IKIQkktNBCL0FASiQgUgQVFQ4BsR6KFAuIAmIBsYHKUX8WQD0o4osFPQIRARED0iIdBSmhJAFiEpKQtvO8f4Qs2dTdZZNt3891zcXuzOzsvZNJmHvvpxj3VxQFp/5KR7NWjTD5zqU4lZqGMeP7I3Fa6bccJ9OuoKGPF/IvXcXoBe/h/K1ayLKAvliPI5MexzObN+HzEwfg2ygLKhkwXAzCgYenY9eZ49hx9AMMjH0MHcKaVXseiksM2LrrFgxsVjqSlCIUTH7mKbz78SRjc5eqCCEQ9cliyFoBpUjC+tsm4v2dv2PuwH7Yl3YBC3/9GZ8NvxstgoKMrzl1JRObDvyJD9b8hjZ+fnjhiTsx89vX0dq3M168ZzRy8wvh5aGt9C1tTTLPN4W/6sYfyYvFhViY1hf7j0cgI8sPQqcAagHkS/hxyBeI8Swd/a3D/03Ekfmm/+GeuZCJ/GtFaN0s1PizvFZ8Ah6aFtX0wSkd1WruI6uw548zUCkCz74yBs9u/hToeQ2jolMQrs9CsZBxsdgfPqoi7M8JRUNdAbzURbhmKG3OpYEB4bp/UCJkJIQtQTNNW+z99Th+++0QRt/TB42jQqD3qrpirCgKRo1/DuteWwsA+OV0IL5a+i+888W/AQCbU39HeuHUGz+3kqcxNmYUrl4rhEalgv763BPrDx3GZ0c2I7HnHoTouyHKdxIC9J7Gn3XSmY+QWrgSAHA2OwA7P+iFZ+8bjj4D2tT6Myr7ZvhqQRa+OfQjXj59HB4oRFOvLAQHZCPMMweSJKGZegyGR40C5BLsvLwVG9I+QQNNHm71/BPR2nxoIUMna/GPoQjFUHCu2BvrrnRAtsEbRVAjt0iNNn4ZUEsCuSVa7DjRDvnaEsQb2mDJsNEm82z83/EN+Cv7Q/yRE4ZLhT4oKFQjoUFHHMj5HaPD9yC7WI/fMyPwz/G2uFRQDK1Kxu8z/41Hv/4WwTpPzOjbG8F+3hj34RqkpF7E/DsGYs3FjxAdloYQ8Q/+PNsK7965FA/99ATim25HlDYTagio5RLkKjqEN/gGufDA9wdm4IkWR6G6fn3tzdPhtKKGt1SCELkITXT5yFVkDF79AO5v+yfkoGxE+mSisz4XB/ICcUlRw1tXgN3ZkSi6EIPHOq7C2r+7IFU1GMev/okQXWP8cFvpnCZ7Nh2ArJIR0L0RVp3YhTAvP0yI7oEnf5sLH01jvBA3FUXX1iE/czY8VAYUKgrSizXwU8nwV5dUanp5sfgaJh0djdQ8XyyN+QYdfC7j5DUfvPLnM/jjn3MY2iQGVwoz0CNgDe4K+gsaSYUDmWF4YdMgZDaQ0DIsDecKwzA6ugvub9gLEWE35sy6mlsATw8tjueewjMHX0djfRZUkoLkE63xTIe78dmRFBwt+BMdoi9AEUDJha5oFxqNcB8/PBTbrfRcXvgT609sxkOdxmLkJytRqMqBh6EhHuzaFQ/16FrrdVuV9Lxc9PjiP/DQFSG/QIdQ2QsbE16Hr6r0b+WK8xFQyUvQKTgMr27fjr3ZFxCt88ddfk2ROKJvtSO+FhpyAAA6Ve33H/9k5eH0+b7oEFj6xaAiBF4+1wxNPa+gjXcG8hQ1HtwxDtHBmTiX44fDd71ofO3/TvyJ2Vs34YW+AzGiZWsAwPErl+Gp0SDC1w8Z+bnw1eqgV5tW2W65ZyG2LvsUKknCx0dbwfvsk7g3sXTo/dRLJ3D40DEM7n+HhWfTOs7QByZi2cI66QOT+vg8h/rc3bp1w+zZszF69Gj8/fffaNu2Le68807s3r0bQ4cOxdKlSy0+psUJTJcuXTBjxgyMGzfOJIFZuHAhkpKSsH37douDqG9r1qxBYmIi3n//fXTv3h1Lly7Fl19+iWPHjlXqG1NRff9CjPz3bPSdvButPNIhAKz9X1+krm4IzakryLk7DK8kfolDqeH4YFO8MetWJKCsw4dcJCAbgIj+p9Cuw1noZAOKhYxT/wTg9GutIWuK0OHJNEB7BeGeXXDuaiDOFf4Ob00hwvRZ0MgCuSUaXCgIgCwZUFCsQ4A+F7IE5BRp8UWvD2BQFIz46gOkep6BBEDJ8saBcVV/w/Jz0gHEtR0NnSzhUrEKh/9ciwEDb8yc/GHyIExsegqSJKFYMUAjq1AoStAxeTw0agMGNv4L3ppC/LC7E7JyvQCtAq1fIYpzNRAFqtKaYmk7BnQNCcNLAwahVWDDOvnZGAwKTh45j2ZtGhsnbpy7NQlRfg3w1t5vMafvj8go9MGyLUPwy4RH0djHx+oO7BVl/5OHP3aeRO+EdlX+R3chNwe9PnsfkIC7WrTDawOGAACm/u97rD9zFJCAJzr2xpSecRa97+2D5mP9qtWQJAlXCmXklmxDVLOaf2cA4I7VK3GoOA3NpIbYPP5Bi97TVi6ci0So+sZ/FCeKCuEZuBtekg98dDqoZAlnr2QhQKdD3/++gv/rvwH//bsNcr7sio9XVD/btiUMBgVfr/oVHXpEo0Xb8NLk7r1XITwVNPTIQlaxN3TaYoT6X8XggH4Y1KQhvj73Frx1EdCpQvDblVPoFxSNdn5t0TtosMXvf+vAl/HZW2sR5JeP+5++By8//RBiYkubc1zKz8X61AToVSUoUST0DPoaLRs0quWIlQkh8J8joyGkbDRKfwYDOvVEA3+v2l9Yw/H6/t+HuFCcDU91Ib66fwha+XY2bleEgpWn3sLBrN/QRH8FQ32OAAC+y2yNKI9/IEsC3/3TAWlXwuFhCES69gLuDOmDo0Vr4a0qgkZqjpc6LERmYR5CPaqe5PHNAz/h/07+AkkChgZ1wau3jAAAlBgMGPnjJ1BLMr4ZmojMvPzS9v+eVd+QXCsqhoe23GSkBgXq6387rhYXYMz2t3GpIAuR18IxtWN/9IlqDtX10eIOHjqMv689hmERaRBCYPDPI5B+yR+F3kCBpELTkAxE66OxuNsEhPj54K4P/otDl9Lx6X1346sTf+C3jFOIjWqIUU07YWBYDNKyryLIxwsXrmXjtUOb8UCLnugQEG7Rz0YpOYeZ2+ciKSsSJUIFjcqA2xuexPNRycb+a0IIHC3Mx517HoFSIiFYcxWTonbiv2e6YE3CC1DLsjEBLi4pwtLk+3D2lA4HV3eAVKzgqy8mQ9KoEGDGNfTzmb8w7+AHUKkUTG82AXe2LP2/5YuDB/DqkbVQFAnJdz0Hvabq0SoB4HxWDg5dTMegmOY3/fd6zA9fYOfFVMQ1isSqhNH4dP8QTAw/DQGg2boHcGbynJs6vjmeX/BvPPfoTwCAk7meGPllIopDc/Fg++3YdLY12mnjseHSX3i4bXfM7NH7pt9vZMIS+Nx1Hl2bpuHLtztg85onoPew/Nt1W3CKBGZpHSUw0x0rgfHz88O+ffvQrFkzvPLKK/j555+xceNG7NixA/feey9SU1MtPqbFTcjmzZuHxMREnD9/HoqiYN26dTh+/Dg++eQTfP/99xYHYA9jxozBpUuXMG/ePKSlpaFjx47YsGFDrcmLPXhGFiBf6HFNKe2r8vfpxhD+AjqVCiWZKkxbMQGAacmwrCM4UPpAVQxk7gtCSex5QEgwCAlZKQFQFQj0aNcKU2In4vuL/8OdjUdAEVp8cSYQOzM3ILPYEz7qQly8FoTHmiciKX07uqoH4PN/3oNWNuBidul/9ipZxn+HJaLnV69C1hmwoN3Qaj9Pn35t8eVPrTCm4zF8uKkHnhofY7JdUZoCOFX6OcqNzqMoEopL1Nh6rjnkPIHsq16l7TYMEoqy9IAAQlRe+CevAP2jovDK0MHwt/EfhYpUKhkt25sO6PBSv9sAAK/8sBXPJY2CQVEh+pInwm38R8SvgRf6DomtdnsjLx8E6j1xpeAa4qOaG9cvHXw79nx4HlmF1zCuQ0eL3zfINxCpl70RGZSHtz/qjYULzfudWX3XfXhv/y5MbN+59p3rSIFi+l1NrkFCSy/TeZ+aNGwAALj2pxfuLrwHUjHw1SODbBaDSiXjrgduTAQqSRIOTJiG9Ks5OJZ3Bf6yHgWFJbitZQvjPh0b9jI+nnaT768zAI+8eCf0egMuZ+iNyQsABHl649I1X0R4ZyI93w/N/a1rUitJEh6K+RTFogBebW5+sjpJkpA0aQLmbf4ZCc2bo5WvaZVQlmQ8ED0dBmUq/l/qOhy59jL0cjH+35o+aD3kLDy9NOjoNwiTOt0BT7UO1wzF8FRr8X8n87Ep/RfMbT0OWlldbfICANPbD8S+9Aycyf0Hz3a90a5brVLh+zsmGp/XVtktn7yUvv7Glw8+Gj3W9JmK/JJChFQRS/t2bfHY7bfDd+H/cLVEizPHwjC6bWtsTD2BQk0hmqh6YsWEMcb9v3porPFxt6jKA8+E+vkAACK8GmBZj7tqjLs6sjocP11ojyJtPhRFQkmBjB+l5riv8a9opysdBVKBQB5UKL6mhkqocLEoAC8eHgy1pEawp7fJ8TRqLUYEvIVHn10JSSsg5RchMMj8v519I5pBvaMlMguuoV//G9fJve1jMah5c6hlVY3JCwA09vdFY3/b/L1e0HMAvvzzEB7r0B06tRov7hgEdZ/N2HelEYJP1ByHrQzoMw6K+AmyBGxLboVfpz+Knh++h+Up8UAR8P3Dg7FUY7s5Wbp0aoKf1yo4J4VBW1hit+TFabhwJ/7ySu/jSgeS+Omnn3DHHaVVuIiICFy+fNmqY1qcwIwYMQLr16/HwoUL4eXlhXnz5qFz585Yv349brvtNquCsIcpU6ZgypQp9g6jVv6NC1Es1CjC9WEw8zyg1xXgWlM/lHhW8wfwegVCEgCEgFQCFKV74JpBAy+pGEWKjGvHffHW62PRunUY1GoVHm32sPHlM2JG4GpxPF4+9Dn+yPoD89tOQY+gVrg1uAeEEHj5uwB4ehXB65+Wxtf4eejxSZ8JOJeVgzs7tq3282g0KvzfsluwJqArsq/oMXeS6SXoo4sBsAVAudFwABgKVJA9FeQXaRHyTzDySwpwa1RTbLpw0vh5371zODo3bmzpKa4ToX8KnOuiAwzAm6Prp1xeniRJeK5Xf/x24SwGREYb16tkGZsSJ5TOV+DhYfFx77qvJx5fcAWRjXNw8FDNk76W56vV4akefWvfsQ4VlPujrgiBbEP1NxBh+4qQrtHD93QxOs2svlmdLfh66OHroUcLmH8+rRXbpjF+P5mGXAlQFZZU2l5QHAogE1eLwqsc2thcWpUXtLC+6lKRXq3Bklo6hKpkFe5pcjdSr8Rj3Jjl0BtknDsUidVrpyJQd6MK66ku/Vs6KfoejA4fjEBdg1rfX5IkfHrb/Tf3Iczgo9HDR1P9Fy/qQgXPvTAMQgIaq0vw4vMJWKDchoPn0tC1qWXVE1tZMXAMxvz0GYK1PugZ1hTfnD2EywY9rhhy0UDlgTylEAVCj2CNP2Z36YtP/tqHlMsX0TW46tE8m7UKhTq3CFDJ8NTWPulyeWpZxtejxqLIYEADvenftwAP85sN20rrwGDMjxtgfB78ezEW6OIBAzArpGUNr7Sdnn2749BvwYhtlQHvgu5o4OmBu6PbYfVffyBQ8qg1obPU8Lu64+fdfwMqQFWs2PTY5Ly6du2KF198EfHx8di2bRvefbd0HqBTp05ZXTywOIEBgD59+iApKcmqNyTLSJcicPKAjD//jsCl9EAAEhSdCtfCvQB1ueGEyr9GAFLZ3w0ByAYAioS8Ih20KgXXDFqoMr3Qvn31w0H7aLywqNODKDQUQ1dumFxJkuCT3hxn8//B6jtvN3lNt6YR6GbGZ5INEq5e8YBsqPzHLaJBxxvvVX6I0ss6FDUshpIv48VBg9CvRelNedTS1yFkAAY4TPICAEOaNcOaE39Dm21A7MymdolhZMs2GNmycr8Dn5sYVS/+9g544z+bcSjXE9oSw82EV+/yxY0+FsVQkFlQ/bes0YF+UG3PhqQo1bZFd0YTH+mHfTNWA5KERoGVEwxf1Z1IvlCIFr7WfSPvCCICGyDS0xsXL1+Fv9bbJHkpTyWpzEpeHIkHZOSVKJAE0DYgECpZhkqW7Za8AEC30Aj8Pe5GU6iZV3tj54UvcFV7FSWGfBQL4Jqiwu/3lva1UqlkPP7regyLal3l8VRqFTw9tLh2rQhtY6Msjqdi4uJImmXroP6pCOo8BUOWWde3xlIajRo/brgPX3x6EI88PQ4AsHBoPAK3eGJY+5haXm25dp0iocovBlQyQvzrP2l0Ote/gLX5MR3M0qVLMXbsWHzzzTeYO3cumjcvbRny1VdfoVevXrW8umoWJzDR0dHYvXt3peHOsrKy0LlzZ/z9999WBUJVC1G1Q/KvHtBdKkCJlxrwBAw6GUKWTC5S43el5S9cYTrCRVaqL0qayCjKVyO8oXn9QnRVzGy/6cEHYFAUaNVW5b/QQEIxAH/PyjfSjX1bQpQA5WfkAIAOPo3wx8UMqBXglugbs7U28fTHmfws+MiOVaZ+8pnhODrmP2gXWz9zBtUXDw8dVNdKAJWMFlF107eorhQZ1CiBgOb6pHhXcqpvMrTg9Xsx7V8f4PZ7utdjhHWvdfsISEUGCJWExAcqV8QeaT8YG882w5Amrap4tfMY+0AfLF/8P9w3oY+9Q7Gpti0bYf+RcwCA7r1a1LK3fUT6+OOrogC09ciADIESAVwtuZFUjIhug36No+Grrf6LlIFD2uOHtXsw9C5zvhJzHp06N8WlpMOQFYHoFvU36umMeQ8hJzsfwaH+AErnrJkx4JaaX2QllUoFtQCUEgXD73atv59kvdjYWBw8eLDS+ldffRUqlWWV1jIW34GePn0aBkPlb14LCwtx/vx5q4Kg6oWFNQCOAUIlQ1xvL63oVKVVBwBygQGiYpm9dAAuANcrMYoAFIGCC57wbHINhRc9kdDL+vJ12bd+1nr4wVvx3jubMeuZEZW2BXgGAjnlPgBKu7o80L0LZn23AR0ahUJT7mJfcdcoTPluPWb3u9XqeOqCRqPGp+tutseCY2rfOgxHDp3Ho9Nt1zekPuSVaFEsiqCRZBQJgavZ1XdQD28ahHXbXW+oT1mWMXVyPE6fSMdtd3SqtN1To8WdzapvAuosBo/sgoQRnW02aIajSBjeESkHSxOY3v0cN8n8Oy8SBt/jKJEAA4BLJabVPj9dzf0TH3liCIaM7oZmrRxvaoObkfjvgdiy6TAimzas18qu3kNbr31RXvvPv/DH76dwT+LNDwrg8ly4AlPW4qEmer31fZXNTmC+++474+ONGzfCz+/Gt5cGgwGbN29G06ZNrQ6EqlZyrbSduqKWIFTXm1SpykbbL20eppT9ApQt5a4XYwVGAHmHfOHZNA/Z+xtg6OwO9fgpTN01pieG3NEJXlUM9+rtoYMoHSXSZMKvYe1bo2lgA0QFBpjsHxXQAD9MGF/nMdMNb340CSUlBqjV1n1rYi851zyR650PnVAhVymBtsi1qmPmGnlfT3uHUC9cLXkBgN79YvDGy99DpZLRJKru+0xZ6xqaoxiboRKlk0eeL7CsqZ5Wp0HzGMtHwHN0IY388b+dz7nktVleu85RaNfZ8uZ/5Fratm2LefPmYdSoUTXO8/LXX3/hjTfeQJMmTWqdyqQ8sxOYkSNHAij9TyExMdFkm0ajQdOmTfH666+b/cZknhMHSr9tE2oJoor7RUV741ucsqZixoGxBQAFkAyl86IUpWtxfkVTQBEIDPCueKh6VVXyApRWd4orrCvrKdM+zLW+jXNmzpa8AEBOjg+yA9OQrZRAEUCglrNBk3Px8NDhs3VTIcuyceh2R9TYIwwKZJSgtAJzpsDxRvi0F1dPXshCLlyBefvtt/H000/j3//+N2677TZ07doVYWFh0Ov1+Oeff3DkyBH8+uuvOHz4MKZMmYLHHnvMouObncCUDX8WFRWF3bt3o6GZfSjIekIInD92AYjQliYqVf3hkyuvk4SAMEjGxxIAKIBGLaNECGPneGehWDZVEVGVcnMaAvgLQOnf9xAr5jghsjdLhhW2l2ivxjAICZAAAQlFCKj9RUTkUgYOHIg9e/bg119/xZo1a/Df//4XZ86cwbVr19CwYUN06tQJ48ePx9ixY9GggeUDqljcB+bUqVMWvwlZR5IkiOud6IXasm/bJKB0CGUFQLGApAgkDGqLHzYfQsvmjv1tmKjw9YHiZAkXOaiCYAhR+j2AAgmBgY79e0DkrFr5RaIwVwW1UFAsZHiqqh8wg8itucE8ML1790bv3rbvD2VVDXrbtm0YNmwYmjdvjubNm2P48OHYvn27rWMjAAgyc0hIY7MxYVo+VARkg0B4qD/GjOyGtq3CMGmsc3WsU1iAIRvQIvDGrwkk+Hnf/CSLRFRZC+9GKIYaRVCjBCoEaP3tHRIRuRiLE5jPPvsM8fHx8PT0xLRp0zBt2jR4eHhg4MCBWL16dV3E6Nauqa24ey8/vLKQ8MS0BCx77X40jWyId5eMRc8u0dW/1gFU/MQlDvZtAjknTw9/XG9QCQUSvHT8VpioLvjrfJBVXPrlm0FICNbxywKiqpQNtGTrxR1Y3ITspZdewpIlSzBjxgzjumnTpuGNN97ACy+8gPvvr/vZit2JVq0CSoDaW1GJyp3BBKBSJNwxtGNdhVcvFOsKhUQmfL0DoABQofSmysvD384REbkmtazCjuxmGNHwAI5dC0W0N/ubEVXJhTvx1zWL7wz//vtvDBs2rNL64cOHs39MHdBrK08kWSVROueLdH3kMRgEoADqKjr5O7qKfWAMlufZRJX4+zZEvlDDIIBcgxYeOsedsZvI2Z0pCsIH6bdiS1ZrNPMOs3c4RORiLE5gIiIisHnz5krrf/rpJ0REuOe8CnVJp61w8y4q/FuFslnsJQF4Vny9E1JE/U3ARa7L2ysAuUKPNMUHuSV6yE6Y3BM5ixJFRpGiRpFQIdLTceesISLnZPHd7axZszBt2jSkpKSgV69eAIAdO3Zg5cqVWLZsmc0DdHd6XRUVGKXcbJVV3INJyvVBKISAn6f1s5zaS8XcTKDqOWOILOGl9UP29cf5uc73e0HkTARk4xxeDXQ+do2FiOzv5MmTWLFiBU6ePIlly5YhODgYP/74IyIjI9G2bVuLj2dxBeaxxx7DF198gYMHD2L69OmYPn06Dh06hDVr1uCRRx6xOACqmae+QgIjSjvmV9tJ63p7SskAyAoQGuiE/3FUmPdFkT3tFAi5Ek/9jU77RQWs6hHVqeuDrwhR2ieGiCoray1j08XeH6oK27ZtQ/v27bFr1y6sW7cOubm5AIA//vgD8+fPt+qYVrUvuvPOO3HnnXda9YZkmazMfItfI5VNdgEgorHzjf5iMg6BEIDkhEkYORxvD3+goPRxUSETGKK6pAg1DIqCEsURb6eIqD7Nnj0bL774ImbOnAkfnxv3dAMGDMA777xj1TGt7iCxZ88eHD16FADQpk0bdOnSxdpDUQ3OXb1aekdvwf8BkrhexBBAi2ZBdRVanalYXJJk50vCyPF4eXiiOEMFjcaA4mImMER1SSNrYBAlnIiYqCZuMJElABw8eLDKqVaCg4Nx+fJlq45pcROyc+fOoU+fPujevTsef/xxPP744+jWrRt69+6Nc+fOWRUEVa+guMS8Ha+PPiYpN/6VDUCzps6XwCgVUhiV5HyfgRyPVqNC4fWmY7LEZolEdclb7QNFAIrC5mNEzmTx4sWQJAnTp083risoKMDkyZMRGBgIb29vjB49Gunp6WYf09/fHxcvXqy0fv/+/WjcuLFVcVqcwDz44IMoLi7G0aNHkZmZiczMTBw9ehSKouDBBx+0KgiqnlKs1L4TAIjSPi+lwygLSAYBGARCQ/zrMrw6JwBo1dZd3ETlSZJkrLxoNb52jobItUV4hKFYUUEtc7hyomqJOlqstHv3brz//vuIjY01WT9jxgysX78ea9euxbZt23DhwgWMGjXK7OPee++9ePrpp5GWlgZJkqAoCnbs2IEnnngC48ePtypWixOYbdu24d1330WrVq2M61q1aoW3334bv/zyi1VBUPVkuYYfUTUXqaQAkkFALhHw83W+/zyUCp34NVpOgka2UVxcOqKdJJzv94LImQxq1B35xRp0b9De3qEQOS4HSmByc3MxduxYfPDBB2jQoIFxfXZ2Nj766CO88cYbGDBgALp06YIVK1bgt99+w86dO8069ssvv4yYmBhEREQgNzcXbdq0Qd++fdGrVy88++yzVsVr1TwwxcXFldYbDAaEhXGyKlvTqCq0ZaztwhSlnfhVJaUVGbXa+cr3osIzrSbETpGQqzGUlCYwsuRl50iIXFvf4LZY2vkRzIwZae9QiNxSTk6OyVJYWFjj/pMnT8bQoUMRHx9vsn7v3r0oLi42WR8TE4PIyEgkJyebFYtWq8UHH3yAkydP4vvvv8dnn32GY8eO4dNPP4VKZd19qsWd+F999VVMnToVy5cvR9euXQGUduh//PHH8dprr1kVBFVPrZIBGCx6jaSI0kTGzNZnjkapkKSppAD7BEIuRzGUzv/CPjBEdUslyega2NzeYRA5tLKhj219TACVJpefP38+FixYUOVrvvjiC+zbtw+7d++utC0tLQ1arRb+/v4m60NCQpCWlmZRbJGRkYiMjLToNdWxOIGZMGEC8vPz0aNHD6jVpS8vKSmBWq3GAw88gAceeMC4b2Zmpk2CdGdatRowVK541UQSMmRFQCU53kgU5hDlajACgEbtV/3ORBbI/icSjcJPQBS1sHcoREREdSY1NRW+vjf6e+p0VU8KnpqaiscffxxJSUnQ6+tmkmchBL766its2bIFGRkZUBTTb9jXrVtn8TEtTmCWLl1q8ZuQ9bQaFVDbQGRlExddz+Q9dCoUXS1GkyYN6yFC26s47Ca/LSdbOXcyAWvXRWDyfWyXT0REdnaTne6rPSYAX19fkwSmOnv37kVGRgY6d+5sXGcwGPDLL7/gnXfewcaNG1FUVISsrCyTKkx6ejpCQ0PNCmn69Ol4//330b9/f4SEhECywRfsFicwiYmJN/2mZD69TgNcq2ajMH0sKwCEQHhIAEJaemPIbc55k8YEhurKsH7tcTWvEL07N7N3KERERHY3cOBAHDx40GTdxIkTERMTg6effhoRERHQaDTYvHkzRo8eDQA4fvw4zp49i7i4OLPe49NPP8W6detw++232yxuqyeypPrhqbd8wr3QIB8snju6DqKpH0q5SZgEBFQyJx0k27ilczRu6Rxt7zCIiIjqtAJjLh8fH7Rr185knZeXFwIDA43rJ02ahJkzZyIgIAC+vr6YOnUq4uLi0LNnT7Pew8/PD9HRtv2/1+JRyKh+eXqWa7NY1UVZxbqwIOfuM6JUuCwlMIEhIiIisoc333wTd9xxB0aPHo2+ffsiNDTUon4rCxYswPPPP49r16prUmQ5VmAcnJenFhIAoeBGX5frjOsriIxw7pnryycwAoAkMc8mIiIi11KXo5DdjK1bt5o81+v1WL58OZYvX27V8e655x58/vnnCA4ORtOmTaHRaEy279u3z+JjMoFxcF4eZRPvVb29fGMrKAAUgaiIBlXv7CQMUOPG0NG2rq0SEREROQAhlS62PqaDSUxMxN69ezFu3Dj7deIvc+LECZw8eRJ9+/aFh4cHhBA2CYhMFRWYP4RyWZITEuzcTciEpIcQuZAkiekLERERkRP74YcfsHHjRvTu3dtmx7S4bc6VK1cQHx+Pli1b4vbbb8fFixcBlHbwmTVrls0Co1KnT2RUv1GUu70v97CBn3PPMi4kj3JPmMIQERGRCxJ1tDiYiIgIs4Z0toTFCcyMGTOgVqtx9uxZeHreGN52zJgx2LBhg02DI0CrUZt/Ey8AKIBO5+wtA28kYA74e0hEREREZnr99dfx1FNP4fTp0zY7psV3ups2bcLGjRsRHh5usr5FixY4c+aMzQKjUhfy80xXCAFIUpVJjVQibN4ZzB5U8o0mcC7wcYiIiIgqcdRO/LY2btw45Ofno1mzZvD09KzUiT8zM9PiY1qcwOTl5ZlUXsq/uU6nq+IVdDOyCosq18mqqsiI0gRG5QL9kGQ5AEK5PsqavYMhIiIiIqstXbrU5se0OIHp06cPPvnkE7zwwgsAAEmSoCgKlixZgv79+9s8QHcnV5WPlA2dXCGxUQlAq3b+IYdlVaDxMwqmMEREROSKHGAiy/qQmJho82NanMAsWbIEAwcOxJ49e1BUVISnnnoKhw8fRmZmJnbs2GHzAN1dcYkBMK20GYdOrniNalQyusU2rYeo6pZK3RAoFgAk9uEnIiIicjI5OTnGjvs5OTk17mtNB3+LE5h27drhzz//xDvvvAMfHx/k5uZi1KhRmDx5Mho1amRxAFSzSgWYGm7ok76aCbnKko1zUctBMFyfobPEOB8MERERkQupgz4wjlKBadCgAS5evIjg4GD4+/tXOdVK2RQsBoPl93pWDVfl5+eHuXPnWvNSspAkzO8J4grJCwDIsi8MUKCwARkRERG5KhduQvbzzz8jICAAALBlyxabH9+qBCYrKwu///47MjIyoCiKybbx48fbJDC6rqacRNSy3UnJcoDxsYP8HhIRERGRmW699Vbj46ioKERERFSqwgghkJqaatXxLU5g1q9fj7FjxyI3Nxe+vr4mwUiSxATGxkrM7ATiiMPmWUst+xpzMxf6WEREREQ3uHAFpryoqChjc7LyMjMzERUVZVUTMouHrJo1axYeeOAB5ObmIisrC//8849xsWYcZ6qZ2QUWB7xgraWSy09k6YIlJiIiIiI3UdbXpaLc3Fzo9XqrjmlxBeb8+fOYNm1alXPBkO2V/sBdKDsxg0ryNI4UzVHIiIiIyBW5+kSWM2fOBFB6L/vcc8+Z5A4GgwG7du1Cx44drTq2xRWYhIQE7Nmzx6o3q0unT5/GpEmTEBUVBQ8PDzRr1gzz589HUVGRyT6SJFVadu7cacfIa+aO9QdZ1kO5nrSV2DkWIiIiIrLc/v37sX//fgghcPDgQePz/fv349ixY+jQoQNWrlxp1bEtrsAMHToUTz75JI4cOYL27dtDozGdpGT48OFWBXKzjh07BkVR8P7776N58+Y4dOgQHnroIeTl5eG1114z2fenn35C27Ztjc8DAwPrO1yzGQswbpTJSJIG15QSaGUVCqGydzhEREREZKGy0ccmTpyIZcuWWTXfS3UsTmAeeughAMDChQsrbbN2LGdbGDx4MAYPHmx8Hh0djePHj+Pdd9+tlMAEBgYiNDS0vkO0iuROmct1EjQohgJFCAjJdhc7EREREdWvFStW2PyYFjchUxSl2sVeyUt1srOzjWNQlzd8+HAEBwejd+/e+O6772o8RmFhIXJyckyW+iSZM7eLi3UUkSRtuc77WrvGQkRERFQnRB0tbsDiBMZZnDhxAm+//TYeeeQR4zpvb2+8/vrrWLt2LX744Qf07t0bI0eOrDGJWbRoEfz8/IxLREREfYRvJJtZgXGkTls3S5LKNRuTNNXvSEREROSkyjrx23pxB1ZNZJmXl4dt27bh7NmzJp3kAWDatGk2CazM7Nmz8corr9S4z9GjRxETE2N8fv78eQwePBh33323sckbADRs2NA4IgIAdOvWDRcuXMCrr75abd+dOXPmmLwmJyenXpMYlfu1IAMAFAtABUCR/e0dChERERE5EIsTmP379+P2229Hfn4+8vLyEBAQgMuXL8PT0xPBwcE2T2BmzZqFCRMm1LhPdHS08fGFCxfQv39/9OrVC//3f/9X6/F79OiBpKSkarfrdDrodDqz47W1gqKS6ltRuXCWnSPUyBMl0Gub2DsUIiIiorrhwvdydcniBGbGjBkYNmwY3nvvPfj5+WHnzp3QaDQYN24cHn/8cZsHGBQUhKCgILP2PX/+PPr3748uXbpgxYoVkOXaW8ilpKSgUaNGNxtmnTGUCNMExm0udBkGqKCSPewdCBERERE5EIsTmJSUFLz//vuQZRkqlQqFhYWIjo7GkiVLkJiYiFGjRtVFnLU6f/48+vXrhyZNmuC1117DpUuXjNvKRhxbtWoVtFotOnXqBABYt24dPv74Y3z44Yd2idkcSk0bRTWPXYIKgAEqiROmEhERkQuqi073Lnc/WDWLExiNRmOsbAQHB+Ps2bNo3bo1/Pz8kJqaavMAzZWUlIQTJ07gxIkTCA8PN9kmyo3S9cILL+DMmTNQq9WIiYnBmjVrcNddd9V3uGaTgJovRsU1r1S17I8SJQMe2lb2DoWIiIiIHIjFCUynTp2we/dutGjRArfeeivmzZuHy5cv49NPP0W7du3qIkazTJgwoda+MomJiUhMTKyfgGyk2j78ZSNNiFr2c1Iq2RslSgZkSW/vUIiIiIhsri5GDXOXUcgsHkb55ZdfNvYZeemll9CgQQM89thjuHTpklmd5ukmucmFKV0fPlmWOA8MEREREd1gUQVGCIHg4GBjpSU4OBgbNmyok8ColGRuacXFEhvp+sgFEjgPDBEREbkg9oGxmkUVGCEEmjdvbte+Lm5PAJKhdHFl8vXRx2SZnfiJiIjI9XAiS+tZlMDIsowWLVrgypUrdRUPVaBUMQyZJFyvz0tFoX6z0NBnErz1t9g7FCIiIiJyIBb3gVm8eDGefPJJHDp0qC7iIQIAeOt7oXGDBezET0RERK5J1NHiBiwehWz8+PHIz89Hhw4doNVq4eFhOtFgZmamzYIjM4ZRLuMmFywRERERuTeLE5ilS5fWQRhUHbM78RMRERGR82AnfqtZnMA42zwqzk64yYVIRERERGQOixMYADAYDPj6669x9OhRAECbNm0wYsQIqNVWHY5qIgRcv8s+ERERkXvhRJbWszjjOHz4MIYPH460tDS0atUKAPDKK68gKCgI69evN84RQ7ZhUoGpUI6RRLlKIUs1REREROQGLB6F7MEHH0Tbtm1x7tw57Nu3D/v27UNqaipiY2Px8MMP10WMBBgTlOpqMazREBERETkRjkJmNYsrMCkpKdizZw8aNGhgXNegQQO89NJL6Natm02Do1ISAFHFfDCV9yIiIiIip8BO/FazuALTsmVLpKenV1qfkZGB5s2b2yQoquD6xJWVUhRhup2IiIiIyNWZVYHJyckxPl60aBGmTZuGBQsWoGfPngCAnTt3YuHChXjllVfqJkp3Zm4m7SYZNxEREZErYCd+65mVwPj7+0MqNyGJEAL33HOPcZ243j9j2LBhMBgMdRCm+7K4REZERERE5MLMSmC2bNlS13FQdSq0DXOXzJqIiIjIpbEPjNXMSmBuvfXWuo6DbhL7wBARERGRO7Bq5smCggIcOHAAGRkZUBTT4bGGDx9uk8CoFCsuRERERK6HfWCsZ3ECs2HDBowfPx6XL1+utE2SJPaBsTWpmtqKAMsuREREROR2LO4jPnXqVNx99924ePEiFEUxWZi82F6NOYoCY/tJidkMERERkfPgRJZWs7gCk56ejpkzZyIkJKQu4qEKakpLJAASc0YiIiIi58NO/FazuAJz1113YevWrXUQClVFlmB6MQoASuU2jqy/EBEREZEl3n33XcTGxsLX1xe+vr6Ii4vDjz/+aNxeUFCAyZMnIzAwEN7e3hg9enSVE9rXN4srMO+88w7uvvtubN++He3bt4dGozHZPm3aNJsFR7g+145ptiJffyqYtRARERE5JQm2/wLa0uOFh4dj8eLFaNGiBYQQWLVqFUaMGIH9+/ejbdu2mDFjBn744QesXbsWfn5+mDJlCkaNGoUdO3bYOHLLWJzAfP7559i0aRP0ej22bt1qMsGlJElMYGystG9L7fVA5jJEREREZIlhw4aZPH/ppZfw7rvvYufOnQgPD8dHH32E1atXY8CAAQCAFStWoHXr1ti5cyd69uxpj5ABWJHAzJ07F88//zxmz54NWeY88XWtukHISt0YiowJDBEREZETqcM+MDk5OSardToddDpdjS81GAxYu3Yt8vLyEBcXh71796K4uBjx8fHGfWJiYhAZGYnk5GS7JjAWZyBFRUUYM2YMk5d6IstmpibMYIiIiIgIQEREBPz8/IzLokWLqt334MGD8Pb2hk6nw6OPPoqvv/4abdq0QVpaGrRaLfz9/U32DwkJQVpaWh1/gppZXIFJTEzEmjVr8Mwzz9RFPFRBWftIY4JeTaZubp5DRERERPZXlxNZpqamwtfX17i+pupLq1atkJKSguzsbHz11VdITEzEtm3bbBuYjVmcwBgMBixZsgQbN25EbGxspU78b7zxhs2CI0CuoQ2ZJG7kM1LNbc2IiIiIyE2UjSpmDq1Wi+bNmwMAunTpgt27d2PZsmUYM2YMioqKkJWVZVKFSU9PR2hoaF2EbTaLE5iDBw+iU6dOAIBDhw6ZbONNtO1JZpZWOJElERERkRNx0HlgFEVBYWEhunTpAo1Gg82bN2P06NEAgOPHj+Ps2bOIi4u7+Te6CRYnMFu2bKmLOKgaKjOTQoldkoiIiIici50nnpwzZw6GDBmCyMhIXL16FatXr8bWrVuxceNG+Pn5YdKkSZg5cyYCAgLg6+uLqVOnIi4uzq4d+AErEpgyJ06cwMmTJ9G3b194eHhACMEKTB2QZBlQat+vpqZmREREREQVZWRkYPz48bh48SL8/PwQGxuLjRs34rbbbgMAvPnmm5BlGaNHj0ZhYSESEhLwn//8x85RW5HAXLlyBffccw+2bNkCSZLw119/ITo6GpMmTUKDBg3w+uuv10WcbkuWJbMSGBWbkBERERE5jbrsxG+ujz76qMbter0ey5cvx/Lly28iKtuzuOHRjBkzoNFocPbsWXh6ehrXjxkzBhs2bLBpcHS9slLVxSjK9eAXgEpW1WdYRERERER2YXEFZtOmTdi4cSPCw8NN1rdo0QJnzpyxWWBUSq2qmGPemLyyPFnFCgwRERGR03DQTvzOwOIKTF5enknlpUxmZmatM3yS5VRmjkLGPjBERERE5A4sTmD69OmDTz75xPhckiQoioIlS5agf//+Ng2OqklgyjcfK9uvUqWGiIiIiBxVWR8YWy/uwOImZEuWLMHAgQOxZ88eFBUV4amnnsLhw4eRmZmJHTt21EWMbk0lV0hMBCBd79QvpBr2IyIiIiJyQRbf9bZr1w5//vknevfujREjRiAvLw+jRo3C/v370axZs7qI0a2VVlZqT6fVZjY1IyIiIiIHIOpocQNWzQPj5+eHuXPn2joWqoJals26GNmEjIiIiIjcgVUJTEFBAQ4cOICMjAwoiukkJcOHD7dJYFRKpTIdHrm6to1qNRMYIiIiImfhCPPAOCuLE5gNGzZg/PjxuHz5cqVtkiTBYDDYJDAqJatraBpW7iJVqzgPDBEREZHT4DDKVrP4a/upU6fi7rvvxsWLF6EoisnC5MX2NDX1bRECklLaqV+jZgJDRERERK7P4gQmPT0dM2fOREhISF3Ec1OaNm0KSZJMlsWLF5vsc+DAAfTp0wd6vR4RERFYsmSJnaI1T8UmZOVJuF5+BKBhEzIiIiIi58FO/FazuAnZXXfdha1btzrsiGMLFy7EQw89ZHzu4+NjfJyTk4NBgwYhPj4e7733Hg4ePIgHHngA/v7+ePjhh+0Rbq3UNTUhK0ersao7ExERERGRU7H4rvedd97B3Xffje3bt6N9+/bQaDQm26dNm2az4Kzh4+OD0NDQKrf997//RVFRET7++GNotVq0bdsWKSkpeOONNxw2gam2AlMhw9ZpmcAQEREROQt24reexXe9n3/+OTZt2gS9Xo+tW7dCkm5UCCRJsnsCs3jxYrzwwguIjIzE/fffjxkzZkCtLv2YycnJ6Nu3L7RarXH/hIQEvPLKK/jnn3/QoEGDSscrLCxEYWGh8XlOTk7df4hyNGqVWeVArYZNyIiIiIjI9VmcwMydOxfPP/88Zs+eDdnBZn+fNm0aOnfujICAAPz222+YM2cOLl68iDfeeAMAkJaWhqioKJPXlPXlSUtLqzKBWbRoEZ5//vm6D74aanM65wsBvVZT+35ERERE5Bg4CpnVLM5AioqKMGbMmHpLXmbPnl2pY37F5dixYwCAmTNnol+/foiNjcWjjz6K119/HW+//bZJBcVSc+bMQXZ2tnFJTU211Uczi7r8BJU1lBp1eiYwREREROT6LK7AJCYmYs2aNXjmmWfqIp5KZs2ahQkTJtS4T3R0dJXre/TogZKSEpw+fRqtWrVCaGgo0tPTTfYpe15dvxmdTgedTmd54DZirMCUz9KrSGJ0rMAQEREROQ1JCEjCtiUTWx/PUVmcwBgMBixZsgQbN25EbGxspU78Zc21bCUoKAhBQUFWvTYlJQWyLCM4OBgAEBcXh7lz56K4uNgYd1JSElq1alVl8zFHoFHJkACg3BQ7Utlj+UYuo9NwHhgiIiIip8EmZFazOIE5ePAgOnXqBAA4dOiQybbyHfrrW3JyMnbt2oX+/fvDx8cHycnJmDFjBsaNG2dMTu6//348//zzmDRpEp5++mkcOnQIy5Ytw5tvvmm3uGujvt45v/yZLXssyq3V6pjAEBEREZHrsziB2bJlS13EcdN0Oh2++OILLFiwAIWFhYiKisKMGTMwc+ZM4z5+fn7YtGkTJk+ejC5duqBhw4aYN2+eww6hDNQ8v4uEchUYNiEjIiIichocRtl6LjN5SOfOnbFz585a94uNjcX27dvrISLbMHeCSr2OCQwRERERuT6XSWBcVaVhlI0d+QXKNyzzYAWGiIiIyHmwD4zVHGsiF6qkpgkqy3c50nMYZSIiIiJyA6zAODhNjX1gbmQwer22PsIhIiIiIhtgHxjrsQLj4HQadbUXoyyhtCmZAug4ChkRERERuQFWYBycRlt9YqKSZEiKARCABzvxExERETkP9oGxGhMYB6fTVtE0zCAAIaCSJeMElxyFjIiIiMh5sAmZ9diEzMHpdZVzTOn6IqvkcvsxgSEiIiIi18cKjIPTaioOo3w9tZYkyOWGIdPW0NSMiIiIiBwMm5BZjRUYB6erogIDXK/AyGUJjKhxtDIiIiIiIlfBu14Hp9NrKmfTioCPtx6qchUYTcUJL4mIiIjIoblLnxVbYwXGwVU1keWcKYPx0tMjIMs3tqlV/FESERERketjBcbBadSVf0RD49sDAFSqGxUYqVw1hoiIiIgcnBA3+jbb8phugF/bOzhVDZUVlcwfHxERERG5F1ZgHFxNCYyXXgMobD9JRERE5Gw4D4z1mMA4uJr6tmjUasgK3GbIPCIiIiKXwWGUrcY2SA5OrthMrNyFqVbzx0dERERE7oUVGAenqSFJ0XLuFyIiIiKnJCmli62P6Q74Fb6Dk+TqRxcL8Pesx0iIiIiIiOyPX+E7OFmSqm3PqNVw8koiIiIip8Q+MFZjBcbBVeoDU47G2ISMc8AQERERkXtgBcbBVZyfsvzTsCA/QAhITGCIiIiInAqHUbYeKzAOTqqYwZSj02sgKQAbkhERERGRu2AFxolFRQQAALw8dXaOhIiIiIgsIkTpYutjugEmMM6m3HXZLqYx4jpHoVvHpnYLh4iIiIgsxyZk1mMTMiem1ajx6rOjcc8dXewdChERERE5mUWLFqFbt27w8fFBcHAwRo4ciePHj5vsU1BQgMmTJyMwMBDe3t4YPXo00tPT7RRxKSYwTocd9omIiIicnqijxQLbtm3D5MmTsXPnTiQlJaG4uBiDBg1CXl6ecZ8ZM2Zg/fr1WLt2LbZt24YLFy5g1KhR1n9uG2ATMmfgJuVAIiIiIqo/GzZsMHm+cuVKBAcHY+/evejbty+ys7Px0UcfYfXq1RgwYAAAYMWKFWjdujV27tyJnj172iNsVmCcw40Mhj8wIiIiIudX1gfG1gsA5OTkmCyFhYVmxZSdnQ0ACAgoHShq7969KC4uRnx8vHGfmJgYREZGIjk52bYnxAK8H3YmrMQQERERUS0iIiLg5+dnXBYtWlTraxRFwfTp03HLLbegXbt2AIC0tDRotVr4+/ub7BsSEoK0tLS6CN0sbELmLJi8EBEREbmOOhxGOTU1Fb6+vsbVOl3tU25MnjwZhw4dwq+//mrbmOoAExgnIAGAYu8oiIiIiMgZ+Pr6miQwtZkyZQq+//57/PLLLwgPDzeuDw0NRVFREbKyskyqMOnp6QgNDbVlyBZhEzInIYHjjxERERG5irrsA2MuIQSmTJmCr7/+Gj///DOioqJMtnfp0gUajQabN282rjt+/DjOnj2LuLg4W5wGq7ACQ0RERERU36wY9tisY1pg8uTJWL16Nb799lv4+PgY+7X4+fnBw8MDfn5+mDRpEmbOnImAgAD4+vpi6tSpiIuLs9sIZAATGOfA/i9EREREZGPvvvsuAKBfv34m61esWIEJEyYAAN58803IsozRo0ejsLAQCQkJ+M9//lPPkZpiAkNEREREVM+safJlzjEtIcwYRECv12P58uVYvny5lVHZHvvAEBERERGR02AFxsmwIz8RERGRC1BE6WLrY7oBVmCIiIiIiMhpsALjZFiBISIiInIBDjAKmbNiBYaIiIiIiJwGKzBERERERPVMQh2MQmbbwzksl6nAbN26FZIkVbns3r0bAHD69Okqt+/cudPO0dei3MUtuc2lSUREROTChKibxQ24TAWmV69euHjxosm65557Dps3b0bXrl1N1v/0009o27at8XlgYGC9xEhERERERDfHZRIYrVaL0NBQ4/Pi4mJ8++23mDp1KiTJtGoRGBhosi8RERERUX1yhIksnZXLNCGr6LvvvsOVK1cwceLEStuGDx+O4OBg9O7dG999912NxyksLEROTo7JUt/Kp18SW5ARERERkRtz2QTmo48+QkJCAsLDw43rvL298frrr2Pt2rX44Ycf0Lt3b4wcObLGJGbRokXw8/MzLhEREfURvqny2TQTGCIiIiLnJ+pocQMOn8DMnj272s75ZcuxY8dMXnPu3Dls3LgRkyZNMlnfsGFDzJw5Ez169EC3bt2wePFijBs3Dq+++mq17z9nzhxkZ2cbl9TU1Dr5nOZi/kJERERE7szh+8DMmjULEyZMqHGf6Ohok+crVqxAYGAghg8fXuvxe/TogaSkpGq363Q66HQ6s2KtD0xgiIiIiJyfJAQkG48aZuvjOSqHT2CCgoIQFBRk9v5CCKxYsQLjx4+HRqOpdf+UlBQ0atToZkKsV0xgiIiIiMidOXwCY6mff/4Zp06dwoMPPlhp26pVq6DVatGpUycAwLp16/Dxxx/jww8/rO8wrccMhoiIiMj5KdcXWx/TDbhcAvPRRx+hV69eiImJqXL7Cy+8gDNnzkCtViMmJgZr1qzBXXfdVc9RWo8TWRIRERE5PzYhs57LJTCrV6+udltiYiISExPrMRrbqzinDRERERGRO3G5BMbVMX0hIiIicgF1MeyxexRgHH8YZQLKpy2swBARERGRO2MFxhlIVT4kIiIiImclROli62O6AVZgnEG5a5EVGCIiIiJyZ6zAOAEJN3IY5i9EREREzk8SpYutj+kOWIFxBmUXoxBQyfyREREREZH7YgXGybAAQ0REROQC2AfGavw638lIrMAQERERkRtjBcYJyBKgKAIQ7ANDRERE5AokpXSx9THdARMYJ1HWKYujkBERERG5ADYhsxrbIzmB8imLzASGiIiIiNwYKzBORmLKSUREROT8BEzm+rPZMd0Ab4edjMxO/ERERETkxliBcTJsQkZERETk/CQhINm4z4qtj+eo+HW+EyjfcZ8JDBERERG5M1ZgnIwsM4EhIiIicnochcxqrMA4gfIpi4oVGCIiIiJyY6zAOANJQtmwEuzET0REROQCBABbTzzpHgUYJjDOoHyrMVnFCgwRERGRs2Mnfuvx63wnwIksiYiIiIhKsQLjFMqNQsZO/ERERETOT6AOOvHb9nCOihUYJ1C+6KJiAkNEREREbowVGCejklX2DoGIiIiIbhaHUbYaKzBOoPxElip24iciIiIiN8YKjBOQTEYhY85JRERE5PQUmI7UZKtjugHeDTuB8hUYNSswREREROTGWIFxAuWzTDUrMEREREROj/PAWI8JjBMwrcCwEz8RERGR02Mnfqvx63wnYNqJnz8yIiIiIrp5v/zyC4YNG4awsDBIkoRvvvnGZLsQAvPmzUOjRo3g4eGB+Ph4/PXXX/YJthzeDTsBuVwCo1GzAkNERETk9MoqMLZeLJCXl4cOHTpg+fLlVW5fsmQJ3nrrLbz33nvYtWsXvLy8kJCQgIKCAlucAauxCZkTYAWGiIiIiGxtyJAhGDJkSJXbhBBYunQpnn32WYwYMQIA8MknnyAkJATffPMN7r333voM1QTvhp2AXPZTEoBawwoMERERkdOrwwpMTk6OyVJYWGhxeKdOnUJaWhri4+ON6/z8/NCjRw8kJyfb7DRYgwmMEzBpQibzR0ZERERE1YuIiICfn59xWbRokcXHSEtLAwCEhISYrA8JCTFusxc2IXMCcrmkhRNZEhEREbmAOpzIMjU1Fb6+vsbVOp3Oxm9kX7wbdgIatQqSAZAUQKPmj4yIiIiIqufr62uyWJPAhIaGAgDS09NN1qenpxu32Qvvhp2ALEmQBCAJQKNh0YyIiIjI2ZVNZGnrxVaioqIQGhqKzZs3G9fl5ORg165diIuLs9n7WIN3w05AljkKGREREZFLcYCJLHNzc3HixAnj81OnTiElJQUBAQGIjIzE9OnT8eKLL6JFixaIiorCc889h7CwMIwcOdK2cVuICYwTUMnl54GxdWNJIiIiInJHe/bsQf/+/Y3PZ86cCQBITEzEypUr8dRTTyEvLw8PP/wwsrKy0Lt3b2zYsAF6vd5eIQNgAuMUylddVCoOo0xERETk9JTr/QNsfUwL9OvXD6KGqo0kSVi4cCEWLlx4s5HZFNsjOYHyE1mq1UxgiIiIiMh9sQLjBHTaGz8mtcwmZEREREROzwH6wDgrVmCcgLrc0MmswBARERGRO3OaBOall15Cr1694OnpCX9//yr3OXv2LIYOHQpPT08EBwfjySefRElJick+W7duRefOnaHT6dC8eXOsXLmy7oO/SSqZCQwRERGRaxE3qjC2WsAKjEMpKirC3Xffjccee6zK7QaDAUOHDkVRURF+++03rFq1CitXrsS8efOM+5w6dQpDhw5F//79kZKSgunTp+PBBx/Exo0b6+tjWEU2GYXMaX5kREREREQ25zR9YJ5//nkAqLZismnTJhw5cgQ//fQTQkJC0LFjR7zwwgt4+umnsWDBAmi1Wrz33nuIiorC66+/DgBo3bo1fv31V7z55ptISEior49isfKjkKk5ChkRERGR82MfGKu5zNf5ycnJaN++PUJCQozrEhISkJOTg8OHDxv3iY+PN3ldQkICkpOTqz1uYWEhcnJyTJb6Vr4JmUbjMj8yIiIiIveliLpZ3IDL3A2npaWZJC8AjM/T0tJq3CcnJwfXrl2r8riLFi2Cn5+fcYmIiKiD6GumNqnAOE3RjIiIiIjI5uyawMyePRuSJNW4HDt2zJ4hYs6cOcjOzjYuqamp9R6DVC6BYR8YIiIiIhcglLpZ3IBdv86fNWsWJkyYUOM+0dHRZh0rNDQUv//+u8m69PR047ayf8vWld/H19cXHh4eVR5Xp9NBp9OZFUNd0ajKdeLXsA8MEREREbkvuyYwQUFBCAoKssmx4uLi8NJLLyEjIwPBwcEAgKSkJPj6+qJNmzbGff73v/+ZvC4pKQlxcXE2iaGuGDvxC2HSnIyIiIiInBQ78VvNae6Gz549i5SUFJw9exYGgwEpKSlISUlBbm4uAGDQoEFo06YN/vWvf+GPP/7Axo0b8eyzz2Ly5MnGCsqjjz6Kv//+G0899RSOHTuG//znP/jyyy8xY8YMe360WpUfhUxmJ34iIiIicmNO0yN83rx5WLVqlfF5p06dAABbtmxBv379oFKp8P333+Oxxx5DXFwcvLy8kJiYiIULFxpfExUVhR9++AEzZszAsmXLEB4ejg8//NChh1AGAE25yStVEhMYIiIiIqen1MHEk24yCpnTJDArV66sdg6YMk2aNKnURKyifv36Yf/+/TaMrO75eOmNF6SanfiJiIiIyI05TQLjzlQqGdL1hFqtZid+IiIiIqfHPjBWYwLjBFTlRiFjAkNERETkAgTqIIGx7eEcFdsjOQG16kbSolExgSEiIiIi98UKjBMo3+9FrZZq2JOIiIiInAKbkFmNFRgnIJcfRpnzwBARERGRG2MFxgmUn7ySE1kSERERuQBFAaDUwTFdH++GnUD5PjCyzB8ZEREREbkvVmCcgI+3rvSBEJAl9oEhIiIicnrsA2M1fp3vBDw8tMbHkswEhoiIiIjcFyswTkBVrtkYKzBERERELoAVGKsxgXECfj564wXJ/IWIiIjIBSgCNp95UmECQw7Cw0ML6fqgEhIzGCIiIiJyY0xgnIAsSZAAyOz/QkREROQShFAghG2HPbb18RwVO/E7gbLEhdUXIiIiInJ3rMA4AbW6dB4YTmJJRERE5CKEsH2fFXbiJ0fRMMAbY0Z2RVCAj71DISIiIiKyKyYwTmLyxP72DoGIiIiIbEXUwShkblKBYZskIiIiIiJyGqzAEBERERHVN0WBcZ4MW3GTUciYwBARERER1Tc2IbMam5AREREREZHTYAWGiIiIiKieCUWBsHETMk5kSURERERE5GBYgSEiIiIiqm/sA2M1VmCIiIiIiMhpsAJDRERERFTfFAFIrMBYgxUYIiIiIiJyGqzAEBERERHVNyEA2HoiS1ZgiIiIiIiIHAorMERERERE9UwoAsLGfWCEm1RgmMAQEREREdU3ocD2Tcg4kSUREREREZFDYQJDRERERFTPhCLqZLHG8uXL0bRpU+j1evTo0QO///67jT+tbTGBISIiIiJyU2vWrMHMmTMxf/587Nu3Dx06dEBCQgIyMjLsHVq1mMAQEREREdU3odTNYqE33ngDDz30ECZOnIg2bdrgvffeg6enJz7++OM6+NC2wU78Fiob3SEnJ8fOkRARERFRVcru0xx5VK4SFAM2Dq8ExQAq36fqdDrodLpK+xcVFWHv3r2YM2eOcZ0sy4iPj0dycrJtg7MhJjAWunr1KgAgIiLCzpEQERERUU2uXr0KPz8/e4dhQqvVIjQ0FL+m/a9Oju/t7V3pPnX+/PlYsGBBpX0vX74Mg8GAkJAQk/UhISE4duxYncRnC0xgLBQWFobU1FT4+PhAkqQ6f7+cnBxEREQgNTUVvr6+df5+zornyTw8T7XjOTIPz1PteI7Mw/NkHp6n2pU/Rz4+Prh69SrCwsLsHVYler0ep06dQlFRUZ0cXwhR6R61quqLM2MCYyFZlhEeHl7v7+vr68s/WGbgeTIPz1PteI7Mw/NUO54j8/A8mYfnqXZl58jRKi/l6fV66PV6e4eBhg0bQqVSIT093WR9eno6QkND7RRV7diJn4iIiIjIDWm1WnTp0gWbN282rlMUBZs3b0ZcXJwdI6sZKzBERERERG5q5syZSExMRNeuXdG9e3csXboUeXl5mDhxor1DqxYTGAen0+kwf/58l2u7aGs8T+bheaodz5F5eJ5qx3NkHp4n8/A81Y7nyDpjxozBpUuXMG/ePKSlpaFjx47YsGFDpY79jkQSjjy+HBERERERUTnsA0NERERERE6DCQwRERERETkNJjBEREREROQ0mMAQEREREZHTYALj4JYvX46mTZtCr9ejR48e+P333+0dkt0sWLAAkiSZLDExMcbtBQUFmDx5MgIDA+Ht7Y3Ro0dXmpjJFf3yyy8YNmwYwsLCIEkSvvnmG5PtQgjMmzcPjRo1goeHB+Lj4/HXX3+Z7JOZmYmxY8fC19cX/v7+mDRpEnJzc+vxU9S92s7ThAkTKl1fgwcPNtnH1c/TokWL0K1bN/j4+CA4OBgjR47E8ePHTfYx5/fs7NmzGDp0KDw9PREcHIwnn3wSJSUl9flR6ow556hfv36VrqVHH33UZB9XPkcA8O677yI2NtY4oWBcXBx+/PFH43Z3v46A2s8Rr6OqLV68GJIkYfr06cZ1vJ7cDxMYB7ZmzRrMnDkT8+fPx759+9ChQwckJCQgIyPD3qHZTdu2bXHx4kXj8uuvvxq3zZgxA+vXr8fatWuxbds2XLhwAaNGjbJjtPUjLy8PHTp0wPLly6vcvmTJErz11lt47733sGvXLnh5eSEhIQEFBQXGfcaOHYvDhw8jKSkJ33//PX755Rc8/PDD9fUR6kVt5wkABg8ebHJ9ff755ybbXf08bdu2DZMnT8bOnTuRlJSE4uJiDBo0CHl5ecZ9avs9MxgMGDp0KIqKivDbb79h1apVWLlyJebNm2ePj2Rz5pwjAHjooYdMrqUlS5YYt7n6OQKA8PBwLF68GHv37sWePXswYMAAjBgxAocPHwbA6wio/RwBvI4q2r17N95//33ExsaarOf15IYEOazu3buLyZMnG58bDAYRFhYmFi1aZMeo7Gf+/PmiQ4cOVW7LysoSGo1GrF271rju6NGjAoBITk6upwjtD4D4+uuvjc8VRRGhoaHi1VdfNa7LysoSOp1OfP7550IIIY4cOSIAiN27dxv3+fHHH4UkSeL8+fP1Fnt9qniehBAiMTFRjBgxotrXuON5ysjIEADEtm3bhBDm/Z7973//E7Isi7S0NOM+7777rvD19RWFhYX1+wHqQcVzJIQQt956q3j88cerfY27naMyDRo0EB9++CGvoxqUnSMheB1VdPXqVdGiRQuRlJRkcm54PbknVmAcVFFREfbu3Yv4+HjjOlmWER8fj+TkZDtGZl9//fUXwsLCEB0djbFjx+Ls2bMAgL1796K4uNjkfMXExCAyMtKtz9epU6eQlpZmcl78/PzQo0cP43lJTk6Gv78/unbtatwnPj4esixj165d9R6zPW3duhXBwcFo1aoVHnvsMVy5csW4zR3PU3Z2NgAgICAAgHm/Z8nJyWjfvr3JBGgJCQnIyckx+WbZVVQ8R2X++9//omHDhmjXrh3mzJmD/Px84zZ3O0cGgwFffPEF8vLyEBcXx+uoChXPURleRzdMnjwZQ4cONbluAP5dcldqewdAVbt8+TIMBkOlWVBDQkJw7NgxO0VlXz169MDKlSvRqlUrXLx4Ec8//zz69OmDQ4cOIS0tDVqtFv7+/iavCQkJQVpamn0CdgBln72q66hsW1paGoKDg022q9VqBAQEuNW5Gzx4MEaNGoWoqCicPHkSzzzzDIYMGYLk5GSoVCq3O0+KomD69Om45ZZb0K5dOwAw6/csLS2tyuutbJsrqeocAcD999+PJk2aICwsDAcOHMDTTz+N48ePY926dQDc5xwdPHgQcXFxKCgogLe3N77++mu0adMGKSkpvI6uq+4cAbyOyvviiy+wb98+7N69u9I2/l1yT0xgyGkMGTLE+Dg2NhY9evRAkyZN8OWXX8LDw8OOkZEruPfee42P27dvj9jYWDRr1gxbt27FwIED7RiZfUyePBmHDh0y6WdGpqo7R+X7RbVv3x6NGjXCwIEDcfLkSTRr1qy+w7SbVq1aISUlBdnZ2fjqq6+QmJiIbdu22Tssh1LdOWrTpg2vo+tSU1Px+OOPIykpCXq93t7hkINgEzIH1bBhQ6hUqkqjaKSnpyM0NNROUTkWf39/tGzZEidOnEBoaCiKioqQlZVlso+7n6+yz17TdRQaGlppYIiSkhJkZma69bmLjo5Gw4YNceLECQDudZ6mTJmC77//Hlu2bEF4eLhxvTm/Z6GhoVVeb2XbXEV156gqPXr0AACTa8kdzpFWq0Xz5s3RpUsXLFq0CB06dMCyZct4HZVT3TmqirteR3v37kVGRgY6d+4MtVoNtVqNbdu24a233oJarUZISAivJzfEBMZBabVadOnSBZs3bzauUxQFmzdvNmkf685yc3Nx8uRJNGrUCF26dIFGozE5X8ePH8fZs2fd+nxFRUUhNDTU5Lzk5ORg165dxvMSFxeHrKws7N2717jPzz//DEVRjP9huqNz587hypUraNSoEQD3OE9CCEyZMgVff/01fv75Z0RFRZlsN+f3LC4uDgcPHjRJ9pKSkuDr62tsGuPMajtHVUlJSQEAk2vJlc9RdRRFQWFhIa+jGpSdo6q463U0cOBAHDx4ECkpKcala9euGDt2rPExryc3ZO9RBKh6X3zxhdDpdGLlypXiyJEj4uGHHxb+/v4mo2i4k1mzZomtW7eKU6dOiR07doj4+HjRsGFDkZGRIYQQ4tFHHxWRkZHi559/Fnv27BFxcXEiLi7OzlHXvatXr4r9+/eL/fv3CwDijTfeEPv37xdnzpwRQgixePFi4e/vL7799ltx4MABMWLECBEVFSWuXbtmPMbgwYNFp06dxK5du8Svv/4qWrRoIe677z57faQ6UdN5unr1qnjiiSdEcnKyOHXqlPjpp59E586dRYsWLURBQYHxGK5+nh577DHh5+cntm7dKi5evGhc8vPzjfvU9ntWUlIi2rVrJwYNGiRSUlLEhg0bRFBQkJgzZ449PpLN1XaOTpw4IRYuXCj27NkjTp06Jb799lsRHR0t+vbtazyGq58jIYSYPXu22LZtmzh16pQ4cOCAmD17tpAkSWzatEkIwetIiJrPEa+jmlUcoY3Xk/thAuPg3n77bREZGSm0Wq3o3r272Llzp71DspsxY8aIRo0aCa1WKxo3bizGjBkjTpw4Ydx+7do18e9//1s0aNBAeHp6ijvvvFNcvHjRjhHXjy1btggAlZbExEQhROlQys8995wICQkROp1ODBw4UBw/ftzkGFeuXBH33Xef8Pb2Fr6+vmLixIni6tWrdvg0daem85Sfny8GDRokgoKChEajEU2aNBEPPfRQpS8LXP08VXV+AIgVK1YY9zHn9+z06dNiyJAhwsPDQzRs2FDMmjVLFBcX1/OnqRu1naOzZ8+Kvn37ioCAAKHT6UTz5s3Fk08+KbKzs02O48rnSAghHnjgAdGkSROh1WpFUFCQGDhwoDF5EYLXkRA1nyNeRzWrmMDwenI/khBC1F+9h4iIiIiIyHrsA0NERERERE6DCQwRERERETkNJjBEREREROQ0mMAQEREREZHTYAJDREREREROgwkMERERERE5DSYwRERERETkNJjAEBERERGR02ACQ0TkoE6fPg1JkpCSkmLvUMzSr18/TJ8+3d5hEBGRi2MCQ0REdtG2bVts2rQJADBo0CB88skndo6IiIicARMYIiKqd1lZWfjzzz/Rs2dPGAwGJCcn45ZbbrF3WERE5ASYwBAR2ZGiKFiyZAmaN28OnU6HyMhIvPTSSyb7/P333+jfvz88PT3RoUMHJCcnG7dduXIF9913Hxo3bgxPT0+0b98en3/+ucnr+/Xrh2nTpuGpp55CQEAAQkNDsWDBApN9JEnChx9+iDvvvBOenp5o0aIFvvvuO5N9Dh06hCFDhsDb2xshISH417/+hcuXL1v1uXfu3Im2bdvC19cXKSkp8PLyQrNmzaw6FhERuRcmMEREdjRnzhwsXrwYzz33HI4cOYLVq1cjJCTEZJ+5c+fiiSeeQEpKClq2bIn77rsPJSUlAICCggJ06dIFP/zwAw4dOoSHH34Y//rXv/D777+bHGPVqlXw8vLCrl27sGTJEixcuBBJSUkm+zz//PO45557cODAAdx+++0YO3YsMjMzAZRWTAYMGIBOnTphz5492LBhA9LT03HPPfdY9HljY2Ph7++PUaNG4fDhw/D390ffvn1x+fJl+Pv7IzY21tJTSEREbkYSQgh7B0FE5I6uXr2KoKAgvPPOO3jwwQcrbT99+jSioqLw4YcfYtKkSQCAI0eOoG3btjh69ChiYmKqPO4dd9yBmJgYvPbaawBKKzAGgwHbt2837tO9e3cMGDAAixcvBlBagXn22WfxwgsvAADy8vLg7e2NH3/8EYMHD8aLL76I7du3Y+PGjcZjnDt3DhERETh+/DhatmyJfv36oWPHjli6dGm1n/ncuXMoKSnBHXfcgenTpyM+Ph4PPPAABg8ejHvuuQdqtRrh4eGWnUgiInIransHQETkro4ePYrCwkIMHDiwxv3KVyUaNWoEAMjIyEBMTAwMBgNefvllfPnllzh//jyKiopQWFgIT0/Pao9RdpyMjIxq9/Hy8oKvr69xnz/++ANbtmyBt7d3pfhOnjyJli1bmvGJgfDwcKSlpeHkyZO49957odFosHv3bqxatQoRERFmHYOIiNwbExgiIjvx8PAwaz+NRmN8LEkSgNK+MwDw6quvYtmyZVi6dCnat28PLy8vTJ8+HUVFRdUeo+w4ZccwZ5/c3FwMGzYMr7zySqX4ypKq2jz66KP47LPPoCgKCgsLERoaCiEE8vPz0bp1awClFabIyEizjkdERO6JfWCIiOykRYsW8PDwwObNm60+xo4dOzBixAiMGzcOHTp0QHR0NP78808bRlmqc+fOOHz4MJo2bYrmzZubLF5eXmYdY+HChUhJSTE2H0tJScGECRMwbtw4pKSkICUlBWFhYTaPnYiIXAsTGCIiO9Hr9Xj66afx1FNP4ZNPPsHJkyexc+dOfPTRR2Yfo0WLFkhKSsJvv/2Go0eP4pFHHkF6errNY508eTIyMzNx3333Yffu3Th58iQ2btyIiRMnwmAwmHWM4OBgNG/eHAcOHMCwYcPQvHlzHD16FLfffrsxGVKr2TCAiIhqxgSGiMiOnnvuOcyaNQvz5s1D69atMWbMmEp9U2ry7LPPonPnzkhISEC/fv0QGhqKkSNH2jzOsLAw7NixAwaDAYMGDUL79u0xffp0+Pv7Q5bN/68kLS0Np06dQs+ePVFUVISdO3eib9++No+XiIhcF0chIyIiIiIip8EKDBEREREROQ0mMERERERE5DSYwBARERERkdNgAkNERERERE6DCQwRERERETkNJjBEREREROQ0mMAQEREREZHTYAJDREREREROgwkMERERERE5DSYwRERERETkNJjAEBERERGR0/j/jQqYsfNQPKkAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1527,19 +3233,18 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units[\"waveform_mean\"][unit_idx])) ))\n", - "ax.set_prop_cycle(color=colors)\n", - "ax.plot(units[\"waveform_mean\"][unit_idx])\n", + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "data = unit_waveforms[start_channel:end_channel:2] # step by 2 to remove striping effect\n", "\n", - "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", - "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='time (s)')\n", + "norm = mpl.colors.Normalize(vmin=np.min(data), vmax=np.max(data))\n", + "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label=\"membrane potential (uV)\", shrink=0.4)\n", "\n", - "ax.set_xlabel(\"channel #\")\n", - "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"unit waveforms by channel\", fontsize=20)\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"channel #\")\n", + "ax.set_title(\"unit waveforms image\")\n", "\n", - "plt.show()" + "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, data.shape[1], end_channel, start_channel])\n", + "ax.set_aspect(0.5) # to counteract stepping by 2 above" ] }, { @@ -1552,7 +3257,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 296, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1562,7 +3267,7 @@ "(82,)" ] }, - "execution_count": 27, + "execution_count": 296, "metadata": {}, "output_type": "execute_result" } @@ -1574,13 +3279,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 297, "id": "4ae54d56", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] From e4267d21ece25eebbf7257bbfb1ba8a810d192c0 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 18 Jan 2023 15:48:27 -0800 Subject: [PATCH 3/5] regenerated some cells. removed extra cell --- .../visualize_unit_responses.ipynb | 1771 +---------------- 1 file changed, 93 insertions(+), 1678 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index e9618052..1a08f73c 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "faa81fb6", "metadata": {}, "outputs": [], @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "bd981ccb", "metadata": {}, "outputs": [], @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "6f3884c6", "metadata": {}, "outputs": [ @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "ac9d9572", "metadata": {}, "outputs": [ @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "50a4d0b6", "metadata": { "scrolled": false @@ -200,7 +200,7 @@ " 'waveform_mean')" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "ce0e64b4", "metadata": { "scrolled": true @@ -658,7 +658,7 @@ "[3232 rows x 29 columns]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -669,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "d61e1459", "metadata": {}, "outputs": [ @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "aa347405", "metadata": { "scrolled": true @@ -1027,7 +1027,7 @@ "[150 rows x 16 columns]" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1048,7 +1048,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "9fdc4f40", "metadata": {}, "outputs": [], @@ -1084,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "2afe14f6", "metadata": { "scrolled": true @@ -1141,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "8b1d9007", "metadata": {}, "outputs": [], @@ -1153,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "8197deec", "metadata": {}, "outputs": [ @@ -1177,7 +1177,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "8eacf09e", "metadata": {}, "outputs": [], @@ -1190,23 +1190,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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4uWJDR0BCIIQGBMpaMeyNy8KRJzmYfS1NvwGRUWCqk4iIiIiIiIwVEwhERERaep0nhPQGkXDwiCAiIiIiIjINTCAQkSBo8oQu35NARFQ6Yz5NlvxdYK91RERERERE+scEAhEJghHXcZEAKEsmMclEJI9HBREREREREamKCQQiEiRWcBGRqeAL33WD+UAiIiIiIiL9YwKBiARBk+o1VsoRkTEw5JlK16dJVevwlS2WOQAiIiIiIiLjwgQCEREJli4rG1lxSRWRoqf29ZHQKI/jjTljIiIiIiIi/WMCgYiMQmqu2NAhkEA9zSzA7rgsmWGHH2frZN4JmQUqjceKTSqN0MqHNpX76qxKQmYBdsdlIlf8ZokC2xQkIMnpOdh15REycvINHQoRERERERVT2dABEBGpYsqlFPi96yQzjC/IJQDocfQ5skvU80+4kIKd3ZzQ0M5Mq3l7H3+h0ngsikTyeh97gfR8CZ5kMAFMZRu2+TIiEtJw4UEyVgxqZehwiIiIiIjof9gCgYiMQkhirqFDIANTVkdfMnlQJCo1T3Z6DWr50/KYGSDtCa0Fgr6k5xceP2ef5Wg0fUXdbhVVREIaAODwrQQDR0JERERERMUxgUBERIKly/rD8kwFsKKTKgqm1IiIiIiIiCoWJhCISJBUqaQSsdbW5LGyksg4SVT4W3085xMREREREekbEwhEJAhMBhARUXH8VSAiIiIiIjI8JhCIiMgkiVj9SAJhSmVR1TUpPh5fMk5ERERERGS8mEAgIqOlyUtxqWJhCaGKTtfHgD6PKR6/REREREREhscEAhHpTVqeWOl3mfnKvyMiMmaq9NCWXSBBTkFhlblEIsGrHHGp50yg9HNqaVStmJdIJCotI08sQVa+8rkWFEv2qtMW47WG60dERERERES6wwQCEenF7rhMeAUmYf3ddLnvXuaI8dW5FP0HRYIntEYmAguHTESeWAKvwGdouz8JYokEK+6ko/X+JHgFJmHzvQyF0+yKLTynblBwTi1Om86Tpl9OhVdgEq4l55Y63juHnsPj32cySYTix8rNV/lqLzssORd7H2arPR0ZP55niYiIiIiEhQkEItKL766kAQB+uSVf2XUmMUdumCoVx3zxMhGZgmdZYuSKgfR8CbILJFgd+SZpsCj8tcJpZl4tPKcuUXBOLU6byth/4wsr8DfcVZzEKPIsu7ClwN3UvDLnqWo86yJLXyYRERERERHpBxMIRERkFLRtjaCL1gxMWRERlS+eZ4mIiIiIhIUJBCIyWnyJsunTZSMTlhYiIiIiIiIiIvUwgUBEBseKXSoXIrBwEelReR9u7LWOiIiIiIhI/5hAICIiwWIjEzIFZb2vRcJMlxzmCoiIiIiIiISBCQQiMjhNK4r4EmUiIuHgGZmIiIiIiMj0MIFARILE53GJyFQIrWJdm5Y9+jo38zeAiIiIiIhIGJhAICKDY0URlZc519P0shyhVRCTsIUl52L4mZeITssHAIi0LEEnnmbjy7Ov8Dy7QKv53HhZGNe91Dyl49xPzcfwMy9x42Wu3HfDz77SavlEREREREQkPEwgEJHRkrCDfCrFw/R8HHuSI/2si9KibB4siVSakr2t+Zx8iTPPcjHqXGGFu7bvQBgdmoJTiTlYdOO13HfqzLl/cGFcw84oTwQsvvkaZ57lon/wS7nvXufp7khgUo6IiIiIiEgYmEAgIiLB0qZiNVe7h7GJyl1Clnwh1aY1woscsUrjlfX6mGfZqs2nNMzvEhERERERmQYmEIiIyCioWx9ZspJUFxWayupd+bQ0lUbbLoq0W7Y8Vu4TERERERGRqphAICKjJSrrMVoyeoaseCUyNsaQGNCmVRHPBkRERERERPrHBAIREZGKjKB+lkiGocos87tERERERESmgQkEIhIkVSq9+BJlUgdLCxERERERERGRephAICIiwdKmuxP5eREZhr6exhfSU//K8rvsloyIiIiIiMi4MIFARERGQyKRYH98Fu6n5Zc57rboTJ0vn1WfVN7OJeVoPK06jbIy88XYFZuJF9kFGi+PiIiIiIiITF9lQwdARESkqpDEXEy+lAoAiPvMpdRxS9al6qLyn60YSBPqlL0xoSnlFYaMhTdeIyA2C2/ZmSG4j7NelqkWBRuNCbyKgedZIiIiIiJhYQsEIjJaIiH110F6cetVnqFDIDIJR59kAwBiXpfdAkGXFbradEvGimUiIiIiIiL9YwKBiIgqBFY+kqEoy3XqOgXKMk6mgI8GEBEREREJCxMIRCRIqvTlLVGnw28yetrubV0UF2UVW2wMQ0LF0yQRERERERFpgwkEIiIiqPbUq7K6WFbSkhCYeh7L1NePiIiIiIhIiAyaQFi/fj28vLxgb28Pe3t7dOrUCUeOHJF+n52djYkTJ6JatWqwtbWFj48Pnj17ZsCIiag8sO6VVFWeFYgsh6Rv+mi5wtYxREREREREpA2DJhDq1q2LJUuWICwsDFevXkWPHj3Qr18/3LlzBwAwbdo0HDhwALt378bp06fx9OlTDBgwwJAhExERyWElLZVOPwXEGJJgIrYjICIiIiIiMiqVDbnwvn37ynxevHgx1q9fj4sXL6Ju3brYvHkztm/fjh49egAAtmzZAg8PD1y8eBEdO3Y0RMhEVA7UqU5KyxO/mY61thWONhWkEh1Vr0okEqTnS2BXRfMcvEQiwet8Cey1mAcZj+KnqpRcsfIRy4Gq75Mp7XyaK9ZdakLZcZiWJ4Z9lUrS/3l2JyIiIiIiEgbB1FwUFBQgICAAGRkZ6NSpE8LCwpCXl4devXpJx2natCnq1auHCxcuKJ1PTk4O0tLSZP4RkfG5n5YvNywkMQdegUnSz3yJsunT5y6OeV2g0nhfnUuBZ2ASohWUUVXNCkuDV2ASLj7P1XgeZJxa7UsqeyQ9G3s+pdTvTyeqX07VOXQPPMqCV2AS3jv8HF6BSfg9Ml3t5ZHp4C87EREREZGwGDyBcOvWLdja2sLCwgLjxo3Dv//+i2bNmiExMRHm5uZwdHSUGb9mzZpITExUOj9fX184ODhI/7m6upbzGhCRthRVFvhFZ8oNW3LzdfkHQ4KmzVPJuuo65VRiDgAgIFa+jKpqZ2wWAGB1BCtKKwKhP00f9DTHoMv/MazwYY/4jMIk3tLb6Qp/F9jojIiIiIiISP8MnkBo0qQJbty4gUuXLmH8+PEYMWIEIiIiNJ7fDz/8gNTUVOm/R48e6TBaIiIyVrrqwkiX2IiGDEGIxwJREeaJiIiIiIiExaDvQAAAc3NzNGrUCADQtm1bXLlyBatWrcKgQYOQm5uLlJQUmVYIz549g4uLi9L5WVhYwMLCorzDJiIiItKKKb9QWNs1M90tQ0REREREZFwM3gKhJLFYjJycHLRt2xZVqlRBcHCw9LuoqCjEx8ejU6dOBoyQiHRNUUWRKu834EuUKxZtn9Yvz6f9NS2JfA6ciMcBERERERGRkBm0BcIPP/yADz74APXq1cPr16+xfft2hISE4NixY3BwcMCoUaMwffp0ODk5wd7eHt988w06deqEjh07GjJsItIxVh6RqoSaM2IZJk0UFWddJbdU7ZpIHy0feEwQERERERGZBoMmEJKSkjB8+HAkJCTAwcEBXl5eOHbsGHr37g0AWLFiBSpVqgQfHx/k5OTA29sb69atM2TIRCQgqrRSINOizS4XYmlhX/QVm6H2vi7LHc/DREREREREps2gCYTNmzeX+r2lpSV+//13/P7773qKiIiISH0CbRhBRkJXLWsUtSwwiup9owiSiIiIiIioYhLcOxCIyDSpWz/2Kle1GqUCiQSTL6bgz3sZ6gdFVA7yxKwNJVnK3tciApArlmDChRSdLEcCCW68zMXwMy9xLzVP6Xj+MVlIKXGOHXXuldrLC3qajS81mI6IiIiIiIiMBxMIRCRIJxNyVB5v/6Ns/BT+upwjIiEQ6jsQijv4KNvQIZARCXyYhVuv8nU2v/7BL3HmWS6GnSms2Fd0yAQrOL8qGlaWMaEpCEnMVXs6OUZwXJP+MAVLRERERCQsTCAQkdESiUTIyGNVgynTZffq+iop6fmqL4ndx5M65UUdz7LFAIRXGauwzKsYJPMMRERERERE+scEAhHpRXlUYvHlnURkDJRVfItEgBlrxRXiZqm4uO+JiIiIiISFCQQiMmpMIRCRMatkDP1yERERERERUYXFBAIR6QWryEhbErAckempzELNRDAREREREZGAMYFAREaNdW+mreTD2dpUNOq6xyuWPdKFitaFERtcEBERERERGRcmEIiISLCE/BJlPjVNusAujIiIiIiIiEjImEAgIoO7m5Kn0XQikUimEvffh1kQ88XKpERCZoFa4yfniFUeV9MqYJZWUqUFwus8MXbFZuJVGWVSl6e/1FzVy78iex9mKRzOUzQREVU0t5OycTQm3dBhEBERaayyoQMgIvrjXqZG06WUqOCadjkVBRLgUzcrXYRFAqTNs9q3U/LVGv+L0y/lhhWv+xQpGU5UkrJGBiKolkCYdTUNhx5no7VTFv7tWU3pePk6LIjjL6RoNX1ilnYJCKq4eD4lIlPzccAjAMCBz13hWcPSwNEQERGpjy0QiMhopeaK5SqUw5JzDRILmZ7I1NITDrqo5OLT2KRKD0aHHmcDAK6/LL21Vr5YdwXqfJJhz6Xs2YmIiExNzEvepxARkXFiAoGIiEhFyuo0WddJmhLyez6EhkkFIiIiIiIi/WMCgYiMmqlXmFV0EgHvYaV1mcINmQSG9eGFFB0ybJ1TcfG4ICIiIiISFiYQiIiIVMQ6TdKEsifnVS1PqlaosuKViIhIuNiSjoiIjBVfokxEeiFC+VS+8jqciIRO26fpy+v8KWSsZCEiIiJTVFBQgLy80t9rRUSkD+bm5qhUSbW2BUwgEBGRYIkEliJSKRo1Qq5olcIkS9WiUkkE6PD9yIKjaoJFaOcDIiIiIlVJJBIkJiYiJSXF0KEQEQEAKlWqhAYNGsDc3LzMcZlAICKjZsJ1aqTA6zwj2ONGECLpl7ZP0+ebYJmSSCR4nS+BfRXVe9MU8jtRiIhI99JyCmBvYWboMIh0oih5UKNGDVhbW0PE5pZEZEBisRhPnz5FQkIC6tWrV+Y5iQkEIiISrOIVhvdS87EhKsOA0eg+N8DqUKqovr+ahl1xWdjVzYndFZEMnheJCAB+v/ISSy8kY1nvmvDxsDd0OERaKSgokCYPqlWrZuhwiIgAAM7Oznj69Cny8/NRpUqVUsflS5SJyGiJwHcgVCR/xWQaOgQi3arAJ7BdcVkAgDWR6Vq/I4KIiEzP0gvJAIDvg58ZOBIi7RW988Da2trAkRARvVHUdVFBQUGZ4zKBQERGjfVOJDgVuFKYFNNX3/2mfj7kOxCIiIjImLHbIiISEnXOSUwgEJHRMvXKMhIeZT+vMr+7LJhERBpj1QoRFWdardR4hiMiIuPEBAIRERkFk7p//B/TuikmIWIZIyIiIiJDCQkJgUgkQkpKiqFDIQXi4uIgEolw48YNQ4dCAseXKBOR0eI7ECoWiQBqQg0fARklPZ2oBHCIaERR2Dy3ExERUUXwFKl6W1ZtOOhtWVR+unXrhlatWmHlypVqTTdy5EikpKQgMDBQOszV1RUJCQmoXr26boMkk6N2C4RHjx7h8ePH0s+XL1/G1KlT8ccff+g0MCIyLeXV3WPJiidWOpHBqVEIjbS+l9Slpx2tsCKeJ0UiIiIiMjG5ubl6X2bRy7BNiZmZGVxcXFC5Mp8vp9KpnUAYMmQITp06BQBITExE7969cfnyZfz4449YuHChzgMkIlIHK2RJX5TWy7IQkopYt68mbjAiIiIivXr9+jWGDh0KGxsb1KpVCytWrEC3bt0wdepUAMBff/2Fdu3awc7ODi4uLhgyZAiSkpLk5hMaGgovLy9YWlqiY8eOuH37tsz3e/bsQfPmzWFhYQE3NzcsW7ZM5ns3NzcsWrQIw4cPh729PcaOHYvc3FxMmjQJtWrVgqWlJerXrw9fX1+V1kskEmH9+vX44IMPYGVlhYYNG+Kff/6Rfl/Utc/OnTvRtWtXWFpawt/fHwDw559/wsPDA5aWlmjatCnWrVsnna6smFJSUjB69Gg4OzvD3t4ePXr0QHh4uPT7+fPno1WrVvjrr7/g5uYGBwcHfP7553j9+jWAwlYEp0+fxqpVqyASiSASiRAXF4eCggKMGjUKDRo0gJWVFZo0aYJVq1bJzHfr1q3Yt2+fdLqQkBCFXRidPn0aHTp0gIWFBWrVqoVZs2YhPz9f+n23bt0wefJkzJw5E05OTnBxccH8+fOl30skEsyfPx/16tWDhYUFateujcmTJ6u0X0i41E4g3L59Gx06dAAA7Nq1Cy1atMD58+fh7+8PPz8/XcdHRCaiPLrW4JO1VKDnPlv4rmTSiJ7OVXdS8uWGCb1bo7PPcpFVIPAgiUjOiQfp+HL/EyRlyJ93iIjIdEyfPh2hoaHYv38/goKCcPbsWVy7dk36fV5eHhYtWoTw8HAEBgYiLi4OI0eOlJvPd999h2XLluHKlStwdnZG3759pU/0h4WFYeDAgfj8889x69YtzJ8/H3PmzJGrY/ztt9/QsmVLXL9+HXPmzMHq1auxf/9+7Nq1C1FRUfD394ebm5vK6zZnzhz4+PggPDwcQ4cOxeeff47IyEiZcWbNmoUpU6YgMjIS3t7e8Pf3x9y5c7F48WJERkbi559/xpw5c7B161YAKDOmzz77DElJSThy5AjCwsLQpk0b9OzZEy9fvpSOExMTg8DAQBw8eBAHDx7E6dOnsWTJEgDAqlWr0KlTJ4wZMwYJCQlISEiAq6srxGIx6tati927dyMiIgJz587F//3f/2HXrl0AgBkzZmDgwIHo06ePdLrOnTvLbZMnT57gww8/RPv27REeHo7169dj8+bN+Omnn2TG27p1K2xsbHDp0iX8+uuvWLhwIYKCggAUJoNWrFiBjRs34v79+wgMDISnp6fK+4WESe02Knl5ebCwsAAAnDhxAv/5z38AAE2bNkVCQoJuoyMiKoVEIl8vx5xCxRKSkKPX5bGak4iofPE8axxGHyy871t45jnWflDLwNGQKeM5gchwXr9+ja1bt2L79u3o2bMnAGDLli2oXbu2dJyvvvpK+nfDhg2xevVqtG/fHunp6bC1tZV+N2/ePPTu3RtAYeVz3bp18e+//2LgwIFYvnw5evbsiTlz5gAA3N3dERERgaVLl8okI3r06IFvv/1W+jk+Ph6NGzfGO++8A5FIhPr166u1fp999hlGjx4NAFi0aBGCgoKwZs0amRYFU6dOxYABA2TWY9myZdJhDRo0QEREBDZu3IgRI0aUGtO5c+dw+fJlJCUlSetVf/vtNwQGBuKff/7B2LFjAQBisRh+fn6ws7MDAAwbNgzBwcFYvHgxHBwcYG5uDmtra7i4uEjnbWZmhgULFkg/N2jQABcuXMCuXbswcOBA2NrawsrKCjk5OTLTlbRu3Tq4urpi7dq1EIlEaNq0KZ4+fYrvv/8ec+fORaVKhc+he3l5Yd68eQCAxo0bY+3atQgODkbv3r0RHx8PFxcX9OrVC1WqVEG9evWkD6KT8VK7BULz5s2xYcMGnD17FkFBQejTpw8A4OnTp6hWrZrOAyQiKg1vKkxbWU9Pp+cbdwkw7uhJW0x4EpGxe5FZYOgQiIwGW0+TsXnw4AHy8vJkKn8dHBzQpEkT6eewsDD07dsX9erVg52dHbp27QqgsHK/uE6dOkn/dnJyQpMmTaRP+0dGRqJLly4y43fp0gX3799HQcGb35l27drJjDNy5EjcuHEDTZo0weTJk3H8+HG11q94TEWfS7ZAKL7MjIwMxMTEYNSoUbC1tZX+++mnnxATE1NmTOHh4UhPT0e1atVkpo+NjZVODxR211SUPACAWrVqKewWqqTff/8dbdu2hbOzM2xtbfHHH3/I7YeyREZGolOnThAVO2F16dIF6enpMu/D9fLykpmueIyfffYZsrKy0LBhQ4wZMwb//vuvTBdIZJzUboHwyy+/4JNPPsHSpUsxYsQItGzZEgCwf/9+ZpSISCmRCDqvLVV0Ec4K2YqF92FkzHi+IiIiIiJjlZGRAW9vb2nXPs7OzoiPj4e3t3e5vOTYxsZG5nObNm0QGxuLI0eO4MSJExg4cCB69eol8y4DXS4zPT0dALBp0ya8/fbbMuOZmZmVGVN6ejpq1aqFkJAQueU4OjpK/65SpYrMdyKRCGKxuNQ4AwICMGPGDCxbtgydOnWCnZ0dli5dikuXLqmzuiorLUZXV1dERUXhxIkTCAoKwoQJE7B06VKcPn1abjoyHmonELp164YXL14gLS0NVatWlQ4fO3YsrK2tdRocEVFphN63N+mWEHa3soSFxokMIawUlTsmutTHbVZxcd8TEREJQ8OGDVGlShVcuXIF9erVAwCkpqbi3r17eO+993D37l0kJydjyZIlcHV1BQBcvXpV4bwuXrwoncerV69w7949eHh4AAA8PDwQGhoqM35oaCjc3d2lFfPK2NvbY9CgQRg0aBA+/fRT9OnTBy9fvoSTk1OZ63fx4kUMHz5c5nPr1q2Vjl+zZk3Url0bDx48wNChQ9WOqU2bNkhMTETlypXVeldDSebm5jItM4DC7dW5c2dMmDBBOqx4qwZl05Xk4eGBPXv2QCKRSFshhIaGws7ODnXr1lU5RisrK/Tt2xd9+/bFxIkT0bRpU9y6dQtt2rRReR4kLGonEIDCN2qHhYUhJiYGQ4YMgZ2dnbQPLiIifRGJ+A6Eik7fTcGV1fczD0Ca4PmKiIwdu2QhIjJddnZ2GDFiBL777js4OTmhRo0amDdvHipVqgSRSIR69erB3Nwca9aswbhx43D79m0sWrRI4bwWLlyIatWqoWbNmvjxxx9RvXp19O/fHwDw7bffon379li0aBEGDRqECxcuYO3atTLvIlBk+fLlqFWrFlq3bo1KlSph9+7dcHFxkXmavzS7d+9Gu3bt8M4778Df3x+XL1/G5s2bS51mwYIFmDx5MhwcHNCnTx/k5OTg6tWrePXqFaZPn15qTL169UKnTp3Qv39//Prrr3B3d8fTp09x6NAhfPLJJ3JdNCnj5uaGS5cuIS4uDra2tnByckLjxo2xbds2HDt2DA0aNMBff/2FK1euoEGDBjLTHTt2DFFRUahWrRocHBzk5j1hwgSsXLkS33zzDSZNmoSoqCjMmzcP06dPl77/oCx+fn4oKCjA22+/DWtra/z999+wsrJS+x0VJCxqvwPh4cOH8PT0RL9+/TBx4kQ8f/4cQGHXRjNmzNB5gEREpWHFbcVmyHoL1pkQlR+e24mIiIgMb/ny5ejUqRM+/vhj9OrVC126dIGHhwcsLS3h7OwMPz8/7N69G82aNcOSJUvw22+/KZzPkiVLMGXKFLRt2xaJiYk4cOAAzM3NARR2+7Nr1y4EBASgRYsWmDt3LhYuXCjzAmVF7Ozs8Ouvv6Jdu3Zo37494uLicPjwYZUruhcsWICAgAB4eXlh27Zt2LFjB5o1a1bqNKNHj8aff/6JLVu2wNPTE127doWfn5+0or60mEQiEQ4fPoz33nsPX375Jdzd3fH555/j4cOHqFmzpkoxA8CMGTNgZmaGZs2aSbuN+vrrrzFgwAAMGjQIb7/9NpKTk2VaIwDAmDFj0KRJE7Rr1w7Ozs5yrT4AoE6dOjh8+DAuX76Mli1bYty4cRg1ahRmz56tcnyOjo7YtGkTunTpAi8vL5w4cQIHDhzge3ONnNotEKZMmYJ27dohPDxcZud/8sknGDNmjE6DIyIiEqriFZxMJhARUUXE7iSpvLGMkamrDfmnwIXEzs4O/v7+0s8ZGRlYsGABxo4dCwAYPHgwBg8eLDONpNiB261bN+nnjz/+WOlyfHx84OPjo/T7uLg4uWFjxozRqh6ydu3aSl+87ObmJrMexQ0ZMgRDhgxR+F1ZMdnZ2WH16tVYvXq1wu/nz5+P+fPnywybOnUqpk6dKv3s7u6OCxcuyE27ZcsWbNmyRWaYr6+v9G9nZ2eF61tyPbt27YrLly8rXQdF73AIDAyU/t2/f39p6xIyHWonEM6ePYvz589LM4VF3Nzc8OTJE50FRkREZAweZeRj+4MsmWFnEnNgVVmE9tXNlUxVSMLnrAXn0fMMxCS+RtcWNaX9fpaX1DwJ0vLKtwwIrYTteZiFAfWtyhxP0ZZnoo6IiIhIv65fv467d++iQ4cOSE1NxcKFCwEA/fr1M3BkRKRPaicQxGKxwpduPH78GHZ2djoJioiISBUiA1YpFi15yqVU3E3Nlw5/nlOAOdfTAABxn7kYIDLSxri1hU/zmFeuhM4eNcp9ebOvpZX7MoTk0vM8/B2TaegwSMCElvSi0vEdCESq4+FCxuq3335DVFQUzM3N0bZtW5w9exbVq1c3dFhK+fv74+uvv1b4Xf369XHnzh09R0Rk/NROILz//vtYuXIl/vjjDwCASCRCeno65s2bhw8//FDnARIRESkjhIqLa8l5Mp+Ts8UqT8uKMuG6/yRNZwmE8m7JUOqyDbZk5S4+zzV0CERERESkgtatWyMsLMzQYajlP//5D95++22F31WpUgWAfLc9RFQ6tRMIy5Ytg7e3N5o1a4bs7GwMGTIE9+/fR/Xq1bFjx47yiJGISCFDPn1O+sdrPCIiIiIiIiqNnZ0de0gh0jG1Ewh169ZFeHg4du7cifDwcKSnp2PUqFEYOnQorKzK7tOWiComZVX9zPyTKZNIJAZ9+pxIiGdYVY4IHjZERERERETCoHYCYceOHRg8eDCGDh2KoUOHynz33XffYenSpToLjoiIqIiiCkXWMZIxYDlVH3PLFRePFyIqjj8HREREhldJ3QnGjx+PI0eOyA2fNm0a/v77b50ERUSmpzwu/iW8pajwjL2iiZWkVBGxdQEREREREZHxUDuB4O/vj8GDB+PcuXPSYd988w127dqFU6dO6TQ4IiKiIqxsJyIiIiIiIiLSL7UTCB999BHWrVuH//znPwgLC8OECROwd+9enDp1Ck2bNi2PGImIFMoukB/2Oo+1zGWRSCTIyM43dBhqU7hnBf4kc8mY0/LEpX5PRIXYSoEquteKLnIEiIcqkep4vBARkbFSO4EAAEOGDMFPP/2ELl264MCBAzh9+jTc3d11HRsRmZDyumA++Chb5vOBR9kIS84tp6WZhj+O3MNA3xBcvf/C0KFozZhuxHbFZsIrMAkbozIMHQqRUTKm4500x8QqsOvqC3TwvQm/80mGDoWIiCo4iUSCsWPHwsnJCSKRCI6Ojpg6dapO5h0XFweRSIQbN27oZH6kOTc3N6xcudLQYZCAqfQS5enTpysc7uzsjDZt2mDdunXSYcuXL9dNZEREKghOyJEbtj4yA3++Y26AaIzD/kuPAABbT0RjRIs6Bo6m4ph5NQ0A4HvztXQYK8qEi11mEZGhzDtQ+Dv9y7EnGNm5hoGjISKi8nTnqbjskXSkeW31nyE+evQo/Pz8EBISgoYNG+LTTz8th8hIXfPnz0dgYKDayRc/Pz9MnToVKSkpMsOvXLkCGxsb3QVIJkelBML169cVDm/UqBHS0tKk34vY3pyI1MQ6OjJlLN9kaEIsgyK2JSAiIiIyCjExMahVqxY6d+4MAKhcWaVqRJOVm5sLc3PTe1jR2dnZ0CGQwKmUfjx16pRK/06ePFne8RIREUmxGpKMAZ+vICIiIiJjM3LkSHzzzTeIj4+HSCSCm5ub3Dh//fUX2rVrBzs7O7i4uGDIkCFISnrTBd+rV68wdOhQODs7w8rKCo0bN8aWLVtk5vHgwQN0794d1tbWaNmyJS5cuCDz/blz5/Duu+/CysoKrq6umDx5MjIy3nQLu27dOjRu3BiWlpaoWbOmyq0kunXrhkmTJmHSpElwcHBA9erVMWfOHEiKNUV2c3PDokWLMHz4cNjb22Ps2LFaxyQWi+Hr64sGDRrAysoKLVu2xD///CP9PiQkBCKRCMHBwWjXrh2sra3RuXNnREVFAShsRbBgwQKEh4dDJBJBJBLBz88PQGGvMJ6enrCxsYGrqysmTJiA9PR06Xy//PJLpKamSqebP3++dD2Ld2EUHx+Pfv36wdbWFvb29hg4cCCePXsm/X7+/Plo1aoV/vrrL7i5ucHBwQGff/45Xr9+09r+n3/+gaenJ6ysrFCtWjX06tVLZhuRcdHoHQhEREImxCduhcgUWo0ZchVMYfuR6TOlUspDrmLgbiYiIhKGVatWYeHChahbty4SEhJw5coVuXHy8vKwaNEihIeHIzAwEHFxcRg5cqT0+zlz5iAiIgJHjhxBZGQk1q9fj+rVq8vM48cff8SMGTNw48YNuLu7Y/DgwcjPzwdQ2AKiT58+8PHxwc2bN7Fz506cO3cOkyZNAgBcvXoVkydPxsKFCxEVFYWjR4/ivffeU3kdt27disqVK+Py5ctYtWoVli9fjj///FNmnN9++w0tW7bE9evXMWfOHK1j8vX1xbZt27BhwwbcuXMH06ZNwxdffIHTp0/LbZdly5bh6tWrqFy5Mr766isAwKBBg/Dtt9+iefPmSEhIQEJCAgYNGgQAqFSpElavXo07d+5g69atOHnyJGbOnAkA6Ny5M1auXAl7e3vpdDNmzJDbJmKxGP369cPLly9x+vRpBAUF4cGDB9JlFImJiUFgYCAOHjyIgwcP4vTp01iyZAkAICEhAYMHD8ZXX32FyMhIhISEYMCAATLJGTIuKrU9GjBgAPz8/GBvb48BAwaUOu7evXt1EhgRkab4k2Q6hHx9oeziRyIzDkqtDRPy+hEJDY8XIiIyZkyEk7FxcHCAnZ0dzMzM4OLionCcokptAGjYsCFWr16N9u3bIz09Hba2toiPj0fr1q3Rrl07AFDYimHGjBn46KOPAAALFixA8+bNER0djaZNm8LX1xdDhw6Vvri5cePGWL16Nbp27Yr169cjPj4eNjY2+Pjjj2FnZ4f69eujdevWKq+jq6srVqxYAZFIhCZNmuDWrVtYsWIFxowZIx2nR48e+Pbbb6WfR48erXFMOTk5+Pnnn3HixAl06tRJut3OnTuHjRs3omvXrtLlLF68WPp51qxZ+Oijj5CdnQ0rKyvY2tqicuXKcvul+Auu3dzc8NNPP2HcuHFYt24dzM3N4eDgAJFIpHR/AkBwcDBu3bqF2NhYuLq6AgC2bduG5s2b48qVK2jfvj2AwkSDn58f7OzsAADDhg1DcHAwFi9ejISEBOTn52PAgAGoX78+AMDT01Pl/ULCo1ILhKICVvR3af+IiAyNlUymibuVjJUh+/w31uOG70kgMg6sECUiqtjCwsLQt29f1KtXD3Z2dtIK7/j4eADA+PHjERAQgFatWmHmzJk4f/683Dy8vLykf9eqVQsApN0ghYeHw8/PD7a2ttJ/3t7eEIvFiI2NRe/evVG/fn00bNgQw4YNg7+/PzIzM1WOv2PHjjItyzt16oT79++joKBAOqwo+VFEm5iio6ORmZmJ3r17y0y/bds2xMTEqLxdlDlx4gR69uyJOnXqwM7ODsOGDUNycrJa2yQyMhKurq7S5AEANGvWDI6OjoiMjJQOc3NzkyYPimIsiq9ly5bo2bMnPD098dlnn2HTpk149eqVyjGQ8KjUAqF4/2Ql+yojIiLSB0WJIUPWWyjrwkidmIy1cpeIiIiIiCq2jIwMeHt7w9vbG/7+/nB2dkZ8fDy8vb2Rm5sLAPjggw/w8OFDHD58GEFBQejZsycmTpyI3377TTqfKlWqSP8uuscSi8UAgPT0dHz99deYPHmy3PLr1asHc3NzXLt2DSEhITh+/Djmzp2L+fPn48qVK3B0dNTJetrY2Mh81iamovcRHDp0CHXq1JGZ1sLCQuZzadtFkbi4OHz88ccYP348Fi9eDCcnJ5w7dw6jRo1Cbm4urK2t1VvxMhSPryjGovjMzMwQFBSE8+fP4/jx41izZg1+/PFHXLp0CQ0aNNBpHKQfGr8DISkpCWfPnsXZs2fLzIAREemThNWyJqO0JxsfpudjdGiK3mIpSZX+G38Kf13mOCRMQj2PuO1OxKCQZEOHoZVDj7PLHEeo259IUxKJBPMPxGPNyQSF30ckZGLMX9GISFD9CUEiYySRSPDd7nCsvfLS0KGU6mh0Or7a/wQvswrKHpmogrp79y6Sk5OxZMkSvPvuu2jatKnC+kFnZ2eMGDECf//9N1auXIk//vhD5WW0adMGERERaNSokdw/c3NzAEDlypXRq1cv/Prrr7h58ybi4uJw8uRJleZ/6dIlmc8XL15E48aNYWZmVi4xNWvWDBYWFoiPj5ebtvgT/2UxNzeXaSUBFLYGEYvFWLZsGTp27Ah3d3c8ffq0zOlK8vDwwKNHj/Do0SPpsIiICKSkpKBZs2YqxygSidClSxcsWLAA169fh7m5Of7991+VpydhUakFQnFpaWmYOHEiAgICpIXOzMwMgwYNwu+//85ujIhIIWX1wOVRRcRqp4ph0sUUvS9Tle6xio/iF52Jqc1t4Wiucb6eSM6l53mGDsEg2FVKxWCqv+HRz7Ox82ph8u+bHrXkvh/23/vIzBXjWvx9fYdGpFc3HqVgd9hjAMCk9k4Gjka5cYcLk32/hL7AL71qGjgaImEqetp+zZo1GDduHG7fvo1FixbJjDN37ly0bdsWzZs3R05ODg4ePAgPDw+Vl/H999+jY8eOmDRpEkaPHg0bGxtEREQgKCgIa9euxcGDB/HgwQO89957qFq1Kg4fPgyxWIwmTZqoNP/4+HhMnz4dX3/9Na5du4Y1a9Zg2bJl5RaTnZ0dZsyYgWnTpkEsFuOdd95BamoqQkNDYW9vjxEjRqgUt5ubG2JjY3Hjxg3UrVsXdnZ2aNSoEfLy8rBmzRr07dsXoaGh2LBhg9x06enpCA4ORsuWLWFtbS3XMqFXr17w9PTE0KFDsXLlSuTn52PChAno2rWrXHdOyly6dAnBwcF4//33UaNGDVy6dAnPnz9Xa9+TsKhdozFmzBhcunQJBw8eREpKClJSUnDw4EFcvXoVX3/9dXnESEREFVRpFfYJmcqbb+qDsi6MSiow1dowonLEdyCQqcnNL/3HIDNXLPM/kanKyjOuJ/qT2QKBSClnZ2f4+flh9+7daNasGZYsWSLTNRFQ+MT7Dz/8AC8vL7z33nswMzNDQECAysvw8vLC6dOnce/ePbz77rto3bo15s6di9q1awMAHB0dsXfvXvTo0QMeHh7YsGEDduzYgebNm6s0/+HDhyMrKwsdOnTAxIkTMWXKFIwdO7ZcY1q0aBHmzJkDX19feHh4oE+fPjh06JBaXfv4+PigT58+6N69O5ydnbFjxw60bNkSy5cvxy+//IIWLVrA398fvr6+MtN17twZ48aNw6BBg+Ds7Ixff/1Vbt4ikQj79u1D1apV8d5776FXr15o2LAhdu7cqXJ89vb2OHPmDD788EO4u7tj9uzZWLZsGT744AOV50HConYLhIMHD+LYsWN45513pMO8vb2xadMm9OnTR6fBERFpgi9RpvIiEqHMx2NLVnuq0tURERERERFVPM1rC7ul8tSpUzF16lTp55CQEJnvBw8ejMGDB8sMK37/M3v2bMyePVvhvN3c3OTulRwdHeWGtW/fHsePH1c4j3feeUcuJnVUqVIFK1euxPr16xV+HxcXp3C4NjGJRCJMmTIFU6ZMUfh9t27d5LZBq1atZIZZWFjgn3/+kZt22rRpmDZtmsywYcOGyXxev3693PqWXM969eph3759Stdh/vz5mD9/vsyw4mXFw8MDR48eVTo9GR+1z1TVqlVT2E2Rg4MDqlatqpOgiIiIymLoankmBkhV7HqHiIiIeDlARETGSu0EwuzZszF9+nQkJiZKhyUmJuK7777DnDlzdBocERGRkKj7DgRFn4lIM6x4qRi4n4mIiEhb8fHxsLW1VfovPj7e0CESGRW1uzBav349oqOjUa9ePdSrVw9A4YFpYWGB58+fY+PGjdJxr127prtIiYhUxApb01Ryvxq6kknVdyCQcWIDEyKisvGXkNTFd9wQkT7Url0bN27cKPV7bbo+Iqpo1E4g9O/fvxzCIKKKipV0VBpJKekgQxSd4u9AUNaFEW+LqSSWCd3gzwWR8PC4JCIiIapcuTIaNWpk6DCITIbaCYR58+aVRxxEVAFJJBLsi882dBgVFh+g14/Ah9noVdvC0GEQgPSsPJyPTEJnjxqwtapS6rg8Pio2iUSC/ffS0dzZAo2czA0djiBl5BTg6J0UdG9iDyeb0o+niuZZWi7Ox7zGR55VYV5ZeC/HfPAqFzefZaNfEzu2pivD3VepSMrMwnt1XKTDUnNycfbpM3Sv6wKbKqZb9lMy8xF8NxXvN3OEnaWZocPBwXuv0cjJHE2r85qKiIhI39ROIDx69AgikQh169YFAFy+fBnbt29Hs2bNMHbsWJ0HSESm6+iTHHx7JVXn82WrBtNRvJm7EHZr8bKlrNKlZJyLb77G4puvyy8oUtkvu2/hWsxLnL39DIuGtyl1XFM5j5jSy771Wc157EEGphwrfN9X3OTGelyy8Vh46BH2h7+CRy0r7B3XVGfzNYUSO2BDFF5m5CMuOQfTetU2dDhyevz1EEDh71i/JnZazcvU0w9fnTgHAPj7/ffQ0KFwW30XegW3k1NwMfE5fupU+m+JMfsmIBZXH6bjVFQq1g5uaNBYQh9lYtJRnpOJiIgMRe1HYoYMGYJTp04BKHx5cq9evXD58mX8+OOPWLhwoc4DJCLToKiu9cbLvHJZlilUPpDxYvkTrmsxL2X+J1ImPJGt48py7E4KACAyIcuwgQjQy4x8AMDZ+2kGjqR01xO571T1OD1D+vft5BQAwMnHCQaKRj+uPkwHAATf1e3DPpo0eol4nqPTGIiIiEg9aicQbt++jQ4dOgAAdu3aBU9PT5w/fx7+/v7w8/PTdXxEZCJM6CFYk8GX2BERkabY8w1VJLyMNSxT2f48bxIRkbFSO4GQl5cHC4vCfgdPnDiB//znPwCApk2bIiHBtJ/CICLjYCo3GeWttBcUC4XQYuSNHxFRISahiYiIiIgqBrUTCM2bN8eGDRtw9uxZBAUFoU+fPgCAp0+folq1ajoPkIhIXWztYJqEsF9VikEAcRIRGSumJfRHF7+rTCSRqRPC9SeR0HTr1g1Tp05V+n1cXBxEIhFu3LghHRYaGgpPT09UqVIF/fv3VzqtSCRCYGCgzmIVorK2HxlGSEgIRCIRUlJSDB2KIKn9EuVffvkFn3zyCZYuXYoRI0agZcuWAID9+/dLuzYiIiLh401/+eB9JlH5YAsgMhUSiQQiEynQQmspSMJnGiVfM7z2JoXCwvS3rLZt9bIYV1dXJCQkoHr16tJh06dPR6tWrXDkyBHY2tpi/vz5CAwMlEkyAEBCQgKqVq2qlzjLW0hICLp3745Xr17B0dFROnzv3r2oUqWK4QIzIW5ubpg6daraCZlu3bqhVatWWLlypXRY586dkZCQAAcHB90GaSLUTiB069YNL168QFpamsxBPXbsWFhbW+s0OCIyHSIRWLNKWjGRuhYiIpPAc7IKBL6NeFlGxsKQrQB0ea5jwo0qgtzcXJibm8PFxUVmeExMDMaNG4e6deuWOn3J6YSoaB015eTkpMNo9E8ikaCgoACVK6tdpSxoisotvaF2F0YAYGZmJpcRdHNzQ40aNXQSFBGRNnhpXjFIDNymXCKRIC1PLDdc4PVFRkcikSAjO98gy87MzodYbLxnlMx8MfKNN3yTlZErRn4Z5ep1doFeznGvswvKfRmmLF1P+6lIeZSL9FwxxFrMk09Uk9BJJBKk5Wh+rtP08NBmmURCkpGRgeHDh8PW1ha1atXCsmXLZL53c3PDokWLMHz4cNjb22Ps2LEyXRgV/Z2cnIyvvvoKIpEIfn5+WLBgAcLDwyESiaTDANkujIqm3bt3L7p37w5ra2u0bNkSFy5ckIlh06ZNcHV1hbW1NT755BMsX75c5on/svz000+oUaMG7OzsMHr0aMyaNQutWrWSfj9y5Ej0798fixcvRu3atdGkSRMAwF9//YV27drBzs4OLi4uGDJkCJKSkqSxd+/eHQBQtWpViEQijBw5EoB8F0Zubm74+eef8dVXX8HOzg716tXDH3/8IRPj+fPn0apVK1haWqJdu3YIDAyU6Sbq1atXGDp0KJydnWFlZYXGjRtjy5YtZa570TYOCAhA586dYWlpiRYtWuD06dPScYq69jly5Ajatm0LCwsLnDt3DmKxGL6+vmjQoAGsrKzQsmVL/PPPP9Lpyorp0aNHGDhwIBwdHeHk5IR+/fohLi5Obrv/9ttvqFWrFqpVq4aJEyciLy9Puh0fPnyIadOmScsRACQnJ2Pw4MGoU6cOrK2t4enpiR07dsjM9/Tp01i1apV0uri4OIVdGO3ZswfNmzeHhYUF3NzcFJb/0vZdbm4uJk2ahFq1asHS0hL169eHr69vmftFiDRKIBARkfEztqdHhdYH7R/3MuEVmCQ3XJ0whbZOQrQyMAIDfUNw52GKXpf7NDkTn/mGYN7f1/W6XF1q9m8S4tJZgSEkL7MK0HxDDD7cHq90nBuPUtDB9yZm7nlYrrEsD3qKDr43ERSZovW8Tt9L1T6g/zGW0+LdxEy0972JyTtj1Z5Wk3P/ueg0dPC9iZ+PPFF/YiUepeWhxYYYDNmru3kSlQdtntyfd/o5vDY+wNn4DB1GVLqdd1LhtfEBNoa90tsyicrLd999h9OnT2Pfvn04fvw4QkJCcO3aNZlxfvvtN7Rs2RLXr1/HnDlzZL4r6s7I3t4eK1euREJCAgYNGoRvv/0WzZs3R0JCgnSYMj/++CNmzJiBGzduwN3dHYMHD0Z+fuEDRqGhoRg3bhymTJmCGzduoHfv3li8eLHK6+fv74/Fixfjl19+QVhYGOrVq4f169fLjRccHIyoqCgEBQXh4MGDAIC8vDwsWrQI4eHhCAwMRFxcnDRJ4Orqij179gAAoqKikJCQgFWrVimNY9myZWjXrh2uX7+OCRMmYPz48YiKigIApKWloW/fvvD09MS1a9ewaNEifP/99zLTz5kzBxEREThy5AgiIyOxfv16mS6kyvLdd9/h22+/xfXr19GpUyf07dsXycnJMuPMmjULS5YsQWRkJLy8vODr64tt27Zhw4YNuHPnDqZNm4YvvvhCmnwoLaa8vDx4e3vDzs4OZ8+eRWhoKGxtbdGnTx/k5uZKl3nq1CnExMTg1KlT2Lp1K/z8/KTJpr1796Ju3bpYuHChtBwBQHZ2Ntq2bYtDhw7h9u3bGDt2LIYNG4bLly8DAFatWoVOnTphzJgx0ulcXV3ltklYWBgGDhyIzz//HLdu3cL8+fMxZ84c6fJV2XerV6/G/v37sWvXLkRFRcHf3x9ubm4q7xchMa32JkREYPNgVRl75bVIoP1iCS8i43biRuGF4M4zsVg4rLXelnvh7nMAwLWYl1rPi2VCfcaW4FTV2fhMAMC9l7lKx9kQEgMAOHjrFZZ+6lZusWw69wwA4HvkMXp7OKo9ffF9tPT4U3R1r1j9xf51sfAccSJSd8mT0iwPegoA+PvSc/z4YendP6jqVFxhebz4JEsn8zNlhm71aEr0/f6PbTcLj9HfLiTj3Xo2ak+vSbjfBxc+YOIb+gJft33TcwNb7JCxSU9Px+bNm/H333+jZ8+eAICtW7fKdUPUo0cPfPvtt9LPxZ8iNzMzg4uLC0QiERwcHKRdxNja2qJy5coqdRkzY8YMfPTRRwCABQsWoHnz5oiOjkbTpk2xZs0afPDBB5gxYwYAwN3dHefPn5dW8pdlzZo1GDVqFL788ksAwNy5c3H8+HGkp6fLjGdjY4M///xTpuuir776Svp3w4YNsXr1arRv3x7p6emwtbWVdlVUo0aNMltEfPjhh5gwYQIA4Pvvv8eKFStw6tQpNGnSBNu3b4dIJMKmTZtgaWmJZs2a4cmTJxgzZox0+vj4eLRu3Rrt2rUDALUrqSdNmgQfHx8AwPr163H06FFs3rwZM2fOlI6zcOFC9O7dGwCQk5ODn3/+GSdOnECnTp2k2+DcuXPYuHEjunbtWmpMO3fuhFgsxp9//in9XdiyZQscHR0REhKC999/H0Bh6421a9fCzMwMTZs2xUcffYTg4GCMGTMGTk5OMDMzk7YAKVKnTh1peQCAb775BseOHcOuXbvQoUMHODg4wNzcHNbW1qWWv+XLl6Nnz57SpJi7uzsiIiKwdOlSaaIIKH3fxcfHo3HjxnjnnXcgEolQv359tfaLkLAFAhGZHN7jVQy8mSciMhxWg2lOk18v/uIRGQYvN6kii4mJQW5uLt5++23pMCcnJ2kXPkWKKojLi5eXl/TvWrVqAYC0q6CoqCh06NBBZvySn0uj6vSenp5y7z0ICwtD3759Ua9ePdjZ2aFr164ACivz1VV8HUUiEVxcXGTW0cvLC5aWlkpjHD9+PAICAtCqVSvMnDkT58+fV2v5RUkAAKhcuTLatWuHyMhImXGK7+fo6GhkZmaid+/esLW1lf7btm0bYmJiyowpPDwc0dHRsLOzk07r5OSE7Oxs6fQA0Lx5c5iZmUk/16pVS7pdlCkoKMCiRYvg6ekJJycn2Nra4tixY2rvl8jISHTp0kVmWJcuXXD//n0UFLxp5V3avhs5ciRu3LiBJk2aYPLkyTh+/LhaMQgJWyAQEVVQpvqErzHhPlAd79+JSEj0/RQ1k+ZERCRUNjbqt+5RR5UqVaR/F/3+isXy76IrTyXXMSMjA97e3vD29oa/vz+cnZ0RHx8Pb29vmS54VFV8HYHC9VRnHT/44AM8fPgQhw8fRlBQEHr27ImJEyfit99+UzsWZYpvg6IWGocOHUKdOnVkxrOwsCgzpvT0dLRt2xb+/v5yy3F2dpb+rcl2Wbp0KVatWoWVK1fC09MTNjY2mDp1qkb7RRWlxdimTRvExsbiyJEjOHHiBAYOHIhevXrJvCvCWGjUAmHSpEl4+VL7Jv1EVLGpezPMulYyNFXqi1jHQ0QVgb4r0InINGhy6jCZayueNsnIvPXWW6hSpQouXbokHfbq1Svcu3dP63mbm5vLPMWtqSZNmuDKlSsyw0p+Lo/p7969i+TkZCxZsgTvvvsumjZtKvdkfFGLBW3Xs0mTJrh16xZycnJKjdHZ2RkjRozA33//jZUrV8q9iLk0Fy9elP6dn5+PsLAweHh4KB2/WbNmsLCwQHx8PBo1aiTzr/j7BJTF1KZNG9y/fx81atSQm97BQfVuMRWVo9DQUPTr1w9ffPEFWrZsiYYNG8qVWVXKn4eHB0JDQ+Xm7e7uLtMqoiz29vYYNGgQNm3ahJ07d2LPnj1GWaeucgLh8ePH0r+3b98uzTZ5enri0aNHGi3c19cX7du3h52dHWrUqIH+/ftLXzRRJDs7GxMnTkS1atVga2sLHx8fPHv2TKPlEZFxU/XewVTuMUh4N4zaxKPonlFo60dEpKryqgerCPVrPPcTVVA89snI2NraYtSoUfjuu+9w8uRJ3L59GyNHjkSlStr3hu7m5obY2FjcuHEDL168kKkcV8c333yDw4cPY/ny5bh//z42btyII0eOqPygwzfffIPNmzdj69atuH//Pn766SfcvHmzzOnr1asHc3NzrFmzBg8ePMD+/fuxaNEimXHq168PkUiEgwcP4vnz53LvVVDVkCFDIBaLMXbsWERGRuLYsWPSlgVFcc6dOxf79u1DdHQ07ty5g4MHD5aaACjp999/x7///ou7d+9i4sSJePXqlcw7Hkqys7PDjBkzMG3aNGzduhUxMTG4du0a1qxZg61bt5YZ09ChQ1G9enX069cPZ8+eRWxsLEJCQjB58mSZ+ueyuLm54cyZM3jy5AlevHgBAGjcuDGCgoJw/vx5REZG4uuvv5arR3Zzc8OlS5cQFxeHFy9eKGzV8O233yI4OBiLFi3CvXv3sHXrVqxdu1bm/QplWb58OXbs2IG7d+/i3r172L17N1xcXMp8J4YQqXzUN23aFPXr18eQIUOQnZ0tTRrExcUhLy9Po4WfPn0aEydOxMWLFxEUFIS8vDy8//77yMjIkI4zbdo0HDhwALt378bp06fx9OlTDBgwQKPlERERGQrvGYm0w5dPUkXG3xDD4vYnoopq6dKlePfdd9G3b1/06tUL77zzDtq2bav1fH18fNCnTx90794dzs7O2LFjh0bz6dKlCzZs2IDly5ejZcuWOHr0KKZNmybzvoDSDB06FD/88ANmzJgh7W5m5MiRZU7v7OwMPz8/7N69G82aNcOSJUvkuguqU6cOFixYgFmzZqFmzZqYNGmSRutob2+PAwcO4MaNG2jVqhV+/PFHzJ07FwCkcZqbm+OHH36Al5cX3nvvPZiZmSEgIEDlZSxZsgRLlixBy5Ytce7cOezfvx/Vq1cvdZpFixZhzpw58PX1hYeHB/r06YNDhw6hQYMGZcZkbW2NM2fOoF69ehgwYAA8PDwwatQoZGdnw97eXuW4Fy5ciLi4OLz11lvSro9mz56NNm3awNvbG926dYOLiwv69+8vM92MGTNgZmaGZs2aSbufKqlNmzbYtWsXAgIC0KJFC8ydOxcLFy6UeYFyWezs7PDrr7+iXbt2aN++PeLi4nD48GGdJOH0TeV3IKSkpODatWs4e/Ys9u7diw8//BA1a9ZETk4Ojh07hgEDBqBmzZpqLfzo0aMyn/38/FCjRg2EhYXhvffeQ2pqKjZv3ozt27ejR48eAArfyu3h4YGLFy+iY8eOai2PiIiovLGSgYi0IdHzWUQXT8NXxP75tUlnafQSZaFuYub1SAsSiaRidYdWgVaV1KCDyvjyZGtri7/++gt//fWXdNh3330n/TsuLk5uGjc3N7lrg5SUFJnPFhYWCvuBLz6dovk4OjrKDRszZgzGjBkj87lRo0bKV6qEOXPmYM6cOdLPvXv3lpnez89P4XSDBw/G4MGDlcavaN4AEBISIvNZ0Ta8ceOGzOfOnTsjPDxc+tnf3x9VqlRBvXr1ABRWms+ePVthnKrw8PCQ6aqquG7duim81hOJRJgyZQqmTJmicLqyYnJxcZG2VlBE0XZfuXKlzOeOHTvKbBeg8EXfgYGBSucLAO7u7rhw4YLMMEXlzcfHBz4+PkrnU9a+K1k2jZnKKY+8vDx06NAB3377LaysrHD9+nVs2bIFZmZm+O9//4sGDRrIvYldXampqQAKdzZQ+EbzvLw89OrVSzpO06ZNUa9ePbkdXSQnJwdpaWky/4jINKh6zS3Ym2wTEZOahmlnLiPiZYpel6vvSjVF9PuqLjIGO0IeYNW+iApZgVqeDF3HYor1WRKJBD8GPsTGM4kaz+N+UhbG/BWN8McZyC2QPSMWiCWY8U8ctl5IUjJ1xTR7XzzWn9Z8m0/fHYv8Atnzy4nIFABARk4BJm5/gP3hyvvR/flwJBYdjNB4+aZm3c27WH79js7mt/NerM7mZQryCySYvjsWf198rnQcTU6vuviFDX+Wg7EHnyI7X/dXcxvDXmHasUSITeBaYEtoLCZtv4b8Al71kvH47bffEB4ejujoaGkXOiNGjFBp2szMTCxfvhx37tzB3bt3MW/ePJw4cULl6fVl27ZtOHfuHGJjYxEYGIjvv/8eAwcOhJWVlaFDowpC5QSCo6Mj3n77bUyfPh25ubnIyspCly5dULlyZezcuROvXr3C5s2bNQ5ELBZj6tSp6NKlC1q0aAEASExMhLm5uVzfUDVr1kRiouILcV9fXzg4OEj/FX95BxEZN74DQRgmn76ES8+eY3RwaNkj65Cx3JMZSZjGR6AF4O9TD3D82lPcf8oHFnTJ0HvbkMWtvLpquvE4E3uvv8TK4ASZ4eqs6pi/YnAu+jU+33QP2XmyU56KSsWhW6+w5OgTreI09L7XpciELOy5lozVJxPKHlmJI7dTEPS/hEGRbwIKK623nE/CyahUfL/3ocJpX2fn4Y8zD7D5XCyS0zXrW9qU5BQU4O+oGPwTHYdnmVk6meeqcCZnijsemYIjt1Ow+Ihq/Vfr+3g//iADf99KVWsaVR5g8Q19gX+jXuNcfKamoQnGggMROHgzAYdva574JNK3y5cvo3fv3vD09MSGDRuwevVqjB49GgDQvHlz2NraKvzn7+8PkUiEw4cP47333kPbtm1x4MAB7NmzR+ZBZiFITEzEF198AQ8PD0ybNg2fffaZSi9J/vnnn5Wu/wcffKCHyMlUqNyF0ZMnT3DhwgWcP38e+fn5aNu2Ldq3b4/c3Fxcu3YNdevWxTvvvKNxIBMnTsTt27dx7tw5jecBAD/88AOmT58u/ZyWlsYkAlEFY4IPjgrKq5xcQ4dAJDi5pTzRKNDch9ExxVYBipRXa6vsPO2fJn2Wpvy9Zxm5fFpVVYUtllQv0Bk5YoWlIjWroNTpir8PsEDME1FxJVvQlIVbTzXp2aWXSSFIyym/c1VmnumUlIycfEOHQKSyXbt2Kf3u8OHDSt/bWrNmTVhZWeHEiRPlFZrOzJw5EzNnzlR7unHjxmHgwIEKv7OyskKdOnXYkppUonICoXr16ujbty/69u2LDRs24MyZM4iMjMTw4cMxY8YMDBs2DB06dMDp06fVDmLSpEk4ePAgzpw5g7p160qHu7i4IDc3FykpKTKtEJ49ewYXFxeF87KwsICFhYXaMRAREZGACb32mNfd5U6f9zZCL25CI0HFew+CEMqIOiFUrL2jWPHtVVDByqtQqZlLMwh1WoUJobtNXeEhQqaifv36hg7BoJycnKTdxBNpQ+PXPjs4OGDgwIGoUqUKTp48idjYWEyYMEGteUgkEkyaNAn//vsvTp48KX1Td5G2bduiSpUqCA4Olg6LiopCfHw8OnXqpGnoRCQQ6l6XCvz+wugIofJDG7yvqWB4J1uhGPnpiUinRCINT4E8kJQyhb7qjZUm15+G3F2mlBQgIiLSlMotEIq7efMm6tSpA6Awm1elShW4uLhg0KBBas1n4sSJ2L59O/bt2wc7Ozvpew0cHBxgZWUFBwcHjBo1CtOnT4eTkxPs7e3xzTffoFOnTujYsaMmoROREVP18t3YK8bJuKnzFC5vSYmopPJ6B4IyrEfVjCAuNcoKgvtWKSYQhMHU9oIpFSveTxERUXEaJRCKv1Pg9u3bGi98/fr1AIBu3brJDN+yZQtGjhwJAFixYgUqVaoEHx8f5OTkwNvbG+vWrdN4mURk+kzp4p2U430NCQlPO6QrFf1pV57bjYsx7a/iRxa7MCJDMKrjhYcIEREVo1ECQVdUeUrT0tISv//+O37//Xc9REREREIiUfK3os9CIdS4iIydKTwNaQrroAgrmtSj7vZSVm7KLE4mWt50Qe0EAst4uTC1c4eJrQ4REZGUxu9AICISKkU32rGJr3HuzjP9B1MOQiOSEJOQZpBl84k93aoIdTsJLzNxMjwBBWLtys61mJfSBw8yc/Jx/NoTpGbk6iLEMqVm5OL4tSfIzMnXy/IIOPAo29AhlAt1T6F3nmaqNf7l2Ne4+OB1meOdvpeqXiCksuikrHKZr6IHr9RJSGny830rKRvHYtJLn2+xv0MfZeLiY/XKbFliU3Lx7900iCUSpOUUYNedVKRmF2g9X3ZhZFxOxWWoNX70y1zsi3qt8LhRZdcHx5Ze7pVhsSIiIlNl0BYIRET6Mmn9JQDAL1+Zo0X9qgaORnP3nqTi5503AQCHFvTS+/IDYx7qfZmmrCLcZ45edR4AkJcvhnfbOlrNK+RWIrp71cLaA5E4fesZ3Os8wYqxHXQRZqnm+9/AvSdpuPHgJWZ+6lnuyyMq8unGKEQuaK3SuNl5YozwiwYAXP0/L9hYmCkdd5z/A+nfQusySVjRKKes8r7v73d1vyw1h+tK34BHAIAjQ+rBo7pFqeOm5RRg6L9PAAD3JjaCuZluouu+rfC6o0ACHL7/GifjMhEY9RrbB9TVar5MIJSP8mrYcTVBvaRyr78Ly411lVrqBQQgLiUXow4kqD0dYDznLyJT161bN7Rq1QorV640dChKjRw5EikpKQgMDCy3ZRjDdqjo9FEOdIUJBCIyGENcZD98lmHUCYT45+o9gVUaTV7UeeP5S50tnyqWiPgUrRMIdx+lortXLZy5Xdia6N4T/bTEKVrOuTtJmPmp4nFK65ZRaBW0ZDjl2YVRVp5Y5u/SEghkWOqeEZR2YaSnPrFiX+UqTSAURZCW86b85YslOksgFAl7moWTcYWtG84/1qyVB3MGQqG/9pe3knLUniY+Na8cIjE+vHbRnzs56pdTTTW3KD0ZXB78/PwwdepUpKSk6H3ZQrZq1SqVunVXRUhICLp3745Xr17B0dFRJ/MkxTTd1nFxcWjQoAGuX7+OVq1aSYfrshyUNyYQiMjklHZbwoth41J8X3LPUREjucYikiPEsquLmAS4WiZHk22sq/yCussuj3KuZS94ctTdNLx+LB+FlSbC7tBRnT3PUkJUvvLy8lClShVDh6ETDg4Ohg5BIaFu49zcXJibmxs6DJ0TajlQhO9AICKTw4v3cqTnezxj3JdCrCA0FYbetqb6AlwyETz3mDRF57+yTkm6Omca+twLAOKyRyFSCZNBqtGkpTKZpm7dumHy5MmYOXMmnJyc4OLigvnz50u/X758OTw9PWFjYwNXV1dMmDAB6emF7xEJCQnBl19+idTUVIhEIohEIum0IpFIrtsWR0dH+Pn5ASh8YlskEmHnzp3o2rUrLC0t4e/vj+TkZAwePBh16tSBtbU1PD09sWPHDo3Xz83NDT/99BOGDx8OW1tb1K9fH/v378fz58/Rr18/2NrawsvLC1evXpWZbs+ePWjevDksLCzg5uaGZcuWSb/7v//7P7z99ttyy2rZsiUWLlwIoLDrmv79+0u/E4vF8PX1RYMGDWBlZYWWLVvin3/+KTP+uLg4dO/eHQBQtWpViEQijBw5Uma+yvYdULgf1q9fj//85z+wsbHB4sWLAQD79u1DmzZtYGlpiYYNG2LBggXIz3/zPriUlBSMHj0azs7OsLe3R48ePRAeHl5mvAAwf/58tGrVChs3boSrqyusra0xcOBApKa+eUdX0fZZvHgxateujSZNmgAAHj16hIEDB8LR0RFOTk7o168f4uLipNOFhISgQ4cOsLGxgaOjI7p06YKHD990w1zWeolEIvz555/45JNPYG1tjcaNG2P//v1lbuujR4/inXfegaOjI6pVq4aPP/4YMTEx0vk2aNAAANC6dWuIRCJ069ZNZj2L5OTkYPLkyahRowYsLS3xzjvv4MqVKzLrJxKJEBwcjHbt2sHa2hqdO3dGVFSUdJzw8HB0794ddnZ2sLe3R9u2beXKryaYQCAiveAlqG5wOwofK5mJSBlTPj8IoZJZvzTfmca2rUoLV19lWhfN+7WpODayXWY0jGG76rKIG9NPABMtVNzWrVthY2ODS5cu4ddff8XChQsRFBQEAKhUqRJWr16NO3fuYOvWrTh58iRmzpwJAOjcuTNWrlwJe3t7JCQkICEhATNmzFBr2bNmzcKUKVMQGRkJb29vZGdno23btjh06BBu376NsWPHYtiwYbh8+bLG67dixQp06dIF169fx0cffYRhw4Zh+PDh+OKLL3Dt2jW89dZbGD58uPS3KCwsDAMHDsTnn3+OW7duYf78+ZgzZ440+TF06FBcvnxZpgL5zp07uHnzJoYMGaIwBl9fX2zbtg0bNmzAnTt3MG3aNHzxxRc4ffp0qbG7urpiz549AICoqCgkJCRg1apV0u9L23dF5s+fj08++QS3bt3CV199hbNnz2L48OGYMmUKIiIisHHjRvj5+UmTCwDw2WefISkpCUeOHEFYWBjatGmDnj174uVL1bo8jo6Oxq5du3DgwAEcPXoU169fx4QJE2TGCQ4ORlRUFIKCgnDw4EHk5eXB29sbdnZ2OHv2LEJDQ2Fra4s+ffogNzcX+fn56N+/P7p27YqbN2/iwoULGDt2rLTLR1XWCwAWLFiAgQMH4ubNm/jwww8xdOhQvHz5stRtnZGRgenTp+Pq1asIDg5GpUqV8Mknn0AsLnwEoqh8njhxAgkJCdi7d6/C7TJz5kzs2bMHW7duxbVr19CoUSN4e3vLbdcff/wRy5Ytw9WrV1G5cmV89dVX0u+GDh2KunXr4sqVKwgLC8OsWbN00qqEXRgRkckxpotzMj3GVjFERPpTrucHE/nxM5HV0I8yNpY+Kvf19Zun6y6MyHCMLZGqVhdGLKdkory8vDBv3jwAQOPGjbF27VoEBwejd+/emDp1qnS8oqf5x40bh3Xr1sHc3BwODg4QiURwcXHRaNlTp07FgAEDZIYVT0J88803OHbsGHbt2oUOHTpotIwPP/wQX3/9NQBg7ty5WL9+Pdq3b4/PPvsMAPD999+jU6dOePbsGVxcXLB8+XL07NkTc+bMAQC4u7sjIiICS5cuxciRI9G8eXO0bNkS27dvl47j7++Pt99+G40aNZJbfk5ODn7++WecOHECnTp1AgA0bNgQ586dw8aNG9G1a1elsZuZmcHJyQkAUKNGDbl++Uvbd0WGDBmCL7/8Uvr5q6++wqxZszBixAhpLIsWLcLMmTMxb948nDt3DpcvX0ZSUhIs/vdejd9++w2BgYH4559/MHbs2DK3eXZ2NrZt24Y6dQrfkbdmzRp89NFHWLZsmbSs2NjY4M8//5R2XfT3339DLBbjzz//lCYFtmzZAkdHR4SEhKBdu3ZITU3Fxx9/jLfeegsA4OHhIV3mggULSl2vIiNHjsTgwYMBAD///DNWr16Ny5cvo0+fPkq3tY+Pj8z6/fe//4WzszMiIiLQokULODs7AwCqVaum9FjIyMjA+vXr4efnhw8++AAAsGnTJgQFBWHz5s347rvvpOMuXrxYWi5mzZqFjz76CNnZ2bC0tER8fDy+++47NG3aFEDhftcFtkAgIr3g9TRpy1huyowkTNIx7ncyOBZCo6HJk72KplCnHpZP32u3HkZW520wQisr+t9vQtsCRLrh5eUl87lWrVpISkoCUPhEdc+ePVGnTh3Y2dlh2LBhSE5ORmZmpk6W3a5dO5nPBQUFWLRoETw9PeHk5ARbW1scO3YM8fHxGi+j+PrVrFkTAODp6Sk3rGidIyMj0aVLF5l5dOnSBffv30dBQQGAwqfAt2/fDqCwFd2OHTswdOhQhcuPjo5GZmYmevfuDVtbW+m/bdu2ybRi0HbdANl9V6TkNg4PD8fChQtlYhkzZgwSEhKQmZmJ8PBwpKeno1q1ajLjxMbGqhxvvXr1pMkDAOjUqRPEYrFMVzyenp4y7z0IDw9HdHQ07OzspMt0cnJCdnY2YmJi4OTkhJEjR8Lb2xt9+/bFqlWrkJCQoPJ6KdpmNjY2sLe3l9tmJd2/fx+DBw9Gw4YNYW9vDzc3NwBQq1zGxMQgLy9PpmxVqVIFHTp0QGRkpMy4xWOsVasWgDflc/r06Rg9ejR69eqFJUuWaF2GirAFAhGZnJzSOspV8bo+L18MsUQCiypmSsfJysmHeRUzmFUS9m1lRnY+rC3MpFl6qRIf0/PyYFO5svx4MpMYbl1zSjx+mJlvejdpmfliVKkkQhUdl6n8AjFyC8SwNpf92U/LzoO9pW5ekpWRnQ8bS9UuK7JzC1DZTITKZpXUmk69pwAlyMopgLWSeWfnFsCskghVKhc+S1FQIEZuPnvZpvKlrydvNV2MRCJBeo4YdpaFv305eYXHhEWV0p85kkiUH5/p2QWwsagEiQTIzC2cn5WF8nnll/Oj5oXrmA87HZ379EEkEil+B4KCHf06u0C6/3SlrAR+Wk6BTCyvc8WwMa+E9FwxrKuIUEkHBV9fDxFk5OXDqrKZXMxCvOJ4lZmPqtbGcTsvFkuQmVcAWwvdx5uWUwB7C9XLfFllSZt9Xda8jan1hUQCvM7OM6pzJZWfkt2fiEQiiMVixMXF4eOPP8b48eOxePFiODk54dy5cxg1ahRyc3NhbW2tdJ6Fv22yB01eXp7ceDY2NjKfly5dilWrVmHlypXSdy9MnToVubm5Olm/onthRcOKuqNRxeDBg/H999/j2rVryMrKwqNHjzBo0CCF4xa9M+LQoUMyleoApE/4a0rZviuu5DZOT0/HggUL5Fp+AIClpSXS09NRq1YthISEyH1fsgWENhTF1bZtW/j7+8uNW/SE/5YtWzB58mQcPXoUO3fuxOzZsxEUFISOHTuWuV5FVNlmJfXt2xf169fHpk2bULt2bYjFYrRo0UKrclma0srn/PnzMWTIEBw6dAhHjhzBvHnzEBAQgE8++USrZbIFAhHphT6vl8Nf5mlVASEWSzB06RkM9A1BnpIKxdSMXHz6cwimbLik8XL04f6TNAz0DcGv/9wudbybj1PwfuBxzLt0Qz+Bqaj4ReXpRNkf31ITRUaieCl9nSdGs3+T0OPoC50v5/2VZ9Bs7jGkZr65KN9wOgZe849j19VHWs8/4HI8BvqGYG/owzLHzcrJh8/iUxi1MhShEUkY6BuCrSeitY6hpJ933sRnviF4kPha4fc+i09h5Ipz0s/fbLiET38O0XkcZPzuJecYOgS1afoL+O0/cejgexN3nmaiQCxBp19uoeMvN5FfoN4c94cX9tN671kW2vvexDcBsRi25T7a+95Ee9+biHmernTagnJOIIzZFgbP+ccRpeTcoCohVgQej0hBB9+bWHniqY7nrHyfnInPhNfGBwhLyJYO6/jfWEw+moAWG2Lw2T+PdRKBPn7yEzOz0DvwGCacuqCHpWnnn7BkdP7lFv4898zQoajk8z8uosW8Y3j8SvaJZG0TQ7+EvoDXxgc4GqP8nGJoxa9ljaU1LQDMDrwNz/nHce+ZdudKMm1hYWEQi8VYtmwZOnbsCHd3dzx9KvsbZG5uLn0qvzhnZ2eZp8Pv37+vUquF0NBQ9OvXD1988QVatmyJhg0b4t69e9qvjBo8PDwQGhoqF5e7uzvMzAoTmnXr1kXXrl3h7+8Pf39/9O7dGzVq1FA4v2bNmsHCwgLx8fFo1KiRzD9XV9cy4yl6Sl/RdtZEmzZtEBUVJRdLo0aNUKlSJbRp0waJiYmoXLmy3PfVq1dXaRnx8fEyZeXixYuoVKmS9GXJyuK6f/8+atSoIbdcBwcH6XitW7fGDz/8gPPnz6NFixbSliBlrZcqFG3r5ORkREVFYfbs2ejZsyc8PDzw6tWrMqcr6a233oK5ublM2crLy8OVK1fQrFkzleIr4u7ujmnTpuH48eMYMGAAtmzZotb0ijCBQEQm6VWu5reaeQViZGTnI79AguTXiiuOwqKTAQCxz/R7w1Ja6wBF9vyvQvfM7dJvMDeeeQAAOPGo9EoHAdaXmIwbLwsr9x9l6ObCr7gHzzMAABdjk6XDlhy5CwCY+c9Nrec/a+8tAMDm4/eVjlNUdGP+V2n3Ii0HGw8XNlHddTZOtQWpced9PvI5AGD/ReUJkpT0N0mph0kZKs+bKpa/b6UaOgS9OXI7BQDgdz4JqVn5yMoTIztPgpSs/DKnLf77MHd/YXNt/0uFx2Hw3VRci39zjAVc1rybAW2diCz8Pfz7YtkJz/Kiq0rEkq0CFx0qPN9tPKvbSmVV4l13VfblfvvvFV4fFU8saEOsi5coF5+FguupoPjCa6Cbya/kvhNaxe/PRwoTM8uCdJ0sKh+X4wrLx74bT2VKrbabdX1Y4b5adOa5lnPSDYEVE53wN+C5koSvUaNGyMvLw5o1a/DgwQP89ddf2LBhg8w4bm5uSE9PR3BwMF68eCFNEvTo0QNr167F9evXcfXqVYwbN06lF702btwYQUFBOH/+PCIjI/H111/j2TP9JlO//fZbBAcHY9GiRbh37x62bt2KtWvXyr0geujQoQgICMDu3buVdl8EAHZ2dpgxYwamTZuGrVu3IiYmBteuXcOaNWuwdevWMuOpX78+RCIRDh48iOfPn0tbNGhq7ty52LZtGxYsWIA7d+4gMjISAQEBmD17NgCgV69e6NSpE/r374/jx48jLi4O58+fx48//oirV6+qtAxLS0uMGDEC4eHhOHv2LCZPnoyBAweW+q6MoUOHonr16ujXrx/Onj2L2NhYhISEYPLkyXj8+DFiY2Pxww8/4MKFC3j48CGOHz+O+/fvS9+DUNZ6qULRtq5atSqqVauGP/74A9HR0Th58iSmT58uM12NGjVgZWWFo0eP4tmzZ0hNlb+/sLGxwfjx4/Hdd9/h6NGjiIiIwJgxY5CZmYlRo0apFF9WVhYmTZqEkJAQPHz4EKGhobhy5YrMuyA0xQQCERmM0G7GFCnZrJKoLCwxZZAU/9OEtlYpq8LTCKlD3+VFV8uTKPm7PJepDWM6/xRWuKofrz6T/uW9LCGUGSHJyjOBZphEZPRatmyJ5cuX45dffkGLFi3g7+8PX19fmXE6d+6McePGYdCgQXB2dsavv/4KAFi2bBlcXV3x7rvvYsiQIZgxY0apXR4VmT17Ntq0aQNvb29069YNLi4u6N+/f3msnlJt2rTBrl27EBAQgBYtWmDu3LlYuHAhRo4cKTPep59+Kn0fRFkxLlq0CHPmzIGvry88PDzQp08fHDp0CA0aNCgznjp16khfEFyzZk1MmjRJi7UDvL29cfDgQRw/fhzt27dHx44dsWLFCtSvXx9A4UONhw8fxnvvvYcvv/wS7u7u+Pzzz/Hw4UPp+yLK0qhRIwwYMAAffvgh3n//fXh5eWHdunWlTmNtbY0zZ86gXr16GDBgADw8PDBq1ChkZ2fD3t4e1tbWuHv3Lnx8fODu7o6xY8di4sSJ0hdkl7VeqlC0rStVqoSAgACEhYWhRYsWmDZtGpYuXSozXeXKlbF69Wps3LgRtWvXRr9+/RTOf8mSJfDx8cGwYcPQpk0bREdH49ixY6hatapK8ZmZmSE5ORnDhw+Hu7s7Bg4ciA8++AALFixQeR2VMY5OE4mI9IhP2QuHui0uhICVHIqZwnYxxvJoSgxVGWqMZVcoLw7lIVO+9LV9VTkEyvsdSbo5DEufizEllYRK3QdvhHh+1SYmU3oHQhEB7iKT01zLPu7Lm6J+7gMDA6V/T5s2DdOmTZP5ftiwYTKf169fj/Xr18sMq127No4dOyYzLCUlRfq3m5ubwnOKk5OTzPJVjVmZuLg4uWEll6soFh8fH/j4+JQ6b0dHR2RnK26J5+fnJ/NZJBJhypQpmDJlStlBKzBnzhzMmTNHZlhZ+w5Qft729vaGt7e30uXZ2dlh9erVWL16tdqxFhk/fjzGjx+v8LuS26eIi4uL0lYZ9vb2+Pfff0tdZlnrpWh7FC+XgOJt3atXL0RERJQ6r9GjR2P06NEyw0qup6WlZanbtVu3bnLzbdWqlcywHTt2KJxWW2yBQERGQxfX3Lq6CDaWlgm8GdY/dW4ORUr+Li9CKLZavZxQ70ukisqQpUbTCiZdn+/VPV+oM74Qjkptz4f6rgdU+BJlAy67pErlHIwQfr+oYtL23MaiS0REpoAJBCIyGvq6AC/+lLEp37Bqcq+v7yenjCVRU5yxVaLpizE+dUcE6P84FeJpj4evYSk9f6qxY7R6qlqFcYwhgaBdAluAB6YAqdJST+Y6uzyDUYJ7kqjiOHv2LGxtbZX+Mxbjxo1Tug7jxo0zdHhymjdvrjRef39/Q4dHGmIXRkRkksq7ssNYujIp7y4FyNgY922zZhVI+jkGjHvLUkm6fMmnvuj6fK/ueqvzsyjEJIk+abL+iibRWwsEPS2nNGJBREFlEdqDH5pcrpdcA7XObWV8z6tyIv1q164dbty4YegwtLZw4UK5FzQXsbe313M0ZTt8+DDy8vIUflezZk3Y2dlh/vz5+g2KtMYEAhERkQ4J69ZZeIRWuaAO3vhXTMZSZjV9Qlql/u3LKPwSibJKceEeNcaxV7Wju24byx6nvJ+rMJLDkMpQ8nxqDOdXbUMsPr3w15bItFhZWaFRo0aGDkNrNWrUQI0aNQwdhsrUeSkxGQ92YURERkNf1RAbj0RJ/94T+hC/7bkNsVh4NzyhEc8w3/8G0jJzlY6jaoXSmXvPNY4jXyzGjxfCsCc6TuN5mJIDjxS/KMsQAq8/weitV6SflRXbJUfuYsGBO+Uay7Xol5j393W8SMvReB4SACsDZV9O9SK1rO1t+GOVyted5zkYHvgEt5MMd+xl5Iox+sBT/Hs3TeN55BeIMWn7NRyPeKZ1PMkZ+fj67xgE302RDrvxKEPr+arr3rOscpnvrcepGP7fy4hMKNzeV+NeYvh/LyPmebrK89D6HQhqXpSk5xRoviwoeQeCjmvt05WU4+9OPMPtpGyM2v8UB+691tny5pxKwm8XXij9PjtfLP1bld0lFkswbecNbDwdo/D74ttQlS136nGCCmPpX/HjWiiiErMw5q9o3H6aKR2WW2z/lWXd1Zf4NigRz9LzMXLfE5yM1f/5Spnzj7MwYt8TPEpV/DRtcdqcV7LzCjDK7wrcZh3Ctgtxms9IxwRwy0NERALABAIR6YUu7nH1cf36Ii0bR64+kX4+GvYEp24m4saDl3pYunp+3nkLV+69wNYTim+U1fE6O1/jaY/FP8Gpx4lYdr18K6BJfVN33sCJyKQyx9twOgZbQuPwLK38KmCTX+fg6v1krNkfqfE87j9JRdD1pzLD1hzQfH66JISkYkU16J/HOBOfiU//eayzeUqU/K3MH9de4URsBqYd17zy/8jtRBy8qZsKy9+OP8GZ+2mYtCNWOmz1ScXz1lXRlXnK9n9/X1eStNC2P/lP1oXizL3nGLzpIgDg0w0XcObec4zZdlWr+ZanDacTpX/rYpOnZGr+u61MaeX444BHCI7LwDdHExVMCVRS80IvLiUXf91Kxdorr5SO438rVfq3KuU0NOYF/r3+BL5H7qoVy5uFyH788cI1zeZTzoof10Lx5dZonIt+jb3X31wv/3Mtuczpijb5r+eTsSfyNT7aEY+Qh5n46sDTUqfTp9wCCU4/zMTU44rLfnHanNv+vvgQwXcLr9nm7uM1NRERCQsTCERkkjR9Ki+/QPGFf1au5k8OlrfUDOUtEPTxDoT0PN1XYlD5KOu2Nq9A9acFNaXOE4kl5eTJT/sqXXn5p4oh/X/lIjvfcEmclGztfyPSc3R3Ln2Rrtvzss7fr6Dlrsr/X6vAlEzZJ4ITUvTXCkXdLfJKxxX+YjU3oipjv8rSrpWEOnKLXW8pS8Cm5qj3e5FRRisPpnnLj6Lyna7BefGFFmWwvCWqcF5VdK6UyHyvXGpW2S0ciIiIDIUJBCIymPK8kVN2M6r5U8Ky0xnqJcqKFqtuJUJp8ypzGgW3PsLt4ZrUJfSH6DUs6TpbvqaHvcA3Kykgs6u5A8t8qlaC8u8DX/cMt2PVvRYRieSjVWUW6p7TtdmH5bH/ja5IkUoM/ZJ6oV/rEBERCRETCESkF7q4WBfSjaSQuispLRRtu4kg/RFS+RYsBYW97GORx4CpMFQFtS5eMmxsRCL1f7eF8LMo5N88bSOTe/mslvPTNW0OAaGtC5UfIZwniIiISH1MIBCR0VDnnkPXLQSEfMMj4NCoDEJKRBGRYqZ+mCqqdC+5zvroDk/fTH2/6lu5tEDQ+Tzf7HRFs2aRMAAj2ujqnDOUFV1TSzYTCVW3bt0wdepUQ4dRqpEjR6J///6GDoPKganu28qGDoCIKgZjv2AW8v1NaZXQpljpQ5oTWoWZ2k84l08YGmMCiHRJyGdrVZ7sV+fpf1M4dtR9UEG7blsU9KuudguR8t3m2lxvSCTQ0QFg/OXKlBjrtb+yQ0XT1miKXjBPVNzTMP0tq3Zb/S2riJ+fH6ZOnYqUlBT9L1zAVq1aZRLXQ6YgJCQE3bt3x6tXr+Do6KjydHFxcWjQoAGuX7+OVq1aSYeb6r5lAoGIyMjpswsjRTdG5Xl/aHo/u6QNE7wOIyNglMVOByfmcn1PUTnOW6h0vc4qzU/ddyBoEsj/VNJiYmVhyiRddLABtZkHf390p/i1pDFt1opaBoTcNRxVPHl5eahSpYqhw9AJBwcHQ4dgcLm5uTA3Nzd0GDpnqvuWXRgRkdEor4rqy1HPEfU4tfSR9HTtHJOQhvORSUq/V/SEn6rZ7TO3E/EwKb3M8ZIys1SanzQmY33ETADU3XYP0/Ox92EWCjS8i1XlJjApLRu7rj5Cdl6ByvMtuRqvs/Jw/NoTZGTnlzrdq/Rcpd89ep6BkJuJMsOycuXnJwHw8nUOgq4/RY4aMZenlPRcHL/2BJkK4iXNaXumeZSah4H/PEJ8ap5O4lFm151U7IpIxdPXZS/ndlI2jsWUfV7OL5Ag8EYyHr/KUTqOzGlBy9+sksd0Waecx69ycexOivRzXoEEVx8qX6/dVx+rfI7JzivATwcjsCU0VqXxVaXvysDiy9t7LRnJ6W/KR0Kq8nMhAOy7kYyEkuVWQfwv0t+cc/ZcS0ZyxpvyIhKJEJeSi72RaQqXsetOKjLzVdsokS+Ul8OyPEzJxZ7INBQUW1Rg1GuF1zIJxdYnOC5DhbnzekRVj17mIPBGMvILVNvn2Xli7L2ejCQVzmvFZeQUYM+1ZE1CVMuT1+X/e5uYkY/Haaqtf/Fz6MusAoXDjVGBWII9YY8Rn5xp6FBIj7p164bJkydj5syZcHJygouLC+bPny/9fvny5fD09ISNjQ1cXV0xYcIEpKcXXgOEhITgyy+/RGpqKkQiEUQikXRakUiEwMBAmWU5OjrCz88PQOHT3SKRCDt37kTXrl1haWkJf39/JCcnY/DgwahTpw6sra3h6emJHTt2aLx+bm5u+OmnnzB8+HDY2tqifv362L9/P54/f45+/frB1tYWXl5euHr1qsx0e/bsQfPmzWFhYQE3NzcsW7ZM+t3//d//4e2335ZbVsuWLbFw4UIA8t3ciMVi+Pr6okGDBrCyskLLli3xzz//qLwep0+fRocOHWBhYYFatWph1qxZyM9/c24saz8CQEpKCkaPHg1nZ2fY29ujR48eCA8PV2n58+fPR6tWrbBx40a4urrC2toaAwcORGrqm3qWonVevHgxateujSZNmgAAHj16hIEDB8LR0RFOTk7o168f4uLipNOFhISgQ4cOsLGxgaOjI7p06YKHDx9Kv9+3bx/atGkDS0tLNGzYEAsWLJBZd5FIhD///BOffPIJrK2t0bhxY+zfvx9AYTnr3r07AKBq1aoQiUQYOXIkAODo0aN455134OjoiGrVquHjjz9GTEyMdL4NGjQAALRu3RoikQjdunWTWc8iOTk5mDx5MmrUqAFLS0u88847uHLlisz6iUQiBAcHo127drC2tkbnzp0RFRUlHSc8PBzdu3eHnZ0d7O3t0bZtW7kyWd6YQCAig1H33l2tdyCoON6T5Ews2B6O6ZuulD2yHkzecBmLA27i/lPFN/iKqLpdftl9GxN+vyj9rKy7gRFBZ5XOw8jvewSneIWJKjeVXY+8wPTLqQh4oF6SRx2frDuPmf/cxC9H76o8TcnQFwfcxKp9kVi297bGcYxbewFL98hOn5qh+MZ92h+XsTIwAn8Fxyj8vrwoq4D8v61hWLUvEvP339FrPKZO2/red7fG4fLTbLy3Na4clvvmKJgZnISZJ5LQ+++HpYxf6OOAR/j6UAIiyjjnB1x5gR/+jUfvlREqRaMOReW45DBVtkFozGuZz8P+e1/puFl5BVhyRLVzzJIjd/HnuVgsOBCBc/dfqDSNEBU/x/96/Cm+3Bot/fzx2shSpz0b/VpumASSUh8gmL0vHl/8eenN+BIJum17iOlBzxSOPzM4CbsjVLv2+GB7vErjKdJ120N8G/QMO++8qVCYEfQMh+7LJ5wC7qh+LVSo9JLK56jfeH9VBH74Nx67whQfUw+eZ8t8Xhn8FD8GxuPzTVEKx1dm8eHHmL3vTXkpuQ90mcjLVTEZos0ie2wr/byu6FJuWOATLZYoLNsvPcS3u8Px3tJThg6F9Gzr1q2wsbHBpUuX8Ouvv2LhwoUICgoCAFSqVAmrV6/GnTt3sHXrVpw8eRIzZ84EAHTu3BkrV66Evb09EhISkJCQgBkzZqi17FmzZmHKlCmIjIyEt7c3srOz0bZtWxw6dAi3b9/G2LFjMWzYMFy+fFnj9VuxYgW6dOmC69ev46OPPsKwYcMwfPhwfPHFF7h27RreeustDB8+XPq7GxYWhoEDB+Lzzz/HrVu3MH/+fMyZM0ea/Bg6dCguX74sU9l8584d3Lx5E0OGDFEYg6+vL7Zt24YNGzbgzp07mDZtGr744gucPn26zPifPHmCDz/8EO3bt0d4eDjWr1+PzZs346effpIZr7T9CACfffYZkpKScOTIEYSFhaFNmzbo2bMnXr58qdJ2jI6Oxq5du3DgwAEcPXoU169fx4QJE2TGCQ4ORlRUFIKCgnDw4EHk5eXB29sbdnZ2OHv2LEJDQ2Fra4s+ffogNzcX+fn56N+/P7p27YqbN2/iwoULGDt2rPRBvLNnz2L48OGYMmUKIiIisHHjRvj5+WHx4sUyy12wYAEGDhyImzdv4sMPP8TQoUPx8uVLuLq6Ys+ePQCAqKgoJCQkYNWqVQCAjIwMTJ8+HVevXkVwcDAqVaqETz75BGKxGACkZe7EiRNISEjA3r17FW6XmTNnYs+ePdi6dSuuXbuGRo0awdvbW267/vjjj1i2bBmuXr2KypUr46uvvpJ+N3ToUNStWxdXrlxBWFgYZs2apffWOEwgEJFeCLUv/qSU8quI1cbjF6o8aVeotJsvTbZ7am75Pp1L2rvyovSnVZVR5Ub9yf+OieBSWsKU5VbcKwDApSj9VPa9SCt8GvbyPWFULj5MKjx+j95OLGNMMgaa9mGakaf6dLEvMkpNIl6Ok69ALklmel385JZzbeuJSMUV2SUFRbwZ7/bTMloL6pG2m/h+0psK2sxcsdrTq1Isn6Zmlz2Sjqj7ZPXlJ7Kx3Ximv1jpjStxilsKPXwp28rkVFRhMkeuJUwZjkWkaBSXJvLFujlpldZaM1eDZdx7qdk1mxBdjFWtEpFMj5eXF+bNm4fGjRtj+PDhaNeuHYKDgwEAU6dORffu3eHm5oYePXrgp59+wq5duwAA5ubmcHBwgEgkgouLC1xcXGBra6vWsqdOnYoBAwagQYMGqFWrFurUqYMZM2agVatWaNiwIb755hv06dNHukxNfPjhh/j666/RuHFjzJ07F2lpaWjfvj0+++wzuLu74/vvv0dkZCSePSu8Jlm+fDl69uyJOXPmwN3dHSNHjsSkSZOwdOlSAEDz5s3RsmVLbN++XboMf39/vP3222jUqJHc8nNycvDzzz/jv//9L7y9vdGwYUOMHDkSX3zxBTZu3Fhm/OvWrYOrqyvWrl2Lpk2bon///liwYAGWLVsmrewGSt+P586dw+XLl7F79260a9cOjRs3xm+//QZHR0eVW0JkZ2dj27ZtaNWqFd577z2sWbMGAQEBSEx8c09kY2ODP//8E82bN0fz5s2xc+dOiMVi/Pnnn/D09ISHhwe2bNmC+Ph4hISEIC0tDampqfj444/x1ltvwcPDAyNGjEC9evUAFCYGZs2ahREjRqBhw4bo3bs3Fi1aJLfdRo4cicGDB6NRo0b4+eefkZ6ejsuXL8PMzAxOTk4AgBo1asDFxUXaBZGPjw8GDBiARo0aoVWrVvjvf/+LW7duISKi8IEeZ2dnAEC1atXg4uIinU9xGRkZWL9+PZYuXYoPPvgAzZo1w6ZNm2BlZYXNmzfLjLt48WJ07doVzZo1w6xZs3D+/HlkZxdeH8XHx6NXr15o2rQpGjdujM8++wwtW7ZUab/oChMIRKQXii7GhZlSUEzf/X+qU/FfWuUW+y0ldWj6JKBQurHSJHxdveCqovaNXBEIYdfq+xgTiWR/P8qjfGsyzwIdVRAC+v99NPVzhDB+BbRTWpng9ZTuFL/GLe+tqo9yaYovyiQqycvLS+ZzrVq1kJRU+LDRiRMn0LNnT9SpUwd2dnYYNmwYkpOTkZmpm66u2rVrJ/O5oKAAixYtgqenJ5ycnGBra4tjx44hPl7z1nHF169mzZoAAE9PT7lhRescGRmJLl26yMyjS5cuuH//PgoKCrstGzp0qDSBIJFIsGPHDgwdOlTh8qOjo5GZmYnevXvD1tZW+m/btm0yrRiUiYyMRKdOnWSuF7t06YL09HQ8fvxY4XoCsvsxPDwc6enpqFatmkwMsbGxKsUAAPXq1UOdOnWknzt16gSxWCzTFY+np6fMew/Cw8MRHR0NOzs76TKdnJyQnZ2NmJgYODk5YeTIkfD29kbfvn2xatUqJCQkyEy/cOFCmZjHjBmDhIQEmTJYfN1tbGxgb28vXXdl7t+/j8GDB6Nhw4awt7eHm5sbAKhV1mJiYpCXlydTXqpUqYIOHTogMlK2BWrxGGvVqgXgTZmbPn06Ro8ejV69emHJkiUq7xNd4kuUichg1L3cLo+bAFWv+YV8b6BxfYqONqgpVBoYG013uVrdgKmxYw1aBvR4bJasxC1r0UXjs3KBtKXKMabLdyDIzU8gdJlA0Ddd54CEtiWEFo8ixZMAQkl8Gw9N9nDF2MbqdbFqfNtEiL8FpH8lu0oRiUQQi8WIi4vDxx9/jPHjx2Px4sVwcnLCuXPnMGrUKOTm5sLa2lrpPEUikdw1cl6efCsnGxsbmc9Lly7FqlWrsHLlSum7F6ZOnYrcXM1b+xRfv6LfB0XDij/NX5bBgwfj+++/x7Vr15CVlYVHjx5h0KBBCsctemfEoUOHZCrgAcDCwkLlZZZF2X4siqFWrVoICQmRm87R0VFnMZTcn+np6Wjbti38/f3lxi16wn/Lli2YPHkyjh49ip07d2L27NkICgpCx44dkZ6ejgULFmDAgAFy01taWkr/Lm3dlenbty/q16+PTZs2oXbt2hCLxWjRooVWZa00pZW5+fPnY8iQITh06BCOHDmCefPmISAgAJ988km5xKIIEwhEZDTK4x0IgqVsBRQM17hyUoPJjPHGR8h4T6Y9bsOKw1BnH1VOsbqoiyzt/Krvuk6JRPbYEspxVlYCQZ2fQ0O+RFlX81NnlqwElKXo2qm0Y5Cbr3zoMsGu6mmyPPdlWTGwJQuZmrCwMIjFYixbtgyVKhV2cFKyKyFzc3PpU/nFOTs7yzxJfv/+fZVaLYSGhqJfv3744osvABRWsN67dw/NmjXTZlXU4uHhgdDQULm43N3dYWZmBgCoW7cuunbtCn9/f2RlZaF3796oUaOGwvk1a9YMFhYWiI+PR9euXTWKZ8+ePZBIJNKK59DQUNjZ2aFu3boqzaNNmzZITExE5cqVpU/aqys+Ph5Pnz5F7dq1AQAXL15EpUqVpC9LVrbcnTt3okaNGrC3t1c6XuvWrdG6dWv88MMP6NSpE7Zv346OHTuiTZs2iIqKUtg1lKqKWkQUL6fJycmIiorCpk2b8O677wIo7OaprOlKeuutt2Bubo7Q0FDUr18fQGGi7MqVK5g6dapacbq7u8Pd3R3Tpk3D4MGDsWXLFr0mENiFERGZJGWX5yXvU1StlBHy5X5psbHCn0g/hHyOoIpB1+9A0HWLBl0QVAsENbexriMX0JYAoH6RK3n9pZ+uZsr4XnBbtfypnpzUzR4yxUSWonUypatvNtah0jRq1Ah5eXlYs2YNHjx4gL/++gsbNmyQGcfNzQ3p6ekIDg7GixcvpEmCHj16YO3atbh+/TquXr2KcePGqfRS2MaNGyMoKAjnz59HZGQkvv76a+m7CfTl22+/RXBwMBYtWoR79+5h69atWLt2rdwLoocOHYqAgADs3r1bafdFAGBnZ4cZM2Zg2rRp2Lp1K2JiYnDt2jWsWbMGW7duLTOeCRMm4NGjR/jmm29w9+5d7Nu3D/PmzcP06dOliZ2y9OrVC506dUL//v1x/PhxxMXF4fz58/jxxx9x9epVleZhaWmJESNGIDw8HGfPnsXkyZMxcOBAuLi4KJ1m6NChqF69Ovr164ezZ88iNjYWISEhmDx5Mh4/fozY2Fj88MMPuHDhAh4+fIjjx4/j/v378PDwAADMnTsX27Ztw4IFC3Dnzh1ERkYiICAAs2fPVilmAKhfvz5EIhEOHjyI58+fIz09HVWrVkW1atXwxx9/IDo6GidPnsT06dNlpqtRowasrKxw9OhRPHv2DKmp8u/qsrGxwfjx4/Hdd9/h6NGjiIiIwJgxY5CZmYlRo0apFF9WVhYmTZqEkJAQPHz4EKGhobhy5Yp0G+gLEwhEpBdCrchW+UZGzzc8am2tUmIr9WZYk10izN1otDTdnEK7ATfmm0t1tqURryapyRjLtKYV/gorv0TCq6AGgAKhnfzUoPMiJZEI6pwkhG4p1Vq+mge5oeM1JcU3vfEe0ZoR6v1QaYz4tEt60LJlSyxfvhy//PILWrRoAX9/f/j6+sqM07lzZ4wbNw6DBg2Cs7Mzfv31VwDAsmXL4OrqinfffRdDhgzBjBkzSu3yqMjs2bPRpk0beHt7o1u3bnBxcUH//v3LY/WUatOmDXbt2oWAgAC0aNECc+fOxcKFCzFy5EiZ8T799FPp+yDKinHRokWYM2cOfH194eHhgT59+uDQoUNo0KBBmfHUqVMHhw8fxuXLl9GyZUuMGzcOo0aNUqsSXSQS4fDhw3jvvffw5Zdfwt3dHZ9//jkePnwofQdEWRo1aoQBAwbgww8/xPvvvw8vLy+sW7eu1Gmsra1x5swZ1KtXDwMGDICHhwdGjRqF7Oxs2Nvbw9raGnfv3oWPjw/c3d0xduxYTJw4EV9//TUAwNvbGwcPHsTx48fRvn17dOzYEStWrJA+7a+KOnXqSF/GXLNmTUyaNAmVKlVCQEAAwsLC0KJFC0ybNk36kuwilStXxurVq7Fx40bUrl0b/fr1Uzj/JUuWwMfHB8OGDUObNm0QHR2NY8eOoWrVqirFZ2ZmhuTkZAwfPhzu7u4YOHAgPvjgAyxYsEDlddQFdmFEREZDnUvu8r48L+taOr9AjPwCCSzNzeS+y8jOh7WFmUz/6Jk5BbCxfHNKzisQIzevAOZV5KcvSazgyj47twCVzUrfCjl5ypvaqSMjP18n8yHVKSt/eUXlrkolpOfI7xd1ugpQVnpy88UoEEtgZW4GiUSC1zn5/7shFsAdpgZ3uRk5+bCzKvtpp7KWl5ktv72NsRLa2KXlFMDeQva8mVsgUfvJdXWLkqq7Ojtf9b5zi2TkFCCvQCI3zLJKJZhVUrxkTZZTGgkkeJ2tm98MbYh1+hJl/dL18tJzxDLltKxtk6Wj33x9Kev3KjtfjEoiEcz/d62TllNQrhWdkv/FVF7XPFm5YlQ2E6FKGddu6srMLYC5WaUyrwlfZxfAzrLsa051KDvvarufcvLFkACwrCz/LGS+WIKMPPXPf2KJBJl5EoglErXjKz56Rp4YaTnld6zl5oshlkhgqcL9QXngZU35qN3W0BGUTlGf+IGBgdK/p02bhmnTpsl8P2zYMJnP69evx/r162WG1a5dG8eOHZMZlpKSIv3bzc1N4W+Bk5OTzPJVjVmZuLg4uWEll6soFh8fH/j4+JQ6b0dHR2RnZyv8zs/PT+azSCTClClTMGXKlLKDVqBr1664fPmy0u/L2o9AYUuI1atXY/Xq1RrFAADjx4/H+PHjFX5Xcp2LuLi4KG1pYW9vj3///bfUZXp7e8Pb21vp94rKUfGyBgBz5szBnDlzZIb16tULERERpc5r9OjRGD16tMywkutpaWlZ6nbt1q2b3HxbtWolM2zHjh0Kp9UnJhCIyGC0uUAvy87YTIzrrN78S1+2esF+tSIUya9zsOfH7jJJhMhHKZjx51X0aOmCbwe0AACsOxSFw1ceY/GINtLxVvwbgXUH72L3/3VXWkEkja1EaFk5+fj05xBUt7dAU1cHpdNFP32NrNwCWClIcqjqWlIyNtyK0nj6spj6U0+6reID3vnlJJ6l5fx/e/cdHkW1sAH83fSekJAKJKGEEHoTBCwgKCiiKCoXseC1gXABFVE/ARUVEMErWMB2ARUFC1ioIhI6SAs1tEAIQiokJCE9O98fMZvdbJvdnd2Z3X1/z4Nmp56ZOWfKqbitXRT+PJln8fpi4vlN7/6JvJJKpM8cghm/HMMPB/62JqiSsbX/5H/N2YrR/VvZHI45PxzF+dwSPDZQv//NZbsybd4+iSuQ6fzpOSy9Jw79ExsGaOu35Dzyy6zP0JEqz7q8Wo2pf1ieLnvOOqLzO7+kGrfMO4b2sf74aWw7zfTVaVc1f58vqLR4P0t2NjT/FwTo3IAXb8vFin0FFm9Taorqwkhmwxed1Pk9ZtlZk8vf8d9t9gyO5M/r/2zIMTk/5ZMMhPl54NAzrbH3UjlG/vQ3Qi0oDLbm2bHwcDpWnjlv8XrmXK+sRc9ZRxAb6o0/X+go2XZLKmrRa/YRxIf7YOOkDkaX+zg1Gx9tycG8BxIwtFM4AGmu54I/sxHoq5/J/0vaJc3f1uym5xfnUV6jxolx+s/bR3++hAPZDZl1YgvyR/70N/Zdrlsv2Mf6Thqmp+Zjemq+1eubIggCes/6A0Xl1UifOUS2QgQiInJP7MKIiBzC0f3KzjlaKun29MZOMLP8lZK6zJvMXN1wfL8tEwDw5+GGD+N1++oyYL/5M0Nn2cpqNa5XVFu0XwDIyCkBABQUV5ptKn06t0TEFo374vhpm9Z3d5W10qaL3OK6eGdN4YFYef/E7dO5JbIXHkhleeo5Sbaz8p/03diWU/bJTCDD3t2lm9FtS+GBlE5frTI6z5LWKltO1fWveiK7XGf6/E2XrQpXvbm/666vfXdSQuEBoIh2ThpKq4m7L1Pa9x65rTlj+ngEAIUVdcXwC/ZeAQBcK682sYZ5JjPNBdil8ABoSMvZ12wLf2MHsurOYZapew+Aj7bUvZO+8dtFSfdvzBc7bDuPJVVq1KiB7BL987X773JUmXu3MjC7vvCgfvuWcGRll8KyaggCkHXV/ECzRARs374dQUFBRv85i7Fjxxo9hrFjxzokDB06dDAahuXLlzskDCQvtkAgIrfi+C4LdPdoKpPIHmEzV3BjaRcrSsswcVdKyERTQhjkxnPgWGIzaZz2ush0gzV0vlQq+2eKia0BrtNfuoRhcnQLN1dvUWfxGAgyxHd3GyRZ2lNsn3MnaZqWblN2Y0u8d/V7CJE99OzZE2lpaXIHw2YzZ87UG6C5XkhIiEPCsG7dOlRXGy7ojo6ORnBwMN544w2HhIXkwQIEInIIKfpIV1Lmteixlxst6KGwTtGdcTA3V2Lt+bf2I9LcetrzLR1gUqkk/eB2jVPi+iS45ixcdY7MODm5yC1SMrbeax19PpUUv+1VsGFTZrVWmJQa15XynmLJ1bMlnWiv6sgjV1JaIbKUv78/2rTR7+7M2URFRSEqKkrWMFgyKDG5JnZhRERuzdEvxfb41nHlGnUK+TZ0CEccqpRxxdaxB9yBG0VfRZGim3zt6O2uMd3Vk7grPzudgVT3R0EQfyVdPU43ZmklBTNtVm0JitY+7HcR3O36EhERORILEIjIabjCd4FSakvVU1hw9PBjULmUcmnMxRF7xnHGT8cSey15WaShlAx2nS6MzIRJGSE2TO3yNwx5js9Re7Xrfuy0cWmff8qLv9YentT3NksqVNjWhZHyrgEREbkPFiAQkVsT+x5v7Uu71O/6hj48HNkNkcLLG5yOozPoXP3b09DhSXnMjP/OQYprrtvvvmMSjtLil93HQLDv5u1OaddLbs5+PeVkr3PnDHHUpvtMowOUKw7KUYil9ApARETkeliAQEQOIcV7rj3elUU3e7d6+7prKm0MBHJO9ip4kKt/XVsoOdNKaS2O3IVSas47CyXWajUWJkmDqrzDditS3R4tiROCkb/lZrckKOIcaz+ntBdX4G2BdMjzfsH3GiIi98UCBCJyCEPfIUvPllm0jfRrNdIERgL5RRUWr7Nu39/YfjxX8rCc/PsaAODA2St4/ZtDKCiutHmbS06cMTjd3IdD3x/WatZdlXEBr+0+gBq12uCy8w8ew+KjJ20LKNnNuYLrmPjdIdQa6VCemQuGffDzcbmD4PYyCqtFZYqfK6zCYz9fwr7L5aK3XV0r4Ll12fj6SJENIZSOEjP/xcq+VoE3fjWdXs7mleLiVfHXxxKOPnOGLtW2M9cweeV5B4dEnEd/viTZtr44VKg37XCu7e8qpuSXV+Dy9TK8sP0v/HwuC89v+wtp+Vc189/df9Si9FNVW2uPYNqV9hvbqkNXMOG7cyiv0n0nW3u04dpYMwbCoq05eO3nC6LD9MEfuu+XtqTDrReu627LwPU01kr30wOFeH5jjixdi605XYInl+7DtfJqi9YzF9TRX+xB4itrkZ5dbEPoTO/XWJq5XlmDp5btx6qDf0u6byIiUg4WIBCRLDJL7V8YcDavVG+aVF0RfbPlnMgVG/78eI2ZzHIbvmHKKmow4+tD2H/mChb+ckL0esbKAz4/flrU+uU1+texft15B49hy9852HBBPxPiUmkZfsq4gK9OZqDWiTPApOSIWl2WnupfD1/GlpN5xrZmc3gcwdGV5TYdynbsDt2IJd21nbpSZXaZsWuzsS2rDA/+aDrDQzum/3yqBOvOlmJ6ar5u2GSqlHki2/bMdQHAtXL9e7kjbs1Ld2Ui+5r+MdTv+6ll++wfCBk9+805bDxRJHcwDNqeZVklD1Px5e3tBWbXt7Y7RmO7nX/wGN7cm4Y9OfmYe+Ao9ubm4/W9hzTzzxWX4Oy1EtH7WZUhPpPcUo54mr72cxY2n7yG5X/lm1+4kborYziUC//MxqpDVw3Oa1jXPqZtsfxY6s3eWYDVp0qww8J4LoUJG3Kw+WQeFvxhuLKOMaZa15VX1WLn2SsAgDsXbLcpfNb4bNs5/JGeixe+P+zwfZPrUKlU+Pnnn+UOhlX69++PyZMnyx0MaiQ1NRUqlQpFRUVyB8UleMkdACJyT1W19v9cqqyRv7aYo7JYtWtQVVYbrvFvl/2KWOZ6tX7GVLVa7LVxjkxqqQmCYLJAwdqMPWsyOa9XKafljzXkLJ9iQ3/5VIp4xmRbUZBdUiX/c0VbZY009/saA+fLUUnH0L7rXbaitZ+jWFro655PM/szdo+/UlGJggrTrRwsaVVQXGVZbXFL2KslkaFuMw0VFspJymO3Zktl1bbv39pDuHrdslY42vtpfGkdVRnH2H2vqMx8oT2ZcFlcxS1JxLWVbFNjxoxBUVGRxZn+b7zxBn7++WekpaXpTM/OzkaTJk0kC589pKamYsCAASgsLERYWJhm+qpVq+Dt7S1fwFxIYmIiJk+ebHGBTP/+/dG1a1d88MEHmml9+/ZFdnY2QkNDpQ2km2IBAhHJwl360JT6o9BYDT1rz6cjB2Am6djrM9EZu0NxZJjd5b5FupSWLLR7FVNa2Kxh6hjsOZ6Fo+93rnCtTFHi4Vl6x3a1QXhteWQZ6gzIHuQY1kQpaVHSY3fQQRnbD9+PSAoxMTGy7buqqgo+Pj5Wrx8eHi5haBxPEATU1tbCy8u1soh9fHxkjVeuhl0YEZFDNH6tVOprplLDZY5s4RbxvWIoA0gh325kA6V8gMvJGQtcnJmSB0eW4h4sNgPG2LgkUpMzfiv3Sjdw1vcFe5ErupjaLa+RlJwhVcqDZ4Zc3Y8//ohOnTrB398fERERGDRoEF566SUsW7YMv/zyC1QqFVQqFVJTUwEAL7/8Mtq2bYuAgAC0atUK06dPR3V1XSuupUuX4s0338Thw4c16y1duhSAfhdGf//9N0aNGoXw8HAEBgaiZ8+e2Lt3r6gwv/3224iKikJwcDCeeuopvPLKK+jatatm/pgxYzB8+HC88847iIuLQ3JyMgDg66+/Rs+ePREcHIyYmBg8/PDDyMur6841MzMTAwYMAAA0adIEKpUKY8aMAaDfhVFiYiJmzZqFf//73wgODkZ8fDw+++wznTDu2rULXbt2hZ+fH3r27Imff/4ZKpVK0zKjsLAQo0ePRmRkJPz9/ZGUlIQlS5aYPfbMzEyoVCqsWLECffv2hZ+fHzp27IitW7dqlqnv2mf9+vXo0aMHfH19sWPHDqjVasyePRstW7aEv78/unTpgh9//FGznrkwXbx4EQ899BDCwsIQHh6Oe++9F5mZmXrnfd68eYiNjUVERATGjx+viR/9+/fHhQsX8Pzzz2viBwBcuXIFo0aNQrNmzRAQEIBOnTrhu+++09nu1q1bsWDBAs16mZmZBrsw+umnn9ChQwf4+voiMTER8+fP1zl/5q5dVVUVJkyYgNjYWPj5+SEhIQGzZ882e11cgWsVLxERWUhsBonVYydYtKz1nyDWVvyxucKQiPX5YWWcsWglgBkfroAV8kgsS6KK1AUIcpeDWfLsk7u7E2fbozuz5v6r5MoY1nCGR5Ckh+5kSczS25lOF0bSBkU0tjRwP9nZ2Rg1ahTmzp2L++67DyUlJdi+fTsee+wxZGVlobi4WJOBXF8LPzg4GEuXLkVcXByOHj2Kp59+GsHBwZg6dSpGjhyJY8eOYcOGDfjjjz8AwGD3MqWlpbj11lvRrFkz/Prrr4iJicHBgwehVpvvunH58uV455138Mknn6Bfv35YsWIF5s+fj5YtW+ost3nzZoSEhGDTpk2aadXV1XjrrbeQnJyMvLw8vPDCCxgzZgzWrVuHFi1a4KeffsKIESNw6tQphISEwN/f32g45s+fj7feegv/93//hx9//BHjxo3DrbfeiuTkZBQXF2PYsGG466678O233+LChQt6XfZMnz4dJ06cwPr169G0aVOcPXsW5eXix7566aWX8MEHH6B9+/Z4//33MWzYMJw/fx4RERGaZV555RXMmzcPrVq1QpMmTTB79mx88803WLx4MZKSkrBt2zY88sgjiIyMxK233moyTNXV1Rg8eDD69OmD7du3w8vLC2+//TaGDBmCI0eOaFp4bNmyBbGxsdiyZQvOnj2LkSNHomvXrnj66aexatUqdOnSBc888wyefvppTTgrKirQo0cPvPzyywgJCcHatWvx6KOPonXr1ujVqxcWLFiA06dPo2PHjpg5cyYAIDIyUqfwAgAOHDiAhx56CG+88QZGjhyJXbt24bnnnkNERISmMMjctVu4cCF+/fVXfP/994iPj8fFixdx8eJF0dfFmbEAgYjInqT+mJH5vd2aliTmPpAEQXDbnFZro4e160l5mpX4nS53RijZlyVdrtnrjqKEOOawFggO2YuRfQtWFqMq4PoYo4S444qMFSpZ82ph6hI55eWz9PhdrHs0R5HjXDEjnxwlOzsbNTU1uP/++5GQkAAA6NSpEwDA398flZWVel3ETJs2TfN3YmIipkyZghUrVmDq1Knw9/dHUFAQvLy8THYt8+233yI/Px/79u3TFEy0adNGVJg//PBDPPnkk3jiiScAADNmzMDvv/+O0tJSneUCAwPxxRdf6HRd9O9//1vzd6tWrbBw4ULccMMNKC0tRVBQkCYsUVFROmMgGHLXXXfhueeeA1DXKuO///0vtmzZguTkZHz77bdQqVT4/PPP4efnh/bt2+PSpUs6meZZWVno1q0bevbsCaDuXFpiwoQJGDFiBABg0aJF2LBhA7788ktMnTpVs8zMmTNx++23AwAqKysxa9Ys/PHHH+jTp4/mHOzYsQOffvopbr31VpNhWrlyJdRqNb744gvNPWrJkiUICwtDamoq7rjjDgB1rTc++ugjeHp6ol27dhg6dCg2b96Mp59+GuHh4fD09NS0AKnXrFkzTJkyRfP7P//5DzZu3Ijvv/8evXr1QmhoKHx8fBAQEGAyXr3//vsYOHAgpk+fDgBo27YtTpw4gffee0+nAMHUtcvKykJSUhJuuukmqFQqTbpwB+zCiIhkoZT33sYv4Ma+Aaz9OHDUN4VcGcr2Pj53/YB1hn6Y3fXaaOMpcA9KG3NExPjQklBCGldCGEgcmy+Vle8jtuzXsmeeHcfjsNN2DRW6WnMY9nxnl/K0ih4DQbpdWkz7VFoaDvm68eON2J116dIFAwcORKdOnfDggw/i888/R2Fhocl1Vq5ciX79+iEmJgZBQUGYNm0asrKyLNpvWloaunXrZtXYAqdOnUKvXr10pjX+DdQVhDQe9+DAgQMYNmwY4uPjERwcjFtvvRUALA4/AHTu3Fnzt0qlQkxMjKY7pFOnTqFz587w8/MzGsZx48ZhxYoV6Nq1K6ZOnYpdu3ZZtP/6QgAA8PLyQs+ePZGenq6zTH1BAACcPXsWZWVluP322xEUFKT599VXXyEjI8NsmA4fPoyzZ88iODhYs254eDgqKio06wNAhw4d4OnpqfkdGxurOS/G1NbW4q233kKnTp0QHh6OoKAgbNy40eLrkp6ejn79+ulM69evH86cOYPa2lrNNFPXbsyYMUhLS0NycjImTpyI33//3aIwODMWIBCRLBxRfpBbXGF2mcYfhNuP5dorOGad+rvY6DxBELDlSDYuFVw3OP9QxlUj65neZ15xJb7fb7jJ3e9Zl5BZXGJy/TNFxsOsFQoRy5AljhfWWL3u+YLrWH3ob5vD8IOReONo5uL49YoabD+ei+9SzzkmQOQUUjOvo6TKfDP4xoxlpInJYPvjnOH7d72sK6bn1zt2qUzzt1R3Vznv0mVVtfh2r+4HoNHCfAu3vTk9F2kXiwxvy9aDtvBF5mJhlY07VDZz5/PX0yU4kV/pmMBomL5IgiBgXebfOFV4DQBwMK9AM+9iiW56NFXj+5uTGViQdgLlNdY9m+1VNrHtzDW9ab8euYoLV0xfh/0XSrErw/T7n1Q+/OsqjuSaf1+3lqHLtvJ4w7vrogNXcSzPuv3vyCrDnr/LrG9NaubCl1XpxqfGi5/KKcGaI5dRUV2LT7fa/o5z4MJV/N/qowbnXSuvxvf7LqK4vFpv3qGsQizdlWnz/kmZPD09sWnTJqxfvx7t27fHhx9+iOTkZJw/f97g8rt378bo0aNx1113Yc2aNTh06BBee+01VFVZ9gw01TWQVAIDA3V+X79+HYMHD0ZISAiWL1+Offv2YfXq1QBgcfgBwNvbW+e3SqUS1QVTvTvvvFMzHsDly5cxcOBAnVr4UtA+B/UtNNauXYu0tDTNvxMnTmjGQTAVptLSUvTo0UNn3bS0NJw+fRoPP/ywZj/WnJf33nsPCxYswMsvv4wtW7YgLS0NgwcPtuq6iGEqjN27d8f58+fx1ltvoby8HA899BAeeOABu4RDadiFERG5rH8v3Y/MOUNFL38o4wqW/nHW4DyrWyBI9FW4/Xgu5v103Oj8WSuPWLXdx/73l9F5b+xNAwDserDhHFrTZNrcGdiTk4+b4qIt3q4r0D43lpzZv8tqzS9kxIB5qVavq+2HA7YXQjjC7pP52H0yX+5gkMKM+fWy+IUl6Nbj7NUqfLjPcEFvvYV/Gn7+NLbxRJF1gVCoz7efw6qDlyTf7vmC63hy2X4AsOhdgOxj4oYch+5PTFLdlZOPZelnEeTthV/uHoiD+Q1pdOSGVN3tmUj8nxw9CQCoqK3Fyz06WRFW+5QgfLFDv0ZnfkkNhiw8YXB5laqui7RH/3dGsjCUVprOFFp5ohgrT4ipjGKe2PuzduHx4dxK3L3C8goR1ypr8cjPdfettGdaWby+GG+tScfs+w3HJxWAwR9sAwB0ahaKo5f0C4ssNWLRbqPzJn53CFtPG36Xuu8Ty2pFk/NRqVTo168f+vXrhxkzZiAhIQGrV6+Gj4+PTq1toG5g4ISEBLz22muaaRcuXNBZxtB6jXXu3BlffPEFrl69anErhOTkZOzbtw+PPfaYZtq+ffvMrnfy5ElcuXIFc+bMQYsWLQAA+/fv1ws7ALPhFxPGb775BpWVlfD19TUaxsjISDz++ON4/PHHcfPNN+Oll17CvHnzRO1jz549uOWWWwAANTU1OHDgACZMmGB0+fbt28PX1xdZWVmalheGGAtT9+7dsXLlSkRFRSEkJERUGA0xFD927tyJe++9F4888ggAQK1W4/Tp02jfvr3J9RpLSUnBzp079bbdtm1bnVYR5oSEhGDkyJEYOXIkHnjgAQwZMsSquOps2AKBiOgf57KN17aSu8ulkxdt/zBQEu2PvPqaf+7I6CDKbLThIhTSV5uLsOY+bM9uRyxxvki/hpQyQia/jcf0M5aluGx/F5aZX4gkI1/3Ktarb0VZWl2D8hrbMoMAYOslxxaSSE0QAONDrPB5pq24oqEQotrKcWnMrbXphG580ql0onU5pCg8MMdY4QG5vr1792LWrFnYv38/srKysGrVKuTn5yMlJQWJiYk4cuQITp06hYKCAlRXVyMpKQlZWVlYsWIFMjIysHDhQk0t/nqJiYk4f/480tLSUFBQgMpK/VZRo0aNQkxMDIYPH46dO3fi3Llz+Omnn7B7t/GCrnr/+c9/8OWXX2LZsmU4c+YM3n77bRw5csRsRbj4+Hj4+Pjgww8/xLlz5/Drr7/irbfe0lkmISEBKpUKa9asQX5+vt64CmI9/PDDUKvVeOaZZ5Ceno6NGzdqCgbqwzljxgz88ssvOHv2LI4fP441a9YgJSVF9D4+/vhjrF69GidPnsT48eNRWFioM8ZDY8HBwZgyZQqef/55LFu2DBkZGTh48CA+/PBDLFu2zGyYRo8ejaZNm+Lee+/F9u3bcf78eaSmpmLixIn4+2/xFc8SExOxbds2XLp0CQUFdS0Dk5KSsGnTJuzatQvp6el49tlnkZubq7fe3r17kZmZiYKCAoOtGl588UVs3rwZb731Fk6fPo1ly5bho48+sqhlx/vvv4/vvvsOJ0+exOnTp/HDDz8gJibG7JgYroAFCEQkC2f7DLG+BYK04ZCbNdfN7CDKVoWE7EHUgNcKZu/QNf7uUPjpcGtKGzBcyXFFEAyHT4lhtiRMnmYigQIPz61Zm2RNxQlz21TKM00hwQBg6pwoKJBGyDZCgNV9GFm6H+VfA3I9ISEh2LZtG+666y60bdsW06ZNw/z583HnnXfi6aefRnJyMnr27InIyEjs3LkT99xzD55//nlMmDABXbt2xa5duzQD1tYbMWIEhgwZggEDBiAyMhLfffed3n59fHzw+++/IyoqCnfddRc6deqEOXPmiKolPnr0aLz66quYMmWKpruZMWPG6Iw3YEhkZCSWLl2KH374Ae3bt8ecOXP0avs3a9YMb775Jl555RVER0ebrNFvSkhICH777TekpaWha9eueO211zBjxgwA0ITTx8cHr776Kjp37oxbbrkFnp6eWLFiheh9zJkzB3PmzEGXLl2wY8cO/Prrr2jatKnJdd566y1Mnz4ds2fPRkpKCoYMGYK1a9eiZcuWZsMUEBCAbdu2IT4+Hvfffz9SUlLw5JNPoqKiwqIWCTNnzkRmZiZat26NyMhIAHUDc3fv3h2DBw9G//79NYVL2qZMmQJPT0+0b98ekZGRBsdH6N69O77//nusWLECHTt2xIwZMzBz5kydAZTNCQ4Oxty5c9GzZ0/ccMMNyMzMxLp16+Dh4frZ6+zCiIhkIXeNfkeR+1Xf2T82nDv05kn5mS7mWhsaUNHZuXocIefgmmnLuVOXh4d9r4nrXXHnZPQ5Kghm3zWt6ZbRHrSPoS7cyggXyU03HjhdAQmJF9dW7hAYlZKSgg0bNhicFxkZaXAA2blz52Lu3Lk60yZPnqz529fXV9OnvrbG3zIJCQkGlxNj+vTpOgUXt99+O9q0aaP5vXTpUoPrjRo1CqNGjTIZrsbbBoDU1FSd35mZmXrbTktL0/ndt29fHD58WPN7+fLl8Pb2Rnx8PIC6TPNp06YZDKcYKSkp2Lt3r8F5/fv3N/jtqFKpMGnSJEyaNMngeubCFBMTo2mtYIih8/7BBx/o/L7xxht1zgsAhIeH4+effza6XQBo27atXguVxMREveMcMWIERowYYXQ75q7d008/jaefftpkWFwVCxCIyCEafwvx08gxlPDOby4Majf+MnHfI3cPzANyDVLcogxtQpLtusBNxOC5keDu6KGVAA1lyjp7ATs5lqjY4qKtVZ3lUeZsadr8fc74fFcstCaSSllZGRYvXozBgwfD09MT3333Hf744w9s2rRJ7qDp+Oqrr9CqVSs0a9YMhw8fxssvv4yHHnrIIQNIE1nD9dtYEBFpMfltYYfcPmf7mLEHcx9IPEN1nOFTUJHRWZGBIqVg7LCeEpJW4yBYUrDgqfWVU2tlH+UknlzxxVgXXID5TFbtdzSzrRUsDZiVlJDuyDxrL5N2PLP0WssVN1gZgpSmQ4cOCAoKMvhv+fLlUKlUWLduHW655Rb06NEDv/32G3766ScMGjRI7qDryMnJwSOPPIKUlBQ8//zzePDBB/HZZ5+ZXW/WrFlGj//OO+90QMjJXbEFAhE5ROOXXr6LOieprlvj5vqky7oujCQPBpHbsrh2p5nFlZw8ldhVkdXjDkE7Q7jhotQKAj967ExpsUgA3zXdjdLioO0aD7wkTyj4fklKs27dOlRXVxucFx0dDX9/f/zxxx8ODpXlpk6diqlTp1q83tixY/HQQw8ZnOfv749mzZrx+5rsgu/SRCS56zVq+HmqTA5gKHdtltpaNapq1DrTqhv91iY2g6WwtBL+Pg23Vluf3VXValTXqK3vD1cB7w7Xq2sAAKXV1Qj08mLfvjKy5tQ70/Uqq6hBrVpAZXWtXbbPLgOUp7jS8LUuqxYgCAKKK43f103RvufXCALKqtWoMVCLvaJGDRWAimrD+ymurEWIr+EB/0qqGtaxtoJ8da0a5VVq+PsYb1RcVaNGZY3lLcEU8PjQI+aZqlYLuF5Vo/MOYqgFQklFjU1hcaJbo0NYm9YMKTGSrg0prTK83xq1ZeExd3+vFrG90n8ytARBQFlNDQK9vS0KA9CQ7q5X1sLzn3E8/Lwt7zQgr8Rw5poUrlfWItDIfU1O1bXy3LUsuX9rp5PG97PG96SSCt1rqFtAKn6fxpRUVCPI1/r3ckEQkH2twvaAEFkoISFB7iDIKjw8HOHh4XIHg9wQCxCISFJ5FbXo9Vs+OoZ5Yc3tTeUOjp76V+8Ji/YiK/86XhrRUTPv6z8zbNr2FxtPY/WuLJu20djj7+9AoJ8XBnWNtWp9JWQAfX0yA8evFOJg/lUMbxWPqT066cw3FUZXrzxh7PisOW5pTpXt3U0t32JbOrKUdphKyqtxz5ubHbdvMxeK+Yv2NW93AT7aV2hw3sif/sbg1oHYmHHd5v1sOncd7RfVxeu+zRv6pc26Vo0BX2XCy0OFSiMZV50/PYdpNzdF82D9jMSun53T/D3+24NWhe3Jr+rCdWhaF6PLdHnrsNF5xvx2pBCP94myKkxyG7N0H7adzsfCUd000wwV/mw9nY+1R7JxW7IjQ+e6LlyzLcN68YFCvNKvKc4VVuG2ry+IXq/3/84jMkA/M/vstRIEekn3qXutyvzx1QgCvjh+GqeLirHjci6+vuMWtA4NNrte40dJUVkN+rx7FEBdV1wHX+sCHy/xhQg7zxbjqa+lexY3rl/Tc9YR7Hq5E8L8lVWI0GdJpt60D/ZekXw/s3cWYHTHUM1vS2r6/mdDjsHpJ3OKsXRXps60yho1dp4tQL82dd9T034+ZnlgjTibV4JB72/DgORILHmil1XbaDd9AypNVL4iIiLXwjEQiEhSmy9XAgCOFenWolFaTb2s/LpMpcPnr4pbQcS3gaHCAykyda9X1MhWq0oqB/PrzvPP5wycI+c+NGrk29TzcgeB3ISxwoN6thQeGKuNvOvvcs3fnx4sRK0Ao4UH9d7eXmD3boLOF7hmLVBrmuBvO50PAPhh/0Wt7Rhe9vVfpcuQI2msOH7N4nXyywy3WLheY1srE2v878QZ7LicCwBYnSGuIET7/iAIwJ7zJZrftWrgYmGVRWGYuNL657DYJLfnXIn5hRTAHvnbnx7QffZYe3fXvu5Ld2YaXOb9Tac1f685km3lnvR9s6fufXzLqbr7pTX3WhYeEBG5FxYgEJFbs/vAijLnjkve/6EdCoKU2P+2o2gfudIK2ZyFI5MYrxFpUyuo9NOWkCjoMDSMts6SYBuWLkOOJVdXcXLe3pUUD61NYxY0kHA5VhcgKOm6KygsRESkTG78qCciexD7/qmUvsTtPcCQ3O/jcu+frGPdIMr2v9ockItIiwXJgUnHOHudG3sXTivlPYaUS2wMERr97Ywxy5nGS5KatXWRxKxm7Kw68nTz+UVERAALEIhIJkr5zrBwjD3nI3kDBOkvHD9MlIPXwjI8Xe7Nopq6dgvFP9u3dQcG1nep+4ErHYurk+n9UM73UiWlNbFhEcBkpWFtAYKCTqCCgkJERArFAgQici+N3tbt3YWRkj4OlEpt4rPF1Wu8u/rxuTulFJSSfdi7Bzy5ydm9nLF985ZJ9iP9DduaZ4AgCE5Tm187PTpJkO3C+tuS+TXtdV7d+XqRe+jfvz8mT54sdzBIIZYuXYqwsDC5g+H0vOQOABG5J6W8t9bauQmCZBkwVuaaOENeiztnCNnWb7mgk44ccRqVeKmUGCZyD1L3x28LV72PutrYDmSeUt4PpSHuaJRUmcCdx6WylpLGw7GWkuKgOyqvvOywffn7xjlsX/WWLl2KyZMno6ioyOH7JuelUqmwevVqDB8+3KL1EhMTMXnyZJ0CpJEjR+Kuu+6SNoBuiAUIRCQLpXwgiq1B6qwDpPGDwHlYmiactZ9kyckZx5m83Jqr3F+NHYWjDs9QhqW1+9ZeT+dvOyRW1uC1D/lOq5wtbpTDkrSnM3aDkg7CAbTv/1J8I7jb+SOyVnV1Nby9veUOhsuqra2FSqWCh4drdVbj7+8Pf39/uYPh9FwrVhCRU3gzrRhzjpY4ZF/tZ2ww2U2R2oI+KJZsOoPF605ZFY4lm87oTfvv6uP4ftt5UevL/V2x+OhJ9P9pPVZlXBC1/KnCaybnv7PvsOZvd67tVlhl+ANUzIekNWdt0oo0i7c58btDqKpxzGAhgiDg/dXH8f32TIfsz95UUOGPE7lyB8NlCALw8h+5WPjXFbmDAgD4MV38c8zed7lnl2dYvW5VjYAfDhZIGBrLVFTr31+m/FD3jGh8L0w9lWdyWzVq7Xuq+bN+5XoVxi3PQHF5jYiQkquxd7pUAZi9/wgWbtZ/BzTm/T8uW1w41XlmGsYuz0BJRa1lKzZSVqXGze8dMzgv62qVyXWra93rXU77tmVt5v/mk3n4eMtZk8vsyyzE9jP5yLlWoTP9tvlbLdrX4q0ZeGFlmua7p/GYZqYOwdL39O/+ysLYrw+gssa2+EjK0b9/f0ycOBFTp05FeHg4YmJi8MYbb2jmv//+++jUqRMCAwPRokULPPfccygtLQUApKam4oknnsC1a9egUqmgUqk066pUKvz88886+woLC8PSpUsBAJmZmVCpVFi5ciVuvfVW+Pn5Yfny5bhy5QpGjRqFZs2aISAgAJ06dcJ3331n9fF98sknSEpKgp+fH6Kjo/HAAw9o5qnVasydOxdt2rSBr68v4uPj8c4772jmX7x4EQ899BDCwsIQHh6Oe++9F5mZmZr5Y8aMwfDhwzFv3jzExsYiIiIC48ePR3V1tWaZyspKTJkyBc2aNUNgYCB69+6N1NRUzfwLFy5g2LBhaNKkCQIDA9GhQwesW7fO7HGlpqZCpVJh7dq16Ny5M/z8/HDjjTfi2LGG+3x91z6//vor2rdvD19fX2RlZdkcpmPHjuHOO+9EUFAQoqOj8eijj6KgoOFd01ycSkxMBADcd999UKlUmt8ZGRm49957ER0djaCgINxwww34448/dLZ74cIFPP/885r4pn2c2hYtWoTWrVvDx8cHycnJ+Prrr3Xmq1QqfPHFF7jvvvsQEBCApKQk/Prrr5r5hYWFGD16NCIjI+Hv74+kpCQsWbLE7HVxZixAICKHW3KmDL9kVZhfUAJlVbXYZCIDT2yz4+oaNX7ccQG/7b2Igmviwy4IQGV1LX7coZ/x/kdaNpZtFpfpI2fNJLUg4KuTGaiyoLuncVt2G513taISJ7UKGFjryjqNy77seR5XH/rb7vsAgKOZhdiclo1lf5j+oNam9Ojz1Ff75Q6CyziSV4GVJ4rx/p6rkm/74rVq8wsp2NXrtmWAf7QlR2+anGlr/TH98ABAtgXPX7FSTxdj0VbD+zOFDRDsw5VadpwqvIbfzl/E+5tOm1xO+9m6bHe+xc/a6loBW62Mx42VGyjQM8ZVWmFZ44f0Ys3ftpyF9zbWVUwyFe8f/fIvTPv5qM40Syt2zFl/EqsOXcLuc4YL4KW8lK+uOooNx3Ow4q+L0m2UZLds2TIEBgZi7969mDt3LmbOnIlNmzYBADw8PLBw4UIcP34cy5Ytw59//ompU6cCAPr27YsPPvgAISEhyM7ORnZ2NqZMmWLRvl955RVMmjQJ6enpGDx4MCoqKtCjRw+sXbsWx44dwzPPPINHH30Uf/31l8XHtX//fkycOBEzZ87EqVOnsGHDBtxyyy2a+a+++irmzJmD6dOn48SJE/j2228RHR0NoK41xODBgxEcHIzt27dj586dCAoKwpAhQ1BV1VDoumXLFmRkZGDLli1YtmwZli5dqikkAYAJEyZg9+7dWLFiBY4cOYIHH3wQQ4YMwZkzdYXP48ePR2VlJbZt24ajR4/i3XffRVBQkOhjfOmllzB//nzs27cPkZGRGDZsmE4BRllZGd5991188cUXOH78OKKiomwKU1FREW677TZ069YN+/fvx4YNG5Cbm4uHHnpIJ1ym4tS+ffsAAEuWLEF2drbmd2lpKe666y5s3rwZhw4dwpAhQzBs2DBkZWUBAFatWoXmzZtj5syZmvhmyOrVqzFp0iS8+OKLOHbsGJ599lk88cQT2LJli85yb775Jh566CEcOXIEd911F0aPHo2rV+u+Q+rjxPr165Geno5FixahadOmoq+LM2IXRkTkEHJ+D5ZV2V6zULugocaikTMFSV7Kne0TraLWeK2j2kYnxHStJ/ehO56B+Q6KHHluSiocUzvXUE1kcxyZf9H4A9+d4qcSVNTY74xX23lEZGeMK86eN2hJ+K+WsQWCu7NHfK808S6ks2+9sFgXmKJ/4rErFcIoVWlVw/uKI+6VeSWVkmzneqXj4khxuXMXzJOuzp074/XXXwcAJCUl4aOPPsLmzZtx++236/Q1n5iYiLfffhtjx47FJ598Ah8fH4SGhkKlUiEmJsaqfU+ePBn333+/zjTtQoj//Oc/2LhxI77//nv06tXLom1nZWUhMDAQd999N4KDg5GQkIBu3boBAEpKSrBgwQJ89NFHePzxxwEArVu3xk033QQAWLlyJdRqNb744gtNTfclS5YgLCwMqampuOOOOwAATZo0wUcffQRPT0+0a9cOQ4cOxebNm/H0008jKysLS5YsQVZWFuLi4jTHtmHDBixZsgSzZs1CVlYWRowYgU6dOgEAWrVqZdExvv7667j99tsB1GXaN2/eHKtXr9Zk6FdXV+OTTz5Bly5dNOfEljB99NFH6NatG2bNmqWZ9r///Q8tWrTA6dOn0bZtWwCm41RkZCSAuhYp2vGmS5cumnACwFtvvYXVq1fj119/xYQJExAeHg5PT08EBwebjG/z5s3DmDFj8NxzzwEAXnjhBezZswfz5s3DgAEDNMuNGTMGo0aNAgDMmjULCxcuxF9//YUhQ4YgKysL3bp1Q8+ePQE0tJpwZSxAICISQTtvyZJ3bkGQqIaWtYMoO0HhhTvXYJOSS3QFZVVcUO5xMxPHeXjY+VrxNud47tw/OymDSuRDwBnjpzOGWUo6YyA40ckwOuaNgt+lSBk6d+6s8zs2NhZ5eXXdCv7xxx+YPXs2Tp48ieLiYtTU1KCiogJlZWUICAiwed/1GbT1amtrMWvWLHz//fe4dOkSqqqqUFlZadW+br/9diQkJKBVq1YYMmQIhgwZoumyJj09HZWVlRg4cKDBdQ8fPoyzZ88iODhYZ3pFRQUyMhp6GejQoQM8PT01v2NjY3H0aF2roqNHj6K2tlaTqV6vsrISERERAICJEydi3Lhx+P333zFo0CCMGDFC73qY0qdPH83f4eHhSE5ORnp6umaaj4+PzvZsDdPhw4exZcsWg60kMjIydAoQtGnHKWNKS0vxxhtvYO3atcjOzkZNTQ3Ky8s1LRDESk9PxzPPPKMzrV+/fliwYIHONO0wBgYGIiQkRBPGcePGYcSIETh48CDuuOMODB8+HH379rUoHM6GBQhE5BByvpZqf79ZHQ6tjwM5MgWtHqBN0lDYhzOE0REsHkTZDifO3DaV+IHpRN/tpGAs69HHpEVycGRa1B1oW07Omdrc+fkrGPnb6u05atB6N75mZJvGAxerVCqo1WpkZmbi7rvvxrhx4/DOO+8gPDwcO3bswJNPPomqqiqTmfoqlUqvAE67a516gYGBOr/fe+89LFiwAB988IFm7IXJkyfrdBskVnBwMA4ePIjU1FT8/vvvmDFjBt544w3s27fP7KC7paWl6NGjB5YvX643r74GPWD83NVvw9PTEwcOHNApZACgyYB/6qmnMHjwYKxduxa///47Zs+ejfnz5+M///mPxcdriL+/v06Bt61hKi0txbBhw/Duu+/q7Ss2Nlbzt6nzYsyUKVOwadMmzJs3D23atIG/vz8eeOABq669GKbCeOedd+LChQtYt24dNm3ahIEDB2L8+PGYN2+eXcKiBLKOgbBt2zYMGzYMcXFxBgdQEQQBM2bMQGxsLPz9/TFo0CBNn1tEpEyu+mKqe1jiP28FiK+BZnI7Mp5Xe9esUmKmtBws/RjlWSOSjhT3adOYYi1l87PHESPkkuRcqeWW2EMxW3jvqi/XTky320lnYji0jGJkrQMHDkCtVmP+/Pm48cYb0bZtW1y+fFlnGR8fH9Qa6NItMjJSp4/6M2fOoKyszOw+d+7ciXvvvRePPPIIunTpglatWuH0adNjzZji5eWFQYMGYe7cuThy5AgyMzPx559/IikpCf7+/ti8ebPB9bp3744zZ84gKioKbdq00fkXGhoqat/dunVDbW0t8vLy9Lah3QVPixYtMHbsWKxatQovvvgiPv/8c9HHt2fPHs3fhYWFOH36NFJSUuwWpu7du+P48eNITEzUW79xYZAp3t7eevFm586dGDNmDO677z506tQJMTExOoNWA8bjm7aUlBTs3LlTb9vt27cXHT6gLg4//vjj+Oabb/DBBx/gs88+s2h9ZyNrAcL169fRpUsXfPzxxwbnz507FwsXLsTixYuxd+9eBAYGagZNISLn4kLfg5Z93ErVhZGTfZ6Q47nrx5+ch20ubbvSfU8J7Hk+7V584Izp0ykD3UC7cNrckTj5oboUlQvdOe1fMGlkvw7ZC6t/1LPzEDqScuS9zolOC9mgTZs2qK6uxocffohz587h66+/xuLFi3WWSUxMRGlpKTZv3oyCggJNIcFtt92Gjz76CIcOHcL+/fsxduxYvRrfhiQlJWHTpk3YtWsX0tPT8eyzzyI3N9eq8K9ZswYLFy5EWloaLly4gK+++gpqtRrJycnw8/PDyy+/jKlTp+Krr75CRkYG9uzZgy+//BIAMHr0aDRt2hT33nsvtm/fjvPnzyM1NRUTJ07E33//LWr/bdu2xejRo/HYY49h1apVOH/+PP766y/Mnj0ba9euBVA3BsTGjRtx/vx5HDx4EFu2bDFZANDYzJkzsXnzZhw7dgxjxoxB06ZNMXz4cLuFafz48bh69SpGjRqFffv2ISMjAxs3bsQTTzxhNmNfW2JiIjZv3oycnBwUFhYCqLv2q1atQlpaGg4fPoyHH35Yr9VCYmIitm3bhkuXLqGgoMDgtl966SUsXboUixYtwpkzZ/D+++9j1apVFg3wPWPGDPzyyy84e/Ysjh8/jjVr1lh0XZyRrAUId955J95++23cd999evMEQcAHH3yAadOm4d5770Xnzp3x1Vdf4fLly3otFYiITJHiY9TaF26pPq+s3r8T5IqYCqITBF8yOrXZFHrcigyXIwdRdqGMLWqEl1aP3MldkfcbcllyZoeb27NcBRHmuHMaddYxVuqDaul4bkTGdOnSBe+//z7effdddOzYEcuXL8fs2bN1lunbty/Gjh2LkSNHIjIyEnPnzgUAzJ8/Hy1atMDNN9+Mhx9+GFOmTBE1jsG0adPQvXt3DB48GP3790dMTIzJDHFTwsLCsGrVKtx2221ISUnB4sWL8d1336FDhw4AgOnTp+PFF1/EjBkzkJKSgpEjR2r6wA8ICMC2bdsQHx+P+++/HykpKXjyySdRUVGBkJAQ0WFYsmQJHnvsMbz44otITk7G8OHDsW/fPsTHxwOoG/Nh/PjxSElJwZAhQ9C2bVt88sknorc/Z84cTJo0CT169EBOTg5+++03+Pj42C1McXFx2LlzJ2pra3HHHXegU6dOmDx5MsLCwuDhIT4Lev78+di0aRNatGihGdj6/fffR5MmTdC3b18MGzYMgwcPRvfu3XXWmzlzJjIzM9G6dWudrqS0DR8+HAsWLMC8efPQoUMHfPrpp1iyZAn69+8vOnw+Pj549dVX0blzZ9xyyy3w9PTEihUrRK/vjBQ7BsL58+eRk5ODQYMGaaaFhoaid+/e2L17N/71r3/JGDoiciY/HRRXA8AU7XfnHcfF13DYe7IAvdoafnBZu39Hs/e+c8rK7bwH57Ajz7K+G1eeL8N9nasR4me+po5YcmagbDuWg8zcUovXu1JSaYfQSCO/VLlhc0b2jJ32zp6buc1wDSgl23m2RNb9F5YZvie+tvqozu9VRp7xlmR67cssxe5zJejTKhhbT19DqL8XLhVVol1MAFpH+onfEDmVjGvFdt3+iatFOr8PXChEcUU1bkxsmHYoqxTbTpsOx4UrlTh+uQx3d2oCDxEjvpdWmu5DWioHsix/ZrsMrfvLr6dtv1eu3H/R9O4sfABm5JeidaT+AKZqQcD5guv4OU23ixlT2zd2LzbnbJ4bxw8L+fvGyR0Ek1JTU/WmaVfqff755/H888/rzH/00Ud1fi9atAiLFi3SmRYXF4eNGzfqTCsqKtL8nZiYaLAyXHh4uNlKxYbCbMhNN91kclkPDw+89tpreO211wzOj4mJwbJly4yuv3TpUr1pH3zwgc5vb29vvPnmm3jzzTcNbuPDDz80un0xbrrpJhw7dszgvDFjxmDMmDF6020NU31LAWPMxSkAGDZsGIYNG6YzLTExEX/++afOtPHjx+v8vvHGG3H48GGdaYaOc9y4cRg3bpzRMBqKe9rxc9q0aZg2bZrR9V2RYgsQcnJyAADR0dE606OjozXzDKmsrERlZcMHe3GxfV8MiUj5tp+RIONG6wHyxUbxY7GkHs3BsBtbSLB/2zehVHty8uUOguyuVanx3+OWfWi9fqgEW8vT8L8xN9gpVI717g+GX2yVzFyyrK514YTrYuxdwfdqhfgm20rxyVbj79uO8PRX+w1OX743S+f3C98fNricJXKKq/HvZWfx87h2GLv8nM689De7GVxHmXXCnZsgCA4dA6GgouGb0RG1rEcs2gUA2PJCB8SE1tX+fPhL/XfKxi0Oxn937p/pwLDO4XYOpTi1auDprzPkDoYiLD5QaNP6289I/x48cP5WZM4ZanDegHmpFm3rj/Q8q8Lw6+HLWDjK8P2TiIicj6xdGNnD7NmzERoaqvnXooUEGXdERDa4fMX8YFD2IsUHsTN0g+Tsiqt1awuKPeN/nrTuo84YY5daqd0nOBxPg7zseCtqfGkZ5eV3MKvIpvV1uxgRF3lO57FFnJzc5W0jr6TaqvXSLl43Od+R9y21m78bSnn0xy45rsKjscvGES3IVW3fvh1BQUFG/zmzsWPHGj2usWPHyh08ckGKbYFQP7p3bm4uYmNjNdNzc3PRtWtXo+u9+uqreOGFFzS/i4uLWYhARBqNX5zFfv/IPUCatS/2/BxwDkr/DmchErk6j0Y5b4zyzs+a+xbLjeQlCLwG5BykfEY4suCHjzZyNz179kRaWprcwbCLmTNnGh30NyQkBFFRUfyGI0kptgChZcuWiImJwebNmzUFBsXFxdi7d6/Jfqp8fX3h6+vroFASkbNzllqmVj/7JXhpkPq1w6KB29z0U8eao5amtYnt23ArPF+OpXXzkPqDyEkeBUQuzV1uqeaOkxk+yuesV8hY3GKUI1fl7++PNm3ayB0Mu4iKikJUVJTcwSA3ImsBQmlpKc6ePav5ff78eaSlpSE8PBzx8fGYPHky3n77bSQlJaFly5aYPn064uLirB5hnYjIevK+WfO9nuRU34URPzBJKSQv2FSZ/k3ORzDyt9h1zGHXbtJz5WeMdsatKx+nu5DyEjryTmK8CyMiIiLTZC1A2L9/PwYMGKD5Xd/10OOPP46lS5di6tSpuH79Op555hkUFRXhpptuwoYNG+Dn5ydXkInIxTiiCyNJapJZuQl+EJAljLX4YG1IUhpGSSLXI0C+wjsltXg0VjjF+55ySPle5NgujBiJ5MZ3aiJSEkvuSbIWIPTv399kYFUqFWbOnImZM2c6MFREZAtjKdrp6+k56RgI5Jys+bZgHLE/p7+PuRDGdjKHeTTOx5Uz1rQPzRWO0oUvlSjStkBw3NuF0RYI7n5BHcDb2xsAUFZWBn9/f5lDQ0RUp6qqCgDg6elpdlnFjoFARGQPZZU1Vq1nKnO2srpWbwBObTW1EoxDYG0LBAX2i19aXW10etA/L9fupNbECS6pViPIS+WwrjJKKwynD00XRi6R7WG7WrWAwtJKeHt6yB0Ut6KdCuyd18G8FOfn6EtYWlGLQF/eE2xRXiPIlvZsaWkqhs7mBcFu8aXW3gdCkquqVZtdpqTC8LuzpRydvkoqqhHk68Uu31CXORcWFoa8vDwAQEBAAM8LEclKrVYjPz8fAQEB8PIyXzzAAgQicivfb8/EHd3jLF7P1PfYiHe2INjfeMb3wl/TLd6fdJT3Ifnwxm16075KP4vFx05h2g1dcFdi84YZygu+5Fr/mIttdzbVm37yWjWG/H4Ft8f54vN+TcxuR4qPwpGf7bF9I25g5OxUlFfVIiqMXSrKRepbAwsMXM/hi0Wav8Ve3/XHCkVvXzvbJyO/And/lI5b24aIXp/0df3snGz7nrxtr8P2dSq3Ag9/eQYD24VKvu2Ob6ZJvk1D3P2WKeUz472Np8wuk3mlTJJ9GQu2va5npzd+x23tovC/MTfYaQ/OJSYmBgA0hQhERHLz8PBAfHy8qAJNFiAQkdvZnJat+Vt0xQ8Tb9aCABSXSVMzyNQ+5OKIWueLj9V9PM3ad1i3AMGNLTtb97G46XKlzCGhevX3i/KqWgBAXlGFjKFxPzqD4tr5pshKge5py6liq9Zbsa8AALD1tHXrk/zOF5fadfva96xv9uYDADafvGbZNiQNkW1Y6Epi/XmSmeX1VCoVYmNjERUVhWojLbKJiBzJx8cHHh7iWkSyAIGI3JrYDyBn7brF2T7wnCy4bsfZ4hO5GBfrQ5ycGwuZyBKOLAAl+3O1S+hqx6N0np6eovobJyJSEnbUSUQkgtwv1nIWYPCbwv4an2NrzjmvE5H1mH5cm7NWAiDXIcUgynK/i2pTUljk4HKH73IHREREUmMBAhGRCHJ/KFk9iLK0wbA7ZwsvETmQVo1vue/JRETuzN0L5dz76ImIyB2xAIGISASn/VCSINjyjr/gnpSaOarQYJEbYlwkJWGXNGSO9nsko4vzc7U077TfOURE5DAsQCAiEkHu7wRX+1Ah6TGO2J8K7PRcVlpRXC1xdGf6cXF2uLy8G5AlXO0W42rHQ0RERKaxAIGISAS5P5Ss7i9XklwTfiXam9IzopQePnI/zPAnImdl/d2L9z2lcNYrYex9jo9UIiIyx0vuABAp1c+HLmHNkcv44F/dEOTLpCKW0fdPBeVAfrf1vOZvse/Lq3ZdsE9gRNqdnm/VelJ8EOzMzrN9I1bacbZAtn070i3rdY9Tad9x9eFx90zbyppazPw2Te5guK3tF8s0fz+8+pKMISF3Ne/3S6iqFfB/dzaXOyjkZB778i/Ry770U6ZV+1h16KpV65HlfjtdKncQzBr24Q4cvXQNN7Vpqpn24g+H9ZZLfGUt2sUEOzJoRETkhNgCgciIySvT8Ed6HhanZsgdFNfg3vmOTu2NvWmy7XsR059oTGL2V1peg72n3KNQS+mO5lVKuj2mHzKnvEqNL3fm4es9+cgvqZY7OORk/spsyNw3VxZfVaP8O5Kb1ydwCkcvXQMgrjLOyZwSeweHiIicHAsQiMwoLKuSOwhkRwpqGGEX/L5zTrxuRETSkeKeWqs18EaNWtB5geA9myzj/DHG+Y+AiIiILMECBCIzVK6ew+zmXP4DyOUP0HJO8+Cz8NrZszZgfddFjE7kqhi3yRasjU2WsDa+KCmeuXuXhkRERO7GafJRiIjIctIMokzujvkERERE0uAjlYiIiJwNCxCIzFC5fCc3jsGPJSLxBEFQVP9aLIgiImdmj0JQ7fdD3iHJEZQUz5QUFiIiIrI/FiAQkVtTUB4tkW3s+DWvZk4BuTi2siEiR3GF+40rHAMRERGJxwIEIjM4BoI0lPqdodRwSYUfeM5JaZdNXT8GgtICRkQkAxV03w95byQiIiIiV+YldwCIiMh+Tl8qljsIFiupqgbgLXcwZPXpqesoqlRbtE5uSYWdQsPMMXJ9J/Ir0TzEve877mDHmQKL1/lg82XUqgU0CWj4bMoqrGy0FG+SJJ61seWXw1fxRN8oScNirS935sodBCIiInIgtkAgIiJFeX3vIbmDILsvTpdh/aXGGVSmDV243U6h+WdMBiIX9szabLmDQHYkQEBRWRUe+XKvxet+ui0XX+zIw3u/X9ZMe/GHTN3t8xZJDlBVI+CuD9PlDgYAIPtatdxBICIiIgdiAQKRGezByEL8iCYb7cnJlzsITqm61n6JTzMGAtO35JoHeModBCK3cPV6lWTbKiitkWxb5H5YKE9ERETOhgUIREREZBLzOuxnx9BIuYNA5Bakvo1pVzDhLZKIiIiIXBkLEIjMUHEUZSJyc2qWIBCRExME+xaEqnmLJAvwkUpERETOhgUIROTe+BVHZFZ9dwsC69kSkdOy3/2LXdIQERERkStjAQIROQS/rUkp2KjIcky+ROTs+B5CRERERGQdFiAQkXtjbrLbYSaS5diFERE5O8nHQODrA1mJT1QiIiJyNl5yB4BI6fiBKA1+LBFZr6JWgJ+n4ZtRrVpAeXWtXfdf3783yxHIlZVXq1FRI8DDAyiqsG+aIseyx61L+37IeyNZgvGFiIiInA0LEIjMUIElCEQkr84/5+LYfdEG593/yU4c/vuaXffvwdsguYGURRlyB4Hs5N31JzF+QBtJt7ngz2zN36vTrkq6bXJtHE+I3I0gCFCxVh4RkVNjF0ZE5N5YDcztOOP3S5UayCkzXCPa3oUHAJASG2L3fRAR2cuvhy8z05YUg6+e5G7UjPNERE6PBQhEREROQC3jvutbYvH7j4icFTNtG2ROTML7txtu1UZEJDWBN2AiIqfHAgQikpSxGn6KrfnnjNXRySbO+g0jZ+0txaZfIiIiIlI0tkAgInJ+LEAgMoP5y0SkBPz4IiKynrMWHtsL32/lw7hI7oYVUYiInB8LEIjIvfErzu0w08Ry9cmETdCJyFkxA4uISB58fSQicn4sQCAyg3mNRKQEahm/vvjdR0TOjhlYuvh+Kx9GRXI3vP8SETk/FiAQkXtjdXRyEnIOokxERK6Frz/yYWYquRu2ACMicn4sQCAygx9Y0lDqx1J6VpHcQSAHU2pcNGdU6lXZ9l3fdZGTnjoiItz94Q65g0AEACgsq5E7CEQOxXG8iIicHwsQiMxQsQTBpZVX1codBCJRCqv49eVqHkr0l2Q7YT58ThGRZW6Ik+b+Q0RkDsfQIiJyfixAICIit+LBvFZSiNk9Q2xaf2hzP/w5pCn23h2Foc39JAoVEUlhdK+mZpfpIGMmflywt2z7tsT4nk3kDgIR2YgtEIiInB8LEIiIyK2w/MBy9RXHWIFMWp42tnDz9QRaBXvB11OF+CBPiUJFRFJIjjFfOJAYwYI/c2KCvOQOArkQH9YikQffH4mInB4LEIjIIfjeSErBXsksx8HviIiIiMgaatZAISJyeixAIDKDeY2W4eshEZFjqIz8TUTyUzFVEhEB4PchEZErYAECERERmaTpwoifgIriodWchleGyPmwiIGI3AEHUSYicn4sQCAyh193RC6F3d9ajt99ysSoTKRc7C6PSHlYEUIeHESZiMj5sQCBiIjcCruVsNzRS9fkDgIZoJ1ByVhNpCwseCUiqsOCGyIi58cCBCIzmNlI5FqYoi23dFdm3R/8/lMU7bjMS0OkLGyBQKQ8fFbKgwWqRETOjwUIRGbwA5DIdczsFsw0bQN+/9kmKcTL5m3cHO2j+dvSqPxSxyDcFutrcxiIzIkN9ZY7CE5t2l3NLVr+2VuiMaZPpOb3sM5NRK33ar+mFu3HnKhAT0m3R+7N0w7va558CZQFCxCIiJwfCxCISFH4Wk/2FOXPzA1b8APQNm92C7Z5G693DdH8bWkXRiNb+uN/N4nLWHQmTfz4Oqs0LZqwoEpMPqWxZUb3jjQ8w4jnbo1BgE/D823uiESjy/Zu5q/5+9keDfeDwa0DDS4f6is+fbUN9zG/EJFITQMMv7PFBllfGO9pweNiVIcQ8wuRKGq+QBIROT1+cRGZwQxtx+IAt2RvfPBZj33Yys/DSKGBmCvj4aI1L131uIjEUqlUolvXGVvMw8gc3vVJLvboRtZYPDcSAJII7yNERM6P+ShE5BBiK57wXZ3sSgAjmQ1YgUx+2tHX0nxzV436LD9QHt4qHMtDZXv6liId8bqTlOxxb/dg7ocsBL5AEhE5PT5CiUhR2AKB7InlB+TsdLstsiw2u+r91UUPi0g0leY/8mIeIUnJHlHaknEV2LpNOrw3EBE5PxYgEJGkbH1B5Ks62RMLEGzD7z/5acdfY90ZGV3XRSO/qxaMkHNzZLRUqWzP7GQyIqWxxzPL04IHBtOEdFiAQETk/FiAQGSGq2a4KBVr+xAAFFdU26W5syAwTVurulaN3OIKuYPh1KSIeiojf4saA0GC/SsRnxvk7lQqCXqLZxdGpDB2KUCwqAWC9Pt3VxxEmYjI+XnJHQAicg9iXxvLa/mCSUDnN37HvV3jJN+uAIE1yqyU9Np6uYNAsC1DxVXz2f29XfTAyKk5Or3Zuj9jqwd5e6C4Ui1qG8wjJClZNOCxSME+nsi9XitqWT5ZpMMCBCIi5+eqldGIJCNBnS63wtdDksovaZftsl2maJKLyoocvghfD2jnj2s/k9SC9nTzPP/Z/8udgiwOBwC0DfHCkGa+Vq1rT6/0bSp3EBRjZE/rz8XtKaFG57WL8bdoW2o13waM5Ze9fncLxwZEpMa3py+HxSI5wgef3R0rehu86mSpmbdGGp1nj0K4j++KEb2sqxa6y4H3BiIi58cCBCIz+PJoGb4gkpIJsC4T11pPtQ1w2L7INUX4emDN7RGa39rRNz7IU/N343tv5oMxyHxQN6OkvuuGxCD9BqjB3ioMa+GnN/1urWm/D26KxX2bICnEsgas39zSRG9a5oMxWDMowsDSlosNZoPaetqFANEh3hatu/BfrfDH5PYG560e1w4n3ugqeluNGxNOu6u5RWF58qaWFi2vRMYeNf+6oanZZawhRZlNcoSP5u+BLYOwcXQCOkbp3xeMMVZoEhPo2DTaM0H/nuOK/Jy89VXmxCQ81iXM6Hzto8ucmCTJPpMjxBeCS/G+2C1GfPpxZWyAQETk/FiAQESS4gsiKZkgOHhgSwfui1xT41uqsUGUxTDZ97Md79327kea6UyLHU+GJZlp7K7C8Ww95ypIEX2Ucd2VEQr7c/VW0nJX4pJi9xxHoZ67pEoiItfFAgQiM/jeZxm+HpKSMX6SMzI2cLKxv40xNdiwGs6bPhzZqkjplHImbC0/YPmDFSQ4Z65y2gU3iUCufuuT+/ik2L2LXyLR3CRJEhG5NBYgEJGkjDWh53sjKYUjP0j54UjapK7NqP23rfdYYx/3Unz02zsdmGxZ4Wa0C1PkPC21HAPB4Ww95aYKGMUyFgS5M4LJOckdbaSIt2yBUIdPBCIi58cCBCKSFF8QSckc3oURc03IRo1r0lra6kD0fiTcljlSpwomswY68UPG82JrZrbAtwmLKaELI2NBYBIla8jdRZMkLRD4gALAFghERK6ABQhEJCn2e0xKx085cmoq7T+tq21ubFl73b5NjeMgBabpBkrJq+K7gDhSZpAq4ZQrIAjkQuS+n0mxf4XckmXHZwIRkfNjAYINsgsr8ML/jmPfmSK5g0L2JPfbqxP55GQp3j1aKncwiIwSAHjxyUdOxmi3NBI+nozV+L5aqdYPj437kvqxKkXXK65CKWeiVj/auB1H1zy2NXvOlZLR1etVcgfBIVzpmhkid/c/UqRhuY9BKVh+QETk/JiNYoN3fjiDPacLMenLY3IHheyI733izTVReMAXR1ICtQCMTwly2P5ui/V12L7c3V03NJc7CGZZ8zwRoNuNkfY2tF/iBsU1xLVmAZa/3k1qbzhd7M7Xz4izOaPyn/8nBHnauKU6sUFekmxH6R69MdL8Qla+tEy6LdbovH6tg0Vt4/E+DeF7zEBYb24jbjsAcENiuOhllap7i0DN30/2iwIAxIX5iF7/Xzc01Zs2tFMTzbYau6N9GACg2T/7GJQSanC5Rzsbni6Fxu96dyfV3VfG9Wxi1faGtrHueZ15pcyq9ZzNmD6G44JYPRPs+z7k7y3uWTSsreFwvNQnQue3Jj71sC4+DU8Wfw8CpOrCSIKNuAB2S0dE5Pzc44vLTgqK3aN2CxGRknUM88K8XqEY8vsVUcuPaumPaQeKUV9BtmeEN/ZfqQYAPN02AJ+fli7joW0IH7OOkBAViOeGJmPdvr/lDopJnh7AffF+WJ1VoTP92PAo7CuoRmZpDd5MK9FbT/uzW7u2vXbGRPcIH6y/PQKnrtXgnng/vW3cHG0843Jx3zAMjvPF+D1Foo6jVkSJ8Cd9wvDc7rrtNV68vkZmsLcH9t4dib+v1yLExwOrLpRj0cnrosKgzd9bhb+ebAkvDxW6f34OADDhhib4+sg1XNNqQZEU7oPXbmqKMb9etngf2ka2D8HKE8Vml7u/XTBWndS/nvWCfTxQUtUQvv+O7ILnVx4GAAzvGo4J/WNwNr8C3eODkFdSDT9vD3y9J19nGymx/kjPLtf8trZLnGdviTY4/cl+UZg0ME7ze88rnZCeXY5gP08UltWga/NA1KgFVNaoUasGlu2uC9/QTk1wQ2IQ7vowXbPuO8MTcMs885Vudrw8AAWlzv+OHRPqg42T2uNaeQ06NQvEyJ5N0TTIW/T60+9qjtG9mkKlUiEh3BfnCiqQGOELb08V7usWgTFLz6CgtEazfIe4AGyc1B6R/+zjvw+2RG5pKBIiApD02noAQLNgLwxNsiwTFQDSx7XG3kvl6NXMH+0XZRhdTgBwbGxrHM+vRIdIX/h5qTC5dzVaN/HG9NR8o+u1i/DBySsN1/yGOD9M7h2BnrF++F5EWjNlxZBbUa0W8Ojv22zajiF3JTTHugvyPXeGdQ7HXR2boFmYD7q+XXfveKB7BB69MRL3fnISABDq74nlT7bF3R+l663/7v0JGPjf45KEZdXYZNy/+JTm99f/TkL3FoE4mVsOPy8P+HhHQgDQOjIIW07moV+bpkBBXVz64I4YTOpVjUHfXAAAzB0Yhd7N/JEQ5oPdTyQi4J+CiAWDYzTxacZW3fj0765h+F9akcGwdYj0xYLBMWgZZjz9zR0YhcFtgjB/9xV8deSaqGOeeWukXjgaa3xHHt0pFMuP1m1/9XN9cd8nu0Tty5lse2kAbnlvi840ViQjInJ+zNkgMoM1R6TB90b7uLlDNLYfz5U7GLLyUAHtQsVlygioa5KeEuaF40V1GS/NAz01BQg9InzwOdyj5qIr6dY6wikGKvRUAYHe+uEM8vbAgFhffHW2xsBauvdPU4Mop4R5I8VIBkmQl/Hz0ybYy6LzZ26A3GBvFfy0GheYWjza3xPR/nULi6ms2rqJNzIKq3WmqQBEBeq+0np7qBAb5IVrlQ2Zki3DvNE+0vZWQdEiWzw0DbCshUXToIawBfp4oFkTXzRrUjct2M8Tl4v0M9V9G/XJpn0ZLbmm9cs2vlZtovzg7dmwnVB/L9zYynAG9KVG4WvZtKEgS6WqK0ATo3mTAOSXVIpbWOHiw30B1F3DFuGWxT0PDxXaRPlrfreNbvi7daR+IWHD/up4earQJkq3ZncrEy0gTEUXf28P9E8MNL6AliAfD/Ru1hDWNuHmW100D/HWKUCICvBCvxYBovZnTnSAPzzt9HyI8Je3laFKBbRqFBfiwnx04kpcmA/8jNxcxaZJMVJida9XfeuG9v9M9/dtuG8Maq9bYOnpodKJJ75eKiT8E1djg72NLqctwcR7oKfKdDyMCvTEQx3qWub0bRGgKUAw9+0SJeJZ0Pg+3EKrYkm3+CaICPTBFQm63GrVNBDnCiwvgLeH+Ahp0i4RESkLuzAiInJiHJTMMvVNqI0OIivx/pwgT5scyFOlMlkLz1Dt8boujLSW0RlEWTwp43atmY15qnTDLHrfEgbSQ6UyG07rty1uOUtvz9Zkcno2WsVVbjnu8mRz+DPCxP5UZuaLIdUriYeTfKE6wyuYILjOfcFaFo2TY8E1FbNVc88Lqe4BSn/fdIa0QkREpjnJ6xmRfKztDoCIlMvaTFhSJme5htYOpmi0BYJ98kTMMldw6aVSmdyfI66Xh0q/qyWVSppMFrGbsPSce2pFEEPrGprm0ShS8d6mHEo8/2bvQTbeKMT0c24oCI3TpZQtBlRw/IDWcmp8pLXmmoy5CFNX2MtMjof2upb01S9NAYI0cdNT4aM1s8ITEZHzYwECEZET4wu5ZQydLjfKVyCZNa4trsfCuGhRCwRjpRBoyDMUezsxV7PfQ6XbzVHj7dqS5gwV6hvKgFGpALW60TQoM1O3nk4BgshrYTZO2ciizC3twb4VUpOddJm6LI7KZBezG6nzQpWc7m0h5rjkKD9QWvo31wJB+7ki9b7NnQqp4rpFrSxkwFs6EZHzYwECkRkKfx8jd8c3couYO12Sd2Ek8fbIuVlVq1ZoPIhyw99Wt0AwEtHFxn8xBQjaizRe3MNIyhCzf7G1Qw21QKibbnuqtNd7QePWBNaso50JLEU4BStz02xvvcmHmz2YihNSdGEkhqFobmygdSm4e0wSBMHh3zJKS/3mxnowen7MBETMeW18L9QrUJco0Sm9lY21zxIiIlIOty5AuHq9CuO+OYDtZ/I107YeK8CrX6ejuqau2pogCNh4KA8X8uUfVPNKSRXW7MtBRVWtw/ZZXFaN3/bl4HqF4YEdnVlNrRo/HvgbF6+avra7MgqwK6PAQaHSdfV6BeZuSMPBC/nmF1agC6U1eHTbVZwtdr34oxSGMsjIPGV/ZpHFnOSCmu3KwMA0vTEQdJYXf+DSdmFker65MRAckc/hqVLphVMlUVaN2K3YMgaC2FVNjYHg6GQhZRzjo80+TLZAkGD7Yq6bmP1IPeixvdKCJd3d2IOY06SWYQwEpeVlm2uppduFkXhiDtPcuZCuBYI027EX3tKJiJyfWxcg3LlgG9Yfy8GjX/6lmfbqNyex9fgVvP3DGQDAH0cK8ObK0xg1/6BcwdR47tMjmPXTWXy8PtNh+3zl63TM/uks3vnxjMP26Shf7b6AKT8cxi3vbTG53J5zV/Hw53tR7sCCm3rPfLUNW09nY/ov+52yD9Nb1xdge24VBm2UpwDGHbSNC5E7CLLrGu4jetn6zA3tDMCUUG+9+Ya0Dva0KFydm3hZtLxcvO3dB4oDtGgaKHcQRAn1Nn2u4wP141hKmBeCtdbz0solaG5geWM6hDXEx9gAw+uJfcr0alqXZgK9DB9Pr6Y+iAloeMXUr3FpWOtg82mmR6y/qDAmhHqjtlEXRh2ifCXJ2GoZ5m12mY6RvmaXuSU+QOd3eKAPfP/prDspyk9v+QAf/df2js10435EYMM57B4fZDYMjQX66MaNuDDx91ftdRvX+G3RRPd8dGoWanJbEUHmz5/SiYlrydEN8bl3S8uuV8+EuuUDfcV/zpkq/Epu6oPuMfrxzhJdRaxvKAwdGqWXdk2lu/4eKpXdamcnBFuexqTkY6Bz/4SIunNXP6tbi0CD9w5DgiyIS4bU3y9ubBls03as0SLUG038DIe/e6PnRuPlbmjWMN/Ue2C7CN37YeNolRCq/2xonLHfstE9tVtCE6P7M3R9jUmKkjcu1msdafh9jIXCRETOzzlyN+wkt7jS6LxNh/Px5qhkHLtQ7MAQmXaxoAIAsPX4Fbx4b2uH7DPtfN3xpx674pD9OVJ9qwKxLzQV1bXw97EsA9FW5dUNhRZqtRqeHo7dvyXMNU0V+954X7wfVmdV2B4gN3Fvn3h8s+WcJNtKaRKK/7uhCx79fZsk27OnZ5MDceRqNZr6eeDlzuI/murjoXbm1uNJAXjnSIne9MbW39EUt67LR3a52vhC/7iruS/e6BpistZb13BvpF2tFhFq+/r26Rvx4OLdFq835/5OCA/0wTNfH7BDqAwb1rsFftt7UW/6bV1iAQCLJvTBuI/MH0uH+DAczyoStc9mEQG4dMX6Vogd4kIwontzhAV4o6mQa3LZm6N9MKNrMJJDvDB6WyEA4MmkQCQEeeGtbiEI8VHBz1OFb25pgjPFNbgx0nzm7rrbI/BndiWeatvwUd8l3BtvdA3GG2l18d7SrgVm9wxFu7Ay3BfvhyOF1SiqEpBXXosIPw8UVQl4IikAId7GE5OxZHFPvB9yymvRs6kPlmeUGXwWTL+5KZqHeCHU1xOvb9Vvnbfi/mY4lleJ21sF4rUteZrpL/WJwFPdwlBR03CsvZv5o1mwF1adLDEa1k+HxqKoohbrz5bieH4lnurWBEOTgtA2Ih4/pZfg9NVKbMnUjR+Pdw7F+BvCsfhAoWbavzqEINTXE+0jfRDi64n0gko8070JOh0qRGGFGq1btkCL8AB8/WRv7M64gvu76ReUNAnwwtwRCSivUmNnRgkCfDzw7M3RWLQ1R7NMi3BfvH1vPMICPNErMRjx4b64s2MYtp4uRlWNGh4eKhSUVmPZbsMtG5sEeuHd+xNw4EIp2kT5oVei+IzA+nV9vFSajK+lY9rgZE45bmoTjMKyhtaI/x3ZBWuOZONKaRW+3nMBAJASG4I593cCALQ0UCjYJMAbhWXy3zPFGNMn0uSgpj8+m4ydZ4sxunck2sf640R2OR7u1RRLd+Whb2txFQPeGNYCbaL8MKxzuOhwGcpH/3VkC2zPKsOjncJQWSsgJsgLd7Uxft1TH0vAHd9k4fNhsdiRVYZ9lyvw+q2R2J51HU92NZ4Zqh2GjaPj8XpqPqICPdE2whdPdQvDjc39MWrVJdzfLhiPdjZewPRy3wi8u6vhuyQh1BsXrunGi0PTb8fqjXnw8fCEt0ddXJzVpzvOXitBjVoNbw8PnCy8hp3ZDfeIcF9fXK3U/zZ8tWcn9IqOxH1r/0R8UCBubR6DliFByC+vxJ2JzTFr/xGzx2wvkUENn/Lf/DsJh/++jsHtwwAAv45PwfpjRXj0xkgE+3nivREJKCitwafbc1BU1vB98cnDrfD89+ex9j/tUasW8Nvhq6hWC8gsqMR93cJxMqccNyeFYMTiU2bD89UTSfj50BWM6tXUpuMS80haNyoef2ZeR4dIX2QUVqF/QgB+GRmP1SeLMSIlBKtOFqNFiDfOF1Xj6W5hOuvWL3drQiC2XriOMV0b5hvb9Zp/tUDTAC+sOH4NagHoHuOn0wo4pakPvhwWB19PFW5Zlonr1XXzGremGdw6EK/d1BSd27cBALw8uB3WHsk2uM+Nk2/Bb4cvw9NDhfc26p5/Xy8PVNY0vI/e27UZfk67bOqUITzQB1evV5lcpt5b93bA9F+Oi1pW2zdP9TYyhyUIRETOzq0LEIicSa0AmK/zKB/zWaritA/zVnQBQt+USOxKd0yXUnd0j4O/jyd+2aOfYVovwFea23jmnKG4/E8+cHSAP3LLyiXZrj34eACvdraudpumAEHre85HK5PHVIa/j4cKu++Owt/Xa3HTOtNx4JM+dZko5TXGP5iGNvezSwFCbKgfsq/pp6EvH++JJ5ft15t+Q6L4zCdt/+oVb9V6thjSo5leAcJ9feLh/U9mZXxkIEICvFFsJpOxe5twnQKE10d3xZvL0wAAg7vHYePBho9wS2oANpY5Z6juhAOmCxBUKhX+nRSok6Hv80+kfLRNQ231m6J9cVO0uBq67cO80d5AjflH2wRoChAsFebjgUnt6wru4oOke5X0UKkwtl3ddns29cHqrByd+Qmh3gj29cTEXhE4nGv4OXFj8wDc2LzuXGk33Bt/Q108r6htyDh7d2AUEsN8TBYgDG5dF56RHXQzNNtG+OLVm3xxsbgaNy/N1EyffVsURnWsW1Y79c8ZGK2z/oDEugzysT3+SX9xLQAAvVqGo1fLcJRXGs4Iqs8sfqhnQwZdoK8Hrlc2PIVHdI/Q/P1c/xgAQMumDTXDN58sMlqAAAD3dAnHPV2suy80Xq93y2D0NlAbuUmADyYPaouPt5zVTBs/oDW6tAgzuu1u8U3w58k8o/MDfDxRJrK1qJ+3Byqq687Zv/tG4X+7jG+3seZNfPB3oX4mXOtIP6yZkCJqGx3iAtAhri6e9moZjF7/nKNnbokRHY5Qfy+M7x8rennAcAFC52g/dI6uix/enipM7BWhv5CWxDAfnJ5Ql/l5a0JDQU83ka0XVCogOcIXK0Y015nep3kAMicmmV1/XM9wnQKEDpG+WHJPHG77uq4gavert6FJoA+GJOhuv3/zWPRv3nC+1mZe1BQg/DZsICL8/ND3h7V6+xvWsu5Zt+vBoXrzGruteSz+/NtwZrA2b08Vqs0NJiOCdsuKHglB6JHQUKGiZVM/TfoHgLv/uXeM6B6BXrMbCj0GJIcibXpXze/xA3Tj1K1tde99baL8cDbP8P23WZiP3vr20j7SF+3/ablSfz+ND/XGpN518ddUPNZernGrGd3xexp+dfynVdjk3g3b/fP8dc3f6x9O0Px9fFwbJC6sa73v0egVQqVS4enuTYC4uu0E+hqvHNayaSAmDkzC17sz9eadevtOJL6iH1+1eah0n4PvjuiMp7/Sfw805NE+iZi55oQmns5/sAte/OGw2fViQw23EnTChvRERNSIW3dhpE3NpxppMVQbUy1z20u592+OLUlIp89mhfem4shBylQqlSQDflq8X4fv0XHqk5GxiqFSPxRNtWiw16U1tllrBmhVGkPnrPGtR8yt0qPxF725nTiYXIMh2usx07ifcGsPz9IobHAQZe1wWBcM3e012ogcPYIp/PXAJO33b3NjS5g7tVL3m2+MsS4lFXDrcApSP4oEQffci31vkmrwWp1titykuUF9lcyZ7zdi6IzfI8EgymbHPnLgjcPStCdl9oirxxsiInfgxK8v0uJApKTNUHSQO44ofQwEW4LnoTL8txI5MkPfQwVZcvMVfglsimsNLRAMH6WY62tJFDCVmejo8+yozDV7MvShbWn3O4CB+4ygnYmpLPYKj7WDRlpD7BgI5mhffjHbaDwGQt02VAb/tlbjF2ntgjq+Wpqn/W5l7nLYOl8qxp5BSrt3GKKEdyypg6BuXEBpRTikKkzwELkdOSqHOBN5b53S7t3cu5eoNCkivogZ0NvSeKf9fmXrWbHmXY2IiJTFKQoQPv74YyQmJsLPzw+9e/fGX3/9ZX4lC9WqBbZCIA1DMUEtVR89VlJ6CwRbQqedyar0m5Ijv/lka4Gg8O9aKVKCsYx9qWsPm4rP9jrPxh5lpvrjdhZSXR9Tm3GB0ySKocO011Om8XatjfuWtlYz9NyUusVb43TlAmOSO1StWrrCO0fd45T+PmaKEqKnXWr+a/8ttgWCHU6G2G26y3PGGVmSvMVcRrMtEOyYKhunBUvjvKQtEKTbFBERyUTpeXVYuXIlXnjhBbz++us4ePAgunTpgsGDByMvT3xfpWLUqgWn/iAgaRmqJVEjcwmC0lsg2JJ8tF+ulV5L2pHdwHio5KqlpuxrYEtcq1/Vy8h5FdPdvSVnx1RGhr0ewMZaS7lCAYKh9GdVfGh0XQSdWc5/npTO2jNs6f3QUBfjOtfaynBoaxwk3XTmmOe2M7++6hQg2HhBrH5eWpqpZuR10BluHfbMrBQdBjt0YaRN7KPOHudC7DusM7dAcPWa5JYcnZjL6GUmQoppOSCGmMtiy3ugrdfdxaMNEZFbUPwgyu+//z6efvppPPHEEwCAxYsXY+3atfjf//6HV155RfR2zhWUIrjSeHZNRn4pijx1Bw29kF+Gq6XVOr+1FZcbn2dPxWU1Dt1fPTn2aUg5jA82ZYkr1xsGwMvIL9WZZyizPrOgDJU1DV+Nfxc6tkDhctF1lFUZHhjUr6TGoWExxNRgsebUfXDVra/0bypHF3DIcT6Uns9sU8r7J5oaqyXs8C6q7MBYazqXKEAw1IWRFdsxdSaUdg+y21gZWhsWGv1fanotEKzcjnYUFrMNQxm9ggVd5ojR+JnAFgiW0S3wtO3kOaqA31ghrTNceiXc3yQvQIDuPUb0GAh2OBdy7ttRHJEP7Cx5zWIuo7lngqj6YVbmvjfetS2FZrZek0tF5Xrf23IrKVFWeIiIlE7RBQhVVVU4cOAAXn31Vc00Dw8PDBo0CLt37za4TmVlJSorKzW/i4uLAQD3fLgTHr4BRvd1z0c79aaNmn/Q5G+x86RWVaN26P7qybFPRxk4f6vZZR75cq8DQmLcyz/Ju397CvFW4fo/BRC+0pQP2U2Qv+Num4F+XvARUyVeYkHe3g7fpxi+HkClGmgZZDiSBHmpUGqmIKv+dAZ5G/6I8hZxuqXKo/KxU2aXv48ncF1/ureJURsTIwKQeUUZhcSmGMogbJxGopv4oaTccGGrZp1GF1q7cMXXWzd++VtwU/L28kB1jekiLj8Lc5gdkSFdfzYC7LQzL5UKLYM8cb60FgAQLCahGRCotZ6YArEgHw9crajVmaZdcCJFgXDjZOWjdQ59HXT/DvLzQHm1+KJVczVi7cXQ+BO+WifQx8t0uPx9TD9/Q/y8kF9SaXKZekG+3qiorlvW0usU5u+ForJavemBSn+BAeBv5NnnSME+lp1vXzP3Jb9G8UbOQZT9vcS9I4b4eeJauX4ccgRbx34IsPD6WcPKR4QktO+PvmbuSWLupQESHEzj97dAH/17jaFnYrCfFwrLqk0uA9S91xoqyKh/N/Tx8oCPjSN/T/nhsE3r24O6UvnvvURESqLoAoSCggLU1tYiOjpaZ3p0dDROnjxpcJ3Zs2fjzTff1JseqKqCp0r3cIsrGmpth/h56UxTqYBgXy/UqNUoq1LrLGNqfXty9P7k2qejlFerUV1r+NoCusdubBl7c7bz3/icaVOpjFeg+e+YG/FL2mUczCpE35vb4zHhHJbuzESf1hHYnXFFb/n3HuiMz7adw7j+rfHC9w0vpEM7xSDt7yJcKqyw+ViMGdstCr0ivPHqqmOSbzsq2Bd5WpkfT3WKRICvJ5atN7yvwR2i0aKyEne0CcaG47k68z4Z3R0f/HEap3Mbate0igzEuXz9nOVX7kxGcXExgpLqfs8Oa4mXfjiC29pFY/HWDABAu9hgnMwuAQAE+Xnikd6J2Jyei+tVNUiICMSoXvGY+N0hvW0/c3MrHLpYiH2ZhQCAYD9PlPyTodeleSjKq2t1wmjMS4PbolmTAPx302n839BkFLeO0Ftm8cORePjzuoK2/47siu/3X9TEn5gQX0SH+GHgbR1R7O2JCdEVOL78IEbe0ALFSS3wYOcqXCwsR+te7THq6kks35uFxIgAQFXX+mjsLa1QnFR3gvzUAvoeKUVecd21erhXPNYezUZxRQ0EQcDTN7dCcVKsJlyjutZg+d4sAA3pICLQG7fd1hFBB1NNphtvTw/NfUqsz0b2wKSVaXjohuZ467d0AMCNrcKRGKzCG0Na4ps9F3BDy3As35OFJ25KRHFxMV67PRFPLtsveh93dozRFNB//q/2mnWTY4JRU6tGhoF4Vu+hns2RdrEIT9/cCp9uy8CLdyRj59krOJNbgviIAPxdWI6BKVF4e0263rrdfIFhKWG4XFSuiVMTe8agiVbFgem3xWP6z8cxpEMMFm87p5ke5OeJTs3CkBAegDEpEVi+vgpF5TWY+0Bn3NEsENP/+ZCcdEMMPEpKsHLf35gwoA0Gd4zGqM/3oLSiFoNSovBHel0Xim2jg/Ti7heP9EJNrYB31p3AtKHtNedIIykJj8VVYcfX+3FPlzgUJyUaPU/D21fiyvVKxPZIQbGdqqve274ChWVViP5nHxOiypH+7SE8dENz/HE8D60iAzGkYzQe/XIfOsaFaNKAWKO71+JkdjG69GuP/2teqIkn7z3RB8WxIWbXf3WQD95ZW/e+1yYqEK/fk4LioCAAQFyggJsSChAZ5IvioBiD63/4kB+m/3IML96RjOKgSM30IW3zUVOrhn90MxSrVGgXfh4nsovhoQLaRAXh0RsTsOrgJfRMbGJ02/VUQYBQdQyCAIT6e6FLSksU/1MINfrmcKSe34+7O8ea3Q4axxUEmV5e+zhHtMf/rT6KF25PRnWl+fV6NQ9Az9jLiA71xdm8UtzTJU7UerYK8gTuaBMMAPCqrUBxcQUe7NwUH6w/AgDoGu2rk2b+b1A8Fm4+C29PD0welIQ+rSNwMisX93SJxbqjORiQHIXUU3k4drkYEwa0wcCUKEz98Qgyr1xHda2Ari3CUFRWpVc4qlIBH47ojDVHs7HjTD6GpsQh0MMbczec0izz5j3t0TwsAE9+pX9f/OjB7rhrwQ696a8P6eaQ82iJ6sq68/na7Qn4fv/feG5gOxQH+ckSlgX3e2Dh5jOYdX97FAeFil6vf/dItNyXj4z865hyR1sUB8VgzA3F+N+O82gVGYj/3N4OYcF+6N0sDwG+HkB1GYqLVZp3GmP6RHmiZboKLcL90aJjBVSqSrwztBWW7MzEfd2a4d0Np5AQEYCgpMZpU9etLQOx5WQ+3hjWHre1i8LuL8/j4tVydG0Rhoz8EpRW1sJDpdJp3Tx/eBdsO5OPhZvPaqaN6ZeIpTsz4aECXr2rHVbuu4hnbmmNL7afw+ncUtycFIHc4krNcyc21M+q+OarAoa0DUFNrRphPmGorhT3fHnvniR8ui0Dbw9Nxv7MQizblYmsq3Wt918b2s5sWOrjoo5G98V/31Bc9y3QpTWKveQpkOvTOQrdDhWiS3wYRt7UEn9k7MednaIN3sNTkgX0bnYVrSID9eY/0OkKLhWV49nb22Pbhb04lVOCSYPaNCz3z73OC8DtbYLhoVJhWJc4PLe8rsLef0d20dwPb2sdrMnsbh0ZiJn3pqC4uBgf3J+Mid8dQpi/FzpH+eDxG6Lwze4LaBbmj2lD2yPQ1xPTfj6GC1fKcE+XOLRp4oGmPrXIK6nE28M74mROCU7nlOD1e9pj6MK6e1qTAG+8cme7unfDQYl4a+0JTBrUBv0SAjRhWP5ULzz79QGUVtZi5A3NsfFYDorKazD97hRNmGff3Rpf7jiPTs1CsTk9V9LxFKRSq6rrjcDVu+UiIpKKSlDwHfPy5cto1qwZdu3ahT59+mimT506FVu3bsXevfo1shu3QDh//jy6du3qiOASEREREREREZETyMjIQKtWreQOBhGR4im6SnPTpk3h6emJ3FzdmrW5ubmIiTFck8vX1xe+vr6a3wkJCQCArKwshIaKr+1CRPZXXFyMFi1a4OLFiwgJMV8blYgci2mUSLmYPomUjWmUSLmuXbuG+Ph4hIeHyx0UIiKnoOgCBB8fH/To0QObN2/G8OHDAQBqtRqbN2/GhAkTRG3Dw6Ouv77Q0FC+uBEpVEhICNMnkYIxjRIpF9MnkbIxjRIpV31+ERERmaboAgQAeOGFF/D444+jZ8+e6NWrFz744ANcv34dTzzxhNxBIyIiIiIiIiIiIiJyWYovQBg5ciTy8/MxY8YM5OTkoGvXrtiwYYPewMpERERERERERERERCQdxRcgAMCECRNEd1nUmK+vL15//XWdcRGISBmYPomUjWmUSLmYPomUjWmUSLmYPomILKMSBEGQOxBERERERERERERERKQsHDGGiIiIiIiIiIiIiIj0sACBiIiIiIiIiIiIiIj0sACBiIiIiIiIiIiIiIj0sACBiIiIiIiIiIiIiIj0uHQBwscff4zExET4+fmhd+/e+Ouvv+QOEpHLmT17Nm644QYEBwcjKioKw4cPx6lTp3SWqaiowPjx4xEREYGgoCCMGDECubm5OstkZWVh6NChCAgIQFRUFF566SXU1NToLJOamoru3bvD19cXbdq0wdKlS+19eEQuZc6cOVCpVJg8ebJmGtMnkbwuXbqERx55BBEREfD390enTp2wf/9+zXxBEDBjxgzExsbC398fgwYNwpkzZ3S2cfXqsGx5uAAAD2RJREFUVYwePRohISEICwvDk08+idLSUp1ljhw5gptvvhl+fn5o0aIF5s6d65DjI3JWtbW1mD59Olq2bAl/f3+0bt0ab731FgRB0CzD9EnkONu2bcOwYcMQFxcHlUqFn3/+WWe+I9PjDz/8gHbt2sHPzw+dOnXCunXrJD9eIiIlcdkChJUrV+KFF17A66+/joMHD6JLly4YPHgw8vLy5A4akUvZunUrxo8fjz179mDTpk2orq7GHXfcgevXr2uWef755/Hbb7/hhx9+wNatW3H58mXcf//9mvm1tbUYOnQoqqqqsGvXLixbtgxLly7FjBkzNMucP38eQ4cOxYABA5CWlobJkyfjqaeewsaNGx16vETOat++ffj000/RuXNnnelMn0TyKSwsRL9+/eDt7Y3169fjxIkTmD9/Ppo0aaJZZu7cuVi4cCEWL16MvXv3IjAwEIMHD0ZFRYVmmdGjR+P48ePYtGkT1qxZg23btuGZZ57RzC8uLsYdd9yBhIQEHDhwAO+99x7eeOMNfPbZZw49XiJn8u6772LRokX46KOPkJ6ejnfffRdz587Fhx9+qFmG6ZPIca5fv44uXbrg448/NjjfUelx165dGDVqFJ588kkcOnQIw4cPx/Dhw3Hs2DH7HTwRkdwEF9WrVy9h/Pjxmt+1tbVCXFycMHv2bBlDReT68vLyBADC1q1bBUEQhKKiIsHb21v44YcfNMukp6cLAITdu3cLgiAI69atEzw8PIScnBzNMosWLRJCQkKEyspKQRAEYerUqUKHDh109jVy5Ehh8ODB9j4kIqdXUlIiJCUlCZs2bRJuvfVWYdKkSYIgMH0Sye3ll18WbrrpJqPz1Wq1EBMTI7z33nuaaUVFRYKvr6/w3XffCYIgCCdOnBAACPv27dMss379ekGlUgmXLl0SBEEQPvnkE6FJkyaaNFu/7+TkZKkPichlDB06VPj3v/+tM+3+++8XRo8eLQgC0yeRnAAIq1ev1vx2ZHp86KGHhKFDh+qEp3fv3sKzzz4r6TESESmJS7ZAqKqqwoEDBzBo0CDNNA8PDwwaNAi7d++WMWREru/atWsAgPDwcADAgQMHUF1drZMe27Vrh/j4eE163L17Nzp16oTo6GjNMoMHD0ZxcTGOHz+uWUZ7G/XLME0TmTd+/HgMHTpULw0xfRLJ69dff0XPnj3x4IMPIioqCt26dcPnn3+umX/+/Hnk5OTopK/Q0FD07t1bJ42GhYWhZ8+emmUGDRoEDw8P7N27V7PMLbfcAh8fH80ygwcPxqlTp1BYWGjvwyRySn379sXmzZtx+vRpAMDhw4exY8cO3HnnnQCYPomUxJHpke+9ROSOXLIAoaCgALW1tTqZHQAQHR2NnJwcmUJF5PrUajUmT56Mfv36oWPHjgCAnJwc+Pj4ICwsTGdZ7fSYk5NjML3WzzO1THFxMcrLy+1xOEQuYcWKFTh48CBmz56tN4/pk0he586dw6JFi5CUlISNGzdi3LhxmDhxIpYtWwagIY2ZeqfNyclBVFSUznwvLy+Eh4dblI6JSNcrr7yCf/3rX2jXrh28vb3RrVs3TJ48GaNHjwbA9EmkJI5Mj8aWYXolIlfmJXcAiMh1jB8/HseOHcOOHTvkDgoRAbh48SImTZqETZs2wc/PT+7gEFEjarUaPXv2xKxZswAA3bp1w7Fjx7B48WI8/vjjMoeOyL19//33WL58Ob799lt06NBBM8ZPXFwc0ycRERG5FZdsgdC0aVN4enoiNzdXZ3pubi5iYmJkChWRa5swYQLWrFmDLVu2oHnz5prpMTExqKqqQlFRkc7y2ukxJibGYHqtn2dqmZCQEPj7+0t9OEQu4cCBA8jLy0P37t3h5eUFLy8vbN26FQsXLoSXlxeio6OZPolkFBsbi/bt2+tMS0lJQVZWFoCGNGbqnTYmJgZ5eXk682tqanD16lWL0jER6XrppZc0rRA6deqERx99FM8//7ymRR/TJ5FyODI9GluG6ZWIXJlLFiD4+PigR48e2Lx5s2aaWq3G5s2b0adPHxlDRuR6BEHAhAkTsHr1avz5559o2bKlzvwePXrA29tbJz2eOnUKWVlZmvTYp08fHD16VOeFbtOmTQgJCdFkrPTp00dnG/XLME0TGTdw4EAcPXoUaWlpmn89e/bE6NGjNX8zfRLJp1+/fjh16pTOtNOnTyMhIQEA0LJlS8TExOikr+LiYuzdu1cnjRYVFeHAgQOaZf7880+o1Wr07t1bs8y2bdtQXV2tWWbTpk1ITk5GkyZN7HZ8RM6srKwMHh66n8uenp5Qq9UAmD6JlMSR6ZHvvUTkluQexdleVqxYIfj6+gpLly4VTpw4ITzzzDNCWFiYkJOTI3fQiFzKuHHjhNDQUCE1NVXIzs7W/CsrK9MsM3bsWCE+Pl74888/hf379wt9+vQR+vTpo5lfU1MjdOzYUbjjjjuEtLQ0YcOGDUJkZKTw6quvapY5d+6cEBAQILz00ktCenq68PHHHwuenp7Chg0bHHq8RM7u1ltvFSZNmqT5zfRJJJ+//vpL8PLyEt555x3hzJkzwvLly4WAgADhm2++0SwzZ84cISwsTPjll1+EI0eOCPfee6/QsmVLoby8XLPMkCFDhG7dugl79+4VduzYISQlJQmjRo3SzC8qKhKio6OFRx99VDh27JiwYsUKISAgQPj0008derxEzuTxxx8XmjVrJqxZs0Y4f/68sGrVKqFp06bC1KlTNcswfRI5TklJiXDo0CHh0KFDAgDh/fffFw4dOiRcuHBBEATHpcedO3cKXl5ewrx584T09HTh9ddfF7y9vYWjR4867mQQETmYyxYgCIIgfPjhh0J8fLzg4+Mj9OrVS9izZ4/cQSJyOQAM/luyZIlmmfLycuG5554TmjRpIgQEBAj33XefkJ2drbOdzMxM4c477xT8/f2Fpk2bCi+++KJQXV2ts8yWLVuErl27Cj4+PkKrVq109kFE4jQuQGD6JJLXb7/9JnTs2FHw9fUV2rVrJ3z22Wc689VqtTB9+nQhOjpa8PX1FQYOHCicOnVKZ5krV64Io0aNEoKCgoSQkBDhiSeeEEpKSnSWOXz4sHDTTTcJvr6+QrNmzYQ5c+bY/diInFlxcbEwadIkIT4+XvDz8xNatWolvPbaa0JlZaVmGaZPIsfZsmWLwe/Oxx9/XBAEx6bH77//Xmjbtq3g4+MjdOjQQVi7dq3djpuISAlUgiAI8rR9ICIiIiIiIiIiIiIipXLJMRCIiIiIiIiIiIiIiMg2LEAgIiIiIiIiIiIiIiI9LEAgIiIiIiIiIiIiIiI9LEAgIiIiIiIiIiIiIiI9LEAgIiIiIiIiIiIiIiI9LEAgIiIiIiIiIiIiIiI9LEAgIiIiIiIiIiIiIiI9LEAgIiIiIiIiIiIiIiI9LEAgIiIiUqDU1FSoVCoUFRXJsv/NmzcjJSUFtbW1ZpfdsGEDunbtCrVa7YCQERERERERkaOwAIGIiIhIZv3798fkyZN1pvXt2xfZ2dkIDQ2VJUxTp07FtGnT4OnpaXbZIUOGwNvbG8uXL3dAyIiIiIiIiMhRWIBAREREpEA+Pj6IiYmBSqVy+L537NiBjIwMjBgxQvQ6Y8aMwcKFC+0YKiIiIiIiInI0FiAQERERyWjMmDHYunUrFixYAJVKBZVKhczMTL0ujJYuXYqwsDCsWbMGycnJCAgIwAMPPICysjIsW7YMiYmJaNKkCSZOnKjT7VBlZSWmTJmCZs2aITAwEL1790ZqaqrJMK1YsQK33347/Pz8NNMOHz6MAQMGIDg4GCEhIejRowf279+vmT9s2DDs378fGRkZkp4fIiIiIiIiko+X3AEgIiIicmcLFizA6dOn0bFjR8ycORMAEBkZiczMTL1ly8rKsHDhQqxYsQIlJSW4//77cd999yEsLAzr1q3DuXPnMGLECPTr1w8jR44EAEyYMAEnTpzAihUrEBcXh9WrV2PIkCE4evQokpKSDIZp+/btePjhh3WmjR49Gt26dcOiRYvg6emJtLQ0eHt7a+bHx8cjOjoa27dvR+vWrSU6O0RERERERCQnFiAQERERySg0NBQ+Pj4ICAhATEyMyWWrq6uxaNEiTQb9Aw88gK+//hq5ubkICgpC+/btMWDAAGzZsgUjR45EVlYWlixZgqysLMTFxQEApkyZgg0bNmDJkiWYNWuWwf1cuHBBs3y9rKwsvPTSS2jXrh0AGCx8iIuLw4ULFyw+B0RERERERKRMLEAgIiIichIBAQE6tfujo6ORmJiIoKAgnWl5eXkAgKNHj6K2thZt27bV2U5lZSUiIiKM7qe8vFyn+yIAeOGFF/DUU0/h66+/xqBBg/Dggw/qtTTw9/dHWVmZ1cdHREREREREysICBCIiIiInod1lEACoVCqD09RqNQCgtLQUnp6eOHDgADw9PXWW0y50aKxp06YoLCzUmfbGG2/g4Ycfxtq1a7F+/Xq8/vrrWLFiBe677z7NMlevXkVkZKRVx0ZERERERETKwwIEIiIiIpn5+PjoDHwslW7duqG2thZ5eXm4+eabLVrvxIkTetPbtm2Ltm3b4vnnn8eoUaOwZMkSTQFCRUUFMjIy0K1bN8nCT0RERERERPLykDsARERERO4uMTERe/fuRWZmJgoKCjQtCGzVtm1bjB49Go899hhWrVqF8+fP46+//sLs2bOxdu1ao+sNHjwYO3bs0PwuLy/HhAkTkJqaigsXLmDnzp3Yt28fUlJSNMvs2bMHvr6+6NOnjyRhJyIiIiIiIvmxAIGIiIhIZlOmTIGnpyfat2+PyMhIZGVlSbbtJUuW4LHHHsOLL76I5ORkDB8+HPv27UN8fLzRdUaPHo3jx4/j1KlTAABPT09cuXIFjz32GNq2bYuHHnoId955J958803NOt999x1Gjx6NgIAAycJORERERERE8lIJgiDIHQgiIiIiUpaXXnoJxcXF+PTTT80uW1BQgOTkZOzfvx8tW7Z0QOiIiIiIiIjIEdgCgYiIiIj0vPbaa0hISBDVnVJmZiY++eQTFh4QERERERG5GLZAICIiIiIiIiIiIiIiPWyBQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREeliAQEREREREREREREREev4f7oE4erR9j84AAAAASUVORK5CYII=\n", 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waveform_durationcluster_idpeak_channel_idcumulative_driftamplitude_cutoffsnrrecovery_slopeisolation_distancenn_miss_ratesilhouette_score...local_indexspreadwaveform_halfwidthd_primepresence_ratiorepolarization_slopenn_hit_ratespike_timesspike_amplitudeswaveform_mean
id
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9509547480.604355579850255277464.300.0000381.901627-0.00966729.3820230.0005030.021037...546170.00.3983255.2249520.930.7718350.896970[28.65446967767308, 40.54260320913086, 43.4201...[0.0001745547271566972, 0.0001887489192620048,...[[0.0, 1.6350749999999898, -0.9652499999999762...
9509547390.920268578850255277317.580.0181742.101529-0.01131132.8318540.001682NaN...545170.00.5219433.7024090.830.2706700.610487[63.25363692096018, 185.0097722834486, 204.050...[0.000131369167119172, 0.00016883105291760347,...[[0.0, 3.0219149999999644, 8.901359999999968, ...
9509524791.057621396850255277842.170.5000000.492155-0.00649534.5284130.0122610.024996...363170.00.5494141.4240630.990.0215050.400621[1.1888358866048652, 1.2708025546375663, 1.325...[4.360530987752641e-05, 6.138383799841459e-05,...[[0.0, 7.044569999999986, 3.3793499999999854, ...
9509524660.810385395850255277182.220.0003012.273567-0.01599140.3824190.000334NaN...362170.00.4944726.1207440.740.5154490.523810[184.9915056164775, 204.50437260834036, 204.52...[0.0002997355649510571, 0.0002983626008562419,...[[0.0, -17.295524999999962, -21.17426999999995...
9509527420.70050341585025528965.570.0025764.606277-0.03602561.4486650.0018470.209410...38270.00.1648246.0716500.990.6193360.956349[15.77806946307845, 30.845636380857144, 30.855...[0.00014763103072196583, 0.0001742716021443636...[[0.0, -13.705770000000006, -4.468035000000004...
9509527540.782915416850255295336.960.5000001.447738-0.02070153.9481160.0087560.026447...383110.00.2472364.0408930.990.1465110.783465[0.642235877495376, 0.7374025457480649, 0.7505...[5.610235967471369e-05, 5.2828650779682126e-05...[[0.0, -1.5042299999999964, 1.8230549999999979...
9509529400.824121430850255301370.560.5000001.149374-0.02305036.3671640.0089850.060960...397120.00.2747072.3582990.990.1578960.516181[1.3893692232802333, 6.615002643702571, 7.0249...[7.265123073495765e-05, 0.00012801653057574618...[[0.0, 2.5117950000000047, -9.794265000000001,...
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9509547852.005360582850255305746.130.0035061.601235-0.27921720.5778840.001572-0.026420...549170.00.2197654.1374740.960.6107090.323232[40.513136541973104, 52.841936747441586, 57.02...[0.00016757904783190662, 0.0001585648166824180...[[0.0, -0.6663149999999405, -11.30805000000004...
9509529520.988945431850255305255.520.0435861.664175-0.03451848.7261640.0011620.067813...39880.00.1510893.4314110.990.2505560.886145[1.2159692203903953, 1.4972358917445767, 1.900...[0.00015251149994606925, 0.0001731963619967946...[[0.0, 7.074989999999999, -1.7089800000000024,...
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9509529100.260972428850255305499.030.0059852.562876-0.31591826.8659700.000067-0.123799...395100.00.1373533.1877670.991.1716470.540230[19.974336199678973, 31.82186973046012, 39.968...[0.0001635442685121279, 0.00017976426064995242...[[0.0, 2.4390599999999916, 0.3201900000000015,...
9509528990.934003427850255305126.740.0280142.199858-0.02878445.9257020.0016060.106722...39460.00.1648243.2446130.990.5863040.936718[1.472569224666822, 1.4870025582406976, 1.5213...[0.00027860098455614993, 0.0002834198407828499...[[0.0, 2.9263649999999957, 12.236834999999994,...
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50 rows × 29 columns

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" - ], "text/plain": [ - " waveform_duration cluster_id peak_channel_id cumulative_drift \\\n", - "id \n", - "950955426 1.826801 638 850255277 388.37 \n", - "950954748 0.604355 579 850255277 464.30 \n", - "950954739 0.920268 578 850255277 317.58 \n", - "950952479 1.057621 396 850255277 842.17 \n", - "950952466 0.810385 395 850255277 182.22 \n", - "950952742 0.700503 415 850255289 65.57 \n", - "950952754 0.782915 416 850255295 336.96 \n", - "950952940 0.824121 430 850255301 370.56 \n", - "950952814 1.071357 421 850255301 520.70 \n", - "950952801 0.851591 420 850255301 230.50 \n", - "950954785 2.005360 582 850255305 746.13 \n", - "950952952 0.988945 431 850255305 255.52 \n", - "950952922 0.727973 429 850255305 320.99 \n", - "950952910 0.260972 428 850255305 499.03 \n", - "950952899 0.934003 427 850255305 126.74 \n", - "950952885 0.247236 426 850255305 206.55 \n", - "950952869 0.247236 425 850255305 365.79 \n", - "950952856 0.892797 424 850255305 289.05 \n", - "950952765 0.741709 417 850255305 485.09 \n", - "950954760 0.576884 580 850255307 0.32 \n", - "950953238 1.126298 452 850255307 517.61 \n", - "950953168 0.796650 447 850255307 312.87 \n", - "950953129 0.865327 444 850255307 244.66 \n", - "950954773 0.865327 581 850255311 56.26 \n", - "950953116 0.219765 443 850255311 152.05 \n", - "950953050 0.645561 438 850255311 110.92 \n", - "950953037 0.906533 437 850255311 38.86 \n", - "950953021 0.741709 436 850255311 364.15 \n", - "950953008 0.961474 435 850255311 128.06 \n", - "950952991 1.002680 434 850255311 273.83 \n", - "950952979 0.549414 433 850255311 698.52 \n", - "950953180 0.370854 448 850255315 690.10 \n", - "950953154 0.315913 446 850255315 579.87 \n", - "950953226 0.274707 451 850255317 403.91 \n", - "950955612 0.494472 657 850255321 30.99 \n", - "950955512 0.453266 647 850255321 30.97 \n", - "950954796 0.453266 583 850255321 70.76 \n", - "950953203 0.576884 450 850255321 392.97 \n", - "950953191 0.425796 449 850255321 218.27 \n", - "950953290 0.412060 456 850255329 119.61 \n", - "950953300 1.002680 457 850255335 683.17 \n", - "950953350 0.494472 461 850255339 147.48 \n", - "950953390 0.673032 465 850255345 307.11 \n", - "950953381 0.302178 464 850255345 768.43 \n", - "950953371 0.315913 463 850255345 214.93 \n", - "950955577 0.151089 653 850255357 0.00 \n", - "950955471 1.387270 643 850255357 525.37 \n", - "950955154 1.373534 614 850255357 15.33 \n", - "950955144 0.192295 613 850255357 0.94 \n", - "950955133 0.549414 612 850255357 5.24 \n", - "\n", - " amplitude_cutoff snr recovery_slope isolation_distance \\\n", - "id \n", - "950955426 0.001316 2.001558 -0.015674 35.794170 \n", - "950954748 0.000038 1.901627 -0.009667 29.382023 \n", - "950954739 0.018174 2.101529 -0.011311 32.831854 \n", - "950952479 0.500000 0.492155 -0.006495 34.528413 \n", - "950952466 0.000301 2.273567 -0.015991 40.382419 \n", - "950952742 0.002576 4.606277 -0.036025 61.448665 \n", - "950952754 0.500000 1.447738 -0.020701 53.948116 \n", - "950952940 0.500000 1.149374 -0.023050 36.367164 \n", - "950952814 0.500000 0.830289 -0.026468 29.863687 \n", - "950952801 0.017060 2.749611 -0.048604 57.800629 \n", - "950954785 0.003506 1.601235 -0.279217 20.577884 \n", - "950952952 0.043586 1.664175 -0.034518 48.726164 \n", - "950952922 0.500000 1.503831 -0.029757 37.011978 \n", - "950952910 0.005985 2.562876 -0.315918 26.865970 \n", - "950952899 0.028014 2.199858 -0.028784 45.925702 \n", - "950952885 0.000115 3.685161 -0.273034 90.750885 \n", - "950952869 0.171766 1.158202 -0.063931 54.971485 \n", - "950952856 0.410083 1.156555 -0.014858 40.697488 \n", - "950952765 0.326982 0.555381 -0.014799 37.314251 \n", - "950954760 0.453368 0.643953 -0.044680 6.776806 \n", - "950953238 0.500000 0.610658 NaN 33.310935 \n", - "950953168 0.500000 1.434037 -0.042555 43.132487 \n", - "950953129 0.500000 1.137150 -0.016643 46.457467 \n", - "950954773 0.046694 1.933954 -0.018211 13.619781 \n", - "950953116 0.053556 3.044543 -0.154307 72.449410 \n", - "950953050 0.201775 2.124836 -0.015852 21.920778 \n", - "950953037 0.133417 1.386314 -0.010682 11.480651 \n", - "950953021 0.500000 1.399551 -0.031493 35.732686 \n", - "950953008 0.251313 0.816786 NaN 12.082732 \n", - "950952991 0.500000 1.377725 -0.019871 47.207397 \n", - "950952979 0.071652 1.345768 -0.016767 21.558699 \n", - "950953180 0.500000 2.018540 -0.039330 29.330694 \n", - "950953154 0.005380 2.029780 -0.060541 30.418777 \n", - "950953226 0.500000 1.315140 -0.086104 44.197884 \n", - "950955612 0.000564 2.525272 -0.056454 52.962752 \n", - "950955512 0.000681 2.143980 -0.072836 NaN \n", - "950954796 0.060051 1.367534 -0.049463 NaN \n", - "950953203 0.000106 1.377045 -0.083503 18.489237 \n", - "950953191 0.054984 1.916806 -0.039377 80.758062 \n", - "950953290 0.004267 3.017468 -0.064575 67.899516 \n", - "950953300 0.487464 1.268184 -0.132925 43.855217 \n", - "950953350 0.500000 1.987806 -0.045450 65.683755 \n", - "950953390 0.147153 2.264221 -0.010060 70.142261 \n", - "950953381 0.160189 2.510130 -0.113923 87.912099 \n", - "950953371 0.161285 3.014110 -0.062278 75.924653 \n", - "950955577 0.219388 0.989858 -0.254785 52.818244 \n", - "950955471 0.003853 1.239699 -0.000535 NaN \n", - "950955154 0.017275 0.960061 -0.044294 32.682002 \n", - "950955144 0.000731 1.142863 -0.068774 15.684393 \n", - "950955133 0.023972 1.059830 -0.179073 22.315330 \n", - "\n", - " nn_miss_rate silhouette_score ... local_index spread \\\n", - "id ... \n", - "950955426 0.005449 -0.019841 ... 605 170.0 \n", - "950954748 0.000503 0.021037 ... 546 170.0 \n", - "950954739 0.001682 NaN ... 545 170.0 \n", - "950952479 0.012261 0.024996 ... 363 170.0 \n", - "950952466 0.000334 NaN ... 362 170.0 \n", - "950952742 0.001847 0.209410 ... 382 70.0 \n", - "950952754 0.008756 0.026447 ... 383 110.0 \n", - "950952940 0.008985 0.060960 ... 397 120.0 \n", - "950952814 0.005273 0.055784 ... 388 150.0 \n", - "950952801 0.002252 0.140229 ... 387 80.0 \n", - "950954785 0.001572 -0.026420 ... 549 170.0 \n", - "950952952 0.001162 0.067813 ... 398 80.0 \n", - "950952922 0.024983 0.006958 ... 396 110.0 \n", - "950952910 0.000067 -0.123799 ... 395 100.0 \n", - "950952899 0.001606 0.106722 ... 394 60.0 \n", - "950952885 0.004506 0.115544 ... 393 80.0 \n", - "950952869 0.004517 0.063231 ... 392 90.0 \n", - "950952856 0.024159 -0.003410 ... 391 90.0 \n", - "950952765 0.025350 -0.003184 ... 384 150.0 \n", - "950954760 0.000000 NaN ... 547 160.0 \n", - "950953238 0.004061 0.060529 ... 419 150.0 \n", - "950953168 0.004556 0.025845 ... 414 100.0 \n", - "950953129 0.008761 0.090323 ... 411 80.0 \n", - "950954773 0.000000 NaN ... 548 160.0 \n", - "950953116 0.018728 0.143712 ... 410 80.0 \n", - "950953050 0.000701 -0.102259 ... 405 130.0 \n", - "950953037 0.000033 -0.083248 ... 404 160.0 \n", - "950953021 0.005033 0.029397 ... 403 110.0 \n", - "950953008 0.000067 NaN ... 402 160.0 \n", - "950952991 0.006806 0.052396 ... 401 80.0 \n", - "950952979 0.000774 -0.132513 ... 400 170.0 \n", - "950953180 0.004018 0.034166 ... 415 100.0 \n", - "950953154 0.001036 -0.034820 ... 413 170.0 \n", - "950953226 0.004776 0.121412 ... 418 170.0 \n", - "950955612 0.000267 NaN ... 624 170.0 \n", - "950955512 0.000000 NaN ... 614 170.0 \n", - "950954796 0.000000 NaN ... 550 170.0 \n", - "950953203 0.000334 -0.070985 ... 417 160.0 \n", - "950953191 0.058447 0.055383 ... 416 90.0 \n", - "950953290 0.018420 0.144361 ... 423 70.0 \n", - "950953300 0.022050 0.049554 ... 424 140.0 \n", - "950953350 0.009946 0.074711 ... 428 90.0 \n", - "950953390 0.003263 0.068709 ... 432 40.0 \n", - "950953381 0.008054 0.086067 ... 431 20.0 \n", - "950953371 0.000265 0.078902 ... 430 20.0 \n", - "950955577 0.000167 NaN ... 620 160.0 \n", - "950955471 0.000000 -0.100571 ... 610 170.0 \n", - "950955154 0.000234 NaN ... 581 170.0 \n", - "950955144 0.000200 NaN ... 580 160.0 \n", - "950955133 0.000133 NaN ... 579 160.0 \n", - "\n", - " waveform_halfwidth d_prime presence_ratio repolarization_slope \\\n", - "id \n", - "950955426 0.370854 4.382516 0.95 0.210316 \n", - "950954748 0.398325 5.224952 0.93 0.771835 \n", - "950954739 0.521943 3.702409 0.83 0.270670 \n", - "950952479 0.549414 1.424063 0.99 0.021505 \n", - "950952466 0.494472 6.120744 0.74 0.515449 \n", - "950952742 0.164824 6.071650 0.99 0.619336 \n", - "950952754 0.247236 4.040893 0.99 0.146511 \n", - "950952940 0.274707 2.358299 0.99 0.157896 \n", - "950952814 0.769179 2.326533 0.99 0.137331 \n", - "950952801 0.178559 4.541027 0.99 0.476198 \n", - "950954785 0.219765 4.137474 0.96 0.610709 \n", - "950952952 0.151089 3.431411 0.99 0.250556 \n", - "950952922 0.192295 1.647355 0.99 0.258827 \n", - "950952910 0.137353 3.187767 0.99 1.171647 \n", - "950952899 0.164824 3.244613 0.99 0.586304 \n", - "950952885 0.109883 5.910302 0.99 1.083241 \n", - "950952869 0.151089 2.683147 0.99 0.330899 \n", - "950952856 0.219765 1.693733 0.99 0.240472 \n", - "950952765 0.384590 1.689022 0.99 0.062891 \n", - "950954760 0.288442 2.558502 0.35 0.193679 \n", - "950953238 1.373534 2.418891 0.99 0.006892 \n", - "950953168 0.219765 3.589803 0.99 0.240685 \n", - "950953129 0.260972 2.724455 0.99 0.170233 \n", - "950954773 0.247236 3.684688 0.55 0.686820 \n", - "950953116 0.109883 4.226893 0.99 0.715175 \n", - "950953050 0.123618 3.892292 0.76 0.686878 \n", - "950953037 0.357119 3.348613 0.72 0.374497 \n", - "950953021 0.219765 2.622365 0.99 0.228445 \n", - "950953008 1.401005 1.055011 0.85 0.052329 \n", - "950952991 0.206030 3.094640 0.99 0.239755 \n", - "950952979 0.453266 2.952078 0.95 0.439241 \n", - "950953180 0.164824 1.984903 0.99 0.410170 \n", - "950953154 0.219765 5.222791 0.93 0.596267 \n", - "950953226 0.178559 3.151873 0.99 0.304227 \n", - "950955612 0.398325 5.783687 0.62 0.534392 \n", - "950955512 0.357119 NaN 0.64 0.568508 \n", - "950954796 0.398325 NaN 0.72 0.399876 \n", - "950953203 0.412060 4.314758 0.84 0.221128 \n", - "950953191 0.178559 3.012411 0.99 0.263295 \n", - "950953290 0.178559 4.117302 0.99 0.477490 \n", - "950953300 0.755444 3.189250 0.97 0.036900 \n", - "950953350 0.233501 4.167437 0.99 0.245424 \n", - "950953390 0.096147 4.344381 0.90 0.106859 \n", - "950953381 0.206030 3.789279 0.97 0.387606 \n", - "950953371 0.123618 5.464796 0.96 0.500284 \n", - "950955577 0.109883 4.715457 0.45 0.724308 \n", - "950955471 0.178559 NaN 0.92 0.372223 \n", - "950955154 0.412060 4.291019 0.62 0.340882 \n", - "950955144 0.109883 2.945499 0.59 0.859581 \n", - "950955133 0.260972 5.028980 0.68 0.661849 \n", - "\n", - " nn_hit_rate spike_times \\\n", - "id \n", - "950955426 0.896594 [28.65416967766808, 40.54243654246142, 43.4197... \n", - "950954748 0.896970 [28.65446967767308, 40.54260320913086, 43.4201... \n", - "950954739 0.610487 [63.25363692096018, 185.0097722834486, 204.050... \n", - "950952479 0.400621 [1.1888358866048652, 1.2708025546375663, 1.325... \n", - "950952466 0.523810 [184.9915056164775, 204.50437260834036, 204.52... \n", - "950952742 0.956349 [15.77806946307845, 30.845636380857144, 30.855... \n", - "950952754 0.783465 [0.642235877495376, 0.7374025457480649, 0.7505... \n", - "950952940 0.516181 [1.3893692232802333, 6.615002643702571, 7.0249... \n", - "950952814 0.292079 [0.7425692125008378, 1.2965692217336533, 1.303... \n", - "950952801 0.913043 [1.8428358975042538, 8.47100267463417, 11.6466... \n", - "950954785 0.323232 [40.513136541973104, 52.841936747441586, 57.02... \n", - "950952952 0.886145 [1.2159692203903953, 1.4972358917445767, 1.900... \n", - "950952922 0.571014 [0.7822358798285785, 0.823602547184651, 0.9204... \n", - "950952910 0.540230 [19.974336199678973, 31.82186973046012, 39.968... \n", - "950952899 0.936718 [1.472569224666822, 1.4870025582406976, 1.5213... \n", - "950952885 0.994667 [0.6404025441314889, 0.6877358782536669, 0.700... \n", - "950952869 0.898667 [0.6427025441698201, 0.8232692138457623, 1.134... \n", - "950952856 0.664000 [0.6930692116758841, 0.9537025493528627, 1.039... \n", - "950952765 0.506944 [0.6922692116625515, 0.9335025490162149, 1.311... \n", - "950954760 0.000000 [706.6564143104049, 2317.88710782941, 2351.707... \n", - "950953238 0.516452 [1.8374692307481477, 1.8489025642720258, 3.502... \n", - "950953168 0.812925 [2.009835900287431, 8.662602677827323, 18.1816... \n", - "950953129 0.863704 [0.818202547094656, 1.8546692310347983, 2.3659... \n", - "950954773 0.000000 [43.419803257081504, 43.49930325840643, 63.244... \n", - "950953116 0.925333 [1.8396025641170346, 4.797235946741492, 9.5639... \n", - "950953050 0.305556 [26.127502968892664, 41.50160322511329, 52.850... \n", - "950953037 0.047619 [184.7884056130927, 227.66430632765093, 228.13... \n", - "950953021 0.703704 [0.7582692127624898, 2.36646923956432, 2.67073... \n", - "950953008 0.466667 [12.152669402658505, 12.15370273600906, 12.157... \n", - "950952991 0.852097 [0.8003358801302283, 0.9688025496045152, 1.145... \n", - "950952979 0.494505 [16.751969479309206, 26.128102968902663, 28.65... \n", - "950953180 0.307292 [0.9739358830233993, 1.840669230801478, 2.3699... \n", - "950953154 0.505747 [43.524803258831405, 88.5958040099726, 184.825... \n", - "950953226 0.743814 [8.659436011107882, 9.578902693098133, 10.1930... \n", - "950955612 0.250000 [225.87110629776595, 233.46737309102997, 245.4... \n", - "950955512 NaN [227.72777299537532, 229.54200635894418, 231.7... \n", - "950954796 NaN [184.99130561647416, 185.00997228345193, 204.6... \n", - "950953203 0.458333 [26.127469635558775, 28.654369677671415, 43.41... \n", - "950953191 0.798000 [1.23216922066038, 1.3054358885480895, 2.01040... \n", - "950953290 0.966000 [0.705269211879206, 0.9234692155156687, 1.0001... \n", - "950953300 0.546919 [1.6055358935494755, 3.5514359259793236, 7.408... \n", - "950953350 0.976000 [1.4242692238618673, 1.857302564412018, 2.4291... \n", - "950953390 0.941333 [74.66367044445008, 203.07423925117283, 204.33... \n", - "950953381 0.971333 [26.218602970410913, 59.50093685841869, 81.850... \n", - "950953371 0.998667 [362.2142752366913, 393.450909090606, 459.8093... \n", - "950955577 0.666667 [920.8444512133385, 1264.1221902676466, 1896.4... \n", - "950955471 NaN [26.12793630223322, 43.536603259028055, 57.023... \n", - "950955154 0.037037 [43.419336590407056, 184.78707227973712, 204.7... \n", - "950955144 0.041667 [228.70950634506997, 231.8643397309809, 234.22... \n", - "950955133 0.000000 [204.99913928325267, 590.9844457159802, 599.24... \n", - "\n", - " spike_amplitudes \\\n", - "id \n", - "950955426 [0.0001306058355635287, 0.00020939563510373593... \n", - "950954748 [0.0001745547271566972, 0.0001887489192620048,... \n", - "950954739 [0.000131369167119172, 0.00016883105291760347,... \n", - "950952479 [4.360530987752641e-05, 6.138383799841459e-05,... \n", - "950952466 [0.0002997355649510571, 0.0002983626008562419,... \n", - "950952742 [0.00014763103072196583, 0.0001742716021443636... \n", - "950952754 [5.610235967471369e-05, 5.2828650779682126e-05... \n", - "950952940 [7.265123073495765e-05, 0.00012801653057574618... \n", - "950952814 [9.388114702869782e-05, 7.825077671604184e-05,... \n", - "950952801 [0.00012325333666754213, 0.0001977210174321113... \n", - "950954785 [0.00016757904783190662, 0.0001585648166824180... \n", - "950952952 [0.00015251149994606925, 0.0001731963619967946... \n", - "950952922 [9.381246183815384e-05, 9.428076714794239e-05,... \n", - "950952910 [0.0001635442685121279, 0.00017976426064995242... \n", - "950952899 [0.00027860098455614993, 0.0002834198407828499... \n", - "950952885 [0.00038668801430681793, 0.0003299261178774159... \n", - "950952869 [7.703227070417188e-05, 6.711038670839969e-05,... \n", - "950952856 [0.00017812900784875167, 0.0002102193694139355... \n", - "950952765 [5.488546777559186e-05, 7.394968483313715e-05,... \n", - "950954760 [6.087443031157371e-05, 4.701701631428729e-05,... \n", - "950953238 [5.439500748065948e-05, 5.316567137330497e-05,... \n", - "950953168 [0.00010377286772997592, 0.0001528025060014939... \n", - "950953129 [5.5548589940188054e-05, 5.664050958210229e-05... \n", - "950954773 [0.00019064444393011764, 0.0001627596786446196... \n", - "950953116 [9.29176669970157e-05, 0.00010000279074123407,... \n", - "950953050 [8.421829668794919e-05, 7.820812166495336e-05,... \n", - "950953037 [0.00014538343563295515, 0.0001014766029729860... \n", - "950953021 [7.294926455067525e-05, 7.925450609791824e-05,... \n", - "950953008 [0.00018737511432970286, 0.0001294927335887981... \n", - "950952991 [9.62403755908644e-05, 0.00010636275023972471,... \n", - "950952979 [0.0002851732650109808, 0.00021391878597619974... \n", - "950953180 [8.41227217967748e-05, 8.029029564796273e-05, ... \n", - "950953154 [0.00021404226736167884, 0.0001867530856131780... \n", - "950953226 [6.74416757642213e-05, 6.331096506446267e-05, ... \n", - "950955612 [0.0002889605569193718, 0.0002599024022313027,... \n", - "950955512 [0.00018429948394912295, 0.0002346442044753581... \n", - "950954796 [0.0002328257946119337, 0.00016566141248296177... \n", - "950953203 [9.937347360821726e-05, 0.0001406696183344026,... \n", - "950953191 [6.608023944941481e-05, 7.81507292260891e-05, ... \n", - "950953290 [0.0001473651489540416, 0.00014937576399240993... \n", - "950953300 [4.101112153487742e-05, 4.077271929747849e-05,... \n", - "950953350 [0.00011738823178469412, 0.0001234272436243929... \n", - "950953390 [7.724400393655525e-05, 8.49780444940785e-05, ... \n", - "950953381 [8.469361155838207e-05, 9.250120098478598e-05,... \n", - "950953371 [9.3745095064515e-05, 9.533399615291996e-05, 9... \n", - "950955577 [0.00016549387906775577, 0.0002135214902007370... \n", - "950955471 [0.00020402464847500234, 0.0001050333868036978... \n", - "950955154 [0.00010386545017222816, 7.66136255682369e-05,... \n", - "950955144 [0.00014813702273974778, 8.109532770508064e-05... \n", - "950955133 [0.0001535563765179318, 0.00014614851840656252... \n", - "\n", - " waveform_mean \n", - "id \n", - "950955426 [[0.0, 0.7932599999999894, -0.9250799999998804... \n", - "950954748 [[0.0, 1.6350749999999898, -0.9652499999999762... \n", - "950954739 [[0.0, 3.0219149999999644, 8.901359999999968, ... \n", - "950952479 [[0.0, 7.044569999999986, 3.3793499999999854, ... \n", - "950952466 [[0.0, -17.295524999999962, -21.17426999999995... \n", - "950952742 [[0.0, -13.705770000000006, -4.468035000000004... \n", - "950952754 [[0.0, -1.5042299999999964, 1.8230549999999979... \n", - "950952940 [[0.0, 2.5117950000000047, -9.794265000000001,... \n", - "950952814 [[0.0, 3.51351, -7.746959999999979, 4.41226500... \n", - "950952801 [[0.0, -14.854710000000008, -1.71346500000001,... \n", - "950954785 [[0.0, -0.6663149999999405, -11.30805000000004... \n", - "950952952 [[0.0, 7.074989999999999, -1.7089800000000024,... \n", - "950952922 [[0.0, 5.308485000000004, 7.214609999999994, 4... \n", - "950952910 [[0.0, 2.4390599999999916, 0.3201900000000015,... \n", - "950952899 [[0.0, 2.9263649999999957, 12.236834999999994,... \n", - "950952885 [[0.0, -9.141014999999996, -5.452199999999996,... \n", - "950952869 [[0.0, -1.3788449999999857, 2.7580800000000156... \n", - "950952856 [[0.0, 6.323070000000005, 7.534410000000006, 1... \n", - "950952765 [[0.0, -2.4298950000000024, -4.399785000000005... \n", - "950954760 [[0.0, -1.4351231527092878, 11.702881773399078... \n", - "950953238 [[0.0, 0.20670000000000188, 3.702269999999994,... \n", - "950953168 [[0.0, -9.199905000000006, -2.9731650000000007... \n", - "950953129 [[0.0, -3.8608049999999983, -0.456689999999999... \n", - "950954773 [[0.0, 0.5573750000000501, -9.204812500000017,... \n", - "950953116 [[0.0, 7.158450000000004, 9.156029999999996, 9... \n", - "950953050 [[0.0, 4.54876500000001, -5.359770000000051, -... \n", - "950953037 [[0.0, -3.807746192893333, -15.817568527918723... \n", - "950953021 [[0.0, 8.190195000000003, 10.735919999999998, ... \n", - "950953008 [[0.0, 2.7264899999999996, -6.427589999999999,... \n", - "950952991 [[0.0, 3.439410000000004, 4.946759999999998, -... \n", - "950952979 [[0.0, -3.0771000000000264, -9.014070000000022... \n", - "950953180 [[0.0, 9.406800000000004, 5.219955000000003, -... \n", - "950953154 [[0.0, -7.170929999999977, -4.068480000000136,... \n", - "950953226 [[0.0, -4.29078, 5.463900000000004, -0.8517599... \n", - "950955612 [[0.0, -15.968758169934716, -32.74215686274512... \n", - "950955512 [[0.0, -9.7936184210526, -31.874289473684158, ... \n", - "950954796 [[0.0, -19.95729534510437, -34.212014446228, -... \n", - "950953203 [[0.0, -9.295455000000004, -25.577954999999776... \n", - "950953191 [[0.0, -9.741810000000008, 1.247414999999994, ... \n", - "950953290 [[0.0, -4.946369999999998, 0.7367100000000038,... \n", - "950953300 [[0.0, -7.870199999999995, -3.101279999999999,... \n", - "950953350 [[0.0, -9.41226, -3.184154999999995, -2.212470... \n", - "950953390 [[0.0, -3.5544599999999953, 4.199520000000009,... \n", - "950953381 [[0.0, -3.0628649999999986, -2.421704999999989... \n", - "950953371 [[0.0, 6.312150000000003, -2.8897049999999997,... \n", - "950955577 [[0.0, 5.036173469387755, -14.353392857142847,... \n", - "950955471 [[0.0, -2.6734500000000523, 3.78962999999991, ... \n", - "950955154 [[0.0, -10.477882882882916, -7.018828828828838... \n", - "950955144 [[0.0, -3.109533898305095, -17.367669491525387... \n", - "950955133 [[0.0, -10.725000000000009, -13.66494392523358... \n", + "root pynwb.file.NWBFile at 0x1509118174064\n", + "Fields:\n", + " acquisition: {\n", + " raw_running_wheel_rotation ,\n", + " running_wheel_signal_voltage ,\n", + " running_wheel_supply_voltage \n", + " }\n", + " devices: {\n", + " probeA ,\n", + " probeB ,\n", + " probeC ,\n", + " probeD ,\n", + " probeE ,\n", + " probeF \n", + " }\n", + " electrode_groups: {\n", + " probeA ,\n", + " probeB ,\n", + " probeC ,\n", + " probeD ,\n", + " probeE ,\n", + " probeF \n", + " }\n", + " electrodes: electrodes \n", + " file_create_date: [datetime.datetime(2020, 5, 26, 0, 53, 26, 986517, tzinfo=tzoffset(None, -25200))]\n", + " identifier: 719161530\n", + " institution: Allen Institute for Brain Science\n", + " intervals: {\n", + " drifting_gratings_presentations ,\n", + " flashes_presentations ,\n", + " gabors_presentations ,\n", + " invalid_times ,\n", + " natural_movie_one_presentations ,\n", + " natural_movie_three_presentations ,\n", + " natural_scenes_presentations ,\n", + " spontaneous_presentations ,\n", + " static_gratings_presentations \n", + " }\n", + " invalid_times: invalid_times \n", + " processing: {\n", + " eye_tracking_rig_metadata ,\n", + " optotagging ,\n", + " running ,\n", + " stimulus \n", + " }\n", + " session_description: Data and metadata for an Ecephys session\n", + " session_id: 719161530\n", + " session_start_time: 2019-01-08 16:25:16-08:00\n", + " stimulus_notes: brain_observatory_1.1\n", + " subject: subject abc.EcephysSpecimen at 0x1509117906848\n", + "Fields:\n", + " age: P122D\n", + " age_in_days: 122.0\n", + " genotype: Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt\n", + " sex: M\n", + " species: Mus musculus\n", + " specimen_name: Sst-IRES-Cre;Ai32-387858\n", + " subject_id: 703279277\n", "\n", - "[50 rows x 29 columns]" + " timestamps_reference_time: 2019-01-08 16:25:16-08:00\n", + " units: units " ] }, - "execution_count": 265, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "units[2500:2550]" + "nwb" ] }, { From acb97ab770cc6fc27caf352ad4c0af12f3497cf4 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 19 Jan 2023 09:07:30 -0800 Subject: [PATCH 4/5] Added correct time x axis for waveform plots --- .../visualize_unit_responses.ipynb | 111 ++++++++++++++---- 1 file changed, 91 insertions(+), 20 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 1a08f73c..298d60d6 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -1469,7 +1469,28 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 74, + "id": "c07d1aec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "950952910" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units.id[2513]" + ] + }, + { + "cell_type": "code", + "execution_count": 75, "id": "ae1644bf", "metadata": {}, "outputs": [ @@ -1491,6 +1512,33 @@ "print(\"Unit index:\",unit_idx)" ] }, + { + "cell_type": "code", + "execution_count": 76, + "id": "8ede61b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "29999.9995000281" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get sampling Hz for this unit's waveform\n", + "peak_channel_id = units[\"peak_channel_id\"][unit_idx]\n", + "electrodes = nwb.electrodes.to_dataframe()\n", + "probe_name = electrodes.loc[peak_channel_id].group_name\n", + "\n", + "Hz = nwb.devices[probe_name].sampling_rate\n", + "Hz" + ] + }, { "cell_type": "markdown", "id": "e4658307", @@ -1501,7 +1549,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 77, "id": "32c543e4", "metadata": {}, "outputs": [], @@ -1517,13 +1565,13 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 87, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1534,9 +1582,13 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "ax.plot(peak_waveform)\n", "\n", - "ax.set_xlabel(\"time (s)\")\n", + "n_secs = peak_waveform.shape[0] / Hz\n", + "time_axis = np.linspace(0, n_secs * 1000, peak_waveform.shape[0])\n", + "\n", + "ax.plot(time_axis, peak_waveform)\n", + "\n", + "ax.set_xlabel(\"time (ms)\")\n", "ax.set_ylabel(\"membrane potential (uV)\")\n", "ax.set_title(\"unit peak waveform\", fontsize=20)\n", "\n", @@ -1553,7 +1605,7 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 79, "id": "d30312a2", "metadata": {}, "outputs": [ @@ -1563,7 +1615,7 @@ "(384, 82)" ] }, - "execution_count": 286, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -1575,7 +1627,7 @@ }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 89, "id": "c8dd3ee0", "metadata": { "scrolled": false @@ -1583,7 +1635,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1596,7 +1648,11 @@ "fig, ax = plt.subplots(figsize=(10,6))\n", "colors = plt.cm.viridis(np.linspace(0, 1, unit_waveforms.shape[0]))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(unit_waveforms))\n", + "\n", + "n_secs = unit_waveforms.shape[1] / Hz\n", + "time_axis = np.linspace(0, n_secs * 1000, unit_waveforms.shape[1])\n", + "\n", + "ax.plot(time_axis, np.transpose(unit_waveforms))\n", "\n", "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='channel #')\n", @@ -1619,7 +1675,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 119, "id": "b9289e8d", "metadata": {}, "outputs": [], @@ -1630,7 +1686,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 122, "id": "9b949dab", "metadata": { "scrolled": false @@ -1638,9 +1694,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -1648,18 +1714,23 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10, 10))\n", "data = unit_waveforms[start_channel:end_channel:2] # step by 2 to remove striping effect\n", + "n_channels = end_channel - start_channel\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, n_channels // 15))\n", + "\n", + "n_secs = unit_waveforms.shape[1] / Hz\n", + "time_axis = np.linspace(0, n_secs * 1000, unit_waveforms.shape[1])\n", "\n", "norm = mpl.colors.Normalize(vmin=np.min(data), vmax=np.max(data))\n", - "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label=\"membrane potential (uV)\", shrink=0.4)\n", + "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label=\"membrane potential (uV)\")\n", "\n", "ax.set_xlabel(\"time (s)\")\n", "ax.set_ylabel(\"channel #\")\n", "ax.set_title(\"unit waveforms image\")\n", "\n", - "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, data.shape[1], end_channel, start_channel])\n", - "ax.set_aspect(0.5) # to counteract stepping by 2 above" + "n_secs = unit_waveforms.shape[1] / Hz\n", + "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, n_secs*1000, end_channel, start_channel], aspect=\"auto\")" ] }, { @@ -1688,7 +1759,7 @@ } ], "source": [ - "avg_waveform = np.average(units[\"waveform_mean\"][unit_idx],axis=0)\n", + "avg_waveform = np.average(units[\"waveform_mean\"][unit_idx], axis=0)\n", "avg_waveform.shape" ] }, From aebdad31b0979395e3361e8f3b9d81b1eb468281 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 19 Jan 2023 09:59:38 -0800 Subject: [PATCH 5/5] Regenerated figures --- .../visualize_unit_responses.ipynb | 185 ++++-------------- 1 file changed, 41 insertions(+), 144 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 298d60d6..67e19c60 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "ac9d9572", "metadata": {}, "outputs": [ @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "50a4d0b6", "metadata": { "scrolled": false @@ -200,7 +200,7 @@ " 'waveform_mean')" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "ce0e64b4", "metadata": { "scrolled": true @@ -658,7 +658,7 @@ "[3232 rows x 29 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -669,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "d61e1459", "metadata": {}, "outputs": [ @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "aa347405", "metadata": { "scrolled": true @@ -1027,7 +1027,7 @@ "[150 rows x 16 columns]" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1048,7 +1048,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "9fdc4f40", "metadata": {}, "outputs": [], @@ -1084,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "2afe14f6", "metadata": { "scrolled": true @@ -1141,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "8b1d9007", "metadata": {}, "outputs": [], @@ -1153,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "8197deec", "metadata": {}, "outputs": [ @@ -1177,7 +1177,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "8eacf09e", "metadata": {}, "outputs": [], @@ -1190,23 +1190,23 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1253,7 +1253,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "5569bac3", "metadata": {}, "outputs": [], @@ -1268,7 +1268,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "4cfaebe2", "metadata": {}, "outputs": [ @@ -1278,7 +1278,7 @@ "400" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1292,7 +1292,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "d1488828", "metadata": {}, "outputs": [ @@ -1302,7 +1302,7 @@ "(400, 199)" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1321,7 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "3fe22c0d", "metadata": { "scrolled": false @@ -1333,7 +1333,7 @@ "Text(0.5, 1.0, 'unit spikes over time')" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -1378,88 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "0dcd9cda", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "root pynwb.file.NWBFile at 0x1509118174064\n", - "Fields:\n", - " acquisition: {\n", - " raw_running_wheel_rotation ,\n", - " running_wheel_signal_voltage ,\n", - " running_wheel_supply_voltage \n", - " }\n", - " devices: {\n", - " probeA ,\n", - " probeB ,\n", - " probeC ,\n", - " probeD ,\n", - " probeE ,\n", - " probeF \n", - " }\n", - " electrode_groups: {\n", - " probeA ,\n", - " probeB ,\n", - " probeC ,\n", - " probeD ,\n", - " probeE ,\n", - " probeF \n", - " }\n", - " electrodes: electrodes \n", - " file_create_date: [datetime.datetime(2020, 5, 26, 0, 53, 26, 986517, tzinfo=tzoffset(None, -25200))]\n", - " identifier: 719161530\n", - " institution: Allen Institute for Brain Science\n", - " intervals: {\n", - " drifting_gratings_presentations ,\n", - " flashes_presentations ,\n", - " gabors_presentations ,\n", - " invalid_times ,\n", - " natural_movie_one_presentations ,\n", - " natural_movie_three_presentations ,\n", - " natural_scenes_presentations ,\n", - " spontaneous_presentations ,\n", - " static_gratings_presentations \n", - " }\n", - " invalid_times: invalid_times \n", - " processing: {\n", - " eye_tracking_rig_metadata ,\n", - " optotagging ,\n", - " running ,\n", - " stimulus \n", - " }\n", - " session_description: Data and metadata for an Ecephys session\n", - " session_id: 719161530\n", - " session_start_time: 2019-01-08 16:25:16-08:00\n", - " stimulus_notes: brain_observatory_1.1\n", - " subject: subject abc.EcephysSpecimen at 0x1509117906848\n", - "Fields:\n", - " age: P122D\n", - " age_in_days: 122.0\n", - " genotype: Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt\n", - " sex: M\n", - " species: Mus musculus\n", - " specimen_name: Sst-IRES-Cre;Ai32-387858\n", - " subject_id: 703279277\n", - "\n", - " timestamps_reference_time: 2019-01-08 16:25:16-08:00\n", - " units: units " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nwb" - ] - }, - { - "cell_type": "code", - "execution_count": 282, + "execution_count": 22, "id": "32fd8345", "metadata": {}, "outputs": [], @@ -1469,28 +1388,7 @@ }, { "cell_type": "code", - "execution_count": 74, - "id": "c07d1aec", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "950952910" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "units.id[2513]" - ] - }, - { - "cell_type": "code", - "execution_count": 75, + "execution_count": 24, "id": "ae1644bf", "metadata": {}, "outputs": [ @@ -1514,7 +1412,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 25, "id": "8ede61b7", "metadata": {}, "outputs": [ @@ -1524,7 +1422,7 @@ "29999.9995000281" ] }, - "execution_count": 76, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1549,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 26, "id": "32c543e4", "metadata": {}, "outputs": [], @@ -1565,13 +1463,13 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 27, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1605,7 +1503,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 28, "id": "d30312a2", "metadata": {}, "outputs": [ @@ -1615,7 +1513,7 @@ "(384, 82)" ] }, - "execution_count": 79, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1627,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 29, "id": "c8dd3ee0", "metadata": { "scrolled": false @@ -1675,7 +1573,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 30, "id": "b9289e8d", "metadata": {}, "outputs": [], @@ -1686,7 +1584,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 31, "id": "9b949dab", "metadata": { "scrolled": false @@ -1695,10 +1593,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 122, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, @@ -1729,7 +1627,6 @@ "ax.set_ylabel(\"channel #\")\n", "ax.set_title(\"unit waveforms image\")\n", "\n", - "n_secs = unit_waveforms.shape[1] / Hz\n", "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, n_secs*1000, end_channel, start_channel], aspect=\"auto\")" ] }, @@ -1743,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 32, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1753,7 +1650,7 @@ "(82,)" ] }, - "execution_count": 296, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1765,7 +1662,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 33, "id": "4ae54d56", "metadata": {}, "outputs": [