diff --git a/README.md b/README.md index f14229b..5655f69 100644 --- a/README.md +++ b/README.md @@ -6,6 +6,7 @@ Reduction scripts for the Liquids Reflectometer. This includes both automated re ## Release notes: + - reduction v2.0.20 [03/2024] Add error events to dead time correction - reduction v2.0.19 [03/2024] Add dead time correction and clean up functional background option - reduction v2.0.14 [02/2024] Add functional background - reduction v2.0.13 [08/2023] Get correct angle with free liquids diff --git a/reduction/lr_reduction/__init__.py b/reduction/lr_reduction/__init__.py index 3e97ba8..b03a62d 100644 --- a/reduction/lr_reduction/__init__.py +++ b/reduction/lr_reduction/__init__.py @@ -1 +1 @@ -__version__ = '2.0.19' +__version__ = '2.0.20' diff --git a/reduction/lr_reduction/event_reduction.py b/reduction/lr_reduction/event_reduction.py index 0771a27..57d6c5a 100644 --- a/reduction/lr_reduction/event_reduction.py +++ b/reduction/lr_reduction/event_reduction.py @@ -66,7 +66,7 @@ def __init__(self, scattering_workspace, direct_workspace, q_min=None, q_step=-0.02, q_max=None, tof_range=None, theta=1.0, instrument=None, functional_background=False, dead_time=False, - paralyzable=False): + paralyzable=True): """ Pixel ranges include the min and max pixels. @@ -245,7 +245,7 @@ def get_dead_time_correction(self): tof_max = self._ws_sc.getTofMax() run_number = self._ws_sc.getRun().getProperty("run_number").value - error_ws = api.LoadErrorEventsNexus(run_number) + error_ws = api.LoadErrorEventsNexus("REF_L_%s" % run_number) corr_ws = DeadTimeCorrection.call(InputWorkspace=self._ws_sc, InputErrorEventsWorkspace=error_ws, DeadTime=self.DEAD_TIME, @@ -258,7 +258,7 @@ def get_dead_time_correction(self): # Direct beam workspace run_number = self._ws_db.getRun().getProperty("run_number").value - error_ws = api.LoadErrorEventsNexus(run_number) + error_ws = api.LoadErrorEventsNexus("REF_L_%s" % run_number) corr_ws = DeadTimeCorrection.call(InputWorkspace=self._ws_db, InputErrorEventsWorkspace=error_ws, DeadTime=self.DEAD_TIME, diff --git a/reduction/lr_reduction/reduction_template_reader.py b/reduction/lr_reduction/reduction_template_reader.py index 049ba6a..6261df9 100644 --- a/reduction/lr_reduction/reduction_template_reader.py +++ b/reduction/lr_reduction/reduction_template_reader.py @@ -67,7 +67,7 @@ def __init__(self): # Dead time correction self.dead_time:bool = False - self.paralyzable:bool = False + self.paralyzable:bool = True def from_dict(self, data_dict, permissible=True): r""" diff --git a/reduction/notebooks/workflow.ipynb b/reduction/notebooks/workflow.ipynb index ad7a840..e0c7ce5 100644 --- a/reduction/notebooks/workflow.ipynb +++ b/reduction/notebooks/workflow.ipynb @@ -12,11 +12,11 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T14:01:07.144441Z", - "iopub.status.busy": "2024-03-08T14:01:07.144070Z", - "iopub.status.idle": "2024-03-08T14:01:07.796688Z", - "shell.execute_reply": "2024-03-08T14:01:07.796054Z", - "shell.execute_reply.started": "2024-03-08T14:01:07.144422Z" + "iopub.execute_input": "2024-03-25T17:40:34.734887Z", + "iopub.status.busy": "2024-03-25T17:40:34.734474Z", + "iopub.status.idle": "2024-03-25T17:40:35.334084Z", + "shell.execute_reply": "2024-03-25T17:40:35.333606Z", + "shell.execute_reply.started": "2024-03-25T17:40:34.734864Z" }, "tags": [] }, @@ -44,11 +44,11 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T14:01:07.798312Z", - "iopub.status.busy": "2024-03-08T14:01:07.797810Z", - "iopub.status.idle": "2024-03-08T14:01:08.582215Z", - "shell.execute_reply": "2024-03-08T14:01:08.581745Z", - "shell.execute_reply.started": "2024-03-08T14:01:07.798293Z" + "iopub.execute_input": "2024-03-25T17:40:36.697898Z", + "iopub.status.busy": "2024-03-25T17:40:36.697605Z", + "iopub.status.idle": "2024-03-25T17:40:37.474343Z", + "shell.execute_reply": "2024-03-25T17:40:37.473873Z", + "shell.execute_reply.started": "2024-03-25T17:40:36.697881Z" }, "tags": [] }, @@ -72,11 +72,11 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T14:01:09.036645Z", - "iopub.status.busy": "2024-03-08T14:01:09.036400Z", - "iopub.status.idle": "2024-03-08T14:01:09.039159Z", - "shell.execute_reply": "2024-03-08T14:01:09.038760Z", - "shell.execute_reply.started": "2024-03-08T14:01:09.036625Z" + "iopub.execute_input": "2024-03-25T17:40:37.475371Z", + "iopub.status.busy": "2024-03-25T17:40:37.475152Z", + "iopub.status.idle": "2024-03-25T17:40:37.477884Z", + "shell.execute_reply": "2024-03-25T17:40:37.477504Z", + "shell.execute_reply.started": "2024-03-25T17:40:37.475353Z" }, "tags": [] }, @@ -85,7 +85,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "6.8.0\n", + "6.9.20240320.1649\n", "3.10.13 | packaged by conda-forge | (main, Oct 26 2023, 18:07:37) [GCC 12.3.0]\n" ] } @@ -100,11 +100,11 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T14:01:09.093272Z", - "iopub.status.busy": "2024-03-08T14:01:09.093063Z", - "iopub.status.idle": "2024-03-08T14:01:09.365008Z", - "shell.execute_reply": "2024-03-08T14:01:09.364410Z", - "shell.execute_reply.started": "2024-03-08T14:01:09.093256Z" + "iopub.execute_input": "2024-03-25T17:41:13.123436Z", + "iopub.status.busy": "2024-03-25T17:41:13.123205Z", + "iopub.status.idle": "2024-03-25T17:41:13.126079Z", + "shell.execute_reply": "2024-03-25T17:41:13.125690Z", + "shell.execute_reply.started": "2024-03-25T17:41:13.123419Z" }, "tags": [] }, @@ -124,11 +124,11 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T14:01:09.366446Z", - "iopub.status.busy": "2024-03-08T14:01:09.365789Z", - "iopub.status.idle": "2024-03-08T14:01:25.807895Z", - "shell.execute_reply": "2024-03-08T14:01:25.806756Z", - "shell.execute_reply.started": "2024-03-08T14:01:09.366424Z" + "iopub.execute_input": "2024-03-25T17:40:58.550522Z", + "iopub.status.busy": "2024-03-25T17:40:58.550179Z", + "iopub.status.idle": "2024-03-25T17:41:13.122243Z", + "shell.execute_reply": "2024-03-25T17:41:13.121719Z", + "shell.execute_reply.started": "2024-03-25T17:40:58.550502Z" }, "tags": [] }, @@ -186,14 +186,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 83, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T14:01:25.811641Z", - "iopub.status.busy": "2024-03-08T14:01:25.811469Z", - "iopub.status.idle": "2024-03-08T14:01:28.335294Z", - "shell.execute_reply": "2024-03-08T14:01:28.334217Z", - "shell.execute_reply.started": "2024-03-08T14:01:25.811622Z" + "iopub.execute_input": "2024-03-25T17:43:52.028530Z", + "iopub.status.busy": "2024-03-25T17:43:52.028194Z", + "iopub.status.idle": "2024-03-25T17:43:53.800532Z", + "shell.execute_reply": "2024-03-25T17:43:53.799842Z", + "shell.execute_reply.started": "2024-03-25T17:43:52.028511Z" }, "tags": [] }, @@ -202,22 +202,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "wl=4.25; ths=-0.599733; thi=-0.00812677; No offset\n" - ] - }, - { - "ename": "NameError", - "evalue": "name 'SingleReadoutDeadTimeCorrection' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[6], line 20\u001b[0m\n\u001b[1;32m 18\u001b[0m template_data \u001b[38;5;241m=\u001b[39m template\u001b[38;5;241m.\u001b[39mread_template(template_path, sequence_number)\n\u001b[1;32m 19\u001b[0m template_data\u001b[38;5;241m.\u001b[39mdead_time \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m---> 20\u001b[0m \u001b[43mworkflow\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mws\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemplate_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maverage_overlap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/git/LiquidsReflectometer/reduction/lr_reduction/workflow.py:29\u001b[0m, in \u001b[0;36mreduce\u001b[0;34m(ws, template_file, output_dir, average_overlap, q_summing, bck_in_q, is_live, functional_background)\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;124;03m Function called by reduce_REFL.py, which lives in /SNS/REF_L/shared/autoreduce\u001b[39;00m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;124;03m and is called by the automated reduction workflow.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;124;03m along constant-Q lines rather than along TOF/pixel boundaries.\u001b[39;00m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 28\u001b[0m \u001b[38;5;66;03m# Call the reduction using the template\u001b[39;00m\n\u001b[0;32m---> 29\u001b[0m qz_mid, refl, d_refl, meta_data \u001b[38;5;241m=\u001b[39m \u001b[43mtemplate\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprocess_from_template_ws\u001b[49m\u001b[43m(\u001b[49m\u001b[43mws\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemplate_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 30\u001b[0m \u001b[43m \u001b[49m\u001b[43mq_summing\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mq_summing\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 31\u001b[0m \u001b[43m \u001b[49m\u001b[43mtof_weighted\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mq_summing\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 32\u001b[0m \u001b[43m \u001b[49m\u001b[43mclean\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mq_summing\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 33\u001b[0m \u001b[43m \u001b[49m\u001b[43mbck_in_q\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbck_in_q\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 34\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunctional_background\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfunctional_background\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 35\u001b[0m \u001b[43m \u001b[49m\u001b[43minfo\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 37\u001b[0m \u001b[38;5;66;03m# Save partial results\u001b[39;00m\n\u001b[1;32m 38\u001b[0m coll \u001b[38;5;241m=\u001b[39m output\u001b[38;5;241m.\u001b[39mRunCollection()\n", - "File \u001b[0;32m~/git/LiquidsReflectometer/reduction/lr_reduction/template.py:232\u001b[0m, in \u001b[0;36mprocess_from_template_ws\u001b[0;34m(ws_sc, template_data, q_summing, tof_weighted, bck_in_q, clean, info, normalize, theta_value, ws_db, functional_background)\u001b[0m\n\u001b[1;32m 218\u001b[0m event_refl \u001b[38;5;241m=\u001b[39m event_reduction\u001b[38;5;241m.\u001b[39mEventReflectivity(ws_sc, ws_db,\n\u001b[1;32m 219\u001b[0m signal_peak\u001b[38;5;241m=\u001b[39mpeak, signal_bck\u001b[38;5;241m=\u001b[39mpeak_bck,\n\u001b[1;32m 220\u001b[0m norm_peak\u001b[38;5;241m=\u001b[39mnorm_peak, norm_bck\u001b[38;5;241m=\u001b[39mnorm_bck,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 228\u001b[0m functional_background\u001b[38;5;241m=\u001b[39mfunctional_background,\n\u001b[1;32m 229\u001b[0m instrument\u001b[38;5;241m=\u001b[39mevent_reduction\u001b[38;5;241m.\u001b[39mEventReflectivity\u001b[38;5;241m.\u001b[39mINSTRUMENT_4B)\n\u001b[1;32m 231\u001b[0m \u001b[38;5;66;03m# R(Q)\u001b[39;00m\n\u001b[0;32m--> 232\u001b[0m qz, refl, d_refl \u001b[38;5;241m=\u001b[39m \u001b[43mevent_refl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mspecular\u001b[49m\u001b[43m(\u001b[49m\u001b[43mq_summing\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mq_summing\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtof_weighted\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtof_weighted\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 233\u001b[0m \u001b[43m \u001b[49m\u001b[43mbck_in_q\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbck_in_q\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mclean\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mclean\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnormalize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnormalize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 234\u001b[0m qz_mid \u001b[38;5;241m=\u001b[39m (qz[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m+\u001b[39m qz[\u001b[38;5;241m1\u001b[39m:])\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2.0\u001b[39m\n\u001b[1;32m 236\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNormalization options: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (normalize, template_data\u001b[38;5;241m.\u001b[39mscaling_factor_flag))\n", - "File \u001b[0;32m~/git/LiquidsReflectometer/reduction/lr_reduction/event_reduction.py:293\u001b[0m, in \u001b[0;36mEventReflectivity.specular\u001b[0;34m(self, q_summing, tof_weighted, bck_in_q, clean, normalize)\u001b[0m\n\u001b[1;32m 290\u001b[0m \u001b[38;5;66;03m# First, let's compute the dead-time correction if we need it\u001b[39;00m\n\u001b[1;32m 291\u001b[0m \u001b[38;5;66;03m# We do this first because the specular calls below may modify the input workspace\u001b[39;00m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdead_time:\n\u001b[0;32m--> 293\u001b[0m dead_time_corr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_dead_time_correction\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 295\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tof_weighted:\n\u001b[1;32m 296\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mspecular_weighted(q_summing\u001b[38;5;241m=\u001b[39mq_summing, bck_in_q\u001b[38;5;241m=\u001b[39mbck_in_q)\n", - "File \u001b[0;32m~/git/LiquidsReflectometer/reduction/lr_reduction/event_reduction.py:244\u001b[0m, in \u001b[0;36mEventReflectivity.get_dead_time_correction\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 241\u001b[0m tof_min \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ws_sc\u001b[38;5;241m.\u001b[39mgetTofMin()\n\u001b[1;32m 242\u001b[0m tof_max \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ws_sc\u001b[38;5;241m.\u001b[39mgetTofMax()\n\u001b[0;32m--> 244\u001b[0m corr_ws \u001b[38;5;241m=\u001b[39m \u001b[43mSingleReadoutDeadTimeCorrection\u001b[49m(InputWorkspace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ws_sc,\n\u001b[1;32m 245\u001b[0m DeadTime\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mDEAD_TIME,\n\u001b[1;32m 246\u001b[0m TOFStep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mDEAD_TIME_TOF_STEP,\n\u001b[1;32m 247\u001b[0m Paralyzable\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparalyzable,\n\u001b[1;32m 248\u001b[0m TOFRange\u001b[38;5;241m=\u001b[39m[tof_min, tof_max],\n\u001b[1;32m 249\u001b[0m OutputWorkspace\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcorr\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 250\u001b[0m corr_sc \u001b[38;5;241m=\u001b[39m corr_ws\u001b[38;5;241m.\u001b[39mreadY(\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 251\u001b[0m wl_bins \u001b[38;5;241m=\u001b[39m corr_ws\u001b[38;5;241m.\u001b[39mreadX(\u001b[38;5;241m0\u001b[39m) \u001b[38;5;241m/\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstant\n", - "\u001b[0;31mNameError\u001b[0m: name 'SingleReadoutDeadTimeCorrection' is not defined" + "wl=4.25; ths=0.599896; thi=-0.0140861; No offset\n", + "Background on both sides: [132 134] [147 149]\n", + "Background on both sides: [132 134] [144 146]\n", + "Dead time correction: [4.96042e-321 -> 0.917482] at [0.0220792 -> 0.0225208]\n", + "Normalization options: True True\n", + "Template data was passed instead of a file path: template data not saved\n", + "wl=4.25; ths=1.1832; thi=-0.0140861; No offset\n", + "Background on both sides: [132 134] [147 149]\n", + "Background on both sides: [132 134] [144 146]\n", + "Dead time correction: [0 -> 0.903899] at [0.099448 -> 0.045039]\n", + "Normalization options: True True\n", + "Template data was passed instead of a file path: template data not saved\n", + "wl=4.25; ths=2.34186; thi=-0.0140861; No offset\n", + "Background on both sides: [132 134] [147 149]\n", + "Background on both sides: [132 134] [144 146]\n", + "Dead time correction: [2.69374e-318 -> 0.911283] at [0.0865754 -> 0.088307]\n", + "Normalization options: True True\n", + "Template data was passed instead of a file path: template data not saved\n" ] } ], @@ -233,20 +235,23 @@ "\n", "data_dir = os.path.expanduser('~/git/LiquidsReflectometer/reduction/data')\n", "template_path = os.path.join(data_dir, 'template_high_rate_206594.xml')\n", + "template_path = os.path.join(data_dir, 'template_high_rate_206595.xml')\n", + "template_path = os.path.join(data_dir, '206780_rate_206594.xml')\n", "\n", "os.chdir(os.path.expanduser('~/git/LiquidsReflectometer/reduction'))\n", "\n", - "for i in range(198413, 198417):\n", + "for i in range(206784, 206787):\n", " ws = api.Load(\"REF_L_%s\" % i)\n", " sequence_number = ws.getRun().getProperty(\"sequence_number\").value[0]\n", " template_data = template.read_template(template_path, sequence_number)\n", " template_data.dead_time = True\n", + " template_data.paralyzable = True\n", " workflow.reduce(ws, template_data, output_dir=data_dir, average_overlap=False)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 84, "metadata": { "execution": { "iopub.execute_input": "2024-03-07T18:54:58.331335Z", @@ -260,46 +265,28 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABN0AAATMCAYAAACz2PG1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXhU1cHH8d+dmUxCAgmENWGLgCCBQNhEEAXFBaUURZFaK6Li9qKtWmuptpbaimDV0hbccC8utO4KKqhBBFzYtyBLIEBM2EIWSEgmmZn3j0tmMllnkgnZvp/nmWfuOfecc89YKu/76zn3GG632y0AAAAAAAAAQWOp7wkAAAAAAAAATQ2hGwAAAAAAABBkhG4AAAAAAABAkBG6AQAAAAAAAEFG6AYAAAAAAAAEGaEbAAAAAAAAEGSEbgAAAAAAAECQ2ep7Ag2dy+VSenq6WrVqJcMw6ns6AAAAAAAAqCdut1snTpxQbGysLJaq17IRulUjPT1dXbt2re9pAAAAAAAAoIE4ePCgunTpUmUbQrdqtGrVSpL5DzMyMrKeZwMAAAAAAID6kpubq65du3ryoqoQulWjZEtpZGQkoRsAAAAAAAD8egUZBykAAAAAAAAAQUboBgAAAAAAAAQZoRsAAAAAAAAQZLzTDQAAAAAANAlOp1NFRUX1PQ00cna7XRZL7depEboBAAAAAIBGze1269ChQ8rOzq7vqaAJsFgsOuuss2S322s1DqEbAAAAAABo1EoCtw4dOig8PNyvkyWBirhcLqWnpysjI0PdunWr1Z8lQjcAAAAAANBoOZ1OT+DWtm3b+p4OmoD27dsrPT1dxcXFCgkJqfE4HKQAAAAAAAAarZJ3uIWHh9fzTNBUlGwrdTqdtRqH0A0AAAAAADR6bClFsATrzxKhGwAAAAAAgKR8R7HiZi5R3MwlyncU1/d00MgRugEAAAAAAABBRugGAAAAAACAWhszZozuvffeOn+OYRj64IMP6vw5tUXoBgAAAAAAgAZn1qxZSkxMLFefkZGhK6644sxPKECEbgAAAAAAAGWsScms7ynUC4fDUd9TqFanTp0UGhpa39OoFqEbAAAAAABoUtxut/IdxQF9dh85ofX7j3vGePLznVqbmqndR04ENI7b7fZ7nmPGjNGvf/1rPfjgg4qOjlanTp00a9YsnzY5OTm6/fbb1aFDB0VGRuriiy/W5s2bPfesVqvWr1/v+d3R0dEaNmyYp/9bb72lmJiYKudw99136/7771e7du106aWXSpKSk5N15ZVXqmXLlurYsaNuvPFGHTt2zNMvLy9PU6dOVcuWLRUTE6Onnnqq3NgVbQNt3bq1Xn31VU85LS1Nv/jFLxQdHa2IiAgNHTpU33//vV599VX95S9/0ebNm2UYhgzD8PQrO+7WrVt18cUXq0WLFmrbtq1uv/12nTx50nN/2rRpuuqqq/Tkk08qJiZGbdu21YwZM1RUVFTpP5dgsNXp6AAAAAAAAGfYqSKn4h/5vFZj/HjohCY/913A/ZIfvVzhdv/jltdee03333+/vv/+e3377beaNm2azj//fF166aVyu90aP368oqOjtXTpUkVFRen555/X2LFjtWvXLkVHRysxMVErVqzQkCFDtGXLFknSli1blJubq8jISK1YsUKjR4+udg533XWXVq9eLbfbrYyMDI0ePVq33Xabnn76aZ06dUq///3vdd111+mrr76SJP3ud79TUlKS3n//fXXq1EkPPfSQ1q9fX+F20MqcPHlSo0ePVufOnfXRRx+pU6dO2rBhg1wul6ZMmaJt27bps88+0xdffCFJioqKKjdGfn6+xo0bp/POO09r167VkSNHNH36dN19990+4V5SUpJiYmKUlJSkPXv2aMqUKUpMTNRtt93m93wDRegGAAAAAABQTwYMGKA///nPkqSzzz5b8+fP15dffqlLL71USUlJ2rp1q44cOeLZTvnkk0/qgw8+0DvvvKPbb79dY8aM0YoVK/Tb3/5WK1as0NixY7V3716tWrVKV155pVasWKH77ruvyjn06tVLTzzxhKf8yCOPaPDgwZo9e7an7uWXX1bXrl21a9cuxcbG6qWXXtLrr7/uWRn32muvqUuXLgH99jfffFNHjx7V2rVrFR0d7ZlLiZYtW8pms6lTp06VjvHGG2/o1KlTev311xURESFJmj9/viZMmKC5c+eqY8eOkqQ2bdpo/vz5slqtOuecczR+/Hh9+eWXhG4AAAAAAAD+ahFiVfKjlwfUx+12a/Jz3yo544Snrn9spBbfcZ4Mwwjo2YEYMGCATzkmJkZHjhyRJK1fv14nT55U27ZtfdqcOnVKKSkpksztoS+99JJcLpe+/vprjR07Vt26ddPXX3+twYMHa9euXdWudBs6dKhPef369UpKSlLLli3LtU1JSdGpU6fkcDg0YsQIT310dLT69Onj/w+XtGnTJg0aNMgTuNXEjh07NHDgQE/gJknnn3++XC6Xdu7c6Qnd+vXrJ6vV+59NTEyMtm7dWuPn+oPQDQAAAAAANCmGYQS0xVOSHMUuWUqFa/1jI2WxGAqxWmW31d0r8UNCQnzKhmHI5XJJklwul2JiYrRixYpy/Vq3bi1JuvDCC3XixAlt2LBB33zzjf7617+qa9eumj17thITE9WhQwf17du3yjmUDqxKnluyUqysmJgY7d6926/fZhhGuXfclX6PWosWLfwapyput7vSULR0fVX/nOsKoRsAAAAAAGj27DaLFk0frsRHl0uSFt9xXp0HbtUZPHiwDh06JJvNpri4uArbREVFKTExUfPnz5dhGIqPj1dsbKw2btyoTz75pNpVbpU9991331VcXJxstvLRUa9evRQSEqLvvvtO3bp1kyRlZWWVW1XXvn17ZWRkeMq7d+9Wfn6+pzxgwAC9+OKLOn78eIWr3ex2u5xOZ5VzjY+P12uvvaa8vDxPeLh69WpZLBb17t07sB8eZJxeCgAAAAAAIPkEbIZh1GvgJkmXXHKJRowYoauuukqff/65UlNTtWbNGv3xj3/UunXrPO3GjBmjRYsWafTo0TIMQ23atFF8fLwWL16sMWPGBPzcGTNm6Pjx47r++uv1ww8/aO/evVq2bJluueUWOZ1OtWzZUrfeeqt+97vf6csvv9S2bds0bdo0WSy+/7wuvvhizZ8/Xxs2bNC6det05513+qw4u/7669WpUyddddVVWr16tfbu3at3331X3377rSQpLi5O+/bt06ZNm3Ts2DEVFhaWm+sNN9ygsLAw3XTTTdq2bZuSkpJ0zz336MYbb/RsLa0vhG4AAAAAAAANkGEYWrp0qS688ELdcsst6t27t37xi18oNTXVJ1C66KKL5HQ6fQK20aNHy+l01milW2xsrFavXi2n06nLL79c/fv3129+8xtFRUV5grW///3vuvDCC/Xzn/9cl1xyiUaNGqUhQ4b4jPPUU0+pa9euuvDCC/XLX/5SDzzwgMLDwz337Xa7li1bpg4dOujKK69UQkKC5syZ43n32jXXXKNx48bpoosuUvv27fXWW2+Vm2t4eLg+//xzHT9+XMOGDdO1116rsWPHav78+QH/7mAz3GU318JHbm6uoqKilJOTo8jIyPqeDgAAAAAAKKWgoED79u3TWWedpbCwsFqNle8oVvwjn0uSkh+9POD3wqFpqOrPVCA5EX96AAAAAAAAJIXbbUqdM76+p4Emgu2lAAAAAAAAQJARugEAAAAAAABBRugGAAAAAAAABBmhGwAAAAAAABBkhG4AAAAAAABAkBG6AQAAAAAAAEFG6AYAAAAAACBJjjxpVpT5ceTV92zQyBG6AQAAAAAANBJut1u33367oqOjZRiGNm3aVN9TQiVs9T0BAAAAAAAA+Oezzz7Tq6++qhUrVqhHjx5q165dfU8JlSB0AwAAAAAAaAAcDofsdnuVbVJSUhQTE6ORI0fW+Dlut1tOp1M2G7FQXWJ7KQAAAAAAQFn7Vtb5I8aMGaO7775b999/v9q1a6dLL71UycnJuvLKK9WyZUt17NhRN954o44dOyZJmjZtmu655x4dOHBAhmEoLi5OkhmiPfHEE+rRo4datGihgQMH6p133vE8Z8WKFTIMQ59//rmGDh2q0NBQffPNN373+/LLLzV06FCFh4dr5MiR2rlzp8/v+OijjzR06FCFhYWpXbt2mjRpkueew+HQgw8+qM6dOysiIkLDhw/XihUr6u4fagNC6AYAAAAAAJoWt9s8CCGQz9Gd0oEfvGN89Tdp/7dmfSDjuN0BTfW1116TzWbT6tWrNWfOHI0ePVqJiYlat26dPvvsMx0+fFjXXXedJOmf//ynHn30UXXp0kUZGRlau3atJOmPf/yjXnnlFT377LPavn277rvvPv3qV7/S119/7fOsBx98UI8//rh27NihAQMG+N3v4Ycf1lNPPaV169bJZrPplltu8dxbsmSJJk2apPHjx2vjxo2egK7EzTffrNWrV+vtt9/Wli1bNHnyZI0bN067d+8O6J9TY2S43QH+aWhmcnNzFRUVpZycHEVGRtb3dAAAAAAAQCkFBQXat2+fzjrrLIWFhZmVjjxpdmz9TOihdMke4VfTMWPGKCcnRxs3bpQkPfLII/r+++/1+eefe9qkpaWpa9eu2rlzp3r37q158+Zp3rx5Sk1NlSTl5eWpXbt2+uqrrzRixAhPv+nTpys/P19vvvmmVqxYoYsuukgffPCBJk6cGHC/L774QmPHjpUkLV26VOPHj9epU6cUFhamkSNHqkePHlq0aFG535eSkqKzzz5baWlpio31/udxySWX6Nxzz9Xs2bP9/Id6ZlX4Z+q0QHIiNu8CAAAAAADUk9KrwtavX6+kpCS1bNmyXLuUlBT17t27XH1ycrIKCgp06aWX+tQ7HA4NGjSo0mcF0m/AgAGe65iYGEnSkSNH1K1bN23atEm33XZbhb9tw4YNcrvd5eZdWFiotm3bVtinKSF0AwAAAAAATUtIuLniLBBut/TyOOnwVm9dzEBp2lLJMAJ7dgAiIryr4lwulyZMmKC5c+eWa1cSdpXlcrkkmds8O3fu7HMvNDS0ymf52y8kJMRzbZz+Z1HSv0WLFhXOq6SN1WrV+vXrZbVafe5VFCw2NYRuAAAAAACgaTEMv7d4ehQ7JEupV9/HDJQMi2S1S7aqTxQNlsGDB+vdd99VXFyc3yeLxsfHKzQ0VAcOHNDo0aP9flZN+5U1YMAAffnll7r55pvL3Rs0aJCcTqeOHDmiCy64oMbPaKwI3QAAAAAAAGx2aeqH0tw4szxt6RkN3CRpxowZWrhwoa6//nr97ne/U7t27bRnzx69/fbbWrhwYbnVYpLUqlUrPfDAA7rvvvvkcrk0atQo5ebmas2aNWrZsqVuuummCp9V035l/fnPf9bYsWPVs2dP/eIXv1BxcbE+/fRTPfjgg+rdu7duuOEGTZ06VU899ZQGDRqkY8eO6auvvlJCQoKuvPLKWv3zauiafOh24sQJXXzxxSoqKpLT6dSvf/3rSvcaAwAAAACAZsxaKmAzjDMauElSbGysVq9erd///ve6/PLLVVhYqO7du2vcuHGylF6FV8Zf//pXdejQQY8//rj27t2r1q1ba/DgwXrooYeqfF5N+5U2ZswY/e9//9Nf//pXzZkzR5GRkbrwwgs991955RX97W9/029/+1v99NNPatu2rUaMGNHkAzepGZxe6nQ6VVhYqPDwcOXn56t///5au3at3y/s4/RSAAAAAAAarqpOmgxY6VNPAziFFE1LsE4vrTwmbSKsVqvCw82XGBYUFMjpdKqJ54wAAAAAAACoZ/Ueuq1cuVITJkxQbGysDMPQBx98UK7NM88840kXhwwZom+++SagZ2RnZ2vgwIHq0qWLHnzwQbVr1y5IswcAAAAAAE2GPUKalWN+WOWGWqr30C0vL08DBw7U/PnzK7y/ePFi3XvvvXr44Ye1ceNGXXDBBbriiit04MABT5shQ4aof//+5T7p6ebxwK1bt9bmzZu1b98+vfnmmzp8+HCl8yksLFRubq7PBwAAAAAAAAhEg3qnm2EYev/993XVVVd56oYPH67Bgwfr2Wef9dT17dtXV111lR5//PGAn3HXXXfp4osv1uTJkyu8P2vWLP3lL38pV8873QAAAAAAaHiC+k43QM3knW4Oh0Pr16/XZZdd5lN/2WWXac2aNX6NcfjwYc9qtdzcXK1cuVJ9+vSptP0f/vAH5eTkeD4HDx6s+Q8AAAAAAABnRANaU4RGLlh/lmxBGaWOHDt2TE6nUx07dvSp79ixow4dOuTXGGlpabr11lvldrvldrt19913a8CAAZW2Dw0NVWhoaK3mDQAAAAAAzoyQkBBJUn5+vlq0aFHPs0FT4HA4JJmHc9ZGgw7dShiG4VN2u93l6iozZMgQbdq0qQ5mBQAAAAAA6pvValXr1q115MgRSVJ4eLjfmQFQlsvl0tGjRxUeHi6brXaxWYMO3dq1ayer1VpuVduRI0fKrX6Dnxx50uxY8/qhdE5jAQAAAAA0ep06dZIkT/AG1IbFYlG3bt1qHd426NDNbrdryJAhWr58ua6++mpP/fLlyzVx4sR6nFkTsW+l1OeK+p4FAAAAAAC1YhiGYmJi1KFDBxUVFdX3dNDI2e12WSy1Pwah3kO3kydPas+ePZ7yvn37tGnTJkVHR6tbt266//77deONN2ro0KEaMWKEXnjhBR04cEB33nlnPc66kco+IOX85C0nzZZadZLC20qtu3nrWQ0HAAAAAGiErFZrrd/DBQRLvYdu69at00UXXeQp33///ZKkm266Sa+++qqmTJmizMxMPfroo8rIyFD//v21dOlSde/evb6m3HjNS/AtH9oivTDGvJ6Vc8anAwAAAAAA0FQZbs7UrVJubq6ioqKUk5OjyMjI+p5O7Wz5r/TebeXrzx4njbxb6jpcstl9V7pd/zZbUAEAAAAAABRYTlTvK91wBiVMllb+XTq2y7d+92fmx95S6jJM6hDvvVfZFlQAAAAAAABUitCtEgsWLNCCBQvkdDrreyrB4yySQlp4yx37SYV5Upeh0r6vpbyj0t4k81OCLagAAAAAAAABY3tpNZrU9lJJOpUlzY0zr//wk2S1m1tKXS4zYFs9T9r+fvl+kxZKA647kzMFAAAAAABoUALJiWp//ikalXyn9z/y/CKnGbhJksUixSZK174ixQz07RTWWup/7RmbIwAAAAAAQGNH6AZfzqLydQXZ0toXzvhUAAAAAAAAGitCt+bGHqG4gjcVV/Cm1hwsKH/fZpemfugtX/yI+b3sEenQ1jMzRwAAAAAAgEaO0K0ZScvK17rU457y08t2aWtajtKy8n0bWu3e6+F3SGdfLjkLpf/dLBWePEOzBQAAAAAAaLw4vbQZGTU3yaecnJGrCfNXSZJS54z31OcrVPEFb5ptjDCFX/Ws9NwoKXO3tPR30tXPnrlJAwAAAAAANEKsdGtG5k1JrLC+W3S4Ptz0kxzFroo7RrSVrnlRMizS5jelzW/X3SQBAAAAAACaAEK3ZmRiYqz6x/oeZ2tIOnA8X795e5NGzf1K//pytzJPFnrur0nJNC/izpfG/MG8/uR+6djuMzRrAAAAAACAxofQrRkpcrp9yv1jI9U3JlK/GXu2OrQK1ZEThXp6+S5d9OQKTxuf975d8FvprAulojzz/W5FFRzEAAAAAAAAABlut9tdfbPmKzc3V1FRUcrJyVFkZGT1HRq47HyHEh9dLkna/pfLFGK1ym6zyFHs0qfbMvSbtzdV2jd1znjpxCHp2fOl/GPSkGnS+lfNmw+lS/aIOp8/AAAAAABAfQkkJ2KlWyUWLFig+Ph4DRs2rL6nElR2m/c/csMwPGW7zaKJiZ0rfe+bp75VJ+nq583rksBNkvatrPyhjjxpVpT5ceTVfPIAAAAAAACNBCvdqtHUVrpVx+12a8K/V2lbeq6nLtxu1eZHLlWIzept+PG90vpXvOVOA6Sf/0sKbyu17uY7qCNPmh1rXrMiDgAAAAAANFKsdEONlX3vm8WQ8h1OPfv1Xt+GpQM3STq0RXphjDQvQXJVcgqqVPWKOAAAAAAAgCaC0A0+7DaLFk0f7in/7ap+kqR/f7Vb29NzvA0nLax8kMc6SfPPld66XvroHinpce+9pNlS+kYp+0Cwpw4AAAAAANBgELqhnNLvfZuY2FmX9+uoIqdb9y3epIIip3kjYbIUM9C3ozVUMmySs1A6tlPauVTa8Lr07b+9bUqviAMAAAAAAGiibPU9ATQ84XabeVLpabOvTtD6/Vnadfiknl6+Sw9d2VdyFvl2ihkoGRbp5k+lk4elzBTp+F5p12fSni/KP6SqlXIAAAAAAACNHCvdUK22LUM1Z9IASdLCb/bqu72Zks0uTf3Q22jaUumWZVJIC6lNnNRrrHTubdIN75RfEWdYpXZ9ztwPAAAAAAAAOMMI3eCXS+I7asrQrnK7pQf+t1knCookq93bwDDMIK6ssiviQlpIbqf0+s+ljC11O2kAAAAAAIB6QugGv/3xZ33VpU0LpWWd0l8/SfavU9kVcXdvkGIHSwXZp4O3zXUyVwAAAAAAgPpE6Aa/tQoL0VOTB8owpP+uS9PHO3IUV/Cm4greVL5CK+9YekVciyhp6gdSl2HSqSzpNYI3AAAAAADQ9BC6ISDDe7TVbRf0kCT9+aPt/nWyR0izcsyPPUIKi5J+9a4ZvBVke4M3R540K8r8OPLq7kcAAAAAAADUMUI3BOz+S3urT8dWOp7n8NStSckMbJCwKOlX7/kGb4d4xxsAAAAAAGgaCN0QsLAQq2Ze0UfWUn96nl62S1vTcpSWlV+ufb6jWHEzlyhu5hLlO4pLDRR5Ong71wze3vyF996+lXX3AwAAAAAAAOoYoVslFixYoPj4eA0bNqy+p9Ig3fzqOjld3nJyRq4mzF+lUXOTVFz6RhnlVsSFRZpbTWMSzeCtRNJsKX2jlH0gqPMGAAAAAAA4Ewy32+2u70k0ZLm5uYqKilJOTo4iIyPrezoNxgcbf9K9izdVeC/cblVi19YaGhets9qGq21Lu6a+vFaSFB8TqbnXDFCbiBB1aRPu7TQrqvKHzcoJ4swBAAAAAABqJpCciNCtGoRuFXO73Zrw71Xalp7rqWsVZpPcbp0odPo1Ruqc8d7Clv9K791WvtGkhdKA62o7XQAAAAAAgFoLJCeynaE5oYkpcvpmtf1jI2WxGPrv7SO0/3i+1qYe1/r9Wfp65xEdzy8q13/elETfioTJ0rfzzVNMS0R0MOsBAAAAAAAaGUI31IjdZtGi6cOV+OhySdLiO85TiNUqu82iPp1aqU+nVvrVed3ldrs1bt432nn4hKdvbFSYJibG+g7oLB/MKe+ItO1dKeHauvwpAAAAAAAAQcdBCqgxu837x8cwDJ9yiSKnWyFWw6cuPadA721I821os0tTP/SWh99lfn/8G+nY7qDNGQAAAAAA4EwgdEONhdttSp0zXqlzxivcXvGiyZIVcSV+eW5XSdLv392qFTuP+Da22r3XF/1B6j5KcpyUFv9KKjwZ9PkDAAAAAADUFUI31LnSK+AeurKvfj4wVsUut+5atEHr92eVahhhnlQ6K0cKi5KufVlq2Uk6+qO54o0zPwAAAAAAQCPB6aXV4PTS4HMUuzT99XVaueuoolqE6H93jlDvjq0qbrz/W+m1n0muYumKv0vDbz+zkwUAAAAAADgtkJyIlW444+w2i5771WAldm2tnFNFmvrSD/op+5TyHcWKm7lEcTOXKN9RbDbuPkK69K/m9ecPSQd/kBx50qwo8+PIq78fAgAAAAAAUAlCN9SLcLtNr0wbpl4dWupQboFufOl7Hc9zVNz4vLuk+KskV5H035ukvGNndK4AAAAAAACBInRDvWkTYdfrt5yr2Kgw7T2apzv/s95zb01KprehYUgT50vteksn0qUP/s97b9/KMzhjAAAAAAAA/xC6oV7Ftm6h128drsgwm7al53rqn162S1vTcpSWlW9WhLaSrvuPZGsh7V/lHSBptpS+Uco+cIZnDgAAAAAAUDkOUqgGBymcGXEzl1R6L3XOeG9hVlTlg8zKCeKMAAAAAAAAfHGQAhqdeVMS/auftLDiAa78u2+ZwxYAAAAAAEA9InSrxIIFCxQfH69hw4bV91SahYmJseof65sQ9+nYShMTY30bJkyWYgaWH+Czh6SPfi0d21OHswQAAAAAAPAPoVslZsyYoeTkZK1du7a+p9IsFDnL73Len5mnEwXFvpXOIt9ym7OkkAjzZNMNr0nzh0qLb5TSN3nbcNgCAAAAAAA4wwjd0CDYbRYtmj7cU27dwqaCYpf+8cUu34Y2uzT1Q2/5zlXS71Olmz+Teo+T5JZ2fCS9eqW3DYctAAAAAACAM4zQDQ2G3eb94/j4pAGSpFdWp+rLHYd9G1rt3mvDMIO47iOkXy6W7vq2/MCHtkgvjJHmJdTBrAEAAAAAAMrj9NJqcHpp/Xn042S9vHqf2oSH6LN7L1THyDD/Om75r/TebeXrJy6QBv0quJMEAAAAAADNBqeXokn4/RV91C82Uln5Rbr37U1yuvzMhys7bGHDf6T848GdJAAAAAAAQAUI3dBghdqs+vf1gxRut+rbvZl67usU/zqWPWwhuqdkWKWD30kvj+PdbgAAAAAAoM4RuqFB69G+pf7y836SpKeX79L6/VnVdyp72MIdK6XbkqRWsdKxndKLl0qHtgY2EUeeNCvK/DjyAusLAAAAAACaHUI3NHjXDuminw+MldPl1q/f2qhDOacUN3OJ4mYuUb6juOJOZQ9biB0oTf9C6hAvnTwkvXyFlJJEmAYAAAAAAOoEoRsaPMMw9NjV/dU1uoV+yj6lWR8nV9/JHiHNyjE/9gizLqqzdPOnUtwFkuOE9Ma10rZ3vX32rfRvQv62AwAAAAAAzRahGxqFVmEh+vf1g2WzGPps2yFP/ZqUzMAGatFa+tW7Ur9JkqtY+uge772k2VL6xvLvfMs+IGVsqb4dAAAAAADAaYbb7fbzSMjmKZCjYFH35n72o55d4T1QIT4mUnOvGaA2ESHq0ibc/4FcLunRNpXfP+tCyZEvFeVLR6pYWTcrx/9nAgAAAACARi2QnIiVbmhUSgdukpSckasJ81dp1NykwAayWKRJCyu/v2+l9NO6qgO3qvoDAAAAAIBmzVbfEwACMW9Kou5dvKlc/a8v7hX4YAmTpW/nSxmbvXWRnaULfyfZW0r2cCnk9Oeje8yTT0u06232BwAAAAAAqAChGxqViYmxevGbvdqWnutT/6+v9uh4vkMPjjtHkWEhyncUK/6RzyVJyY9ernB7BX/UnUW+5ZiBkmGREm+QbKVOPy12SCFhvm2zUqX8TCmiXRB+FQAAAAAAaGrYXopGpcjp+wrCvp1aqU14iCRp0XcHdOnTX/sctFAlm12a+qG3PG2pdMsy38CtonaRXSSnQ1r2x5r8BAAAAAAA0AwQuqFRsdssWjR9uKf8zl0j9P1Dl+jN24Yrrm24DucW6s5F6/XrtzZ62lR5wqm1VMBmGOUDt4raTZxvrojb/Ja07d2a/hQAAAAAANCEEbpVYsGCBYqPj9ewYcPqeyoow27z/rE1DEN2m0Uje7bTZ/deqP8b01NWQ/pixxFPm6eX7dTWtBylZeXX4qER5kmls3KknhdJFzxg1n9yn5R9sObjAgAAAACAJslwu93u6ps1X4EcBYuGIW7mkkrvpc4ZH5yHOIukl8eZJ5x2HyXd9JFksQZnbAAAAAAA0CAFkhOx0g1NzrwpiRXW/+O6gcF7iDVEmvSCFBIh7V8lrflX8MYGAAAAAACNHqEbmpyJibHqH1s+bU45ejK4D2rbU7ryCfP6q79J6Rurbg8AAAAAAJoNQjc0OWVPOI2JCpMkzU9K0fyvdgf3YYk3SH1/LrmKpXenSyePSrOizI8jL7jPAgAAAAAAjQahG5qcsiecfnH/hfr9uD6SpCeX7dLClXuD9zDDkCb8U2oVK2Xukb78S/DGBgAAAAAAjRahG5qksiec3jWml357aW9J0mNLd+j1b1MDGi/fUay4mUsUN3OJ8h3FvjfDo6WrnzWvN/7HW79vZU2mDgAAAAAAmgBbfU8AqAvhdlu5k0rvGXu2CoqdWpCUokc+3C671aKfJ8Yq/pHPJUnJj16ucHsN/yvRY4w0+CZpw2veuqTZUqtOUnhbqXW3Gv4SAAAAAADQGBG6oVl54LI+Kixy6cVV+/SH97dKRuBjrEnJ1CV9O5a/UTpwk6RDW6QXxpjXs3K89Y48aXasef1QumSPCHwSAAAAAACgQWN7KZoVwzD08Pi+uvG87nK7pYfe2+q5tyYls8I+aVn52p7uDc2eXrZLW9NylJaV79tw0sKKH9qxn/TjUslZXPF9AAAAAADQ5Bhut9tdfbPmKzc3V1FRUcrJyVFkZGR9TwdB4nK59eu3NuqTrRmeum7RLXTtkC5yudwyDItyC4qUc6pI76xPq3Qcny2sbrf0wmgpY3PFjSM7m1tQE66R/j3ErLv+banPFcH4SQAAAAAAoI4FkhOxvRTNksVi+ARuknTg+Ck9vXy332PMm5LoW+Es8i3HDDRXt/W8SNr8lpT7k7RitrRijrdN0mO89w0AAAAAgCaIlW7VYKVb0/XBxp907+JN5eoHdolSfGykIluEKKpFiCLDbHr+6706mHXK06ZfbKQ+uWeUDKPMS+FOZUlz48zrP/wkWe2SzS4VF0o7PpbevbXyCZV+7xsAAAAAAGhwWOkG+GFiYqxe/GavtqXneuoGdInSBzPO9wnTHMUuvf3DQZ/QLT37lIqcbtltZUI3q917bRhm4CZJtlAp4VrJ7ZLeu638ZCp7HxwAAAAAAGiUOEgBzVaR03eRZ//YyArr7TaLFk0f7lOXlV+kdfuPlx/UHmGuWJuVU/GppAmTzW2nPn1aSf2vDfwHAAAAAACABovQDc1W2TBt8R3n6Z07R8puK/9fi9J1U4Z1lSQ9/P42FRQ5A3to2fe+yZAcJ6St/w1sHAAAAAAA0KARuqFZKx2mGYZRYeAmSeF2m1LnjFfqnPF6eHxfdWgVqn3H8rQgaU9gD7TZpakfessXPGB+L/uTdCo7wNkDAAAAAICGitANzVrpMC3c7t8rDiPDQvToxH6SpGdXpGjnoROBPbT0e99G/J/U9mwp74j01V8DGwcAAAAAADRYhG5ADVzer5Muje+oYpdbf3hvi1yuAA4BLv3et/Bo6WdPm/VrX5LS1tfNhAEAAAAAwBlF6AbUgGEYenRiP0XYrdpwIFtvfL+/5oOddaE04BeS3NIn90rO4mBNEwAAAAAA1BNCN6CGYqJa6MFx50iS5n62U4dyCmo+2GV/k8KipENbpLUvBmmGAAAAAACgvhC6AbXwq/O6K7Fra50sLNafP9pW84Fatpcu+Yt5/dXfpNz04EwQAAAAAADUC0K3SixYsEDx8fEaNmxYfU8FDZjVYujxSQmyWQx9vv2wPtr0k+JmLlHczCXKdwS4TXTwTVKXYZLjhPTZH+pmwgAAAAAA4IwgdKvEjBkzlJycrLVr19b3VNDA9Y2J1O0X9pAk/W3JjpoPZLFIP/uHZFil5A+k3cuDM0EAAAAAAHDGEboBQfDrsWcrrm24jpwo9NStSckMfKBOCdJ5d5nXS+6XZkWZH0dekGYKAAAAAADOBEI3IAjCQqy675LePnVPL9ulrWk5SsvKD2ywMTOlyM5S9oEgzhAAAAAAAJxJhG5AkPxm8SafcnJGribMX6VRc5N86vMdxVW/9y20lXTFXN+6fSuDPFsAAAAAAFCXCN2AIJk3JbHC+oFdorQ9PSewwToNkLqc6y0nPSalb2T1GwAAAAAAjQShGxAkExNj1T82slz95rQcjf/XKk1/ba02Hcz2uVfpe9/+OUBK+8FbPrRVemGMNC8heBMGAAAAAAB1xlbfEwCaiiKn26fcPzZSDqdLZ3dopaXbMvTFjiP6YscRDewS5Wnz9LJd6tgqTG0iQtSlTbi386SF0nu3lX/I1c/X1fQBAAAAAEAQGW632119s+YrNzdXUVFRysnJUWRk+VVMQGnZ+Q4lPrpckrT9L5cpxGqV3WZRytGTeiYpRe9uSKu0b+qc8d6C2y29MFrK2OzbqO9E6ZoXJZu9LqYPAAAAAACqEEhOxPZSIIjsNu9/pQzD8JR7tm+pp64bqD+O71thv3Lvg3MW+ZZbx5nfOz6U3v6l5AjwRFQAAAAAAHBGEboBQRRutyl1znilzhmvcHv53du3jjqr3Hvfuka30MTEWN+GNrs09UNv+a7V0vWLJVsLac9yadE1UkFuXfwEAAAAAAAQBIRuwBlU9r1vkpSRXaDs/KLyja2ltpAahtRnnDT1Ayk0UjqwRnptgpSXKTnypFlR5seRV3eTBwAAAAAAfiN0A84gu82iRdOHe8pd27RQscutZ79OqaBxhDQrx/zYI8y6budJ0z6RwttKGZukV6+UThw6M5MHAAAAAAB+I3QDzrDS7317+PQ73l5etU+7D5/wb4CYgdLNn0mtYqWjP0r/ucp7b9/KIM4UAAAAAADUFKEbUI8u7N1el/TtqGKXW7M+3i6/DxNu31u65TMpsouUfcBbnzRbSt/oWwcAAAAAAM44w+33/5ffPAVyFCxQEweP52vs01/LUezSgl8O1vgBMf53nhVVxb2c2k8OAAAAAAB4BJITsdINqGddo8N11+iekqS/LUlWvqPY/86TFlZcf/EfgzAzAAAAAABQU4RuQANw15ie6tKmhTJyCjT/qz3+d0yYbL7jrayvHpM+/b1UkOut45RTAAAAAADOGEI3oAEIC7HqkZ/FS5IWfrNXe4+e9K+js8i33CFeCmstyS19/5w0f5i07V2JXeQAAAAAAJxRhG5AA3FpfEeN7t1eRU63/vJxsn+HKtjs0tQPveVbl0sP7JZufF+K7iGdPCS9c4u0aJJ0fK+3HaecAgAAAABQpwjdgAbCMAzN+nk/2a0Wfb3rqJYnH/avo9VeehAziOt5sXTXt9KYP0jWUCnlK+mFi7ztOOUUAAAAAIA6RegGNCBntYvQ9AvOkiT95eNkxc1coriZSwI7XKFESJg0Zqb0f9+aZVepraiHtkgvjJHmJdR+0gAAAAAAoBxCN6CBufviXoqJCtNP2af862CPkGblmB97RPn7bXtKV79Qcd/KTj8FAAAAAAC1QugGNDDhdpv+OD7ep25NSmbtBh1wXflTTmMHmaefAgAAAACAoCN0AxqgAV2i1D820lN+etkubU3LUVpWfs0GLHvKqSQVnqy4HgAAAAAA1BqhG9AAXfBEkral53rKyRm5mjB/lUbNTarZgGVPOZWkyBizHgAAAAAABB2hG9AAzZuSWGH9P64bWGG9X0qfcmqxSftWSgfX1nw8AAAAAABQKUK3SixYsEDx8fEaNmxYfU8FzdDExFif7aUlvt+XKafLXfsHJFxrfn/zZO3HAgAAAAAA5RhutzsI/x9805Wbm6uoqCjl5OQoMrJ8CALUBUexS5OeWe3ZYhrbOkzp2QWSpCsTOukfUxIVarPW/AGZKdL8oZLbJd2xsvwhCwAAAAAAoJxAciJWugENkN1m0aLpwz3l5fddqH/9IlF2q0VLtx7S9NfWKa+wuOYPaNtT6n+Nef3NU7WcLQAAAAAAKIvQDWig7Dbvfz0Nw9DPEzvr5WnDFG636pvdx/TLF79XVp5D+Y5ixc1coriZS5TvCCCIu+C35nfyR9KRH4M8+9McedKsKPPjyKubZwAAAAAA0AARugENVLjdptQ545U6Z7zC7TZJ0qiz2+nN285T6/AQbT6Yreue/1aHcwtq9oAOfaW+P5fkDny1G2EaAAAAAABVInQDGpnErq31vztGqFNkmHYfOakbXvzec29NSmZgg134gPm97R3zPW91ad/Kuh0fAAAAAIAGhNANaITO7thK79w1Ql3atPAcsCBJTy/bpa1pOUrLyvdvoJiB0tmXmwcqrPpHcCeZfUDK2OItJ82W0jea9QAAAAAANHGEbkAj1aVNuNKyTvnUJWfkasL8VRo1N8n/gUpWu21+S8o+GPhEyq5gczml43uleQnSK+O89Ye2SC+MMesBAAAAAGjibPU9AQA1N29Kou5dvKlc/dxrAgi2up4rnTVa2ve1tPqf0vgnq26ffUDK+clbXvqAtONj6eQhKSddOp4iOR2V95+00P+5AQAAAADQSLHSDWjEJibGqn9sZLn6F1bu1Y+Hcv0f6MLfmd8bXjdXqVV1SELZFWw5adKmN6Q9X0pHd5iBmzVUah8vhUX59m0VIyVM9n9eAAAAAAA0UoRuQCNW5HT7lM9qGy6bxVDK0TxNnL9ab3y/X2632SbfUay4mUsUN3OJ8h3FvgPFjZK6nic5C6Xvn6v8gQe+l9r2qvhewnXSDe9Kv9ksPZwh3fG11CbOt82JDGnHJwH+SgAAAAAAGh9CN6ARs9ssWjR9uKf8ya9HadXvL9KYPu1VWOzSw+9v091vblTOqaKqBzIM39VuZR3dKb19g/TyZVLmHkmG7/3YQdKkF6SzLzGDNotVstmlqR962wyaan5/cJc5HgAAAAAATRihG9DI2W3e/xobhqFOUS308k3D9PCVfWWzGFqyNUPj//WNtqRle9qtScksP1CvsWZ4VlTqcIbtH0gf3SM9c5704yeSYZEG/lLq0NfbJmag+e2sINiz2r3Xlz0qdT9fcpyQ3rpeOpVdvj0AAAAAAE2E4S7Ze4YK5ebmKioqSjk5OYqMLP/uLKAh23QwW/e8tUEHj5+S1ZBKdqPGx0Rq7jUD1CYiRF3ahHs7rH9V+vg3pUYwJJ3u1Ge8NPYRqcM50qksaW6cWf+Hn8xwzVYqYCvhyJNmx5rXD6VLjnxp4UVSzkGp1yXSL/9rrooDAAAAAKARCCQnInSrBqEbGrvcgiINmLWs0vupc8Z7C7OiKm2nWTne67Jhmj3C/wllbJZeulwqPiWd/xvp0kf97wsAAAAAQD0KJCdieynQxEWGhegf1w2s8N68KYm+FZMWVjxIZfU1ETNQmjjfvF79T2nL/8wQr6oTUwEAAAAAaGQI3YBm4KpBndU/1jeBH9AlShMTY30bJkz2vqOtROwgs740e4S58m1WTmCr3DzPuVY6/17z+qO7pYwtgY8BAAAAAEADRugGNANFzvK7yAuKnOXryx6GUNUhCbU19hGp16VScYH0zs3e+n0rg/8sAAAAAADOMEI3oBmw2yxaNH24T12fjq18Tj6VZB6GMPVDb3naUumWZRUfklBbFqt0zYtS6+7SiQxvfdJsKX2jlH0g+M8EAAAAAOAMIXQDmomyAduSrRlKPVbB+9OspQI2w6ibwK1Ei9ZS9n7fukNbpBfGSPMS6u65AAAAAADUMUI3oBm64Ox2crml575Oqe+pnJnDGwAAAAAAOMMMt9td/mVP8AjkKFigsViXelzXPvetQqyGvv7dRYpt3aL+JuN2Sy+MljI2e+va9ZFmfG+utAMAAAAAoIEIJCdipRvQDA2Ni9Z5PaJV5HTrhZV763cyFR3ScHyvlJN25ucCAAAAAECQELoBzdTdF50tSXrrhwM6eqKw/iZS9vCG6F6Sq0h67zap2FF/8wIAAAAAoBYI3YBm6vxebTWwa2sVFrv00qp99TuZ0oc3TH5ZCo2UDnwrLXu4/uYEAAAAAEAtELoBzZRhGLr7ol6SpEXf7VdOfgXbPGsp31GsuJlLFDdzifIdxf51attLuvp58/qHF6RNbwZ9XgAAAAAA1DVCN6AZG3tOB53TqZVOFhbr1TWpfverUZhWFXuENCvH/NgjpHOulEbPNO99fK+UvrH2zwAAAAAA4AwidAOaMYvF0IzTq91eXr1PJwuDEKAFy+jfS73HSc5C6e1fSXnHJEeeNCvK/Djy6nuGAAAAAABUitANaOauTIhRj3YRyjlVpDe+2x9w/zUpmUFt52GxSJNeMLeb5qZJ/5smuRpQKAgAAAAAQBUI3YBmzmoxdOeYnpKkhd/sU0GRs8r2aVn52p6e4yk/vWyXtqblKC0rX5Lkdrt1oqBIP+w9rg83/VRpO7+ERUlT3pDsLaXUb6SvHgvglwEAAAAAUH8Mt9vtru9JNGS5ubmKiopSTk6OIiMj63s6QJ0ocro05u8r9FP2Kf1xfF/9bckOSVLyo5cr3G7zaRs3c0ml47RrGarsfIeKXVX/ayV1zvjAJpj8kfTfG33rrn9b6nNFYOMAAAAAAFALgeRErHQDoBCrRXeO7iFJenHVvkrbHcop0Lh+nSq9f+xkoSdwC7EaFbaZNyUx8AnG/1wadptvXdJs84CF7AOBjwcAAAAAQB2zVd8EQHMweWhX/eurPTqUU+CpW5OSqYv7dNCqPcf0xvf79cWOI3JWsIqtW3QLzb46QdERoWoTEaI24XaF2iya8O9V2pae62kXarPosviONZvg2oW+5UNbpBfGmNezcso1BwAAAACgPhG6AZAkhYVYdd3QLlqQlOKpe+i9rbIYhg7leoO4od3b6FBugdKyTkmS+sdGymIxdO5ZbWW3eRfPOopdPuNbLYYKi1165MPtevK6gYFPcNJC6b3bKq4HAAAAAKCBYXspAI/SgZskHTlR6Ancpo2M07L7LtQ7d43UJ/eM8rRZfMd5eufOkT6BmyTZbRYtmj7cU37+V4MlSe9sSNN7G9ICn1zCZCmmTFgXk2jWAwAAAADQwBC6AfCo7H1rT1wzQLN+3k+9O7aSJJ+AzTCMcoFbidL1I3u1072XnC1Jevj9bdpz5ERgk3MWla/LP1ZxPQAAAAAA9YzQDYDHxMRY9Yv1PX1lQJcoTR7aJSjj33Px2Tq/V1udKnLq/97YoFMOp/+dbXZp6oe+dcUOyVUclLkBAAAAABBMhG4APIqcbpU+c7T/6QCuyOl7eEK43abUOeOVOme8wu2VvxqybDurxdC8KYPUvlWodh0+qUc+3BbYBK1273VUVynviPTD84GNAQAAAADAGUDoBsCj7HvYKntfW220bxWqf/4iURZD+t/6NL2zPk35jmLFzVyiuJlLlO/wc+XahQ+Y36vmSaeygzY/AAAAAACCgdCtEgsWLFB8fLyGDRtW31MBzih/39dWGyN7ttO9l/SWJP3pg23ac+Skn5OLkGblmJ9BN0rtz5EKsqVv5wc+CUeeNCvK/DjyAu8PAAAAAEAVCN0qMWPGDCUnJ2vt2rX1PRWgSZpxUS+N6tVOp4qcum/xpsAHsFili/9oXn/7jHTyaFDnBwAAAABAbRC6AagXVouheb9IVIdWoUo56l1ptiYl0/9BzvmZFDtIKsqTVj1dB7MEAAAAAKBmCN0A+PD3kIRgaNcyVH/6WbzP4Q1PL9ulrWk5SsvKr34Aw5DGPmJer31Ryj5YJ/MEAAAAACBQhG4A6tU9b21U6bNRkzNyNWH+Ko2am+TfAD0ukuIukJwOaeUTNZvEvpU16wcAAAAAQCUI3QDUq3lTEgOqL6f0areNb0jH9lTfJ/uAlLHFW06aLaVvNOsBAAAAAAgCQjcA9WpiYqz6x0b61IXaLBrTp73/g3Q9V+p9heR2SkmPVX8y6bwE6ZVx3vKhLdILY8x6AAAAAACCgNANQL0qcrp9yjaLocJil+56Y72KnC7/Byo5yXT7e9LhbZW3S98otT274nuX/tX/5wEAAAAAUAVCNwD1ym6zaNH04Z7y27cPV4sQi75NOa4/vr9Nbre7it6ldOov9b/WvP66gne75WZI798lvXCRlLlb8jm+4bQVc6St7/jWVbdqDgAAAACAChC6Aah3dpv3X0XxsVGa/8vBshjS4nUH9ezXKf4PdNFDkmGV9nzhrdu9XFoxV/r3YGnzm5LcUr9rpA59vW069JPsLaWiPOndW6VP7pOKCmr/wwAAAAAAzRahG4AGZ2zfjvrzhH6SpCc+26lPtqRLkvIdxYqbuURxM5co31FcvmPbnlL8Vb51794qrZgtFeVLXc6Vpn8pTX5Zunmpt82ty6QHdksXPGCW170svXSplBlA4AcAAAAAQCmEbgDqXbjdptQ545U6Z7zC7TZJ0k0j43Tz+XGSpPv/u1nr92f5N9j2d33LrlLh3K3LpC5DzWur3VtvGJI9XBr7J+mGd6UW0d7DFX5c4m23b2VgP6wibFcFAAAAgGaB0A1Ag/XH8fG6pG8HOYpduv31dTp4PL/6TpMWVl5vVPAet7LOvkS6c5XU9TypMFd67zbvvaTZ5kEM2Qf8+wEAAAAAgGaL0A1Ag2W1GPrnLwapf+dIZeY5dNeiDZ57a1IyK+6UMFnqNMC3LnaQWe+vqM7StE/K15esfpuX4P9YAAAAAIBmidANQIMWEWrTSzcNU/tWodp7zLsd8+llu7Q1LUdpWWVWvzmLfFe0xQz01pdmj5Bm5Zgfe0T5B1tDql41FwzB2K4KAAAAAGiQCN0ANHgdI8N09EShT11yRq4mzF+lUXOTfBvb7NLUD73laUulW5aZ9YFKmOwN7UrEJAa2aq607ANSxhZvme2qAAAAANBkEboBaBTmTUn0v77sIQk1Cdyk8qvjJCk/s+J6f8xLkF4Z5y2zXRUAAAAAmixCNwCNwsTEWPWPjfSpG9A5ShMTY+vuoWVXzUmSW/4dyFCRut6uCgAAAABoMAjdADQKRU53ubqsU44K64Oq9Kq5iPZS7kFpy+KajRXdo3xdoIc8AAAAAAAaBUI3AI2C3WbRounDfeocRS4Vu1xnbhLD7zS/v3lKchYH1tftlj6b6VsX3s78rul2VQAAAABAg0XoBqDRsNu8/8rq3LqFDp8o1HNf762gYTUnk9bU4KlSi2jp+F5p+3uB9d32rpS2VrKF+dZPW1rzd84BAAAAABosQjcAjdLvLu8tSXr+6xSlZeXX3YNKB3gtO0gj/s+sX/mk5O8qO0eetPwR83rkr731+cekg98Hd74AAAAAgAaB0A1Ao3RpfEcNPytahcUuPf7pj2fuwefeLoVFScd2Sjs+8q/P6n9JuT9JUd2k4Xf43tv2TvDnCAAAAACod4RuABqNcLtNqXPGK3XOeEWEhuiRCfGyGNKSLRn6Yd/xgMbKdxQrbuYSxc1conxHAO9nC4vyvttt5ZPmu9qqkpMmrf6neX3Zo1JIC9/7yR9LxYX+Px8AAAAA0CgQugFotPrFRukX53aTJP3l4+1yuur4JNMSw++U7C2lw1ulnZ9W3Xb5n6XiU1K3kVL8Vd7tqo8cl1rFSIU50p4vz8i0AQAAAABnDqEbgEbtt5f2Vqswm7an5+qd9QfPzEPDo6Vh083rlU9UvtrtwHent48a0hVzJMPw3rNYpX6TzGu2mAIAAABAk0PoBqBRa9syVL8Ze7Yk6e+f79SJgqKabx0NxIi7JVsLKX2jlFLBSjWXS/r09+b14BulmIHl2yRcY37v/NQ8bAEAAAAA0GQQugFo9KaOiFOPdhE6dtKh+V/tCbj/mpTMwB/asr009Bbz+uu/S4UnpVlR5seRJ21+S8rYJIVGShf/qeIxYgdLbc6SivKr36YKAAAAAGhUCN0ANHp2m0V/+lm8JOnl1fuUmln1qrG0rHxtT8/xlJ9etktb03KUlpUf2INH3iNZQ6WD30n713jrC09KX/7FvL7wd1LLDhX3Nwwp4VrzeitbTAEAAACgKSF0A9AkXHROB43u3V5FTrf+/vnOStudcjg1am6SJj/3nacuOSNXE+av0qi5SYE9NDLG3DoqSavneevX/Es6eViK7uE96bQy/U9vMd3zhXQqK7DnO/J8V9cBAAAAABoMQjcATcafftZXNouhpB+PeurWpGTqlMOpT7dm6O43N2jI35ZX2n/ONQmBP/T8eyVLiLR/tbfuhxfM78tnSzZ71f079JU69JNcRdKOjwN/PgAAAACgQSJ0A9Bk9OrQSlcP6uxTd//iTRr06DLd9cYGfbIlQ/kOp2KjwtS2Zfkw7NXVqUrPPhXYQ1t3lRKv961zOqQeF0m9x/k3RsmBCmwxBQAAAIAmg9ANQJPyv/VpPuXcgmIVFLskSbdf2EMfzjhfSQ+MUUxkmKdNj3YRslkM/XjohCYuWK0tadmee36dhDpgisr963TwTVLOQf8mXbLFNPUb6cRh//oAAAAAABo0QjcATcq8KYkV1v/juoF66Mq+Gti1tUJDrFo0fbjn3sf3nK/l91+oPh1b6eiJQl33/Lf6bFuG/w99dbwkl2/dO9OkeX5uV20TJ3UeKrld0vb3/X9uaftW1qwfAAAAAKBOELoBaFImJsaqf2ykT92ALlG6qsy2U7vN+68/wzB0VruWeueuERrdu70Kily6c9EGPfd1itxud/UPnbQwsPqKlJxiuu1d/9pnH5AytnjLSbOl9I1mfU1xMAMAAAAABA2hG4AmpcjpG5KVBHBl6yvSKixEL900VDeN6C5JmvPpj3rkw+2e+2tSMivumDBZihnoWxc7yKz3V7+rJcMipf0gZe2vvv28BOmVUu+MO7RFemGM/6vrAAAAAAB1itANQJNit1l8to4uvuM8vXPnSJ+VbVWxWS36y8T+mjUhXoakdzf85Ln39LJd2pqWo7SsfN9OziLfckkAV7a+Kq06SXGjzGt/VruNf7ri+onP+v9MAAAAAECdIXQD0OSU3TpaUeAWbrcpdc54pc4Zr3C7rdz9aeefpbJr45IzcjVh/iqNmpvke8Nml6Z+WKrzUumWZWZ9GVUezNDfzy2mJ49KP1SydXXzm9KpbN86to0CAAAAwBlH6AYAlajsUIYK662lAjbDqDBwq1bfCZIlRDq8rfKQ7OQR6bWfSUd3SJZSYWGbs8ztqanfSC9f7t8W1apwMAMAAAAA1AqhGwBUoqJDGRI6R2liYmzdPDA8Wuo1tvL7Jw5Lr/5MOvqj1CrGXE1X4s5V0vQvpVax5v0XL5F+2uD/s+viYAYAAAAAaMbK76kCgEauZOtobVV0+EL2KYeKnG7ZbUatx69Q/2ulXZ+Vr8/NkF6bIGXuliI7Szd9bL4HroRhSJ0HS9O/kN68zlwt9+p46ZoXpR5jqn9u2QMYSg5mkKRZOTX9NQAAAADQbLHSDQAqUfZQBklqGWpTiDU4gVuFp6H2uUKyhfnW5aabAVrmbimyizTtE6ltz4oHjeos3fyp1OsSqShfevsG6YcXvfdLbxvNTJHW/Ft65UpJlfymSZW8Ow4AAAAAUCVWugFAFUofwtAixKodGSe0JiVT5/dqV6ZhRLUrwtKy8pWRc8pTfnrZLnVsFaY2ESHq0ibcrAxtKZ19mbTjI7O8/T1p5VNS1j4pqps07WOpTVzVkw6LlK5fLC19QFr/ivTFI957nz8sbf9AOvCdlJ3q288WJhUXeMuxg6SEyVU/CwAAAABQIVa6AYCfrh7cWZL0/Mq9Neo/am6SJj/3nadc4Wmo2QekmIHe8sf3m4FbZGdzhVvpwK0k6JuVY16XZrVJP/tH+UkcT5G2vG0GbpYQqcdF0hV/l+7ZILXv421nWCWXS3IW1ei3AgAAAEBzR+gGAH66aUR3WQxp5a6j2pGRG3D/xyclVFjvcxrqvATpq796yy6H+Z37k9Sme2APNIzKt4eee7v0YIo09QNp+O3mdtWpH3rvu53SgOtqdgorAAAAAIDQDQCqUnIoQ+qc8erTKVJX9I+RJC38JvDVbjsPlQ/qBnQpcxpqZSFZTd+tljDZd+WcZG4bveIJKSzKt95aJmD74XnJWVyz5wIAAABAM0foBgABuO3CHpKkjzal+7yfrTrbfsrRa2v2+9RFhpmv1fQ5JbWykKym71Yruz20ZOzqto22iDa3upa8Ww4AAAAAEBBCNwAIQGLX1jr3rGgVu9x6dXWqX32cLrceen+r3JKu6NfRU19Y7NTrt5zrc1hDjUOyytjsvttGpy2VbllW/bbRoTeb32v+LbndVbcFAAAAAJRD6AYAAbrj9Gq3N78/oBMF1Ydhi77bry1pOWoVZtPMK/t66guL3VqTkunbuKYhWVVKbxs1DP/GGjzNPM00fYO0f03Nnw0AAAAAzRShGwAE6KI+HdSzfYROFBbr7R8OVtn2cG6B/v75TknSg5f3UftWoT73l27NKN+pJiFZMJQ+DbVNNynxl2b9mn+dmecDAAAAQBNC6AYAAbJYDN1+erXby6v3qcjpqrTto58k62RhsQZ2ba1fDi9/+uhXPx5RQZGzzuZaK+fNkGRIuz6Tju6s79kAAAAAQKNC6AYANTAxsbPatQxVRk6BPtmSXmGbFTuPaMmWDFkM6bGr+stqMTynoe57/Ep1bt1C+Q6nvt519AzP3k/teknnjDevv51fv3MBAAAAgEaG0A0AaiAsxKqbz4+TJD3/9V65yxw2UFDk1CMfbpck3Xz+WerfOcrnvmEYuqJ/J0nSpxVtMQ2m0ttG7RGB9R15j/m9+W3pxOHgzw0AAAAAmihCNwCooRuGd1O43aofD53QlzsOK27mEsXNXKJ8R7Hmf7VHB47nKyYqTPdd2rvC/lckxEiSvthxRIXFDXSLabfzpC7nSk6HtHZhfc8GAAAAABoNQjcAqKHW4XZdN7SrJOnl1ame+pSjJ/X8yhRJ0p8n9FPLUFuF/Qd1ba1OkWE6WVisVbuPeW/UZmVaXShZ7bb2RcmRV79zAQAAAIBGgtANAGrh1lFnyWJIa1IyPXWPfpysIqdbY8/poMv7day0r8ViaNzpLaZLtx6q87nW2DnjpTZnSaeypI1vmMHbrCjzQwgHAAAAABUidAOAWugaHa4rT28TLbE2NUthIRbN+nk/GYZRZf+SvsuTD8lRXPkpqPXKYpVGzDCvv50vuRroVlgAAAAAaEAI3QCglm6/sEe5unsv6a2u0eHV9h3SvY3atwpVbkGxvt2bWW370vIdxT7vkatTiTdILaKl7P3Szk/r9lkAAAAA0AQQugFALUVH2NUvppWnHGqzaPhZ0UrLyq+2r9ViaFy/M3SKaW3Yw6Vh083r75+t37kAAAAAQCNA6AYAtTRqbpK2Z5zwlAuLXbr6mTUaNTfJr/5XJJih2+fbD6nY2UC3mErSubdJ1lApfWN9zwQAAAAAGrxmE7rl5+ere/fueuCBB+p7KgCamHlTEgOqL+vcuGhFR9iVlV+k7/cdD97Egq1lBynxet+6fSvrZy4AAAAA0MA1m9Dtscce0/Dhw+t7GgCaoImJseofG+lTN6BLlCYmxvrV32a1eE45XdqQt5hKUr9rfMtJs82Vb9kH6mc+AAAAANBANYvQbffu3frxxx915ZVX1vdUADRBRU63T7kkgCtbX5Ur+punmH6+/ZCcLv/7lViTEtghDDX2+gTf8qEt0gtjpHkJZ+b5AAAAANBI1HvotnLlSk2YMEGxsbEyDEMffPBBuTbPPPOMzjrrLIWFhWnIkCH65ptvAnrGAw88oMcffzxIMwYAX3abRYume1fSLr7jPL1z50jZbf7/K3ZEz7aKahGiYycdWpta/RbTtKx8bU/P8ZSfWrZTW9Ny/Dq8oVYmLQysPlgcedKsKPPjyKvbZwEAAABAENR76JaXl6eBAwdq/vz5Fd5fvHix7r33Xj388MPauHGjLrjgAl1xxRU6cMC7lWnIkCHq379/uU96ero+/PBD9e7dW7179z5TPwlAM1Q6YDMMI6DATZJCrBZdFm9uMfXnFNNRc5M0+bnvPOUdGSc0Yf4qvw9vqLGEyVLMQN+62EFmPQAAAADAw1bfE7jiiit0xRVXVHr/6aef1q233qrp06dLkubNm6fPP/9czz77rGf12vr16yvt/9133+ntt9/W//73P508eVJFRUWKjIzUI488UmH7wsJCFRYWesq5ubk1+VkAELArE2L0v/Vp+nTbIf15Qj9ZLEalbW8a0V2vfbu/XP1TkwfU+Pn5jmLFP/K5JCn50csVbq/grwhnkW/ZavfW2+w1fjYAAAAANDX1vtKtKg6HQ+vXr9dll13mU3/ZZZdpzZo1fo3x+OOP6+DBg0pNTdWTTz6p2267rdLAraR9VFSU59O1a9da/QYA8NfIXm3VKsymIycK1eOhpYqbuUT5juJy7d7+4UCFgZskrdp9TK4avBPObza7NPVDb9npkMb8gcANAAAAAMpo0KHbsWPH5HQ61bFjR5/6jh076tChQ3XyzD/84Q/KycnxfA4ePFgnzwHQtITbbUqdM16pc8ZXvELMD6E2qy7t27HKNgtX7tXM97ZKktqEh3jqu0W3kCS9vyldD3+wVW63N3jLdxQrbuaSSkO8gFnLBGzrX6v9mAAAAADQxDTo0K2EYfhusXK73eXq/DFt2jQ9+eSTVbYJDQ1VZGSkzwcAzpQrEmIqrHe73Xry8516bOkOSdKdo3vqq9+O9tz/9DcX6B/XDZTFkN764aD+8nGyT/BWp3Z9KmXzP1AAAAAAQGkNOnRr166drFZruVVtR44cKbf6DQCaggvObqdwu9WnzuVy688fbdf8pD2SpAfH9dHMK85RaIi3nWEYunpwFz1xrXnIwatrUjXnsx9rHLytScn0r2H3UZLbJa17uUbPqZF9K8/cswAAAACghhp06Ga32zVkyBAtX77cp3758uUaOXJkPc0KAOpOWIhVF/Vp7ykXO1367f826/Vv98swpL9e1V//N6ZXpf2vHdJFj13dX5L0/Nd79c8vd/v13LSsfG1Pz/GUn162S1vTcpSWlV91xyHTzO8Nr0vFhVU2rbHsA1LGFm85abaUvtGsBwAAAIAGqt5PLz158qT27NnjKe/bt0+bNm1SdHS0unXrpvvvv1833nijhg4dqhEjRuiFF17QgQMHdOedd9bjrAGg7lzWr5OWbDVX+E59ea02HcyW1WLoqckDddWgztX2v2F4dxUWufToJ8ma98VuWavZjn+ioEij5ib51CVn5GrC/FWSpNQ54yvv3PsyKbKzlPuTtP0DaeCUaucXsHkJvuVDW6QXxpjXs3LKNQcAAACAhqDeQ7d169bpoosu8pTvv/9+SdJNN92kV199VVOmTFFmZqYeffRRZWRkqH///lq6dKm6d+9eX1MGgDqTlpWvthHegwo2HcyWzWrosYn9ywVuJYc3VOSWUWepoNipJz7bqaeW7/LUr0nJ1Hk92mpt6nF9tzdT36VkautPlQdX86Yklq+0R/iGXUNulpL+Jq1dWDeh26SF0nu3VVwPAAAAAA2U4T5jb9punHJzcxUVFaWcnBwOVQBQ5+JmLqn0XpUrziox68NtevXb/Z5yixCLCotdcpX5N3+36BY6UVCsrPwiT92ALlH6cMb51R9cc/KI9HS85CqSbv9aik0MeJ5VOrRdeq7MKwViB0m3JUk1OFQHAAAAAGoqkJyoQb/TDQCamwpXllVRX53SgZsknSryBm7XDe2ip68bqDUzL9YX949R59YtPO2sFkMut1tFTj/+d5mWHaT4ieb12jpYfbb8T75lwyK53ZKzqOL2AAAAANAAELoBQAMyMTFW/WN9/9eSAV2iNDExtkbjVRXiPXHtQE0a3EWxrVvIbrNo0fThnvtOl1s3jeguu83PvybOPb39c+s7Uv7xGs21QntXSClfSkaptyG4XdLo30s2e6XdAAAAAKC+EbpVYsGCBYqPj9ewYcPqeyoAmpGyK8tKAji/VpxVIJAQr2zA9sb3B/1/UNfhUscEqbhA2vRGjeZajsslLTu9ym3ITb73di4NzjMAAAAAoI4QulVixowZSk5O1tq1a+t7KgCakbIrzhbfcZ7euXOk/yvOyqhpiGezGtp0MFtb0rL9e5BhSOdON6/XviQVnpBmRZkfR16g0zZt/Z95UmlopDTqXt97O5dKzuKajQsAAAAAZwChGwA0MKUDNsMwahy4lYxVkxBvXL9OkqTXy7wTrkoJk6XQKClrn7kttDaKCqSv/mpej7pPCm/rvdeijZSfKR1YU7tnAAAAAEAdInQDgCauJiHeL8/tJkn6aHO6svIcfj4oQhp0g3m9/tVAp+nr++eknINSZBfpvLt87/W+3PxO/qjm4zvyar8SDwAAAACqQOgGAJAkhdttSp0zXqlzxmtEz7bq3zlSjmKXFq8L4N1uw05vMd3zZc0nkn9c+uZp8/riP0ohLXzv97nS/P7xE/O9bwAAAADQABG6AQDKMQxDU8+LkyQt+m6/nC4/D3Jo21PqebEkP9tXtOJs5d+lwhzzYIYB15l19ghpVo756T3OfM/biQzpp3UB/S4AAAAAOFMI3QCggSm94izcbqu3eUwYGKuoFiFKyzqlpB+P+N9x2G01f+jxvdIPC83ryx6VLNbybWyhpbaYfljzZwEAAABAHSJ0A4AmrqYhXgu7VVOGdZUkvf5dAAcq9L5ciuriLe9b6X/fLx+VXEVSz7GnV8xVou8E83vHx5Lbz1V1AAAAAHAGEboBACr1q+HdZRjSyl1Hte+YnwcO5P4k9brEW056TErfKGUfqLrfTxuk7e9LMqRLH626ba9LJFsLKXu/dGiLf/MCAAAAgDOI0A0AUKlubcN1UZ8OkqT/fOvnard5Cb6nlx7aKr0wxqyvypeng7bEX0qd+lfd1h4hnX062KvNKaZSYCvxAAAAAMBPhG4AgCrdOKK7JOl/6w8q31FcfYdJCyuuj+4hrZkvZVdyGmraD+bqtYse9m9ifX9ufu/42L/2JbIPSBmlVsclzfZvJR4AAAAABIDQrRILFixQfHy8hg0bVt9TAYB6Nfrs9ureNlwnCor1wcZ05TuKFTdzieJmLqk4hEuYLMUMLF9/fK+07GFpXn/pxUvMAC4nzbfNiP+Tojr7N7Hel0uWEOnYTunoTv9/0LwE6ZVx3vKhLf6txAMAAACAABC6VWLGjBlKTk7W2rVr63sqAFCvLBZDN55nrnZ7/dtUuas7uMBZ5FuOGSh17C9d/rjU/XxJhpS21gzgFpzrbWdYzcMT/F1xFhYl9bzIvA5ki+nFj1RcX9kKPQAAAACoAUI3AEC1Jg/pqrAQi348dELr92dX3dhml6Z+6C1PWyrdlmSuYrt5qfTbH6Ur/l6+n9spvTo+sBVnnlNM/Qzdigulbe+Wr48dZK7QAwAAAIAgIXQDAFQrKjxEVyWa2z7f+sGPlWhWu/faMMwgrkSrTtLw2ytfWRbIirM+480Vcoe2SMf3Vd9+xePSke1mnxLRPc3vsiv0AAAAAKAWCN0AAH4pOVBhefLh4AxY0bvfAl1xFtFWijvfvK7uQIUD30mr/2leX/WMt77vz6VblvkGgwAAAABQS4RuAAC/9IuN0tDubVTsquadbv6q6N1vFdVXp/Qppo48aVaU+XHkedsUnpTev1Nyu6SB13u3pUrm++UI3AAAAAAEGaEbAMBvU0fG+ZTXpGTWfLCK3v1WkxVn5/zM/E77QTqRUXGbZX+UsvZJkV2kK+b63ktfz9ZSAAAAAEFH6AYA8FtCbJSiWtg85aeX7dLWtBylZeXXbMCq3v3mr8gYqetw83rnp+Xv714urX/FvL7qGfPU09KKTkkZmwN/LgAAAABUgdANAOC3i55aoZxTxZ5yckauJsxfpVFzk+pxVvJuFy0buuUflz6827wefpfUY3TF/fevrru5AQAAAGiWCN0AAH6bNyUxoPozpiR0O/Ctb/2S30onD0ntekuX/Lny/vu/rfweAAAAANQAoRsAwG8TE2PVPzbSp25AlyhNTIz1bWiPkGblmB97RN1PrE2ceRCD2+Wt2/6BtP09ybBKVz8nhbSovP+BbyWXq/L7AAAAABAgQjcAgN+KnL4nl1oMyeVyl6uvF6VPJJWkz/9gfo9+UOo8xPdeSSj4p2NSSLhUkC0d/fGMTBMAAABA80DoBgDwm91m0aLpwz1ll1v6xbldZbfV8K8TP1fE5TuKFTdzieJmLlG+o7jiRn0n+pYLcqTYQdIFv638+dYQqeu55jXvdQMAAAAQRIRulViwYIHi4+M1bNiw+p4KADQoZQO2xWvT6mkmZYSESa27laowpPPvk05kVN2v20jzu+z74AAAAACgFgjdKjFjxgwlJydr7dq19T0VAGiwQqyGtv6Uo80Hs+t7KtK8BCn7QKkKt/S/qWZ9VbqPML/3fyu5G8A2WQAAAABNAqEbAKDGLu/XSZK06Lv99TwTSZMWBlZfovNQyRIinUiXshvA7wAAAADQJBC6AQBq7BfDukqSPt6Srpz8ovqdTMJk8wTT0mIHmfVVsYdLsYnm9f41dTI1AAAAAM0PoRsAICDhdptS54xX6pzxOr9XO53TqZUKilx6d8OZebfbmpTMim84y4R+JQFc2fqKdD/9XjdCNwAAAABBQugGAKgxwzB0w3Dz8II3vt8vdx28Ey0tK1/b03M85aeX7dLWtBylZeX7NrTZpakfesvTlkq3LDPrq8NhCgAAAACCjNANAFArVw3qrHC7VSlH8/Td3uNBH3/U3CRNfu47Tzk5I1cT5q/SqLlJ5RtbSwVshuFf4CZJ3YZLMqTMPdLJI7WbMAAAAACI0A0AUEutwkJ01aDOkqRF3wf/IIJ5UxIDqq+RFm2kDvHmdaCr3Rx50qwo8+PIC96cAAAAADRqhG4AgFor2WL6+bZDOnKiIKhjj+gRLaNM3YAuUZqYGBvU5/BeNwAAAADBROgGAKi1frFRGtSttYpdbv137cGgjv3ksl0q/aY4u9WM4IqcQX5/XPcR5jehGwAAAIAgIHQDAATFr4Z3lyS99cNBnSgoUtzMJYqbuUT5juIaj7nz0Ilyp6I6nG7NvSZBdluQ/worOUzh8DapIDe4YwMAAABodgjdAABBMX5AjKJahOin7FP6ZvfRoIz5+Kc75HJLl8V39Kn/6sfgjO8jMkZqEye5XdLBH4I/PgAAAIBmhdANABAUYSFWTR7SRZL09g+132K6avcxrdh5VDaLofsuPdvn3vLkw7Uev0Ilq932r66b8QEAAAA0G4RuAICg+eXpAxW+2XOsVuM4XW49tnSHJOlX53VX97YRPvc3HczWkdwKDmywR0izcsyPPaL8/eqUHKYQ6AmmAAAAAFAGoVslFixYoPj4eA0bNqy+pwIAjUaP9i11fq+2ctfyjIP3N/6kHRm5ahVm06/H+q5yS+gcKUn6YseR2j2kIiWh20/rpaIanMK6b2Vw5wMAAACg0SJ0q8SMGTOUnJystWvX1vdUAKBRKTlQoaZOOZx68vOdkqQZF/VSdITd5/5F53SQJC1PPlSr51QouocU0UFyOqT0DdW3zz4gZWzxlpNmS+kbzXoAAAAAzRqhGwAgqC6J76j2rUI95TUpmZW2zXcUlzvl9OXV+3Qot0CdW7fQtJFxkqRwu02pc8Yrdc54jU+IlSStTslUXmHNT0atkGFI3UeY1/68121egvTKOG/50BbphTFmfUPgyJNmRZkfR159zwYAAABoVgjdAABBdTi3QKPPbucpP71sl7am5SgtK7/avkdPFOqZpD2SpAfH9VFYiLVcm94dW6pbdLgcxS6t3FUHp5h2P9/83u/He90mLQysHgAAAECzQegGAAiqUXOT9M6Gnzzl5IxcTZi/SqPmJlXb959f7lKew6mEzlGaMCC2wjaGYeiy+I6San6KaUUr7Dy6nV7pdvD76leJtekhyfCtix0kJUyu0bwAAAAANB2EbgCAoJo3JbHC+j+N71tlv71HT+qtHw5Kkh66sq8sFqPStpeeDt2+2nlExU5XzSZamY79pNBIyXGy6nZZqdJbUySVOjWiXR/z21kU3DkBAAAAaHQI3QAAQTUxMVb9YyPL1T/+6Q7N+mi7jp0srLDfU8t3yely65K+HTWiZ9sqnzGkexu1CQ9Rdn6R1qZmBWXeHhar1HV41W1OZUlvXCflH5M6lAoTr3pWumWZZLNX3jcYeFcbAAAA0OARugEAgqrI6fYp92wfoZahNhW7pFfXpGr0E0n6x/JdOlnmEISkH4/KajE084pzqn2GzWrRxefUbotplUoOU6hIsUNafKN0bKfUKlaassh7zzDqPnADAAAA0CgQugEAgspus2jRdO9KsY/uPl8b/nSp3pg+XAO6RCnP4dQ/v9yt0U8k6T/f7ffpe/25XdWrQ0u/nlOyxXT5jkNyu93VtA5QyWEKZbnd0se/kVK/kewtpRv+K7WKCe6zAQAAADQJhG4AgKCz27x/vRiGIbvNovN7tdOHM87XMzcMVo92EcrMc+jxpT962lkM6fJ+nfw65VSSLuzdTqE2iw4eP6Wdh08E9wfEDpKsoeXrV/5d2vymZFilya9JnRKC+1wAAAAATQahGwDgjDEMQ1cmxOjz+y4sd8/llm586Qe/TjmVpHC7TaN6tZMkLd9e8y2ma1Iyy1faQs3grbTNi6Wkx8zr8U9KZ18S2IPq+z1s+1ae+WcCAAAAzRihGwDgjAuxWio95bSy+op4t5j6H7qlZeXr+73eoO3pZbu0NS2n/Aq70ocp7P9W+nCGeX3+b6Sht/j9vHqTfUDK2OItJ82W0jea9QAAAADqnK2+JwAAaJ4mJsbqxW/2alt6rqduQJcoTUyM9XuMsX07yjC2aktajg7lFKhTVFi1fcqupEvOyNWE+askSalzxntvdBsurTl9/d+pkqtIir9KGjvL7/nViCNPmn36n8FD6ZI9ombjzCuz9fXQFumFMeb1rJwaTw8AAACAf1jpBgCoF2VPOe0fG1lhfVXatwrVoK6tJfm/2m1Ur7YV1vussMs+INlKBXhFeVKHftLFD0uWRvJX56SFgdUDAAAACKpG8v85AACamrKnnC6+4zy9c+dIn0MY/HFpfCdJ0vLk6kO3xWsPaNWe8u9wK7fCbl6CtGiSb6Mj26X5wwKaW71KmCzFDPStix1k1gMAAACoc4RuAIB6U9Epp4Eqea/btynHdCS3QHEzlyhu5hLlO4p92m04kKU/fbBdktShlfdk0q5tWkgqs8KuMa0Sq+yABGeRbzm0VcX1AAAAAOoEoRsAIOjC7Talzhmv1DnjFW6v29eH9urQUj3aRajI6dY3e45V2OZIboHu/M96OZwuXd6voz7/zQWee6N7tyu/wi6QVWL2CCncPEVVIS1q+3OqV+6AhMcqPiDBZpemfugtt2gr3bLMrAcAAABQ5wjdAACNXslqt69+PFLuXmGxU3cuWq8jJwp1doeWeuq6RIXarZ77Gw/mlF9hV3Y1WEkA1xBWic1LkF4Z5y0f2moekFD24ARJspYK2HIO1vnUAAAAAHgRulViwYIFio+P17Bhjej9PQDQTJWEbt/sOlru3qyPkrXhQLYiw2xaOHWoWob6rrzbkZGrk4W+W1HLrRKbtjS4q8Qq2xLqj5pufXU7pax9NX8uAAAAgIAQulVixowZSk5O1tq1a+t7KgCAagzq1kZtI+zKLfANz974fr/e+uGADEP61/WDFNcuolxfl1vaeCCr/KClV4kZRu0Ct3JbQmdXvCXUHwmTpU5lVrX5e0BC5p7AnwcAAACgRur2RTsAAFSh5N1vtWW1GBrbt4P+uy7NU7d+f5ZmfWQenPC7y/toTJ8OlfZfm5qlC85uX+t5VKrs1s9DW8wtoZI0KyewsZxFkiPfW47o4K2vLhg8tjuwZwEAAACoMVa6AQCahEvjO/mU7128SUVOt8YnxOiu0T2r7Lsu9XhdTi24p6Ha7NI5pYLKAdf5v/U1k9ANAAAAOFMI3QAATcKoXu0UFuL9ay3zpEPndGqlv08eIMMwfNqWrLBbdt+FkqSNB7JV5HTV3eQSJksh4b51/mwJrezdb2nrvNeBbH09xvZSAAAA4EwhdAMANAmZeYXq3znKU7YY0m8v7aPjeY5K+/Rq31Ktw0N0qsip7em5dTe5g99LRaW2hFZ2Gqo/734rLpTSN9RsHqx0AwAAAM4Y3ukGAGgSRs1N8im73NJt/zFXhFX23jiLxdDQ7m30xY4jWpd6XIldW9fN5Na+6FuettQ8qKHsCjV/3v320wapuKBm88jPlPKPS+HRNesPAAAAwG+sdAMANAnzpiQGVF9iaJwZQK2tq/e65aZL29/3ratsS+jVz1c8Rul3v+1fXbv5ZKbUrj8AAAAAvxC6AQCahImJseofG+lTN6BLlCYmxlbZb1hcG0nSutQsud3u4E/sh4WSq1iK6lp9W8Navq7su98CCd3sEVKXc33r2GIKAAAAnBGEbgCAJqHI6RuYlQRwZevL6t85SnabRZl5Du07lue9YY8wt3TOyjGva8KRL61/xbwedmvVbZ1FUtJjvnVl3/3mLJYOfF+zubSKMb+PEboBAAAAZwKhGwCgSbDbLFo0fbinvPiO8/TOnSNlt1X9V12ozep5l1vQt5hueVs6lSW1iZN6XVp1201vSln7fOumLZVuWebdipqxWSrKk8JaBz6Xtr3Mb1a6AQAAAGcEoRsAoMkoHbAZhlFt4FaiZIvp2tSs4E3G5ZK+e9a8Hn6nZKlg62iJogLp67nmdexgb33Zd7+VbC3tWmbLqD88oRvvdAMAAADOBEI3AECzV3KYwrpgrnRL+VI6tkuyt5ISb6i67bqXpdyfpMjO0uAbK29XErp1GxH4fNqdbX5npkguZ+D9AQAAAASE0A0A0OwN7tZGhiGlZubryImCgPrmO4p1LM8hSTpVVCrM+u6Z04NPlcIiK+h5WuFJ6ZunzOvRD0rW0IrbuZzS/m/N6x5jpPP+z7y2hPg30aiu5tjOQinnoH99AAAAANQYoRsAoNmLahGiPh1bSZLWB2OL6ZEdUspXkmGRht9eddvvn5Xyj0nRPapeEXd4u1SYY66c6zQg8DlZrOYzJOnYnsD7AwAAAAgIoRsAAJLOPcvcYvpDMLaYlqxyO2e8eYhCZU5lSav/bV6PeUiyVrFqbf8a87vbcMlqq9m82vY0vzMJ3QAAAIC6RugGAIBKv9etlivd8o5Jmxeb1+fN8NaHtDj9HSHZI8zr1f8yV6916Cf1v6bqcUve59Z9ZM3n5nmvGyeYAgAAAHWN0A0AAHlPMN2enqOThcU1H2jdK+Z702ISpW7nVd7uxGHp++fM64sflixV/JXsdntXunUfVfO5tT0duh0jdAMAAADqWg33pwAA0PCE221KnTO+Rn1jolqoc+sW+in7lDYdyNaos9sFPoizUFq70LweMUMyjMrbrnpaKsqXOg+R+lxZ9bjHdpnvfbOFSbGDAp9XCc9KN7aXAgAAAHWNlW4AAJxWstptbQ3f62bb8YF08rDUKkaKv6ryhtkHpXUvm9djH6k6nJOk1FXmd5dhks1eo7lJktr2Mr9zf5IceTUfBwAAAEC1CN0AADht2OnDFAIK3Rx5amfkSpJsG187PdD08uFY0anT33lS0mOS0yHFXSD1GFP9M0q2lsbVYmupJIVHSy3M36jMlNqNBQAAAKBKhG6VWLBggeLj4zVs2LD6ngoA4AwZdvowhY0HslXkdPndz+G2SpKMghxzC+jQW6rusOW/5vfYR8rfs4Wa32ddaB644HYH5xCFEhymAAAAAJwRhG6VmDFjhpKTk7V27dr6ngoA4Azp1b6lolqE6FSRU8npudW2T8vK1/aMk8pXmKcus9ckpRWGVdFLktsp9b5C6npu9ZPK2iedyJAsIeb20tryHKbAe90AAACAukToBgDAaRaLoaHd/X+v26i5SZr80iYZcnvqpmxO1Ki5SdU/7OKH/ZtU6ulVbp2HSCEt/OtTlXan3+vGSjcAAACgThG6AQBQytDTW0zXpWZV2/a5n7VXf2OvwlUgSTrhbqEwOfT8hPa+DbMPSEd+9JbDoiRXsVlfnZL3uQVja6nkPUzhGKEbAAAAUJds9T0BAAAaknPP8q50i5u5RJKU/OjlCreX/ytz3BeXalyot9zKOKVPQv8oLZd0fo73xrwE344FOdILY8zrWTmqUsn73OLOD+BXVKFke2lmivm+uOpOTgUAAABQI6x0AwCglP6do2S3WZSZ56iy3ZqUY7qv6P8qvFc88XnfikkLKx6ksvoSOWlS9n7JsEpdh1fdtgL5jmKtP2Cu2CssdpqV0WdJhkVynJBOHg54TAAAAAD+IXQDAKCUUJtViV1aV9nm4PF8zXhjg953nq9Ue2+fe66YQbIlTvHtkDBZihnoWxc7yKyvSsnW0piBUmgrP2bvB1uo1Lq7ec0WUwAAAKDOELoBAFDG0Lg2ld7LdxTr9v+sV1Z+kQbFRqhLmzBtd3XXQ0W3Kr9tf1kMSc4i305lyyUBXNn6slJXmd9l3ueW7yjWS6v2SZKKXK7qfk557Uq2mBK6AQAAAHWFd7oBAFDGsLhoSSnl6t1utx58Z4t2ZOSqXUu7Fkw9Tw7jPU19fJky1VpTxv9WA7u1l2x23442uzT1Q2lunFmetlSy2su3K8tziEKQ3udWom0vafcy6die4I4LAAAAwIOVbgAAlDG4e5sKzxd47uu9+mRLhmwWQ8/cMESxrVso32mRZDYuKHZVHqRZS9UbRvWB28kjp1eiGVL3ETX6HZUqOcE0k9ANAAAAqCuEbgAAlBHVIkS9O7T0qUvaeURPfP6jJOnPP++nc8+KDmjMYw6r4greVFzBmzrmsFbf4aj5LHXsJ7WofLtrjbC9FAAAAKhzhG4AAFRgcHdv0JWamadfv7VRbrd0/bld9avh3bwN7RHKVJQkacvhqk88rZFgby2VpLanQ7es/VJxHcwZAAAAAKEbAAAVGdzNG7rd8uo6nSgo1pDubTTr5/1knN57mpaVrx0ZuZ52b35/QFvTcpSWlV/l2N/vPe7/RMocohAUrTpJ9paS2yll7Qv++AAAAAA4SAEAgLLSsvLVMsy7BfRQToGiI0L0yM/6KtTmrR81N8mn375j+Zow3zxxNHXOeJ/x9h076Sn/+6s96hYdoTYRIerSJtxnjMLCUwotXVHRSjdHnm61fWpeV3cC6mk/Hjqhgf1PFwxDattTythsvtetfR+/xgAAAADgP1a6AQBQxqi5Sbpr0UafuuN5RZq4YI1P3bwpiRX2/8d1A8uNd+NLaz3lHw+d0IT5q8qFdmW5ontJLdsHMHOvtKx8bU/P8ZQ/3JjuuwqvZIvpMd7rBgAAANQFQjcAAMqoLEwrWz8xMVb9YyPLtXt/4086cqIg4PHKcnY5t8r7VRk1N0mTn/vOUz6Yle8b9HGYAgAAAFCnCN0AACijojBtQJcoTUyM9akrcrp9yrFRYTIkrdx9TOPmfaMvdxz2jNerQ4RP25ahVl3er2OV83BXcWrpMVcr8zstpcL71QZ9bXudHmhPlXMAAAAAUDOEbgAAlFE2TCsJ4MrW220WLZo+3FNefv+FWvLrUeobE6njeQ7d+to6/emDbco9VezTz5B0stCp2/+zXoXFTu+N7AMysg94iraUL6X0jVKpuoz9O7Vv2/eyGi5JUmj6d9q96Rtl7N/p84yJibHqH9PSp84nOGSlGwAAAFCnCN0AACijbJi2+I7z9M6dI2W3lf9rs3SdYRiKj43SBzNG6rYLzpIk/ee7/brmuTW6dVScp92vx/ZUqM3QN7uP6f8WbZCj2AzQNC9B9lVPeNpZjv0ovTBGmpfgqYt55Vz1+2yy2hh5kqRod7bO/uBninnFdytqSUBokev03CS32+0NDqN7mt/5mVJ+AKepAgAAAPALoRsAABUoG6ZVFLhVJtRm1cPj4/WfW89Vh1ah2nPkpP7w3nbP/c+3H9GfftZPdquhL388onve2qAip0uatLDiAUvVrxs8t8ImRdYIadkfpaO7PPNfNG2AWqhQkuR2Sw+P7+v9HaEtpVanV71lVrxFFQAAAEDNEboBAFAL4XabUueMV+qc8Qq323zuXXB2e31274Xl+vx46IT++ME2OZxu2W0Wfb79sO59e5OK46+Rs+MA38axg6SEyZ5i6+G/1GZXD58mxbIqxJknrfm3tGCY9PI4adObsrsKFS7zQIe+xn59vzfLd+x2p9/rxhZTAAAAIOgI3QAAqEPREXb947qBFd6bNyVRz/9qiOxWi5ZszdDv/rve574ngHMWSZKO5Bbo1pfXSJI2u3rooaJbtV09tc96loqueV3qc6VkWKUD30of3KUWCwaps5EpSZpk/UbpO771eT+c2p5+r9sxQjcAAAAg2AjdAACoY1cN6lzpaagXndNBz9wwWDaLofe3HNXvWs3VSmc/XVL4hJJG/ke6ZZlks+tEQZGmvbJW+3OcurfFbL1cdLnedI7V+4kvqfuDqxWSMFG6/i3pvu3SxX+SJBnF+bIa5jvc4ixHNDfzHp/3w3GYAgAAAFB3CN0AAKhj1Z2Gekl8R83/5SBZDOm9bVn6TdE92uPuoqeTUrX10CntO5qnuxZtUHJGrtq1tOvZGwapreWEJMmwWGQPDfMOHhkjXfiAdPXzFc4lecST3kLbku2lvNMNAAAACDZb9U0AAEBtlJyGmvjocknmaaghVqvP4Qzj+sfIdTqby5IZyiUfytOE+as8bcLtVr08bZi6tTaqf+iAKXKuWSDr4S2eqs2uHvrYMVLxJRWlQzeXU7JYa/wbAQAAAPhipRsAAGeAP6ehzpuSWGl/q8XQMzcM1oAurSV7hF52Xnn6RkjFHU6/B263K1YPFd2qVHtvSdJ3ew5527TuJllDJWehlHMwoN8DAAAAoGqEbgAANBATE2PVuXVYhffmTErQmD4dJEn5jmJPfbHTVfFgNrsKf/mefl90m950jtXX5/9H1zpmadvhAh09UWi2sVil6NMnoR7bE7TfAQAAAIDQrVILFixQfHy8hg0bVt9TAQDUg3C7Talzxit1zniF28/M2xjKvvutxH2XnK3JQ7sGPqDVLsncihrd0q5eMdGSpDUpx7xt2vY0vzlMAQAAAAgqQrdKzJgxQ8nJyVq7dm19TwUA0EwcOVGgnw3s5FN3WXxHTRrcpdI+6dmn/B5/VK+2kqQ1ezK9lZ4TTFnpBgAAAAQToRsAAA3EqLlJev7rVJ+6ZcmHdcETSZ5yWla+dmTkesrr9mdra1qO0rLyy40X3jJK6nquJCk0LFwje7WTJK3ac0xu9+lVdW1Ph27HWOkGAAAABBOhGwAADURlBymUrh81N0k3vuRdhZ2Z59CE+as0am5SuX75jmJtOJAtSSosduncuGiFWA39lH1K+zNPh3SBrHRz5EmzosyPI8+fnwQAAAA0W4RuAAA0EBMTYxUf08qnbkCXKE1MjPWUKwvmrujfSTmniqocPyLUpkHd2kgyV7tJktr2Mr9zfyJIAwAAAIKI0A0AgAai7EEKJQFc6fqKgjlJ+nTbIY2a85We+OxHZZ4srPQZo05vMfUcphAeLbUwD1hQZkptpg8AAACgFEI3AAAaCLvNopemDfWUX7tlmN65c6TsNu9f10VOtyyG4Sn3i41Ut+gW6t2hpU4UFuuZFSkaNTdJj36crMO5BZ52Px4y3wN3vid0y5TTVfJetx7m9/MX+L/abd/KmvxEAAAAoNmw1fcEAABoDsLtNqXOGV9tuxCrN2AzDMMncJPMYG7R9OFKfHS5JOm/d5ynEKtVNouhL3Yc1vykPdqSlqOXV+/T69/u8/T7aFO6xvWLUbsIu1qG2pSdX6Tk9FwldImSontKaeuqnlj2AenQVm85abbUqpMU3lZq3c2PfwIAAABA80LoBgBAI1M6iCsdzF3Wr5Muje+ob3Yf09SXf1Cxy9vnYNYpTZi/SpJ0Sd8O+mLHEa3ac8wM3dr2rPhBbrd0eJu08zMp6W++9w5tkV4YY17PygnWTwMAAACaDEI3AAAakHC7rcJrfxmGoQt7t9e8KYm6d/GmcvfnTUlUVr5DX+w4otV7jumuMT3NlW4l9nwhhURIuz6Vdn0u5Rys+oGTFgY8RwAAAKA5IHQDAKCR8Wer6sTEWL34zV5tS8/11JWchLrnyElJ0trU4yo4lqowZ7G3439vklTqQAdbC6nnRdLZl0s/vCAd2e6916qTlDA5GD8JAAAAaHII3QAAaILKnoTaPzbSU9+rQ0t1aBWqIycKFTZ/YJmepfpdv1jqMVoKaSEVO6T1L/s2PXHIPFChx+g6+AUAAABA48bppQAANCAlq9hS54yv0fbSEiUHLpRYfMd5npNQDcPQqNOnmH7S6y8VDzBpodRnnBm4SZLNLk390Hu//+kVbh/8n3Qqq8bzBAAAAJoqQjcAAJqoyg5ckKSRp0O3hVlDpJgyq91iB1W8bdRq915f/pgU3UPKTZM++rV56AIAAAAAD0I3AACaofN7tZUk7Ug/rmJXqcCsJIBzFpXvZI8wTyqdlSO16ihd85JkCZF2fCRteO0MzBoAAABoPAjdAABooqraqhoT1UI920fI4bbpy+Gl3tU2bal0yzJzO2l1Og+Wxj5iXn86UzryYxBnDwAAADRuhG4AADRTJe91W5V60ltpGP4FbiVG3C31vFgqPiW9e6tUVCA58qRZUebHkRfkWQMAAACNA6EbAADN1PmnQ7fVKbU4CMFika56TgpvJx3eJi1/JEizAwAAABo3QjcAAJqp83q2lcWQ9maeUvq9h8x3tdkjKm2f7yhW3Mwlipu5RPmOYu+NVh2lq58zr394Xtq9vPqHsxoOAAAATRyhGwAAzVRkWIgGdGktSVq951jtBjv7Uum8Geb1J/d56/etrN24AAAAQCNF6AYAQDNW8l63372zpfwKtkBd8mep/TnSqePeuqTZUvpGKftA5f0I5gAAANAEEboBANCMlbzXLVBrUjLLV9pCpaNlTjA9tEV6YYw0L0Ha/oH00wYpfYuUvtnbxp9gDgAAAGhkbPU9AQAAUH8Gd2+tsBCLCopcVbZLy8pXRs4pT/npZbvUsVWY2kSEqEubcG/DSQul926reJD/3VRxfUkwJ5nvlQMAAACaAFa6AQDQjIXarBravY2nXHoFm8vl1p4jJ/TftQc1am6SJj/3nedeckauJsxfpVFzk3wHTJgsxQz0rWvZUep3jdTlXKllp8onM2lhrX4LAAAA0JCw0g0AgGYsLStfce0itGqPGbb99eNkfbXjiFKOntSOjFzlFlT9jrd5UxJ9K5xFvuWYgZJhMU83tdnNOscpaeEY362o9lZS/FW1+i0AAABAQ0LoBgBAM1Z2pdr+4/na/4P33WphIRYN6NJag7q21qfbMnTguHeLaZ+OrTQxMdZ3QJtdmvqhNDfOLE9bKlnt3sBNkixW8/1vHobkOCEtfUCa8E/JMIL06wAAAID6w/ZSAACasXIr1U67ZnBnfXz3KG2ddbn+e8cI/fayPooMC/FpczArv+J3wVlLBWyG4Ru4Sd5gzvOwl8zvDa9J3z9fg18BAAAANDyEbgAANGMTE2PVPzbSp25Alyg9OXmgErpEKcRq/p8KdptFi6YP97QJt1uU73Dqje/31+zBpYO5PuOkS/9qXn/+B2n38pqNCQAAADQghG4AADRjRU63T7kkgCtbL5nBW4mZV/SVJP39853ae/RkmYYR5imks3LMa3+MvEca9CvJ7ZL+d7N0ZEcAvwIAAABoeAjdAABoxsquYFt8x3l6586RPgFbRa4Z3FkXnN1OhcUuPfjOFjld5UO6qh9cJpgzDGn8P6Tuo8z3u705Rco7JjnypFlR5seRV5OfCAAAANQLQjcAAJq50gGbYRiVBm7hdptS54xX6pzxiggN0ZxrBqhlqE3r9mfp1TWptZ+IzS5N+Y/U5iwpe7/09g1ScaF/fQnnAAAA0MAQugEAgBrp3LqFHrqyZJvpj9p3LAhhV3i09Mv/SqFR0sHvpKW/q/2YAAAAQD0gdAMAoJkrvYIt3G4LqO/153bVqF7tVFDk0oPvbJYr0G2mFWnfW7ruNcmwStve8dbvW1n7sQEAAIAzhNANAADUmGEYenxSgsLtVq1NzdJr36Yq31GsuJlLFDdzifIdxTUbuOdF0piZvnVJs6X0jVL2gar7Es4BAACgAQjsf84GAAAoo2t0uP5wZV/96YNtmvvZjzqvR3RwBk56zLd8aIv0whjz+rz/k6K6Sq27SpYy/+dM0mypVScpvK3Uultw5gIAAAAEiNANAADU2g3ndtPSLRn6dm+m/vTB9mrb5zuKFf/I55Kk5Ecvr3hb66SF0nu3VTzAd89UPnjpcG5WTrVzAQAAAOoC20sBAECtWSyGnrh2gMLtVq3bn+WpX5OSWfNBEyZLMQN966J7SOOekEbeI/W7Wuo81Dx0oSJXv1DzZwMAAAC1xEo3AAAQFF2jw3Xn6B56evluT91Ty3aqY6swtYkIUZc24YEN6CzyLccMlAyLNPRmyWb31rvd0vMXmivcSkv+UOo1Vopo561z5EmzY83rh9Ile0RgcwIAAAD8xEo3AAAQNKUDN0nakXFCE+av0qi5SXrz+wPa9lOOHMUunzaVroaz2aWpH3rL05ZKtyzzDdwkM5wzDG+5VYz5vXOJ9MwIaednNf05AAAAQI2x0q0SCxYs0IIFC+R0Out7KgAANBrzpiTq3sWbKrz30PtbJUkhFkPdor2r3qpcDWctFbAZRvnATfKGc3PjzPLd66SjO6UPZ0hHd0hvTZGGTJMue8w3nAMAAADqECvdKjFjxgwlJydr7dq19T0VAAAajYmJseofG+lT1y36/9m78/ioqvOP49+ZTCYhIQl7YFgMiywhgbAJIiqooBgRBZG6W4tVi7VqN7T9WaothdZSrKAW3GqpiiuooKI1Cggq+xbZiSEkbCELJCSTTOb3xyUzmcyEzCSTheTzfr3mNfc899xzz/zTmodzzhOh+y7roVG92ik63KKSMqf2nyhw3a+4Gq7GKifnugyRfvqldPGDkkzSxlelF0ZJGRX+f/3gqpq/DwAAAKgGK90AAEDQlDicHu0EW7TMZpN+Oa6PrBaznE6nXlpzUH9a/r3Xs/OmJnkPaI2seQXS0HDp6j9Lva+W3n9AyjkovXaD+37KLCmqoxTRVmrVrWbvAAAAAKpgcjqdzuq7NV/5+fmKiYlRXl6eoqOjq38AAIBmLrfQrqQnP5Mk7fzjOIWGhMhqcS+udzqdmvDsGu3IzHfFTCZp5cOX6cLYqLqZVFGeNPscibWaJvYAAADQrASSJ2J7KQAACKqKCTaTyeTRlrxXw0VaQ+R0StP/u0ln7HV0lmp4jDRpke97VcUBAACAWiDpBgAA6pXVYtbiacNd7eUPjVLbSKv2HDutJ5btqLsXJ06ROg30jNkGGXEAAAAgyEi6AQCAoIqwWpQ2O1lps5MVYfV9fGzF1W8dosP17K2DZDZJb2/M0NsbDtXNxBwl3rHCk77jAAAAQC2RdAMAAA1uZM92euSq3pKk/1u2Q7uPnAr+SyxW6c5lnrHSYqmsNPjvAgAAQLNH0g0AANQ7X6vhpo/ppUsvbKeikjL97L8bVVBcB8mwEKv7OqaLdPqI9M2C4L8HAAAAzR5JNwAA0CiYzSbNm5qk2Ogw7T9eoN+9v10FxSWKm7FccTOWq9Ae5CTc6MeM7zXzpNPHgjs2AAAAmj2SbgAAoNFo2zJMz94yWCFmk5ZuydQ7GzP8eq7QXupfcs4aKc3MMz4DbzUKKdhPS1/+JUi/AAAAADCQdAMAAI3KRd3b6Ffj+kiS/rxiV929yGyWxv3JuN74b+n47rp7FwAAAJodkm4AAKDRue+yHhrTp73spWWu2Nr92cF/UdwoqU+y5HRIn/0h+OMDAACg2SLpBgAAGh2z2aRfjeujti3dhQ/+9FGq1uw7oYycwnM+G3BybuwfJVOItOdj6eDqmkz33OwF0swY42MvCP74AAAAaJQsDT0BAAAAX5KfXePRTssu1O0vfitJGnpBa/Xq0FI927dUTIRFLUJDXP3mrtyj2KhwtY4MVZfWEdW/qN2F0tAfS+tflFb+Xro3xdh6CgAAANSCyel0Oht6Eo1Zfn6+YmJilJeXp+jo6IaeDgAAzcbSzYf18JIttRojbXayfx1PH5f+OUiyn5ImvSj1vVaaZTPuPZ5pFGCoKXtB8MYCAABAgwokT8Q/4wIAgEZpYpJNCTbP/5BJsEXro59fomd+lKSHrrxQyQM6qVNMuM/n/3bTAK9YlVVOW7aXRj1sXP/vj1JpUbB+hqeDq+pmXAAAADQ6bC8FAACNUonDczF+gi1aZrNJvWOjldC5lSvudDp13bNrtDMz36P/81/uU7c2ERreo61/LxzxM2nDy1LeIeM7GHLTpbzD7nbKLCmqoxTRVmrVLTjvAAAAQKPESjcAANAoWS1mLZ423NVect8IvXP/SFktnv/5UuJwylSh3bV1C1nMJh04UaipC7/Rb9/ZptxCux8vjJCu+L1x/fU/g/ALJM1LlF65xt0+sk1aONqIAwAAoEkj6QYAABqtigk2k8nklXAr71MxOffJw5fqm8eu1K3DjZVkSzYc0pV//0pLNx9WxaNsfVY5HTBV6pgoFVdYNVebLaGX/tJ3fNKimo8JAACA8wJJNwAAcN6rnJxrFxWmWTcm6p37L9aFHVoqu8Cuh5ds0a2LvnX1m7tyj7Zn5Ckjp9A9kDlEGvmQ5+Aps6TMzcZW0UB8/6HvFXO2QVLilMDGAgAAwHmH6qXVoHopAACNX6G9VPFPfCpJSn3yakVY3cfW2kvLtGj1Af3t091VPu9R5XRmTNUvmpnnvj5XVdJNr0kf/kJylklh0e6Vc6YQqdMA6Z6VksXq9+8DAABA40D1UgAA0KxEWC1Km52stNnJHgk3yVgFN31ML/3u2n4+n503NckzUNXWz7FP+TeZNfOkD35uJNwG3SE9tMl9z+mQrp5Nwg0AAKAZIOkGAACahWmXdleCzfNfIwd0idHEJJtnx8QpUqeB3gP870npy9lSabHvFzid0srfS5//wWiPekS6/lkpNMKzX9rqGv4CAAAAnE9IugEAgGahxOF5ooZJUqnD6RWXo8Sz3b6fsUW0rET68i/SC6OktK89+5SVSsumS2ufNdrj/iRdNVMymeTlQEqtfgcAAADODyTdAABAs1C5yqlT0ogebbwrolqs0p3L3O1pn0u/3ifd9LIU2V46sUd69VppeYXKpP+5UdryX+PMthuel0b+vMKLI42z4B7aYrQPfSsVnwr67wMAAEDjQtINAAA0G5UTbK9/l65jp4q8O4ZUOHPNZJIsYVLCZOnB9dLgu4z41jfcfQ5vNJ657h9S0q2+X96mu9Q6zlgVl7amdj8EAAAAjR5JNwAA0CwldW2lopIyvfDlAf8fatFauv6fvu857NKHD537+Z5XGN/72WIKAADQ1JF0AwAAzdKDY3pKkhZ/+4OO5lda7Va+JXRmnnFdWVUVTquKl+sxxvje/0WAswUAAMD5hqQbAABoNiKsFqXNTlba7GRd2S9WQy9oLXtpmZ7/cn9gA/mqcGobZMTPpftlksksZe+Vcg8F9k4AAACcV0i6AQCAZslkMunRsb0lSa9/m66svDP+P1y5wml5Aq5yvLIWraTOQ4xrqpgCAAA0aSTdAABAs3Vxz7a6qHsb2R1lei4lgNVulSuc3r1CumelEa8O57oBAAA0CyTdAABAs1VxtduS9Yd0ODeA1W5eFU79SLhJ7qTbgRSpzOH/+wAAAHBeIekGAACatRE92uriHm1ld5RpQcq+oI9faC9V3IzlipuxXIX2UmN7qTVKOpMjZW0N+vsAAADQOJB0AwAAzd4jZ1e7vb3hkA6dLKzbl4WEGgUVJM51AwAAaMJIugEAgGbvou5tNKpXO5U4nFqQss97dZov1khpZp7xsUYG9sKeY4xvznUDAABoski6AQAASHpk7IWSpHc2Zigjp25Wu63dn21clJ/rlv6NZC+ok3cBAACgYZF0AwAAkDTkgja69MJ2Ki1z6oWvDgRlzIycQu3MzHO1567co+0ZecowdZRadZPKSqS0r4PyLgAAADQuloaeAAAAQGPxyNjeWr33hJZtyQzKeKPmeG4fTc3K14T5ayRJaSPHSJv+bZzr1nuc/4PaC6RZNuP68czAt7YCAACgXrDSDQAA4KzB3VprdJ/2cpQ5XTHXltAaeHrKAJ/xeVOT3FtM939R4/EBAADQeJF0AwAAqODWi7p5tF1bQgM85y3vTIne25ThFR/QJUYTk2xnK5iapOO7pLzDtZkyAAAAGiGSbgAAABX89D8bPdrlW0IrbxU9V4XTjJxCTXlhrdbuPymTyR2PsIZIkkocTimijdR5sHHjwJc1m+zBVTV7DgAAAHWOpBsAAEAF86Ym+Yz/X3I/v57flpGrG59bqz1HT6tDVJhev3e465691KH/3DNcVsvZ/wTrMcb49neLaW66lLXN3U6ZJWVuNuIAAABoVEi6AQAAVDAxyaYEW7RX/K+f7tK/vtqvEkdZlc+u3HlEU//1jY6fKlbfjlFaOv0SDezSynW/tEzadjjX/UD5uW4HvpTKqh7XZV6i9Mo17vaRbdLC0UYcAAAAjQpJNwAAgApKHE6P9oUdWirSGqLiUqf+8vEuXT//a209lOv13MtrDuq+xRt1psShy3q319v3XyxbqxZe/TwKM3QZJllbSoUnpKPbq5/chH/6jk9aVP2zAAAAqFck3QAAACqwWsxaPM29JXTp9JHa9H9j9debBqhVRKi+z8rXDc99rT8v/97V5+dvbNaTH6XK6ZRuuaibXrprqKLCQ32O75F0s1iluFHG9f4Un/1dSs5IW5d4x22DpMQpfv8+AAAA1A+SbgAAAJW4zlyTZDKZFBYaopuHdtX/Hr1cNw7qLKdT+u+37nPU/vf9MUnSA6N7ataNCQoNcT8fYbUobXay1j1mbCXdnpGrvDMl7peVbzE917lupXbprbuk9K8lU6X/fCs5IzlKfD8HAACABkPSDQAAwE9tW4bpH1UUWpCk57/cL1PFcqUVdIppoR7tIlXmlL47eNJ9o7yYQvo6yV7o/WCZQ3r/Pmnvp5IlXPrRG573rS0lsyXAXwIAAIC6RtINAACgkvLVaWmzkxVh9U5oVVXhtKp4uYt7tpUkrd1/wh1sd6EU3UVy2KVZnaSZMZK9wLjndEofPSztfE8yh0pTF0vdL3U/a42UDm+Qtr4ewK8DAABAfSDpBgAAECBfFU4HdInRxCTbOZ+7pFc7SdLafRXOdTOZpJ5jvDs7ndLK30ubXjO2lE5eJF041rPPpb80vj97Qio86T0GAAAAGgxJNwAAgABVrnBanoCrHK9sRA9jpdvuo6d0/FSx+4avpNuqv0nr5hvXE/4p9b/Ru8/Qn0jt+0mF2dIXf/L/BwAAAKDOkXQDAAAIUOUKp0vuG6F37h/pUYDBlzaRVvXrZCTo1h2osNqt+2hJFc6C++5FKeXPxvU1s6XBd/geMCRUSn7auN7wsnR4U2A/BAAAAHWGpBsAAEANVK5wWl3CrdwlZ891W1fxXLfItlLHRHf78yeM79GPSyMeqPTiSGlmnvGxRkpxo6TEmyU5peW/lMrKavJzAAAAEGQk3QAAAOrRyF7lxRQqrHTLTZc69PPsmHizNPBH/g067ikpLFrK3CRtfi1IMwUAAEBtkHQDAACoRxd1b6sQs0k/ZBcqI6fQCM5LlLYt8ey4/S3pmQH+DRrVURrzuHH9+UwjiTczxrMSKgAAAOoVSTcAAIAaiLBalDY7WWmzkxVhtfj9XMswiwZ2iZFUYbXbpEW+O1cV92XYvVKH/tKZHOnL2f4/BwAAgDpB0g0AAKCejezZTpK0rjzpljhF6jTQs5NtkBH3V4hFSv67cb3l9SDMEgAAALVB0g0AAKCelZ/r9vW+E3I6nZKjxLNDeQKucrw6F1wsDbxVkrP2kwQAAECtkHQDAACoZ4O7tZbVYtaxU8Xaf7xAslilO5e5O9y9QrpnpREP1Ng/GkUVyh1cVfsJAwAAIGAk3QAAAOpZeGiIhl7QWpK0dv8JIxhSIcFmMtUs4SZJpUXSoNvc7f/9UcrcbBRXAAAAQL0h6QYAANAALullnOu2dl92QM8V2ksVN2O54mYsV6G91LvDvETpm+fd7WPfSwtHG3EAAADUm2aRdLNYLEpKSlJSUpKmTZvW0NMBAADQxT2Nc93WHchWWVkQz2CrquLpRT/1jtkLpJkxxsdeELw5AAAAQP7Xtz+PtWrVSlu2bGnoaQAAALgM6ByjlmEW5Z0pUWpWvhI6x0gz82o/cOIUad18KWurZ/y7hcYW1qv+aFQ6BQAAQJ1qFivdAAAAGhtLiFnDu7eRVOFct2CoXPG04wCpZaxxvW6+9NpE6fSx4L0PAAAAPjV40m3VqlWaMGGCbDabTCaTli5d6tXnueeeU/fu3RUeHq4hQ4Zo9erVAb0jPz9fQ4YM0ahRo/TVV18FaeYAAAC1U77FdO3+wM51K+fzucqVUH/8sfTwDunm/0jWKOmHNdK/LpPSv/X/RWxDBQAACFiD7y0oKCjQwIED9eMf/1iTJ0/2ur9kyRI9/PDDeu6553TJJZfoX//6l8aPH6/U1FR169ZNkjRkyBAVFxd7Pbty5UrZbDalpaXJZrNpx44dSk5O1vbt2xUdHe1zPsXFxR5j5efnB+mXAgAAeBrZ0yim8N3Bk7KXlslqOfe/h2bkFCor74yrPXflHsVGhat1ZKi6tI5wd/RVCTX+eql9X2nJ7dKJ3dKrydJVM939Dq6S+owPxs8CAACAJJPT6Qziyb21YzKZ9P777+uGG25wxYYPH67Bgwfr+efdVbj69eunG264QX/5y18Cfsf48eP11FNPaejQoT7vz5w5U3/84x+94nl5eVUm6gAAAGqirMypoX/+XCcL7Hrn/os1NK7NOfvHzVhe5b202cnuhr1AmmUzrh/PlKyR7nvFp6Vl06XUpZ4DdBwgXf9PKaKt1Kqb571zjVeTfgAAAOep/Px8xcTE+JUnavDtpedit9u1ceNGjRs3ziM+btw4rV271q8xcnJyXCvXMjIylJqaqh49elTZ/7HHHlNeXp7rc+jQoZr/AAAAgHMwm026uIexxfTrfdVvMf3xJXE+4/OmJvn/0rCW0pRXveNHtkkLR0vzEv0fCwAAAFVq1Em3EydOyOFwKDY21iMeGxurI0eO+DXG999/r6FDh2rgwIG67rrr9Mwzz6hNm6r/FTksLEzR0dEeHwAAgLriPtft3MUUUnYf03/WpXnFEzpHa2KSzTNojTQqoc7M873azGSSJi3y/aL2/aSN/5YKT/ozfQAAAFShwc9084fJZPJoO51Or1hVRo4cqe3bt9fFtAAAAGrtkl7GuW6b03N1xu5QC2uIV5+1+07o/v9sVGmZFN3Covwzpa57x08Vq8ThlNXi338buSROMaqZZm31jB//XvrwIemjR6Qeo6X+N0o9x7jvc/YbAACAXxr1Srd27dopJCTEa1XbsWPHvFa/AQAAnI/i2kaoU0y47I4y9XviE8XNWK5CuzuptiHtpKa9tkHFpWW6ql+svvjl5R7Pnzxt1+HcM5WHrZ6jxLPdaaDUIV4a8zupY6LkdEj7/yd98KA0b4C732dPSIc3S7npgb8TAACgGWnUSTer1aohQ4bos88+84h/9tlnGjlyZAPNCgAAIHhMJpOrimll2zJy9eNX1qvQ7tClF7bT/FsHKcLq3qgwqlc7lZQ59ful2xVwbSyLVbpzmbt99wrpp19Jl/9Gun+N9OBG6YrfG/ecDne/E3ukRaONs9++ed5YKVfmkJeDqwKbDwAAQBPT4NtLT58+rX379rnaBw8e1JYtW9SmTRt169ZNjz76qO644w4NHTpUF198sRYuXKj09HTdf//9DThrAACA4BnZs63e3ZThEfs+K193vPSdThWX6qLubbTwjqEKDw3xWAX3++v6aeL8r/X1vmx9sDVTE5M6B/biEKv72mQyEnHl2vWSLvu11OoC6b17fT//yQzjOyzaqH7arpf7XsosKaqj72qoAAAAzUCDJ902bNigMWPc54Q8+uijkqS77rpLr776qqZOnars7Gw9+eSTysrKUkJCglasWKELLrigoaYMAAAQVCN7tfVoHzh+Wne/sl55Z0qU1LWVXr57mM+z3rq1idDPr+ilp1fu0VMfpWp07w6KiQgN7uR8nf3Wtrc0cKqU/o3xKc6XflhjfMqVV0OVjIIOFdkLpFlniz88num72AMAAMB5zuQMeC9C85Kfn6+YmBjl5eVRyRQAANSZ0X9LUVp2oSSpVYtQ5Z4pUX9btF6/d4RiWlSdSCsudejaZ1Zr//EC3T6im/50Q6L/L/Un+VVql166yp106zRQMpmle1YaK+PKHNLRHdK6BdK2Jd7P3/gvaeCPAn8vAABAIxRInqhRn+kGAADQHGTkFOrC2ChXO/dMibq1aaE5kwecM+EmSWGWEFei7b/fpmtzek5wJ+fr7LfyhJskmUOMRNyN/zK+K9u6RDp1NLhzAgAAOA+QdKvCggULFB8fr2HDhjX0VAAAQBM3ak6KPkv1TEylnzyj655dU8UTni7u2VaTB3eR0yn97v0dyj9jV9yM5V6VUL1YI42tnzPzzr3a7Fxnv5WrXA01uoskk3TgC+mFS6S9n3k/AwAA0ISRdKvC9OnTlZqaqvXr1zf0VAAAQBM3b2pSQHFfHr+2r2JahCo1K1///TY9OBMLROUVcdO/le5bLXXoLxUcl/57k/TxDKmkqP7nBgAA0ABIugEAADSwiUk2Jdg8zwQZ0CVGE5Nsfo/RtmWYHhvfV5L0zy/2VdO7jlReEdcpUbr3C2n42arz3z4vvXiVdGKvu9/BVfU7RwAAgHpC0g0AAKCBlTg861qVJ+Aqx6tz89CuGnpBa52xO4I2t1oLDZfGz5FufUuKaCsd3S69NNZ9P2WWlLlZym2A1XkAAAB1iKQbAABAA7NazFo8bbirveS+EXrn/pGyWgL7TzWz2aQ/3Zggi9nkiq3dnx2ECfp59tu59L5aemCtce2wu+NHtkkLR0vzAqi6CgAAcB4g6QYAANAIVEywmUymgBNu5VqGWZQ8oKOr/fdPd2t7Rp4ycgprPcdai+poVDn1ZdKimo1pL5Bmxhgfe0HN5wYAABBkloaeAAAAAIJn1JwUj/b3R05pwnyjCmra7GSPe4X2UsU/8akkKfXJqxVhreV/GpaviDuXAVOlb56Tsra6Y1GdpMQptXs3AABAI8NKNwAAgCakqoqnV/Rp3zjOenOUeMdOZUlr/+kZYwUbAAA4z5F0AwAAaEJ8VUKVpC92H9e4eV9p9d7jDTCrCixW6c5l7valvzK+P3tC2vRa3b2XJB4AAKhnbC8FAABoBCKsFq/tnzXhqxLq6eJSFZc4dOjkGd3x0neaNKizfpfcTy2sIbV+X42EWN3Xox6RHMXS2melDx6SrC2lhEk1G/fgKqnP+ODMEQAAoJZY6QYAANCE+KqEuvKRy/XZL0fr7pFxMpmk9zYf1lVzv9KyLYdd/YJS5bQmTCZp7FPSkLslOaX37pX2rPTv2dx0KWubu50yS8rcbMQBAAAaGEm3KixYsEDx8fEaNmxYQ08FAAAgIL4qobYMs2jm9f313gMj1bdjlHIKS/TYeztc/eau3FNlldNCe6niZixX3IzlKrSXBn/CJpOUPFdKuEkqK5XeukP6YV31z81LlF65xt0+sk1aONqIAwAANDCSblWYPn26UlNTtX79+oaeCgAAQNAM6tZaH/58lFc8NStfE+av8ap+Wm/MIdKNL0i9x0ulRdLbd7rvHVzlvi4tlvZ+Li3/pdSije+xBtwincmp2/kCAABUgzPdAAAAmpnQELPmTU3Sw0u2eN1LTuykQnupIqyB/2diob1U8U98KklKffLqqsewRkoz87zjIaHSlFelf0+QMr5zx//3pJS5xYilfyuVVCyEYJLkeY6dtr0hpb4vxd8gDblL6nax533OfgMAAPWApBsAAEAT409RholJNr24+oB2ZOZ7xJdvz9J3aSf10JUX6kfDuio0pJ43RoSGeybcJOlYqvEpF9VJ6n2N1Gus9NVfpCPbjXhsgnQmVwqLko5/L2170/i07i71utL9fMosKaqjFNFWatWtzn8SAABonki6AQAANEOVq5z2t0Urv6hEZWVOHc4t0v8t3aEXVx/Qo2N768q+HVz91u7P1lX9Yut2cpMWGQUVKus7Qbrsl1KnJOMcOEmKGynNiTOu7/nUqIwaEiod3ihtfFXa8a6Uc1Ba/6J7nPKz3yTfK+4AAACCgKQbAABAM1Re5TTpyc8kSW/dN0KhISGSpDfXp+uf/9urH7IL9Ys3t+iCthGu5+au3KPYqHC1jgxVl9YRPseutcQp0rr5UtZWd8w2SJr6H3eyrVyI1X1tMkmWs+0uQ43P1bOkTx6Ttiz2fs+kRcGfOwAAwFkUUgAAAGimfFU5tVrMuvPiOH316zH61bjekqQfst0VTeul4IKjxLPdaaDvuD/Co6WJ891jlLMNMpJ7AAAAdYSkGwAAALxEhln04BUX6s83JPi8H93CohnvbtOnO4+ooLjU6/7a/dk1f7nFKt25zN2+e4V0z0r3KrZAVU7WmS2S01mzJB4AAICf2F4KAACAKt06vJve+C7do+CCSVL+mVK9uf6Q3lx/SNYQswZ0iVGCLdrVp9bbUKvaNloT5Um88rPfykqlS39duzEBAACqQdINAAAAVapccCHBFi2ZpEev6q1Ve08oZfcx/ZBdqA0/5GjDDzmufuXbUCVVW0m1XoRUSrDteEuKv65h5gIAAJoFkm4AAADNVITVUm1CrHLBhSVnCy5YLWZd0S9Wf3DG6+CJAj3zv71atiXT6/l5U5PqYuoVJhhZswqkuz+WCk9KEW2CPycAAABxphsAAACq4avgQsV2j/YtNW9qksf2UkmymE3q1SHSa7xCe6niZixX3IzlKrR7nwdX5zrESw67tPO9+n83AABoNki6AQAAoNYqb0MNs5hVWubUzS+s06o9xxtoVlUor1q65Y2GnQcAAGjSSLpVYcGCBYqPj9ewYcMaeioAAACNXvk21HJf/upyDe/eRoUlZbrn1fV6a8OhAAc8u210Zp5xHUz9J0mmEOnwBun4nuCODQAAcBZJtypMnz5dqampWr9+fUNPBQAA4LxQcdtpTIRVr/3kIt2QZFNpmVO/eWeb/vHZHjmdznOMUJeTq5DEaxMnXTjWiG99ve7eaS+QZsYYH3tB3b0HAAA0SiTdAAAAcE7lBRfSZicrwup/Ha4wS4j+MTVJ08f0lCQ987+9+s0721TiKKurqfpv4C3G99YlUpmjYecCAACaJJJuAAAAqDMmk0m/vrqvZt2YKLNJentjhn62eJPr/tr92Q0zsT7jpfBW0qlM6eBXDTMHAADQpJF0AwAAQJ27dXg3vXjXUIVZzPq6QqJt7so92p6Rp4ycwvqdkCVMSphsXFNQAQAA1AH/9wcAAAAA51C+DbUqV/SNVXGp59bS1Kx8TZi/RpLO+WydSLpN2vCS9P2HUlG+FB5dv+8HAABNGivdAAAAUG/mTU0KKF6nOg+W2vWWSs9IqUvr//0AAKBJI+kGAACAejMxyaYEm+eKsrYtrZqYZKv/yZhM7oIKdb3F9OCquh0fAAA0OiTdAAAAUG9KHE6vWPZpu15dl1b/k5GkAVMlmaT0tdLJA8EbNzddytrmbn/xJylzsxEHAADNAkk3AAAA1BurxazF04a72r+4spck6U8ffa9Ve4674oX2UsXNWK64GctVaC+tcjx/+1UpprPUc4xxvfXNwJ+vyrxE6ZVr3O2jO6SFo404AABoFki6AQAAoF5ZLe7/BP3pZT00eXAXOcqcmv7fTdp79FT9T2jgrcb31jek4lPSzBjjYy+o+Zg3LvQdn7So5mMCAIDzCkk3AAAANBiTyaRZkxJ0UVwbnSou1T3/Xq/s08X1O4m+yZI1ytj6mf5tcMYs87Hqrm1PKXFKcMYHAACNHkk3AAAANKgwS4heuGOILmgboUMnz+i+/2yUvbSs/iZgjZD632Bcb3+r9uOdPCCt+LV3vOCE5Cip/fgAAOC8QNINAAAADa5NpFUv3TVM0eEWbfghR/+3bEf9TiDpNuN710e1G8dRIr17r1RSIHW5yPNeUb5UcKx24wMAgPMGSTcAAADUqwirRWmzk5U2O1kRVosr3qtDSz1/+xCFmE36cGuWK752f7Zf456rX7UFF7qNkFp39/8cN3uB77PfvvqrdHiDFBYjTZxfYfyLJTmlTa/5Nz4AADjvkXSrwoIFCxQfH69hw4Y19FQAAACajUt6tdOjY3t7xOau3KNtGbnaf/y0jp0q0r5jp7U5PUfvbsrQwlUHXP3+vnK3tmfkKSOnMPAXm0zSwFtqN/kf1kmrnzauJ/xDiunivjf4TuN747/ZYgoAQDNhqb5L8zR9+nRNnz5d+fn5iomJaejpAAAANBt/+3S3Rzs1K1/Xz/+62ue+zzqlCfPXSJLSZicH/uKBP5K+nOVuH1wl9Rnv37NFedJ7P5WcZUbyLmGy5wq4PuOlyA7S6SPS7hVS/MTA5wcAAM4rrHQDAABAozJvalKV90wmKTrcos6tWsjWqoXPPjEtQvXq1wdVVOII7MUmk9RxgLud8mcpc7NR1bQ6y38l5aVLreOk8X/1vh9ilQbfYVyvfymweQEAgPMSK90AAADQqExMsunF1Qe0IzPfFevXMUpL7huhlmGhMptNkiSn06kJz67x6Gcxm5R3pkQzP0zVc1/u1/2X99Stw7t5jL92f7au6hfr/eJ5iZ7tI9ulhaON65l5VU94x3tG1VNTiDRpkRQe7bvfkLul1XOlg19JJ/ZJ7XpVPSYAADjvsdINAAAAjUqJw+nRTrBFK9RiVnioxZVwq6pf305R+sP18bLFhOvYqWI9+VGqRs7+QnM+3uXqN3flHt9nv01a5HtCMV2lnUulsipWzn36mPF9+W+lrhUqllojjWTdzDzjulU36cJxxr2Nr1T5+wEAQNNgcjqdzuq7NV/lZ7rl5eUpOrqKf7UEAABAUOUW2pX05GeSpJ1/HKfQkBBZLd7/XlxVv+JSh97deFgLUvbpcO6ZKt/jcfab0yktvFzK2lqhh1lSmXHZrrc06hEpcYrksEuzbO5uXUdIdy+XQqrZSLLnU+n1m6XwVtIvd0mhvrfIAgCAximQPBEr3QAAANDoVEywmUwmnwm3c/ULs4To1uHdlPKr0Zo6tIvPZ73OjqtcVbTTQKljgnTpr40k2Yk90tIHpGcGSF9UKLhgMkuXPCydyqz+h/W6SorpJhXlSjvfr74/AAA4b5F0AwAAQJNltZg1e/IA9bd5/kv0gC4xmphk8+xssUp3LnO3714hTfufdOXvpUd2SFf90ahAmp8pfTPf3c9ZJr35I+8z4Xwxh0hD7zauKagAAECTRtINAAAATVqJwylThXbY2dVwlc+Ek2RUGS1nMhmJOEkKi5JGPSw9vE0aeKvvF1V1Jlxlg+6QzKHS4Q2VtrICAICmhKQbAAAAmjSrxazF04a72sWlZfrzjQlVblk9p9AW0g3PSR0HeMZtg4yz3vzRsoPUb4Jxvf4lyV4gzYwxPvaCwOcEAAAaJZJuAAAAOG9FWC1Km52stNnJirBWXcSgcoJt+bYjNX+po8RYBVeu00B33F/DfmJ8b39HKsqv+VxqikQfAAB1jqQbAAAAGh1/k2k19cGWwyor87G91B++zn67Z6V7K6o/LrhEat9XKimQdrxbs3kAAIBGjaQbAAAAmpWocIsy84r0XdrJmg9S1dlv/jKZpKH3GNebXqv5PAAAQKNF0g0AAADNyrj4WEnS0s2HvW9aI6WZecbHGlm3ExkwVQqNkE7srtv3AACABkHSDQAAAM3KhIE2SdLy7VkqKnE03ERatJISJjfc+wEAQJ0i6QYAAIAmr+IZcZdd2F6dYsJ1qqhUKbuONezEygsqlDu4qmHmAQAAgo6kGwAAAJoVs9mkiUmdJUlLt/jYYlqfItpK7Xq72ymzpMzNUm56w80JAAAEBUm3KixYsEDx8fEaNmxYQ08FAAAAQXbDIGOLacqu48ottDfcROYlSif2uNtHtkkLRxvx+sLqOgAA6gRJtypMnz5dqampWr9+fUNPBQAAAEHWt2O0+naMkt1RphXbjwQ+gB8FFwrtpYqbsVxxM5ar0F7qe5xJiwKL+8NeIM2MMT72Au/7uelS1jZ3m9V1AADUCZJuAAAAaJZuHNQItpgmTpE6DfSMRXYw4nVlXqL0yjXudkOsrgMAoBkg6QYAAIBm6fokm0wm6buDJ5WRU9gwk3CUeMcKjklr5nrHq1vB5q+6WF0HAAC8kHQDAABAs9QppoVGdG8rSVq2JbNhJmGxSncuc7fH/M74/t+T0ub/1s07Tx70jpnMUof+3vFgJfoAAGiGSLoBAACg2XJtMd18WE6ns2EmEWJ1X188XRr5c+P6g59Lu1YE911fzpa+nOUZC42UnGXSf6dIp2pwvh0AAPCJpBsAAACarWsSO8pqMWvvsdNKzcqvs/es3Z/tf+exT0lJt0lOh/TOj6W0r2s/AadT+uLP0pd/MdqXz3Df+9k3Upue0qnD0us3S8Wna/8+AABA0g0AAADNV3R4qK7q10GSsdotWDJyCrUzM8/Vnrtyj7Zn5Pl3dpzJJE34p9R7vFRaJL1xi3Rke80n43RKXzwlrfqr0R73J+mSh9z3I9tKt78jRbSVsrZK706Tyhw1fx8AAJBE0g0AAADN3A1JxhbTZVsydaqoRHEzlituxnIV2ktrPOaoOSma8sI3rnZqVr4mzF+jUXNS/BsgxCJNeUXqNlIqzpMWT5Zyfgh8Ik6n9PlMafXfjfbVs9zbVytq00O65U0pJEza87H0yQzjWQAAUGMk3QAAANCsje7TQa0iQnXsVLG+O3gyKGPOm5oUUNyn0BbSLW9IsQnS6aPSm7e47x1c5d8YXzwlfT3PuB7/V+PMuKp0vUiatNC4/m6h9M3z/s+VggsAAHgh6QYAAIBmzWoxKzmxkyTpw23BqWLatU0Lr1i/TlGamGQLbKAWraTb35Wiu0g5ae54yiwpc7OUm37u5799wfi+9mlp+H3Vv6//DcaZcpL06ePS7o8Dmy8AAHCxNPQEAAAAgIZ2w6DO+u+36fos9Witx8opsOvnr2/2ES9RicMpq8UU2IBRHaX8DM/YkW3SwtHGdfxEKTxGCm9lbAmtvC101KNS76v9f9/InxsJvg0vScsqrIw7uErqMz6wuQMA0IyRdAMAAECzN6Rba3Vp3UIZOWdqNU5ZmVOPvrVFmXlF6tq6hQ5VGK9FqFmhIT4SbtZIaWaed7yiSYuk9+71fS912bmfXTPX+FT3jnImk7EV9cQeKW21O54yy0gARrSVWnXzbywAAJqxGm8vPXTokFavXq1PP/1UmzZtUnFxcTDnBQAAANQbs9nkKqjgj0J7qc+CCy+s2q+U3cdltZj1zC1JrngLa4gOZhdqfVpOzSaYOEXqNNAz1qandONCafzfpDG/ly5+ULrgEt/PT1oU2PtCLJ4JN8m9um5eYmBjAQDQTAW00u2HH37QCy+8oDfeeEOHDh2Ss8LSdavVqksvvVQ//elPNXnyZJnNHBcHAACA88cNg2yan7LP1V67P1tX9Yv1+/lvDmTr6U93S5KevL6/+naMdt0bn9BR7206rCXrD+mi7m0Cn5yjxLPdaaBkMkv9b5QsVnfc6ZQWXi5lbXXHbIOMpF1FtVldd+XMgKYOAEBz5Xdm7Be/+IUSExO1d+9ePfnkk9q5c6fy8vJkt9t15MgRrVixQqNGjdL//d//acCAAVq/fn1dzhsAAAAIqvDQEHVvF+lqz125R9sz8pSRU1jts8dPFeuhNzarzClNGtRZU4d19bg/ebCxim7F9izlF5X4GuLcLFbpzgrbSO9eId2z0jPhJvlOzvmK+8PX6jpJ+t9M6Z17pON7Ah8TAIBmxO+VblarVfv371f79u297nXo0EFXXHGFrrjiCv3hD3/QihUr9MMPP2jYsGFBnSwAAABQV0bNSfFop2bla8L8NZKktNnJVT7nKHPq4SWbdexUsS7s0FJ/ujFBJpPn2W1JXVupZ/tI7T9eoA+3Zuq24RcEPsGQCgk2k8k74Sa5k3Nz4oz23SuM53z1rU7lRF27PtLpo1JRrrTjXWnn+1LizdLo30otK6wIpOACAACSAljp9re//c1nws2Xa6+9VjfddFONJwUAAADUt3lTk3zGr03oqNPFpT7vSdLzX+7X1/uy1SI0RM/dNlgRVu9/1zaZTPrRMKP4wFvrDwVlvlXyJznnj8qr6+79QvrVXun+NVKfZMlZJm17U/rnEOntH7v7pcySMjdLuek1ey8AAE0EB68BAAAAkiYm2ZRgi/aKr9hxRJfO+UILV+3XGbvD6/7zX+2XJM2alKALY6Nc8QirRWmzk5U2O1kRVotuHNxZFrNJWzPy9H1Wft39kGDylcDrmCjd8rp0b4rUa6ykMmnvp+5+FFwAAEBSgIUUyg0aNMhryXxVNm3aVJNXAAAAAPWqxOH0aPe3RetUUYlCTCYdzC7UrBW7tGj1QU0f3VM3DHJXOnU6pVsu6qYbB3U55/jtWoZpbHysPt5xREvWH9LM6/vXye+oN50HS7e/Y6xs+2qO9/1AK6YCANDE1Gil2zXXXKP9+/crLCxMo0eP1ujRoxUeHq79+/dr3LhxmjhxousDAAAAnA+sFrMWTxvuar913wh9/uhoffbo5frbTQPUpXULHT9VrJkfpurKuV+5+oVZzJo8uLNfBRduPltgYemWwyoq8V41d14a/Zh3wQVfFVMBAGhmarTS7fjx43rooYf01FNPecT/8Ic/6NChQ3r55ZeDMjkAAACgPlkt7n+TNplMrvaUoV01Mamz3tpwSL9fukPZp+2ufsWlZbrphXWSzl1wQZIuu7C9OsWEKyuvSCtTj+r6gbY6+BX1rHLBhaiO7nhNz5MDAKAJqNFKt7ffflt33nmnV/z222/Xu+++W+tJNQYLFixQfHw8FVgBAAAgyUjI3T7iAv3tpgE+71dViKGiELNJU4YY21DrvKBCfalccKHLcOmelSTcAADNXo2Sbi1atNCaNWu84mvWrFF4eHitJ9UYTJ8+XampqVq/fn1DTwUAAACNyE1DungVXBjQJUYTk/xbtTZlqLHFdM2+Ezp0svotqS7WSGlmnvGxRvr/XH2oWHDhxG4SbgAAqIbbSx9++GE98MAD2rhxo0aMGCFJ+uabb/Tyyy/riSeeCOoEAQAAgMakcsGF8gRcicMpq6X6YmNd20RoVK92WrPvhN7ecEj3j+6p+CeM6p+pT16tCGuN/hO98cjeJ5XaSbwBAJq9Gv0/+owZM9SjRw8988wzev311yVJ/fr106uvvqqbb745qBMEAAAAGpPyggtJT34mSVpy3wiFhoR4nAdXnZuHdTWSbhszdO9lPepqqrVXvrouEGWlRuItNr7m77UXSLPOrhx8PLPxrewDAMAPNf5ntJtvvpkEGwAAAJqUCKul2mIIUtUFF/w1Lj5WMS1ClZVXpK/3nQh4nueeXA0SZcF2LLV2STcAAJqAGp3p5g+n01l9JwAAAKAZCg8N0Y2DOkuS3tt0uIFnUweOpTb0DAAAaHB+J9369eun119/XXa7/Zz99u7dqwceeEBz5syp9eQAAACApmrqMKOgwhe7jjXwTOrAUZJuAAD4vb10wYIF+u1vf6vp06dr3LhxGjp0qGw2m8LDw5WTk6PU1FStWbNGqampevDBB/Wzn/2sLucNAAAAnNf6dYrWwC4x2ppR/1tBC+2ldVu84djO4I4HAMB5yO//d73iiiu0fv16rV27VkuWLNHrr7+utLQ0nTlzRu3atdOgQYN055136vbbb1erVq3qcMoAAABA03DzsK4NknSrc7npUvEpKSyq7t5BsQUAQCMX8D9pjRw5UiNHjqzy/uHDh0m6AQAAAH6YMNCmpz5KVVFJmSRp7f5sXdUvtoFnVQMVizc83Vs6fVQ6tkvqOqxh5wUAQAMKWiGFI0eO6Oc//7l69eoVrCEBAACARqm8ymna7ORabc3MP1OiEd3buNpzV+7R9ow8ZeQUBmOaDaPD2aqlFFMAADRzASXdcnNzddttt6l9+/ay2Wz65z//qbKyMj3xxBPq0aOHvvnmG7388st1NVcAAACgSRk1J0Vf7jnhaqdm5WvC/DUaNSelAWdVS7H9je9gJd0OrgrOOAAA1LOA/lnu8ccf16pVq3TXXXfpk08+0SOPPKJPPvlERUVF+vjjj3X55ZfX1TwBAACAJmfe1CQ9vGSLz/h5q0M/4/toDYsp5KZLeYfd7ZRZUlRHKaKt1Kpb7ecHAEA9CWil2/Lly/XKK6/o6aef1gcffCCn06nevXvriy++IOEGAAAABGhikk0JtmiPWIeoME1MsjXQjILAtb30+5o9Py9ReuUad/vINmnhaCMOAMB5JKCkW2ZmpuLjjf8T7dGjh8LDwzVt2rQ6mRgAAADQ1JU4nF6xY6eK9b/vj9bbHNbuzw7ugO37SjJJhSek08cCf37SosDiAAA0UgEl3crKyhQaGupqh4SEKDKS0twAAABATVgtZi2eNtzVvnloF0nSr97ZpsO5Zzz6FtpLFTdjueJmLFehvbTKMavrl5FTqJ2Zea520Is3WCOkNt2N65psMU2cIkV39oyFhEmxCbWfGwAA9SigM92cTqfuvvtuhYWFSZKKiop0//33eyXe3nvvveDNEAAAAGjCrBb3v4M/Nr6vvs86pe2H8/Sz/27S2/dd7HE/GCoXaSgv3iBJabOTg/OSDvHSyQPGFtOeYwJ71lHi2TaHSo5iadGV0g0LpIRJwZkjAAB1LKD/B7/rrrvUoUMHxcTEKCYmRrfffrtsNpurXf4BAAAAELiw0BA9d9tgxbQI1dZDufrz8iBVAK1gzmTfZ6MFtXiDq4JpDVa6WazSsApH2Dy4UYq7VCotlN75sbTy95Kj6pV+dc5eIM2MMT72goabBwCg0Qtopdsrr7xSV/MAAAAAIKlrmwj9Y+pA3fPqBv173Q8aEtdG1w8MTmGFnAK7Xv823SseYpKGxbUOyjskuSuY1rSYgrnCnykt20l3LJW+eFL6+hlp7bNS5hZp4oLazhIAgDoV3LXqAAAAAGrtir6xmj6mpyRpxrvbtO/YqVqPeTS/SFMXrtPWjDyFmNzx8FCzHE5p+uubVOIoq/V7JEkdyle67ZLKKoxZ01ViIRZp7JPSza9J1pZS2mrp5avd9w+uCs68AQAIIpJuAAAAQCP06Ng+GtmzrQrtDj2weJMKimu+pfKH7AJNfn6t9hw9rdjoML11/8Wue0t/NlItw0K05VCe/vbpbo/n/C3e4KVND6P4QUmBlJtW43l7iZ8o3fuF1CpOOpXljqfMkjI3S7neq/gAAGgoJN0AAACARijEbNIzPxqkDlFh2nvstP74Yc3Od/s+K183vbBOGTlndEHbCL1z/0j16xTtut+tbaSenpIkSVq46oA+Tz0ahMlbpPa9jeuabjGtSvs+3om8I9ukhaOleb7PqwMAoCGQdAMAAAAaqfZRYVpw22CFmE36aJt7Zdfa/dl+Pb8lPVdT/7VOx08Vq2/HKL19/8Xq2ibCq981CR3140viJEm/fHurMnIKaz/58i2mR4NfDEKTFvkfp/ABAKCBkHQDAAAAGlCE1aK02clKm52sCKt3nbNhcW30wOU9PWJ/X7lb2zPyqk2O3f3KeuUXlWrIBa215KcXq0NUeJV9HxvfTwO7tlLemRI9+Ppm2Utreb6bq5hCDSqYVidxitRpoGfMNsiIAwDQSARUvRQAAABA/Zufss+j/X3WKU2Yv0aSNDY+Vp1iwtUxJlzhlhCZKxRJsDvKNKhbK82enKiYiNBzvsNqMWv+LYOU/M/V2nIoV3M+2aVfjutd80nHlhdTCPL2UklylHi2o2zuuMUa/PcBAFADJN0AAACARm7e1CQ9vGSLz3ufVXMG2+b0XI2du0pps5OrfU/XNhH6+81Juve1DXppzUEN7BpTk+kaOsQb3yf2SqXFkiWs5mNVZrFKdy6T5sQZ7YvulS5+kIQbAKBRYXspAAAA0MhNTLIpwRbtEbuwQ0u9eOcQPXVDgqaP6alJgzurV/uWPp+fNzXJ73eNjY/VvZd2lyT97v0dfj3js8pptE0Ki5GcDiPxFmwhFRJsJlPDJNwOrqr/dwIAzhusdKvCggULtGDBAjkcjoaeCgAAAJq5EofTo51gi5bZbNJlvTvIanH/O7rT6dSEZ9doR2a+KzagS4wmJtkCet9vrumrjT/kaFN6riu2dn+2ruoX6/8gJpMUGy+lr5OOpUodE/x/tnxVXP9JkjXS/+fqWm66lHfY3U6ZJUV1lCLaSq26Ndy8AACNEivdqjB9+nSlpqZq/fr1DT0VAAAANHNWi1mLpw13tZfcN0Lv3D/SI+Em+U7O+YpXV7whNMSs3yX3U8sw9725K/f4VbzBQ3kxhaN1UEyhIcxLlF65xt0+sk1aONqIAwBQCUk3AAAA4DxQMcFmMpm8Em7lffxJzvlj8vPrdLq41NVOzcrXhPlrNGpOiv+DlJ/rVhfFFBrCpEWBxQEAzRpJNwAAAKAJ8Sc554+qzoF76Ipe/g/iqmCaWqM5NDqJU6TIDp4x2yAjDgBAJSTdAAAAAHjxVbxBkp79Yp/mfLJLxaV+nH1cvr0075BUlO9573wsQuAokUrPuNudBrrjAABUQtINAAAAgJfK58D16xSlVhGhckp6/sv9mjj/a32fle/74XItWktRZ4s4HPhSytzqvpcyS8rcbBQnqC+1TfRZrFJohcIOd6+Q7lnZMJVTAQCNHkk3AAAAAF4qnw/3zv0X67vHr9ILtw9Wm0irdh05pYnzv9YLX+2Xo8xZ9UCxZ891e+sO6dXx7nh9FCHITZeytrnbtU30FZ6UTh9xt00mEm4AgCqRdAMAAADgk6/z4a5J6KRPH75MV/XrILujTLM/3qW7Xv7O1W/t/mzPQcq3mPYY4/sldVmEINjVRptKFVYAQL0g6QYAAACcByKsFqXNTlba7GRFWC0NOpf2UWFadOdQ/XXyALUINWtTeq7r3tyVe7Q9I08ZOYVGoMPZYgqldqnthZ4D1XURgmBXGyXpBgAIAEk3AAAAAAEzmUy6eVhXnSkp84inZuVrwvw1GjUnxQiUr3Q7VilhFXa2SENdFiFInCLFdPGM1SbRd3RH7ecEAGg2SLoBAAAAqLF5U5POHW/fRzKZpaJc6fJfuzs4y4xCBDU9E80aKSXebFyHVDGGo8SzamrbXu54TRxLrdlzAIBmiaQbAAAAgBqbmGRTgi3aI5bYOUYTk85WLQ1tIbXpaVyf2OfuZD9d99s1y0qk0mJ3+9qna15ttMwhHfs+eHMDADR5DXsYBAAAAICgKj/7rb6UOLwrl54uLlWJwymrxWQEOvSTsvdKx3d5djzwpdR1WN1N7sCXkqNC0q021UZz0qSSwmDMCgDQTLDSDQAAAECNWS1mLZ423CPWr2OUR+VTxZ4tpuAr6VaXdq8I3lic5wYACBAr3QAAAAD45O+qOY8Em6TPdx1TXmGJYiJCjUCHeOM7e7/ng4e+lewFxvlsFdhLHbJK+nBbpq6cWFqzaq1lDmn3J4E/V5XyrbAtY6XTR4M3LgCgyWKlGwAAAICg6R3bUvbSMn2w9bA7WJ50czrcsZguxplrP6yrm4kc3igVnnBXSa2t8qRbeTVWAACqQdINAAAAQNDcOKizJOntjRnuYJvukqWFZ8e4S43vAyl1M5HyraU9xwRnvPLtpSTdAAB+IukGAAAAIGgmDLTJYjZpW0aedh85ZQTNIVL7Pp4dXUm3r+pmIrs/Nr4vHFf7sYpPGYUUJKlTkvu70rZYAAAqIukGAAAAIGjaRFp1Rd8OkqS3Nxxy3yjfYloubpTxfXS7dPp4cCeRvd8o2mC2SD2CsNLt2PfGd1QnKaJt7ccDADQLJN0AAAAABNWUoV0lSUu3HFaJo8wIxlZKukW2k2ITjeuDQV7ttudsAYULRkotWtV+vPKtpeVVWAEA8ANJNwAAAABBNbpPe7VradWJ03al7DpmBCufhWYvlHqONq4PfBnwOwrtpXp/i1GswV6e2CtXvrW0z7UBj+tTeREFkm4AgACQdAMAAABQKxFWi9JmJyttdrIirBaFhpg1aXAXSRUKKnTwkbDqMdr4PvCl5HQGZzKFJ6Uf1hrXva8JzpiupFtCcMYDADQLJN0AAAAABN2UIUbSLWXXMR0/VSxFdZTCW3l26naxFGKV8g5JJw8E58X7PpecDuMMuTbd/X/OXiDNjDE+9gJ33OlkpRsAoEZIugEAAAAIugtjozSwayuVljm1dPNhyWSS2l3o2ckaKXUdblxXscV07f7swF68e4Xx3We8+x1tehjXlhaBjSUZCcHifMkcKrW9sPr+AACcRdINAAAAQJ0oX+329sZDcjqdnivFDm8wvntcbnwfSJEkZeQUKiu/yNVt7so92p6Rp4ycwupfWGqX9n5uXAf7PLf2fSSLNThjAgCaBZJuAAAAAOrEhIE2hVnM2nP0tL7/fqdkjXLfTJklZW6W2p+tanpwlVTm0Kg5KXp5TZqrW2pWvibMX6NRc1Kqf+EPayT7KSmyg2QbHJwfQeVSAEANkXQDAAAAUCdiWoTq6v4dJUnxb10irXvWffPINmnhaGnJrVJYjFSUJ2Vt0bypST7HqiruwVW19BrJHKQ/dTjPDQBQQyTdAAAAANSZKUONLaYz9HPfHSYtkrpfalwf+FITk2yKbmHx6GI2SVHhIed+kdMp7f7EuA7W1lKJpBsAoMZIugEAAACoMyN7tpMtJlxvFo1QTkylxJVtkJQ4Reox2mgf+FIlDqdHlxahISpzSj/590Y98/lelZV53nc5ulPKSzeKJXS/PDiTLzkjZe8zrmMTgjMmAKDZIOkGAAAAoM6EmE2aPKSLQuXQyUK7K+6IHXD2osSddEv/RtayIl0U18bVb+2MMbr1om6SpH98vkc//c9G5ReVeL+ofGtpzzGSNSI4kz++S3KWSRFtpZaxwRkTANBskHQDAAAAUKduGtJFJbJo/Kn/U6aztSQp5+b3pXtWGhVB2/aSojtLDrt06BuZTSbXs2GhIZo1KVF/u2mArBazPv/+qG6Y/7X2Hz/t+ZLdK4zvPuODN/HyraUd4qUKcwIAwB8k3QAAAADUqQvaRmp49zayy6L3HJcZQZPJSLiVX1fYYurLlKFd9c79F8sWE64DJwo09V/fuO5lHjooZW6SZJJ6XxO8ibvOc3NvLS0qdUiSth3OU6G9NHjvAgA0OSTdAAAAANS5KUO7SpL+UzpWVxX/Vd+m5Xl2qCbpJkkDurTShz8fpcFdW6nQ7nDFzXs/lSQVdxwstewQvEkf3WF8U0QBAFADJN0AAAAA1LmBXWMUbjHrqNpon7OLnl2Voe0ZecrIKTQ6lBc/yNqm8JKcKsdp2zJMmw7lesS6lWVIkp451Ct4E3Y6qVwKAKgVkm4AAAAA6tzYuatUVFrmau86ckoT5q/RqDkpRiAq1jg7TU7Zcjacc6x5U5N8xoeMuzVIs5V0+phUmC2ZzFL7vsEbFwDQbJB0AwAAAFDnqkqUecTPbjGNzd9+zrEmJtmU0KmlRyzL3FFXXHpZLWZYSfnW0jY9g1cNFQDQrJB0AwAAAFDnJibZ1L2tZ/JqQJcYTUyyuQNnk25m57kLFJQ4nJIkq0pcse+sw1VS5t230F6qgycKJLmLIPiFraUAgFoi6QYAAACgzpUnysrFd4ryjl8wUjJbXE2bsiV7gddYVotZi+8eoF467Ipde9NPZLUE6c+bg6t8Vi4FACAQJN0AAAAA1DmrxazfJbvPRvv3PcP0zv0jPRNlYVFSl2HVD5abrrDjO9TFfEKSVCazQsMjpNz0mk0uN13K2uZup8ySMs6eK8dKNwBADVmq79I8LViwQAsWLJDDEcASdAAAAABVsoS4E2wmk8n3yrQeo6X0da5mhNXHnyzzEtVCkkxG06wy6cWrjMbMvMAnNi/Rs32kQgKOpBsAoIZY6VaF6dOnKzU1VevXr2/oqQAAAADNx9lz3SQp3pxmbPWsbNIi389WFa9OVc+FhEututVsTABAs0fSDQAAAEDjEdlBJeZwSVILU4mx1TNzs+fW0cQpcsQO8HzONkhKnFKzd3YaJNeyOY/4QMnkI37W2v3ZNXsfAKBZIOkGAAAAoF6Eh4a4rrccqmIb6LODFFpW5G4f2SYtHO25BdRhVC1NL2uvx0t+omMt+3nEA1Jql969R1KFgg6R7Y3vDv08umbkFCo9213YYe7KPdqekaeMnMLA3wsAaPJIugEAAACocxk5hTpw3I+ElT9bRy1WFd/6nuaW3qTXHVfq3aSXpHtWShZr4BP78i9GYs8S7o61P5ts6+S5mm7UnBTNWrHL1U7NyteE+Ws0ak5K4O8FADR5JN0AAAAA1LlRc1L0+Ps7XO0qE1aJU3QiynOFmc+toyFWubaEmkw1S7ilrZHW/MO4HvuUO378bGItNsGj+7ypST6HqSoOAGjeSLoBAAAAqHN+J6zObhHdWtZDb5SOMc5VqxAvV2gvdV3bS8sCn9CZHOm9+yQ5pUG3S32vdd8rOGZ8V9peOja+g9fRbwO6xGhiki3w9wMAmjySbgAAAADq3MQkmxJs0R4xk0lqFRHq2dFi1YohL2qi/Sl9XZYg3b2i5ltHK9l++Ow5ck6n9NEjUn6G1KaHdM0c786tLpDCPef74bYsj6Pfyn9PicMpAAAqI+kGAAAAoM5VTkxFhoXI6ZR+8up6Ld182ONekTNE5UvKCkscvhNu1kgtLRtlXFeRkMvIKdTOTHfBhje/O6TtGXk6ue7f0s73JVOINOlFKayl98OVtpZK0vubPOe55L4Reuf+kbJa+LMKAOCN/3cAAAAAUOesFrMWTxvuaq/5zRhNGNBJDqf08JItWrTqQI3H/iHbsxhDiaNMWw7latScFE154RtX/OCJAk1f8K6sn/7WCIx5TOoyxPegsf0rvaNA3x486REzmUwk3AAAVbI09AQAAAAANA8VE1RhoSF65keD1CE6XC+tOag/r/hex08Xa8Y1fasdJyOnUFl5Z1ztNXtPaPE3P+jA8dPaffSUNqfnqtDu8HrOIof+EfqcWpqKpG4XS6MerfollZJu72zMMH5DCEk2AIB/SLoBAAAAaBBms0m/T+6nDlFh+svHu7Rw1QEdP1WsCzsY2z0/KrtYf7VGej1XueLpsVPF+v3SHR6xmBahGtKtlbG9tNiITbcs0xDzXjnDomWatFAyh1Q9uQrbSx1lTr17Nuk25ILWUkZNfi0AoLkh6QYAAACgwZhMJt13eU+1axmm37y7Te9vPqyWYe4/U9buz9ZV/WI9npk3NUkPL9niNdbgbq104+AuuiiujS7s0FKlZU5NWrBaLYqNrNvlIdskSY7xf5elVTfPh+3ulXOyhEtturuaX+87ocy8IkWHWzSwawxJNwCAX1gbDQAAAKDBTR7SRS/eNVRhFrNOF5e64nNX7tH2jDxl5LjPbfNVCXVAlxi9+8BI3THiAvXpGCWz2STr6Qy9Md6kNqZTrn6OnlfJEjfi3JNp19tjFdzbZ1e5TUzqLIuZP6EAAP7h/zEAAAAANApj+nRQcWmZRyw1K18T5q/x2FJauRJqeQKuclzzEhX1+gRZTe7z3UL2fy7NSzz3RNr1dl3mFZbo051HJEk3D+3q928BAICkGwAAAIBGY97UpGrjlSuhLrlvhN65f6R3JdFJi3y/pKp4uRCr6/KDrYdlLy1T345RSugcfY6HAADwRNINAAAAQKNR1dbRiUk2j1jFBJvJZPJOuElS4hQ5Ygd4xmyDpMQpnrHcdOnY9+52+lopc7OUm+7aWnrTkC4ymUyB/yAAQLNFIQUAAAAAjca5to5aLQEmvRwlkqRdZV31mmOcHuvwjaLK4xb3ajav7aY5adLC0ZKkbUWvy2I26cZBnQN7NwCg2WOlGwAAAIBGw++to/6wWFV863u6v+Rhve64UtvGvinds9Iz4SZVud10afeZkqQr+3VQ25ZhRrDMLklqoWLJXhD4nAAAzQYr3QAAAAA0Kv5sHY2wWpQ2O7n6wUKskkzlg3kn3CRju+nX/5SObneFyjoN0lM/9JdUoilD3AUUQitUL42w8ucUAKBqrHQDAAAA0GQV2ktd10WlDt+dzm5DdYlN1KmiEuUXnlH7qDCN7tO+DmcIAGiqSLoBAAAAaFTKV7GlzU6un9VkFqt06xJ3+/b39JuYp1UiiyYN6ixLiPefTd1Mx6SDq+p+bgCA8xbroQEAAAA0XdZIpTk7GteW8Kr7hbi3nR4rKNHne3IkSVOGdnH3yU1Xi9PpkqQwU6mUMkuK6ihFtJVadQv61AEA5zeSbgAAAADqhd/nsDWwpduz5ShzalC3VurVIcp9Y16ielfseGSbq8qpZubV4wwBAOcDtpcCAAAAaBZSM/OrvFdoba24otcVV/S6lmw7KUkeBRQkVVnlVDe8EKwpAgCaEJJuAAAAAJqkjJxCHTxR4Gq/u+mwtmfkKSOn8JzP7T9eoPBQs64b2MnzRuIU5bfu7/3Axn9L+ZmeMXuBNDPG+NgLvJ8BADR5JN0AAAAANEmj5qRoygvfuNpp2YWaMH+NRs1J8epbscqpJF3Tv6Oiw0M9O52tcrq1rIcWlFwvtbpAMpmlQ+ukF0ZJ+z4P/o8AAJy3SLoBAAAAaJLmTU0KKF7RzUO7egctVm0a8x9NtD+lT8oukh5YKz2wTuqYKBVmS4tvkr74k1TmqN3EAQBNAkk3AAAAAE3SxCSbEmzRHjFbTLgmJtnO+VzbyFCN6NHW5z2nOVSSyWiYTFKHvtJPPpeG3iPJKa36m/TaROn0UfdDB1fV4lcAAM5XJN0AAAAANEklDqdX7OipYuUU2D1iGTmF+j7LXWTBZDJpZ2Z+tWe/uYSGS9f9Q5r8kmRtKaWtlhaOcd9PmSVlbpZy02v0OwAA5yeSbgAAAACaJKvFrMXThrvaF7RpIUeZU6+uTfPoN2pOiu54ab2rfeK0vcqz3xQabnzbBknWSM97iTdJP/3SuC7KdcePbJMWjpbmJdb4twAAzj8k3QAAAAA0WVaL+0+eR8b2liQtWn1Qx04VueKBnP1WXGKc17b9cJ5X8QVJUrsLpYkLfE9m0iL/Jg0AaBJIugEAAABoFsbGxyqpayudKXHomc/3uuITk2zqE9vSo++ALjHVnv1WpaTbpE4DPWPWllLPK2s2HgDgvETSDQAAAECTFWG1KG12stJmJysyLFSPje8rSXpz/SEdOH5akvfZb/06RfmM+81R4tk2mSX7aenFK6UT+9xxe4E0M8b42Atq9i4AQKNF0g0AAABAszG8R1td2beDHGVO/e3T3ZKMLajP3JLk6vPK3UP1zv0jPbamBsRile5c5m7f85kU01XKOWgk3qhmCgDNAkk3AAAAAM3Kb67pK7NJ+njHEW1Kz5EkhYa4/zQymUx+JdzW7s+u+maI1X0d20+6N0XqcpFRYOE/N0qbXqvp9AEA5wmSbgAAAACalT4dozR5cBdJ0uyPd8np9G8baUZOoX7ILnS1567co+0ZecrIKTzHU2e1bC/d9aGUcJNUVip98HPpi6fc91n9BgBNjqWhJwAAAAAA9e2Rsb31wdZMfXfwpFJ2H1PfjlGuexFW338mjZqT4tFOzcrXhPlrJElps5Orf2louDT5RaltL+mr2dI3z7vvpcySojpKEW2lVt0C/0EAgEaHlW4AAAAAmh1bqxa6+5I4SdKcj3erzI/FbvOmJvmM/+Pmgd5Ba6Q0M8/4WCPdcZNJGvOYd/8j26SFo6V5idVPBABwXiDpBgAAAKBZ+tnlvRTTIlS7j57Ssi2Z1fafmGRTgi3aK/7VnuMqKnF4xArtpYqbsVxxM5ar0F7qPdikRb5fUlUcAHDeIekGAAAAoFmKiQjV9DE9JUn/WrW/2v4lDs/lcJ1iwiVJS7dkaurCb3Q0v8j/lydOkTpVWiEX3dmIAwCaBJJuAAAAAJqtOy+Oky0mXPlnfKxGq8RqMWvxtOGu9uePXqbXfjxMrSJCtfVQriY8u0ZbDuX692JHiXcs/7CU/o2fMwcANHYk3QAAAAA0W+GhIXp0XB+P2Lr92VX2t1rcf0KZTCZd1qeDlk2/RL1jW+rYqWLd/K91en9zRvUvtlilO5e5232vM77f/6l0JjeQnwAAaKRIugEAAABo1i6Ka6NubVq42vM+36PtGXnKyCn06/kL2kbqvZ9doqv6xcpeWqZHlmzV31fudt1fW1USL8Tqvr72aal1nJSbLn3wc8npR2UHAECjZnI6+V/zc8nPz1dMTIzy8vIUHe19aCoAAACA81vcjOVV3kubnez3OGVlTs39bI/mp+zziMd3itacyQPUOjJUXVpHuG/YC6RZNuP68Uzp+C7ppaulshIp+e/SsGkB/Q4AQN0LJE/ESjcAAAAAzdq8qUkBxatiNpv0q6v7eMVTs/I1Yf4ajZqTcu4BOg+Rxv7RuP7kcenI9oDeDwBoXEi6AQAAAGjWJibZlGDzXK0woEuMJibZajSe30k8a6Q0M8/4WCON2IifSb2vkRzF0tt3S8WnjRVxM2OMj72gRnMCANQ/km4AAAAAmrUSh+eJO+UJuMpxf/lK4rUMC9HV/WOrf9hkkiY+J0XZpOx90opf1WgOAICGR9INAAAAQLNmtZi1eNpwV3vJfSP0zv0jPSqVBqJyss5kkk4XO/TAfzfJXlpW/QCRbaWbXpJMZmnrG9L2t2s0DwBAwyLpBgAAAKDZq5hgM5lMNU64lY9VMYn3yl1DFWYx6cvdx/XQG5tV6vAj8XbBSGn048b1J4/VeC4AgIZD0g0AAAAAgqxi0u6iHm314l3DZLWY9cnOI3r0ra1ylDlVaC9V3IzlipuxXIX2Uu9BLn1U6n6ZVFLojh1cVQ+zBwAEA0k3AAAAAKhjl17YXs/fNlgWs0kfbM3UjHe3qaysmjPjzCHSVTOl8FbuWMosKXOzlJtel9MFAASBpaEnAAAAAABNTYTVorTZyR6xK/vF6tlbBunBNzbr7Y0ZCjGbqh9o0RWe7SPbpIWjjeuZecGZLACgTrDSDQAAAADqyfjETpp780CZTNKb6w+54mv3Z/t+YNKiwOIAgEaDpBsAAAAA1KOJSZ0145q+HrG5K3dre0aeMnIKPTsnTpE6Daw0gklq07NuJwkAqDWSbgAAAABQz/7y8S6PdmrWKU2Yv0aj5qR4dnSUeLatUZKc0us3SzlpdTpHAEDtkHQDAAAAgHo2b2qSf3GLVbpzmbv94AYptr9UeEJafJNUeDLwl9sLpJkxxsdeEPjzAAC/kHQDAAAAgHo2McmmBFu0RyzcYtbV/WO9O4dYK3SKkm57V4ruImXvld68VSopMu6RTAOARoWkGwAAAADUsxKH06MdYjapqLRMf1r+ffUPR3eSbn9HCouR0tdJS++XysrqaKYAgJoi6QYAAAAA9cxqMWvxtOGu9nO3DpIk/ffbdK3ceaT6ATr0k360WDKHSjvflz77v7qaKgCghppF0u3gwYMaM2aM4uPjlZiYqIIClloDAAAAaFhWi/vPsUt7t9dPL+shSfrNu9uUlXemQsdIaWae8bFGuuPdL5NueN64XjdfWv9S4JM4uKomUwcA+KFZJN3uvvtuPfnkk0pNTdVXX32lsLCwhp4SAAAAAHj41bg+Suwco9zCEj385hY5ypzVPzRginTlE8b1Z0+441Ul006mSQe+dLdTZkmZm6Xc9JpOGwBQBUtDT6Cu7dy5U6Ghobr00kslSW3atGngGQEAAACAN6vFrH/eMkjX/XO1vj14Us+l7NPPr7yw+gdHPSod/V7a8bY79tEjUupSyV4o2U9Lp48Zn4Jjns8e2SYtHG1cz8wL1k8BAKgRrHRbtWqVJkyYIJvNJpPJpKVLl3r1ee6559S9e3eFh4dryJAhWr16td/j7927Vy1bttT111+vwYMHa9asWUGcPQAAAADUTITVorTZyUqbnawIq7Eeonu7SD11Q4Ikad7/9mpD2kkV2ksVN2O54mYsV6G91Hsgk8kz4SZJp7KkrW9K338g7f9COrrDO+FW0aRFwfpZAICzGjzpVlBQoIEDB2r+/Pk+7y9ZskQPP/ywfve732nz5s269NJLNX78eKWnu5c/DxkyRAkJCV6fzMxMlZSUaPXq1VqwYIHWrVunzz77TJ999ll9/TwAAAAACMikwV10Q5JNjjKnfvHmFuWfKfHjoSqSZv0nGee+3f6udP8a6dHdUscBnn1MZiks2jNmL5BmxhgfO2diA0BNNPj20vHjx2v8+PFV3p87d65+8pOfaNq0aZKkefPm6dNPP9Xzzz+vv/zlL5KkjRs3Vvl8ly5dNGzYMHXt2lWSdO2112rLli0aO3asz/7FxcUqLi52tfPz8wP+TQAAAABQG0/dkKBN6blKP1moP3yws/oHEqcYxRSytrpjtkHSTS8bK+HKldo929aWxvbTN34kXTNbGn6f530AQI01+Eq3c7Hb7dq4caPGjRvnER83bpzWrl3r1xjDhg3T0aNHlZOTo7KyMq1atUr9+vWrsv9f/vIXxcTEuD7lyToAAAAAqC9R4aH65y2DZDGb9OnOo6742v3Zvh9wVFoN12mg77jFKt25zN1+eIeUdJskp/TJb6UVv5IcPrawAgAC1qiTbidOnJDD4VBsbKxHPDY2VkeOHPFrDIvFolmzZumyyy7TgAEDdOGFF+q6666rsv9jjz2mvLw81+fQoUO1+g0AAAAAGj9f56s1tKSurXTvZT08YnNX7tH2jDxl5BR6dq6cTLt7hXTPSiNeWYjV87mJC6SxT0kySetflN6YKhWfCt4PAYBmqnH8v0k1TJWWNzudTq/YuVS3hbWisLAwhYWFBTQ/AAAAAKgLz3+536OdmpWvCfPXSJLSZid7dq6YTDOZfCfcfDGZpEsektp0l969V9r3ufTv6933D66S+vj39xQAwK1Rr3Rr166dQkJCvFa1HTt2zGv1GwAAAAA0NfOmJgUUr5V+E6R7PpYi2ksndrvjKbOkzM1Sbrr3MxRcAIAqNeqkm9Vq1ZAhQ7yqjX722WcaOXJkA80KAAAAAOrHxCSbEmyelUU7t2qhiUm2mg9qjZRm5hkfa6TnPdsgqfC4Z+zINmnhaGleYs3fCQDNUINvLz19+rT27dvnah88eFBbtmxRmzZt1K1bNz366KO64447NHToUF188cVauHCh0tPTdf/99zfgrAEAAACg7pU4nF6xw7ln9F3aSQ3v3tbzRnkyrbYmLZLeu9c73muslJ8lRXeq/TsAoBlo8JVuGzZs0KBBgzRo0CBJ0qOPPqpBgwbpiSeekCRNnTpV8+bN05NPPqmkpCStWrVKK1as0AUXXNCQ0wYAAACAOme1mLV42nBXe2y/DpKkX7yxRcdPFdfNSxOnuKufVrTvM+mZAdKHD0snD9bNuwGgCTE5nU7vfzqBS35+vmJiYpSXl6fo6OjqHwAAAACAICq0lyr+iU8lSet/d6V+tPAb7T9eoBE92mjxT4bLEhLktRSldumlq6SsrUa700Cp+LQU2V469I0RM5mlhJuk4fdLL15hxG55k4ILAJq8QPJEDb7SDQAAAADgn8gwi/51x1BFWkP0zYGT+uunu6t/KFAWq3TnMnf77hXSz76RfvKp9OOPpV5XSc4yaftb7oSbdO6CCwDQDJF0AwAAAIDzSK8OLfX0FGP758JVB7R8W5YkY0Vc3IzlipuxXIX20iqf96tfiNV9bTIZiThJumCkdPu70k+/8n6GggsA4IGkWxUWLFig+Ph4DRs2rKGnAgAAAKAZi7BalDY7WWmzkxVhNWrhjU/spPsu7yFJ+vU7W7X36Kn6nZQtySi44EtVcQBoZki6VWH69OlKTU3V+vXrG3oqAAAAAODl1+P6aGTPtiq0O3TffzbqdFHVq9vqhK+CC5EdjDgAgKQbAAAAAJyPLCFmPXvLINliwnXgRIEef397wGOs3Z/t+4Y1UpqZZ3yskb77OEq8YwXHpIwNAc8DAJoikm4AAAAAcJ5q2zJMz98+RNYQsz7//pgrXlUyLSOnUDsz81ztuSv3aHtGnjJyCgN/eeWCC/2uN75X/FJy1POqOwBohExOp9PZ0JNozAIpBQsAAAAADeG5L/fpr5+4K5naYsJ1fZJNIWaTrCEhOlPiUFGJQ6+uTatyjLTZyYG/2F4gzbIZ1w9tlRZeLhXlSuP+JI38eeDjAUAjF0ieyFJPcwIAAAAA1JGKCTdJyswr0gtfHfD7+XlTk2o/iZbtjWTbBw9KKbOkfhOk1nG1HxcAzlNsLwUAAACA81xVSbOhca112/Bumjaqux4c00u/GtdbHaPDPPpEhVt0Rd/2wZnIoNuluEulkkLpo0clNlYBaMbYXloNtpcCAAAAaOycTqcmPLtGOzLzXbEBXWK0bPolMplMrpi9tEyTnvva1c8kySmpV/tIvXT3MF3Q1iiaUGgvVfwTn0qSUp+8WhHWADZJndgnPT9SchRLk16UBgRQzbTidtXHM6su4gAADSSQPBEr3QAAAADgPFfi8FxLkWCL9hm3WsxaPG24q/36vRepfUur9h0v0PXzv9aavSdqP5l2vaTLf21cfzJDKjxpJNNmxhgfe0Ht3wEA5wGSbgAAAABwnqucTFty3wi9c/9IWS3ef/JVjA3s2lofPXSpkrq2Ut6ZEt358rd6ec1B1XpD1MhfSB3ipcIT0srf124sADhPkXQDAAAAgCagYjLNZDL5TLj5Ehsdrjd/OkKTB3dRmVN68qNU/X7pTtf9tfuzA5+MxSpNeEaSSdryX+ng6sDHAIDzHEm3KixYsEDx8fEaNmxYQ08FAAAAAOpUeGiInp4yQP93XbxMkt7ffNh1b+7KPdqekaeMnMLABu16kTRsmnH9yW8Dn9TBVYE/AwCNCIUUqkEhBQAAAADng1oVP6ggbsbyKu+lzU4ObLCifGnBcOlUpjt2y5tSn/HefXPTpbzD0ivXGO2OA6Tr/ylFtJVadQvsvQBQRwLJE5F0qwZJNwAAAADNydLNh/Xwki1e8b9MStQtF3kmv/xK9G18VfrwF+52bKI05neS/bRUUijl/iDlpEk73q16UjPzAv8hAFAHAskT1eyfPgAAAAAATdLEJJteXH1AOzLzPeL/+Gy32kZaNa5/x8AGrJhwk6Sj26U3f+T/85MWBfY+AGgkONMNAAAAAOBS4vDcDNW9bYSsISYdO2XXT/+zUdNf36Tjp4r9H7CqpFnLWKnXVca5b+P+JN38H6ldb88+rbtLiVMC/AVn2QukmTHGx15QszEAoBZIugEAAAAAXKwWsxZPG+5qf/TQKG34/Vjdf3lPhZhNWr4tS1fN/UrvbMyQX6cVJU6ROg30jNkGSb/cLd3+rpT8d2nkz6Xe10ihLTz75f4gHd8dhF8FAPWPpBsAAAAAwIPV4v5T0WQyKbpFqGaM76tl0y9RfKdo5Z0p0a/e3qqfvrbR1W/t/mzfgzlKPNvlCbjKcYtVunOZu915mOQsk965R7IHWDkVABoBkm4AAAAAAL8kdI7Rsgcv0W+u6aPQEJO+rpBom7tyt7Zn5Ckjp1KCrHIy7e4V0j0rjXhlIRVik/4lRXaQju2Ulv9SogYggPMMSTcAAAAAgN9CQ8z62eheXme/pWad0oT5azRqTor3QxWTaSaT74RbZVEdpZtelkxmaevr0qbX3Pc4rw3AeYCkGwAAAAAgYPOmJgUUr5Hul0pX/J9xveLXUuaWmo1zcFXQpgQA/iLpBgAAAADwEGG1KG12stJmJyvCavHZZ2KSTQm2aI9Y25ZWTUyyBXcylzws9R4vOYqlt+6UzuRU/0xuupS1zd1OmSVlbjbiAFBPSLoBAAAAAAJWeXupJGWftmtHZl7NB7VGSjPzjI810oiZzdKNz0utLjCqmb7/gFFg4VzmJUqvXONuH9kmLRxtxAGgnpB0AwAAAAAEzGoxa/G04a722H4dJEl/+uh7OSsXPfCVTAtEi9bSza9JIWHSno+lb57z7lPmkPZ+Lr11l2QK8T3OpEWBvxsAaoikWxUWLFig+Ph4DRs2rKGnAgAAAACNktXi/pPyN+P7KjzUrG8PntSH27KC/zJbknTtX43rL2e749uWSP97UvpHgvTfyVLqUsnpkCwtPJ+PTZASpwR/XgBQBZJuVZg+fbpSU1O1fv36hp4KAAAAADR6nVu10PTRvSRJf16eqoLi0uC/ZPBdUr+JnttLP3pEWv136VSm1KKNNPx+adoXUvvens8WZkuOkuDPCQCqQNINAAAAABAU917WQxe0jdDR/GI9+8W+4L/AZJK+X1b1/V/uksbPkboMke6s1C/EKpl9F4UAgLpA0g0AAAAAUCOVq5yGh4boDxPiJUkvrTmg/cdPB/+lVZ3LNmmRZAlzt0Os7mtrS6MIQ/ra4M8HAKpA0g0AAAAAEDRX9I3VlX07qMTh1MwPdnoXVTiHQnup4mYsV9yM5Sq0V7E9NXGK1GmgZ8w26NzntcVPNL43L/Z7LgBQWyTdAAAAAABB9cSEeFlDzFq994Q+3XnUv2Savyqfy1aegDvXeW0Df2R871wqFeXV7v0A4CeSbgAAAACAoLqgbaTuu7yHJOmpj1J1xu4I3uAWq+d5bXevkO5ZacSrYhsstesjlZ6RdrwXvLkAwDmQdAMAAAAABN3PRvdS51YtdDj3jF5cczC4g1c8r81k8p1ws0ZKM/OMT1hLadDtRpwtpgDqCUk3AAAAAEDQtbCG6PfJ/SRJL9Ug6bZ2f3ZwJzTwR0b10sMbpGPfB3dsAPCBpBsAAAAAoE5ck9BRo3q1k720zBWrKpmWkVOoHYfd563NXblH2zPylJFTGJzJtOwg9b7GuGa1G4B6YGnoCQAAAAAAmiaTyaQHRvfUuv0n5DhbxPSvH+/SidPFKix26EyJQxk5Z3Q494xW7Tnu8WxqVr4mzF8jSUqbnRycCQ26Xdr1kbT1TenKP5z7HDgAqCWSbgAAAACAOnPbi996tPccO60Z7273+/l5U5O8g+XntQWq11ipZax0+qi091Op3wT/n7UXSLNsxvXjmcYcAOAc2F4KAAAAAKgzPpNmknq1j9TkwV300JUX6q+TB2jxTy5S79iWHn16x7bUxCRb8CYTYjHOdpPYYgqgzrHSDQAAAABQZyYm2fTi6gPakZnvig3oEqNl0y+RyWRyxeylZbKGeK4LSc8uVEGxQy3Dg/ina9Lt0tfPSHtXSvlZUnSn4I0NABWw0q0KCxYsUHx8vIYNG9bQUwEAAACA81ZJ+WFuZyXYon3GrRazFk8b7mrHtLCoqLRMC1cfqNF7C+2lipuxXHEzlqvQXuq+0b631HWE5CyTtr1Zo7EBwB8k3aowffp0paamav369Q09FQAAAAA4b1VOpi25b4TeuX+krBbvP0crxp6Y0F+StCBln7Zl5AZ3UoNuN743L5acznP3BYAaIukGAAAAAKhTFZNpJpPJZ8KtsvEJHXXdgE5ylDn1y7e2qqjEEbwJ9b9BCo2UsvdJB1KkmTHGx14QvHcAaPZIugEAAAAAGqWnJiaoXcsw7T12Wv/4bE/wBg6LkvrfaFxvrcEW04OrgjcXAE0WSTcAAAAAQKPUOtKqv0xKlCQtXH1AG9JOSjrHeW1VWLs/2ztYvsX0+w+rn0huupS1zd1OmSVlbjbiAFAFqpcCAAAAABqFCKtFabOTPWJj42N105Auemdjhn719lat+MWl1Y6TkVOorLwzrvbclXsUGxWu1pGh6tI6wgh2GyG17WVsMa3OvETP9pFt0sLRxvXMvOqfB9AskXQDAAAAANQpX8m0QDwxIV5f7zuhtOxCzfl4l347vu85+4+ak+LRTs3K14T5ayTJPQ+TyVjt9vnMqgc6vFFaPbfq+5MW+TN9AM0U20sBAAAAAI1adHio5kweIEn697of9M0BH9tFz0rNzNfInm193ps3NckzMPAWyRTibh9cZVQzPbhKem2itOgKaddHxr2wGM9nOw6QEqcE+lMANCMk3QAAAAAAjd5lvdvr9hHdJEm/e3+HK752f7aKShx6d2OGJj33ta7952qfZ7gldo7RxCSbZ9BhlzoPcbc//q30/Ejp3xOkA18aCbmBt0r3fy21ifN89vQxyVESpF8HoClieykAAAAA4Lzw2Ph++uL7Y8rMK3LFfvvONhU7ynS6yCioYDGbNDY+Vruy8nUwu9DV71RRiUocTlktJveAlc9qy/3BfT3sXmnkz6XWFxjtO5dJc+Lc94tPS8WnJIvvVXUAwEo3AAAAAMB5ITLM4pFwk6TsArsr4farcb219rEr9PztQ/T+9Es8+vXtGCWrpdKfwFWdyXbt01Ly0+6EmySFWN3XsQlSyWlp7TM1/i0Amj6SbgAAAACA84bXuWxnzb15oB684kJ1iAqXJK8E2xe7jiu30O75UOIUqdNAz5htkDRs2rkncdmvje9vF0qnjvo7dQDNDEk3AAAAAMB5Y2KSTf1t0R6xAV1idOOgzlU+06djlOyOMn24LcvzRuUz2coTcNWd1dbrKqnzUKn0jLTmH/5OHUAzQ9INAAAAAHDeKHE4VeFUNiWcTcCVOJxVPnPD2QIK727M8LxhsRpntZW7e4V0z0ojfi4mk3TF74zrDS9LeYf9nT6AZoSkGwAAAADgvGG1mLV42nBXe8l9I/TO/SO9z2urIHlAJ4WYTdpyKFf7j5/2vFnxrDaTqfqEW7keY6RuIyVHsbT674H8BADNBEk3AAAAAMB5pWKCzWQy+Uy4RVgtSpudrLTZyerWJlKX924vSXpvU4ZXX/9eGinNzDM+1sizq91+b9zb9JqUc7byqb1AmhljfOwFNXsXgCaBpBsAAAAAoMmbPLiLJOn9TYdVVlb1VtSAxF0i9RgtlZVIq/4anDEBNBkk3QAAAAAATd6V/TooOtyizLwirTuQHbyBx5xd7bblDSl7f/DGBXDeI+lWhQULFig+Pl7Dhg1r6KkAAAAAAGopPDREEwZWUVChNroOky68WnI6pC9nB29cAOc9km5VmD59ulJTU7V+/fqGngoAAAAAIAgmDzG2mH6844hOF5cG9GyhvVRxM5YrbsZyFdorPTvmceN7+9vS8T3BmCqAJsDS0BMAAAAAACAQ5UUSAjWoayt1bxepgycK9PH2LE0Z2tVdIKE2bElS3+ukXR9Jq5/27xl7gTTLWHmnxzONedSkD4BGi5VuAAAAAIBmwWQyafLgzpKkd2taxbQqYx6XZDISbwAgkm4AAAAAgGbkxsFdZDJJ3xw4qYycwuANHNtfSpjkGTu4KnjjAzjvkHQDAAAAADQbnVu10MU92kqS3t90OLiDD75bksndTpklZW6WctOD+x4A5wWSbgAAAACAZmXyYKOgwnubD8vpdAb8/Nr92b5vvDZBUoXxjmyTFo6W5iUGPkkA5z2SbgAAAACAZuWahI6KsIbo4IkCrd1/ouqqpGdl5BRqZ6a72MLclXu0PSPPe3vqpEW+X9jnWun0sWBNH8B5gqQbAAAAAKBZiQyz6JqEjpKkpVsyq+0/ak6KprzwjaudmpWvCfPXaNScFM+OiVOkTgO9B9i9QvpHgvTRI9LJA973/Tn7jfPhgPOOpaEnAAAAAABAfbtpcBe9t+mwPtlx5Jz9HGVOTRxo07Kt3sm5eVOTKnUu8Wx3HCjZ86Xw1lLmJmnDy9LGV6WeV0n9Jrj7pcySojpKLdpIYVHGqrgj26Xsve4+X/zJ6BPRVmrVLbAfC6BBmJw12cDejOTn5ysmJkZ5eXmKjo5u6OkAAAAAAIKgrMypS/+aosO5Z1yx1CevVoTVvTblh+wC/ertrVqfluP1fGLnGH3w4CUymUyeN87kSHPijOvHDkshVikkVPphrfT1PGnvytpPfmaeZ9teIM2yGdePZ0rWyNq/A4BPgeSJ2F4KAAAAAGh2zGaTbhzU2ee9sjKn/rMuTdfMW631aTmKCDXL1irco0/uGbtKHD7WsIRY3dcmk2SxGt9xl0i3vS09sFbqOvzckwtvJbXs6Pve1X8597MAGg2SbgAAAACAZmnSYO+k2+HcM7rj5W/1f8t26kyJQxf3aKtPH7lcKx661KOfxWSS2eT1ePVi+0v3fCp16OcZb9dHeniH9Ptj0owfpF/u8n0+3Jp/SFlba/BiAPWNpBsAAAAAoFnq0b6lBnaJcbX/+skuXf2PVfp6X7bCQ82aOSFe/502XF3bRMhqcf/5HNMiVAezC/0qwuCTo8RzRVyngZI1QmoZK1nC3H0q6hAvWVpIBcekV5Kl/ZWKOABodEi6AQAAAACapYycQg3r3sbVfnXtDzpdXKr+tmh9/IvLdPcl3WX2sZztJ6PiJEnP/G+PShxlgb/YYpXuXOZu371CumelEa+qz08+kx7ZLsVdKtlPSf+9Sdr2VuDvBlBvSLoBAAAAAJqlUXNS9OLqg17xnZn56t6u6mIEtw7vpnYtrTp08oze3pBRs5f7Ovutuj6R7aXb35USJktlpdJ790pr5knURwQaJZJuAAAAAIBmad7UpIDi5SKsFj0wupckaf4Xe1Vc6gjyzM7BEiZNelG6+EGj/fkfpM+ecN8/uKr+5gLgnEi6AQAAAACapYlJNiXYoj1iA7rEaGKSrdpnbxveTbHRYcrMK9Kb3x2qqyn6ZjZLV/9ZGvdno73hJfe9lFlS5mYpN71+5wTAC0k3AAAAAECzVOLw3JZZnoCrHJeM1W1ps5OVNjtZEVaLwkND9OAVF0qS5qfs0xn72dVu1khpZp7xsVa9RTUoRj7oHTuyTVo4WpqXWLfvBlAtkm4AAAAAgGbJajFr8bThrvaS+0bonftHelQqPZepQ7uqc6sWOn6qWIu/+UGSVGgvVdyM5YqbsVyF9tI6mbeHSYv8j9sLpJkxxsdeULfzAkDSDQAAAADQfFVMsJlMJr8TbuXPPnSlcbbb81/tV0FxkJNs/qyaS5widRroGYtsb8QBNCiSblVYsGCB4uPjNWzYsIaeCgAAAACgkZo0uIvi2kboZIFdr65Nq/8JOEq8YwXHpbXP1v9cAHgg6VaF6dOnKzU1VevXr2/oqQAAAAAAGqnQELN+cZVxttvCVQd0qshHEsyXYJ39ZrFKdy5zt8f8zvj+7Akp9YOajwug1ki6AQAAAABQC9cP7KxeHVoq70yJ/r32h/qfQIjVfT3iZ9LQn0hySu/dKx1iIQnQUEi6AQAAAABQCyFmkx65qrck6bV1DZB0q8hkksb/Vbrwaqm0SHpjqnTyQMPOCWimSLoBAAAAAJqtCKtFabOTlTY7WRFWS43HGZ/QUX07Rul0hWIKa/dnV9m/Tquchlikm142CiwUZkuLb5IKqp5LjVAJFagWSTcAAAAAAGrJbDbprosv8IjNXblH2zPylJFTWP8TCmsp3fqWFNNVOrlfevNWY+UbgHpD0g0AAAAAgCB47P0dHu3UrHxNmL9Go+ak1Gi8Wq+Gi+oo3fa2FBYjHfpG+uAX7nsHV9VoTgD8R9INAAAAAIAgmDc1KaB4vejQT/rRYslkkXZ96I6nzJIyN0u56Q03N6CJI+kGAAAAAEAQTEyyKcEW7REzSTqSd0aOMmfDTEqSul8mOSutlDuyTVo4WpqX2CBTApoDkm4AAAAAAARBicMzsRYVZpFT0uxPdutHC9cpPbuOznazRkoz84yPNdJ3n0mLAosDqDWSbgAAAAAABIHVYtbiacNd7XWPjdGsGxMUaQ3R+rQcjX9mld78Ll1OZwOsekucYlQzrcg2yIgDqBMk3QAAAAAACBKrxf1nttls1q3DL9AnD1+mi7q3UYHdoRnvbde0f2/Q8VPFrn5r92fX/cQcJZ5tS7jvOICgIekGAAAAAEAd6tomQm/cO0K/u7afrCFm/W/XMSU/u8Z1f+7KPdqekaeMnKq3n9Y6MWexSncuc7dLi6SrZxvx2qISKuCTpaEnAAAAAABAUxdiNuney3rost7tdfW8VTpd5C5skJqVrwnzjSTclX07qHWkVRazZDaZXH3mrtyt2KhwtY4MVZfWETWcRKUE25bF0gUjAh8nN13KO+xup8ySojpKEW2lVt1qNjegCSLpBgAAAABAPenTMUpP3zRAv3pnm8/7/9t1zGc8NeuUKzGXNjvZ416hvVTxT3xq9HvyakVY/fxTf8e70tWzpPDo6vtWVLniaXklVMko5gBAEttLAQAAAACoV5OHdFGCzTPR1bN9pJ6/bbBmT0rUb67pozF92vt89umbBgRnEm0vlEoKpe1vB/4slVABv5B0AwAAAACgHpU4PKuXJtiiFRlm0ZX9YvWji7rpZ6N76eW7h3kl5iTpg62ZOmN31H4Sg243vje+IgVaTTVxihRZKSnYIZ5KqEAlJN0AAAAAAKhHVotZi6cNd7WX3DdC79w/0qPyaeXEXFzbCJkkrdp7Qne+/K3yi2pZdTRhshQSJh3ZLmVuDuzZvAyp4IRn7EwOlVCBSki6AQAAAAAQJBFWi9JmJyttdvI5z1armGAzmUwe7fL7FRNzyx8apTd+OlxR4RatT8vRLQu/0YnTxbWYaBspfqJxvfHVwJ5dt0BSpdVx1igpJLTm8wGaIJJuAAAAAAA0QpUTcyN6tNObPx2hdi2t2pmZr5tfWKfM3DM1f8GQu43v7e9Ixaf8eybvsLThZc9YSJiUvUc6uqPmcwGaIJJuAAAAAACcJ/rbYvTWfRfLFhOuAycKNOWFdUo7UVCzwS4YebagQoGRePPHmrmSo1jq6l6Fp15XGd81KcoANGEk3QAAAAAAOI/0aN9S7zwwUj3aR+pw7hnd8dJ3rntr92f7P5DJ5F7tVnGLqb1AmhljfOwVEnq56dLGfxvXl/3aHe9/o/G94z2prCyg3wI0ZSTdAAAAAAA4z9hatdBb912sXu1bKrvA7orPXblH2zPylJFT6P2QNVKamWd8rJFGbOAtUohVytoiZW4590tX/U0qK5G6X2askivX6wopLFrKOyQd+rbWvw1oKki6AQAAAABwHmrXMkz7jp/2iKVm5WvC/DUaNSfFv0Ei20r9rjeuN/276n4nD0ib/2tcj/md5z1LuNRvgnHNFlPAhaQbAAAAAADnqXlTkwKK+1S+xXTb21Lxad99vvqb5HRIPa+Uuo3wvp8w2fhOXSo5Svx/N9CEVV2/GAAAAAAA1IkIq0Vps5Nr3Wdikk0vrj6gHZn5rljLMIuuG9DJq2+hvVTxT3wqSUp98mpFWM+mBOJGSW16Sif3SzvfcyfQyp3YJ21707iuvMqtXPfLpcj2UsFx6cCX0oVjzzlvoDlgpRsAAAAAAOepEofTo22SdLq4VE+v3O3/IFUVVCj31WzJWSb1vkbqMsT3GCEWd0EFfyuhAk0cSbcqLFiwQPHx8Ro2bFhDTwUAAAAAAJ+sFrMWTxvuas+enCBJeuGrA/pkR5b/AyXdKplDpcMbpaM73PHje9xJtDGPn3uMxCnG966PJLuPQg7BUFVlVaARIulWhenTpys1NVXr169v6KkAAAAAAFAlq8X9p/2EgZ31k1HdJUm/fGur9h495d8gke3cxRDKCyZI0uq/S3JKfa+TOg2s8FIflVC7DJNadZPsp6W9n9biFwFNA0k3AAAAAACakMfG99WIHm1UYHfovv9sVH6Rn4UNyreY7nzPHdv1ofFd3So3ydimmnCTcc0WU4CkGwAAAAAATYklxKz5tw5Wp5hwHThRoEeXbFVZmbP6B+Muldr0kIorrY7rf6MU29+/lyeeTbrtXSmdyfV/OyjbRtEEkXQDAAAAAKCJadcyTC/cPkRWi1mff39Uz36xr/qHzGZp8F2VgiZp9GP+vzi2v9QhXnLYpe8/DGjOQFND0g0AAAAAgCZoYNdW+tMNRmGFef/bo692H6/+oe6jJZPF3Q6PkUoKpdx0/1+cMNn43sEWUzRvJN0AAAAAAGiibh7aVbeP6CanU/rNu9tc8bX7s30/sOhyyVnqbhflSgtHS/MSPboV2ksVN2O54mYsV6G91OOea4vpwVXS6aO1/xENja2vqCGSbgAAAAAAnMcirBalzU5W2uxkRVgtXvefuK6/EjpH61SROzk2d+Uebc/IU0ZOoWfnSYt8v6SquC+t44xKps4yKZUtpmi+SLoBAAAAANCEWS1m7Tic7xFLzcrXhPlrNGpOimfnxClSp4GeMdsgIx6I8v6pSwN7DmhCSLoBAAAAANDEzZua5F/cUeLZLk/AVY5Xp/+NksksZW4K7LlAHFxVd2MDQUDSDQAAAACAJm5ikk0JtmiP2IAuMZqYZPPsaLFKdy5zt+9eId2z0ogHomUHqfvlNZxtFXLTpSz3uXRKmSVlbg6syANQj7w3ewMAAAAAgCalxOH0aFtCTHI6jbjVYvLsHFIhwWYyBZ5wK5d4k3Qgpfp+/qpUzEFHthlFHiRpZl7w3gMECSvdAAAAAABo4qwWsxZPG+5qlzqceuSqC2W11GFaoN8EKSSs9uMcTZU+/q0UGuH7fiBFHoB6RNINAAAAAIBmoHKC7b3Nh+v2heExUs8r3G1/z2A7uEqyF0ib/iO9eJX0/MXSty9IJYWSOdSzb6ck30Ue7AXSzBjjYy+o8U8AaoPtpQAAAAAANEMrdx5VbqFdrSJquH30rLX7s3VVv1jvG7npkm2wtOdjo/3ZE5LTIUV2kNr0MLaxhlil00el/Ez3c0t/JpUUSaWFRttskXpfIyXdJn05Wzqy1d33VJZR5KGmW2CBOkTSDQAAAACAZqZvxyjtOnJKSzcf1t2XdA/o2YycQmXlnXG1567co9iocLWODFWX1hW2gFY+g+3EHunN26p/wZmT7usr/2Ak26LOJvUuuFiaE+e+f/qYdHSH1HlwQL8BqA9sLwUAAAAAoJmZPKSzJOmtDRkBPztqToqmvPCNq52ala8J89do1JxKRROqOmvN5Gcq4sZ/SZc+6k64SZ5FHvpdL8kpLXtQKrX7NyZQj0i6AQAAAADQzCQndpI1xKzUrHztOBxY5c95U5P8iydOkToN9IzZBklPnJSeyJF+d1SakS79cq/UId6734Cp557IuD9LEW2lYzulNf8I6DfUmL/n0gEi6QYAAAAAQLPTKsKqcf2NFWRvbTgU0LMTk2xq19LzDLX+tmhNTLJ5dnSUeLbLE3COEslslkLDjWILLVpJIaG++51LZFtp/F+N61V/M6qcBltuupS1zd1OmSVlbjbiQDVIugEAAAAA0AxNHdZVkrR082EVlTj8fi4tu0DZpz23c+afKVGJw+nZ0WKV7lzmbt+9QrpnpXfRA3/7+ZIwWeo9XiorkT54UCrz/3f4ZV6i9Mo17vaRbdLC0d7n1QE+kHQDAAAAAKAZGtmznTq3aqH8olKtTD3q93PPfL5XldJr6tWhpawWHymGimewmUxVJ9L87VeZySRdN1cKi/7/9u49zO66vhf9e81MJmFymRBCLkMSwh1CbhgigmBhi1CkAeoupe1pq7V6Nnunp9vS6rH1HLWtCmq30l2CbrW7dOvmlNZuEdFdoQpGiNYQCSDhGhJCSEJCyHVymczMOn+szExW5pKZZIW5vV7PM89av8/6/r7rOwPPA8/7+X5/n+TVFclP7+zdfb3V3XPpuqvDIYRuAAAAMAxVVxXy7xdMS5L84/LeHTF9cv323LtyQ6f6oy9uzc59RzgOeryMa0iu+lTp/Q8/lWxdXbm559yYTDijvDb1glIdjkDoBgAAAMNAXW1N1t52bdbedm3qamuSJDceDN0eXf16XnljT5JkT0Zm5r67M3Pf3dmTke33F4vFfPq7zyRJFs2b2l4//eTRaWppzQ+e6f1uuYp7y+8mp/1S0rwvue//SoqtlZm35UByYE95bf+OIz9vDiJ0AwAAgGFr+oS6vP3Mk1IsJt9csb7Hsf/6zOb825o3MrKmKv/5nWe1168+f0qS5LtPbjqua+1RoZBc91+TEXXJy48mP/96ZeatqU0a3lJemzyn98dfGdaEbgAAADCM/fqFpYYK31yxPq2thz+treRAS2tu/d+lXW6/f+lpaRh/Qvtnv3ywC+rSF7ZkV38dMU2SE2cm7/xE6f1Dn+qor1l6bPO+9lT59fP/kuzdfmxzMiwI3QAAAGAYu/r8KRk3qiavbt+bZau3djnmH362Li9tacxJo2vzHy8vf8bZmZPGlI6YNrfmB89sfjOW3L23/p/J1PlJU2NH7aHPJBseT7av6/t8e94ov2/iOUnL/mTVt7u/Bw4SugEAAMAwNmpEda6ff0qS5J7HOjdU2LnvQL74ry8kST505VkZO2pE2eeFQiHXzik94+17T208zqs9gqqqZOPK8tqmJ5OvXJ7cPqfv8234efn1nH9fen3iH45mdQwzQjcAAAAY5tqOmH7/6U3Zvqep7LMvPbw6bzQ25fSTR+c33jqjy/vffTB0e/j5Ldm9v/n4LbR2dPLJHaWf2tFdj3nPV/tW78mGx8uvz39PkkKyblmybW3f52NYEboBAADAMDf7lHE5b+q4NDW35ntPdTRE2LB9b/72kTVJkj+75ryMqO46Rjh3yticPrHtiGk/djFNkjk3lo6BHqrhglK9rzasLL8e15Cc9o7S+yf/8aiWx/AhdAMAAIBhrlAo5NcvnJYk+eefd3Qx/esfvJCm5ta87fQJeed5k3q8/5o5pS6m/X7EtOVAUjOq4/qkMzvqffXqzzvX5v1m6fWJf0iKXTeegEToBgAAACS5Yf4pqa2uyjMbd7XXvvNEKUD72LtnpVAotNframuy9rZrs/a2a1NXW5PkkCOmz21J4/E8YnokNbXJew9pdDD715L3P1Cq98WuTcmuDUnhsOjkvEXJiLrkjdXJ+sc66k2NySfrSz+HNnJg2BK6AQAAADlxdG3edf7kTvVfveCUzJlWf8T7Z00dl5kn1WV/c2t++OzBLqa9eQbb8VB9SMC2/md9D9ySjqOlJ51VXh85phS8JcmTGirQPaEbAAAAkKSjoUKbmqpC/uTqc7oZXa50xPQou5j2Mpzb09ScmR/9bmZ+9LvZ09TL3XSv/CxpbenbepKOzqUN8zp/Nvem0usv/jlpbur8OUToBgAAABx02kmjc9KYjl1h9XUj8sbupqzftqdX9197MHR76LnNvQ/Fjrem3cmmp/p+X1vn0ildhG6nX56MmZLs3Za88MAxLY+hS+gGAAAAJEne8fmHsnV3x86trbubsuiOR3LpZx/q1f3nN4zLjAl12XegNQ89u6XXO9OOagdbX7y8rG/ji8WOJgpTuwjdqqqTuQe7oTpiSjeEbgAAAECS5Pab5vepfrhCodDeUKHfu5ge6uVH+zZ+x/pkz+tJVU0yeVbXY+b+Run1uX9J9rxxbOtjSBK6AQAAAEmS6+c3ZHbDuLLa3Gn1uX5+Q6/nePecKUmSHz67OXubjuJZasfDy8uS1tbej287WjppVlJ3UtfPm5syO5k8J2k9kDz9rcqulyFB6AYAAAAkSQ60FMuu2wK4w+s9mXNKfaadeEL2HmjJ0he2VHR9R6VmVLL3jeT153p/T3sThQt6HjfvYEOFJxwxpTOhGwAAAJAkqa2pyjc+cFH79T3/4W355s2XpLam9/FBoVBob6jwwNOvVXyNfXbKhaXXvhwxbdvpdspbeh4358akUJWs/1nyxpqjWx9DltCtG0uWLMmsWbOycOHC/l4KAAAAvGkODdgKhUKfArc2bc91e/j5AbDTbcbbSq+9baZQLHaEbkfa6TZ2SnL6FaX3v/jm0a2PIUvo1o3Fixdn1apVWb58eX8vBQAAAAaVudPqc8r4EwbGM90ODd2KvTgm+8ZLyb4dSfXI0jPdjmTeb5Zef/HPR79GhiShGwAAAFBRpS6mU/p7GSUNFyRVI5JdG5NtvTgC2rbLbcqcpHpE9jQ1Z+ZHv5uZH/1u9jQ1dx5/7rVJ7Zhk+7rKrptBT+gGAAAAVFzbEdPjZdnqrb0bOOKE5JQFpfe9OWLa26OlbWrrklnX924sw4rQDQAAAKi4+dPHZ0r9nklrBwAAN9NJREFUqIrNt37bnqxct739+gsPPJ+n1u/I+m17jnzzqZeUXvsSuh2picKh5t7U+7FNjckn60s/TY29v49BR+gGAAAAVFyhUMjVsya3X/d6Z9phNu/cl3uWr8uln30ov/W1f2uvr9q4M4vueCSXfvahzjfVjk4+uaP0Uzs6OfXtpfraR3r+staWZOMTpfe93emWJDMvS8Y1dFyvWdr7exmyavp7AQAAAMDQs37bnpw1eWz79Z/f93S27zmQ0ybWZe608RlR3fU+oEdeeD0Tx47MQ89uzg+f3ZynN+zs8Xtuv2n+kRcz/a1JoSrZ/nKyY31SP63rca+/kDTtTkaMTiaefeR52+xcn5x6afLUP5auH/pMqbNp3UnJ+Bm9n4chRegGAAAAVNzhO9Be2bY3f/JPpV1khUIyoa42k8aNyrhRNakbWd0+7j9+Y0VaDmkyWigkc6eNzxVnn5zvPLkhq7d0HMk8d8rYXD//kB1m3Rk1LpkyN9m4Mnn5J8ncG7se13a0dOq8pKq66zFduX1O+fWmJ5OvXF56/8kdvZ+HIUXoBgAAAFTc7TfNz4fuWdmpXlVIWovJ1sambG1s6vT5oYHbX904L5efc3ImjhmZpubW/Oszr5WN3bB9bw60FFNbUyir72lqzqyPfz9Jsuovrk5dbU0y89KDodujpdCtqTH5zMHA7s82lI6h9rWJQpv3fDX5Xx/sus6w5ZluAAAAQMVdP78hsxvGldXmTqvPC5+6Jo/9P1fme394Wf7u9xbmNxZO7/L+22+an19bMC0Tx4xMktTWVOUbH7io/fPqqmTnvuYsfX5L7xbUm2YKG35eeu1r6DbnxtLuuEPVTy/VGbbsdAMAAADa1dXWZO1t1x7zPAcO3bKWtAdwLcVk4piRmThmZGZlXC4/++T84tUd+cUhz26bO62+y2OjtTUde4d+75LT8rVH1uTP7386l541MaNGHOE46IyLS6+vP5fs3pLU1pV/3nIg2fRU6X1fOpe23Xu4nRtKP/Wn9G0uhgw73QAAAICKO3xn2j3/4W355s2XlAVnSffh3OH1w/2HXzo9U+tH5ZU39uZLD68+8oLqJiSTZpXer/tJ58+3PJs070tG1icnnnbk+Q5VU5v87rc7rifNSootyQ8/1bd5GFKEbgAAAMBxcWjAVigUOgVubWN6E84dbvTImvy/v1IK0b70o9V5eWtjj+OT9HzE9NW2o6XzkqqjiEuqazveX/O5JIXkibuTtY/0fS6GBKEbAAAA0K96E8515ZrZU3LZWRPT1NyaT973dIrFnnfHdYRuXQRh7U0Uuj9aumz11l6tK6e8Jbnw90rv778lae7cMIKhT+gGAAAADEqFQiGfvO78jKgu5KHntuRfn9nc8w2nvr30uukXyb4d5Z910bl0/bY9eXpDx7gvPPB8nlq/I+u37Tny4t758WT0yaVnyP3kb3rz6zDECN0AAACAQeuMk8fkg5edniT55H1PZ29TS/eDx05JJpyRpJisX95Rb96fvPZ06f0hTRQu/exDufHLP22/XrVxZxbd8Ugu/exDR17YCScmV3269P5Hn0+2re3lb8RQIXQDAAAABrU/+HdnpqF+VF7dvjdfevjFnge3HTFd1xGmZfMzSeuBpO6kpH56e/n2m+Z3OUV39U7m/noy87KkeW/yvY8kRzr+ypAidAMAAAAGtbramnx8Uampwpd/9FLPTRXajpi+8m8dtY0rS68NFySFQnv5+vkNOW3i6LLb555Sn+vnN/RuYYVCcu0XkqoRyQvfT569v3f3MSQI3QAAAIBB7+rzp+QdZ5+cppbWfOZ7z3Y/sG2n28YnOmpt7w9ronCgpdjpuOqepuYcaOnDjrWTz07e/p9L7//3/5009aLLKkOC0A0AAAAY9AqFQv78uvNTW12VH7/wenu9U8fR8TOScdOS1uaO2sYnS6+HNFFISl1VL5heX1a7+IyJve6u2u4df5KMPzXZ+Wry47/q270MWkI3AAAAYFCoq63J2tuuzdrbrk1dbU2nz0+bODq/8dbpZbVOHUcLhY7dbm1ef670eljoliSrNu0qu/6XpzelpbWPz2YbcULy7oNh28++1lFfs7Rv8zCoCN0AAACAIeN//OTlsusuO44eHroVW5OxU5NxU8vKO/YeyMtb97Rf158wIlt27c9PXzps91xvnH1VcuaVSfGQ46oPfSbZ8HiyfV3f52PAE7oBAAAAx8WRdqYdD73qONrWTOFQXexy+8WrO8qurzp/cpLkvpUbjm5xL/5r+fWmJ5OvXJ7cPufo5mNAE7oBAAAAQ8b18xtyzuQxZbW50w7rODrxrKRuYvmNXYRuT64vD92unVPaCfe/f7Ex+5tbOo0/ovd8tW91BjWhGwAAANCvKrkj7kBLMSOqO+KOmSfVtdfbFQrJjLeV33hY59IkeXL99rLrBaeemMnjRmbnvuYsff71TuOPaM6NyZS5h33vBaU6Q47QDQAAABgyamuq8o0PXNR+fe2cKfnmzZd07jg6/aLy64b5neY6fKdbdVUhvzK3tGPuvieO4ohpy4FS4Ne+2DEd9cM1NSafrC/9NDX2/bvod0I3AAAAYEg5NGB7/JUdnQO3pHyn2+iJpZ9DbN29P69u39vptuvmlUK3f131WvY0NfdtYTW1ye9+u+O6aXey6G9KdYYcoRsAAAAwZK18ZXuaW1rLi9vXJS1NHdfNBzp1EX3yYBOF0yaOLrt17rT6nHpSXfYeaMmDq17r+KB2dPLJHaWf2vJ7ylQfFrD9/O/79PsweAjdAAAAgCFrT1NLntm4q7x4+5zkrms7rvfv6NRF9KmDR0vPbxhXdmuhUGjf7fadQ46Y7mlqzsyPfjczP/rdvu2Ae+Ifkv27jjyOQUfoBgAAAAxpy9e+UV7oRRfRtue5zTmlvtOwttDtR89vyfY9TZ0+77UJZyRNu0rBG0OO0A0AAAAY0h57+bDQbc6NydR55bXDuoi2dS49fKdbkpw1eWzOnTI2B1qK+ZdfbDr6hS14b+l1+deSYrHnsQw6QjcAAABgSFu+dluKh4Zah3cLbQvgDtZf27kvm3ftT1UhOXfq2C7nvG7+MXQxbTPn15MRo5MtzyZrHzn6eRiQhG4AAADAkDWiupAtu/Zn3Rt7OoqHdxF93/eS9z/Q3kW07Wjp2ZPHZuKYUVl727VZe9u1qautab9l0dxS6PaTl7Zm8859R7e4UeOSub9eer+8myOvDFpCNwAAAGDIansm28/WHHbE9NAuooVCe+CWdBwt7ep5bm2mT6jLBTPGp1hM7n9y49Ev8K0fLL0+c3+y49Wjn4cBR+gGAAAADFlvmXFikuSxtdt6fU/bTre507oP3ZKOhgrHdMR08vnJjEuSYkuy4q6jn4cBR+gGAAAADFlvOXV8kmT54c0UulEsFvPUq22h2/gex147d2qqCsnKV7bnlUOPr/ZV2263FXclzcfQDbU7TY3JJ+tLP02NlZ+fLgndAAAAgCFr/vTxSZKXtjRm6+79Rxy/ftvevNHYlBHVhW6bKLSZNHZULj7jpCTJ9546hi6m5y1KxkxJGjcnz9x39PMwoAjdAAAAgCFrfF1tzplcCs8ee/nIR0zbdrmdO2VcRtZUH3F82xHT7z11DM91qx6RLHhf6f3yrx39PAwoQjcAAABgSLtwZum5bssPb6bQhbbnuc05wvPc2vzy+VMzorqQFzbvPvoFJqXQraomWfeTZNNTxzYXA4LQDQAAABhS6mprsva2a7P2tmtTV1uThTMnJEmW92KnW1vn0rk9dC49VH3diPzS2ZOOeq3txk1Nzv2V0vufffXY56PfCd0AAACAIa1tp9vTr+7Inqbmbse1tva+icKhrpvfcEzra9fWUOGpf0r27ajMnPQboRsAAAAwpJ0y/oRMrR+V5tZiVr6yvdtxa7c2Zte+5oysqcpZk8f0ev4rz5uUE0Z0PP9t2eqtR7fQU9+eTJqVHNiTPPmPRzcHA4bQDQAAABjSCoVCLjx4xPSxtd0fMW3b5TarYVxGVPc+MnmjsSkLTh3ffv2FB57PU+t3ZP22PX1daLLwA6X3P//7vt3LgCN0AwAAAIa8t7Y1U1hbaqZw6DHTtvdtTRTm9eFoaZJc+tmH8siLHbvbVm3cmUV3PJJLP/tQp7FdfW+ZuTclI8clb7zUpzUw8AjdAAAAgCGvbafbz1/eluaW1i7HtDVRmNPLJgptbr9pfp/qPRo5Jpn3m+W1NUv7Pg/9TugGAAAADHlnTx6bsaNq0tjUkmc37er0eUtrMb94dWeSZO60voVu189vyOyGcWW12Q3jcv3RNlg459ry64c+k2x4PNm+7ujmo18I3QAAAIAhr7qqkAWnlh8xPdTqLbuz90BLRtdW5/STe99EIUkOtBQ71bbs3t9lvVe+fl359aYnk69cntw+5+jmo18I3QAAAIBhYWEPzRSeONjV9PxT6lNdVejTvLU1VfnGBy4qqzXua07j/i6e2dYb7/lq3+oMSEI3AAAAYFi48JCdbsVi+S60ts6l8/p4tLRNbU1HxHLulLHZ3dSSL/9odRcDR2fmvrszc9/dSe3oriebc2Ny0lnltYYLSnUGDaEbAAAAMCzMmz4+I6oL2bxrf17Ztq/ss7bOpXP62Lm0K//5ylJgdteytdm0Y98RRneh5UBSM6rjetL5HXUGDaEbAAAAMCyMGlGduQdDtZ+/srO93tTSmlUbDzZR6GPn0q6846yJWTjzxOxvbs1//eELfZ+gpjZ533c6rq/4s+T9D5TqDBpCNwAAAGDYuHBm6YjpoaHbi1v2pKm5NeNG1eTUk+qO+TsKhUI+fPW5SZJ/XP5K1r7e2PdJqg8J2DY/LXAbhIRuAAAAwLCx8NRSM4VDQ7enN+xOksydNj6FQt+aKHTnradNyOXnnJzm1mK+8ODzxzbZa09XZE28uYRuAAAAwLCx4GAzhZe27s3W4tgkyS827kqSzDnKJgrd+ZOrzkmS3PfEhqzasPMIo3vw2qoKrYg3k9ANAAAAGDZOHF2bsyaNSZIs2P/fMnPf3fnFpj1Jjr5zaXdmn1KfX5k7NUnyXx547ugnemN10rSnQqvizSJ0AwAAAIaVC2dOKLt+4bXS8dJKdC493B9fdU6qqwr5wbOb89jaN45ukmJrsvmZyi6M407oBgAAAAwrbz3txLLr5tZiThpdm4b6URX/rtMmjs6vXzgtSfK57z+XYrF4dBNterKCq+LNIHQDAAAAhpULT53QqTZ3Wn3Fmigc7g/feVZqa6ryszVv5JEXXz+6STY9VdlFcdwJ3QAAAIBhZdqJJ2TyuJFlteNxtLTN1PoT8t6LT02S3P6vLxzdJJUK3dYsrcw8HJHQDQAAABhWCoVC3jKj/Ijp3FMq20ThcP/x8jMzZmRNnjnYKbXPXns6aW3t+33b1yUbDzma+tBnkg2Pl+ocV0I3AAAAYNh5y6njy67nVrhz6eEmjK7NBy87vay2bPXW3t1cMyo50JhsW1Neb2pMPllf+mlq7Pre2+ckf/fLHdebnky+cnmpznE15EO35557LvPnz2//OeGEE3Lvvff297IAAACAfnToTrfxdSMyaVzlmygc7po5UzJ2VE379RceeD5Prd+R9dv29HzjyeeWXo+mmcJ7vtq3em/0Juxj6Idu55xzTlauXJmVK1fmkUceyejRo/Oud72rv5cFAAAA9JP12/bkQEtHF9GW1mLvwq9jdNUXl2bXvub261Ubd2bRHY/k0s8+1PONk88vvR7Nc93m3JjUTy+vNVxQqh9PgrnUHHnI0HHfffflne98Z0aPHt3fSwEAAAD6yeEh1659zVl0xyNJkrW3XXvcvvf2m+bnQ/es7LLeo2MJ3VoOJE27O65POLGjXlPb9/notX7f6bZ06dIsWrQoDQ0NKRQKXR79vPPOO3Paaadl1KhRWbBgQX784x8f1Xf94z/+Y2666aZjXDEAAAAwmHUXch0x/OpBXW1N1t52bdbedm3qarve43T9/IbMbhhXVps7rT7Xz2/oNHZPU8eOuH0T2o6X/qLvC6sekVQf0ql13LTk/Q8I3N4E/R66NTY2Zt68ebnjjju6/Pyee+7Jhz70oXzsYx/L448/nssuuyzXXHNN1q3r6LKxYMGCzJ49u9PPhg0b2sfs3Lkzjz76aN797nf3uJ79+/dn586dZT8AAADA0NGX8KuSDj3S2qapubXL+qFa257ptmtD0vh63770jZeS3Zs6rre+kBT6PQ4aFvr9eOk111yTa665ptvPv/CFL+T3f//384EPfCBJcvvtt+f73/9+vvSlL+XWW29NkqxYseKI3/Ptb387V199dUaN6vnBiLfeemv+/M//vA+/AQAAADCYHB5ytQVwB1qKqa0pHLfvra2pyjc+cFHm/8WD7bW3nzkxtTVHCMFqxyQTTi8FaJueSs64ovdfuuZH5dfN+0rznHx2H1bO0RjQ0WZTU1NWrFiRq666qqx+1VVXZdmyZX2aq7dHS//0T/80O3bsaP955ZVX+vQ9AAAAwMDWFn61uec/vC3fvPmSI4dfFfruQ/3zz9dn34GWI984ZU7pta/PdVvTxSO6Nj/dtzk4KgM6dHv99dfT0tKSyZMnl9UnT56cTZs2dXNXZzt27MjPfvazXH311UccO3LkyIwbN67sBwAAABhaDg2/CoXCmxK4He6U8Sdk+54Due+JDUcefDShW7GYrO0idHtN6PZmGNChW5tCoXxrZ7FY7FTrSX19fV577bXU1npIIAAAADAw/MbC6UmSr//k5RSLPT/XLVPmll77ErpteTZp3JLUHPaoLaHbm2JAh24TJ05MdXV1p11tmzdv7rT7DQAAAGAwec9bTkltTVWeenVHVr6yvefBk2eXXl9/Pjmwr3df0Ha0dNrC8rrQ7U0xoEO32traLFiwIA8++GBZ/cEHH8wll1zST6sCAAAAOHYnjq7Normljqlf/8nLPQ8e15CcMCEptiRbnundF7Q1UZh5aXl9+8vJ/l2dxzc1Jp+sL/00NfbuO+hWv4duu3fvzsqVK7Ny5cokyZo1a7Jy5cqsW7cuSXLLLbfka1/7Wv77f//veeaZZ/JHf/RHWbduXW6++eZ+XDUAAADAsfvdi09Nktz/5MZs3b2/+4GFQt+e69bamqx9pPT+1EM2Lo2ZUnrd3MvgjqPW76HbY489lgsuuCAXXHBBklLIdsEFF+TjH/94kuSmm27K7bffnr/4i7/I/Pnzs3Tp0nzve9/Lqaee2p/LBgAAADhm86aPz7xp9Wlqac0/LH+l58F9Cd1eeyrZtz2pHZs9J53fXm6ZeO7Bz39xdAum1/o9dLv88stTLBY7/dx1113tY/7Tf/pPWbt2bfbv358VK1bkHe94R/8tGAAAAKCCfufimUmSu/9tXVpae2io0JdmCm3Pczv14qSqpr3cenJb6Oa5bsdbv4duAAAAAMPZr8ydmhPrRuTV7Xvzg2deKxVrR2fmvrszc9/dSe3oUm3KwWYKm35ROj7ak7UHQ7fTyjcudYRuqyq0erojdOvGkiVLMmvWrCxcuPDIgwEAAACO0qgR1fn1hdOTJF//aQ8NFSaenVTXJk27Ss0QutPSnKx9tPR+5mVlH7WefF7pzWtPJ8UedtVxzIRu3Vi8eHFWrVqV5cuX9/dSAAAAgCHuty86NYVC8uMXXs9LW3Z3Pah6RDLpYGjW0xHTjU+UgrlR9R3PgTuoOOGM0nHT/TuSHesrtHq6InQDAAAA6GfTJ9Tl350zKckRdrv1ppnCmh+VXmdellRVl39WXVvaMZckmx0xPZ6EbgAAAAADwO9cfGqS5Jsr1mdPU3PXg3rTTKHteW6HHS1tN/lgN1MdTI8roRsAAADAAPCOs07OzJPqsmtfc+5/cmPXgyYfbKbQXWDW3JSs+2np/WFNFNpNmnVwDjvdjiehGwAAAMAAUFVVyG+/rbTb7f/7t3VdD2rrYLrjlWTvts6fv7oiObAnqZvY8fy3w7UHd08f44rpidANAAAAYIC4ccH0jBpRlede66aZwqj6ZHwpmOtyp1r70dJLk0Kh6znajpe+/nzSvP/YFky3hG4AAAAAA0R93YjcMP+Ustqy1VvLB7U1U9jcxU61NUtLr90dLU2ScQ2l8K7YUgreOC6EbgAAAAADyNXnTy67/sIDz+ep9TuyftueUqGtmcLhx0MP7Ete+VnpfU+hW6HgiOmbQOgGAAAAMID83l2PlV2v2rgzi+54JJd+9qFSYUo3gdn6nyUt+5OxU5OTzuz5S9qbKehgerwI3QAAAAAGkNtvmt9zve146esvlA9oO1o687Lun+fWpu25bjqYHjdCt24sWbIks2bNysKFC/t7KQAAAMAQUVdbk7W3XZu1t12butqaLsdcP78hp00cXVabO60+189vKF3UTy89k631QPmNaw42UejpaGkbx0uPO6FbNxYvXpxVq1Zl+fLl/b0UAAAAYBg50FLMCSM6Iptzp4xtrycp7WJre65bm6bG5NWDx1JPu+zIXzLp3NLr7k1J49aex3JUhG4AAADAsNObHWf9pbamKnd/8G3t17e866x88+ZLUltzSIzTdsS0zfrlSWtzUj8jOXHmkb9k5NiOcV11QeWYCd0AAAAABphDA7ZnN+0qD9ySjuOhbV5+tPTam6OlbSa1PddN6HY8CN0AAAAABrBnN+3qXDx8p9vattCtF0dL20wWuh1PQjcAAACAAeyZjV2Ebiefm1SN6Lje9GTpdabQbaAQugEAAAAMYGu3NqZxf3N5saY2mXhWx3WxNZlwRlJ/Su8nbgvdtjybtLYc+0IpI3QDAAAAGMCKxW6OmB7+XLe+PM8tSSacntSMSg7sSbatPer10TWhGwAAAMAAt2rDjs7FybPKr/vyPLckqapOJp1Xev/aL45uYXRL6AYAAAAwwK3auLNzsa37aJu+PM/t8DleW9X3e5NkzdKju28YELoBAAAADHBPbzgsdNu+Lkmx47p6ZLLz1YP1w9SOzsx9d2fmvruz7JV95Z+1N1Po5U637euSjU92XD/0mWTD411/7zBX098LAAAAAKBnz27alQMtrRlRfXD/1O1zyge07E++cnnp/Sc7jqKu37YnG3fsbb/+wgPPZ/LYUTlx9IhMO7Gu44hqbzuYHv69m57s8nux0w0AAABgQBs9sjpNza15aUtjR/E9X+168GH1Sz/7UG788k/br1dt3JlFdzySSz/7UKnQ1oxh29qkqTFH9Kv/rev65POTx/9nsnd758+G6RFUoVs3lixZklmzZmXhwoX9vRQAAABgGDtn8tgkydOHNlOYc2NaJs8tH9hwQTLnxrLS7TfN73LO9vroicmYyUmKyZbnjryYYrHr+mtPJ9/+T8lfnZX8/fXJI7d3fDZMj6AK3bqxePHirFq1KsuXL+/vpQAAAADD2HlTxyVJVh36XLeWA2Vj2gO4w+rXz2/I1PpRZbW50+pz/fyGjsKkg0dMtzzT80L270oe/ER5beq80v2/9NHk5POSlqZkzcPJ0s91jGk7gnr40dQhzjPdAAAAAAawc6e27XQ7JHSrqc3+3/pfqfvimUmS/b/9ndSdUJfU1Jbde6ClmN37m9uv608Y0V6vrSmUipPPT156KNl8hNBt6V8lja+ltX5GqnaUdq3t+a37Or73ij8tzfGDv0ye+27n+7s7EjtE2ekGAAAAMIC17XR7esOOFA893ll9SMBWKHQK3JKkuqpQdiR00tjafPPmS1Jbc0gk1PZct55Ct62rk5/emSQ58O8O2e12+PdOOi/5jf9Z2gF3qC6Ovg51QjcAAACAAezMk8ekpqqQnfua8+r2vUe+4RBPb9iRXftb2q/XbN2TQuGwQW0dTLc82/1E3/+z0tHRM69My+lX9vylLQfS0toR9HV39HWoE7oBAAAADGC1NVU5a3IXR0x74dEXt5ZdN7cUy7ugJsnEc5JCdbJ3W9eTvPBg8vy/JFU1yS/fls6p3WEOHn1ts/+3v5O8/4Eud+INZUI3AAAAgAHu/IYumin0wrLVr3eqPbvpsDlGjEpOOrPrCZqbkn/5aOn9RTcnE8/q3Rf34ujrUCd0AwAAABjgZrU/1633odv+5pYsX/tGp/qzm3Z1Hjz5/K4n+bcvJ1tfTEZPSn7p/+71dyN0AwAAABjwOna67ej1PSvXbc++A605aXT5LrPnehu67Xot+dHnSu+v/GQyalyvvxuhGwAAAMCAd97B0G3Djn3Z1tjUq3uWrS49z+2i0yeU1Z/d2MVuua5Ctx/8edK0KzllQTLvN/u2YIRuAAAAAAPduFEjMmNCXZJkVVehWRfanud20WnloduGHfuyY+9hnUQPC932vbw8Wfk/SxfXfC6pEiH1lb8YAAAAwCDQl2YKe5qa8/i67UmSt51+Unt9Sv2oJMnzrx12xLR+eoq1Y9svR/zgE6U38/+PZNqFx7Dq4UvoBgAAADAIdDRTOPJz3X625o00txZzyvgTMu3EE9rrZ08ak6SLI6aFQlpPPqf9snrTyqR2bPLOTxz7wocpoRsAAADAIHD+Kb3vYPqTg89ze/uZJ6VQKLTXz55S2s3WVQfT1onnlRd+6SPJ2MlHu9xhr6a/FwAAAABAubramqy97dqy2qyp9UmS1Vt2Z9+Blh7vf/Tg89wuOWNiWf3syaWdbp06mG5fl4zsOF5arK5NYcbFpfr4GUf1Owx3QrduLFmyJEuWLElLS8//EgMAAAC8GSaPG5mTRtdma2NTnt20K2efWOhy3PY9Te274S4546Syz86eXArWntu0K8VisWMX3O1zMuKQcYWWpuRvryxdfPLIx1npzPHSbixevDirVq3K8uXL+3spAAAAACkUCpnVi2YKP31pa4rF5MxJYzJp3Kiyz2aeNDojqgvZtb85r27f2/HBe77a9WTd1TkioRsAAADAINEWuvXUTGFZ2/PcDtvlliS1NVU54+QujpjOuTEtk+eWD264IJlz4zGuePgSugEAAAAMEuc3lJ7r1lMzhUdfLD3P7eLDnufW5pyumim0HCgb0x7AHVan94RuAAAAAIPErKmlnW7PbtqZltZip89f27kvq7c0plBILj698063JDl3Stsch4RuNbXZ/1v/q/1y/29/J3n/A0lNbQVXP7wI3QAAAAAGidMmjs4JI6qz70Br1r6xt9Pnyw52LZ3dUJ/6uhGdPk+Sc6e0NVM4bLdc9SEBW6EgcDtGQjcAAACAQaK6qpBzp7YdD23s9PmyF0vPc7vkzK53uSUdx0tf2tKY/c0tx2GVJEI3AAAAgEHl/IPNFJ55bXdZvVgstjdRuKSb57klydT6URk7qibNrcWs3tw5uKMyhG4AAAAAg0hbM4VnDtvptu6NPXl1+96MqC5k4cwTu72/UCjkvIPPdXvute4bMnBshG4AAAAAg0h7M4XXdqd4SC+FRw8eLb1g+ompq63pcY4uO5hSUUI3AAAAgEHknCljU11VyLY9zdmUCe31tiYKPT3P7dA5kuTZjUK340XoBgAAADCIjBpRnTNOHp0kWdV6apKktVjMT3rxPLc2501t62AqdDtehG4AAAAAg0zbc92eLs5Mkry4ZU+2NjblhBHVmT99/BHvP3tyKXTbtHNftu9pOl7LHNaEbgAAAACDTFsH06cP7nT76ZrtSZKFp01Ibc2R456xo0bklPEnJPFct+NF6AYAAAAwyLQ1U1h1cKfbv63dkSR5+xlHfp5bG0dMjy+hGwAAAMAgM+vgTrdXipPyRnFslq8rhW69eZ5bGx1Mjy+hGwAAAMAgM76uNlPHjUyS3NNyeXbvb0n9CSPaw7jeOGdKaexzm3YelzUOd0K3bixZsiSzZs3KwoUL+3spAAAAAJ2cN6XUwfSu5quTJG87fUKqqwp9uL/jeGlra7HyCxzmhG7dWLx4cVatWpXly5f391IAAAAAOjlvypgkyWuZkCR5+5m9P1qaJDMnjk5tdVUam1ry6va9FV/fcCd0AwAAABiEzp08uuz6kj40UUiSEdVVOWNSKbjzXLfKE7oBAAAADDLrt+1J9SGpTk1VIXuaWrJ+254+zdN2xPTZjZ7rVmk1/b0AAAAAAPrm0s8+VHbd3FrMdXc8miRZe9u1ZZ/V1dZ0qrVp72D62q4kkyq/0GHMTjcAAACAQeb2m+b3qd6dcw5pptAXj7TMzpX7P5dlL23v033DidANAAAAYJC5fn5DZk8dU1abO60+189v6NM8500dlyRZ83pj9je3HnH8+m178vTG3bmt+TfyYnFavvDDNXlq/Y4+H2sdDhwvBQAAABhkDrQUkyRzC6tzU/VD+f9O/lB7vbam0Ot5Jo0dmfF1I7J9z4Gsfn1PLjzC+I5jracnSVZtasyiOx5J0vlY63BnpxsAAADAIFNbU5VvvG9uvl37/+b/qPlh7nn/vHzz5ktSW9O3qKdQKOScyaUjpi9sbjzi+M//2twu67/11hlp6sVOueFE6AYAAAAwCNVWV6VwcFNboVDoc+DWpu2I6XObj3xE9IXNXT/77e6frcs7PvdQvrr0pezad+Co1jHUCN0AAAAAhrG2ZgpH2un25Prt+erSNUmSmdmYT9d8LedNHp0p40Zl4pjabNq5L5/+3jO55LYf5gs/XJv7Wy4a1s0WPNMNAAAAYBhrC92e72GnW1Nzaz7yzSdTTHLNeRNz50u/lUIhueEDf5cRJ4xLMcXc+/ir+crSl7J6S2O+tmx9Cvm/UkxVbn1gdSZPGJ8TR4/ItBPr3qTfqv/Z6QYAAAAwjLU9023L7qa8URzb5Zgv/2h1nt20KxNG1+Zjv3xGp2OtI2uqc9PCGXnwj36p/Z7iwdhp9et7s+iORw5pwjA8CN0AAAAAhrHRI2syY0JpB9qzrdM7ff78a7vyNz98IUnyiUWzMmH0iG7nqqoq5Pab5nf5WXf1oUroBgAAADDMtR0xfa5YHrq1tBbzkW8+mQMtxVx53qRcN6/hiHNdP78hs6eOKavNnVaf6+cf+d6hROgGAAAAMMyd203o9nePrsnKV7Zn7MiafOqGOSm0nSvtwYGWYpJkbmF1Pl3ztfYArq0+XGikAAAAADDMnTtlXJLkmdYZ7bWXtzbmrx54LknyZ9eelyn1o3o1V21NVb7xvrmp/8J1pWYL7y81W6itGV57v4bXbwsAAABAJ23HS18oTktrsZBisZiP/vNT2XegNRefflJ+Y2HnZ731pLa6qlOzheHGTjcAAACAYW7mSXWprS5kT8uovFI8OQ8//lp+8tLWjBpRldv+fe+OlVJu+MWMAAAAAJSpqa7KmSeXOpg+3Do/n//BmiTJn1x1Tk49aXR/Lm3QEroBAAAAkLMnlcK1TzT/bnbvb8m86ePze28/rZ9XNXgJ3QAAAACGufXb9mTsqOqDV6W46IOXnZaNO/b236IGOc9068aSJUuyZMmStLS09PdSAAAAAI6rSz/7UKfaH9z9eJJk7W3XvtnLGRLsdOvG4sWLs2rVqixfvry/lwIAAABwXN1+0/w+1TkyoRsAAADAMHf9/IbMnjqmrDZ3Wn2un9/QTysa/IRuAAAAAMPcgZZikmRuYXU+XfO19gCurU7feaYbAAAAwDBXW1OVb7xvbuq/cF0KheSG9/9dRpwwLrU19msdLX85AAAAAFJbXZVCofS+UCgI3I6Rvx4AAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACACtO9FAAAAIDeqx2dmfvuTpKsqh3dz4sZuOx0AwAAAIAKs9MNAAAAYDCy42xAs9MNAAAAACpM6AYAAAAAFSZ0AwAAAIAKE7oBAAAAQIUJ3QAAAACgwoRuAAAAAFBhNf29AAAAAACGmNrRmbnv7iTJqtrR/byY/mGnGwAAAABUmNANAAAAACpM6AYAAAAAFSZ0AwAAAIAKE7oBAAAAQIUJ3QAAAACgwoRuAAAAAFBhQrduLFmyJLNmzcrChQv7eykAAAAADDJCt24sXrw4q1atyvLly/t7KQAAAAAMMkI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqrKa/FwAAAADAAFA7OjP33Z0kWVU7up8XM/jZ6QYAAAAAFSZ0AwAAAIAKc7wUAAAAYBCqq63J2tuuHTbfO9jY6QYAAAAAFSZ0AwAAAIAKE7oBAAAAQIUJ3QAAAACgwoRuAAAAAFBhQjcAAAAAqDChGwAAAABUmNANAAAAACpM6AYAAAAAFVbT3wsAAAAAYGipq63J2tuu7e9l9Cs73QAAAACgwoRuAAAAAFBhQjcAAAAAqDChGwAAAABUmNCtG0uWLMmsWbOycOHC/l4KAAAAAIOM0K0bixcvzqpVq7J8+fL+XgoAAAAAg4zQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECF1fT3AgAAAADof3W1NVl727X9vYwhw043AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChO6AQAAAECFCd0AAAAAoMKEbgAAAABQYUI3AAAAAKgwoRsAAAAAVJjQDQAAAAAqTOgGAAAAABUmdAMAAACAChsWodsXv/jFnH/++Zk1a1b+8A//MMVisb+XBAAAAMAQNuRDty1btuSOO+7IihUr8tRTT2XFihX56U9/2t/LAgAAAGAIq+nvBbwZmpubs2/fviTJgQMHMmnSpH5eEQAAAABDWb/vdFu6dGkWLVqUhoaGFAqF3HvvvZ3G3HnnnTnttNMyatSoLFiwID/+8Y97Pf/JJ5+cP/mTP8mMGTPS0NCQK6+8MmeccUYFfwMAAAAAKNfvoVtjY2PmzZuXO+64o8vP77nnnnzoQx/Kxz72sTz++OO57LLLcs0112TdunXtYxYsWJDZs2d3+tmwYUO2bduW+++/P2vXrs2rr76aZcuWZenSpW/WrwcAAADAMFQoDqCuAoVCId/61rdyww03tNcuuuiivOUtb8mXvvSl9tp5552XG264IbfeeusR5/ynf/qnPPzww1myZEmS5POf/3yKxWI+8pGPdDl+//792b9/f/v1zp07M3369OzYsSPjxo07yt8MAAAAgMFu586dqa+v71VO1O873XrS1NSUFStW5KqrriqrX3XVVVm2bFmv5pg+fXqWLVuWffv2paWlJQ8//HDOOeecbsffeuutqa+vb/+ZPn36Mf0OAAAAAAw/Azp0e/3119PS0pLJkyeX1SdPnpxNmzb1ao63ve1tefe7350LLrggc+fOzRlnnJHrrruu2/F/+qd/mh07drT/vPLKK8f0OwAAAAAw/AyK7qWFQqHsulgsdqr15NOf/nQ+/elP92rsyJEjM3LkyD6tDwAAAAAONaB3uk2cODHV1dWddrVt3ry50+43AAAAABgoBnToVltbmwULFuTBBx8sqz/44IO55JJL+mlVAAAAANCzfj9eunv37rz44ovt12vWrMnKlSszYcKEzJgxI7fcckt+53d+JxdeeGEuvvjifOUrX8m6dety88039+OqAQAAAKB7/R66PfbYY7niiivar2+55ZYkyXvf+97cdddduemmm7J169b8xV/8RTZu3JjZs2fne9/7Xk499dT+WjIAAAAA9KhQLBaL/b2IgWzHjh0ZP358XnnllYwbN66/lwMAAABAP9m5c2emT5+e7du3p76+vsex/b7TbaDbtWtXkmT69On9vBIAAAAABoJdu3YdMXSz0+0IWltbs2HDhowdOzaFQqG/lwNvioULF2b58uX9vQwGIf/uDE7+ub05/J37xt+rZLj8HYbS79m2A8JJGYDKGij/rSgWi9m1a1caGhpSVdVzf1I73Y6gqqoq06ZN6+9lwJuqurra/yRyVPy7Mzj55/bm8HfuG3+vkuHydxiKv+e4ceOG3O8E0J8G0n8rjrTDrU3PkRwwLC1evLi/l8Ag5d+dwck/tzeHv3Pf+HuVDJe/w3D5PQE4eoPxvxWOlwIAAFTIzp07U19fnx07dgyYHRkA9A873QAAACpk5MiR+cQnPpGRI0f291IA6Gd2ugEAAABAhdnpBgAAAAAVJnQDAAAAgAoTugEAAABAhQndAAAAAKDChG4AAAAAUGFCNwAAgH7yq7/6qznxxBPza7/2a/29FAAqTOgGAADQT/7wD/8w/+N//I/+XgYAx4HQDQAAoJ9cccUVGTt2bH8vA4DjQOgGAADQhaVLl2bRokVpaGhIoVDIvffe22nMnXfemdNOOy2jRo3KggUL8uMf//jNXygAA5LQDQAAoAuNjY2ZN29e7rjjji4/v+eee/KhD30oH/vYx/L444/nsssuyzXXXJN169a1j1mwYEFmz57d6WfDhg1v1q8BQD8pFIvFYn8vAgAAYCArFAr51re+lRtuuKG9dtFFF+Utb3lLvvSlL7XXzjvvvNxwww259dZbez33ww8/nDvuuCPf/OY3K7lkAPqZnW4AAAB91NTUlBUrVuSqq64qq1911VVZtmxZP60KgIGkpr8XAAAAMNi8/vrraWlpyeTJk8vqkydPzqZNm3o9z9VXX52f//znaWxszLRp0/Ktb30rCxcurPRyAegHQjcAAICjVCgUyq6LxWKnWk++//3vV3pJAAwQjpcCAAD00cSJE1NdXd1pV9vmzZs77X4DYHgSugEAAPRRbW1tFixYkAcffLCs/uCDD+aSSy7pp1UBMJA4XgoAANCF3bt358UXX2y/XrNmTVauXJkJEyZkxowZueWWW/I7v/M7ufDCC3PxxRfnK1/5StatW5ebb765H1cNwEBRKBaLxf5eBAAAwEDz8MMP54orruhUf+9735u77rorSXLnnXfmc5/7XDZu3JjZs2fni1/8Yt7xjne8ySsFYCASugEAAABAhXmmGwAAAABUmNANAAAAACpM6AYAAAAAFSZ0AwAAAIAKE7oBAAAAQIUJ3QAAAACgwoRuAAAAAFBhQjcAAAAAqDChGwAAAABUmNANAAAAACpM6AYAAAAAFSZ0AwDguLn//vtz+umnZ+HChXn++ef7ezkAAG+aQrFYLPb3IgAAGJrOPvvs3HnnnXn66afzk5/8JP/wD//Q30sCAHhT2OkGAEAuv/zyFAqFFAqFrFy5smLzTpw4MWeeeWZOP/301NfXt9ff9773tX/fvffeW7HvAwAYKIRuAAAkST74wQ9m48aNmT17dpJk6dKlWbRoURoaGo4Yjr3vfe/LRz/60U713/u938sZZ5yRD37wg/nMZz7TXv/rv/7rbNy4seK/AwDAQCF0AwAgSVJXV5cpU6akpqYmSdLY2Jh58+bljjvu6PG+1tbWfPe73831119fVm9ubs5f//Vf5yMf+Uh27dqVE088sf2z+vr6TJkypfK/BADAACF0AwAYYhobG/O7v/u7GTNmTKZOnZr/8l/+Sy6//PJ86EMf6tM811xzTT71qU/lPe95T4/jHn300VRVVeWiiy4qq3/5y1/O6aefnsWLF2fPnj154YUX+vqrAAAMWkI3AIAh5sMf/nAeeuihfOtb38oDDzyQhx9+OCtWrDhu33ffffdl0aJFqarq+F/Lbdu25S//8i/z2c9+NtOmTUt9fX1FnxUHADDQCd0AAIaQ3bt352//9m/zV3/1V3nXu96VOXPm5O///u/T0tJy3L7zvvvu63S09OMf/3h+9Vd/Needd16SZNasWXniiSeO2xoAAAaamv5eAAAAlbN69eo0NTXl4osvbq9NmDAh55xzznH5vmeeeSbr16/PlVde2V5btWpVvvGNb+SZZ55pr82ePdtONwBgWBG6AQAMIcVi8U39vvvuuy/vete7csIJJ7TX/uiP/ijbt2/PtGnT2mutra2ZOnXqm7o2AID+5HgpAMAQcuaZZ2bEiBH56U9/2l7btm1bnn/++ePyfd/+9rdz3XXXtV/ff//9WbFiRR5//PGsXLmy/edv//Zvs2HDhmzZsuW4rAMAYKCx0w0AYAgZM2ZMfv/3fz8f/vCHc9JJJ2Xy5Mn52Mc+VtbkoLd2796dF198sf16zZo1WblyZSZMmJAZM2Zk8+bNWb58ee69994kyYEDB/LHf/zH+fCHP5z58+eXzTVu3LgkyRNPPFF2FBUAYKgSugEADDGf//zns3v37lx33XUZO3Zs/viP/zg7duzo8zyPPfZYrrjiivbrW265JUny3ve+N3fddVe+853v5KKLLsqkSZOSJH/zN3+T7du35w/+4A86zTV9+vTU1dVl5cqVQjcAYFgQugEADDFjxozJ17/+9Xz9619vr333u9/t8zyXX355j8+IO/xo6S233NIezB2uUCiksbGxz2sAABisPNMNAIAkyZ133pkxY8bkqaee6tX4Sy+9NL/5m795VN918803Z8yYMUd1LwDAYFAovtktrgAAeNNdfvnlmT9/fm6//fYuP3/11Vezd+/eJMmMGTNSW1t7XNezefPm7Ny5M0kyderUjB49+rh+HwDAm03oBgAAAAAV5ngpAAAAAFSY0A0AAAAAKkzoBgAAAAAVJnQDAAAAgAoTugEAAABAhQndAAAAAKDChG4AAAAAUGFCNwAAAACoMKEbAAAAAFSY0A0AAAAAKuz/B68iF9F9Ci74AAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "len(ref) = 160; len(new) = 217\n" - ] - }, - { - "ename": "ValueError", - "evalue": "operands could not be broadcast together with shapes (160,) (217,) ", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[10], line 39\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlen(ref) = \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m; len(new) = \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (\u001b[38;5;28mlen\u001b[39m(_data[\u001b[38;5;241m1\u001b[39m]), \u001b[38;5;28mlen\u001b[39m(_refl[\u001b[38;5;241m1\u001b[39m])))\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m4\u001b[39m):\n\u001b[0;32m---> 39\u001b[0m \u001b[38;5;28mprint\u001b[39m(np\u001b[38;5;241m.\u001b[39msum(\u001b[43m_data\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m_refl\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m))\n", - "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (160,) (217,) " - ] } ], "source": [ "reduced_path = os.path.join(data_dir, 'reference_rq.txt')\n", - "reduced_path = os.path.join(data_dir, 'ref_rate_206594.txt')\n", + "reduced_path = os.path.join(data_dir, 'ref_206780_206594.txt')\n", "\n", "if os.path.isfile(reduced_path):\n", " _data = np.loadtxt(reduced_path).T\n", "\n", - "reduced_path = os.path.join(data_dir, 'REFL_198409_combined_data_auto.txt')\n", + "reduced_path = os.path.join(data_dir, 'REFL_206780_combined_data_auto.txt')\n", "if os.path.isfile(reduced_path):\n", " _refl = np.loadtxt(reduced_path).T\n", "\n", - "fig, ax = plt.subplots(figsize=(15,5))\n", - "#plt.errorbar(_refl[0], _refl[1]*_refl[0]**4, yerr=_refl[2]*_refl[0]**4, markersize=4, marker='.', linestyle='', label='new reduction')\n", + "fig, ax = plt.subplots(figsize=(15,15))\n", + "#plt.errorbar(_refl[0], _refl[1]*_refl[0]**4, yerr=_refl[2]*_refl[0]**4, markersize=4, marker='*', linestyle='', label='new reduction')\n", "#plt.errorbar(_data[0], _data[1]*_data[0]**4, yerr=_data[2]*_data[0]**4, markersize=4, marker='', linestyle='-', label='reference')\n", "plt.errorbar(_refl[0], _refl[1], yerr=_refl[2], markersize=4, marker='*', linestyle='-', label='new reduction')\n", "plt.errorbar(_data[0], _data[1], yerr=_data[2], markersize=4, marker='*', linestyle='-', label='reference')\n", @@ -311,22 +298,7 @@ "ax.set_xscale('log')\n", "plt.show()\n", "\n", - "if False and len(_data[1])==len(_refl[1]):\n", - " # dQ is computed for each run in the new implementation\n", - " fig, ax = plt.subplots(figsize=(10,5))\n", - " plt.plot(_refl[0], _refl[3]/_refl[0], label=\"new_reduction\")\n", - " plt.plot(_data[0], _data[3]/_data[0], label=\"reference\")\n", - "\n", - " plt.xlabel('q [$1/\\AA$]')\n", - " plt.ylabel('$\\Delta q$')\n", - " ax.set_yscale('linear')\n", - " ax.set_xscale('log')\n", - " plt.show()\n", - "else:\n", - " print(\"len(ref) = %s; len(new) = %s\" % (len(_data[1]), len(_refl[1])))\n", - "\n", - "for i in range(4):\n", - " print(np.sum(_data[i]-_refl[i]))\n" + "\n" ] }, { @@ -672,6 +644,151 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-20T20:34:13.343230Z", + "iopub.status.busy": "2024-03-20T20:34:13.342672Z", + "iopub.status.idle": "2024-03-20T20:34:14.443890Z", + "shell.execute_reply": "2024-03-20T20:34:14.443266Z", + "shell.execute_reply.started": "2024-03-20T20:34:13.343204Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "def get_sf(sf_file):\n", + " par_list = []\n", + " with open(sf_file, \"r\") as fd:\n", + " for l in fd.readlines():\n", + " if not l.startswith('#'):\n", + " toks = l.split(' ')\n", + " pars = {}\n", + " for t in toks:\n", + " kv = t.split('=')\n", + " if kv[0] == 'IncidentMedium':\n", + " continue\n", + " pars[kv[0]] = float(kv[1].replace('\\n',''))\n", + " par_list.append([pars['a'], pars['b'], pars['error_a'], pars['error_b'], '%s-%g' % (pars['LambdaRequested'], pars['S2iH'])])\n", + " return par_list\n", + "\n", + "old_pars = get_sf(os.path.join(data_dir, \"sf_197912_Si_auto.cfg\"))\n", + "new_pars = get_sf(os.path.join(data_dir, \"sf_197912_Si_auto-new.cfg\"))\n", + "\n", + "tofs = np.arange(0, 17000, 100)\n", + "\n", + "for i in range(len(old_pars)):\n", + " sf = old_pars[i][1]*tofs + old_pars[i][0]\n", + " dsf = np.sqrt(old_pars[i][3]**2 * tofs**2 + old_pars[i][2]**2)\n", + " fig, ax = plt.subplots(figsize=(10,3))\n", + " plt.plot(tofs, sf, label='%s [Old]' % old_pars[i][4])\n", + " #plt.fill_between(tofs, sf-dsf, sf+dsf, alpha=0.2)\n", + "\n", + " sf = new_pars[i][1]*tofs + new_pars[i][0]\n", + " dsf = np.sqrt(new_pars[i][3]**2 * tofs**2 + new_pars[i][2]**2)\n", + "\n", + " plt.plot(tofs, sf, label='%s [New]' %new_pars[i][4])\n", + " #plt.fill_between(tofs, sf-dsf, sf+dsf, alpha=0.2)\n", + "\n", + " plt.legend()\n", + " plt.xlabel('TOF')\n", + " plt.ylabel('SF')\n", + " plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -682,9 +799,9 @@ ], "metadata": { "kernelspec": { - "display_name": "sans", + "display_name": "mantid-framework", "language": "", - "name": "sans" + "name": "mantid" }, "language_info": { "codemirror_mode": { diff --git a/scripts/test/test_sf.py b/scripts/test/test_sf.py index b9c973c..67bddcb 100644 --- a/scripts/test/test_sf.py +++ b/scripts/test/test_sf.py @@ -1,11 +1,12 @@ import sys -sys.path.append('../autoreduce') +import os +sys.path.append(os.path.expanduser('~/git/LiquidsReflectometer/reduction')) -from sf_calculator import ScalingFactor +from lr_reduction.sf_calculator import ScalingFactor -sf = ScalingFactor(run_list=range(184975, 184990), - sf_file="/tmp/sf_184975_air.cfg", - medium='air') +sf = ScalingFactor(run_list=range(197912, 197932), + sf_file="/tmp/sf_197912_si.cfg", + medium='Si') sf.execute()