diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7523435fe..782cab2ab 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,12 +7,17 @@
 
 - Ensure merge tables are declared during file insertion #1205
 - Update URL for DANDI Docs #1210
+- Add common method `get_position_interval_epoch` #1056
 
 ### Pipelines
 
 - Position
     - Allow population of missing `PositionIntervalMap` entries during population of `DLCPoseEstimation` #1208
 
+- Behavior
+    - Implement pipeline for keypoint-moseq extraction of behavior syllables #1056
+
+
 ## [0.5.4] (December 20, 2024)
 
 ### Infrastructure
diff --git a/environment_moseq_cpu.yml b/environment_moseq_cpu.yml
new file mode 100644
index 000000000..b40dfb646
--- /dev/null
+++ b/environment_moseq_cpu.yml
@@ -0,0 +1,42 @@
+# 1. Install a conda distribution.
+#    https://mamba.readthedocs.io/en/latest/installation/mamba-installation.html
+# 2. Run: `mamba env create -f environment.yml`
+# 3. Activate: `conda activate spyglass`
+#
+# (lines intentionally left blank)
+#
+#
+name: spyglass-moseq-cpu
+channels:
+  - conda-forge
+  # - defaults # deprecated
+  - franklab
+  - edeno
+  # - pytorch # dlc-only
+  # - anaconda  # dlc-only, for cudatoolkit
+dependencies:
+  - bottleneck
+  # - cudatoolkit=11.3 # dlc-only
+  # - ffmpeg # dlc-only
+  - ipympl
+  - jupyterlab>=3.*
+  # - libgcc # dlc-only
+  - matplotlib
+  - non_local_detector
+  - numpy
+  - pip
+  - position_tools
+  - pybind11  # req by mountainsort4 -> isosplit5
+  - pydotplus
+  - pyfftw<=0.12.0  # ghostipy req. install from conda-forge for Mac ARM
+  - python>=3.9,<3.13
+  - pytorch<1.12.0
+  - ripple_detection
+  - seaborn
+  # - torchaudio # dlc-only
+  # - torchvision # dlc-only
+  - track_linearization>=2.3
+  - pip:
+      - ghostipy # for common_filter
+      - mountainsort4
+      - .[moseq-cpu]
diff --git a/environment_moseq_gpu.yml b/environment_moseq_gpu.yml
new file mode 100644
index 000000000..3d80f42a8
--- /dev/null
+++ b/environment_moseq_gpu.yml
@@ -0,0 +1,42 @@
+# 1. Install a conda distribution.
+#    https://mamba.readthedocs.io/en/latest/installation/mamba-installation.html
+# 2. Run: `mamba env create -f environment.yml`
+# 3. Activate: `conda activate spyglass`
+#
+# (lines intentionally left blank)
+#
+#
+name: spyglass-moseq-gpu
+channels:
+  - conda-forge
+  # - defaults # deprecated
+  - franklab
+  - edeno
+  # - pytorch # dlc-only
+  # - anaconda  # dlc-only, for cudatoolkit
+dependencies:
+  - bottleneck
+  # - cudatoolkit=11.3 # dlc-only
+  # - ffmpeg # dlc-only
+  - ipympl
+  - jupyterlab>=3.*
+  # - libgcc # dlc-only
+  - matplotlib
+  - non_local_detector
+  - numpy
+  - pip
+  - position_tools
+  - pybind11  # req by mountainsort4 -> isosplit5
+  - pydotplus
+  - pyfftw<=0.12.0  # ghostipy req. install from conda-forge for Mac ARM
+  - python>=3.9,<3.13
+  - pytorch<1.12.0
+  - ripple_detection
+  - seaborn
+  # - torchaudio # dlc-only
+  # - torchvision # dlc-only
+  - track_linearization>=2.3
+  - pip:
+      - ghostipy # for common_filter
+      - mountainsort4
+      - .[moseq-gpu]
diff --git a/notebook-images/moseq_outline.png b/notebook-images/moseq_outline.png
new file mode 100644
index 000000000..44e648c21
Binary files /dev/null and b/notebook-images/moseq_outline.png differ
diff --git a/notebooks/00_Setup.ipynb b/notebooks/00_Setup.ipynb
index 9188bafa0..94fb20967 100644
--- a/notebooks/00_Setup.ipynb
+++ b/notebooks/00_Setup.ipynb
@@ -285,7 +285,47 @@
     "The Decoding pipeline relies on `jax` to process data with GPUs. Please see\n",
     "their conda installation steps\n",
     "[here](https://jax.readthedocs.io/en/latest/installation.html#conda-installation).\n",
-    "\n"
+    "\n",
+    "#### Deep Lab Cut (DLC)\n",
+    "\n",
+    "Spyglass provides an environment build for using the DLC pipeline. To create an \n",
+    "environment with these features, please:\n",
+    "1. navigate to your cloned spyglass repo.\n",
+    "2. build the environment from the dlc version\n",
+    "3. activate the environment to use\n",
+    "\n",
+    "```bash\n",
+    "cd /path/to/spyglass # 1\n",
+    "mamba env create -f environment_dlc.yml # 2\n",
+    "mamba activate spyglass-dlc # 3\n",
+    "```\n",
+    "\n",
+    "Alternatively, you can pip install using\n",
+    "```bash\n",
+    "pip install spyglass[dlc]\n",
+    "```\n",
+    "\n",
+    "#### Keypoint-Moseq\n",
+    "\n",
+    "Spyglass provides an environment build for using the Moseq pipeline. To create an \n",
+    "environment with these features, please:\n",
+    "1. navigate to your cloned spyglass repo.\n",
+    "2. build the environment from one of the moseq versions\n",
+    "3. activate the environment to use\n",
+    "\n",
+    "```bash\n",
+    "cd /path/to/spyglass # 1\n",
+    "mamba env create -f environment_moseq_cpu.yml # 2\n",
+    "mamba activate spyglass-moseq-cpu # 3\n",
+    "```\n",
+    "\n",
+    "Alternatively, you can pip install using\n",
+    "```bash\n",
+    "pip install spyglass[moseq-cpu]\n",
+    "```\n",
+    "\n",
+    "To use a GPU enabled version of the package, replace `cpu` with `gpu` in the above \n",
+    "commands\n"
    ]
   },
   {
@@ -593,7 +633,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "spyglass",
    "language": "python",
    "name": "python3"
   },
@@ -607,7 +647,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/60_MoSeq.ipynb b/notebooks/60_MoSeq.ipynb
new file mode 100644
index 000000000..db043bda5
--- /dev/null
+++ b/notebooks/60_MoSeq.ipynb
@@ -0,0 +1,2870 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# MoSeq Pipeline Tutorial\n",
+    "\n",
+    "This notebook provides a tutorial on how to use the MoSeq pipeline to analyze behavioral data. The pipeline is a tool for taking keypoint pose estimations and extracting behavioral syllables.\n",
+    "\n",
+    "*Note: Moseq is an optional dependency within the spyglass package. For installation\n",
+    "instructions, see the [setup tutorial](./00_Setup.ipynb)\n",
+    "\n",
+    "Here is a schematic showing the tables used in this pipeline. The Basic steps are:\n",
+    "> **Model Training**\n",
+    "> - Define training data in `PoseGroup`\n",
+    ">  - Define Moseq model and training parameters in `MoseqModelParams`\n",
+    ">  - Combine a set of training parameters and training data in `MoseqModelSelection`\n",
+    ">  - Populate `MoseqModel` to train\n",
+    "> \n",
+    "> **Convert pose data to behavioral syllables**\n",
+    ">  - Combine a trained model from `MoseqModel` and a pose data from `PositionOutput` in \n",
+    "`MoseqSyllableSelection`\n",
+    ">  - Populate  `MoseqSyllable` to apply the trained model to the selected data\n",
+    "\n",
+    "![moseq_outline.png|2000x900](./../notebook-images/moseq_outline.png)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " # Accessing the keypoint (pose) data\n",
+    "\n",
+    "In the spyglass architecture, keypoint tracking is performed in the `Position` module,\n",
+    "and can be accessed through `PositionOutput.fetch_pose_dataframe()`. In this tutorial,\n",
+    "we are using a set of unpublished data from the Frank lab. For a tutorial on\n",
+    "running keypoint extraction in spyglass, see [the DLC tutorial notebook](21_DLC.ipynb).\n",
+    "\n",
+    "We can access an example set of keypoint pose data here:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <th>1.694622e+09</th>\n",
+       "      <td>23862.0</td>\n",
+       "      <td>8326.235314</td>\n",
+       "      <td>4170.750165</td>\n",
+       "      <td>0.000500</td>\n",
+       "      <td>23862.0</td>\n",
+       "      <td>8321.127116</td>\n",
+       "      <td>4151.999268</td>\n",
+       "      <td>0.001903</td>\n",
+       "      <td>23862.0</td>\n",
+       "      <td>7620.843915</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4209.775628</td>\n",
+       "      <td>0.000241</td>\n",
+       "      <td>23862.0</td>\n",
+       "      <td>7885.540888</td>\n",
+       "      <td>4096.438577</td>\n",
+       "      <td>0.000256</td>\n",
+       "      <td>23862.0</td>\n",
+       "      <td>7531.894848</td>\n",
+       "      <td>3858.573320</td>\n",
+       "      <td>0.039602</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1.694622e+09</th>\n",
+       "      <td>23863.0</td>\n",
+       "      <td>7906.806815</td>\n",
+       "      <td>4096.058880</td>\n",
+       "      <td>0.002833</td>\n",
+       "      <td>23863.0</td>\n",
+       "      <td>7560.711728</td>\n",
+       "      <td>3926.797069</td>\n",
+       "      <td>0.002349</td>\n",
+       "      <td>23863.0</td>\n",
+       "      <td>7911.580490</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4079.302183</td>\n",
+       "      <td>0.003016</td>\n",
+       "      <td>23863.0</td>\n",
+       "      <td>7877.772617</td>\n",
+       "      <td>4084.137146</td>\n",
+       "      <td>0.026200</td>\n",
+       "      <td>23863.0</td>\n",
+       "      <td>7535.153156</td>\n",
+       "      <td>3859.044338</td>\n",
+       "      <td>0.049477</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>23864 rows × 60 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        earL                                       \\\n",
+       "             video_frame_ind            x            y likelihood   \n",
+       "time                                                                \n",
+       "1.694621e+09             0.0  8072.609849  3759.525550   0.825574   \n",
+       "1.694621e+09             1.0  8261.998988  3770.095027   0.863721   \n",
+       "1.694621e+09             2.0  8439.114777  3755.394062   0.904633   \n",
+       "1.694621e+09             3.0  8076.690548  3533.975641   0.496637   \n",
+       "1.694621e+09             4.0  8093.694597  3484.686411   0.742271   \n",
+       "...                      ...          ...          ...        ...   \n",
+       "1.694622e+09         23859.0  8323.301275  4157.022004   0.002994   \n",
+       "1.694622e+09         23860.0  8322.580462  4164.396172   0.000736   \n",
+       "1.694622e+09         23861.0  8313.878944  4136.119901   0.002430   \n",
+       "1.694622e+09         23862.0  8326.235314  4170.750165   0.000500   \n",
+       "1.694622e+09         23863.0  7906.806815  4096.058880   0.002833   \n",
+       "\n",
+       "                        earR                                       \\\n",
+       "             video_frame_ind            x            y likelihood   \n",
+       "time                                                                \n",
+       "1.694621e+09             0.0  7883.074692  3895.790402   0.028869   \n",
+       "1.694621e+09             1.0  8225.103732  3798.036042   0.216548   \n",
+       "1.694621e+09             2.0  8147.386840  3806.549055   0.710284   \n",
+       "1.694621e+09             3.0  8238.187752  3744.631928   0.976969   \n",
+       "1.694621e+09             4.0  8284.158606  3675.837536   0.889797   \n",
+       "...                      ...          ...          ...        ...   \n",
+       "1.694622e+09         23859.0  8323.682192  4137.912654   0.002425   \n",
+       "1.694622e+09         23860.0  8319.023281  4144.923485   0.001018   \n",
+       "1.694622e+09         23861.0  7611.079736  4317.360829   0.003122   \n",
+       "1.694622e+09         23862.0  8321.127116  4151.999268   0.001903   \n",
+       "1.694622e+09         23863.0  7560.711728  3926.797069   0.002349   \n",
+       "\n",
+       "                   forelimbL               ...     tailBase             \\\n",
+       "             video_frame_ind            x  ...            y likelihood   \n",
+       "time                                       ...                           \n",
+       "1.694621e+09             0.0  7656.537329  ...  4283.328800   0.999663   \n",
+       "1.694621e+09             1.0  7601.948953  ...  4330.051234   0.999686   \n",
+       "1.694621e+09             2.0  7613.715879  ...  4325.570084   0.999876   \n",
+       "1.694621e+09             3.0  7688.181299  ...  4370.041688   0.999769   \n",
+       "1.694621e+09             4.0  7745.837035  ...  4458.699207   0.999916   \n",
+       "...                      ...          ...  ...          ...        ...   \n",
+       "1.694622e+09         23859.0  7615.597512  ...  4085.460346   0.002940   \n",
+       "1.694622e+09         23860.0  7612.563848  ...  4092.408667   0.000326   \n",
+       "1.694622e+09         23861.0  7631.078869  ...  4087.278981   0.001913   \n",
+       "1.694622e+09         23862.0  7620.843915  ...  4209.775628   0.000241   \n",
+       "1.694622e+09         23863.0  7911.580490  ...  4079.302183   0.003016   \n",
+       "\n",
+       "                     tailMid                                       \\\n",
+       "             video_frame_ind            x            y likelihood   \n",
+       "time                                                                \n",
+       "1.694621e+09             0.0  4959.599074  4041.634348   0.845290   \n",
+       "1.694621e+09             1.0  5007.866176  4112.705698   0.919689   \n",
+       "1.694621e+09             2.0  5076.785832  4131.337436   0.978790   \n",
+       "1.694621e+09             3.0  5155.758285  4173.914220   0.956584   \n",
+       "1.694621e+09             4.0  5424.312777  4266.901987   0.949616   \n",
+       "...                      ...          ...          ...        ...   \n",
+       "1.694622e+09         23859.0  7892.239171  4094.556699   0.019522   \n",
+       "1.694622e+09         23860.0  2442.091901   833.311661   0.002724   \n",
+       "1.694622e+09         23861.0  7888.670269  4099.420475   0.014236   \n",
+       "1.694622e+09         23862.0  7885.540888  4096.438577   0.000256   \n",
+       "1.694622e+09         23863.0  7877.772617  4084.137146   0.026200   \n",
+       "\n",
+       "                     tailTip                                       \n",
+       "             video_frame_ind            x            y likelihood  \n",
+       "time                                                               \n",
+       "1.694621e+09             0.0  4956.257257  4052.028750   0.008635  \n",
+       "1.694621e+09             1.0  4959.488217  4086.425580   0.011417  \n",
+       "1.694621e+09             2.0  5091.458472  4159.736284   0.019404  \n",
+       "1.694621e+09             3.0  5145.784112  4157.734515   0.022773  \n",
+       "1.694621e+09             4.0  5419.347178  4256.722217   0.042030  \n",
+       "...                      ...          ...          ...        ...  \n",
+       "1.694622e+09         23859.0  7542.600577  3850.607998   0.037190  \n",
+       "1.694622e+09         23860.0  8329.425252  4117.408073   0.025406  \n",
+       "1.694622e+09         23861.0  7535.556049  3857.031337   0.048863  \n",
+       "1.694622e+09         23862.0  7531.894848  3858.573320   0.039602  \n",
+       "1.694622e+09         23863.0  7535.153156  3859.044338   0.049477  \n",
+       "\n",
+       "[23864 rows x 60 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "from spyglass.position.position_merge import PositionOutput\n",
+    "\n",
+    "# Key defining the DLC data we are using\n",
+    "pose_key = {\n",
+    "    \"nwb_file_name\": \"SC100020230912_.nwb\",\n",
+    "    \"epoch\": 9,\n",
+    "    \"video_file_num\": 14,\n",
+    "    \"project_name\": \"sideHomeOfficial\",\n",
+    "    \"dlc_model_name\": \"sideHomeOfficial_tutorial_00\",\n",
+    "    \"dlc_model_params_name\": \"default\",\n",
+    "    \"task_mode\": \"trigger\",\n",
+    "}\n",
+    "\n",
+    "# Fetch the pose data for demo purposes\n",
+    "merge_key = (PositionOutput.DLCPosV1 & pose_key).fetch1(\"KEY\")\n",
+    "pose_df = (PositionOutput & merge_key).fetch_pose_dataframe()\n",
+    "pose_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To train a moseq model, we first need to define the epochs of pose data we will train on\n",
+    "as well as the bodyparts to use within the model. We define this in the `PoseGroup`\n",
+    "table below.\n",
+    "\n",
+    "Note that training can be run using data from multiple epochs by passing a list of\n",
+    "merge ids to `create_group`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/sambray/Documents/spyglass/src/spyglass/behavior/v1/core.py:50: UserWarning: Pose group tutorial_group already exists. Skipping insertion.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    \n",
+       "    <style type=\"text/css\">\n",
+       "        .Table{\n",
+       "            border-collapse:collapse;\n",
+       "        }\n",
+       "        .Table th{\n",
+       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
+       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
+       "        }\n",
+       "        .Table td{\n",
+       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
+       "        }\n",
+       "        .Table tr:nth-child(odd){\n",
+       "            background: #ffffff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        .Table tr:nth-child(even){\n",
+       "            background: #f3f1ff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        /* Tooltip container */\n",
+       "        .djtooltip {\n",
+       "        }\n",
+       "        /* Tooltip text */\n",
+       "        .djtooltip .djtooltiptext {\n",
+       "            visibility: hidden;\n",
+       "            width: 120px;\n",
+       "            background-color: black;\n",
+       "            color: #fff;\n",
+       "            text-align: center;\n",
+       "            padding: 5px 0;\n",
+       "            border-radius: 6px;\n",
+       "            /* Position the tooltip text - see examples below! */\n",
+       "            position: absolute;\n",
+       "            z-index: 1;\n",
+       "        }\n",
+       "        #primary {\n",
+       "            font-weight: bold;\n",
+       "            color: black;\n",
+       "        }\n",
+       "        #nonprimary {\n",
+       "            font-weight: normal;\n",
+       "            color: white;\n",
+       "        }\n",
+       "\n",
+       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
+       "        .djtooltip:hover .djtooltiptext {\n",
+       "            visibility: visible;\n",
+       "        }\n",
+       "    </style>\n",
+       "    \n",
+       "    <b></b>\n",
+       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "        <table border=\"1\" class=\"Table\">\n",
+       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">pose_group_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"nonprimary\">bodyparts</p>\n",
+       "                            <span class=\"djtooltiptext\">list of body parts to include in the pose</span>\n",
+       "                        </div> </th> </tr> </thead>\n",
+       "            <tbody> <tr> <td>tutorial_group</td>\n",
+       "<td>=BLOB=</td> </tr> </tbody>\n",
+       "        </table>\n",
+       "        \n",
+       "        <p>Total: 1</p></div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "*pose_group_na bodyparts \n",
+       "+------------+ +--------+\n",
+       "tutorial_group =BLOB=    \n",
+       " (Total: 1)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from spyglass.behavior.v1.core import PoseGroup\n",
+    "\n",
+    "# Define the group name and bodyparts to include in the Moseq model\n",
+    "group_name = \"tutorial_group\"\n",
+    "merge_ids = [(PositionOutput & merge_key).fetch(\"merge_id\")[0]]\n",
+    "bodyparts = [\n",
+    "    \"forelimbL\",\n",
+    "    \"forelimbR\",\n",
+    "    \"nose\",\n",
+    "    \"spine1\",\n",
+    "    \"spine3\",\n",
+    "    \"spine5\",\n",
+    "    \"tailBase\",\n",
+    "]\n",
+    "\n",
+    "# Create the group\n",
+    "PoseGroup().create_group(\n",
+    "    group_name,\n",
+    "    merge_ids,\n",
+    "    bodyparts,\n",
+    ")\n",
+    "\n",
+    "# Look at the group in the database\n",
+    "group_key = {\"pose_group_name\": group_name}\n",
+    "PoseGroup() & group_key"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Defining the Moseq Model\n",
+    "\n",
+    "Next, we make an entry intpo the `MoseqModelParams` table.  The information in this\n",
+    "is used to initialize the moseq model and includes hyperparameters for model training\n",
+    "as well as allows you to begin training from an existing model in the database \n",
+    "(discussed more below). Relevant parameters can be found in the [Moseq documentation](\n",
+    "https://keypoint-moseq.readthedocs.io/en/latest/modeling.html#model-fitting)\n",
+    "\n",
+    "** Note: All bodyparts in the `PoseGroup` entry will be used in the model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    \n",
+       "    <style type=\"text/css\">\n",
+       "        .Table{\n",
+       "            border-collapse:collapse;\n",
+       "        }\n",
+       "        .Table th{\n",
+       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
+       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
+       "        }\n",
+       "        .Table td{\n",
+       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
+       "        }\n",
+       "        .Table tr:nth-child(odd){\n",
+       "            background: #ffffff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        .Table tr:nth-child(even){\n",
+       "            background: #f3f1ff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        /* Tooltip container */\n",
+       "        .djtooltip {\n",
+       "        }\n",
+       "        /* Tooltip text */\n",
+       "        .djtooltip .djtooltiptext {\n",
+       "            visibility: hidden;\n",
+       "            width: 120px;\n",
+       "            background-color: black;\n",
+       "            color: #fff;\n",
+       "            text-align: center;\n",
+       "            padding: 5px 0;\n",
+       "            border-radius: 6px;\n",
+       "            /* Position the tooltip text - see examples below! */\n",
+       "            position: absolute;\n",
+       "            z-index: 1;\n",
+       "        }\n",
+       "        #primary {\n",
+       "            font-weight: bold;\n",
+       "            color: black;\n",
+       "        }\n",
+       "        #nonprimary {\n",
+       "            font-weight: normal;\n",
+       "            color: white;\n",
+       "        }\n",
+       "\n",
+       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
+       "        .djtooltip:hover .djtooltiptext {\n",
+       "            visibility: visible;\n",
+       "        }\n",
+       "    </style>\n",
+       "    \n",
+       "    <b></b>\n",
+       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "        <table border=\"1\" class=\"Table\">\n",
+       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">model_params_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"nonprimary\">model_params</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div> </th> </tr> </thead>\n",
+       "            <tbody> <tr> <td>tutorial_grouptutorial_kappa4_mini_extension001</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa4_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa5_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa6_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa7_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa8_mini</td>\n",
+       "<td>=BLOB=</td> </tr> </tbody>\n",
+       "        </table>\n",
+       "        \n",
+       "        <p>Total: 6</p></div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "*model_params_ model_para\n",
+       "+------------+ +--------+\n",
+       "tutorial_group =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       " (Total: 6)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from spyglass.behavior.v1.moseq import (\n",
+    "    MoseqModel,\n",
+    "    MoseqModelParams,\n",
+    "    MoseqModelSelection,\n",
+    ")\n",
+    "\n",
+    "model_params_name = \"tutorial_kappa4_mini\"\n",
+    "params = {}\n",
+    "# the skeleton list defines pairs of bodyparts that are linked by and edge\n",
+    "params[\"skeleton\"] = [\n",
+    "    [\"nose\", \"spine1\"],\n",
+    "    [\"spine1\", \"forelimbL\"],\n",
+    "    [\"spine1\", \"forelimbR\"],\n",
+    "    [\"spine1\", \"spine3\"],\n",
+    "    [\"spine3\", \"spine5\"],\n",
+    "    [\"spine5\", \"tailBase\"],\n",
+    "]\n",
+    "# kappa affects the distribution of syllable durations, likely needs tuning for each dataset\n",
+    "params[\"kappa\"] = 1e4\n",
+    "# num_ar_iters is the number of iterations of the autoregressive model for warm-up\n",
+    "params[\"num_ar_iters\"] = 50\n",
+    "# num_epochs is the number of epochs to train the model\n",
+    "params[\"num_epochs\"] = 50\n",
+    "# anteror and posterior bodyparts are used to define the orientation of the animal\n",
+    "params[\"anterior_bodyparts\"] = [\"nose\"]\n",
+    "params[\"posterior_bodyparts\"] = [\"tailBase\"]\n",
+    "\n",
+    "MoseqModelParams().insert1(\n",
+    "    {\"model_params_name\": model_params_name, \"model_params\": params},\n",
+    "    skip_duplicates=True,\n",
+    ")\n",
+    "\n",
+    "MoseqModelParams()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To train the model, we link a set of model params with training data in `PoseGroup` \n",
+    "using the `MoseqModelSelection` table."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    \n",
+       "    <style type=\"text/css\">\n",
+       "        .Table{\n",
+       "            border-collapse:collapse;\n",
+       "        }\n",
+       "        .Table th{\n",
+       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
+       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
+       "        }\n",
+       "        .Table td{\n",
+       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
+       "        }\n",
+       "        .Table tr:nth-child(odd){\n",
+       "            background: #ffffff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        .Table tr:nth-child(even){\n",
+       "            background: #f3f1ff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        /* Tooltip container */\n",
+       "        .djtooltip {\n",
+       "        }\n",
+       "        /* Tooltip text */\n",
+       "        .djtooltip .djtooltiptext {\n",
+       "            visibility: hidden;\n",
+       "            width: 120px;\n",
+       "            background-color: black;\n",
+       "            color: #fff;\n",
+       "            text-align: center;\n",
+       "            padding: 5px 0;\n",
+       "            border-radius: 6px;\n",
+       "            /* Position the tooltip text - see examples below! */\n",
+       "            position: absolute;\n",
+       "            z-index: 1;\n",
+       "        }\n",
+       "        #primary {\n",
+       "            font-weight: bold;\n",
+       "            color: black;\n",
+       "        }\n",
+       "        #nonprimary {\n",
+       "            font-weight: normal;\n",
+       "            color: white;\n",
+       "        }\n",
+       "\n",
+       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
+       "        .djtooltip:hover .djtooltiptext {\n",
+       "            visibility: visible;\n",
+       "        }\n",
+       "    </style>\n",
+       "    \n",
+       "    <b></b>\n",
+       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "        <table border=\"1\" class=\"Table\">\n",
+       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">pose_group_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">model_params_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div> </th> </tr> </thead>\n",
+       "            <tbody> <tr> <td>tutorial_group</td>\n",
+       "<td>tutorial_kappa4_mini</td> </tr> </tbody>\n",
+       "        </table>\n",
+       "        \n",
+       "        <p>Total: 1</p></div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "*pose_group_na *model_params_\n",
+       "+------------+ +------------+\n",
+       "tutorial_group tutorial_kappa\n",
+       " (Total: 1)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MoseqModelSelection().insert1(\n",
+    "    {\n",
+    "        \"model_params_name\": model_params_name,\n",
+    "        \"pose_group_name\": group_name,\n",
+    "    },\n",
+    "    skip_duplicates=True,\n",
+    ")\n",
+    "\n",
+    "MoseqModelSelection()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can then train the model by populating the corresponding `MoseqModel` entry.  This\n",
+    "will load the keypoint data, format it for moseq, and then train according to the\n",
+    "setting in the `MoseqModelParams` entry"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/d9bbbaed42eca56d99\n",
+      "9882d9f65a62b8/d9bbbaed42eca56d999882d9f65a62b8_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 49%|█████████████████▏                 | 25/51 [00:38<00:33,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 98%|██████████████████████████████████▎| 50/51 [01:14<00:01,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████| 51/51 [01:16<00:00,  1.50s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/d9bbbaed42eca56d99\n",
+      "9882d9f65a62b8/d9bbbaed42eca56d999882d9f65a62b8_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 49%|█████████████████▏                 | 25/51 [00:56<00:34,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 98%|██████████████████████████████████▎| 50/51 [01:29<00:01,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████| 51/51 [01:31<00:00,  1.80s/it]\n",
+      "Reindexing: 100%|█████████████| 5/5 [00:01<00:00,  4.98model snapshot/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "model_key = {\n",
+    "    \"model_params_name\": model_params_name,\n",
+    "    \"pose_group_name\": group_name,\n",
+    "}\n",
+    "MoseqModel().populate(model_key)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The model is now trained and accessible through the the `MoseqModel` table."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'hypparams': {'ar_hypparams': {'K_0': array([[10.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,\n",
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+       "   'num_states': 100},\n",
+       "  'cen_hypparams': {'sigmasq_loc': 0.5},\n",
+       "  'obs_hypparams': {'nu_s': 5,\n",
+       "   'nu_sigma': 100000.0,\n",
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+       "   'sigmasq_C': 0.1},\n",
+       "  'trans_hypparams': {'alpha': 5.7,\n",
+       "   'gamma': 1000.0,\n",
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+       "         [[ 2.96455185e-03,  2.01443293e-03, -1.49553577e-03, ...,\n",
+       "           -1.02788358e-03, -2.00996844e-03, -7.18834111e-04],\n",
+       "          [ 2.01443293e-03,  8.55639167e-03, -3.92319196e-03, ...,\n",
+       "            5.41649280e-03, -3.02551403e-04,  4.12406346e-03],\n",
+       "          [-1.49553577e-03, -3.92319196e-03,  1.32078147e-02, ...,\n",
+       "           -5.43353460e-03,  6.14751301e-03,  9.51386584e-03],\n",
+       "          ...,\n",
+       "          [-1.02788358e-03,  5.41649280e-03, -5.43353460e-03, ...,\n",
+       "            3.87073587e-02, -2.84682338e-02, -3.45563568e-02],\n",
+       "          [-2.00996844e-03, -3.02551403e-04,  6.14751301e-03, ...,\n",
+       "           -2.84682338e-02,  1.55382028e-01,  1.60619517e-01],\n",
+       "          [-7.18834111e-04,  4.12406346e-03,  9.51386584e-03, ...,\n",
+       "           -3.45563568e-02,  1.60619517e-01,  2.56029624e-01]],\n",
+       "  \n",
+       "         [[ 2.21745389e-05,  6.97821109e-06,  9.96328709e-06, ...,\n",
+       "           -2.59390940e-05, -6.57161565e-06,  3.21410359e-05],\n",
+       "          [ 6.97821109e-06,  5.64856907e-05, -2.60206625e-05, ...,\n",
+       "            2.06986330e-05,  1.01886061e-04,  1.58393704e-04],\n",
+       "          [ 9.96328709e-06, -2.60206625e-05,  7.56030108e-05, ...,\n",
+       "           -3.02946853e-05, -9.75842081e-05, -1.04062373e-04],\n",
+       "          ...,\n",
+       "          [-2.59390940e-05,  2.06986330e-05, -3.02946853e-05, ...,\n",
+       "            3.12136392e-04,  5.27565597e-05, -1.41126409e-04],\n",
+       "          [-6.57161565e-06,  1.01886061e-04, -9.75842081e-05, ...,\n",
+       "            5.27565597e-05,  7.47971827e-04,  6.48942389e-04],\n",
+       "          [ 3.21410359e-05,  1.58393704e-04, -1.04062373e-04, ...,\n",
+       "           -1.41126409e-04,  6.48942389e-04,  1.70168696e-03]],\n",
+       "  \n",
+       "         ...,\n",
+       "  \n",
+       "         [[ 1.93866634e-03,  7.30807522e-04,  1.36585884e-03, ...,\n",
+       "           -1.46488373e-05, -1.36598782e-03, -2.79823554e-03],\n",
+       "          [ 7.30807522e-04,  2.08623681e-03,  2.18251767e-03, ...,\n",
+       "            7.67293221e-04, -1.79855339e-03, -2.49330318e-03],\n",
+       "          [ 1.36585884e-03,  2.18251767e-03,  7.45311378e-03, ...,\n",
+       "           -9.29027473e-04, -4.81703413e-03, -9.76595280e-03],\n",
+       "          ...,\n",
+       "          [-1.46488373e-05,  7.67293221e-04, -9.29027473e-04, ...,\n",
+       "            3.64520790e-03, -9.70011547e-04,  4.23110913e-05],\n",
+       "          [-1.36598782e-03, -1.79855339e-03, -4.81703413e-03, ...,\n",
+       "           -9.70011547e-04,  5.33991417e-03,  8.84058172e-03],\n",
+       "          [-2.79823554e-03, -2.49330318e-03, -9.76595280e-03, ...,\n",
+       "            4.23110913e-05,  8.84058172e-03,  1.97851566e-02]],\n",
+       "  \n",
+       "         [[ 4.83643736e-02,  3.02049175e-02, -2.38328503e-02, ...,\n",
+       "            5.35681952e-03,  2.65779041e-02,  3.37207291e-02],\n",
+       "          [ 3.02049175e-02,  3.39415008e-02, -1.75435768e-02, ...,\n",
+       "           -3.79772484e-03,  2.28600861e-02,  3.54828167e-02],\n",
+       "          [-2.38328503e-02, -1.75435768e-02,  1.58165878e-02, ...,\n",
+       "           -6.45339391e-04, -1.46618042e-02, -2.06563499e-02],\n",
+       "          ...,\n",
+       "          [ 5.35681952e-03, -3.79772484e-03, -6.45339391e-04, ...,\n",
+       "            6.51866048e-03,  1.28205561e-03, -4.28451410e-03],\n",
+       "          [ 2.65779041e-02,  2.28600861e-02, -1.46618042e-02, ...,\n",
+       "            1.28205561e-03,  1.98335590e-02,  2.38836371e-02],\n",
+       "          [ 3.37207291e-02,  3.54828167e-02, -2.06563499e-02, ...,\n",
+       "           -4.28451410e-03,  2.38836371e-02,  3.98071491e-02]],\n",
+       "  \n",
+       "         [[ 1.92486192e-03,  2.02852510e-03,  4.96675344e-04, ...,\n",
+       "            1.55398111e-03, -6.63426238e-04, -1.57747047e-03],\n",
+       "          [ 2.02852510e-03,  5.72044594e-03,  1.29772574e-04, ...,\n",
+       "           -1.23931664e-03, -7.84200416e-04, -6.68117174e-03],\n",
+       "          [ 4.96675344e-04,  1.29772574e-04,  1.32088780e-03, ...,\n",
+       "            1.49804233e-03, -2.15756594e-04,  2.97024414e-04],\n",
+       "          ...,\n",
+       "          [ 1.55398111e-03, -1.23931664e-03,  1.49804233e-03, ...,\n",
+       "            1.52577980e-02, -3.80001609e-03,  4.06658065e-03],\n",
+       "          [-6.63426238e-04, -7.84200416e-04, -2.15756594e-04, ...,\n",
+       "           -3.80001609e-03,  2.07300515e-03,  9.95363252e-04],\n",
+       "          [-1.57747047e-03, -6.68117174e-03,  2.97024414e-04, ...,\n",
+       "            4.06658065e-03,  9.95363252e-04,  1.17668485e-02]]]),\n",
+       "  'betas': array([0.02093027, 0.04433044, 0.03257723, 0.01452891, 0.01059643,\n",
+       "         0.01415354, 0.01509698, 0.01932865, 0.01386115, 0.01831441,\n",
+       "         0.01352736, 0.00970667, 0.01048739, 0.00914973, 0.01161798,\n",
+       "         0.0148406 , 0.01129494, 0.01077487, 0.00839195, 0.01457234,\n",
+       "         0.01093394, 0.01121382, 0.01294141, 0.00957725, 0.01107044,\n",
+       "         0.00805891, 0.01333567, 0.00926428, 0.01361277, 0.01092364,\n",
+       "         0.01276688, 0.00636241, 0.01379085, 0.01153766, 0.00898057,\n",
+       "         0.01027668, 0.00839683, 0.01367743, 0.00978715, 0.01045105,\n",
+       "         0.01004573, 0.00996932, 0.01125164, 0.0073462 , 0.00493763,\n",
+       "         0.01000278, 0.00583131, 0.01029857, 0.01193905, 0.01021769,\n",
+       "         0.01180029, 0.0090723 , 0.00366352, 0.0087079 , 0.00800139,\n",
+       "         0.0088301 , 0.00608881, 0.00846854, 0.00572579, 0.00829844,\n",
+       "         0.00548423, 0.00696303, 0.00560783, 0.00724517, 0.01002927,\n",
+       "         0.00622434, 0.00706113, 0.00559207, 0.01293964, 0.00807623,\n",
+       "         0.00534817, 0.00671696, 0.00671181, 0.00777022, 0.00816161,\n",
+       "         0.00669397, 0.00694471, 0.00255705, 0.00683904, 0.00711503,\n",
+       "         0.01070357, 0.01097518, 0.00720736, 0.00581634, 0.00531247,\n",
+       "         0.00848417, 0.00729274, 0.00861479, 0.0046423 , 0.00626163,\n",
+       "         0.00400566, 0.00601735, 0.00919368, 0.00675236, 0.00712233,\n",
+       "         0.01224724, 0.00570069, 0.01209591, 0.00479184, 0.01114241]),\n",
+       "  'pi': array([[9.64073828e-01, 1.01989876e-02, 1.72021961e-02, ...,\n",
+       "          1.30926346e-04, 1.85744203e-38, 2.12978742e-06],\n",
+       "         [1.29896281e-02, 9.62927552e-01, 1.90791029e-03, ...,\n",
+       "          2.31838650e-14, 1.62216172e-08, 9.74354383e-12],\n",
+       "         [1.36231564e-02, 1.65077520e-03, 9.79113906e-01, ...,\n",
+       "          4.96543726e-05, 4.27582328e-34, 2.61608867e-06],\n",
+       "         ...,\n",
+       "         [2.21837265e-05, 1.38136979e-06, 2.62219359e-05, ...,\n",
+       "          9.98981928e-01, 4.94045071e-26, 1.50796609e-18],\n",
+       "         [5.16992671e-13, 4.49291664e-08, 1.77835430e-05, ...,\n",
+       "          9.38591218e-10, 9.99427961e-01, 3.40220673e-11],\n",
+       "         [5.61871792e-05, 4.73287984e-05, 3.25998056e-06, ...,\n",
+       "          4.61823289e-15, 1.80377792e-13, 9.99207911e-01]]),\n",
+       "  'sigmasq': array([1., 1., 1., 1., 1., 1., 1.])},\n",
+       " 'seed': array([1900188647,  357198569], dtype=uint32),\n",
+       " 'states': {'h': array([[ 0.99484833, -1.7092855 , -0.58182683, ..., -0.60159786,\n",
+       "          -0.59517311, -0.5875055 ],\n",
+       "         [-0.25297213, -0.39526738, -0.2599679 , ...,  2.99117381,\n",
+       "           2.99701769,  3.0479003 ],\n",
+       "         [ 0.20464304, -0.27165794, -0.37575905, ...,  2.53880967,\n",
+       "           2.52519411,  2.53579212]]),\n",
+       "  's': array([[[3.84799616e+04, 1.75324574e+05, 7.02235336e+05, ...,\n",
+       "           1.71877174e+06, 1.89225911e+06, 1.70550580e+05],\n",
+       "          [6.30220864e+05, 9.50225057e+04, 1.37999884e+05, ...,\n",
+       "           1.25273367e+06, 2.49383095e+07, 2.38410350e+05],\n",
+       "          [2.88667319e+06, 9.49283118e+00, 3.09327654e+00, ...,\n",
+       "           1.30216168e+05, 2.00260187e+00, 1.35936358e+05],\n",
+       "          ...,\n",
+       "          [6.14326571e+00, 2.49589860e+02, 5.58494190e+00, ...,\n",
+       "           1.64765321e+01, 2.17999544e+05, 3.07383574e+00],\n",
+       "          [1.37291987e+01, 5.54838046e+02, 2.42849246e+00, ...,\n",
+       "           7.19300789e+00, 2.60080992e+05, 4.37602915e+00],\n",
+       "          [1.53003753e+00, 6.54871707e+02, 1.52440449e+00, ...,\n",
+       "           2.10359514e+00, 2.12800332e+05, 6.91514473e+00]],\n",
+       "  \n",
+       "         [[4.12711457e+05, 5.49727631e+04, 7.85461018e+04, ...,\n",
+       "           4.89087727e+05, 4.31801591e+04, 1.99221939e+05],\n",
+       "          [2.76844150e+03, 1.99408425e+04, 1.36571170e+04, ...,\n",
+       "           3.38289159e+05, 1.03153683e+04, 2.91155786e+04],\n",
+       "          [3.07799894e+00, 6.38422471e+01, 3.02877234e+00, ...,\n",
+       "           2.91485622e+00, 2.94812076e+03, 3.28529796e+00],\n",
+       "          ...,\n",
+       "          [5.12824536e+05, 2.49638679e+02, 9.83244575e+01, ...,\n",
+       "           1.11050492e+03, 1.23819881e+03, 2.02802622e+05],\n",
+       "          [2.67238310e+05, 2.17675804e+02, 1.76306466e+01, ...,\n",
+       "           1.31268597e+03, 8.45966912e+02, 9.31457651e+02],\n",
+       "          [1.65308201e+03, 5.14142424e+02, 1.16536406e+02, ...,\n",
+       "           1.09036416e+03, 1.95002823e+03, 4.62451818e+03]],\n",
+       "  \n",
+       "         [[1.25540708e+05, 7.05493615e+04, 6.96139179e+05, ...,\n",
+       "           1.35601847e+05, 2.64889887e+06, 3.29041459e+05],\n",
+       "          [3.84398612e+05, 3.49005473e+05, 1.32136949e+06, ...,\n",
+       "           8.19485940e+05, 1.67386939e+04, 7.58741000e+05],\n",
+       "          [2.08200814e+06, 1.48003519e+05, 2.05479336e+05, ...,\n",
+       "           1.00245113e+03, 2.97232106e+02, 3.71181882e+05],\n",
+       "          ...,\n",
+       "          [8.78457952e+02, 1.96442522e+03, 2.29832789e+01, ...,\n",
+       "           1.07200314e+03, 8.02971807e+03, 3.82331687e+02],\n",
+       "          [2.44480960e+03, 3.57062342e+03, 6.26085371e+01, ...,\n",
+       "           3.11684439e+03, 2.20024183e+03, 2.92227268e+02],\n",
+       "          [1.74215638e+03, 1.34556678e+03, 1.81966195e+01, ...,\n",
+       "           1.37836841e+03, 2.18950585e+03, 1.24011380e+03]]]),\n",
+       "  'v': array([[[8050.03559675, 3702.83806187],\n",
+       "          [8050.42619232, 3703.40988091],\n",
+       "          [8050.03557475, 3704.48351231],\n",
+       "          ...,\n",
+       "          [2843.03420255, 4382.24777495],\n",
+       "          [2842.80015709, 4381.04864993],\n",
+       "          [2842.96471318, 4379.79813072]],\n",
+       "  \n",
+       "         [[3022.09911392, 4376.61196051],\n",
+       "          [3022.60909437, 4377.23664184],\n",
+       "          [3022.89694819, 4376.95510555],\n",
+       "          ...,\n",
+       "          [7458.24743252, 3397.73082149],\n",
+       "          [7458.93717117, 3398.11112289],\n",
+       "          [7458.98875566, 3398.22611581]],\n",
+       "  \n",
+       "         [[6809.42460033, 3516.23637868],\n",
+       "          [6809.41483751, 3516.15087834],\n",
+       "          [6809.78202029, 3515.61736752],\n",
+       "          ...,\n",
+       "          [7845.95385727, 4106.84237137],\n",
+       "          [7842.92726718, 4107.45442275],\n",
+       "          [7844.36823497, 4110.94782574]]]),\n",
+       "  'x': array([[[-2.59643612e+00, -4.02905609e-01, -7.75981239e-01, ...,\n",
+       "            4.09290801e+00,  2.05372062e+00, -1.28954330e+00],\n",
+       "          [ 1.92305263e+00,  2.60480419e+00,  3.78150378e+00, ...,\n",
+       "           -1.05387636e+00,  7.89952574e+00, -1.18404788e+00],\n",
+       "          [-1.31972055e+00, -8.12064718e-01,  2.47874017e+00, ...,\n",
+       "            9.51891933e-01,  2.90801115e+00,  4.88621710e+00],\n",
+       "          ...,\n",
+       "          [-1.97378642e-01, -5.59520224e-01,  5.86221465e-01, ...,\n",
+       "            4.52656468e-01,  1.53051045e+00, -7.90372406e-01],\n",
+       "          [-2.05148646e-01, -5.62910104e-01,  5.55893335e-01, ...,\n",
+       "            4.15947754e-01,  1.54183789e+00, -6.28873535e-01],\n",
+       "          [-2.00205585e-01, -5.88130193e-01,  5.52535006e-01, ...,\n",
+       "            4.56458187e-01,  1.47855009e+00, -7.08370912e-01]],\n",
+       "  \n",
+       "         [[-9.82717412e-01,  5.76942832e-02, -2.02981080e+00, ...,\n",
+       "            1.44629823e+00,  9.54894070e-01, -1.18600764e-01],\n",
+       "          [-1.54938883e+00, -3.61961759e-01,  1.98749466e-01, ...,\n",
+       "            7.59491448e-01, -2.36944873e+00,  3.57700296e+00],\n",
+       "          [-4.52241236e-01, -8.74698715e-01, -1.57956156e-01, ...,\n",
+       "           -8.74180338e-03, -1.81352420e+00,  2.86648400e+00],\n",
+       "          ...,\n",
+       "          [ 1.10649457e+00, -3.94102871e-01,  5.89117352e-01, ...,\n",
+       "           -1.51478293e+00,  8.12980589e-01,  2.83451014e+00],\n",
+       "          [ 1.23347114e+00, -2.62398490e-01,  3.87767237e-01, ...,\n",
+       "           -1.08039528e+00,  2.56912951e-01,  2.46048225e+00],\n",
+       "          [ 1.24092248e+00, -1.07630601e-01,  2.72237514e-01, ...,\n",
+       "           -6.37083682e-01, -2.54402576e-01,  1.94827560e+00]],\n",
+       "  \n",
+       "         [[ 1.13565152e+00, -1.92124063e-01,  2.29239851e+00, ...,\n",
+       "            2.20572696e+00,  3.83609912e+00,  4.57282000e+00],\n",
+       "          [-8.86127818e-01, -2.58494906e-01,  3.61405553e+00, ...,\n",
+       "           -1.30140805e+00, -4.92545572e+00,  1.97588978e+00],\n",
+       "          [ 5.70642449e-01,  6.06114982e-01, -9.40399547e-01, ...,\n",
+       "            2.40914680e+00, -9.82384794e+00, -3.29730532e+00],\n",
+       "          ...,\n",
+       "          [ 4.44793866e-01, -2.05755161e-01, -3.66605102e-01, ...,\n",
+       "           -4.48468295e-01,  5.72179706e-01, -8.01766072e-01],\n",
+       "          [ 4.37840849e-01, -2.06890099e-01, -3.72656615e-01, ...,\n",
+       "           -4.40305930e-01,  5.60456893e-01, -7.99919827e-01],\n",
+       "          [ 4.33628223e-01, -2.03240260e-01, -3.76444819e-01, ...,\n",
+       "           -4.09758966e-01,  5.66955809e-01, -7.81493027e-01]]]),\n",
+       "  'z': array([[73, 73, 73, ...,  4,  4,  4],\n",
+       "         [72, 72, 72, ...,  1,  1,  1],\n",
+       "         [ 2,  2,  2, ..., 38, 38, 38]])}}"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "trained_model = MoseqModel().fetch_model(model_key)\n",
+    "trained_model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can also analyze components of the trained model; \n",
+    "ie. the pca breakdown of the pose skeleton"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ">=90.0% of variance exlained by 6 components.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 300x200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x300 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "table = MoseqModel() & model_key\n",
+    "table.analyze_pca()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Run data through the trained model\n",
+    "\n",
+    "Now that we have a trained model, we can use it to convert pose data into behavioral \n",
+    "syllables. We do so by combining a trained model with an epoch of pose data, and then\n",
+    "applying the populate command"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Applying model: 100%|█████████████████████| 3/3 [00:04<00:00,  1.37s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saved results to /stelmo/nwb/moseq/projects/d9bbbaed42eca56d999882d9f6\n",
+      "5a62b8/d9bbbaed42eca56d999882d9f65a62b8_ar/results.h5\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/sambray/mambaforge-pypy3/envs/spyglass-moseq-1/lib/python3.9/site-packages/hdmf/utils.py:668: UserWarning:\n",
+      "\n",
+      "Ignoring cached namespace 'hdmf-common' version 1.5.1 because version 1.8.0 is already loaded.\n",
+      "\n",
+      "/home/sambray/mambaforge-pypy3/envs/spyglass-moseq-1/lib/python3.9/site-packages/hdmf/utils.py:668: UserWarning:\n",
+      "\n",
+      "Ignoring cached namespace 'hdmf-experimental' version 0.2.0 because version 0.5.0 is already loaded.\n",
+      "\n",
+      "[15:05:48][INFO] Spyglass: Writing new NWB file SC100020230912_LKNI5NCTIH.nwb\n",
+      "INFO:spyglass:Writing new NWB file SC100020230912_LKNI5NCTIH.nwb\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    \n",
+       "    <style type=\"text/css\">\n",
+       "        .Table{\n",
+       "            border-collapse:collapse;\n",
+       "        }\n",
+       "        .Table th{\n",
+       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
+       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
+       "        }\n",
+       "        .Table td{\n",
+       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
+       "        }\n",
+       "        .Table tr:nth-child(odd){\n",
+       "            background: #ffffff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        .Table tr:nth-child(even){\n",
+       "            background: #f3f1ff;\n",
+       "            color: #000000;\n",
+       "        }\n",
+       "        /* Tooltip container */\n",
+       "        .djtooltip {\n",
+       "        }\n",
+       "        /* Tooltip text */\n",
+       "        .djtooltip .djtooltiptext {\n",
+       "            visibility: hidden;\n",
+       "            width: 120px;\n",
+       "            background-color: black;\n",
+       "            color: #fff;\n",
+       "            text-align: center;\n",
+       "            padding: 5px 0;\n",
+       "            border-radius: 6px;\n",
+       "            /* Position the tooltip text - see examples below! */\n",
+       "            position: absolute;\n",
+       "            z-index: 1;\n",
+       "        }\n",
+       "        #primary {\n",
+       "            font-weight: bold;\n",
+       "            color: black;\n",
+       "        }\n",
+       "        #nonprimary {\n",
+       "            font-weight: normal;\n",
+       "            color: white;\n",
+       "        }\n",
+       "\n",
+       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
+       "        .djtooltip:hover .djtooltiptext {\n",
+       "            visibility: visible;\n",
+       "        }\n",
+       "    </style>\n",
+       "    \n",
+       "    <b></b>\n",
+       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "        <table border=\"1\" class=\"Table\">\n",
+       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">pose_merge_id</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">pose_group_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">model_params_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"nonprimary\">analysis_file_name</p>\n",
+       "                            <span class=\"djtooltiptext\">name of the file</span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"nonprimary\">moseq_object_id</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div> </th> </tr> </thead>\n",
+       "            <tbody> <tr> <td>1f3fdc6d-d8d5-c283-846a-4830e85dcb32</td>\n",
+       "<td>tutorial_group</td>\n",
+       "<td>tutorial_kappa4_mini</td>\n",
+       "<td>SC100020230912_LKNI5NCTIH.nwb</td>\n",
+       "<td>e550ee2f-4744-46ac-a6f9-f9c87315c0ed</td> </tr> </tbody>\n",
+       "        </table>\n",
+       "        \n",
+       "        <p>Total: 1</p></div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "*pose_merge_id *pose_group_na *model_params_ analysis_file_ moseq_object_i\n",
+       "+------------+ +------------+ +------------+ +------------+ +------------+\n",
+       "1f3fdc6d-d8d5- tutorial_group tutorial_kappa SC100020230912 e550ee2f-4744-\n",
+       " (Total: 1)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "from spyglass.behavior.v1.moseq import MoseqSyllableSelection, MoseqSyllable\n",
+    "\n",
+    "# Make a selection table entry defining the pose data and moseq model to use\n",
+    "pose_key = (\n",
+    "    PoseGroup().Pose().fetch(\"pose_merge_id\", as_dict=True)[0]\n",
+    ")  # can also use data outside of the training epochs\n",
+    "key = {**model_key, **pose_key, \"num_iters\": 3}\n",
+    "MoseqSyllableSelection().insert1(key, skip_duplicates=True)\n",
+    "\n",
+    "# Run populate to apply the model to the pose data\n",
+    "MoseqSyllable().populate(key)\n",
+    "MoseqSyllable()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'time (s)')"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 800x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "moseq_df = (MoseqSyllable() & key).fetch1_dataframe()\n",
+    "moseq_df\n",
+    "ind = slice(1000, 3000)\n",
+    "\n",
+    "fig, ax = plt.subplots(2, 1, figsize=(8, 5), sharex=True)\n",
+    "t = moseq_df.index.values[ind]\n",
+    "ax[0].plot(t, moseq_df[\"centroid x\"].values[ind], label=\"x\")\n",
+    "ax[0].plot(t, moseq_df[\"centroid y\"].values[ind], label=\"y\")\n",
+    "ax[1].scatter(\n",
+    "    t,\n",
+    "    moseq_df.syllable.values[ind],\n",
+    "    s=10,\n",
+    "    c=moseq_df.syllable.values[ind],\n",
+    "    cmap=\"tab20\",\n",
+    ")\n",
+    "ax[0].set_ylabel(\"centroid\")\n",
+    "ax[1].set_ylabel(\"syllable\")\n",
+    "ax[1].set_xlabel(\"time (s)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This concludes the tutorial for basic usage of the Moseq pipeline. Next, we will \n",
+    "look at usage for extending training from a base model and leveraging spyglass's \n",
+    "relational database to easily sweep through model hyperparameters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Extend model training\n",
+    "\n",
+    "There are many cases where you may want to begin trining from an existing model\n",
+    "rather than begin from scratch. Examples include continuing training an incompletely \n",
+    "converged entry, or using a pre-trained base model and refining it to a particular set\n",
+    "of animals/ imaging conditions (ie. transfer learning).\n",
+    "\n",
+    "The spyglass moseq pipeline allows for this style of iterative training. To do so, \n",
+    "we will define a new entry in `MoseqModelParams` using the `make_training_extension_params`\n",
+    "method. This entry will have the same params as those used in model_key, except it\n",
+    "will point to the model_key entry for the `initial_model`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "initial model:  {'pose_group_name': 'tutorial_group', 'model_params_name': 'tutorial_kappa4_mini'}\n"
+     ]
+    },
+    {
+     "data": {
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+       "        <table border=\"1\" class=\"Table\">\n",
+       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">model_params_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"nonprimary\">model_params</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div> </th> </tr> </thead>\n",
+       "            <tbody> <tr> <td>tutorial_grouptutorial_kappa4_mini_extension001</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa4_mini</td>\n",
+       "<td>=BLOB=</td> </tr> </tbody>\n",
+       "        </table>\n",
+       "        \n",
+       "        <p>Total: 2</p></div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "*model_params_ model_para\n",
+       "+------------+ +--------+\n",
+       "tutorial_group =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       " (Total: 2)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Insert a training extension model entry\n",
+    "extension_params = MoseqModelParams().make_training_extension_params(\n",
+    "    model_key, num_epochs=100, skip_duplicates=True\n",
+    ")\n",
+    "print(\"initial model: \", extension_params[\"model_params\"][\"initial_model\"])\n",
+    "new_params_key = {\n",
+    "    \"model_params_name\": extension_params[\"model_params_name\"],\n",
+    "}\n",
+    "MoseqModelParams() & \"model_params_name LIKE '%tutorial_kappa4%'\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This extension model can then be trained following the same steps as before"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/45522739aed0cce276\n",
+      "67e45026e3e32c/45522739aed0cce27667e45026e3e32c\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 25%|████████▍                         | 25/101 [00:34<01:42,  1.35s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 50%|████████████████▊                 | 50/101 [01:09<01:09,  1.35s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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tt9/EF198IQCIX3/9Vcr333//qd2vN23aJACIM2fOqK3TgQMHhI6OjsI+mZN2ioyMFHp6emL06NEK679580Y4ODgo3D4o16JFC6mfWVhYiB07digsP3v2rAAgFi1apJD++PFjYWxsLCZNmqRUZnZ9Nyd1b9y4sbCyshIxMTFZru/m5qbRLac5uX0vJ+3p5+cnAIi1a9dmuf309HSRkpIiHj16JACI3bt3ZxuHEEL4+voq3Da3atUqAUBs27ZNId/8+fMFAHHw4EEpDYCwt7cX8fHxUlp0dLTQ0dHJ8hisSla37/39999i+vTpYu/eveL48eNi+fLlokyZMsLU1FRcvXpVyvfbb78JAOLs2bNKZQwZMkQYGBjkKCYiIipcOChFRFTE/f7778LAwEDcunVLSsvJ3FHyL9+LFy/ONm/btm2Fnp6e2i986enpol+/fkJXVzfbQYqHDx8KJycnUaFCBREbG5tl3i5dugg9PT0RFRWlNs/NmzfF+fPnxfbt20WTJk2Eubm5CA0NlZY/f/5c2NjYiMqVK4tz586Jly9fik2bNglLS0sBQLRs2VLKm5KSIr777jtRuXJloa+vL31hzpyvbt26wsvLS6SkpCj8vXnzRshkMukL+KRJkwQA8eLFC6U2UDUolXEbcvJBKfmXwp9//lmjQQuomJ8qo7t37woA4vvvv1eqx4oVKwQAER4ernLdX3/9VQAQEyZMUFu+EELExsYKQ0ND0aZNG6Vl8oE5Dw8Phfmynj59KkxMTBQG3dzd3VUO4sgHHA8dOqRy+zdv3lQ7R5qm72FKSoqoUaOGwpxmOZk76v3796JGjRrC1tZWGvyTD0rNmzdPKb98UErVF3EhhLh06ZKwtLQUPj4+IikpSWGZpu0kf//CwsKU6t+9e3dhZ2entN07d+6ICxcuiN27d4uuXbsKfX19hf1r+vTpQiaTiWfPnimV+cUXX4jatWsrlZld39W07gkJCUJXV1cMGTJE7bo5lZNBqZy0p3xQ6vXr10rbfPbsmRg6dKgoU6aM0NHRUTj+ZNxXcjIo1a1bN2Fqaqo0cPvs2TMBQEyePFlKAyB69OihVKaDg4MYNmyY2rZSJatBKVUePnwozMzMRPv27aU0+aDUuXPnlPIPGTJEGBoa5igmIiIqXHj7HhFREfb27VuMHDkSo0ePhqOjI169eoVXr15Jt6m8evUq2yeEdezYEaampjh37ly22+vTpw9SU1Nx8eJFpWXi/+d72rhxI0JCQtChQwe15Tx69AiNGjWCnp4ejhw5AhsbG7V5X7x4gT179qBNmzZwcHBQm69KlSqoXbs2unTpgv3798PZ2Rljx46VlpcoUQL79+8HAHzxxRewtrbG6NGjsXjxYgBA6dKlpbzjx4/HjBkz8OWXX2Lv3r04f/48wsLCUK1aNSQmJkr5nj17huvXr0NfX1/hz9zcHEIIaQ6Y2NhY6OnpKT1RSlV9bG1tERsbq5Quv8VS3lbPnz8HgCxv19Qkj/x2qokTJyrVY8SIEQCgMJeNXHBwMIYOHYohQ4Zg4cKFassHPsx3lpycrHI+MHmbNG3aFLq6ulJ6qVKlUK1aNVy+fFkpb4sWLRTKkN8GmTFvRvI5tlRtX9P3cOnSpXjw4AFmzpwp9TP5rXBJSUl49eoV0tLS1LaBvr4+unfvjtjYWNy9exfAh7mSZDKZRu93RleuXEGzZs3g7u6Ov/76S+nJY5q2k/y9//zzz5Xqv3XrVpXvu7u7Oz7//HO0b98e27ZtQ5MmTTBy5Eikp6dLZQohYG9vr1TmuXPnVJaZXd/VtO4vX75EWlpatrcwfyw5bU8TExNYWFgopKWnp6N58+bYsWMHJk2ahCNHjuDChQvS8Tnj8ScnYmNj4eDgoHDrLPBhnjg9PT2lfTDzsQr4cKtzbrevKRcXF9SrV0/h80gei7p+ktXnBxERFX562WchIqLC6sWLF3j27BkWLVqERYsWKS23trZGhw4dsGvXrizLEUJoNDmt+P/5dTLnlQ9IBQcHY82aNVk+Hv7Ro0do2LAhhBA4duxYtl8gN2zYgPfv32s0wbmcnp4eatasqTRR9+eff47w8HBEREQgISEB7u7uuHTpEgCgQYMGUr6NGzeiX79+mDt3rsL6L168UHj0eokSJWBsbKz2kfQlSpQA8OFLVWpqKmJjYxW+7EVHRyut4+npic2bNyM1NVVhXin5JOtVq1YFAJQsWRLAh0menZycVG4/Yx515DFOnTpV5dwyAFCxYkWF18HBwRg8eDD8/PywatUqpS+6ma1Zswb29vZo27at0jJV88TIZd4vvby8VA6eqtsvgQ/z9mzYsAG1atVC9erVlZZr+h7evHkTr1+/hru7u1KeGTNmYMaMGbhy5YrKbaiL09jYGOXLl1c5gf6NGzdgbGyMcuXKKaRfuXIFTZs2hbOzMw4ePAhLS0uldTVtJ3ndfv/9d4WJ1nOidu3a2L9/P54/fw57e3uUKFECMpkMJ0+eVBosA6AyLSN1fRfIvu42NjbQ1dXNcn//mHLanqr6zc2bN3Ht2jWEhITAz89PSr93716eYrO1tcX58+chhFDYbkxMDFJTU6XYC4PM/V5+zLtx4wZat26tkPfGjRvSciIiKqK0cXkWERHlj8TERBEaGqr016JFC2FkZCRCQ0PFjRs3sixj69atAoBYunRptttr3bq10NfXF8+fP5fS0tPTxaBBg4RMJhO//PJLlus/evRIuLi4CCcnJ3H//n2N6lilShXh6OiocGtXdhITE0WFChVE1apVs8yXnp4uOnfuLBwdHcW7d++kdBsbGzF06FCFvH/++acAoHArypw5c4SJiYl48OBBltvJyZxSf/31lwAgtmzZopC3ZcuWCu3w8OFDoaurK/r27at2u2/evBGWlpaiQYMGWc635O7uLlq3bp1lHeSCg4OFjo6O6NevX5ZzTcmFhYUJACrnEhLiw+Pjy5QpIypVqqTwHv/333/C2NhYDBo0SEqT34743XffKZSxePFilfOFCSHE9u3bs3xsvKbv4e3bt5X62ebNmwUAMWzYMBEaGqo0L1tG79+/F9WrVxclSpRQqOekSZOEgYGBwvxr8fHxomTJkqJ79+4KZVy5ckXY2NgILy8vpVtBM9K0nR4+fCj09PTE/Pnzs6y7Ounp6cLX11dYWVlJtySeOnVKABBbt27NVZnq+q6mdW/cuLGwtrZWOEblharb93788UeVt7XmpD3V3WJ9/fp1AUBs3rxZIX3ixIlKxwp1cQihfPue/HbfzHOAyW8BzHjrK9Tc6urs7Cz8/PyyrVtGOb1978GDB8LMzEx8+eWXCum1a9cWVatWVeg78vnLVq5cmaOYiIiocOGVUkRERZj8KWWZhYSEQFdXV2HZo0eP0KtXL/To0QPly5eHTCbD8ePHsXTpUlSpUkXhSqSFCxciPDwcTZo0QZkyZRATE4M1a9bg4MGDCAgIUPhVfcyYMVizZg0GDhwIT09PhSs0DA0NUaNGDQAffpFv1KgRoqKisGbNGsTExCAmJkbKW6ZMGaWrps6fP49bt25h2rRpCrd2ZeTj44P27dujcuXKsLS0REREBFauXIn79+8rPSp8+vTp8PT0RKlSpRAZGYm1a9fi/Pnz2LdvH4yNjaV8bdu2RUhICCpVqgQvLy9cunQJCxcuVIrP398ff/zxBxo0aIBx48bBy8sL6enpiIyMxMGDBzFhwgTUqVMHzZs3R4MGDTBp0iQkJCTgs88+w+nTp7Fhwwal+rRq1QrNmjXD8OHDER8fj/Lly2Pz5s3Yv38/Nm7cKLWDi4sLpk2bhtmzZyMxMRE9e/aEpaUlwsPD8eLFCwQGBsLMzAyLFi3C4MGD0bRpU3z11Vewt7fHvXv3cO3aNSxfvhwA8PPPP6NVq1Zo0aIF+vfvj9KlSyMuLg63b9/G5cuXsX37dgDA9u3bMWjQIFSvXh1Dhw7FhQsXFGKvUaOG0pUw8lvnBg0apPL909HRwZIlS9CtWzd06NABw4cPl55uZ2BggKlTp0p5mzdvjnbt2mHWrFlIT0/HF198gYsXLyIwMBBt27ZFvXr1lMpfs2YNjI2N0atXL5Xb1/Q9rFSpEipVqqSwbkREBADAzc1Noa+NHz8eKSkpqFu3LhwcHPD48WMsW7YMV69eRXBwsMK+PHHiRGzYsAFt2rTBrFmzYGhoiHnz5iEpKQkBAQFSvn///RdNmzYFAHz33Xe4e/eudBugPAb5lXGatpOLiwtmzZqF6dOn48GDB2jZsiWsra3x7NkzXLhwAaamptIT4Tp06IBq1aqhevXqsLW1xdOnTxESEoLjx49LT6cEgLp162LIkCEYMGAALl68iAYNGsDU1BRRUVE4deoUPD09MXz4cACa992c1H3x4sWoV68e6tSpgylTpqB8+fJ49uwZ9uzZg59//hnm5uYAgPLlywPI3RVInp6eAIAffvgBfn5+0NfXR8WKFXPUnupUqlQJbm5umDJlCoQQsLGxwd69e3Ho0CGN45DXMaN+/frhp59+gp+fHyIiIuDp6YlTp05h7ty5aN26tdS++eHixYtS34iPj4cQAr///juAD1eryq8ia9q0KRo0aAAvLy9YWFjgxo0bWLBgAWQymdLTLefPn49mzZqha9euGDFiBGJiYjBlyhRUrVoVAwYMyLfYiYhIC7Q9KkZERPlP1a/wcXFxomPHjsLFxUUYGxsLAwMD4e7uLiZNmiRevXqlkHfPnj2iXr16omTJkkJPT0+Ym5uL+vXrK/16L8SHX8+RYSLejH/Ozs5SPvkVB+r+Ml4BIPfVV18JmUyW5VVVEyZMENWqVROWlpZCT09PODg4iI4dO4rTp08r5R0+fLgoW7asMDAwECVKlBCdO3cW169fV8r38uVLMWjQIGFnZydMTExEvXr1xMmTJ5WuPhBCiLdv34pvvvlGVKxYURgYGAhLS0vh6ekpxo0bJ6Kjo6V8r169EgMHDhRWVlbCxMRENGvWTPzzzz8q6/7mzRsxZswY4eDgIAwMDISXl5fKthdCiPXr14vPP/9cGBkZCTMzM1GjRg0RHByskOevv/4Svr6+wtTUVJiYmAgPDw+lqzmuXbsmunXrJuzs7IS+vr5wcHAQjRs3FqtWrZLyyCdnVveXecLld+/eSVdqZWfXrl1SPSwtLUX79u0VJu/PWObkyZOFk5OT0NPTE2XLlhVTp05VmuxbiA9PQ5Nf1ZUVTd/DzNRNdL5mzRpRu3ZtYWNjI/T09IS1tbVo0aKFOHDggMpy7t27J7788kthYWEhTExMRJMmTcSlS5cU8gQHB2fZ9pnf85y0065du0SjRo2EhYWFMDQ0FM7OzqJLly7i8OHDUp758+eLzz//XFhbWwtdXV1ha2srWrRoIf7880+VdVq7dq2oU6eOMDU1FcbGxsLNzU3069dPXLx4Ucqjad/Nad3Dw8NF165dha2trTAwMBBly5YV/fv3V6i7s7OzwvFJHVVXSgkhxNSpU4Wjo6M0EXnGidk1ac+sHkYRHh4umjVrJszNzYW1tbXo2rWriIyMVHmsUBeHqmNVbGysGDZsmChVqpTQ09MTzs7OKvcJ5PFKqayOExnfK39/f+Hh4SHMzc2Fnp6ecHR0FH369BH//vuvynIPHjwovvjiC2FkZCRsbGxEv379xLNnz7KNh4iICjeZEP8/wQAREREREREREVEB4dP3iIiIiIiIiIiowHFQioiIiIiIiIiIChwHpYiIiIiIiIiIqMBxUIqIiIiIiIiIiAocB6WIiIiIiIiIiKjAcVCKiIiIiIiIiIgKHAeliIiIiIiIiIiowHFQioiIiIiIiIiIChwHpYiIiIiIiIiIqMBxUIqIiIiIiIiIiAocB6WIiIiIiIiIiKjAcVCKiIiIiIiIiIgKHAeliIiIiIiIiIiowHFQioiIiIiIiIiIChwHpYiIiIiIiIiIqMBxUIqIiIiIiIiIiAocB6WIiIiIiIiIiKjAcVCKiIiIiIiIiIgKHAeliIiIiIiIiIiowHFQioiIiIiIiIiIChwHpYiIiIiIiIiIqMBxUIqIiIiIiIiIiAocB6WIiIiIiIiIiKjAcVCKiIiIiIiIiIgKHAeliIiIiIiIiIiowHFQioiIiIiIiIiIChwHpYiIiIiIiIiIqMDleVAqJCQEMplM5d/EiRPzI0bKRkBAAGQymUKai4sL+vfvn6Nyzpw5g4CAALx69SpH62Xe1rFjxyCTyfD777/nqJysvHv3DgEBATh27JjSMvk+GBERkW/b+5Rk7qNGRkZwcHBAo0aNEBQUhJiYGG2HiLlz52LXrl1K6fJ9SdX7ri0NGzZEw4YNpdcRERGQyWQICQnJUTmbNm3C0qVLc7SOqm3J+/+LFy9yVFZWwsPDERAQoLJP9e/fHy4uLvm2LcqdjP1aVf8QQqB8+fKQyWQK+2t+UHfML0z9VNv7aVafp5mPIURUtJ0/fx4dO3ZE2bJlYWhoCHt7e3h7e2PChAkK+VasWJHjc4XM1J0vUeGTk/OzgvzeRlQY6eVXQcHBwahUqZJCmqOjY34VTzm0c+dOWFhY5GidM2fOIDAwEP3794eVldVH3VZOvXv3DoGBgQCgdDLfpk0bnD17FqVKlfqoMRR18j6akpKCmJgYnDp1CvPnz8f333+PrVu3omnTplqLbe7cuejSpQu+/PJLhfSaNWvi7Nmz8PDw0E5gGihVqhTOnj0LNze3HK23adMm3Lx5E/7+/h99WzkVHh6OwMBANGzYUOmL/YwZMzB27NiPun3SnLm5OdasWaN0XDx+/Dju378Pc3Pzjx5DUeinBS2rz9MVK1ZoJygiynf79u1D+/bt0bBhQyxYsAClSpVCVFQULl68iC1btmDRokVS3hUrVqBEiRI5HnzISN35EhVtBfm9jagwyrdBqapVq+Kzzz7TKG9KSgpkMhn09PJt85RJjRo1Pvo2EhMTYWxsXCDbykrJkiVRsmRJrcZQFGTuo507d8a4ceNQr149dOrUCXfv3oW9vX2et5OWlobU1FQYGhrmuSwLCwt88cUXeS7nYzI0NPzoMWZsU223x8ceEKOc6d69O3777Tf89NNPCie0a9asgbe3N+Lj4z96DEWhn+bVu3fvYGJiki9lcfCO6NOxYMECuLq64sCBAwrfa3r06IEFCxZoMTIqSrT9XSqj/Py8I9LUR59TSn5Z/4YNGzBhwgSULl0ahoaGuHfvHgDg8OHDaNKkCSwsLGBiYoK6deviyJEjSuXs27cP1atXh6GhIVxdXfH9998r3baW1W00MpkMAQEBCml3795Fr169YGdnB0NDQ1SuXBk//fSTyvg3b96M6dOnw9HRERYWFmjatCn+/fdfpe3s378fTZo0gaWlJUxMTFC5cmUEBQUBADZs2ACZTIazZ88qrTdr1izo6+vj6dOnWbanqnZQJfNloOnp6ZgzZw4qVqwIY2NjWFlZwcvLCz/88AOAD5eYfv311wAAV1dXpdtCXFxc0LZtW+zYsQM1atSAkZGRdOWSuktOk5KSMH78eDg4OMDY2Bi+vr64cuWKQh51tzFkvPUiIiJCGnQKDAyUYpNvU93te2vXrkW1atVgZGQEGxsbdOzYEbdv31bajpmZGe7du4fWrVvDzMwMTk5OmDBhApKTk1W27aekbNmyWLRoEd68eYOff/5ZStfkfQH+1+cWLFiAOXPmwNXVFYaGhggNDUVSUhImTJiA6tWrw9LSEjY2NvD29sbu3bsVypTJZEhISMC6deuk91a+bXW3Be3Zswfe3t4wMTGBubk5mjVrptSv5MeHW7duoWfPnrC0tIS9vT0GDhyI169fZ9s2QggsWLAAzs7OMDIyQs2aNfH3338r5VN13Hn+/DmGDBkCJycnGBoaomTJkqhbty4OHz4ste++ffvw6NEjhVsrs2vTrI5xjx8/RqdOnWBhYQFLS0v06dMHz58/V2rrzMdBQLEPh4SEoGvXrgCARo0aSbHJt6nqtqikpCRMnToVrq6uMDAwQOnSpTFy5EilS8rlx5H9+/ejZs2aMDY2RqVKlbB27Vo17wJlp2fPngCAzZs3S2mvX7/GH3/8gYEDB6pc5/3795gzZw4qVaok7Z8DBgxQ2l9SUlIwadIkODg4wMTEBPXq1cOFCxeUylPVTy9evIgePXrAxcUFxsbGcHFxQc+ePfHo0SOFdeXH79DQUAwfPhwlSpSAra0tOnXqlO3nYcYyKlasKH2Or1+/XqMYAdX9V/65cOPGDTRv3hzm5uZo0qQJAODQoUPo0KEDypQpAyMjI5QvXx5Dhw5VuD0ju89TVcfXuLg4jBgxAqVLl4aBgQHKlSuH6dOnK30OyWQyjBo1Chs2bEDlypVhYmKCatWq4c8//9SorYgof8XGxqJEiRIqf2jX0fnf1ywXFxfcunULx48fl44J8s/S/DhfAoDo6GgMHToUZcqUgYGBAVxdXREYGIjU1NRs63H06FE0bNgQtra2MDY2RtmyZdG5c2e8e/dOypPXz47M3xdUTT8CqD+v37p1K7y9vWFqagozMzO0aNFC6XtFTs7rk5OTMWvWLFSuXBlGRkawtbVFo0aNcObMGSmPEAIrVqxA9erVYWxsDGtra3Tp0gUPHjzItk3lnj17lu15aH5/b0tPT8eCBQuk98rOzg79+vXDkydPFLbbsGFDVK1aFSdOnICPjw9MTEwwcOBADBo0CDY2Ngrvv1zjxo1RpUoVjetPpIl8u1RJ/ku+QuEZDtBTp06Ft7c3Vq1aBR0dHdjZ2WHjxo3o168fOnTogHXr1kFfXx8///wzWrRogQMHDkgngUeOHEGHDh3g7e2NLVu2IC0tDQsWLMCzZ89yHW94eDh8fHykL+UODg44cOAAxowZgxcvXmDmzJkK+adNm4a6deti9erViI+Px+TJk9GuXTvcvn0burq6AD78Mv3VV1/B19cXq1atgp2dHe7cuYObN28C+PCL9qRJk/DTTz/B29tbKjs1NRU///wzOnbsmOUtj3lphwULFiAgIADffPMNGjRogJSUFPzzzz/Sl8bBgwcjLi4Oy5Ytw44dO6Rb4TL+onv58mXcvn0b33zzDVxdXWFqaprlNqdNm4aaNWti9erVeP36NQICAtCwYUNcuXIF5cqVyzZmuVKlSmH//v1o2bIlBg0ahMGDBwNAlldHBQUFYdq0aejZsyeCgoIQGxuLgIAAeHt7IywsDO7u7lLelJQUtG/fHoMGDcKECRNw4sQJzJ49G5aWlvj22281jrOoat26NXR1dXHixIlcl/Hjjz+iQoUK+P7772FhYQF3d3ckJycjLi4OEydOROnSpfH+/XscPnwYnTp1QnBwMPr16wcAOHv2LBo3boxGjRphxowZAJDlJcybNm1C79690bx5c2zevBnJyclYsGABGjZsiCNHjqBevXoK+Tt37ozu3btj0KBBuHHjBqZOnQoA2Q6EBAYGIjAwEIMGDUKXLl3w+PFjfPXVV0hLS0PFihWzXLdv3764fPkyvvvuO1SoUAGvXr3C5cuXERsbC+DDJfxDhgzB/fv3sXPnTo3bNCsdO3ZEt27dMGzYMNy6dQszZsxAeHg4zp8/D319/SzXzahNmzaYO3cupk2bhp9++gk1a9YEoP4KKSEEvvzySxw5cgRTp05F/fr1cf36dcycORNnz57F2bNnFa6au3btGiZMmIApU6bA3t4eq1evxqBBg1C+fHk0aNBA4zjpAwsLC3Tp0gVr167F0KFDAXwYoNLR0UH37t2V5i1LT09Hhw4dcPLkSUyaNAk+Pj549OgRZs6ciYYNG+LixYswNjYGAHz11VdYv349Jk6ciGbNmuHmzZvo1KkT3rx5k21cERERqFixInr06AEbGxtERUVh5cqV+PzzzxEeHo4SJUoo5B88eDDatGmDTZs24fHjx/j666/Rp08fHD16NMvthISEYMCAAejQoQMWLVokfdYkJycrfCHMqffv36N9+/YYOnQopkyZIp3f3L9/H97e3hg8eDAsLS0RERGBxYsXo169erhx4wb09fU1+jzNKCkpCY0aNcL9+/cRGBgILy8vnDx5EkFBQbh69Sr27dunkH/fvn0ICwvDrFmzYGZmhgULFqBjx474999/c/TZSkR55+3tjdWrV2PMmDHo3bs3atasqfIzd+fOnejSpQssLS2lW3jln435cb4UHR2N2rVrQ0dHB99++y3c3Nxw9uxZzJkzBxEREQgODlZbh4iICLRp0wb169fH2rVrYWVlhf/++w/79+/H+/fvYWJiUmCfHerMnTsX33zzDQYMGIBvvvkG79+/x8KFC1G/fn1cuHBB4fiqyXl9amoqWrVqhZMnT8Lf3x+NGzdGamoqzp07h8jISPj4+AAAhg4dipCQEIwZMwbz589HXFwcZs2aBR8fH1y7dk2jOwxycx6a1+9tw4cPxy+//IJRo0ahbdu2iIiIwIwZM3Ds2DFcvnxZ4TM4KioKffr0waRJkzB37lzo6OjAysoKa9euxaZNm6TvXcCH78+hoaFKF3EQ5ZnIo+DgYAFA5V9KSooIDQ0VAESDBg0U1ktISBA2NjaiXbt2CulpaWmiWrVqonbt2lJanTp1hKOjo0hMTJTS4uPjhY2NjchYhYcPHwoAIjg4WClOAGLmzJnS6xYtWogyZcqI169fK+QbNWqUMDIyEnFxcUIIIcXfunVrhXzbtm0TAMTZs2eFEEK8efNGWFhYiHr16on09HS17TVz5kxhYGAgnj17JqVt3bpVABDHjx9Xu15O2kEIIZydnYWfn5/0um3btqJ69epZlr9w4UIBQDx8+FBpmbOzs9DV1RX//vuvymUZtyVvs5o1ayq0RUREhNDX1xeDBw+W0nx9fYWvr69SmX5+fsLZ2Vl6/fz5c6X3UE6+D8rjfvnypTA2NlZ6zyIjI4WhoaHo1auXwnYAiG3btinkbd26tahYsaLStooiefuEhYWpzWNvby8qV64svdb0fZH3OTc3N/H+/fss40hNTRUpKSli0KBBokaNGgrLTE1NFfYhOfm+FBoaKoT4cHxwdHQUnp6eIi0tTcr35s0bYWdnJ3x8fKS0mTNnCgBiwYIFCmWOGDFCGBkZZdlPX758KYyMjETHjh0V0k+fPi0AKLSNquOOmZmZ8Pf3V1u+EEK0adNGoS0zl6eqTVVtS17PcePGKeT97bffBACxceNGKU1dH8rch7dv367Q7hll3gf279+vsp3lx7VffvlFYTtGRkbi0aNHUlpiYqKwsbERQ4cOVdoWqZexX8v7yc2bN4UQQnz++eeif//+QgghqlSporC/bt68WQAQf/zxh0J5YWFhAoBYsWKFEEKI27dvZ7lfqTrmq9pf5FJTU8Xbt2+Fqamp+OGHH5TqMWLECIX8CxYsEABEVFSU2jLlxwN1nzUZ91N1MarqU/LPhbVr16rdthBCpKeni5SUFPHo0SMBQOzevVtaltXnaebj66pVq1R+Ds2fP18AEAcPHpTSAAh7e3sRHx8vpUVHRwsdHR0RFBSUZbxElP9evHgh6tWrJ3330dfXFz4+PiIoKEi8efNGIW/m47E6uTlfGjp0qDAzM1P4fBVCiO+//14AELdu3VK7vd9//10AEFevXlWb52N8dsjPXzLLfF4fGRkp9PT0xOjRoxXyvXnzRjg4OIhu3bpJaZqe169fv14AEL/++qvaOp89e1YAEIsWLVJIf/z4sTA2NhaTJk1Su27G+mlyHpqf39vk70Hmz9Xz588LAGLatGlSmq+vrwAgjhw5olS+r6+vUgzDhw8XFhYWSvs2UV7l2+1769evR1hYmMJfxiulOnfurJD/zJkziIuLg5+fH1JTU6W/9PR0tGzZEmFhYUhISEBCQgLCwsLQqVMnGBkZSeubm5ujXbt2uYo1KSkJR44cQceOHWFiYqKw/datWyMpKQnnzp1TWKd9+/YKr728vABAuhXhzJkziI+Px4gRI1Reiio3fPhwAMCvv/4qpS1fvhyenp5ZXiWQ13aoXbs2rl27hhEjRuDAgQO5mmfEy8sLFSpU0Dh/r169FNrC2dkZPj4+CA0NzfG2c+Ls2bNITExUuqXQyckJjRs3Vro9VCaTKbWhl5eX0m0mnzIhRJ7Wb9++vcpfBrdv3466devCzMwMenp60NfXx5o1a5Ruo9TUv//+i6dPn6Jv374KV0GYmZmhc+fOOHfunNKlxqr6blJSUpZPHTx79iySkpLQu3dvhXQfHx84OztnG2ft2rUREhKCOXPm4Ny5c0hJSdGkekpx5+QKp8yxduvWDXp6eh+9v8mvZMnc37p27QpTU1Ol/la9enWULVtWem1kZIQKFSoUq/6W33x9feHm5oa1a9fixo0bCAsLU3vr3p9//gkrKyu0a9dO4bOvevXqcHBwkC79l+836var7Lx9+xaTJ09G+fLloaenBz09PZiZmSEhIUFl/8/uM1YV+fFA3WdNXmU+bwGAmJgYDBs2DE5OTtIxTX5MyO1x7ejRozA1NUWXLl0U0uV9KnMfatSokcIE9vb29rCzs2MfItICW1tbnDx5EmFhYZg3bx46dOiAO3fuYOrUqfD09NT4ybh5PV/6888/0ahRIzg6Oioc21u1agXgw8Mv1KlevToMDAwwZMgQrFu3TuWtaQX12aHKgQMHkJqain79+ils28jICL6+vkq3ZWtyXv/333/DyMhI7WelvM4ymQx9+vRR2K6DgwOqVaum8RNnc3MempfvbfL3IPN5We3atVG5cmWlzxRra2s0btxYqZyxY8fi6tWrOH36NAAgPj4eGzZsgJ+fH8zMzDSOh0gT+TYoVblyZXz22WcKfxllfjKa/JazLl26QF9fX+Fv/vz5EEIgLi4OL1++RHp6OhwcHJS2qSpNE7GxsUhNTcWyZcuUtt26dWsAUPoQsbW1VXgtv+Q2MTERAKT7qcuUKZPltu3t7dG9e3f8/PPPSEtLw/Xr13Hy5EmMGjUqy/Xy2g5Tp07F999/j3PnzqFVq1awtbVFkyZNcPHixWzXlcvp0+3UxSq/heljkZevKl5HR0el7ZuYmCgM9AEf3t+kpKSPF2QhkpCQgNjY2Dw9LVNVW+/YsQPdunVD6dKlsXHjRpw9e1b6spzbts3uvU1PT8fLly8V0rPru1ltJ7f9bevWrfDz88Pq1avh7e0NGxsb9OvXD9HR0dmuK5fX/qanpwdbW9sC6W96enpKt9PKZDKV/T3z+wF8eE+yej8oazKZDAMGDMDGjRuxatUqVKhQAfXr11eZ99mzZ3j16hUMDAyUPv+io6Olzz51fUC+X2WnV69eWL58OQYPHowDBw7gwoULCAsLQ8mSJVW+19rop1kxMTFRuo04PT0dzZs3x44dOzBp0iQcOXIEFy5ckH7Eyu0+HBsbCwcHB6UftOzs7KCnp8c+RFQEfPbZZ5g8eTK2b9+Op0+fYty4cYiIiNBosvP8OF969uwZ9u7dq3Rcl8/9k9XgmJubGw4fPgw7OzuMHDkSbm5ucHNzk+YvkpdfEJ8d6uoGAJ9//rnStrdu3apUN03O658/fw5HR8csb/N+9uwZhBCwt7dX2u65c+c0HnDMzedbXr635fR7kLrzzQ4dOsDFxUW6VS8kJAQJCQkYOXJktjEQ5VSBPf4u88mW/F7WZcuWqX1qj729vfSkPlVf5jKnyQ9AmSeyy9z5rK2toauri759+6rtWK6urlnURpn8C1nmCeRUGTt2LDZs2IDdu3dj//79sLKyUvpFITNra2uN20EVPT09jB8/HuPHj8erV69w+PBhTJs2DS1atMDjx481espCVleAqaIu1owHZyMjI5WTTmt6oFdFXn5UVJTSsqdPnyrNZVLc7du3D2lpaQqTZeb0fVG1b2zcuBGurq7YunWrwvK8TCCf3Xuro6MDa2vrXJefeTvq9uHME31nVqJECSxduhRLly5FZGQk9uzZgylTpiAmJgb79+/XKIbc9LfSpUtLr1NTUxEbG6vQ3wwNDVW2f14GrmxtbZGamornz58rDEwJIRAdHY3PP/8812WT5vr3749vv/0Wq1atwnfffac2n3wicXX7ofwKnIx9QNV+lZXXr1/jzz//xMyZMzFlyhQpXT5vSn7Jrp9mpO78ICfHtJs3b+LatWsICQmBn5+flC5/cEtu2dra4vz58xBCKGw3JiYGqamp/MwiKmL09fUxc+ZMLFmyRJpXNiv5cb5UokQJeHl5qT3+Z/fDY/369VG/fn2kpaXh4sWLWLZsGfz9/WFvb48ePXp8lM+OjMfljHNPZj4uy4+Bv//+u0ZXq2uiZMmSOHXqFNLT09UOTJUoUQIymQwnT55U+UTp/HjKtDp5+d6W8Vw588USqr4HqTvf1NHRwciRIzFt2jQsWrQIK1asQJMmTbKdV5UoNz760/fUqVu3LqysrBAeHq50hZX8z8DAAKampqhduzZ27NihMML95s0b7N27V6FMe3t7GBkZ4fr16wrpmZ9eYWJigkaNGuHKlSvw8vJSue2cjub7+PjA0tISq1atyvZWqFq1asHHxwfz58/Hb7/9hv79+2c7aXhO2iE7VlZW6NKlC0aOHIm4uDjp6RaajNznxObNmxXa4tGjRzhz5ozC4IeLiwvu3Lmj8MEbGxur8OSLnMbm7e0NY2NjbNy4USH9yZMnOHr0qDSBPgGRkZGYOHEiLC0tpUmSAc3fl6zIZDIYGBgofNhFR0cr9UdA81/5K1asiNKlS2PTpk0K+1ZCQgL++OMP6Yl8efXFF1/AyMgIv/32m0L6mTNncnyLTNmyZTFq1Cg0a9YMly9fltLz+8qGzLFu27YNqampSv0t8/Hx6NGjePv2rUJaTvqbvD9l7m9//PEHEhIS2N8KSOnSpfH111+jXbt2CgMmmbVt2xaxsbFIS0tT+dknP9mU7zfq9qusyGQyCCGUTthXr16NtLS0XNROtYoVK6JUqVJqP2sykg8kZ97/9+zZo/H25MeyzPXK+ORSuZz2obdv32LXrl0K6fKnCLIPERVeqn4kA/53O2/GwSB1n/v5cb7Utm1b3Lx5E25ubiqP7ZpeDa+rq4s6depIV8fIz1s+xmeHuuNy5u81LVq0gJ6eHu7fv6/2O2NOtWrVCklJSSqfZizXtm1bCCHw33//qdymp6dnjrebGzn93ia/FS/zeVlYWBhu376do8+UwYMHw8DAAL1798a///6b7Z09RLlVYFdKZWZmZoZly5bBz88PcXFx6NKlC+zs7PD8+XNcu3YNz58/x8qVKwEAs2fPRsuWLdGsWTNMmDABaWlpmD9/PkxNTRV+dZXf97t27Vq4ubmhWrVquHDhAjZt2qS0/R9++AH16tVD/fr1MXz4cLi4uODNmze4d+8e9u7dm+0Tf1TVZ9GiRRg8eDCaNm2Kr776Cvb29rh37x6uXbuG5cuXK+QfO3YsunfvDplMhhEjRmi0DU3bQZV27dqhatWq+Oyzz1CyZEk8evQIS5cuhbOzs/RUL/nB9YcffoCfnx/09fVRsWJFhbkrciImJgYdO3bEV199hdevX2PmzJkwMjKSnjoBfHhK2c8//4w+ffrgq6++QmxsLBYsWKB024S5uTmcnZ2xe/duNGnSBDY2NihRooTKK1asrKwwY8YMTJs2Df369UPPnj0RGxuLwMBAGBkZKT1Zsbi4efOmdD98TEwMTp48ieDgYOjq6mLnzp0KV7lo+r5kpW3bttixYwdGjBghPb1u9uzZKFWqFO7evauQ19PTE8eOHcPevXtRqlQpmJubq/wlRkdHBwsWLEDv3r3Rtm1bDB06FMnJyVi4cCFevXqFefPm5b6BMrC2tsbEiRMxZ84cDB48GF27dsXjx48REBCQ7W1Br1+/RqNGjdCrVy9UqlQJ5ubmCAsLw/79+9GpUyeFOu/YsQMrV65ErVq1oKOjk6sTK7kdO3ZAT08PzZo1k56+V61aNXTr1k3K07dvX8yYMQPffvstfH19ER4ejuXLl8PS0lKhrKpVqwIAfvnlF5ibm8PIyAiurq4qB+ubNWuGFi1aYPLkyYiPj0fdunWlp+/VqFEDffv2zXWdKGc02f979OiB3377Da1bt8bYsWNRu3Zt6Ovr48mTJwgNDUWHDh3QsWNHVK5cGX369MHSpUuhr6+Ppk2b4ubNm9LTILNiYWGBBg0aYOHChdJx+vjx41izZg2srKzyqbYfjgezZ8/G4MGDpc+aV69eqeynDg4OaNq0KYKCgmBtbQ1nZ2ccOXIEO3bs0Hh7lSpVgpubG6ZMmQIhBGxsbLB3714cOnRIKW9OPk/79euHn376CX5+foiIiICnpydOnTqFuXPnonXr1mjatGkOW4aICkqLFi1QpkwZtGvXDpUqVUJ6ejquXr2KRYsWwczMDGPHjpXyenp6YsuWLdi6dSvKlSsHIyMjeHp65sv50qxZs3Do0CH4+PhgzJgxqFixIpKSkhAREYG//voLq1atUjvFyKpVq3D06FG0adMGZcuWRVJSkvRkOPnx52N8drRu3Ro2NjYYNGgQZs2aBT09PYSEhODx48cK+VxcXDBr1ixMnz4dDx48QMuWLWFtbY1nz57hwoULMDU1RWBgYI7et549eyI4OBjDhg3Dv//+i0aNGiE9PR3nz59H5cqV0aNHD9StWxdDhgzBgAEDcPHiRTRo0ACmpqaIiorCqVOn4OnpKc0VnN/y8r2tYsWKGDJkCJYtWwYdHR20atVKevqek5MTxo0bp3EcVlZW6NevH1auXAlnZ+dcz+dMlK28zpSe3ZO95E+82b59u8rlx48fF23atBE2NjZCX19flC5dWrRp00Yp/549e4SXl5cwMDAQZcuWFfPmzVP51IbXr1+LwYMHC3t7e2FqairatWsnIiIiVD516uHDh2LgwIGidOnSQl9fX5QsWVL4+PiIOXPmZBu/uif9/fXXX8LX11eYmpoKExMT4eHhIebPn69U7+TkZGFoaChatmypsl3U0bQdMj/FYdGiRcLHx0eUKFFCWnfQoEEiIiJCYb2pU6cKR0dHoaOjo/CkImdnZ9GmTRuVMal7+t6GDRvEmDFjRMmSJYWhoaGoX7++uHjxotL669atE5UrVxZGRkbCw8NDbN26VekJX0IIcfjwYVGjRg1haGio8ASPzE/pkFu9erXUVpaWlqJDhw5KTx/x8/MTpqamSjGpeyJIUZT5CZkGBgbCzs5O+Pr6irlz54qYmBiV62nyvsj7wcKFC1WWMW/ePOHi4iIMDQ1F5cqVxa+//qqyba9evSrq1q0rTExMFJ5up+6JWbt27RJ16tQRRkZGwtTUVDRp0kScPn1aIY98O8+fP1fZHqqeipVRenq6CAoKEk5OTsLAwEB4eXmJvXv3Kj05K/OxICkpSQwbNkx4eXkJCwsLYWxsLCpWrChmzpwpEhISpPXi4uJEly5dhJWVlZDJZFKbZNWmWT1979KlS6Jdu3bCzMxMmJubi549eyo85VOID8edSZMmCScnJ2FsbCx8fX3F1atXlfqwEEIsXbpUuLq6Cl1dXYVtquqbiYmJYvLkycLZ2Vno6+uLUqVKieHDh4uXL18q5FN3HFH3tEdST5Onagqh+mlPKSkp4vvvvxfVqlUTRkZGwszMTFSqVEkMHTpU3L17V8qXnJwsJkyYIOzs7ISRkZH44osvxNmzZ9Ue8zP20ydPnojOnTsLa2trYW5uLlq2bClu3ryptK66emjyRD+51atXC3d3d2FgYCAqVKgg1q5dq3I/jYqKEl26dBE2NjbC0tJS9OnTR1y8eFHl0/dUfS4IIUR4eLho1qyZMDc3F9bW1qJr164iMjJS5TmGus9TVft7bGysGDZsmChVqpTQ09MTzs7OYurUqSIpKUkhHwAxcuRIpbhU9WEi+vi2bt0qevXqJdzd3YWZmZnQ19cXZcuWFX379hXh4eEKeSMiIkTz5s2Fubm5AKBwjMrr+ZIQH55UPWbMGOHq6ir09fWFjY2NqFWrlpg+fbp4+/at2jqcPXtWdOzYUTg7OwtDQ0Nha2srfH19xZ49exTy5fdnhxBCXLhwQfj4+AhTU1NRunRpMXPmTLF69WqV52m7du0SjRo1EhYWFsLQ0FA4OzuLLl26iMOHD0t5cnJen5iYKL799lvp88PW1lY0btxYnDlzRiHf2rVrRZ06dYSpqakwNjYWbm5uol+/fiq/06japibnofn9vS0tLU3Mnz9fVKhQQejr64sSJUqIPn36iMePHyus7+vrK6pUqZJlPY4dOyYAiHnz5mWZjygvZELk8bFbWhQQEIDAwMA8PzlMG/bu3Yv27dtj37590uTqREREREREnxoXFxc0bNgwy1vmqPCZMGECVq5cicePH+d6snqi7Gjt9r3iKjw8HI8ePcKECRNQvXp16VGtRERERERERNp27tw53LlzBytWrMDQoUM5IEUfFQelCtiIESNw+vRp1KxZE+vWrcvxE7aIiIiIiIiIPhb5w4Patm2LOXPmaDsc+sQV6dv3iIiIiIiIiIioaNLRdgBERERERERERFT8cFCKiIiIiIiIiIgKHAeliIiIiIiIiIiowGllovP09HQ8ffoU5ubmnOibPjohBN68eQNHR0fo6HAcNiP2RSpI7IvqsS9SQWJfVI99kYiIKH9oer6hlUGpp0+fwsnJSRubpmLs8ePHKFOmjLbDKFTYF0kb2BeVsS+SNrAvKmNfJCIiyl/ZnW9oZVDK3NwcwIfgLCwstBECFSPx8fFwcnKS9jv6H/ZFKkjsi+qxL1JBYl9U739t8gMAY0C3e94KTNua15AKyIP//7ecVqOgLGTeFzPvW6P/f/myVdkU9FLDDVpDdrcvhPuP+N9+8UBappmstmWtQR5A9T75QIM8mspYlrUG8aiq+4d17rxeIaVUsByRi1hUlN1wGHAs6P+XuQG4n+HfnJmCyfjtdRgA4PHoCsD6zPtKxrpr+v5klHGd7PYRdeWqWm/o//87L5u86srMvP9mJ/P+9EBNmiay2qfky9SVnTHunO7j6uLLqm6a1iknkgEsyfZ8QyuDUvLLoS0sLHjyTQWGl+ErY18kbWBfVMa+SNrAvqjsf21i/OFPltf+aJzH9QuK4f//W1TiLYaU9sVM75WhfLlRNgUZZrNczggycwsIGGbYlqG0TDNZbctIgzyA6n0y8zp52W8zlmWkQTyq6v5hHXMLmVJazqgoW8/i/8syAmCS6d+cMQSgY2H24YWBhYoyMrdF5rTsZFwnt/uhqvXk+3bmdbKKP6PM+292Mu9PhmrSNJHVPiVfpq7sjHHndB/Pri0y5stp++RcducbnEiAiIiIiIiIiIgKHAeliIiIiIiIiIiowHFQioiIKB8FBQVBJpPB398/z2WlpQucvR+L3Vf/w9n7sUhLF3kP8BPBtiEiIiIq+rQyp5Rc1ZkHELmkqzZDICJ86Is6hiYAgIh5bbQcDVHRFRYWhl9++QVeXl55Lmv/zSgE7g1H1OskKa2UpRFmtvNAy6ql8lx+Uca2ISIiIvo08EopIiKifPD27Vv07t0bv/76K6ytNX0ykWr7b0Zh+MbLCoMuABD9OgnDN17G/ptReSq/KGPbEBEREX06OChFRESUD0aOHIk2bdqgadOmeSonLV0gcG84VN2MJk8L3BteLG9XY9sQERERfVq0evseERHRp2DLli24fPkywsLCNMqfnJyM5ORk6XV8fLz0/wsP45SuAspIAIh6nYQLD+Pg7Wab65iLIrYNERER0aeFV0oRERHlwePHjzF27Fhs3LgRRkZGGq0TFBQES0tL6c/JyUlaFvNG/aBLRprm+5SwbYiIiIg+LRyUIiIiyoNLly4hJiYGtWrVgp6eHvT09HD8+HH8+OOP0NPTQ1pamtI6U6dOxevXr6W/x48fS8vszDUb2NI036eEbUNERET0aeHte0RERHnQpEkT3LhxQyFtwIABqFSpEiZPngxdXV2ldQwNDWFoaKiyvNquNihlaYTo10kq506SAXCwNEJtV5t8iL5oYdsQERERfVp4pRQREVEemJubo2rVqgp/pqamsLW1RdWqVXNcnq6ODDPbeQD4MMiSkfz1zHYe0NXJvPTTx7YhIiIi+rRwUIqIiKiQaVm1FFb2qQkHS8Xb0BwsjbCyT020rFpKS5FpH9uGiIiI6NPB2/eIiIjy2bFjx/JcRsuqpdDMwwEXHsYh5k0S7Mw/3JbGq4DYNkRERESfCg5KERERFVK6OjJ4u9lqO4xCiW1DREREVPTx9j0iIiIi0qoTJ06gXbt2cHR0hEwmw65duxSWCyEQEBAAR0dHGBsbo2HDhrh165ZCnuTkZIwePRolSpSAqakp2rdvjydPnhRgLYiIiCinOChFRERERFqVkJCAatWqYfny5SqXL1iwAIsXL8by5csRFhYGBwcHNGvWDG/evJHy+Pv7Y+fOndiyZQtOnTqFt2/fom3btkhLSyuoahAREVEO8fY9IiIiItKqVq1aoVWrViqXCSGwdOlSTJ8+HZ06dQIArFu3Dvb29ti0aROGDh2K169fY82aNdiwYQOaNm0KANi4cSOcnJxw+PBhtGjRosDqQkRERJrjlVJEREREVGg9fPgQ0dHRaN68uZRmaGgIX19fnDlzBgBw6dIlpKSkKORxdHRE1apVpTyqJCcnIz4+XuGPiIiICg4HpYiIiIio0IqOjgYA2NvbK6Tb29tLy6Kjo2FgYABra2u1eVQJCgqCpaWl9Ofk5JTP0RMREVFWOChFRERERIWeTCZTeC2EUErLLLs8U6dOxevXr6W/x48f50usREREpBkOShERERFRoeXg4AAASlc8xcTESFdPOTg44P3793j58qXaPKoYGhrCwsJC4Y+IiIgKDgeliIiIiKjQcnV1hYODAw4dOiSlvX//HsePH4ePjw8AoFatWtDX11fIExUVhZs3b0p5iIiIqPDh0/eIiIiISKvevn2Le/fuSa8fPnyIq1evwsbGBmXLloW/vz/mzp0Ld3d3uLu7Y+7cuTAxMUGvXr0AAJaWlhg0aBAmTJgAW1tb2NjYYOLEifD09JSexkdERESFDweliIiIiEirLl68iEaNGkmvx48fDwDw8/NDSEgIJk2ahMTERIwYMQIvX75EnTp1cPDgQZibm0vrLFmyBHp6eujWrRsSExPRpEkThISEQFdXt8DrQ0RERJrhoBQRERERaVXDhg0hhFC7XCaTISAgAAEBAWrzGBkZYdmyZVi2bNlHiJCIiIg+Bg5KEREREX1C0tIFLjyMQ8ybJNiZG6G2qw10dbJ+Sh0RERGRNuRqUCohIQGmpqb5HQsR5RD7IhERZbT/ZhQC94Yj6nWSlFbK0ggz23mgZdVSWoyMiIiISFmunr5nb2+PgQMH4tSpU/kdDxHlAPsiERHJ7b8ZheEbLysMSAFA9OskDN94GftvRmkpMiIiIiLVcjUotXnzZrx+/RpNmjRBhQoVMG/ePDx9+jS/YyOibLAvEhER8OGWvcC94VA1K5M8LXBvONLS1c/bRERERFTQcjUo1a5dO/zxxx94+vQphg8fjs2bN8PZ2Rlt27bFjh07kJqamt9xEpEK7ItERAQAFx7GKV0hlZEAEPU6CRcexhVcUERERETZyNWglJytrS3GjRuHa9euYfHixTh8+DC6dOkCR0dHfPvtt3j37l1+xUlEWWBfJCIq3mLeqB+Qyk0+IiIiooKQp6fvRUdHY/369QgODkZkZCS6dOmCQYMG4enTp5g3bx7OnTuHgwcP5lesRKQG+yIRUfFmZ26Ur/lyIjExEUIImJiYAAAePXqEnTt3wsPDA82bN8/37REREdGnI1eDUjt27EBwcDAOHDgADw8PjBw5En369IGVlZWUp3r16qhRo0Z+xUlEKrAvEhERANR2tUEpSyNEv05SOa+UDICDpRFqu9og4e2bfN12hw4d0KlTJwwbNgyvXr1CnTp1oK+vjxcvXmDx4sUYPnx4vm6PiIiIPh25un1vwIABcHR0xOnTp3H16lWMGjVK4UswAJQrVw7Tp0/PjxiJSA32RSIiAgBdHRlmtvMA8GEAKiP565ntPKCrk3lp3l2+fBn169cHAPz++++wt7fHo0ePsH79evz444/5vj0iIiL6dOTqSqmoqCjpEm11jI2NMXPmzFwFRUSaYV8kyrs7d+7g2LFjiImJQXp6usKyb7/9VktREeVcy6qlsLJPTQTuDVeY9NzB0ggz23mgZdVSH2W77969g7m5OQDg4MGD6NSpE3R0dPDFF1/g0aNHH2WbRERE9GnI1aCUubk5oqKiYGdnp5AeGxsLOzs7pKWl5UtwRJQ19kWivPn1118xfPhwlChRAg4ODpDJ/ncViUwm46AUFTktq5ZCMw8HXHgYh5g3SbAz/3DL3se4QkqufPny2LVrFzp27IgDBw5g3LhxAICYmBhYWFh8tO0SERFR0ZerQSkhVM1WACQnJ8PAwCBHZblM2QcAiJjXJjehEBVr+dkXiYqjOXPm4LvvvsPkyZO1HQpRvtHVkcHbzbbAtvftt9+iV69eGDduHJo0aQJvb28AH66a4pyGRERElJUcDUrJ5wWQyWRYvXo1zMzMpGVpaWk4ceIEKlWqlL8REpES9kWi/PHy5Ut07dpV22EQFWldunRBvXr1EBUVhWrVqknpTZo0QceOHbUYGRERERV2ORqUWrJkCYAPV2esWrUKurq60jIDAwO4uLhg1apV+RshESlhXyTKH127dsXBgwcxbNgwbYdCVKQ5ODjAwcFBIa127dpaioaIiIiKihwNSj18+BAA0KhRI+zYsQPW1tYfJSgiyhr7IlH+KF++PGbMmIFz587B09MT+vr6CsvHjBmjpciIio6EhATMmzcPR44cUfnAgAcPHmgpMtKYXsD//p+6UWthUB59n59Pu4xTkWaTT2XbqPm/qu3e+/9/y2daJy5TnozLtauUzL8AtuIO4G4BbEcTOd0vegNYlsvtqNovC0J+72MZ20xd2ar2/cIsY5zy2MtptGau5pQKDQ3NzWpElM/YF4ny5pdffoGZmRmOHz+O48ePKyyTyWQclCLSwODBg3H8+HH07dsXpUqVUnhgABEREVFWNB6UGj9+PGbPng1TU1OMHz8+y7yLFy/Oc2BEpBr7IlH+kV91SES59/fff2Pfvn2oW7eutkMhIiKiIkbjQakrV64gJSVF+r86/HWM6ONiXyT6OORPs2TfIcoZa2tr2Njk1209REREVJxoPCiV8TYh3jJEpD0fuy+6TNmnlBYxr02+b4eosFi/fj0WLlyIu3c/zM1QoUIFfP311+jbt6+WIyMqGmbPno1vv/0W69atg4mJibbDISIioiIkV3NKERERfQoWL16MGTNmYNSoUahbty6EEDh9+jSGDRuGFy9eYNy4cdoOkajQW7RoEe7fvw97e3u4uLgoPTDg8uXLWoqMiIiICjuNB6U6deqkcaE7duzIVTBElD32RaL8s2zZMqxcuRL9+vWT0jp06IAqVaogICCAg1JEGvjyyy+1HQIREREVURoPSllaWn7MOIhIQ+yLRPknKioKPj4+Suk+Pj6IiorSQkRERc/MmTO1HQIREREVURoPSgUHB3/MOIhIQ+yLRPmnfPny2LZtG6ZNm6aQvnXrVri7u2spKqKi6dKlS7h9+zZkMhk8PDxQo0YNbYdEREREhRznlCIiomIrMDAQ3bt3x4kTJ1C3bl3IZDKcOnUKR44cwbZt27QdHlGREBMTgx49euDYsWOwsrKCEAKvX79Go0aNsGXLFpQsWVLbIRIREVEhpfGgVM2aNXHkyBFYW1ujRo0aWT4ymxNaEn087ItE+adz5844f/48lixZgl27dkEIAQ8PD1y4cEHjqzyCgoKwY8cO/PPPPzA2NoaPjw/mz5+PihUrfuToiQqH0aNHIz4+Hrdu3ULlypUBAOHh4fDz88OYMWOwefNmLUdIREREhZXGg1IdOnSAoaEhAE5oSaRN7ItE+atWrVrYuHFjrtc/fvw4Ro4cic8//xypqamYPn06mjdvjvDwcJiamuZjpESF0/79+3H48GFpQAoAPDw88NNPP6F58+ZajIyIiIgKO40HpTJOYvkxJrR0mbIPABAxr02+l030KfnYfZHoUxcfHw8LCwvp/1mR58vK/v37FV4HBwfDzs4Oly5dQoMGDXIfKFERkZ6eDn19faV0fX19pKenayEiIiIiKiryNKfUxYsXpQktK1eujFq1auVXXESUA+yLRJqztrZGVFQU7OzsYGVlpfIWWCEEZDIZ0tLSclz+69evAQA2NjZ5jpWoKGjcuDHGjh2LzZs3w9HREQDw33//Ydy4cWjSpImWoyMiIqLCLFeDUk+ePEHPnj1x+vRpWFlZAQBevXoFHx8fbN68GU5OTvkZIxGpwb5IlHNHjx6VBoxCQ0PztWwhBMaPH4969eqhatWqavMlJycjOTlZep3dFVtEhdny5cvRoUMHuLi4wMnJCTKZDJGRkfD09MzTrbFERET06cvVoNTAgQORkpKC27dvSxO5/vvvvxg4cCAGDRqEgwcP5muQRKQa+yJRzvn6+kr/d3V1lb5EZySEwOPHj3Nc9qhRo3D9+nWcOnUqy3xBQUEIDAzMcflEhZGTkxMuX76MQ4cO4Z9//pEeGNC0aVNth0ZERESFXK4GpU6ePIkzZ84oPFmoYsWKWLZsGerWrZtvwRFR1tgXifLG1dVVupUvo7i4OLi6uubo9r3Ro0djz549OHHiBMqUKZNl3qlTp2L8+PHS6/j4eF7ZSEVes2bN0KxZM22HQUREREVIrgalypYti5SUFKX01NRUlC5dOs9BEZFm2BeJ8kY+d1Rmb9++hZGRkcZljB49Gjt37sSxY8fg6uqa7TqGhobSUzSJiqIff/wRQ4YMgZGREX788ccs844ZMybb8pYtW4Y5c+bgxYsXSE9Px5QpUxAUFAQAePfuHRo1aoRr164hOTkZOjo6cHFxwfbt21GzZk2pDCsrK2lONzknJydERkbmooZERERUEHI1KLVgwQKMHj0aP/30E2rVqgWZTIaLFy9i7Nix+P777/M7RiJSg32RKHfkVynJZDLMmDEDJiYm0rK0tDScP38e1atX16iskSNHYtOmTdi9ezfMzc0RHR0NALC0tISxsXG+x05UGCxZsgS9e/eGkZERlixZojafTCbTaFDq5cuXcHd3h5+fHxYuXKiw7MWLF7h37x6GDx+O5s2b47///oO/vz/q16+PhIQEhbyVKlXC1q1bpdfy+RaJiIiocNJ4UMra2lrh1+SEhATUqVMHenofikhNTYWenh4GDhyIL7/8Mt8DJaIP2BeJ8u7KlSsAPlzldOPGDRgYGEjLDAwMUK1aNUycOFGjslauXAkAaNiwoUJ6cHAw+vfvny/xEhU2Dx8+VPn/3Pr222/x7bffAoDSoFTZsmURGxurkKavr4/+/fvj7Nmz8Pb2ltKNjIzg5eWV53iIiIioYGg8KLV06dKPGAYRaYp9kSjv5E/dGzBgAH744QdYWFjkuiwhRH6FRVQkzZo1CxMnTlS44hAAEhMTsXDhQmmwKT89e/YMAJTmYrt27Rp0dHRgYGCAqlWrYs+ePXB0dMz37RMREVH+0HhQys/P72PGQUQaYl8kyj/BwcHaDoGoyAsMDMSwYcOUBqXevXuHwMDAfB+UevXqFQIDA+Hi4qLwUIH27dujatWqcHd3R2hoKFauXAlPT0+lq6wyio+PR3x8vPT6zZs3+RorERERZS1Xc0pllJiYqDTRcl5+cSai3GFfJMqdsLAwbN++HZGRkXj//r3Csh07dmgpKqKiQ90DA65duwYbG5t83da7d+9QuXJlCCFw8uRJhWXr16+X/t+xY0fUrl0bffv2xW+//YbevXurLK99+/Y4fvx4vsZIREREmtPJzUoJCQkYNWoU7OzsYGZmBmtra4U/IioY7ItEebNlyxbUrVsX4eHh2LlzJ1JSUhAeHo6jR4/C0tJS2+ERFWrW1tawsbGBTCZDhQoVYGNjI/1ZWlqiWbNm6NatW75t7927dyhfvjxevXqFa9euKVwlpUqvXr0AABcuXFCbZ8+ePXj8+LH0Fx4enm/xEhERUfZydaXUpEmTEBoaihUrVqBfv3746aef8N9//+Hnn3/GvHnz8jtGIlKDfZEob+bOnYslS5Zg5MiRMDc3xw8//ABXV1cMHToUpUqV0nZ4RIXa0qVLIYTAwIEDERgYqDCQa2BgABcXF4VJyPNCPiAVFxeHK1euwN3dPdt1du/eDQAoX7682jwWFhYKVxVnvJWPiIiIPr5cDUrt3bsX69evR8OGDTFw4EDUr18f5cuXh7Ozc5aXSBNR/mJfJMqb+/fvo02bNgAAQ0NDJCQkQCaTYdy4cWjcuDECAwO1HCFR4SWf49DV1RU+Pj7Q19fPdVnR0dEKt9Hdvn0bW7duRdmyZVGjRg24ubnh+fPn2LRpE1JSUnD9+nUAQLly5WBmZoajR49izpw56N+/P8qVK4cjR45g7ty5MDY2xtChQ/NWUSIiIvpocjUoFRcXB1dXVwAffmGKi4sDANSrVw/Dhw/Pv+iIKEvsi0R5Y2NjI01sXLp0ady8eROenp549eoV3r17p+XoiIoGX19f6f+5nd9wy5YtGDdunPR69+7d2L17N9zc3BASEoLo6GgAQPfu3RXWW7JkCfz9/WFqaorLly/j2LFjEEJAT08PVapUwR9//AEDA4O8VI+IiIg+olwNSpUrVw4RERFwdnaGh4cHtm3bhtq1a2Pv3r2wsrLK5xCJSB32RaK8qV+/Pg4dOgRPT09069YNY8eOxdGjR3Ho0CE0adJE2+ERFQnv3r3DpEmTsG3bNpVPuktLS8u2DH9/f/j7+6tdLoTIcv06derg1atX2W6HiIiICpdcTXQ+YMAAXLt2DQAwdepUrFixAoaGhhg3bhy+/vrrfA2QiNRjXyTKm+XLl6NHjx4APvShiRMn4tmzZ+jUqRPWrFmj5eiIioavv/4aR48elT6DVq9ejcDAQDg6Oio8EY+IiIgos1xdKZXx8upGjRrh9u3buHTpEtzc3FCtWrV8C46Issa+SJR7qamp2Lt3L1q0aAEA0NHRwaRJkzBp0iQtR0ZUtHB+QyIiIsqtXA1KZebs7AxnZ+f8KIqI8oB9kUhzenp6GD58OG7fvq3tUIiKNM5vSERERLmVq9v3AODIkSNo27Yt3NzcUL58ebRt2xaHDx/Oc0AuU/bBZcq+PJdDVFx8rL5IVBzUqVMHV65c0XYYREWafH5DANL8hgA4vyERERFlK1eDUsuXL0fLli1hbm6OsWPHYsyYMbCwsEDr1q2xfPny/I6RiNRgXyTKmxEjRmDChAlYvnw5zp49i+vXryv8EVH2OL8hERER5Vaubt8LCgrCkiVLMGrUKCltzJgxqFu3Lr777juFdCL6eNgXifJG/nj5MWPGSGkymQxCCMhkMo2eGkZU3GWe3/Cff/7BxYsXOb8hERERZStXg1Lx8fFo2bKlUnrz5s0xefLkPAdFRJphXyTKm4cPH2o7BKIiLSUlBc2bN8fPP/+MChUqAADKli2LsmXLajkyIiIiKgpydfte+/btsXPnTqX03bt3o127dnkOiog0w75IlDfyhwOo+yOirOnr6+PmzZuQyWTaDoWIiIiKII2vlPrxxx+l/1euXBnfffcdjh07Bm9vbwDAuXPncPr0aUyYMCH/oyQiCfsiUf5Zv359lsv79etXQJEQFV39+vXDmjVrMG/ePG2HQkREREWMxoNSS5YsUXhtbW2N8PBwhIeHS2lWVlZYu3Ytvvnmm/yLkIgUsC8S5Z+xY8cqvE5JScG7d+9gYGAAExMTDkoRaeD9+/dYvXo1Dh06hM8++wympqYKyxcvXqylyIiIiKiw03hQivNuEBUO2uiLLlP2KaVFzGtT4HEQ5beXL18qpd29exfDhw/nU8OINHTz5k3UrFkTAHDnzh2FZbytj4iIiLKSq4nOMxJCAOBJB5G2sS8S5Q93d3fMmzcPffr0wT///KPtcIgKvdDQUG2HQEREREVUriY6Bz7Mw+Hp6QljY2MYGxvDy8sLGzZsyM/YiEgD7ItE+U9XVxdPnz7VdhhERcq9e/dw4MABJCYmAvjfjyVERERE6uTqSqnFixdjxowZGDVqFOrWrQshBE6fPo1hw4bhxYsXGDduXH7HSUQqsC8S5c2ePXsUXgshEBUVheXLl6Nu3bpaioqoaImNjUW3bt0QGhoKmUyGu3fvoly5chg8eDCsrKywaNEibYdIREREhVSuBqWWLVuGlStXKkwA26FDB1SpUgUBAQH8IkxUQNgXifLmyy+/VHgtk8lQsmRJNG7cmF+kiTQ0btw46OvrIzIyEpUrV5bSu3fvjnHjxrEvERERkVq5GpSKioqCj4+PUrqPjw+ioqLyHBQRaYZ9kShv0tPTtR0CUZF38OBBHDhwAGXKlFFId3d3x6NHj7QUFeWaXh8gdaO2o6DMUgMyvCifh4JsAMTlYr17/79uQctLXSln8uv9zW052ti/NJV5P+wN4HyG1/fUrKdJX8tuH7+nQZ7cbENdzEDujhOZyysPIFGjNXM1KFW+fHls27YN06ZNU0jfunUr3N3dc1MkEeUC+yJRzo0fP17jvHyUPVH2EhISYGJiopT+4sULGBoaaiEiIiIiKipyNSgVGBiI7t2748SJE6hbty5kMhlOnTqFI0eOYNu2bfkdIxGpwb5IlHNXrlxReH3p0iWkpaWhYsWKAD480l5XVxe1atXSRnhERU6DBg2wfv16zJ49G8CH22DT09OxcOFCNGrUSMvRERERUWGWq0Gpzp0748KFC1i8eDF27doFIQQ8PDxw4cIF1KhRI79jJCI12BeJci7j4+sXL14Mc3NzrFu3DtbW1gCAly9fYsCAAahfv762QiQqUhYuXIiGDRvi4sWLeP/+PSZNmoRbt24hLi4Op0+f1nZ4REREVIjleFAqJSUFQ4YMwYwZM7BxI+83J9IW9kWivFu0aBEOHjwoDUgBgLW1NebMmYPmzZtjwoQJWoyOqGjw8PDA9evXsXLlSujq6iIhIQGdOnXCyJEjUapUKW2HR0RERIVYjgel9PX1sXPnTsyYMeNjxENEGtJ2X3SZsk8pLWJeGy1EQpR78fHxePbsGapUqaKQHhMTgzdv3mgpKqKiJTIyEk5OTggMDFS5rGzZslqIioiIiIoCndys1LFjR+zatSufQyGinGJfJMqbjh07YsCAAfj999/x5MkTPHnyBL///jsGDRqETp06aTs8oiLB1dUVz58/V0qPjY2Fq6urFiIiIiKioiLXT9+bPXs2zpw5g1q1asHU1FRh+ZgxY/IlOCLKGvsiUd6sWrUKEydORJ8+fZCSkgIA0NPTw6BBg7Bw4UItR0dUNAghIJPJlNLfvn0LIyMjLURERERERUWuBqVWr14NKysrXLp0CZcuXVJYJpPJ+EWYqICwLxLljYmJCVasWIGFCxfi/v37EEKgfPnySgO8RKRs/PjxAD583syYMQMmJibSsrS0NJw/fx7Vq1fXUnRERERUFORqUOrhw4fS/4UQAKDyFzIi+rjYF4nyh6mpKby8vLQdBlGRcuXKFQAfPn9u3LgBAwMDaZmBgQGqVauGiRMnais8IiIiKgJyNSgFAGvWrMGSJUtw9+5dAIC7uzv8/f0xePDgfAuOiLLHvkhERNoQGhoKABgwYAB+/PFHmJubazkiIiIiKmpyNSg1Y8YMLFmyBKNHj4a3tzcA4OzZsxg3bhwiIiIwZ86cfA2SiFRjXyQiIm3J+DAAPz8/tfl27NhREOEQERFREZSrQamVK1fi119/Rc+ePaW09u3bw8vLC6NHj+YXYaICwr5IRETaYmlpqe0QiIiIqIjL1aBUWloaPvvsM6X0WrVqITU1Nc9BEZFmCltfdJmyT+F1xLw2BR4DEREVjODgYG2HQEREREWcTm5W6tOnD1auXKmU/ssvv6B37955DoqINMO+SFR4rFixAq6urjAyMkKtWrVw8uRJbYdERERERFSo5Wmi84MHD+KLL74AAJw7dw6PHz9Gv379pEcEA8DixYvzHiURqcW+SKR9W7duhb+/P1asWIG6devi559/RqtWrRAeHo6yZctqOzwiIiIiokIpV4NSN2/eRM2aNQEA9+/fBwCULFkSJUuWxM2bN6V8fDQ90cdV2Pti5tv5AN7SR5+mxYsXY9CgQdJTL5cuXYoDBw5g5cqVCAoK0nJ0RIXfsmXLMGfOHLx48QLp6emYMmWKQt8pX7689DknZ2pqirdv30qv4+PjUa9ePdy8eRNCCNjb22Pv3r34/PPPC6weRERElDO5GpSSPwKYiLSLfZFI+96/f49Lly5hypQpCunNmzfHmTNnVK6TnJyM5ORk6XV8fPxHjZGosHv58iXc3d3h5+eHhQsXqsxTokQJHDlyRHptamqqsNzb2xv//PMP5s2bBycnJ4wYMQINGjTA69evYWBg8FHjJyIiotzJ1ZxSRERE9MGLFy+QlpYGe3t7hXR7e3tER0erXCcoKAiWlpbSn5OTU0GESlRoffvttzh16hQWLFigNo+enh68vLykPzc3N2lZZGQkwsPDMWrUKEyaNAk9e/bEkSNHkJSUpHaQi4iIiLSPg1JERET5IPNtskIItbfOTp06Fa9fv5b+Hj9+XBAhEhVp0dHR0NHRgYGBASpVqoRbt25Jy7Zv3w4A8Pf3l9Jq1qwJIyMjHDx4sKBDJSIiIg3leqJzIiIi+nBLka6urtJVUTExMUpXT8kZGhrC0NCwIMIj+iS0adMG1tbWqFatGi5fvozvv/8etWrVQkxMDCwsLPDgwQMAgKurq8J6JiYmiImJUVtufHy8wu2zb968+TgVICIiIpU4KEVERJQHBgYGqFWrFg4dOoSOHTtK6YcOHUKHDh20GBnRp+OHH36Q/t+xY0d07twZNWrUwJw5c7K85Q/I+mEf7du3x/Hjx/MtTiIiIsqZQjsoJX9qF5/URUREhd348ePRt29ffPbZZ/D29sYvv/yCyMhIDBs2TNuhEX2SqlevDn19fdy4cQMAUK5cOQDAw4cPFa6WevfuHUqWLKm2nD179ihdKeXh4fGRoiYiIqLMCu2gFBF9muQDzhlx8JmKuu7duyM2NhazZs1CVFQUqlatir/++gvOzs7aDo3ok3T37l2kpKRIDwno2rUrJk6ciB9//BFLliwBAFy9ehVJSUlo3ry52nIsLCxgYWEhveaTMImIiAoWB6WIiIjywYgRIzBixAhth0FUJEVHRyvcRnf79m1s3boVZcuWhaurK9q2bYshQ4bAw8MDFy9exIwZM6Cjo4OAgAAAQNmyZeHh4YFly5bB0dERZcqUwciRI2FkZISvv/5aS7UiIiKi7HBQioi0jldPEREVb1u2bMG4ceOk17t378bu3bvh5uaGCxcuICIiAsOGDYMQArq6unBxccFvv/0GR0dHaZ3Tp0+jQYMGmDx5MoQQsLOzw99//w0DAwNtVImIiIg0wEEpIiIiItIqf39/+Pv7q13+4sWLbMuwsrLC9evX8zEqIiIi+tgK/aBU5isoePUEEREREREREVHRp6PtAIiIiIiIiIiIqPjhoBQRERERERERERU4DkoREREREREREVGBK/RzShFR8cT55IiIiIiIiD5tHJQioiIh8yAVwIEqIiIiIiKioqzI3b6n6ospEREREREREREVLbxSioiKLF49RUREREREVHQVyUEpzjVDROpwoIqIiIiIiKhoKJKDUpmpu6WPX0SJCNDstl8eL4iIiIiIiArWJzEoRUSUV5rOV5d58IpXZhEREREREeXOJz0oxS+LRJTf+LAFIiIiIiKi/PFJD0qpkturIYiI8iK3c+FpMrjO4xoRERERERVFxW5QSlOF/WoIfrkkKrw0OX7k5RiT23Xzc4BLFR6XiIiIiIgoJ7QyKCWEAACkJ7/TxuY/CWXHbdd2CIXezcAWAID4+HgA/9vv6H/YF0neP+Tysi9kd1ySl82+qEzeJpnfD6KPgZ+L6v2vTRL/PyGvfTIxj+sXEKV6FpG4i5XkDP9X8f4kxwNIykVZ6ok38f+fN/H//9W0/Oy2k1U5mddRtS8maZhPExnLUVWuqm2rLuNNvFB4nXMqyk6VvwdJAN5l+FddLOolA0iPf/vhxXtN9xdN6pLT/eKNmnLVlROfYXnm9ysjdbEmZrNcXf6M5WZOe5spLafvuTx2VWWrKiun+7cm/SM507Kc9oXsJEplZ3e+IRNaOCN58uQJnJycCnqzVMw9fvwYZcqU0XYYhQr7ImkD+6Iy9kXSBvZFZeyLRERE+Su78w2tDEqlp6fj33//hYeHBx4/fgwLC4uCDqFYio+Ph5OTU7FrcyEE3rx5A0dHR+jo6Gg7nEIlPT0dT58+hbm5OWQymbbDydansA8X9TrkJX72RfWy6otFfZ/RBOtYsNgX1eM5au4Vpn28KGG75Q7bLXfYbrnDdssdTc83tHL7no6ODkqXLg0AsLCw4BtbwIpjm1taWmo7hEJJR0enSP5K/insw0W9DrmNn31RNU36YlHfZzTBOhYc9kXVeI6ad2y33GG75Q7bLXfYbrnDdss5Tc43+PMYEREREREREREVOA5KERERERERERFRgdPaoJShoSFmzpwJQ0NDbYVQ7LDNqaj7FPbhol6Hoh5/UVQc2px1pMKE71XusN1yh+2WO2y33GG75Q7b7ePSykTnRERERERERERUvPH2PSIiIiIiIiIiKnAclCIiIiIiIiIiogLHQSkiIiIiIiIiIipwWhuUWrFiBVxdXWFkZIRatWrh5MmT2grlkxMQEACZTKbw5+DgIC0XQiAgIACOjo4wNjZGw4YNcevWLS1GTPQ/J06cQLt27eDo6AiZTIZdu3YpLC8K+29QUBA+//xzmJubw87ODl9++SX+/fdfhTyFvR4rV66El5cXLCwsYGFhAW9vb/z999/S8sIef2GXH/t5cnIyRo8ejRIlSsDU1BTt27fHkydPCrAWWcuqjikpKZg8eTI8PT1hamoKR0dH9OvXD0+fPlUooyjXMbOhQ4dCJpNh6dKlCumFvY7FDc9PFRWHY1V+y69zgOLWbkD+nHsUx3bLKCgoCDKZDP7+/lIa2021/PjOXBzb7WPQyqDU1q1b4e/vj+nTp+PKlSuoX78+WrVqhcjISG2E80mqUqUKoqKipL8bN25IyxYsWIDFixdj+fLlCAsLg4ODA5o1a4Y3b95oMWKiDxISElCtWjUsX75c5fKisP8eP34cI0eOxLlz53Do0CGkpqaiefPmSEhIkPIU9nqUKVMG8+bNw8WLF3Hx4kU0btwYHTp0kD6MC3v8hV1+7Of+/v7YuXMntmzZglOnTuHt27do27Yt0tLSCqoaWcqqju/evcPly5cxY8YMXL58GTt27MCdO3fQvn17hXxFuY4Z7dq1C+fPn4ejo6PSssJex+KE56fKisOxKr/l1zlAcWs3IH/OPYpju8mFhYXhl19+gZeXl0I62029vH5nLq7tlu+EFtSuXVsMGzZMIa1SpUpiypQp2gjnkzNz5kxRrVo1lcvS09OFg4ODmDdvnpSWlJQkLC0txapVqwooQiLNABA7d+6UXhfV/TcmJkYAEMePHxdCFN16WFtbi9WrVxfZ+Aur3Oznr169Evr6+mLLli1Snv/++0/o6OiI/fv3F1jsmspcR1UuXLggAIhHjx4JIT6dOj558kSULl1a3Lx5Uzg7O4slS5ZIy4paHT91PD/NWnE4Vn0MuTkHYLv9T07OPYpzu71580a4u7uLQ4cOCV9fXzF27FghBPe3rOT1O3NxbbePocCvlHr//j0uXbqE5s2bK6Q3b94cZ86cKehwPll3796Fo6MjXF1d0aNHDzx48AAA8PDhQ0RHRyu0v6GhIXx9fdn+VOgV1f339evXAAAbGxsARa8eaWlp2LJlCxISEuDt7V3k4i9qNGnfS5cuISUlRSGPo6MjqlatWmTfg9evX0Mmk8HKygrAp1HH9PR09O3bF19//TWqVKmitPxTqOOnguenOVdcj1U5lZtzALZb7s49inO7jRw5Em3atEHTpk0V0tluWcvLd+bi3G75rcAHpV68eIG0tDTY29srpNvb2yM6Orqgw/kk1alTB+vXr8eBAwfw66+/Ijo6Gj4+PoiNjZXamO1PRVFR3H+FEBg/fjzq1auHqlWrAig69bhx4wbMzMxgaGiIYcOGYefOnfDw8Cgy8RdVmrRvdHQ0DAwMYG1trTZPUZKUlIQpU6agV69esLCwAPBp1HH+/PnQ09PDmDFjVC7/FOr4qeD5ac4Vx2NVTuX2HKA4t1tezj2Ka7tt2bIFly9fRlBQkNIytpt6ef3OXFzb7WPQ09aGZTKZwmshhFIa5U6rVq2k/3t6esLb2xtubm5Yt24dvvjiCwBsfyraitL+O2rUKFy/fh2nTp1SWlbY61GxYkVcvXoVr169wh9//AE/Pz8cP35cWl7Y4y/qctO+RfE9SElJQY8ePZCeno4VK1Zkm7+o1PHSpUv44YcfcPny5RzHW1Tq+CnicS3nisuxKjfy+xygOLTbxzj3+JTb7fHjxxg7diwOHjwIIyMjtfnYbso+1nfmT73dPoYCv1KqRIkS0NXVVRo9jImJURqJpPxhamoKT09P3L17V3qiANufiqKitv+OHj0ae/bsQWhoKMqUKSOlF5V6GBgYoHz58vjss88QFBSEatWq4Ycffigy8RdVmrSvg4MD3r9/j5cvX6rNUxSkpKSgW7duePjwIQ4dOiRdJQUU/TqePHkSMTExKFu2LPT09KCnp4dHjx5hwoQJcHFxAVD06/gp4flpzhWnY1Vu5OUcoDi3W17OPYpju126dAkxMTGoVauW9Flz/Phx/Pjjj9DT05PqzXbLXk6/M7Pd8k+BD0oZGBigVq1aOHTokEL6oUOH4OPjU9DhFAvJycm4ffs2SpUqBVdXVzg4OCi0//v373H8+HG2PxV6RWX/FUJg1KhR2LFjB44ePQpXV1eF5UWlHpkJIZCcnFxk4y8qNGnfWrVqQV9fXyFPVFQUbt68WWTeA/mA1N27d3H48GHY2toqLC/qdezbty+uX7+Oq1evSn+Ojo74+uuvceDAAQBFv46fEp6f5lxxOVblVH6cAxTHdlMnJ+cexbHdmjRpghs3bih81nz22Wfo3bs3rl69inLlyrHdNJTT78xst3xUUDOqZ7Rlyxahr68v1qxZI8LDw4W/v78wNTUVERER2gjnkzNhwgRx7Ngx8eDBA3Hu3DnRtm1bYW5uLrXvvHnzhKWlpdixY4e4ceOG6NmzpyhVqpSIj4/XcuREH54ecuXKFXHlyhUBQCxevFhcuXJFeiJXUdh/hw8fLiwtLcWxY8dEVFSU9Pfu3TspT2Gvx9SpU8WJEyfEw4cPxfXr18W0adOEjo6OOHjwoBCi8Mdf2OXHfj5s2DBRpkwZcfjwYXH58mXRuHFjUa1aNZGamqqtainIqo4pKSmiffv2okyZMuLq1asK/SQ5OVkqoyjXUZXMT98TovDXsTjh+amy4nCsym/5dQ5Q3NpNiPw59yiO7ZZZxqfvCcF2Uyc/vjMXx3b7GLQyKCWEED/99JNwdnYWBgYGombNmtJjUinvunfvLkqVKiX09fWFo6Oj6NSpk7h165a0PD09XcycOVM4ODgIQ0ND0aBBA3Hjxg0tRkz0P6GhoQKA0p+fn58Qomjsv6riByCCg4OlPIW9HgMHDpSO0SVLlhRNmjSRTgqFKPzxF3b5sZ8nJiaKUaNGCRsbG2FsbCzatm0rIiMjtVAb1bKq48OHD9X2k9DQUKmMolxHVVQNShX2OhY3PD9VVByOVfktv84Bilu7CZE/5x7Fsd0yyzwoxXZTLT++MxfHdvsYZEIIkf/XXxEREREREREREalX4HNKERERERERERERcVCKiIiIiIiIiIgKHAeliIiIiIiIiIiowHFQioiIiIiIiIiIChwHpYiIiIiIiIiIqMBxUIqIiIiIiIiIiAocB6WIiIiIiIiIiKjAcVCKiIiIiIiIiIgKHAel8iAkJARWVlbS64CAAFSvXj1HZchkMuzatUvt8oiICMhkMly9ejVXMX5sx44dg0wmw6tXr7QdCuWTorxfZ45dG1xcXLB06dIC2Vbfvn0xd+5c6fW7d+/QuXNnWFhYFMl++eeff6JGjRpIT0/XdiiUBw0bNoS/v7+2w1CQ3TGJiIiIiLSDg1JERLmgbgAsLCwMQ4YM+ejbv379Ovbt24fRo0dLaevWrcPJkydx5swZREVFwdLS8qPHkZ/atm0LmUyGTZs2aTsUyoMdO3Zg9uzZAAp2kBZQP4geFRWFVq1aFVgcRESfgtz8MJmfZsyYoXBOJYTAkCFDYGNjU6h/tFfnxo0bKFOmDBISErQdClGhwkGpYigtLY1XIhCp8f79+zytX7JkSZiYmORTNOotX74cXbt2hbm5uZR2//59VK5cGVWrVoWDgwNkMpnSenmt38c2YMAALFu2TNthUB7Y2Ngo7Jf5Ia/7rYODAwwNDfMpGiKiok8mk2X5179/f0ycOBFHjhzRSnzPnj3DDz/8gGnTpklp+/fvR0hICP78809ERUWhatWqWokttzw9PVG7dm0sWbJE26EQFSrFflDq999/h6enJ4yNjWFra4umTZsiISEBJ06cgL6+PqKjoxXyT5gwAQ0aNNCo7LCwMDRr1gwlSpSApaUlfH19cfnyZaV88l9wjY2N4erqiu3bt2dZbnh4OFq3bg0zMzPY29ujb9++ePHihdr88is6/vzzT3h4eMDQ0BCPHj3SKD6ZTIbVq1ejY8eOMDExgbu7O/bs2aN2W4mJiWjTpg2++OILxMXFZdNC9LEUh/0a+LBvly1bFiYmJujYsSNiY2MVlvfv3x9ffvmlQpq/vz8aNmwovW7YsCFGjRqF8ePHo0SJEmjWrBkAYPHixfD09ISpqSmcnJwwYsQIvH37FsCH21YHDBiA169fSydvAQEBAJSvDImMjESHDh1gZmYGCwsLdOvWDc+ePZOWy3+F3LBhA1xcXGBpaYkePXrgzZs3auudnp6O7du3o3379gr1WLRoEU6cOAGZTCbV0cXFBXPmzEH//v1haWmJr776CgAwefJkVKhQASYmJihXrhxmzJiBlJQUpbjWrl2LsmXLwszMDMOHD0daWhoWLFgABwcH2NnZ4bvvvlOI7fXr1xgyZAjs7OxgYWGBxo0b49q1a9Lya9euoVGjRjA3N4eFhQVq1aqFixcvSsvbt2+PCxcu4MGDB2rrT4Wb/Pa9hg0b4tGjRxg3bpzUT+TOnDmDBg0awNjYGE5OThgzZozCL8e52W9DQkIQGBiIa9euSdsLCQkBoHz73o0bN9C4cWPpGDlkyBCpfwP/O3Z8//33KFWqFGxtbTFy5EiFPkJEVJRFRUVJf0uXLoWFhYVC2g8//AAzMzPY2tpqJb41a9bA29sbLi4uUtr9+/dRqlQp+Pj4wMHBAXp6ekrrFYUf31auXIm0tDRth0JUaBTrQamoqCj07NkTAwcOxO3bt3Hs2DF06tQJQgg0aNAA5cqVw4YNG6T8qamp2LhxIwYMGKBR+W/evIGfnx9OnjyJc+fOwd3dHa1bt1b6sjljxgx07twZ165dQ58+fdCzZ0/cvn1bbcy+vr6oXr06Ll68iP379+PZs2fo1q1blrG8e/cOQUFBWL16NW7dugU7OzuN4wsMDES3bt1w/fp1tG7dGr1791Y54PT69Ws0b94c79+/x5EjR2BjY6NRO1H+Ki779fnz5zFw4ECMGDECV69eRaNGjTBnzhyN6pDZunXroKenh9OnT+Pnn38GAOjo6ODHH3/EzZs3sW7dOhw9ehSTJk0CAPj4+CidwE2cOFGpXCEEvvzyS8TFxeH48eM4dOgQ7t+/j+7duyvku3//Pnbt2oU///wTf/75J44fP4558+apjff69et49eoVPvvsMyltx44d+Oqrr+Dt7Y2oqCjs2LFDWrZw4UJUrVoVly5dwowZMwAA5ubmCAkJQXh4OH744Qf8+uuvSr/c3b9/H3///Tf279+PzZs3Y+3atWjTpg2ePHmC48ePY/78+fjmm29w7tw5qb5t2rRBdHQ0/vrrL1y6dAk1a9ZEkyZNpGNG7969UaZMGYSFheHSpUuYMmUK9PX1pW06OzvDzs4OJ0+ezP6No0Jtx44dKFOmDGbNmiX1E+DDgFCLFi3QqVMnXL9+HVu3bsWpU6cwatQohfVzut92794dEyZMQJUqVaTtZe5rwIfPw5YtW8La2hphYWHYvn07Dh8+rLT90NBQ3L9/H6GhoVi3bh1CQkKkQS4ioqLOwcFB+rO0tIRMJlNKy3z7nnzAfu7cubC3t4eVlRUCAwORmpqKr7/+GjY2NihTpgzWrl2rsK3//vsP3bt3h7W1NWxtbdGhQwdERERkGd+WLVsUfnzr378/Ro8ejcjISMhkMmmwKjc/LgKKP9pXrFgRJiYm6NKlCxISErBu3Tq4uLjA2toao0ePVhhAev/+PSZNmoTSpUvD1NQUderUwbFjx6Tljx49Qrt27WBtbQ1TU1NUqVIFf/31l7S8RYsWiI2NxfHjxzV9q4g+faIYu3TpkgAgIiIiVC6fP3++qFy5svR6165dwszMTLx9+1YIIURwcLCwtLSUls+cOVNUq1ZN7fZSU1OFubm52Lt3r5QGQAwbNkwhX506dcTw4cOFEEI8fPhQABBXrlwRQggxY8YM0bx5c4X8jx8/FgDEv//+q3K7wcHBAoC4evWq2tiyiu+bb76RXr99+1bIZDLx999/CyGECA0NFQDEP//8I6pVqyY6deokkpOTs9wOfVzFZb/u2bOnaNmypUJa9+7dFWL38/MTHTp0UMgzduxY4evrK7329fUV1atXV1s/uW3btglbW1vpdeZ2knN2dhZLliwRQghx8OBBoaurKyIjI6Xlt27dEgDEhQsXhBAf2tfExETEx8dLeb7++mtRp04dtbHs3LlT6OrqivT09CzrJo/nyy+/zLZ+CxYsELVq1ZJeq4qrRYsWwsXFRaSlpUlpFStWFEFBQUIIIY4cOSIsLCxEUlKSQtlubm7i559/FkIIYW5uLkJCQrKMpUaNGiIgICDbmKlw8vX1FWPHjhVCKPYHub59+4ohQ4YopJ08eVLo6OiIxMREab3c7reqjlcAxM6dO4UQQvzyyy/C2tpaOuYJIcS+ffuEjo6OiI6OFkJ8OHY4OzuL1NRUKU/Xrl1F9+7ds42JiKioUXdOk/mY6ufnJ8zNzcXIkSPFP//8I9asWSMAiBYtWojvvvtO3LlzR8yePVvo6+tL5z4JCQnC3d1dDBw4UFy/fl2Eh4eLXr16iYoVK6r9zhAXFydkMpk4d+6clPbq1Ssxa9YsUaZMGREVFSViYmKEEB8+c8zMzMTXX38t/vnnH3H79m0hhBBLliwRR48eFQ8ePBBHjhwRFStWlM5D5XXW19cXzZo1E5cvXxbHjx8Xtra2onnz5qJbt27i1q1bYu/evcLAwEBs2bJFWq9Xr17Cx8dHnDhxQty7d08sXLhQGBoaijt37gghhGjTpo1o1qyZuH79urh//77Yu3evOH78uEL9ateuzfMcogyK9ZVS1apVQ5MmTeDp6YmuXbvi119/xcuXL6Xl/fv3x71796SrANauXYtu3brB1NRUo/JjYmIwbNgwVKhQAZaWlrC0tMTbt28RGRmpkM/b21vptborSi5duoTQ0FCYmZlJf5UqVQLw4aoGdQwMDODl5ZWr+DKuZ2pqCnNzc8TExCjkadq0KcqVK4dt27bBwMBAbRz08RWX/fr27dsqt5EbGa84kgsNDUWzZs1QunRpmJubo1+/foiNjc3R5JS3b9+Gk5MTnJycpDQPDw9YWVkptIWLi4vCHDylSpVS6mMZJSYmwtDQUOWcUaqoqt/vv/+OevXqwcHBAWZmZpgxY4bSe5g5Lnt7e3h4eEBHR0chTR7rpUuX8PbtW9ja2iq8lw8fPpTex/Hjx2Pw4MFo2rQp5s2bp/L9NTY2xrt37zSqGxU9ly5dQkhIiMI+0qJFC6Snp+Phw4dSvtzut9m5ffs2qlWrpnDMq1u3LtLT0/Hvv/9KaVWqVIGurq70Ort+SURUHNjY2ODHH39ExYoVMXDgQFSsWBHv3r3DtGnT4O7ujqlTp8LAwACnT58G8OGKJx0dHaxevRqenp6oXLkygoODERkZqXCFUUaPHj2CEAKOjo5SmqWlJczNzaGrqwsHBweULFlSWla+fHksWLAAFStWlM4f/f390ahRI7i6uqJx48aYPXs2tm3bprCdlJQUrFy5EjVq1ECDBg3QpUsXnDp1CmvWrIGHhwfatm2LRo0aITQ0FMCHc9LNmzdj+/btqF+/Ptzc3DBx4kTUq1cPwcHBAD5M21C3bl14enqiXLlyaNu2rdIUGaVLl872SjGi4kT5RtxiRFdXF4cOHcKZM2dw8OBBLFu2DNOnT8f58+fh6uoKOzs7tGvXDsHBwShXrhz++usvtQdPVfr374/nz59j6dKlcHZ2hqGhIby9vTW611ndl8309HS0a9cO8+fPV1pWqlQpteUZGxsrlalpfBlvrZHHlnmi9DZt2uCPP/5AeHg4PD09s6wbfVzFZb8WQmS7PR0dHaV8quaEyTwg9+jRI7Ru3RrDhg3D7NmzYWNjg1OnTmHQoEE5mlNGCKGyzpnTNeljGZUoUQLv3r3D+/fvNRoEzly/c+fOoUePHggMDESLFi1gaWmJLVu2YNGiRQr5VMWVVazp6ekoVaqUyv1J/qTCgIAA9OrVC/v27cPff/+NmTNnYsuWLejYsaOUNy4uTuFkkz4t6enpGDp0KMaMGaO0rGzZstL/c7vfZkddvwSQp35JRFQcVKlSRenHqYwTjuvq6sLW1lbhB6t79+4pPQAjKSlJ7Q+PiYmJAAAjIyONYlL34+LcuXMRHh6O+Ph4pKamIikpCQkJCdLni4mJCdzc3BTq4uLiAjMzM4U0eV0uX74MIQQqVKigsK3k5GRp7q0xY8Zg+PDhOHjwIJo2bYrOnTsrXRjAH9+IFBXrQSngw0lm3bp1UbduXXz77bdwdnbGzp07MX78eADA4MGD0aNHD5QpUwZubm6oW7euxmWfPHkSK1asQOvWrQEAjx8/Vjlx87lz59CvXz+F1zVq1FBZZs2aNfHHH3/AxcVF5eR+OaFpfJqYN28ezMzM0KRJExw7dgweHh55io3ypjjs1x4eHtLVXhm3kVHJkiVx8+ZNhbSrV68qfdnM7OLFi0hNTcWiRYukE6/Mv64ZGBhkO0mlh4cHIiMj8fjxY+lqqfDwcLx+/RqVK1fOct2syOd3CA8Pz9Wjmk+fPg1nZ2dMnz5dSnv06FGu45GrWbMmoqOjoaenpzAxaWYVKlRAhQoVMG7cOPTs2RPBwcHSoJT8JFXdvkJFi6p+UrNmTdy6dQvly5fPUVma7Lea9st169YpfDE5ffo0dHR0lL5oEBGRotz8YFWrVi389ttvSmWp+wGqRIkSAICXL19q9CNVbn9czE1ddHV1cenSJYUraQFIA1mDBw9GixYtsG/fPhw8eBBBQUFYtGgRRo8eLeWNi4tTGAwjKu6K9e1758+fx9y5c3Hx4kVERkZix44deP78ucKXRfmvsXPmzNF4Imi58uXLY8OGDbh9+zbOnz+P3r17w9jYWCnf9u3bsXbtWty5cwczZ87EhQsXlCZclRs5ciTi4uLQs2dP6QlVBw8exMCBA3P8FAdN49PU999/j969e6Nx48b4559/cl0O5U1x2a/HjBmD/fv3Y8GCBbhz5w6WL1+O/fv3K+Rp3LgxLl68iPXr1+Pu3buYOXOm0iCVKm5ubkhNTcWyZcvw4MEDbNiwAatWrVLI4+Ligrdv3+LIkSN48eKFyl+8mjZtCi8vL/Tu3RuXL1/GhQsX0K9fP/j6+qr8VU9TJUuWRM2aNXHq1KlcrV++fHlERkZiy5YtuH//Pn788Ufs3Lkz1/HINW3aFN7e3vjyyy9x4MABRERE4MyZM/jmm29w8eJFJCYmYtSoUTh27BgePXqE06dPIywsTGHfPHfunHT1HRV9Li4uOHHiBP777z9p8Hry5Mk4e/YsRo4ciatXr+Lu3bvYs2ePwgm7Kprsty4uLnj48CGuXr2KFy9eIDk5Wamc3r17w8jICH5+frh58yZCQ0MxevRo9O3bF/b29vlXeSIiQs2aNXH37l3Y2dmhfPnyCn+WlpYq13Fzc4OFhQXCw8Nztc2MPy5+8cUXqFChAp4+fZqXagAAatSogbS0NMTExCjVxcHBQcrn5OSEYcOGYceOHZgwYQJ+/fVXhXJu3rzJH9+IMijWg1IWFhY4ceIEWrdujQoVKuCbb77BokWL0KpVKymPjo4O+vfvj7S0NIWrPjSxdu1avHz5EjVq1EDfvn0xZswY2NnZKeULDAzE/7V3PyFN/3Ecx18qMdxFEkf/oKLhTjLmYTACh6axOqwhihZjO4i6DoPppVMKdjDmwR3y2EVhrC5Bl2gdihF62EBwR4O2QyFIGdohFOTzO/xI0rQsx76Vz8f5+/3s9YHP6f3+7vN+9OiR3G63ZmdnlU6nD/zS6OzZs5qfn9f29rYCgYBaWlqUSCTU0NCw61PaSub7FalUSn19fbpy5YqWl5ePtBZ+z3E51z6fTw8fPtSDBw/k8Xj04sUL3b17d9czgUBAY2NjunPnjrxerz5//nyo/Xo8Hk1PTyuZTKqlpUXpdFr379/f9czly5d1+/Zt9ff3y+FwaGpq6rt1vo6hP3nypPx+/87da48fP/5php8ZHh7et+t4GKFQSKOjo4rH4/J4PFpYWNiZbnYUNTU1evbsmfx+vwYGBuRyuXTz5k2Vy2WdOnVKdXV1+vjxo6LRqFwul/r6+nT9+nVNTEzsrJHJZBQOh2W324+cB9a7d++eyuWynE7nTrfb7XYrl8vpzZs3amtrU2trq8bGxn74F3TpcOe2p6dH165dU0dHhxwOhzKZzHfr2O12ZbNZra2tyev1qre3V52dnZqZmancxgEAkv5vBDQ1NSkUCun169cqlUrK5XJKJBJ69+7dvu/U1taqq6vrt5tvh2ku/g6Xy6VwOKxoNKonT56oVCqpUCgomUzuTNgbGRlRNptVqVTS4uKiXr58uav5Vi6X9f79e3V1dR05D/DPsPCS9b/G4OCgCQaDVscAKopz/Xf78uWLOX/+vFlYWLA6SsWsrq6axsZG8/btW6ujAABwbPzK9L29U42/nbj61d7JqysrKyYajZqmpiZjs9nMpUuXzNDQkFlfXz8w0/Pnz825c+d2TfxNpVLmwoULP/19Y4yZnp42Z86cMfX19SYQCJi5uTkjyXz69OnAPe83wXXvnre2tsz4+Li5ePGiOXHihDl9+rTp7u42xWLRGGNMPB43TqfT2Gw243A4TCQSMR8+fNh5f3Jy0gQCgQP3DRxHNcYc4rbgY2p9fV2FQkE3btzQ06dPdfXqVasjAUfGuf535HI5bWxsKBgMWh2lIvL5vEqlkvr7+62OAgAALGSMkc/n08jIiG7dumV1nIrY3NxUc3OzMpnML93nCvzrKEr9QHt7u/L5vGKxmFKplNVxgIrgXAMAAOBPt7S0pGKxqEgkYnWUilheXtarV68Ui8WsjgL8UShKAQAAAAAAoOqO9UXnAAAAAAAAsAZFKQAAAAAAAFQdRSkAAAAAAABUHUUpAAAAAAAAVB1FKQAAAAAAAFQdRSkAAAAAAABUHUUpAAAAAAAAVB1FKQAAAAAAAFQdRSkAAAAAAABU3X8JHohoU9o6dgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 74%|█████████████████████████▏        | 75/101 [01:44<00:35,  1.35s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 99%|████████████████████████████████▋| 100/101 [02:18<00:01,  1.36s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████| 101/101 [02:20<00:00,  1.40s/it]\n",
+      "Reindexing: 100%|█████████████| 5/5 [00:01<00:00,  4.67model snapshot/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "new_model_key = {\n",
+    "    **new_params_key,\n",
+    "    \"pose_group_name\": model_key[\"pose_group_name\"],\n",
+    "}\n",
+    "MoseqModelSelection().insert1(new_model_key, skip_duplicates=True)\n",
+    "MoseqModel().populate(new_model_key)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Hyperparameter search (kappa)\n",
+    "\n",
+    "The relational database structure makes it relatively easy to train and organize \n",
+    "multiple models on the same data. Here we demonstrate leveraging this architecture to\n",
+    "test values of `kappa` in the moseq model. The `kappa` value determines the rate\n",
+    "of syllable transitions, with larger values corresponding to longer syllables \n",
+    "([moseq docs](https://keypoint-moseq.readthedocs.io/en/latest/advanced.html#automatic-kappa-scan)).\n",
+    "This value will likely need tuned for your specific data to achieve a syllable \n",
+    "distribution at appropriate timescales.\n",
+    "\n",
+    "To do so we will make a set of parameter entries with varying values of kappa and then\n",
+    "training an initial model for each. Looking at the results above, we see a shorter\n",
+    "median distribution (~3 frames = 100ms) than we would like \n",
+    "([recommended ~400ms](https://keypoint-moseq.readthedocs.io/en/latest/FAQs.html#modeling))\n",
+    ". We will therefore try several parameter sets with larger kappa values.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "            background-color: black;\n",
+       "            color: #fff;\n",
+       "            text-align: center;\n",
+       "            padding: 5px 0;\n",
+       "            border-radius: 6px;\n",
+       "            /* Position the tooltip text - see examples below! */\n",
+       "            position: absolute;\n",
+       "            z-index: 1;\n",
+       "        }\n",
+       "        #primary {\n",
+       "            font-weight: bold;\n",
+       "            color: black;\n",
+       "        }\n",
+       "        #nonprimary {\n",
+       "            font-weight: normal;\n",
+       "            color: white;\n",
+       "        }\n",
+       "\n",
+       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
+       "        .djtooltip:hover .djtooltiptext {\n",
+       "            visibility: visible;\n",
+       "        }\n",
+       "    </style>\n",
+       "    \n",
+       "    <b></b>\n",
+       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "        <table border=\"1\" class=\"Table\">\n",
+       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
+       "                            <p id=\"primary\">model_params_name</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div></th><th><div class=\"djtooltip\">\n",
+       "                            <p id=\"nonprimary\">model_params</p>\n",
+       "                            <span class=\"djtooltiptext\"></span>\n",
+       "                        </div> </th> </tr> </thead>\n",
+       "            <tbody> <tr> <td>tutorial_grouptutorial_kappa4_mini_extension001</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa4_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa5_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa6_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa7_mini</td>\n",
+       "<td>=BLOB=</td></tr><tr><td>tutorial_kappa8_mini</td>\n",
+       "<td>=BLOB=</td> </tr> </tbody>\n",
+       "        </table>\n",
+       "        \n",
+       "        <p>Total: 6</p></div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "*model_params_ model_para\n",
+       "+------------+ +--------+\n",
+       "tutorial_group =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       "tutorial_kappa =BLOB=    \n",
+       " (Total: 6)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "original_params = (MoseqModelParams() & model_key).fetch1(\"model_params\")\n",
+    "\n",
+    "new_params_key_list = []\n",
+    "for i in [5, 6, 7, 8]:\n",
+    "    new_params = original_params.copy()\n",
+    "    new_params[\"kappa\"] = 10**i\n",
+    "    new_params[\"num_epochs\"] = 100\n",
+    "    new_model_params_name = f\"tutorial_kappa{i}_mini\"\n",
+    "    new_params_key = {\n",
+    "        \"model_params_name\": new_model_params_name,\n",
+    "        \"model_params\": new_params,\n",
+    "    }\n",
+    "    new_params_key_list.append(new_params_key)\n",
+    "    MoseqModelParams().insert1(new_params_key, skip_duplicates=True)\n",
+    "\n",
+    "MoseqModelParams() & \"model_params_name LIKE '%tutorial_kappa%'\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can now train a model for each of these entries. We are training several different\n",
+    "models here, so depending on your hardware, now may be a good time for a coffee break."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/411c8460ca6c2e53b6\n",
+      "e62826b7e49bd7/411c8460ca6c2e53b6e62826b7e49bd7_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 49%|█████████████████▏                 | 25/51 [00:32<00:33,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 98%|██████████████████████████████████▎| 50/51 [01:05<00:01,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████| 51/51 [01:07<00:00,  1.32s/it]\n",
+      "/home/sambray/mambaforge-pypy3/envs/spyglass-moseq-1/lib/python3.9/site-packages/keypoint_moseq/fitting.py:589: UserWarning:\n",
+      "\n",
+      "'kappa' with <class 'int'> will be cast to <class 'float'>\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/411c8460ca6c2e53b6\n",
+      "e62826b7e49bd7/411c8460ca6c2e53b6e62826b7e49bd7_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 25%|████████▍                         | 25/101 [00:33<01:40,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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jY1lZ1qtXT7i4uIioqCjZPAcNGiSMjY2l1//Ssl8kFRcXJ6pXry4sLS1FaGiobFpiYqKYMGGCUCqV0voXKFBAXLt2Ldn5qaheX929e7eUFh4eLsXp4uIi1q1bJ44dOyb69esnAIixY8dKeVWv7zk7O8vqWXR0tLC1tRW1a9dOdtlLly4VAMTmzZtl6aGhoUJfX18MHjxYlh4TEyMcHR1F27ZtpbSEhARRsWJF0aFDBylN0+t7u3fv1vgq6apVqwQAUaRIESlN9UpVixYtZHnPnDkjAIipU6cKIYR4/fq1MDY2TjZfSq/v3bt3TwDQWPfTKj4+XsTFxYmePXuK0qVLy6YBEFZWVhpfQVUdH1OTltf30rLtunbtKgCI1atXp7h81XHsyZMnanU3pXNF0lcoly1bJgCIbdu2yfLNmDFD7RVOAMLBwUFER0dLaREREUKpVIrp06enGG9SKW3rAwcOiHHjxom9e/eK4OBgsWjRIuHi4iLMzMzE9evX07QcIiLKemyUIiL6xm3fvl0YGhqKO3fuSGlZ1Sh1//59AUBMmzYtxd8/fvxYFCpUSFSuXFls375dBAcHi5kzZwpLS0vRo0cPWd7GjRuLatWqyRqrNDVK9e7dWwAQ9erVk6Vfu3ZNrYHHwMBA9OvXTy0uVaOU6oZ9zJgxAkCKDRdCCPHo0SPRoUMH4eDgIBQKhayhbcuWLbLlamoQGDZsmAAgHjx4kKblfunVq1fCx8dH2Nvbi0ePHsmmVa5cWfj4+Ii4uDjZJyYmRigUCvHDDz+kOO/Zs2cLAGLnzp1q08LDw8WlS5fEoUOHxI8//igMDQ3FoEGDZHn8/f2FhYWF2m9VN96qRouff/5ZABBeXl4iPj5eyvfs2TNhamoqOnbsKIQQ4sOHD9JNeNJ12r9/v6yhLS37xZcSExNFly5dhJ6enqzxSGXKlCnC1NRUTJ48WQQFBYk//vhD1KlTR+TJk0dcvXo12bJcsWKFACBGjhwpS3/69Km0z5w7d042rXnz5sLY2FjExMQIIf7XKJW0nIX4XNcNDQ1l5felcuXKCTs7O7X+tVRxXbp0Sa1M27VrJ+zt7aW8s2bNEra2trL+sjQ1SsXGxopChQoJZ2dncfjwYfH69Wtx4MAB4eDgIPT09ESxYsWkvKpGqe3bt6vF7OrqKmrVqiWEENL2TS5fSo1So0aNylBfQtu2bRN+fn7CzMxMVseNjY1l+TQ1rqVVWhql0rLtVI1SSRtzhfjc/1nfvn2Fi4uLrLEVgAgMDEw1DiHUG6Xatm0rzMzM1P7Y8Pz5cwFA/Pjjj1IaANG+fXu1eTo6Omo8Xqckrdta1Wdh06ZN07QcIiLKehx9j4joG/b27VsMHDgQgwcPhrOzs/TKi+o1mjdv3sDAwEDt9bjM8t9//wFAqq8Mjh49GtHR0bh+/boUS7Vq1ZAnTx706NEDXbp0gb+/P7Zv346DBw/i9OnTaqMHfvr0CW/evIGZmRkMDAyk/pXq1asny1eqVCk4OTnh6tWrUpqdnR1evXqlFldkZCQAwNbWVlofPT09ODo6Jrsub9++RdWqVWFsbIypU6eiSJEiMDU1RVhYGFq2bCl77c3Ozg4RERFqMTZo0ADz58/H1atXUahQIa2W+6XXr1+jTp06ePr0KY4fP46CBQvKpj9//hwPHz6U+vJK6ss+YzTp1KkTRo0ahfPnz6v16eXo6CjFWbduXdjY2GD06NHo0aMHSpcuLeXTNDqb6neqbaHahrVr15b1SeXk5ISSJUtK2/DVq1eIj4/HwoULsXDhwhTXKS37hYoQAr169cLGjRuxbt06NGvWTDb93r17mDBhAmbOnIlRo0ZJ6Q0aNICXlxdGjBiBoKAgtfmuWbMGffv2RZ8+fTBr1izZNBsbGygUClhYWKBSpUqyaQ0aNMDu3btx9+5dqc8wABr3D0dHR3z69Alv375V6/Pq5s2buHz5MoYOHar2Sp3q9drkRuNT9SkXGhqKCRMmIDAwEIaGhtIxJj4+HomJiXjz5g2MjIxgYmICQ0NDHDhwAJ07d0bdunUBAGZmZpg2bRqmTJmCfPnyaYxfU5pqH1H9m1y+5MTFxWH9+vUoWbIkypUrl2y+5OzcuRNt27ZFmzZt8P3338PR0RH6+vpYunQpVq9erZbfyckpzctIL223nYqpqSksLS1laYmJiahbty6ePXuG8ePHw9vbG2ZmZkhMTESlSpWSfX03Na9evYKjoyMUCoUs3d7eHvr6+mrHYU395BkZGaVp+enZ1m5ubqhSpQrOnz+v9XKIiEg32ChFRPQNe/nyJZ4/f445c+Zgzpw5atNtbGzQrFkz7N69+6ssP2/evACAf//9N8V8169fh5eXl1rjmOqm6vbt2/D398ft27cRHx+vdpMOACtWrMCKFSuwa9cuNG/eXGMfUSpCCNmNmbe3N27duqWWT5VWokQJaX0SEhIQERGR7E3m8ePH8ezZM5w4cQL+/v5S+pd94Kj4+PggIiJCY3zA/24etVmuyuvXr1G7dm08fvwYx44d01gOefLkgYmJicabZ9V0bWjT2b2q0eTvv/+WNUp92aeYiqosVDei2m5DGxsb6OnpoXPnzhg4cKDG/Kr+ktKyX6jSevXqhTVr1mDVqlXo1KmT2u9u3LgBIYRaI4CBgQFKliyJ4OBgtd+sWbMGvXr1QteuXbFs2TK1m3QTExMULlxYq/1DRVPeiIgIGBoaauznadWqVQCgseNn1T6wfft2uLq6qk1X+eeff/DhwwcMHTpU1h+Yio2NDYYOHYr58+cDAAoVKoRz587h6dOniIyMhIeHB6KiojB06FBUq1ZNY/ya0goVKgTgf/tKcvmS66/pzz//xIsXLzB+/Phk1y0lGzduhLu7O7Zu3Srbdkk761ZJun2/Jm23nYqm2G7fvo0bN25g7dq16Nq1q5T+8OHDDMVmZ2eHCxcuQAghW+6LFy8QHx+v9bEnLdK7rTUdD4iI6NvDIzUR0TfM0dERQUFBap969erB2NgYQUFBmDp16ldbfpEiReDh4YHVq1cne7MGfB7R7M6dO3j79q0sXdVBs+pJq27dumlcHwBo3rw5goKCUKVKFQCfnyYxNTVVG4Xr6tWriIiIkDVstWjRAn/99RcuXLggpcXHx2Pjxo2oWLEinJ2dpXkCwNKlS5NdF9WNVtInT3799Ve1vK1atQIAtRj3798PpVIpNXJos1zgfw1S//zzDw4fPixrBPpS48aN8ejRI9jZ2aFcuXJqn9Q6XlaNHKapcTAp1fZRNSKoxMTEyEYsBIDffvsNSqVSapyoWLEiXFxccPjwYdmofM+ePcONGzek5ZuamqJGjRq4du0afHx8NK6TqvEiLfuFEAK9e/fGmjVr8Ouvv6J79+4a11G1fyR9qiI2NhZXr15Ve1Jw7dq16NWrFzp16oSVK1cm22DRqlUrREdH4+zZs7L0/fv3w9zcXNYxOvD56Z2PHz9K32NiYrB3715UrVpVbfTD2NhYbNy4ERUqVJAaXb9Ur1496Ovr49GjRxrLU/XESalSpTTWyZIlS8LNzQ1BQUEYNGiQ2vzz5csHb29vmJqaYtasWTAzM0PPnj3V8m3atEn2/ezZs3jy5Ik0olulSpVgbGycbL7krFq1CsbGxujYsWOyeVKiUChgaGgo23YREREaR9/7WlTHmKRPDWm77VKSluNYcnFoUqtWLbx9+1btDyGqzuFVI/9lpvRs68ePH+PMmTNaHeOIiEi3+KQUEdE3TDVSWVJr166Fnp6e2rT//vtPeqpD9ZTQgQMHkDdvXuTNm1f25M/ly5elkd+io6MhhMD27dsBfH7CSfUX+sWLF6NJkyaoVKkShg8fjgIFCiA0NBSHDh2SbiSHDRuG5s2bo06dOhg+fDjy5MmD8+fPY/r06fDy8pIaZVIaqSpfvnyy9bG2tsbkyZMxatQodOvWDR06dEBERATGjx+PAgUKYMCAAVLeHj16YPHixWjTpg0CAwNhb2+PJUuW4P79+zh69KiUr2rVqujcuTOmTp2K58+fo3HjxjAyMsK1a9dgamqKwYMHw8/PDzY2NujXrx8mTpwIAwMDbNq0CTdu3FCLuXv37vj1118xYMAAvHz5El5eXjh69CgWL16MAQMGSGWozXI/fPggDfk+f/58xMfHyxpJ8ubNCw8PD6m8d+zYgWrVqmH48OHw8fFBYmIiQkNDcfjwYYwcORIVK1bEqVOn8PPPP6NFixYoWLAgPn78iAMHDmD58uWoWbOmbDTBiRMn4vnz56hWrRry5cuHN2/e4ODBg1ixYgXatGmDsmXLytbdzs4O/fv3R2hoKIoUKYL9+/djxYoV6N+/PwoUKADg85NA8+bNQ9u2bdGsWTP0798f7969w5QpU2BoaIgxY8ZI81uwYAGqVKmCqlWron///nBzc0NMTAwePnyIvXv3SqMQpmW/GDJkCFatWoUePXrA29tbVp5GRkZSo1+VKlVQvnx5TJo0Ce/fv0e1atUQFRWFhQsX4vHjx9iwYYP0u99//x09e/ZEqVKl0LdvX1y8eFFWLqVLl5Zu8keNGoVNmzahTZs2mDJlClxcXLB9+3bs2bMHs2fPhomJiey3enp6qFOnDkaMGIHExETMmDED0dHRstEHVXbv3o3IyEiNT0kBn+va5MmTMW7cOPzzzz+oX78+bGxs8Pz5c1y8eBFmZmYICAiAtbW1xmOMtbU14uPj1abNnDkTjo6OKFCgAJ4/f45t27Zh9+7d2LBhg8bX9y5fvoxevXqhTZs2CAsLw7hx45AvXz5pO9nY2GDUqFGYOnWqLN+kSZOSfX3v2bNnOHjwINq1awcbGxuNeVLTuHFj7Ny5EwMGDEDr1q0RFhaGKVOmwMnJCQ8ePNB6PqrG2vQ8geTt7Q3g877ftWtXGBgYoGjRolpvu5QUK1YMHh4eGD16NIQQsLW1xd69e3HkyBGt47CwsFDL26VLFyxevBhdu3ZFSEgIvL29cfr0aUybNg0NGzZE7dq101wOKdFmW9euXRvVqlWDj48PLC0tcevWLcycORMKhQJTpkzJ1HiIiOgr0ElPVkRElCHJdXSu6kxX0ydph8GqDnI1fdasWSPLe+7cOdGgQQNhZWUljIyMhIeHhxg+fLgsz/Hjx0XdunWFo6OjMDExEUWKFBEjR44UL1++THV9oKGjc5UVK1aIEiVKCENDQ2FnZyc6duwowsLC1PJFRESILl26CFtbW2FsbCwqVaokjhw5opYvISFBzJs3T5qnlZWV8PX1FXv37pXynD17Vvj6+gpTU1ORN29e0atXL3H16lWNZfPq1SvRt29f4eDgIAwMDESRIkXErFmz1Ea2S225qs6uk/t07dpVNr+3b9+Kn376SRQtWlSan7e3txg+fLiIiIgQQgjx4MED0bBhQ5EvXz5hZGQkjI2Nhbe3t/j555/VOsbes2ePqF27tnBwcBD6+vrC3NxcVKhQQfzyyy8iLi5OllfVCfaJEydEuXLlhJGRkXBychJjx45VyyvE51HbypcvL4yNjYWVlZVo2rSprON+lcePH4sePXqIfPnyCQMDA5E3b17h5+cnjdT2JW32C1dX12TL09XVVZb3zZs3Yty4ccLT01OYmpoKe3t7Ub16ddlIhkKkXG+QzEhq7du3FzY2NsLQ0FD4+PiojZSm2vYzZswQAQEBwsXFRRgaGorSpUuLQ4cOqa27EELUqVNHmJmZyUY202T37t2iRo0awtLSUhgZGQlXV1fRunVrcfTo0RR/p6mjcyGECAgIEB4eHsLIyEhYW1uL+vXri5MnT6rlU3V0fvjwYdG5c2dhbW0tTExMRMOGDaUBAFQSExPF9OnTRf78+aUy2rt3r1on2yqqDvSPHz+e4jqkJjAwULi5uQkjIyPh6ekpVqxYISZOnCiSXh6ndHxydXVV25c00dTRuRCfB0FwdnaWOiIPCgqSpmmz7VIa9OLu3buiTp060gihbdq0EaGhoQKAmDhxolZxaNoGr169Ev369RNOTk5CX19fuLq6ijFjxqgdU5IrN1dXV7XjWXK02dbDhg0TXl5ewsLCQujr6wtnZ2fRqVMncf/+fa2WQUREuqUQ4v87NiAiIiIiIiIiIsoi7FOKiIiIiIiIiIiyHPuUIiIiIqIcQQgh61RfEz09vSwdTY+IiIiSxyeliIiIiChHCA4OhoGBQYof1eiTREREpHvsU4qIiIiIcoSYmBjcv38/xTzu7u6ws7PLooiIiIgoJWyUIiIiIiIiIiKiLMfX94iIiIiIiIiIKMuxUYqIiIiIiIiIiLIcG6WIiIiIiIiIiCjLsVGKiIiIiIiIiIiyHBuliIiIiIiIiIgoy7FRioiIiIiIiIiIshwbpYiIiIiIiIiIKMuxUYqIiIiIiIiIiLIcG6WIiIiIiIiIiCjLsVGKiIiIiIiIiIiyHBuliIiIiIiIiIgoy7FRioiIiIiIiIiIshwbpYiIiIiIiIiIKMuxUYqIiIiIiIiIiLIcG6WIiIiIiIiIiCjLsVGKiIiIiIiIiIiyHBuliIiIiIiIiIgoy7FRioiIiIiIiIiIshwbpYiIiIiIiIiIKMuxUYqIiIiIiIiIiLIcG6WIiIiIiIiIiCjLsVGKiIiIiIiIiIiyHBuliIiIiIiIiIgoy2Vao9TatWuhUCg0fkaNGpVZi6EUTJo0CQqFQpbm5uaGbt26pWk+Z8+exaRJk/DmzZs0/S7psk6cOAGFQoHt27enaT4pef/+PSZNmoQTJ06oTVPtgyEhIZm2vOwsaZ00NjaGo6MjatSogenTp+PFixe6DhHTpk3D7t271dJV+46m7awr1atXR/Xq1aXvISEhUCgUWLt2bZrm89tvv2H+/Plp+o2mZanq+8uXL9M0r5TcvXsXkyZN0liHunXrBjc3t0xbFqXuyzqsqS4IIVCoUCEoFArZvpkZkjuef0t1Utf7ZErnyqTHCyLK/i5cuIAWLVqgQIECMDIygoODA3x9fTFy5EhZviVLlqT52iCp5K6P6NuTluuxrLwvI8pO9DN7hmvWrEGxYsVkac7Ozpm9GNLSrl27YGlpmabfnD17FgEBAejWrRusra2/6rLS6v379wgICAAAtQv+Ro0a4dy5c3BycvqqMWQ3qjoZFxeHFy9e4PTp05gxYwZmz56NrVu3onbt2jqLbdq0aWjdujWaN28uSy9TpgzOnTsHLy8v3QSmBScnJ5w7dw4eHh5p+t1vv/2G27dvY9iwYV99WWl19+5dBAQEoHr16mo3++PHj8fQoUO/6vJJMwsLC6xatUrtmBccHIxHjx7BwsLiq8eQHepkVkvpXLlkyRLdBEVEX8W+ffvQtGlTVK9eHTNnzoSTkxPCw8Nx+fJlbNmyBXPmzJHyLlmyBHny5Elz48OXkrs+ouwtK+/LiLKTTG+UKlGiBMqVK6dV3ri4OCgUCujrZ3oY9P9Kly791Zfx4cMHmJiYZMmyUpI3b17kzZtXpzF8i5LWyVatWmH48OGoUqUKWrZsiQcPHsDBwSHDy0lISEB8fDyMjIwyPC9LS0tUqlQpw/P5moyMjL56jF+Wqa7L42s3iFHy2rVrh02bNmHx4sWyi9lVq1bB19cX0dHRXz2G7FAnM+r9+/cwNTXNlHmx8Y4oZ5k5cybc3d1x6NAh2X1L+/btMXPmTB1GRtmJru+VvpSZ5zyijMqyPqVUj/5v2LABI0eORL58+WBkZISHDx8CAI4ePYpatWrB0tISpqamqFy5Mo4dO6Y2n3379qFUqVIwMjKCu7s7Zs+erfbaWkqv1SgUCkyaNEmW9uDBA3z33Xewt7eHkZERPD09sXjxYo3xb968GePGjYOzszMsLS1Ru3Zt3L9/X205Bw8eRK1atWBlZQVTU1N4enpi+vTpAIANGzZAoVDg3Llzar+bPHkyDAwM8OzZsxTLU1M5aJL0MdHExERMnToVRYsWhYmJCaytreHj44MFCxYA+PwI6vfffw8AcHd3V3t1xM3NDY0bN8bOnTtRunRpGBsbS08uJfdI6sePHzFixAg4OjrCxMQE/v7+uHbtmixPcq86fPl6RkhIiNToFBAQIMWmWmZyr++tXr0aJUuWhLGxMWxtbdGiRQvcu3dPbTnm5uZ4+PAhGjZsCHNzc+TPnx8jR45EbGysxrLNzgoUKIA5c+YgJiYGv/76q5SuzXYA/lfHZs6cialTp8Ld3R1GRkYICgrCx48fMXLkSJQqVQpWVlawtbWFr68v/vjjD9k8FQoF3r17h3Xr1knbUrXs5F4V2rNnD3x9fWFqagoLCwvUqVNHrR6pjgd37txBhw4dYGVlBQcHB/To0QNRUVGplo0QAjNnzoSrqyuMjY1RpkwZHDhwQC2fpuPMf//9hz59+iB//vwwMjJC3rx5UblyZRw9elQq33379uHJkyeyVytTK9OUjmlhYWFo2bIlLC0tYWVlhU6dOuG///5TK+ukxz1AXmfXrl2LNm3aAABq1KghxaZapqZXpT5+/IgxY8bA3d0dhoaGyJcvHwYOHKj2iLnquHHw4EGUKVMGJiYmKFasGFavXp3MVqAvdejQAQCwefNmKS0qKgo7duxAjx49NP7m06dPmDp1KooVKybti927d1fbN+Li4vDDDz/A0dERpqamqFKlCi5evKg2P0118vLly2jfvj3c3NxgYmICNzc3dOjQAU+ePJH9VnVsDgoKQv/+/ZEnTx7Y2dmhZcuWqZ7rvpxH0aJFpXP0+vXrtYoR0FxXVcf8W7duoW7durCwsECtWrUAAEeOHEGzZs3g4uICY2NjFCpUCH379pW9mpHauVLTsTQyMhIDBgxAvnz5YGhoiIIFC2LcuHFq5xiFQoFBgwZhw4YN8PT0hKmpKUqWLIk///xTq7Iiosz36tUr5MmTR+Mf0pXK/91Oubm54c6dOwgODpaOC6pzZ2ZcHwFAREQE+vbtCxcXFxgaGsLd3R0BAQGIj49PdT2OHz+O6tWrw87ODiYmJihQoABatWqF9+/fS3kyev5Iej+gqXsRIPnr9q1bt8LX1xdmZmYwNzdHvXr11O4b0nLdHhsbi8mTJ8PT0xPGxsaws7NDjRo1cPbsWSmPEAJLlixBqVKlYGJiAhsbG7Ru3Rr//PNPqmWq8vz581SvOzP7viwxMREzZ86UtpW9vT26dOmCf//9V7bc6tWro0SJEjh58iT8/PxgamqKHj16oGfPnrC1tZVtf5WaNWuiePHiWq8/UUZk+iNKqr/syxbyxQF8zJgx8PX1xbJly6BUKmFvb4+NGzeiS5cuaNasGdatWwcDAwP8+uuvqFevHg4dOiRdKB47dgzNmjWDr68vtmzZgoSEBMycORPPnz9Pd7x3796Fn5+fdJPu6OiIQ4cOYciQIXj58iUmTpwoyz927FhUrlwZK1euRHR0NH788Uc0adIE9+7dg56eHoDPf73u3bs3/P39sWzZMtjb2+Pvv//G7du3AXz+q/cPP/yAxYsXw9fXV5p3fHw8fv31V7Ro0SLFVx4zUg4zZ87EpEmT8NNPP6FatWqIi4vDX3/9Jd1E9urVC5GRkVi4cCF27twpvQr35V99r169inv37uGnn36Cu7s7zMzMUlzm2LFjUaZMGaxcuRJRUVGYNGkSqlevjmvXrqFgwYKpxqzi5OSEgwcPon79+ujZsyd69eoFACk+HTV9+nSMHTsWHTp0wPTp0/Hq1StMmjQJvr6+uHTpEgoXLizljYuLQ9OmTdGzZ0+MHDkSJ0+exJQpU2BlZYUJEyZoHWd20bBhQ+jp6eHkyZPpnscvv/yCIkWKYPbs2bC0tEThwoURGxuLyMhIjBo1Cvny5cOnT59w9OhRtGzZEmvWrEGXLl0AAOfOnUPNmjVRo0YNjB8/HgBSfKT5t99+Q8eOHVG3bl1s3rwZsbGxmDlzJqpXr45jx46hSpUqsvytWrVCu3bt0LNnT9y6dQtjxowBgFQbQgICAhAQEICePXuidevWCAsLQ+/evZGQkICiRYum+NvOnTvj6tWr+Pnnn1GkSBG8efMGV69exatXrwB8fqS/T58+ePToEXbt2qV1maakRYsWaNu2Lfr164c7d+5g/PjxuHv3Li5cuAADA4MUf/ulRo0aYdq0aRg7diwWL16MMmXKAEj+CSkhBJo3b45jx45hzJgxqFq1Km7evImJEyfi3LlzOHfunOypuRs3bmDkyJEYPXo0HBwcsHLlSvTs2ROFChVCtWrVtI4zN7K0tETr1q2xevVq9O3bF8DnBiqlUol27dqp9VGWmJiIZs2a4dSpU/jhhx/g5+eHJ0+eYOLEiahevTouX74MExMTAEDv3r2xfv16jBo1CnXq1MHt27fRsmVLxMTEpBpXSEgIihYtivbt28PW1hbh4eFYunQpypcvj7t37yJPnjyy/L169UKjRo3w22+/ISwsDN9//z06deqE48ePp7ictWvXonv37mjWrBnmzJkjnUdiY2NlN4Np9enTJzRt2hR9+/bF6NGjpWuXR48ewdfXF7169YKVlRVCQkIwd+5cVKlSBbdu3YKBgYFW58ovffz4ETVq1MCjR48QEBAAHx8fnDp1CtOnT8f169exb98+Wf59+/bh0qVLmDx5MszNzTFz5ky0aNEC9+/fT9N5k4gyh6+vL1auXIkhQ4agY8eOKFOmjMZz7K5du9C6dWtYWVlJr/GqzoWZcX0UERGBChUqQKlUYsKECfDw8MC5c+cwdepUhISEYM2aNcmuQ0hICBo1aoSqVati9erVsLa2xtOnT3Hw4EF8+vQJpqamWXb+SM60adPw008/oXv37vjpp5/w6dMnzJo1C1WrVsXFixdlx1htrtvj4+PRoEEDnDp1CsOGDUPNmjURHx+P8+fPIzQ0FH5+fgCAvn37Yu3atRgyZAhmzJiByMhITJ48GX5+frhx44ZWbxSk57ozo/dl/fv3x/LlyzFo0CA0btwYISEhGD9+PE6cOIGrV6/KzsPh4eHo1KkTfvjhB0ybNg1KpRLW1tZYvXo1fvvtN+m+Cvh8fxwUFKT2kAbRVyMyyZo1awQAjZ+4uDgRFBQkAIhq1arJfvfu3Ttha2srmjRpIktPSEgQJUuWFBUqVJDSKlasKJydncWHDx+ktOjoaGFrayu+XJXHjx8LAGLNmjVqcQIQEydOlL7Xq1dPuLi4iKioKFm+QYMGCWNjYxEZGSmEEFL8DRs2lOXbtm2bACDOnTsnhBAiJiZGWFpaiipVqojExMRky2vixInC0NBQPH/+XErbunWrACCCg4OT/V1aykEIIVxdXUXXrl2l740bNxalSpVKcf6zZs0SAMTjx4/Vprm6ugo9PT1x//59jdO+XJaqzMqUKSMri5CQEGFgYCB69eolpfn7+wt/f3+1eXbt2lW4urpK3//77z+1baii2gdVcb9+/VqYmJiobbPQ0FBhZGQkvvvuO9lyAIht27bJ8jZs2FAULVpUbVnZgao8Ll26lGweBwcH4enpKX3Xdjuo6piHh4f49OlTinHEx8eLuLg40bNnT1G6dGnZNDMzM9k+o6Lad4KCgoQQn48Hzs7OwtvbWyQkJEj5YmJihL29vfDz85PSJk6cKACImTNnyuY5YMAAYWxsnGK9fP36tTA2NhYtWrSQpZ85c0YAkJWNpuOMubm5GDZsWLLzF0KIRo0aycoy6fw0lammZanWc/jw4bK8mzZtEgDExo0bpbTk6kzSOvv777/Lyv1LSfeBgwcPaixn1XFs+fLlsuUYGxuLJ0+eSGkfPnwQtra2om/fvmrLos++rMOqOnH79m0hhBDly5cX3bp1E0IIUbx4cdm+uXnzZgFA7NixQza/S5cuCQBiyZIlQggh7t27l+I+pOl4rmnfUImPjxdv374VZmZmYsGCBWrrMWDAAFn+mTNnCgAiPDw82Xmq6n5y55Ev98nkYtRUf1TH/NWrVye7bCGESExMFHFxceLJkycCgPjjjz+kaSmdK5MeS5ctW6bxHDNjxgwBQBw+fFhKAyAcHBxEdHS0lBYRESGUSqWYPn16ivES0dfx8uVLUaVKFenexsDAQPj5+Ynp06eLmJgYWd6kx+TkpOf6qG/fvsLc3Fx2PhVCiNmzZwsA4s6dO8kub/v27QKAuH79erJ5vsb5Q3W9klTS6/bQ0FChr68vBg8eLMsXExMjHB0dRdu2baU0ba/b169fLwCIFStWJLvO586dEwDEnDlzZOlhYWHCxMRE/PDDD8n+9sv10+a6MzPvy1TbIOm59cKFCwKAGDt2rJTm7+8vAIhjx46pzd/f318thv79+wtLS0u1fZvoa8n01/fWr1+PS5cuyT5fPinVqlUrWf6zZ88iMjISXbt2RXx8vPRJTExE/fr1cenSJbx79w7v3r3DpUuX0LJlSxgbG0u/t7CwQJMmTdIV68ePH3Hs2DG0aNECpqamsuU3bNgQHz9+xPnz52W/adq0qey7j48PAEivK5w9exbR0dEYMGCAxkdVVfr37w8AWLFihZS2aNEieHt7p/jUQEbLoUKFCrhx4wYGDBiAQ4cOpasvEh8fHxQpUkTr/N99952sLFxdXeHn54egoKA0Lzstzp07hw8fPqi9Upg/f37UrFlT7fVQhUKhVoY+Pj5qr6LkJEKIDP2+adOmGv9S+Pvvv6Ny5cowNzeHvr4+DAwMsGrVKrXXJrV1//59PHv2DJ07d5Y9GWFubo5WrVrh/Pnzao8ea6qrHz9+THHUwXPnzuHjx4/o2LGjLN3Pzw+urq6pxlmhQgWsXbsWU6dOxfnz5xEXF6fN6qnFnZYnnJLG2rZtW+jr63/1+qV6uiVp/WrTpg3MzMzU6lepUqVQoEAB6buxsTGKFCmSo+tXZvL394eHhwdWr16NW7du4dKlS8m+uvfnn3/C2toaTZo0kZ3XSpUqBUdHR+mxf9U+ktw+lJq3b9/ixx9/RKFChaCvrw99fX2Ym5vj3bt3Gut6audPTVR1P7nzSEYlvSYBgBcvXqBfv37Inz+/dPxS1f/0HsOOHz8OMzMztG7dWpauqj9J60uNGjVkHdg7ODjA3t6e9YVIR+zs7HDq1ClcunQJgYGBaNasGf7++2+MGTMG3t7eWo+Em9Hroz///BM1atSAs7Oz7PjeoEEDAJ8HwEhOqVKlYGhoiD59+mDdunUaX03LqvOHJocOHUJ8fDy6dOkiW7axsTH8/f3VXs3W5rr9wIEDMDY2TvZ8qVpnhUKBTp06yZbr6OiIkiVLaj3qbHquOzNyX6baBkmvwypUqABPT0+184qNjQ1q1qypNp+hQ4fi+vXrOHPmDAAgOjoaGzZsQNeuXWFubq51PEQZkemNUp6enihXrpzs86WkI6OpXjlr3bo1DAwMZJ8ZM2ZACIHIyEi8fv0aiYmJcHR0VFumpjRtvHr1CvHx8Vi4cKHashs2bAgAaicZOzs72XfVI7kfPnwAAOl9axcXlxSX7eDggHbt2uHXX39FQkICbt68iVOnTmHQoEEp/i6j5TBmzBjMnj0b58+fR4MGDWBnZ4datWrh8uXLqf5WJa2j2yUXq+qVpq9FNX9N8To7O6st39TUVNbQB3zevh8/fvx6QerQu3fv8OrVqwyNjqmpbHfu3Im2bdsiX7582LhxI86dOyfdQKe3LFPblomJiXj9+rUsPbW6mtJy0lu/tm7diq5du2LlypXw9fWFra0tunTpgoiIiFR/q5LR+qWvrw87O7ssqV/6+vpqr88qFAqN9Tvp9gA+b5OUtgf9j0KhQPfu3bFx40YsW7YMRYoUQdWqVTXmff78Od68eQNDQ0O1c1tERIR0Xktuf1ftQ6n57rvvsGjRIvTq1QuHDh3CxYsXcenSJeTNm1fjdtVFnUyJqamp2ivDiYmJqFu3Lnbu3IkffvgBx44dw8WLF6U/UKV3f3316hUcHR3V/lhlb28PfX191heibKJcuXL48ccf8fvvv+PZs2cYPnw4QkJCtOrsPDOuj54/f469e/eqHdtVff+k1Djm4eGBo0ePwt7eHgMHDoSHhwc8PDyk/otU88+K80dy6wYA5cuXV1v21q1b1dZNm+v2//77D87Ozim+6v38+XMIIeDg4KC23PPnz2vd4Jiec1xG7svSep+T3PVls2bN4ObmJr2qt3btWrx79w4DBw5MNQaizJLlw94lvSBTveu6cOHCZEf2cXBwkEbq03RzlzRNdYBK2tFd0sppY2MDPT09dO7cOdmK5+7unsLaqFPdoCXtYE6ToUOHYsOGDfjjjz9w8OBBWFtbq/3FISkbGxuty0ETfX19jBgxAiNGjMCbN29w9OhRjB07FvXq1UNYWJhWozCk9ASYJsnF+uXB29jYWGMn1NqeCDRRzT88PFxt2rNnz9T6O8lt9u3bh4SEBFnnmWndDpr2hY0bN8Ld3R1bt26VTc9Ih/GpbUulUgkbG5t0zz/pcpLbZ5N29J1Unjx5MH/+fMyfPx+hoaHYs2cPRo8ejRcvXuDgwYNaxZCe+pUvXz7pe3x8PF69eiWrX0ZGRhrLPyMNV3Z2doiPj8d///0na5gSQiAiIgLly5dP97xJs27dumHChAlYtmwZfv7552TzqToST26fUz2B8+X+rmkfSklUVBT+/PNPTJw4EaNHj5bSVX2mZJbU6uSXkjv3p+X4dfv2bdy4cQNr165F165dpXTVoCzpZWdnhwsXLkAIIVvuixcvEB8fn+vPR0TZkYGBASZOnIh58+ZJ/camJDOuj/LkyQMfH59kzwGp/aGxatWqqFq1KhISEnD58mUsXLgQw4YNg4ODA9q3b/9Vzh9fHpu/7Gsy6bFZdRzcvn27Vk+nayNv3rw4ffo0EhMTk22YypMnDxQKBU6dOqVxBOnMGFU6ORm5L/vy2jjpwxCa7nOSu75UKpUYOHAgxo4dizlz5mDJkiWoVatWqv2oEmWmLBt9LzmVK1eGtbU17t69q/aElepjaGgIMzMzVKhQATt37pS1gMfExGDv3r2yeTo4OMDY2Bg3b96UpScd3cLU1BQ1atTAtWvX4OPjo3HZaW3t9/Pzg5WVFZYtW5bqq1Fly5aFn58fZsyYgU2bNqFbt26pdhqelnJIjbW1NVq3bo2BAwciMjJSGv1Cm5b9tNi8ebOsLJ48eYKzZ8/KGkPc3Nzw999/y07Mr169ko2MkdbYfH19YWJigo0bN8rS//33Xxw/flzqQD83Cg0NxahRo2BlZSV1nAxovx1SolAoYGhoKDv5RUREqNU/QPu//BctWhT58uXDb7/9JtuX3r17hx07dkgj8mVUpUqVYGxsjE2bNsnSz549m+bXZgoUKIBBgwahTp06uHr1qpSe2U87JI1127ZtiI+PV6tfSY+Hx48fx9u3b2VpaalfqvqTtH7t2LED7969y9X162vJly8fvv/+ezRp0kTWYJJU48aN8erVKyQkJGg8r6kuNFX7SHL7UEoUCgWEEGoX6ytXrkRCQkI61k6zokWLwsnJKdnzyJdUjcZJ9/U9e/ZovTzVcSvpen05SqlKWuvL27dvsXv3blm6ahRB1heib5umP4oB/3ul98vGoOTO85lxfdS4cWPcvn0bHh4eGo/v2j79rqenh4oVK0pPx6iuU77G+SO5Y3PS+5Z69epBX18fjx49SvaeMK0aNGiAjx8/ahy9WKVx48YQQuDp06cal+nt7Z3m5aZHWu/LVK/iJb0Ou3TpEu7du5em80qvXr1gaGiIjh074v79+6m+uUOU2bL8SamkzM3NsXDhQnTt2hWRkZFo3bo17O3t8d9//+HGjRv477//sHTpUgDAlClTUL9+fdSpUwcjR45EQkICZsyYATMzM9lfZlXvBa9evRoeHh4oWbIkLl68iN9++01t+QsWLECVKlVQtWpV9O/fH25uboiJicHDhw+xd+/eVEcF0rQ+c+bMQa9evVC7dm307t0bDg4OePjwIW7cuIFFixbJ8g8dOhTt2rWDQqHAgAEDtFqGtuWgSZMmTVCiRAmUK1cOefPmxZMnTzB//ny4urpKo3ypDr4LFixA165dYWBggKJFi8r6t0iLFy9eoEWLFujduzeioqIwceJEGBsbS6NSAJ9HLfv111/RqVMn9O7dG69evcLMmTPVXq2wsLCAq6sr/vjjD9SqVQu2trbIkyePxidYrK2tMX78eIwdOxZdunRBhw4d8OrVKwQEBMDY2FhtZMWc6vbt29L78S9evMCpU6ewZs0a6OnpYdeuXbKnXLTdDilp3Lgxdu7ciQEDBkij102ZMgVOTk548OCBLK+3tzdOnDiBvXv3wsnJCRYWFhr/MqNUKjFz5kx07NgRjRs3Rt++fREbG4tZs2bhzZs3CAwMTH8BfcHGxgajRo3C1KlT0atXL7Rp0wZhYWGYNGlSqq8KRUVFoUaNGvjuu+9QrFgxWFhY4NKlSzh48CBatmwpW+edO3di6dKlKFu2LJRKZboutFR27twJfX191KlTRxp9r2TJkmjbtq2Up3Pnzhg/fjwmTJgAf39/3L17F4sWLYKVlZVsXiVKlAAALF++HBYWFjA2Noa7u7vGxvk6deqgXr16+PHHHxEdHY3KlStLo++VLl0anTt3Tvc6UfK02dfbt2+PTZs2oWHDhhg6dCgqVKgAAwMD/PvvvwgKCkKzZs3QokULeHp6olOnTpg/fz4MDAxQu3Zt3L59Wxr5MSWWlpaoVq0aZs2aJR2Dg4ODsWrVKlhbW2fS2n6u+1OmTEGvXr2k88ibN2801klHR0fUrl0b06dPh42NDVxdXXHs2DHs3LlT6+UVK1YMHh4eGD16NIQQsLW1xd69e3HkyBG1vGk5V3bp0gWLFy9G165dERISAm9vb5w+fRrTpk1Dw4YNUbt27TSWDBFlpXr16sHFxQVNmjRBsWLFkJiYiOvXr2POnDkwNzfH0KFDpbze3t7YsmULtm7dioIFC8LY2Bje3t6Zcn00efJkHDlyBH5+fhgyZAiKFi2Kjx8/IiQkBPv378eyZcuS7UJk2bJlOH78OBo1aoQCBQrg48eP0shwqmPQ1zh/NGzYELa2tujZsycmT54MfX19rF27FmFhYbJ8bm5umDx5MsaNG4d//vkH9evXh42NDZ4/f46LFy/CzMwMAQEBadpuHTp0wJo1a9CvXz/cv38fNWrUQGJiIi5cuABPT0+0b98elStXRp8+fdC9e3dcvnwZ1apVg5mZGcLDw3H69Gl4e3tLfQFntozclxUtWhR9+vTBwoULoVQq0aBBA2n0vfz582P48OFax2FtbY0uXbpg6dKlcHV1TXd/zUTpllk9pqc20pdqVJzff/9d4/Tg4GDRqFEjYWtrKwwMDES+fPlEo0aN1PLv2bNH+Pj4CENDQ1GgQAERGBiocVSHqKgo0atXL+Hg4CDMzMxEkyZNREhIiMZRqB4/fix69Ogh8uXLJwwMDETevHmFn5+fmDp1aqrxJzfS3/79+4W/v78wMzMTpqamwsvLS8yYMUNtvWNjY4WRkZGoX7++xnJJjrblkHSUhzlz5gg/Pz+RJ08e6bc9e/YUISEhst+NGTNGODs7C6VSKRvNyNXVVTRq1EhjTMmNvrdhwwYxZMgQkTdvXmFkZCSqVq0qLl++rPb7devWCU9PT2FsbCy8vLzE1q1b1Ub8EkKIo0ePitKlSwsjIyPZCB9JR/FQWblypVRWVlZWolmzZmqjk3Tt2lWYmZmpxZTciCHZQdIRMQ0NDYW9vb3w9/cX06ZNEy9evND4O222g2q/nzVrlsZ5BAYGCjc3N2FkZCQ8PT3FihUrNJbl9evXReXKlYWpqalsdLvkRtHavXu3qFixojA2NhZmZmaiVq1a4syZM7I8quX8999/GstD00hZX0pMTBTTp08X+fPnF4aGhsLHx0fs3btXbTStpHX/48ePol+/fsLHx0dYWloKExMTUbRoUTFx4kTx7t076XeRkZGidevWwtraWigUCqlMUirTlEbfu3LlimjSpIkwNzcXFhYWokOHDrJRPYX4fJz54YcfRP78+YWJiYnw9/cX169fV6uzQggxf/584e7uLvT09GTL1FQXP3z4IH788Ufh6uoqDAwMhJOTk+jfv794/fq1LF9yx43kRnukz7QZQVMIzSM9xcXFidmzZ4uSJUsKY2NjYW5uLooVKyb69u0rHjx4IOWLjY0VI0eOFPb29sLY2FhUqlRJnDt3Ltnj+Zd18t9//xWtWrUSNjY2wsLCQtSvX1/cvn1b7bfJrYc2I/qprFy5UhQuXFgYGhqKIkWKiNWrV2vcJ8PDw0Xr1q2Fra2tsLKyEp06dRKXL1/WOPqepmO+EELcvXtX1KlTR1hYWAgbGxvRpk0bERoaqvH6IblzpaZ9+9WrV6Jfv37CyclJ6OvrC1dXVzFmzBjx8eNHWT4AYuDAgWpxaaqvRJQ1tm7dKr777jtRuHBhYW5uLgwMDESBAgVE586dxd27d2V5Q0JCRN26dYWFhYUAIDtOZfT6SIjPI1EPGTJEuLu7CwMDA2FrayvKli0rxo0bJ96+fZvsOpw7d060aNFCuLq6CiMjI2FnZyf8/f3Fnj17ZPky+/whhBAXL14Ufn5+wszMTOTLl09MnDhRrFy5UuN12e7du0WNGjWEpaWlMDIyEq6urqJ169bi6NGjUp60XLd/+PBBTJgwQTqH2NnZiZo1a4qzZ8/K8q1evVpUrFhRmJmZCRMTE+Hh4SG6dOmi8Z5F0zK1ue7M7PuyhIQEMWPGDFGkSBFhYGAg8uTJIzp16iTCwsJkv/f39xfFixdPcT1OnDghAIjAwMAU8xF9DQohMjj81jdg0qRJCAgIyPBIYrqwd+9eNG3aFPv27ZM6VyciIiIiIspu3NzcUL169RRfmaNvz8iRI7F06VKEhYWlu7N6ovTS+et7udXdu3fx5MkTjBw5EqVKlZKGciUiIiIiIiL62s6fP4+///4bS5YsQd++fdkgRTrBRikdGTBgAM6cOYMyZcpg3bp1aR5xi4iIiIiIiCi9VIMFNW7cGFOnTtV1OJRL5YjX94iIiIiIiIiIKHtR6joAIiIiIiIiIiLKfdgoRUREREREREREWY6NUkRERERERERElOXYKEVERERERERERFlOJ6PvJSYm4tmzZ7CwsOCoc5TlhBCIiYmBs7MzlMrc0y7Leke6xrrHuke6wbrHukdERJTVtL3+0Emj1LNnz5A/f35dLJpIEhYWBhcXF12HkWVY7+hbwbpHpBuse0RERJTVUrv+0EmjlIWFBYDPwVlaWuoiBMrFoqOjkT9/fmk/zC1Y70jXWPdY90g3cnvdA4YDMNJlKERERLlQLIB5qV5/6KRRSvUItaWlJS/QSWdy26P8rHf0rWDdI9KN3Fr3PjdIsVGKiIhIF1K7/sg9HQsQEREREREREdE3QydPShERERF9CxISBS4+jsSLmI+wtzBGBXdb6Clz1xNFRERERLqi00apEhMPIXReG12GQJTrlJh4CEojU4QENtJ1KEREOnXwdjgC9t5FeNRHKc3JyhgTm3ihfgknHUZGRERElDvw9T0iIiLKdQ7eDkf/jVdlDVIAEBH1Ef03XsXB2+E6ioyIiIgo92CjFBEREeUqCYkCAXvvQmiYpkoL2HsXCYmachARERFRZmGjFBEREeUqFx9Hqj0h9SUBIDzqIy4+jsy6oIiIiIhyITZKERERUa7yIib5Bqn05CMiIiKi9GGjFBEREeUq9hbGmZqPiIiIiNKHjVJERESUq1Rwt4WTlTEUyUxX4PMofBXcbbMyLNJgyZIlcHd3h7GxMcqWLYtTp07pOiQiIiLKRGyUIiIiolxFT6nAxCZeAKDWMKX6PrGJF/SUyTVbUVbYunUrhg0bhnHjxuHatWuoWrUqGjRogNDQUF2HRkRERJmEjVJERESU69Qv4YSlncrA0Ur+ip6jlTGWdiqD+iWcdBQZqcydOxc9e/ZEr1694Onpifnz5yN//vxYunSprkMjIiKiTKKv6wCIiIiIdKF+CSfU8XLExceReBHzEfYWn1/Z4xNSuvfp0ydcuXIFo0ePlqXXrVsXZ8+e1fib2NhYxMbGSt+jo6O/aoxERESUcTpvlHIbvQ8AEBLYSMeREBERUW6jp1TA18NO12FQEi9fvkRCQgIcHBxk6Q4ODoiIiND4m+nTpyMgICArwiMiIqJMwtf3iIiIiOibpFDIn1oTQqilqYwZMwZRUVHSJywsLCtCJCIiogzQ+ZNSRERERERfypMnD/T09NSeinrx4oXa01MqRkZGMDIyyorwiIiIKJN8M09KuY3eJ73KR0RERES5l6GhIcqWLYsjR47I0o8cOQI/Pz8dRUVERESZjU9KEREREdE3Z8SIEejcuTPKlSsHX19fLF++HKGhoejXr5+uQyMiIqJMwkYpIiIiIvrmtGvXDq9evcLkyZMRHh6OEiVKYP/+/XB1ddV1aERERJRJ2ChFRERERN+kAQMGYMCAAboOg4iIiL6Sb6ZPKSIiIiIiIiIiyj34pBQREZEOJCQKXHwciRcxH2FvYYwK7rbQU2oe6v5blRPWIbvjNiAiIqLsjI1SRLnUl6NdhgQ20mEkRNnH9OnTMXbsWAwdOhTz589P93wO3g5HwN67CI/6KKU5WRljYhMv1C/hlAmRfn05YR2yO24DIiIiyu74+h4REZEWLl26hOXLl8PHxydD8zl4Oxz9N16VNSQAQETUR/TfeBUHb4dnaP5ZISesQ3bHbUBEREQ5ARuliIiIUvH27Vt07NgRK1asgI2NTbrnk5AoELD3LoSGaaq0gL13kZCoKce3ISesQ3bHbUBEREQ5Rboapd69e5fZcRCRFlj3iHRj4MCBaNSoEWrXrp1q3tjYWERHR8s+KhcfR6o92fIlASA86iMuPo7MjLC/ipywDtkdtwERERHlFOlqlHJwcECPHj1w+vTpzI6HiFLAukeU9bZs2YKrV69i+vTpWuWfPn06rKyspE/+/PmlaS9ikm9I+JK2+XQhJ6xDdsdtQERERDlFuhqlNm/ejKioKNSqVQtFihRBYGAgnj17ltmxEVESrHtEWSssLAxDhw7Fxo0bYWxsrNVvxowZg6ioKOkTFhYmTbO30G4e2ubThZywDtkdtwERERHlFOlqlGrSpAl27NiBZ8+eoX///ti8eTNcXV3RuHFj7Ny5E/Hx8ZkdJxGBdY8oq125cgUvXrxA2bJloa+vD319fQQHB+OXX36Bvr4+EhIS1H5jZGQES0tL2UelgrstnKyMoUhmeQp8Hj2tgrvt11mhTJAT1iG74zZIm9EI1HUIRERElIwMdXRuZ2eH4cOH48aNG5g7dy6OHj2K1q1bw9nZGRMmTMD79+8zK04i+gLrHlHWqFWrFm7duoXr169Ln3LlyqFjx464fv069PT00jQ/PaUCE5t4AYBag4Lq+8QmXtBTJtfcoHs5YR2yO24DIiIiyiky1CgVERGBmTNnwtPTE6NHj0br1q1x7NgxzJs3D7t27ULz5s0zKUwi+hLrHlHWsLCwQIkSJWQfMzMz2NnZoUSJEumaZ/0STljaqQwcreSvVjlaGWNppzKoX8IpM0L/qnLCOmR3utoGHz58kP3h48mTJ5g/fz4OHz78VZZHREREOZt+en60c+dOrFmzBocOHYKXlxcGDhyITp06wdraWspTqlQplC5dOrPiJCKw7hHlFPVLOKGOlyMuPo7Ei5iPsLf4/KpVdnqyJSesQ3ani23QrFkztGzZEv369cObN29QsWJFGBgY4OXLl5g7dy769+//1ZZNREREOU+6GqW6d++O9u3b48yZMyhfvrzGPAULFsS4ceMyFBwRybHuEeneiRMnMmU+ekoFfD3sMmVeupIT1iG7y+ptcPXqVcybNw8AsH37djg4OODatWvYsWMHJkyYwEYpIiIiSpN0NUqFh4fD1NQ0xTwmJiaYOHFiuoIiIs1Y94jS5u+//8aJEyfw4sULJCYmyqZNmDBBR1ERZV/v37+HhYUFAODw4cNo2bIllEolKlWqhCdPnug4OiIiIspu0tUoZWFhgfDwcNjb28vSX716BXt7e42jERFRxrHuEWlvxYoV6N+/P/LkyQNHR0coFP97pUmhULBRiigdChUqhN27d6NFixY4dOgQhg8fDgB48eKFbKRJIiIiIm2kq1FKCKExPTY2FoaGhhkKiIiSx7pHpL2pU6fi559/xo8//qjrUIhyjAkTJuC7777D8OHDUatWLfj6+gL4/NQU+zMkIiKitEpTo9Qvv/wC4PNfmFeuXAlzc3NpWkJCAk6ePIlixYplboRExLpHlA6vX79GmzZtdB0GUY7SunVrVKlSBeHh4ShZsqSUXqtWLbRo0UKHkREREVF2lKZGKVXHlkIILFu2DHp6etI0Q0NDuLm5YdmyZZkbIRGx7hGlQ5s2bXD48GH069dP16EQ5SiOjo5wdHSUpVWoUEFH0RAREVF2lqZGqcePHwMAatSogZ07d8LGxuarBEVEcqx7RGlXqFAhjB8/HufPn4e3tzcMDAxk04cMGaKjyIiyr3fv3iEwMBDHjh3TOIDAP//8o6PIiIiIKDtKV59SQUFBmR0HEWmBdY9Ie8uXL4e5uTmCg4MRHBwsm6ZQKNgoRZQOvXr1QnBwMDp37gwnJyfZAAJEREREaaV1o9SIESMwZcoUmJmZYcSIESnmnTt3boYDI6LPWPeI0kf1hCERZZ4DBw5g3759qFy5crrnUa9ePZw+fRrv37+HQqGAg4MDVq9ejQYNGkh5ChUqhEePHsl+Z2Zmhrdv36Z7uURERPTt0bpR6tq1a4iLi5P+nxz+xYwoc7HuEWWcauRK1hOijLGxsYGtrW2G5nHlyhV06NABTZo0QWxsLAYPHowmTZrg2bNnsLe3l/LlyZMHx44dk76bmZllaLlERET07dG6UerL14b4ChFR1mHdI0q/9evXY9asWXjw4AEAoEiRIvj+++/RuXNnHUdGlD1NmTIFEyZMwLp162Bqapquebx8+VL23dvbG15eXti6dSsGDx4spevr68PHxydD8RIREdG3LV19ShEREX3r5s6di/Hjx2PQoEGoXLkyhBA4c+YM+vXrh5cvX2L48OG6DpEo25kzZw4ePXoEBwcHuLm5qQ0gcPXq1TTP89mzZwAAFxcXWXpERASUSiX09fVRsGBB7NixA8WLF092PtHR0YiOjpa+x8TEpDkWIiIiylpaN0q1bNlS65nu3LkzXcEQkTrWPaL0WbhwIZYuXYouXbpIac2aNUPx4sUxadIkNkoRpUPz5s0zdX6JiYno2LEjLC0t0aJFCym9UaNGsLGxQcmSJXH16lXMnj0bZcuWxYsXL2BpaalxXk2bNlUb1ICIiIi+bVo3SllZWX3NOIgoGax7ROkTHh4OPz8/tXQ/Pz+Eh4frICKi7G/ixImZOr+SJUvi5cuXOHfunCx9wYIF0v9btGiBVq1aoXTp0pg6dSpmzpypcV579uxRe1LKy8srU+MlIiKizKV1o9SaNWu+ZhxElAzWPaL0KVSoELZt24axY8fK0rdu3YrChQvrKCqinOHKlSu4d+8eFAoFvLy8ULp06TTPw8fHB/fu3cPx48dRvnz5FPOWKlUKBgYGuHXrVrJ5LC0tZU9RfdlARURERN8m9ilFREQ5UkBAANq1a4eTJ0+icuXKUCgUOH36NI4dO4Zt27bpOjyibOnFixdo3749Tpw4AWtrawghEBUVhRo1amDLli3ImzdvqvNITExEqVKlcOfOHRw8eBDVqlVL9TcPHjxAXFwc8ufPnxmrQURERN8IrRulypQpg2PHjsHGxgalS5dOcVjt9HRySUSase4RpU+rVq1w4cIFzJs3D7t374YQAl5eXrh48WK6nuogImDw4MGIjo7GnTt34OnpCQC4e/cuunbtiiFDhmDz5s2pzsPHxwd37tzB/Pnz4eDggJs3bwL43NG5ra0tIiIi0LhxY/Tp0wdeXl64fPkyxo8fD6VSiUmTJn3N1SMiIqIspnWjVLNmzWBkZAQg8zu5JKLkse4RpV/ZsmWxceNGXYdBlGMcPHgQR48elRqkAMDLywuLFy9G3bp1tZrHnTt3AADDhg2Tpffs2RMrV66EoaEhQkJC0K9fPwghoKenBzc3N2zatAnOzs6Zti5ERESke1o3Sn3ZsWVmd3JJRMlj3SPSXnR0tNSnTGr9ySQ3ghcRJS8xMREGBgZq6QYGBkhMTNRqHkKIFKfb2tri5cuX6YqPiIiIspcM9Sl1+fJlqZNLT09PlC1bNrPiIqIUsO4RaWZjY4Pw8HDY29vD2tpa4+uuQggoFAokJCToIEKi7K1mzZoYOnQoNm/eLD219PTpUwwfPhy1atXScXRERESU3aSrUerff/9Fhw4dcObMGVhbWwMA3rx5Az8/P2zevJmdUBJ9Jax7RCk7fvw4bG1tAQBBQUE6joYo51m0aBGaNWsGNzc35M+fHwqFAqGhofD29uarskRERJRm6WqU6tGjB+Li4nDv3j0ULVoUAHD//n306NEDPXv2xOHDhzM1SCL6jHWPKGX+/v7S/93d3aWb5i8JIRAWFpbVoRHlCPnz58fVq1dx5MgR/PXXX9IAArVr19Z1aERERJQNpatR6tSpUzh79qx0UwwARYsWxcKFC1G5cuVMC46I5Fj3iLTn7u4uvcr3pcjISLi7u/P1PaIMqFOnDurUqaPrMIiIiCibS1ejVIECBRAXF6eWHh8fj3z58mU4KCLSjHWPSHuqvqOSevv2LYyNjXUQEVH29Msvv6BPnz4wNjbGL7/8kmLeIUOGZFFURERElBOkq1Fq5syZGDx4MBYvXoyyZctCoVDg8uXLGDp0KGbPnp3ZMRLR/2PdI0rdiBEjAAAKhQLjx4+HqampNC0hIQEXLlxAqVKldBQdUfYzb948dOzYEcbGxpg3b16y+RQKBRuliIiIKE20bpSysbGR/cX53bt3qFixIvT1P88iPj4e+vr66NGjB5o3b57pgRLlVqx7RGlz7do1AJ+flLp16xYMDQ2laYaGhihZsiRGjRqlq/CIsp3Hjx9r/D8RERFRRmndKDV//vyvGAYRJYd1jyhtVKPude/eHQsWLIClpaWOIyLKOSZPnoxRo0bJnkAEgA8fPmDWrFmYMGGCjiIjIiKi7EghhBBZvdDo6GhYWVkh/7BtUBrJL2pCAhtldTiUy6j2v6ioqFx1s5pSvfsS6yB9Lbm97uW29aZvR2bug3p6ehoHEHj16hXs7e2/qQEEVOs9GkAgJuo6HCIiolwmFkBgqtcf6epT6ksfPnxQ63iZF91EXx/rHlHqLl26hN9//x2hoaH49OmTbNrOnTtT/f306dOxc+dO/PXXXzAxMYGfnx9mzJghGwGTKDdJbgCBGzduwNbWVgcRERERUXamTM+P3r17h0GDBsHe3h7m5uawsbGRfYjo62DdI9Leli1bULlyZdy9exe7du1CXFwc7t69i+PHj8PKykqreQQHB2PgwIE4f/48jhw5gvj4eNStWxfv3r37ytETfVtsbGxga2sLhUKBIkWKwNbWVvpYWVmhTp06aNu2ra7DJCIiomwmXU9K/fDDDwgKCsKSJUvQpUsXLF68GE+fPsWvv/6KwMDAzI6RiP4f6x6R9qZNm4Z58+Zh4MCBsLCwwIIFC+Du7o6+ffvCyclJq3kcPHhQ9n3NmjWwt7fHlStXUK1ata8RNtE3af78+RBCoEePHggICJA17BoaGsLNzQ2+vr46jJCIiIiyo3Q1Su3duxfr169H9erV0aNHD1StWhWFChWCq6srNm3ahI4dO2Z2nEQE1j2itHj06BEaNfrcR5qRkRHevXsHhUKB4cOHo2bNmggICEjzPKOiogCArylRrtO1a1cAgLu7O/z8/GBgYKDjiIiIiCgnSNfre5GRkXB3dwfwuQ+byMhIAECVKlVw8uTJzIuOiGRY94i0Z2tri5iYGABAvnz5cPv2bQDAmzdv8P79+zTPTwiBESNGoEqVKihRokSy+WJjYxEdHS37EOUU/v7+UoPUhw8fuK8TERFRhqSrUapgwYIICQkBAHh5eWHbtm0APj/FYW1tnVmxEVESrHtE2qtatSqOHDkCAGjbti2GDh2K3r17o0OHDqhVq1aa5zdo0CDcvHkTmzdvTjHf9OnTYWVlJX3y58+frviJvkXv379n34ZERESUadLVKNW9e3fcuHEDADBmzBgsWbIERkZGGD58OL7//vtMDZCI/od1j0h7ixYtQvv27QF8ri+jRo3C8+fP0bJlS6xatSpN8xo8eDD27NmDoKAguLi4pJh3zJgxiIqKkj5hYWHpXgeib83333+P48ePS+eflStXIiAgAM7Ozli/fr2uwyMiIqJsJl19Sg0fPlz6f40aNXDv3j1cuXIFHh4eKFmyZKYFR0RyrHtE2omPj8fevXtRr149AIBSqcQPP/yAH374IU3zEUJg8ODB2LVrF06cOCG9PpsSIyMjGBkZpStuom8d+zYkIiKizJSuRqmkXF1d4erqmhmzIqI0YN0j0kxfXx/9+/fHvXv3MjSfgQMH4rfffsMff/wBCwsLREREAACsrKxgYmKSGaESZSsp9W3Yv39/XYZGRERE2VC6Xt8DgGPHjqFx48bw8PBAoUKF0LhxYxw9ejQzYyMiDVj3iLRTsWJFXLt2LUPzWLp0KaKiolC9enU4OTlJn61bt2ZSlETZC/s2JCIiosyUrkapRYsWoX79+rCwsMDQoUMxZMgQWFpaomHDhli0aFFmx0hE/491j0h7AwYMwMiRI7Fo0SKcO3cON2/elH20IYTQ+OnWrdvXDZ7oG8W+DYmIiCgzKYQQIq0/ypcvH8aMGYNBgwbJ0hcvXoyff/4Zz549S/H30dHRn0ckGrYNSiNT2bSQwEZpDYcoTVT7X1RUFCwtLXUdTppkpO6lVO++xDpIX0tW1z2lUv3vLgqFAkIIKBQKJCQkfPUYgOx9zKGc4Wvug6Ghobh8+XKa+jasXr06goODZWlKpVKqk4mJiahZsyZOnTqFxMREWFlZYd26dWjWrFmaYlOt92gAgZiYpt8SERFRRsUCCEz1+iNdfUpFR0ejfv36aul169bFjz/+mJ5ZEpEWWPeItPf48WNdh0CUo8TFxaFu3br49ddfUaRIEQBAgQIFUKBAgTTPy8jICBcvXpS+GxgYSP9v1KgRgoOD8f3338PX1xdDhw5Fy5YtERYWBmdn54yvCBEREX0z0tUo1bRpU+zatUvtMe0//vgDTZo0yZTAiEgd6x6R9jgIAFHmMjAwwO3bt6FQKDI8L4VCAR8fH7X0xMREHD58GPXr18fMmTMBALVq1YKVlRW+//57bNq0KcPLJiIiom+H1o1Sv/zyi/R/T09P/Pzzzzhx4gR8fX0BAOfPn8eZM2cwcuTIzI+SKBdj3SNKn/Xr16c4vUuXLlkUCVHO0aVLF6xatQqBgYEZms/Hjx+hp6cHpVIJJycnrF+/HtWrV8fJkyeRmJgoq5+WlpZwdHTE+fPnMxo+ERERfWO0bpSaN2+e7LuNjQ3u3r2Lu3fvSmnW1tZYvXo1fvrpp8yLkCiXY90jSp+hQ4fKvsfFxeH9+/cwNDSEqakpG6WI0uHTp09YuXIljhw5gnLlysHMzEw2fe7cuanOo2bNmihfvjwqVaqER48eYdq0aahVqxb++usv3L9/HwBQtGhR2W+sra3x33//pTjf6OhoREdHS99jYmK0XS0iIiLSEa0bpdg3B5FuZHXdcxu9T/o/Oz2n7Oz169dqaQ8ePED//v05ShhROt2+fRtlypQBAPz999+yadq+1jdhwgTZ927dusHJyQmjRo1Cw4YNAagPVKDNuDxNmzZV60CdiIiIvm3p6lPqS6qLhMzoX4CItMe6R5R2hQsXRmBgIDp16oS//vpL1+EQZTtBQUGZPk97e3tYW1vj4cOH0hNS9+7dQ6lSpaQ8UVFRsLKySnE+e/bsUXtSysvLK9PjJSIiosyjPl62ltavXw9vb2+YmJjAxMQEPj4+2LBhQ2bGRkQasO4RZYyenh6ePXum6zCIsrWHDx/i0KFD+PDhAwDtnmRKTnR0NN68eQMHBwdUq1YNSqVSdl57+/YtIiIiUKlSpRTnY2lpCRcXF+mTL1++dMdEREREWSNdT0rNnTsX48ePx6BBg1C5cmUIIXDmzBn069cPL1++xPDhwzM7TiIC6x5RWuzZs0f2XQiB8PBwLFq0CJUrV9ZRVETZ26tXr9C2bVsEBQVBoVDgwYMHKFiwIHr16gVra2vMmTMn1XmUK1cOnTt3RunSpfHgwQOMHTsWiYmJmDJlCpRKJerWrYsDBw7gxx9/RKVKlTB8+HAolUrMmjUrC9aQiIiIslK6GqUWLlyIpUuXyjqJbdasGYoXL45JkybxxpjoK2HdI9Je8+bNZd8VCgXy5s2LmjVranXjTETqhg8fDgMDA4SGhsLT01NKb9euHYYPH65V3Xrx4gVGjBiBxMREKJVKODo64o8//pAai/ft24eaNWti9uzZSExMhJWVFbZv3w5nZ+evtl5ERESkG+lqlAoPD4efn59aup+fH8LDwzMcFBFpxrpHpL3ExERdh0CU4xw+fBiHDh2Ci4uLLL1w4cJ48uSJVvMIDQ1NcbpSqcSJEyfSGyIRERFlI+lqlCpUqBC2bduGsWPHytK3bt2KwoULZ0pgRKSOdY8oZSNGjNA6rzZD1xOR3Lt372BqaqqW/vLlSxgZGekgIiIiIsrO0tUoFRAQgHbt2uHkyZOoXLkyFAoFTp8+jWPHjmHbtm0ZCsht9D4OQ0+UjK9Z91LjNnqf9H/WUfpWXbt2Tfb9ypUrSEhIkEb0+vvvv6Gnp4eyZcvqIjyibK9atWpYv349pkyZAuDza7GJiYmYNWsWatSooePoiIiIKLtJV6NUq1atcPHiRcydOxe7d++GEAJeXl64ePEiSpcundkxEtH/Y90jStmXw9XPnTsXFhYWWLduHWxsbAAAr1+/Rvfu3VG1alVdhUiUrc2aNQvVq1fH5cuX8enTJ/zwww+4c+cOIiMjcebMGV2HR0RERNlMmhul4uLi0KdPH4wfPx4bN278GjERkQase0RpM2fOHBw+fFhqkAIAGxsbTJ06FXXr1sXIkSN1GB1R9uTl5YWbN29i6dKl0NPTw7t379CyZUsMHDgQTk5Oug6PiIiIshllWn9gYGCAXbt2fY1YiCgFrHtEaRMdHY3nz5+rpb948QIxMTE6iIgo+wsNDYWDgwMCAgLw559/Yv/+/Zg6dSqcnJxS7cCciIiIKKk0N0oBQIsWLbB79+5MDoWIUsO6R6S9Fi1aoHv37ti+fTv+/fdf/Pvvv9i+fTt69uyJli1b6jo8omzJ3d0d//33n1r6q1ev4O7uroOIiIiIKDtL9+h7U6ZMwdmzZ1G2bFmYmZnJpg8ZMiRTgiMiOdY9Iu0tW7YMo0aNQqdOnRAXFwcA0NfXR8+ePTFr1iwdR0eUPQkhoFAo1NLfvn0LY2NjHURERERE2Vm6GqVWrlwJa2trXLlyBVeuXJFNUygUGb4xVo3yxRG+iOS+dt0jyklMTU2xZMkSzJo1C48ePYIQAoUKFVJrzCWi1I0YMQLA53PN+PHjYWpqKk1LSEjAhQsXUKpUKR1FR0RERNlVuhqlHj9+LP1fCAEAGv9qRkSZi3WPKO3MzMzg4+Oj6zCIsrVr164B+HzuuXXrFgwNDaVphoaGKFmyJEaNGqWr8IiIiCibSlejFACsWrUK8+bNw4MHDwAAhQsXxrBhw9CrV69MC46I1LHuERFRVgsKCgIAdO/eHb/88gssLCx0HJH2AjFa1yEQERFRMtLVKDV+/HjMmzcPgwcPhq+vLwDg3LlzGD58OEJCQjB16tRMDZKIPmPdIyIiXfhycICuXbsmm2/nzp1ZEQ4RERHlEOlqlFq6dClWrFiBDh06SGlNmzaFj48PBg8ezBtjoq8kq+ueqn83IiLK3aysrHQdAhEREeVA6WqUSkhIQLly5dTSy5Yti/j4+AwHRUSase4REZEurFmzRtchEBERUQ6kTM+POnXqhKVLl6qlL1++HB07dsxwUESkGeseERERERER5RQZ6uj88OHDqFSpEgDg/PnzCAsLQ5cuXaRhgwFg7ty5GY+SiCSse0RERERERJQTpKtR6vbt2yhTpgwA4NGjRwCAvHnzIm/evLh9+7aUL6ND1av6swkJbJSh+RDlFFlV94iIiIiIiIi+tnQ1SqmGBSairMW6R0RERERERDlFuvqUIiIiyk2WLFkCd3d3GBsbo2zZsjh16pSuQyIiIiIiyvbYKEVEaeY2ep/0Icrptm7dimHDhmHcuHG4du0aqlatigYNGiA0NFTXoRERERERZWtslCIiIkrB3Llz0bNnT/Tq1Quenp6YP38+8ufPr3EkTCIiIiIi0h4bpYiIiJLx6dMnXLlyBXXr1pWl161bF2fPntX4m9jYWERHR8s+RERERESkjo1SREREyXj58iUSEhLg4OAgS3dwcEBERITG30yfPh1WVlbSJ3/+/FkRKlG2oa+vD4VCofbx9vYGABQqVEhtmrm5uY6jJiIioq8hXaPvERER5SYKhUL2XQihlqYyZswYjBgxQvoeHR3NhimiL9y6dQtxcXHS94MHD+LHH39Ez549pbQ8efLg2LFj0nczM7MsjZGIiIiyBhuliCjTfNnxeUhgIx1GQpQ58uTJAz09PbWnol68eKH29JSKkZERjIyMsiI8omzJ09NT9r1r167Q19fHkCFDpDR9fX34+PhkdWhERESUxdgoRUQZktwIfGygopzA0NAQZcuWxZEjR9CiRQsp/ciRI2jWrJkOIyPKGd6+fYsbN26gdu3aUCr/16tEREQElEol9PX1UbBgQezYsQPFixdPcV5J+3CLiYn5anETERFR5mCjFBHpBButKLsYMWIEOnfujHLlysHX1xfLly9HaGgo+vXrp+vQiLK98ePHQwiBwMBAKa1Ro0awsbFByZIlcfXqVcyePRtly5bFixcvYGlpmey8mjZtiuDg4KwIm4iIiDIJG6WIiIhS0K5dO7x69QqTJ09GeHg4SpQogf3798PV1VXXoRFlexs2bIC9vT3KlCkjpS1YsED6f4sWLdCqVSuULl0aU6dOxcyZM5Od1549e9SelPLy8vo6gRMREVGmYKMUERFRKgYMGIABAwboOgyiHOXMmTN49eoVxowZk2K+UqVKwcDAALdu3Uoxn6WlpexJqi8bqIiIiOjblC0apdxG7+PrPUQ5QHL9TxERUe4zbtw4KJVKTJgwIcV8Dx48QFxcHEexJCIiyoGUqWf5NriN3scbWiIiIqIcID4+HqdPn0b58uVhbGwspUdERKBcuXJYvnw5Tp8+jfnz56NMmTJQKpWYNGmS7gImIiKiryJbPClFRNkbG5SJiOhLs2bNQkJCAgICAmTphoaGCAkJQb9+/SCEgJ6eHtzc3LBp0yY4OzvrKFoiIiL6WrJdo5Tq5pav8xERERFlT2PGjNHYl5StrS1evnypg4iIiIhIF7LN63tJ8XU+IiIiIiIiIqLsK9s2SqmwYYqIVFSN1TwuEBERERERffuy3et7mmh7A8pX/oiyly/rdnL1lw1QRERERERE2VOOaJTSVko3r2ywIvo2aNPIlJE8rOtERERERETfhlzVKJWS9D5twRtcoozLyqedtHn6ioiIiIiIiL4+NkplkC5eHeKNNOVGWVXXMvKEFRu8iIiIiIiItMdGqWwoM27OecNM9D9fu8GLrxISERERERGpY6NULpVTOofmTT1lleSegspIXUrLk1VpbdjSJn9mNJZpUy6sp0REREREpIlOGqWEEACAxNj3ulg85SAFhv+epvy3A+ohOjoawP/2w9yC9U5dWveftPwurfP+mrF8SbX/A8nvC5kdiypdtbzcWve+LHuirJTbz3tArE7jICIiyp0+n39Tu/5QCB1cofz777/Inz9/Vi+WSCYsLAwuLi66DiPLsN7Rt4J1j0g3clvd++eff+Dh4aHrMIiIiHK11K4/dNIolZiYiPv378PLywthYWGwtLTM6hByrOjoaOTPn5/lmgIhBGJiYuDs7AylUqnrcLJMYmIinj17BgsLCygUCl2H81Xkpv0/O64r65563cuO2zEnyunbIbfWvTdv3sDGxgahoaGwsrLSdTjZUk6vG18byy9jWH4ZxzLMGJZfxmh7/aGT1/eUSiXy5csHALC0tOQG/gpYrinLjRenSqUy1/yFPDft/9ltXVn3NMtu2zGnysnbIbfWPeDzuufU7ZpVcnLdyAosv4xh+WUcyzBjWH7pp831R+75cxkREREREREREX0z2ChFRERERERERERZTmeNUkZGRpg4cSKMjIx0FUKOxHKl3Cw37f+5aV1zMm7HbwO3Q87E7ZpxLMOMYfllDMsv41iGGcPyyxo66eiciIiIiIiIiIhyN76+R0REREREREREWY6NUkRERERERERElOXYKEVERERERERERFlOZ41SS5Ysgbu7O4yNjVG2bFmcOnVKV6FkO5MmTYJCoZB9HB0dpelCCEyaNAnOzs4wMTFB9erVcefOHR1GTJR5pk+fjvLly8PCwgL29vZo3rw57t+/L8uTU+vA9OnToVAoMGzYMCktp65rbsFzYdbhuTP3Yf3S7OTJk2jSpAmcnZ2hUCiwe/du2XRt6kJsbCwGDx6MPHnywMzMDE2bNsW///6bhWuhO5l1HZJby3Dp0qXw8fGBpaUlLC0t4evriwMHDkjTWXZpk95rw9xchplxPZCby+9r0Emj1NatWzFs2DCMGzcO165dQ9WqVdGgQQOEhobqIpxsqXjx4ggPD5c+t27dkqbNnDkTc+fOxaJFi3Dp0iU4OjqiTp06iImJ0WHERJkjODgYAwcOxPnz53HkyBHEx8ejbt26ePfunZQnJ9aBS5cuYfny5fDx8ZGl58R1zS14Lsx6PHfmHqxfyXv37h1KliyJRYsWaZyuTV0YNmwYdu3ahS1btuD06dN4+/YtGjdujISEhKxaDZ3JrOuQ3FqGLi4uCAwMxOXLl3H58mXUrFkTzZo1k276WXbay8i1YW4vw4xeD+T28st0QgcqVKgg+vXrJ0srVqyYGD16tC7CyXYmTpwoSpYsqXFaYmKicHR0FIGBgVLax48fhZWVlVi2bFkWRUiUdV68eCEAiODgYCFEzqwDMTExonDhwuLIkSPC399fDB06VAiRM9c1N+G5MGvx3Jm7sH5pB4DYtWuX9F2buvDmzRthYGAgtmzZIuV5+vSpUCqV4uDBg1kW+7ciPdchLEM5GxsbsXLlSpZdGmTk2jC3l2FGrwdye/l9DVn+pNSnT59w5coV1K1bV5Zet25dnD17NqvDybYePHgAZ2dnuLu7o3379vjnn38AAI8fP0ZERISsfI2MjODv78/ypRwpKioKAGBrawsgZ9aBgQMHolGjRqhdu7YsPSeua27Bc6Fu8NyZO7B+pZ82deHKlSuIi4uT5XF2dkaJEiVyZfmm5zqEZfhZQkICtmzZgnfv3sHX15dllwYZuTZkGWbseoDll/n0s3qBL1++REJCAhwcHGTpDg4OiIiIyOpwsqWKFSti/fr1KFKkCJ4/f46pU6fCz88Pd+7ckcpQU/k+efJEF+ESfTVCCIwYMQJVqlRBiRIlACDH1YEtW7bg6tWruHTpktq0nLauuQnPhVmP587cg/Ur/bSpCxERETA0NISNjY1antxWvum9DsntZXjr1i34+vri48ePMDc3x65du+Dl5SXd0LPsUpbRa8PcXoYZvR7I7eX3NWR5o5SKQqGQfRdCqKWRZg0aNJD+7+3tDV9fX3h4eGDdunWoVKkSAJYv5Q6DBg3CzZs3cfr0abVpOaEOhIWFYejQoTh8+DCMjY2TzZcT1jW34rbLOjx35j7cnumXnrLLjeWb2dchuaUMixYtiuvXr+PNmzfYsWMHunbtiuDgYGk6yy55X/PaMLeU4de6Hsgt5fc1ZPnre3ny5IGenp5aK+KLFy/UWiRJO2ZmZvD29saDBw+kkQNYvpTTDR48GHv27EFQUBBcXFyk9JxUB65cuYIXL16gbNmy0NfXh76+PoKDg/HLL79AX19fWp+csK65Dc+FusdzZ87F+pV+2tQFR0dHfPr0Ca9fv042T26QkeuQ3F6GhoaGKFSoEMqVK4fp06ejZMmSWLBgActOC5lxbZjbyzCptF4PsPwyX5Y3ShkaGqJs2bI4cuSILP3IkSPw8/PL6nByhNjYWNy7dw9OTk5wd3eHo6OjrHw/ffqE4OBgli/lCEIIDBo0CDt37sTx48fh7u4um56T6kCtWrVw69YtXL9+XfqUK1cOHTt2xPXr11GwYMEcs665Dc+FusdzZ87F+pV+2tSFsmXLwsDAQJYnPDwct2/fzhXlmxnXIbm9DJMSQiA2NpZlp4XMuDbM7WWYVFqvB1h+X0FW9qqusmXLFmFgYCBWrVol7t69K4YNGybMzMxESEiILsLJdkaOHClOnDgh/vnnH3H+/HnRuHFjYWFhIZVfYGCgsLKyEjt37hS3bt0SHTp0EE5OTiI6OlrHkRNlXP/+/YWVlZU4ceKECA8Plz7v37+X8uTkOvDlCCtC5Ox1zel4LsxaPHfmLqxfyYuJiRHXrl0T165dEwDE3LlzxbVr18STJ0+EENrVhX79+gkXFxdx9OhRcfXqVVGzZk1RsmRJER8fr6vVyjKZdR2SW8twzJgx4uTJk+Lx48fi5s2bYuzYsUKpVIrDhw8LIVh26ZGea8PcXIaZcT2Qm8vva9BJo5QQQixevFi4uroKQ0NDUaZMGWkYVUpdu3bthJOTkzAwMBDOzs6iZcuW4s6dO9L0xMREMXHiROHo6CiMjIxEtWrVxK1bt3QYMVHmAaDxs2bNGilPTq4DSS88cvK65gY8F2YdnjtzH9YvzYKCgjSeR7t27SqE0K4ufPjwQQwaNEjY2toKExMT0bhxYxEaGqqDtcl6mXUdklvLsEePHlK9zJs3r6hVq5bUICUEyy490nNtmJvLMDOuB3Jz+X0NCiGEyOqns4iIiIiIiIiIKHfL8j6liIiIiIiIiIiI2ChFRERERERERERZjo1SRERERERERESU5dgoRUREREREREREWY6NUkRERERERERElOXYKEVERERERERERFmOjVJERERERERERJTl2ChFRERERERERERZjo1SmWTt2rWwtraWvk+aNAmlSpVK0zwUCgV2796d7PSQkBAoFApcv349XTF+bSdOnIBCocCbN290HQqlQ3beh5PGrgtubm6YP39+liyrc+fOmDZtmvT9/fv3aNWqFSwtLbNlHfzzzz9RunRpJCYm6joU0lL16tUxbNgwXYchk9rxh4iI1KXnei8zjR8/Hn369JG+CyHQp08f2NraftP3Pcm5desWXFxc8O7dO12HQpRtsFGKiCgNkmsAu3Tpkuyi6mu5efMm9u3bh8GDB0tp69atw6lTp3D27FmEh4fDysrqq8eRmRo3bgyFQoHffvtN16GQlnbu3IkpU6YAyNoGWSD5G6jw8HA0aNAgy+IgIvrWKRSKFD/dunXDqFGjcOzYMZ3E9/z5cyxYsABjx46V0g4ePIi1a9fizz//RHh4OEqUKKGT2NLL29sbFSpUwLx583QdClG2wUapXC4hIYFPJxAB+PTpU4Z+nzdvXpiammZSNMlbtGgR2rRpAwsLCynt0aNH8PT0RIkSJeDo6AiFQqH2u4yu39fWvXt3LFy4UNdhkJZsbW1l+2BmyOg+6ujoCCMjo0yKhogo+wsPD5c+8+fPh6WlpSxtwYIFMDc3h52dnU7iW7VqFXx9feHm5ialPXr0CE5OTvDz84OjoyP09fXVfpcdrmmWLl2KhIQEXYdClC2wUeoL27dvh7e3N0xMTGBnZ4fatWvj3bt3OHnyJAwMDBARESHLP3LkSFSrVk2reV+6dAl16tRBnjx5YGVlBX9/f1y9elUtn+ovvSYmJnB3d8fvv/+e4nzv3r2Lhg0bwtzcHA4ODujcuTNevnyZbH7VUx5//vknvLy8YGRkhCdPnmgVn0KhwMqVK9GiRQuYmpqicOHC2LNnT7LL+vDhAxo1aoRKlSohMjIylRKizJAb9mHg835coEABmJqaokWLFnj16pVserdu3dC8eXNZ2rBhw1C9enXpe/Xq1TFo0CCMGDECefLkQZ06dQAAc+fOhbe3N8zMzJA/f34MGDAAb9++BfD5FdXu3bsjKipK+ivjpEmTAKg/LRIaGopmzZrB3NwclpaWaNu2LZ4/fy5NVz3tsWHDBri5ucHKygrt27dHTExMsuudmJiI33//HU2bNpWtx5w5c3Dy5EkoFAppHd3c3DB16lR069YNVlZW6N27NwDgxx9/RJEiRWBqaoqCBQti/PjxiIuLU4tr9erVKFCgAMzNzdG/f38kJCRg5syZcHR0hL29PX7++WdZbFFRUejTpw/s7e1haWmJmjVr4saNG9L0GzduoEaNGrCwsIClpSXKli2Ly5cvS9ObNm2Kixcv4p9//kl2/enboXp9r3r16njy5AmGDx8u1QmVs2fPolq1ajAxMUH+/PkxZMgQ2esM6dlH165di4CAANy4cUNa3tq1awGov75369Yt1KxZUzoe9unTR6rLwP+OE7Nnz4aTkxPs7OwwcOBAWX0gIsrOHB0dpY+VlRUUCoVaWtKnT1XHxmnTpsHBwQHW1tYICAhAfHw8vv/+e9ja2sLFxQWrV6+WLevp06do164dbGxsYGdnh2bNmiEkJCTF+LZs2SK7punWrRsGDx6M0NBQKBQKqbEqPddsgPy+p2jRojA1NUXr1q3x7t07rFu3Dm5ubrCxscHgwYNlDUifPn3CDz/8gHz58sHMzAwVK1bEiRMnpOlPnjxBkyZNYGNjAzMzMxQvXhz79++XpterVw+vXr1CcHCwtpuKKFdjo9T/Cw8PR4cOHdCjRw/cu3cPJ06cQMuWLSGEQLVq1VCwYEFs2LBByh8fH4+NGzeie/fuWs0/JiYGXbt2xalTp3D+/HkULlwYDRs2VLsBHT9+PFq1aoUbN26gU6dO6NChA+7du5dszP7+/ihVqhQuX76MgwcP4vnz52jbtm2Ksbx//x7Tp0/HypUrcefOHdjb22sdX0BAANq2bYubN2+iYcOG6Nixo8YGp6ioKNStWxefPn3CsWPHYGtrq1U5Ufrlln34woUL6NGjBwYMGIDr16+jRo0amDp1qlbrkNS6deugr6+PM2fO4NdffwUAKJVK/PLLL7h9+zbWrVuH48eP44cffgAA+Pn5qf2lcdSoUWrzFUKgefPmiIyMRHBwMI4cOYJHjx6hXbt2snyPHj3C7t278eeff+LPP/9EcHAwAgMDk4335s2bePPmDcqVKyel7dy5E71794avry/Cw8Oxc+dOadqsWbNQokQJXLlyBePHjwcAWFhYYO3atbh79y4WLFiAFStWqD1i/ujRIxw4cAAHDx7E5s2bsXr1ajRq1Aj//vsvgoODMWPGDPz00084f/68tL6NGjVCREQE9u/fjytXrqBMmTKoVauWdHzo2LEjXFxccOnSJVy5cgWjR4+GgYGBtExXV1fY29vj1KlTqW84+mbs3LkTLi4umDx5slQngM8NQvXq1UPLli1x8+ZNbN26FadPn8agQYNkv0/rPtquXTuMHDkSxYsXl5aXtF4Bn89z9evXh42NDS5duoTff/8dR48eVVt+UFAQHj16hKCgIKxbtw5r166VGrmIiHKr48eP49mzZzh58iTmzp2LSZMmoXHjxrCxscGFCxfQr18/9OvXD2FhYQA+H3Nr1KgBc3NznDx5EqdPn4a5uTnq16+f7FNNr1+/xu3bt2XXNAsWLMDkyZPh4uKC8PBwXLp0SZqW1ms2lffv3+OXX37Bli1bcPDgQen6eP/+/di/fz82bNiA5cuXY/v27dJvunfvjjNnzmDLli24efMm2rRpg/r16+PBgwcAgIEDByI2NhYnT57ErVu3MGPGDJibm0u/NzQ0RMmSJXlNQ6QtQUIIIa5cuSIAiJCQEI3TZ8yYITw9PaXvu3fvFubm5uLt27dCCCHWrFkjrKyspOkTJ04UJUuWTHZ58fHxwsLCQuzdu1dKAyD69esny1exYkXRv39/IYQQjx8/FgDEtWvXhBBCjB8/XtStW1eWPywsTAAQ9+/f17jcNWvWCADi+vXrycaWUnw//fST9P3t27dCoVCIAwcOCCGECAoKEgDEX3/9JUqWLClatmwpYmNjU1wOZZ7csg936NBB1K9fX5bWrl07Wexdu3YVzZo1k+UZOnSo8Pf3l777+/uLUqVKJbt+Ktu2bRN2dnbS96TlpOLq6irmzZsnhBDi8OHDQk9PT4SGhkrT79y5IwCIixcvCiE+l6+pqamIjo6W8nz//feiYsWKycaya9cuoaenJxITE1NcN1U8zZs3T3X9Zs6cKcqWLSt91xRXvXr1hJubm0hISJDSihYtKqZPny6EEOLYsWPC0tJSfPz4UTZvDw8P8euvvwohhLCwsBBr165NMZbSpUuLSZMmpRoz6Z6/v78YOnSoEEK+76t07txZ9OnTR5Z26tQpoVQqxYcPH6TfpXcf1XRsAiB27dolhBBi+fLlwsbGRjq+CSHEvn37hFKpFBEREUKIz8cJV1dXER8fL+Vp06aNaNeuXaoxERFlN8ldvyQ9pqqOjUnP+VWrVpW+x8fHCzMzM7F582YhhBCrVq0SRYsWlV2fxMbGChMTE3Ho0CGN8Vy7dk0AkF0rCSHEvHnzhKurqywtI9dsAMTDhw+ltL59+wpTU1MRExMjpdWrV0/07dtXCCHEw4cPhUKhEE+fPpXNu1atWmLMmDFCCCG8vb1TvV5p0aKF6NatW6oxE5EQfFLq/5UsWRK1atWCt7c32rRpgxUrVuD169fS9G7duuHhw4fSkwGrV69G27ZtYWZmptX8X7x4gX79+qFIkSKwsrKClZUV3r59i9DQUFk+X19fte/JPWVy5coVBAUFwdzcXPoUK1YMwOcnHZJjaGgIHx+fdMX35e/MzMxgYWGBFy9eyPLUrl0bBQsWxLZt22BoaJhsHJS5css+fO/ePY3LSI8v/zqnEhQUhDp16iBfvnywsLBAly5d8OrVqzSNonLv3j3kz58f+fPnl9K8vLxgbW0tKws3NzdZvzxOTk5q9elLHz58gJGRkcY+ozTRtH7bt29HlSpV4OjoCHNzc4wfP15tGyaNy8HBAV5eXlAqlbI0VaxXrlzB27dvYWdnJ9uWjx8/lrbjiBEj0KtXL9SuXRuBgYEat6+JiQnev3+v1brRt+3KlStYu3atbH+oV68eEhMT8fjxYylfevfR1Ny7dw8lS5aUHd8qV66MxMRE3L9/X0orXrw49PT0pO+p1UEiotygePHiaud8b29v6buenh7s7Oxk1wEPHz6EhYWFdMy3tbXFx48fk72e+/DhAwDA2NhYq5jSe81mamoKDw8P2bq4ubnJnmz68prm6tWrEEKgSJEisnNYcHCwtC5DhgzB1KlTUblyZUycOBE3b95Ui43XNETaU+85LpfS09PDkSNHcPbsWRw+fBgLFy7EuHHjcOHCBbi7u8Pe3h5NmjTBmjVrULBgQezfv1/2bnFqunXrhv/++w/z58+Hq6srjIyM4Ovrq1VHfcndgCYmJqJJkyaYMWOG2jQnJ6dk52diYqI2T23j+/J1G1VsSTtKb9SoEXbs2IG7d+/KTmD0deWWfVgIkerylEqlWj5N/cQkbZB78uQJGjZsiH79+mHKlCmwtbXF6dOn0bNnzzT1MyOE0LjOSdO1qU9fypMnD96/f49Pnz5p1eCbdP3Onz+P9u3bIyAgAPXq1YOVlRW2bNmCOXPmyPJpiiulWBMTE+Hk5KRxf1KNVDhp0iR899132LdvHw4cOICJEydiy5YtaNGihZQ3MjISefPmTXW96NuXmJiIvn37YsiQIWrTChQoIP0/vftoapKrgwAyVAeJiHKD9FwHlC1bFps2bVKbV3Ln9Tx58gD4/BqfNuf+9F6zpWdd9PT0cOXKFdkfLQBIDVm9evVCvXr1sG/fPhw+fBjTp0/HnDlzZCMjR0ZGyhrDiCh5bJT6gkKhQOXKlVG5cmVMmDABrq6u2LVrF0aMGAHg8wGoffv2cHFxgYeHBypXrqz1vE+dOoUlS5agYcOGAICwsDCNnTmfP38eXbp0kX0vXbq0xnmWKVMGO3bsgJubm8aRKdJC2/i0ERgYCHNzc9SqVQsnTpyAl5dXhmIj7eWGfdjLy0t62uvLZXwpb968uH37tizt+vXrahchSV2+fBnx8fGYM2eO9BfCbdu2yfIYGhqmOpqKl5cXQkNDERYWJj0tdffuXURFRcHT0zPF36ZE1RHp3bt3ZZ2SauvMmTNwdXXFuHHjpLQnT56kOx6VMmXKICIiAvr6+rIRdJIqUqQIihQpguHDh6NDhw5Ys2aN1Cil+mtqcvsKfbs01YkyZcrgzp07KFSoUJrmpc0+qm0dXLduHd69eyfdyJw5cwZKpRJFihRJU0xERJSyMmXKYOvWrdJgJ9rw8PCApaUl7t69m67jsjbXbOlRunRpJCQk4MWLF6hatWqy+fLnzy/1rTVmzBisWLFC1ih1+/ZttG7dOsPxEOUGfH3v/124cAHTpk3D5cuXERoaip07d+K///6T3UCq/mo7depUrTuHVilUqBA2bNiAe/fu4cKFC+jYsSNMTEzU8v3+++9YvXo1/v77b0ycOBEXL15U65hVZeDAgYiMjESHDh2kUasOHz6MHj16pHkIUm3j09bs2bPRsWNH1KxZE3/99Ve650Payy378JAhQ3Dw4EHMnDkTf//9NxYtWoSDBw/K8tSsWROXL1/G+vXr8eDBA0ycOFGtkUoTDw8PxMfHY+HChfjnn3+wYcMGLFu2TJbHzc0Nb9++xbFjx/Dy5UuNj2bXrl0bPj4+6NixI65evYqLFy+iS5cu8Pf31/j4ubby5s2LMmXK4PTp0+n6faFChRAaGootW7bg0aNH+OWXX7Br1650x6NSu3Zt+Pr6onnz5jh06BBCQkJw9uxZ/PTTT7h8+TI+fPiAQYMG4cSJE3jy5AnOnDmDS5cuyfbN8+fPS0/fUfbi5uaGkydP4unTp1JD9Y8//ohz585h4MCBuH79Oh48eIA9e/bILtg10WYfdXNzw+PHj3H9+nW8fPkSsbGxavPp2LEjjI2N0bVrV9y+fRtBQUEYPHgwOnfuDAcHh8xbeSIiQseOHZEnTx40a9YMp06dwuPHjxEcHIyhQ4fi33//1fgbpVKJ2rVrp/uaRptrtvQoUqQIOnbsiC5dumDnzp14/PgxLl26hBkzZkgj7A0bNgyHDh3C48ePcfXqVRw/flx2TRMSEoKnT5+idu3aGY6HKDdgo9T/s7S0xMmTJ9GwYUMUKVIEP/30E+bMmYMGDRpIeZRKJbp164aEhATZkyDaWL16NV6/fo3SpUujc+fOGDJkCOzt7dXyBQQEYMuWLfDx8cG6deuwadOmZJ80cnZ2xpkzZ5CQkIB69eqhRIkSGDp0KKysrGTvgWdmfGkxb948tG3bFjVr1sTff/+doXlR6nLLPlypUiWsXLkSCxcuRKlSpXD48GH89NNPsjz16tXD+PHj8cMPP6B8+fKIiYnRan1LlSqFuXPnYsaMGShRogQ2bdqE6dOny/L4+fmhX79+aNeuHfLmzYuZM2eqzUc1NL2NjQ2qVasm9bO2devWVGNITZ8+fTQ+Hq+NZs2aYfjw4Rg0aBBKlSqFs2fPSiOeZYRCocD+/ftRrVo19OjRA0WKFEH79u0REhICBwcH6Onp4dWrV+jSpQuKFCmCtm3bokGDBggICJDmsXnzZnTs2BGmpqYZjoey1uTJkxESEgIPDw/pFQwfHx8EBwfjwYMHqFq1KkqXLo3x48en+Go5oN0+2qpVK9SvXx81atRA3rx5sXnzZrX5mJqa4tChQ4iMjET58uXRunVr1KpVC4sWLcq8FSciIgCfj7knT55EgQIF0LJlS3h6eqJHjx748OFDik9O9enTB1u2bEnXa9PaXLOl15o1a9ClSxeMHDkSRYsWRdOmTXHhwgXp6feEhAQMHDgQnp6eqF+/PooWLYolS5ZIv9+8eTPq1q0LV1fXTImHKKdTCG06aCFJ79698fz5c+zZs0fXoRClC/fh7O3jx48oWrQotmzZkmOeKvrvv/9QrFgxXL58Ge7u7roOh4iIiLKAEAKVKlXCsGHD0KFDB12HkyliY2NRuHBhbN68OU3dZBDlZuxTSktRUVG4dOkSNm3ahD/++EPX4RClGffhnMHY2Bjr169Pd59v36LHjx9jyZIlbJAiIiLKRRQKBZYvX65x9Lrs6smTJxg3bhwbpIjSgE9Kaal69eq4ePEi+vbti3nz5uk6nP9r5w6JAABgGIj5dz0NI38FiYaiB4U3GwYAAGCJKAUAAABAztE5AAAAADlRCgAAAICcKAUAAABATpQCAAAAICdKAQAAAJATpQAAAADIiVIAAAAA5EQpAAAAAHKiFAAAAAC5A0G5zXM0rqh0AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 50%|████████████████▊                 | 50/101 [01:06<01:07,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 74%|█████████████████████████▏        | 75/101 [01:40<00:34,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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ysmzWrJkoVqyYePHihWyZI0aMEObm5tLrf1nZL9JLTk4WgYGBwtbWVkRFRcmmpaWlienTpwsjIyNp+0uUKCGuXr2qdXkqqtdX9+zZI6XFxMRIcRYrVkxs3LhRHD16VAwZMkQAEFOmTJHyql7f8/DwkNWz+Ph44ejoKBo3bqx13StWrBAAxNatW2XpUVFRwsTERIwcOVKWnpCQINzc3ESXLl2ktNTUVFGrVi3RvXt3KU3Ta0579uzR+Crp2rVrBQBRpkwZKU31+l779u1leU+fPi0AiFmzZgkhhHj27JkwNzfXmi+j1/du374tAGis+1mVkpIikpOTxYABA0TVqlVl0wAIOzs7ja+gqo6PmcnK63tZ+e369OkjAIh169ZluH7VcezBgwdqdTejc0X6VyhXrlwpAIgdO3bI8s2dO1ftFU4AwtXVVcTHx0tpsbGxwsjISISEhGQYb3pZecU8o3qe1eMhEREZBhuliIjykZ07dwozMzNx69YtKS2vGqXu3LkjAIjZs2dnOP/9+/dFqVKlRJ06dcTOnTvFiRMnxLx584Stra3o37+/LG/r1q1F/fr1ZY1VmhqlBg0aJACIZs2aydKvXr2q1sBjamoqhgwZohaXqlFKdcM+efJkASDDhgshhLh3757o3r27cHV1FQqFQtbQtm3bNtl6NTUIjBkzRgAQd+/ezdJ63/fkyRNRqVIl4eLiIu7duyebVqdOHVGpUiWRnJws+yQkJAiFQiEmTpyY4bK/+eYbAUCEhoaqTYuJiREXL14UBw8eFF988YUwMzMTI0aMkOUJCAgQNjY2avOqbrxVjRZff/21ACDKly8vUlJSpHwPHz4UlpaWokePHkIIIV6/fi3dhKffpv3798sa2rKyX7wvLS1N9O7dWxgbG8saj1S++uorYWlpKWbOnCnCwsLEzz//LJo0aSKcnZ3FlStXtJbl6tWrBQAxfvx4Wfq///4r7TNnz56VTfvkk0+Eubm5SEhIEEL8r1EqfTkL8a6um5mZycrvfTVq1BBOTk5q/Wup4rp48aJamXbt2lW4uLhIeefPny8cHR1lffNoapRKSkoSpUqVEh4eHuLQoUPi2bNn4rfffhOurq7C2NhYfPTRR1JeVaPUzp071WL29PQUjRo1EkII6ffVli+jhogJEybkqN+qHTt2CH9/f2FlZSWr4+bm5rJ8mhrXsiorjVJZ+e1UjVLpG3OFeNfX0uDBg0WxYsVkja0AxJw5czKNQwj1RqkuXboIKysrtT82PHr0SAAQX3zxhZQGQHTr1k1tmW5ubhqP1xnRtVEqs3quSUbHQyIiMgyOvkdElE+8fPkSw4cPx8iRI+Hh4SG98qJ6jeb58+cwNTVVez1OX/777z8AyPSVwUmTJiE+Ph7Xrl2TYqlfvz6cnZ3Rv39/9O7dGwEBAdi5cycOHDiA33//XW30wLdv3+L58+ewsrKCqamp1L9Ss2bNZPmqVKkCd3d3XLlyRUpzcnLCkydP1OJ6+vQpAMDR0VHaHmNjY7i5uWndlpcvX6JevXowNzfHrFmzUKZMGVhaWiI6OhodOnSQvebh5OSE2NhYtRhbtGiBxYsX48qVKyhVqpRO633fs2fP0KRJE/z77784duwYSpYsKZv+6NEj/PXXX1JfXum932eMJj179sSECRNw7tw5tT693NzcpDibNm0KBwcHTJo0Cf3790fVqlWlfJpGZ1PNp/otVL9h48aNZX1Subu7o3LlytJv+OTJE6SkpGDJkiVYsmRJhtuUlf1CRQiBgQMHYsuWLdi4cSPatWsnm3779m1Mnz4d8+bNw4QJE6T0Fi1aoHz58hg3bhzCwsLUlrt+/XoMHjwYn332GebPny+b5uDgAIVCARsbG9SuXVs2rUWLFtizZw8iIiKkPsMAaNw/3Nzc8PbtW7x8+VKtz6sbN27g0qVLGD16tNordarXa7WNxqfqrycqKgrTp0/HnDlzYGZmJh1jUlJSkJaWhufPn0OpVMLCwgJmZmb47bff0KtXLzRt2hQAYGVlhdmzZ+Orr75C0aJFNcavKU21j6j+1ZZPm+TkZGzatAmVK1dGjRo1tObTJjQ0FF26dEHnzp3x+eefw83NDSYmJlixYgXWrVunlt/d3T3L68guXX87FUtLS9ja2srS0tLS0LRpUzx8+BDTpk2Dr68vrKyskJaWhtq1a2f7dbUnT57Azc0NCoVClu7i4gITExO147CmfvKUSmWuvC6XWT3XJqPjIRERGQYbpYiI8onHjx/j0aNHWLBgARYsWKA23cHBAe3atcOePXtyZf1FihQBAPzzzz8Z5rt27RrKly+v1jimuqkKDw9HQEAAwsPDkZKSonaTDgCrV6/G6tWrsXv3bnzyySca+4hSEULIbsx8fX1x8+ZNtXyqtIoVK0rbk5qaitjYWK03mceOHcPDhw9x/PhxBAQESOnv94GjUqlSJcTGxmqMD/jfzaMu61V59uwZGjdujPv37+Po0aMay8HZ2RkWFhYab55V03WhS0fCqkaTP//8U9Yo9X6fYiqqslDdiOr6Gzo4OMDY2Bi9evXC8OHDNeZX9ZeUlf1ClTZw4ECsX78ea9euRc+ePdXmu379OoQQao0ApqamqFy5Mk6cOKE2z/r16zFw4ED06dMHK1euVLtJt7CwQOnSpXXaP1Q05Y2NjYWZmZnGfp7Wrl0LABo7+VbtAzt37oSnp6fadJW///4br1+/xujRo2X9gak4ODhg9OjRWLx4MQCgVKlSOHv2LP799188ffoUPj4+ePHiBUaPHo369etrjF9TWqlSpQD8b1/Rlk9bf02//vor4uLiMG3aNK3blpEtW7bA29sb27dvl/126TvrVkn/++YmXX87FU2xhYeH4/r169iwYQP69Okjpf/11185is3JyQnnz5+HEEK23ri4OKSkpOh87NE3Xep5ZrIy+AcREeUuHpGJiPIJNzc3hIWFqX2aNWsGc3NzhIWFYdasWbm2/jJlysDHxwfr1q3TerMGvBvp6NatW3j58qUsXdVBs+pJq759+2rcHgD45JNPEBYWhrp16wJ49zSJpaWl2ihcV65cQWxsrKxhq3379vjjjz9w/vx5KS0lJQVbtmxBrVq14OHhIS0TAFasWKF1W1Q3WumfPFm1apVa3o4dOwKAWoz79++HkZGR1Mihy3qB/zVI/f333zh06JCsEeh9rVu3xr179+Dk5IQaNWqofTLreFk1cpimxsH0VL+PqhFBJSEhQTZiIQD8+OOPMDIykhonatWqhWLFiuHQoUOyUfkePnyI69evS+u3tLREgwYNcPXqVVSqVEnjNqkaL7KyXwghMGjQIKxfvx6rVq1Cv379NG6jav84d+6cLD0pKQlXrlxRe1Jww4YNGDhwIHr27Ik1a9ZobbDo2LEj4uPjcebMGVn6/v37YW1trdYJc2hoKN68eSN9T0hIwN69e1GvXj210Q+TkpKwZcsW1KxZU2p0fV+zZs1gYmKCe/fuaSxP1dNFVapU0VgnK1euDC8vL4SFhWHEiBFqyy9atCh8fX1haWmJ+fPnw8rKCgMGDFDL98MPP8i+nzlzBg8ePJBGdKtduzbMzc215tNm7dq1MDc3R48ePbTmyYhCoYCZmZnst4uNjdU4+l5uUR1j0j81pOtvl5GsHMe0xaFJo0aN8PLlS7U/hKg6h1eN/JeXdK3n2mTleEhERHmDT0oREeUTqpHK0tuwYQOMjY3Vpv3333/SUx2qp4R+++03FClSBEWKFJE9+XPp0iVp5Lf4+HgIIbBz504A755wUv2FftmyZWjTpg1q166NsWPHokSJEoiKisLBgwelG8kxY8bgk08+QZMmTTB27Fg4Ozvj3LlzCAkJQfny5aVGmYxGqipatKhse+zt7TFz5kxMmDABffv2Rffu3REbG4tp06ahRIkSGDZsmJS3f//+WLZsGTp37ow5c+bAxcUFy5cvx507d3DkyBEpX7169dCrVy/MmjULjx49QuvWraFUKnH16lVYWlpi5MiR8Pf3h4ODA4YMGYIZM2bA1NQUP/zwA65fv64Wc79+/bBq1SoMGzYMjx8/Rvny5XHkyBEsW7YMw4YNk8pQl/W+fv1aGvJ98eLFSElJkTWSFClSBD4+PlJ579q1C/Xr18fYsWNRqVIlpKWlISoqCocOHcL48eNRq1YtnDp1Cl9//TXat2+PkiVL4s2bN/jtt9/w/fffo2HDhrLRBGfMmIFHjx6hfv36KFq0KJ4/f44DBw5g9erV6Ny5M6pXry7bdicnJwwdOhRRUVEoU6YM9u/fj9WrV2Po0KEoUaIEgHdPHixatAhdunRBu3btMHToUCQmJuKrr76CmZkZJk+eLC3v22+/Rd26dVGvXj0MHToUXl5eSEhIwF9//YW9e/dKoxBmZb8YNWoU1q5di/79+8PX11dWnkqlUmr0q1u3Lj7++GMEBQXh1atXqF+/Pl68eIElS5bg/v372Lx5szTfTz/9hAEDBqBKlSoYPHgwLly4ICuXqlWrSjf5EyZMwA8//IDOnTvjq6++QrFixbBz50788ssv+Oabb2BhYSGb19jYGE2aNMG4ceOQlpaGuXPnIj4+Xjb6oMqePXvw9OlTjU9JAe/q2syZMzF16lT8/fffaN68ORwcHPDo0SNcuHABVlZWCA4Ohr29vcZjjL29PVJSUtSmzZs3D25ubihRogQePXqEHTt2YM+ePdi8ebPG1/cuXbqEgQMHonPnzoiOjsbUqVNRtGhR6XdycHDAhAkTMGvWLFm+oKAgra/vPXz4EAcOHEDXrl3h4OCgMU9mWrdujdDQUAwbNgydOnVCdHQ0vvrqK7i7u+Pu3bs6L0fVWJudJ5B8fX0BvNv3+/TpA1NTU5QtW1bn3y4jH330EXx8fDBp0iQIIeDo6Ii9e/fi8OHDOsdhY2Ojlrd3795YtmwZ+vTpg8jISPj6+uL333/H7Nmz0bJlSzRu3DjL5aCNrucoXet5Vo6HRERkYHnfjRUREWWFto7OVZ3pavqk7yRW1UGups/69etlec+ePStatGgh7OzshFKpFD4+PmLs2LGyPMeOHRNNmzYVbm5uwsLCQpQpU0aMHz9ePH78ONPtgYaOzlVWr14tKlasKMzMzISTk5Po0aOHiI6OVssXGxsrevfuLRwdHYW5ubmoXbu2OHz4sFq+1NRUsWjRImmZdnZ2ws/PT+zdu1fKc+bMGeHn5ycsLS1FkSJFxMCBA8WVK1c0ls2TJ0/E4MGDhaurqzA1NRVlypQR8+fPVxvJKbP1qjq71vbp06ePbHkvX74UX375pShbtqy0PF9fXzF27FgRGxsrhBDi7t27omXLlqJo0aJCqVQKc3Nz4evrK77++mu1jrF/+eUX0bhxY+Hq6ipMTEyEtbW1qFmzpvjuu+9EcnKyLK+qE+zjx4+LGjVqCKVSKdzd3cWUKVPU8grxbtS2jz/+WJibmws7OzvRtm1bWcf9Kvfv3xf9+/cXRYsWFaampqJIkSLC399fGqntfbrsF56enlrL09PTU5b3+fPnYurUqaJcuXLC0tJSuLi4iMDAQNlIhkJkXG+gZSS1bt26CQcHB2FmZiYqVaqkNlKa6refO3euCA4OFsWKFRNmZmaiatWq4uDBg2rbLoQQTZo0EVZWVrKRzTTZs2ePaNCggbC1tRVKpVJ4enqKTp06iSNHjmQ4n6aOzoUQIjg4WPj4+AilUins7e1F8+bNxcmTJ9XyqTo6P3TokOjVq5ewt7cXFhYWomXLltIAACppaWkiJCREFC9eXCqjvXv3qnWyraLqQP/YsWMZbkNm5syZI7y8vIRSqRTlypUTq1evFjNmzBDpL4UzOj55enqq7UuaaOroXIh3gyB4eHhIHZGHhYVJ03T57TIa9CIiIkI0adJEGiG0c+fOIioqSgAQM2bM0CkOTb/BkydPxJAhQ4S7u7swMTERnp6eYvLkyWrHFG3l5unpqXY800TXc5Su9Twrx0MiIjIshRD/39kBERERERERERFRHmGfUkRERERERERElOfYpxQRERERFThCCFmn+poYGxvn6Wh6RERElDV8UoqIiIiICpwTJ07A1NQ0w49qtDUiIiLKn9inFBEREREVOAkJCbhz506Geby9veHk5JRHEREREVFWsVGKiIiIiIiIiIjyHF/fIyIiIiIiIiKiPMdGKSIiIiIiIiIiynNslCIiIiIiIiIiojzHRikiIiIiIiIiIspzbJQiIiIiIiIiIqI8x0YpIiIiIiIiIiLKc2yUIiIiIiIiIiKiPMdGKSIiIiIiIiIiynNslCIiIiIiIiIiojzHRikiIiIiIiIiIspzbJQiIiIiIiIiIqI8x0YpIiIiIiIiIiLKc2yUIiIiIiIiIiKiPMdGKSIiIiIiIiIiynNslCIiIiIiIiIiojzHRikiIiIiIiIiIspzbJQiIiIiIiIiIqI8x0YpIiIiIiIiIiLKc2yUIiIiIiIiIiKiPMdGKSIiIiIiIiIiynNslCIiIiIiIiIiojzHRikiIiIiIiIiIspzbJQiIiIiIiIiIqI8l+NGqQ0bNkChUGj8TJgwQR8xUiaCgoKgUChkaV5eXujbt2+WlnPmzBkEBQXh+fPnWZov/bqOHz8OhUKBnTt3Zmk5GXn16hWCgoJw/PhxtWmqfTAyMlJv6/uQpK+j5ubmcHNzQ4MGDRASEoK4uDhDh4jZs2djz549aumqfUnT724ogYGBCAwMlL5HRkZCoVBgw4YNWVrOjz/+iMWLF2dpHk3rUtX/x48fZ2lZGYmIiEBQUJDGOtW3b194eXnpbV2UPe/Xa031QwiBUqVKQaFQyPZXfdB2zM9P9dTQ+2lG59P0xxAiKtjOnz+P9u3bo0SJElAqlXB1dYWfnx/Gjx8vy7d8+fIsXyukp+16ifKfrFyf5eV9G1F+ZKKvBa1fvx4fffSRLM3Dw0Nfi6cs2r17N2xtbbM0z5kzZxAcHIy+ffvC3t4+V9eVVa9evUJwcDAAqF3Mt2rVCmfPnoW7u3uuxlDQqepocnIy4uLi8Pvvv2Pu3Ln45ptvsH37djRu3Nhgsc2ePRudOnXCJ598IkuvVq0azp49i/LlyxsmMB24u7vj7Nmz8PHxydJ8P/74I8LDwzFmzJhcX1dWRUREIDg4GIGBgWo39tOmTcPo0aNzdf2kOxsbG6xdu1btuHjixAncu3cPNjY2uR5DQaineS2j8+ny5csNExQR6d2+ffvQtm1bBAYGYt68eXB3d0dMTAwuXbqEbdu2YcGCBVLe5cuXw9nZOcuND+/Tdr1EBVte3rcR5Ud6a5SqWLEiatSooVPe5ORkKBQKmJjobfWUTtWqVXN9Ha9fv4aFhUWerCsjRYoUQZEiRQwaQ0GQvo527NgRY8eORd26ddGhQwfcvXsXrq6uOV5PamoqUlJSoFQqc7wsW1tb1K5dO8fLyU1KpTLXY3y/TA1dHrndIEZZ07VrV/zwww9YtmyZ7IJ27dq18PPzQ3x8fK7HUBDqaU69evUKlpaWelkWG++IPhzz5s2Dt7c3Dh48KLuv6datG+bNm2fAyKggMfS91Pv0eb4j0lWu9ymleqx/8+bNGD9+PIoWLQqlUom//voLAHDkyBE0atQItra2sLS0RJ06dXD06FG15ezbtw9VqlSBUqmEt7c3vvnmG7XX1jJ6jUahUCAoKEiWdvfuXXz66adwcXGBUqlEuXLlsGzZMo3xb926FVOnToWHhwdsbW3RuHFj3LlzR209Bw4cQKNGjWBnZwdLS0uUK1cOISEhAIDNmzdDoVDg7NmzavPNnDkTpqamePjwYYblqakcNEn/GGhaWhpmzZqFsmXLwsLCAvb29qhUqRK+/fZbAO8eMf38888BAN7e3mqvhXh5eaF169YIDQ1F1apVYW5uLj25pO2R0zdv3mDcuHFwc3ODhYUFAgICcPXqVVkeba8xvP/qRWRkpNToFBwcLMWmWqe21/fWrVuHypUrw9zcHI6Ojmjfvj1u376tth5ra2v89ddfaNmyJaytrVG8eHGMHz8eSUlJGsv2Q1KiRAksWLAACQkJWLVqlZSuy+8C/K/OzZs3D7NmzYK3tzeUSiXCwsLw5s0bjB8/HlWqVIGdnR0cHR3h5+eHn3/+WbZMhUKBxMREbNy4UfptVevW9lrQL7/8Aj8/P1haWsLGxgZNmjRRq1eq48OtW7fQvXt32NnZwdXVFf3798eLFy8yLRshBObNmwdPT0+Ym5ujWrVq+O2339TyaTru/Pfff/jss89QvHhxKJVKFClSBHXq1MGRI0ek8t23bx8ePHgge7UyszLN6BgXHR2NDh06wNbWFnZ2dujZsyf+++8/tbJOfxwE5HV4w4YN6Ny5MwCgQYMGUmyqdWp6LerNmzeYPHkyvL29YWZmhqJFi2L48OFqj5SrjiMHDhxAtWrVYGFhgY8++gjr1q3T8itQZrp37w4A2Lp1q5T24sUL7Nq1C/3799c4z9u3bzFr1ix89NFH0v7Zr18/tf0lOTkZEydOhJubGywtLVG3bl1cuHBBbXma6umlS5fQrVs3eHl5wcLCAl5eXujevTsePHggm1d1/A4LC8PQoUPh7OwMJycndOjQIdPz4fvLKFu2rHQe37Rpk04xAprrr+q8cPPmTTRt2hQ2NjZo1KgRAODw4cNo164dihUrBnNzc5QqVQqDBw+WvZ6R2flU0/H16dOnGDZsGIoWLQozMzOULFkSU6dOVTsPKRQKjBgxAps3b0a5cuVgaWmJypUr49dff9WprIhIv548eQJnZ2eNf2g3MvrfbZaXlxdu3bqFEydOSMcE1blUH9dLABAbG4vBgwejWLFiMDMzg7e3N4KDg5GSkpLpdhw7dgyBgYFwcnKChYUFSpQogY4dO+LVq1dSnpyeO9LfL2jqfgTQfl2/fft2+Pn5wcrKCtbW1mjWrJnafUVWruuTkpIwc+ZMlCtXDubm5nByckKDBg1w5swZKY8QAsuXL0eVKlVgYWEBBwcHdOrUCX///XemZary6NGjTK9D9X3flpaWhnnz5km/lYuLC3r37o1//vlHtt7AwEBUrFgRJ0+ehL+/PywtLdG/f38MGDAAjo6Ost9fpWHDhqhQoYLO20+kC709qqT6S75s4e8doCdPngw/Pz+sXLkSRkZGcHFxwZYtW9C7d2+0a9cOGzduhKmpKVatWoVmzZrh4MGD0kXg0aNH0a5dO/j5+WHbtm1ITU3FvHnz8OjRo2zHGxERAX9/f+mm3M3NDQcPHsSoUaPw+PFjzJgxQ5Z/ypQpqFOnDtasWYP4+Hh88cUXaNOmDW7fvg1jY2MA7/4yPWjQIAQEBGDlypVwcXHBn3/+ifDwcADv/qI9ceJELFu2DH5+ftKyU1JSsGrVKrRv3z7DVx5zUg7z5s1DUFAQvvzyS9SvXx/Jycn4448/pJvGgQMH4unTp1iyZAlCQ0OlV+He/4vulStXcPv2bXz55Zfw9vaGlZVVhuucMmUKqlWrhjVr1uDFixcICgpCYGAgrl69ipIlS2Yas4q7uzsOHDiA5s2bY8CAARg4cCAAZPh0VEhICKZMmYLu3bsjJCQET548QVBQEPz8/HDx4kWULl1aypucnIy2bdtiwIABGD9+PE6ePImvvvoKdnZ2mD59us5xFlQtW7aEsbExTp48me1lfPfddyhTpgy++eYb2NraonTp0khKSsLTp08xYcIEFC1aFG/fvsWRI0fQoUMHrF+/Hr179wYAnD17Fg0bNkSDBg0wbdo0AMjwEeYff/wRPXr0QNOmTbF161YkJSVh3rx5CAwMxNGjR1G3bl1Z/o4dO6Jr164YMGAAbt68icmTJwNApg0hwcHBCA4OxoABA9CpUydER0dj0KBBSE1NRdmyZTOct1evXrhy5Qq+/vprlClTBs+fP8eVK1fw5MkTAO8e4f/ss89w79497N69W+cyzUj79u3RpUsXDBkyBLdu3cK0adMQERGB8+fPw9TUNMN539eqVSvMnj0bU6ZMwbJly1CtWjUA2p+QEkLgk08+wdGjRzF58mTUq1cPN27cwIwZM3D27FmcPXtW9tTc9evXMX78eEyaNAmurq5Ys2YNBgwYgFKlSqF+/fo6x0nv2NraolOnTli3bh0GDx4M4F0DlZGREbp27arWb1laWhratWuHU6dOYeLEifD398eDBw8wY8YMBAYG4tKlS7CwsAAADBo0CJs2bcKECRPQpEkThIeHo0OHDkhISMg0rsjISJQtWxbdunWDo6MjYmJisGLFCnz88ceIiIiAs7OzLP/AgQPRqlUr/Pjjj4iOjsbnn3+Onj174tixYxmuZ8OGDejXrx/atWuHBQsWSOeapKQk2Q1hVr19+xZt27bF4MGDMWnSJOn65t69e/Dz88PAgQNhZ2eHyMhILFy4EHXr1sXNmzdhamqq0/n0fW/evEGDBg1w7949BAcHo1KlSjh16hRCQkJw7do17Nu3T5Z/3759uHjxImbOnAlra2vMmzcP7du3x507d7J0biWinPPz88OaNWswatQo9OjRA9WqVdN4zt29ezc6deoEOzs76RVe1blRH9dLsbGxqFmzJoyMjDB9+nT4+Pjg7NmzmDVrFiIjI7F+/Xqt2xAZGYlWrVqhXr16WLduHezt7fHvv//iwIEDePv2LSwtLfPs3KHN7Nmz8eWXX6Jfv3748ssv8fbtW8yfPx/16tXDhQsXZMdXXa7rU1JS0KJFC5w6dQpjxoxBw4YNkZKSgnPnziEqKgr+/v4AgMGDB2PDhg0YNWoU5s6di6dPn2LmzJnw9/fH9evXdXrDIDvXoTm9bxs6dCi+//57jBgxAq1bt0ZkZCSmTZuG48eP48qVK7JzcExMDHr27ImJEydi9uzZMDIygr29PdatW4cff/xRuu8C3t0/h4WFqT3EQZRjIofWr18vAGj8JCcni7CwMAFA1K9fXzZfYmKicHR0FG3atJGlp6amisqVK4uaNWtKabVq1RIeHh7i9evXUlp8fLxwdHQU72/C/fv3BQCxfv16tTgBiBkzZkjfmzVrJooVKyZevHghyzdixAhhbm4unj59KoQQUvwtW7aU5duxY4cAIM6ePSuEECIhIUHY2tqKunXrirS0NK3lNWPGDGFmZiYePXokpW3fvl0AECdOnNA6X1bKQQghPD09RZ8+faTvrVu3FlWqVMlw+fPnzxcAxP3799WmeXp6CmNjY3Hnzh2N095fl6rMqlWrJiuLyMhIYWpqKgYOHCilBQQEiICAALVl9unTR3h6ekrf//vvP7XfUEW1D6rifvbsmbCwsFD7zaKiooRSqRSffvqpbD0AxI4dO2R5W7ZsKcqWLau2roJIVT4XL17UmsfV1VWUK1dO+q7r76Kqcz4+PuLt27cZxpGSkiKSk5PFgAEDRNWqVWXTrKysZPuQimpfCgsLE0K8Oz54eHgIX19fkZqaKuVLSEgQLi4uwt/fX0qbMWOGACDmzZsnW+awYcOEubl5hvX02bNnwtzcXLRv316Wfvr0aQFAVjaajjvW1tZizJgxWpcvhBCtWrWSlWX65WkqU03rUm3n2LFjZXl/+OEHAUBs2bJFStNWh9LX4Z9++klW7u9Lvw8cOHBAYzmrjmvff/+9bD3m5ubiwYMHUtrr16+Fo6OjGDx4sNq6SLv367WqnoSHhwshhPj4449F3759hRBCVKhQQba/bt26VQAQu3btki3v4sWLAoBYvny5EEKI27dvZ7hfaTrma9pfVFJSUsTLly+FlZWV+Pbbb9W2Y9iwYbL88+bNEwBETEyM1mWqjgfazjXv76faYtRUp1TnhXXr1mldtxBCpKWlieTkZPHgwQMBQPz888/StIzOp+mPrytXrtR4Hpo7d64AIA4dOiSlARCurq4iPj5eSouNjRVGRkYiJCQkw3iJSP8eP34s6tatK937mJqaCn9/fxESEiISEhJkedMfj7XJzvXS4MGDhbW1tez8KoQQ33zzjQAgbt26pXV9O3fuFADEtWvXtObJjXOH6volvfTX9VFRUcLExESMHDlSli8hIUG4ubmJLl26SGm6Xtdv2rRJABCrV6/Wus1nz54VAMSCBQtk6dHR0cLCwkJMnDhR67zvb58u16H6vG9T/Qbpz6vnz58XAMSUKVOktICAAAFAHD16VG35AQEBajEMHTpU2Nraqu3bRDmlt9f3Nm3ahIsXL8o+7z8p1bFjR1n+M2fO4OnTp+jTpw9SUlKkT1paGpo3b46LFy8iMTERiYmJuHjxIjp06ABzc3NpfhsbG7Rp0yZbsb558wZHjx5F+/btYWlpKVt/y5Yt8ebNG5w7d042T9u2bWXfK1WqBADSqwhnzpxBfHw8hg0bpvFRVJWhQ4cCAFavXi2lLV26FL6+vhk+JZDTcqhZsyauX7+OYcOG4eDBg9nqZ6RSpUooU6aMzvk//fRTWVl4enrC398fYWFhWV53Vpw9exavX79We6WwePHiaNiwodrroQqFQq0MK1WqpPaayYdMCJGj+du2bavxL4M//fQT6tSpA2tra5iYmMDU1BRr165Ve41SV3fu3MHDhw/Rq1cv2VMQ1tbW6NixI86dO6f2qLGmuvvmzZsMRx08e/Ys3rx5gx49esjS/f394enpmWmcNWvWxIYNGzBr1iycO3cOycnJumyeWtxZecIpfaxdunSBiYlJrtc31ZMs6etb586dYWVlpVbfqlSpghIlSkjfzc3NUaZMmUJV3/QtICAAPj4+WLduHW7evImLFy9qfXXv119/hb29Pdq0aSM791WpUgVubm7So/+q/UbbfpWZly9f4osvvkCpUqVgYmICExMTWFtbIzExUWP9z+wcq4nqeKDtXJNT6a9bACAuLg5DhgxB8eLFpWOa6piQ3ePasWPHYGVlhU6dOsnSVXUqfR1q0KCBrAN7V1dXuLi4sA4RGYCTkxNOnTqFixcvYs6cOWjXrh3+/PNPTJ48Gb6+vjqPjJvT66Vff/0VDRo0gIeHh+zY3qJFCwDvBr/QpkqVKjAzM8Nnn32GjRs3anw1La/OHZocPHgQKSkp6N27t2zd5ubmCAgIUHstW5fr+t9++w3m5uZaz5WqbVYoFOjZs6dsvW5ubqhcubLOI85m5zo0J/dtqt8g/XVZzZo1Ua5cObVzioODAxo2bKi2nNGjR+PatWs4ffo0ACA+Ph6bN29Gnz59YG1trXM8RLrQW6NUuXLlUKNGDdnnfelHRlO9ctapUyeYmprKPnPnzoUQAk+fPsWzZ8+QlpYGNzc3tXVqStPFkydPkJKSgiVLlqitu2XLlgCgdhJxcnKSfVc9cvv69WsAkN6nLlasWIbrdnV1RdeuXbFq1Sqkpqbixo0bOHXqFEaMGJHhfDkth8mTJ+Obb77BuXPn0KJFCzg5OaFRo0a4dOlSpvOqZHV0O22xql5hyi2q5WuK18PDQ239lpaWsoY+4N3v++bNm9wLMh9JTEzEkydPcjRapqayDg0NRZcuXVC0aFFs2bIFZ8+elW6Ws1u2mf22aWlpePbsmSw9s7qb0XqyW9+2b9+OPn36YM2aNfDz84OjoyN69+6N2NjYTOdVyWl9MzExgZOTU57UNxMTE7XXaRUKhcb6nv73AN79Jhn9HpQxhUKBfv36YcuWLVi5ciXKlCmDevXqacz76NEjPH/+HGZmZmrnv9jYWOncp60OqParzHz66adYunQpBg4ciIMHD+LChQu4ePEiihQpovG3NkQ9zYilpaXaa8RpaWlo2rQpQkNDMXHiRBw9ehQXLlyQ/oiV3X34yZMncHNzU/uDlouLC0xMTFiHiAqAGjVq4IsvvsBPP/2Ehw8fYuzYsYiMjNSps3N9XC89evQIe/fuVTuuq/r+yahxzMfHB0eOHIGLiwuGDx8OHx8f+Pj4SP0XqZafF+cObdsGAB9//LHaurdv3662bbpc1//333/w8PDI8DXvR48eQQgBV1dXtfWeO3dO5wbH7JzfcnLfltX7IG3Xm+3atYOXl5f0qt6GDRuQmJiI4cOHZxoDUVbl2fB36S+2VO+yLlmyROuoPa6urtJIfZpu5tKnqQ5A6TuyS1/5HBwcYGxsjF69emmtWN7e3hlsjTrVDVn6DuQ0GT16NDZv3oyff/4ZBw4cgL29vdpfFNJzcHDQuRw0MTExwbhx4zBu3Dg8f/4cR44cwZQpU9CsWTNER0frNMpCRk+AaaIt1vcPzubm5ho7ndb1QK+JavkxMTFq0x4+fKjWl0lht2/fPqSmpso6y8zq76Jp39iyZQu8vb2xfft22fScdCCf2W9rZGQEBweHbC8//Xq07cPpO/pOz9nZGYsXL8bixYsRFRWFX375BZMmTUJcXBwOHDigUwzZqW9FixaVvqekpODJkyey+qZUKjWWf04arpycnJCSkoL//vtP1jAlhEBsbCw+/vjjbC+bdNe3b19Mnz4dK1euxNdff601n6ojcW37oeoJnPfrgKb9KiMvXrzAr7/+ihkzZmDSpElSuqrfFH3JrJ6+T9v1QVaOaeHh4bh+/To2bNiAPn36SOmqgVuyy8nJCefPn4cQQrbeuLg4pKSk8JxFVMCYmppixowZWLRokdSvbEb0cb3k7OyMSpUqaT3+Z/aHx3r16qFevXpITU3FpUuXsGTJEowZMwaurq7o1q1brpw73j8uv9/3ZPrjsuoYuHPnTp2eVtdFkSJF8PvvvyMtLU1rw5SzszMUCgVOnTqlcURpfYwyrU1O7tvev1ZO/7CEpvsgbdebRkZGGD58OKZMmYIFCxZg+fLlaNSoUab9qhJlR66PvqdNnTp1YG9vj4iICLUnrFQfMzMzWFlZoWbNmggNDZW1cCckJGDv3r2yZbq6usLc3Bw3btyQpacfvcLS0hINGjTA1atXUalSJY3rzmprvr+/P+zs7LBy5cpMX4WqXr06/P39MXfuXPzwww/o27dvpp2GZ6UcMmNvb49OnTph+PDhePr0qTS6hS4t91mxdetWWVk8ePAAZ86ckTV+eHl54c8//5SdeJ88eSIb+SKrsfn5+cHCwgJbtmyRpf/zzz84duyY1IE+AVFRUZgwYQLs7OykTpIB3X+XjCgUCpiZmclOdrGxsWr1EdD9r/xly5ZF0aJF8eOPP8r2rcTEROzatUsakS+nateuDXNzc/zwww+y9DNnzmT5FZkSJUpgxIgRaNKkCa5cuSKl6/vJhvSx7tixAykpKWr1Lf3x8dixY3j58qUsLSv1TVWf0te3Xbt2ITExkfUtjxQtWhSff/452rRpI2swSa9169Z48uQJUlNTNZ77VBebqv1G236VEYVCASGE2gX7mjVrkJqamo2t06xs2bJwd3fXeq55n6ohOf3+/8svv+i8PtWxLP12vT9yqUpW69DLly+xZ88eWbpqFEHWIaL8S9MfyYD/vc77fmOQtvO+Pq6XWrdujfDwcPj4+Gg8tuv6NLyxsTFq1aolPR2jum7JjXOHtuNy+vuaZs2awcTEBPfu3dN6z5hVLVq0wJs3bzSOZqzSunVrCCHw77//alynr69vltebHVm9b1O9ipf+uuzixYu4fft2ls4pAwcOhJmZGXr06IE7d+5k+mYPUXbl2ZNS6VlbW2PJkiXo06cPnj59ik6dOsHFxQX//fcfrl+/jv/++w8rVqwAAHz11Vdo3rw5mjRpgvHjxyM1NRVz586FlZWV7K+uqvd+161bBx8fH1SuXBkXLlzAjz/+qLb+b7/9FnXr1kW9evUwdOhQeHl5ISEhAX/99Rf27t2b6Yg/mrZnwYIFGDhwIBo3boxBgwbB1dUVf/31F65fv46lS5fK8o8ePRpdu3aFQqHAsGHDdFqHruWgSZs2bVCxYkXUqFEDRYoUwYMHD7B48WJ4enpKo3qpDq7ffvst+vTpA1NTU5QtW1bWd0VWxMXFoX379hg0aBBevHiBGTNmwNzcXBp1Ang3StmqVavQs2dPDBo0CE+ePMG8efPUXpuwsbGBp6cnfv75ZzRq1AiOjo5wdnbW+MSKvb09pk2bhilTpqB3797o3r07njx5guDgYJibm6uNrFhYhIeHS+/Dx8XF4dSpU1i/fj2MjY2xe/du2VMuuv4uGWndujVCQ0MxbNgwafS6r776Cu7u7rh7964sr6+vL44fP469e/fC3d0dNjY2Gv8SY2RkhHnz5qFHjx5o3bo1Bg8ejKSkJMyfPx/Pnz/HnDlzsl9A73FwcMCECRMwa9YsDBw4EJ07d0Z0dDSCgoIyfS3oxYsXaNCgAT799FN89NFHsLGxwcWLF3HgwAF06NBBts2hoaFYsWIFqlevDiMjo2xdWKmEhobCxMQETZo0kUbfq1y5Mrp06SLl6dWrF6ZNm4bp06cjICAAERERWLp0Kezs7GTLqlixIgDg+++/h42NDczNzeHt7a2xsb5JkyZo1qwZvvjiC8THx6NOnTrS6HtVq1ZFr169sr1NlDW67P/dunXDDz/8gJYtW2L06NGoWbMmTE1N8c8//yAsLAzt2rVD+/btUa5cOfTs2ROLFy+GqakpGjdujPDwcGk0yIzY2tqifv36mD9/vnScPnHiBNauXQt7e3s9be2748FXX32FgQMHSuea58+fa6ynbm5uaNy4MUJCQuDg4ABPT08cPXoUoaGhOq/vo48+go+PDyZNmgQhBBwdHbF3714cPnxYLW9Wzqe9e/fGsmXL0KdPH0RGRsLX1xe///47Zs+ejZYtW6Jx48ZZLBkiyivNmjVDsWLF0KZNG3z00UdIS0vDtWvXsGDBAlhbW2P06NFSXl9fX2zbtg3bt29HyZIlYW5uDl9fX71cL82cOROHDx+Gv78/Ro0ahbJly+LNmzeIjIzE/v37sXLlSq1djKxcuRLHjh1Dq1atUKJECbx580YaGU51/MmNc0fLli3h6OiIAQMGYObMmTAxMcGGDRsQHR0ty+fl5YWZM2di6tSp+Pvvv9G8eXM4ODjg0aNHuHDhAqysrBAcHJyl36179+5Yv349hgwZgjt37qBBgwZIS0vD+fPnUa5cOXTr1g116tTBZ599hn79+uHSpUuoX78+rKysEBMTg99//x2+vr5SX8H6lpP7trJly+Kzzz7DkiVLYGRkhBYtWkij7xUvXhxjx47VOQ57e3v07t0bK1asgKenZ7b7cybKVE57Ss9sZC/ViDc//fSTxuknTpwQrVq1Eo6OjsLU1FQULVpUtGrVSi3/L7/8IipVqiTMzMxEiRIlxJw5czSO2vDixQsxcOBA4erqKqysrESbNm1EZGSkxlGn7t+/L/r37y+KFi0qTE1NRZEiRYS/v7+YNWtWpvFrG+lv//79IiAgQFhZWQlLS0tRvnx5MXfuXLXtTkpKEkqlUjRv3lxjuWijazmkH8VhwYIFwt/fXzg7O0vzDhgwQERGRsrmmzx5svDw8BBGRkaykYo8PT1Fq1atNMakbfS9zZs3i1GjRokiRYoIpVIp6tWrJy5duqQ2/8aNG0W5cuWEubm5KF++vNi+fbvaCF9CCHHkyBFRtWpVoVQqZSN4pB+lQ2XNmjVSWdnZ2Yl27dqpjT7Sp08fYWVlpRaTthFBCqL0I2SamZkJFxcXERAQIGbPni3i4uI0zqfL76KqB/Pnz9e4jDlz5ggvLy+hVCpFuXLlxOrVqzWW7bVr10SdOnWEpaWlbHQ7bSNm7dmzR9SqVUuYm5sLKysr0ahRI3H69GlZHtV6/vvvP43loWlUrPelpaWJkJAQUbx4cWFmZiYqVaok9u7dqzZyVvpjwZs3b8SQIUNEpUqVhK2trbCwsBBly5YVM2bMEImJidJ8T58+FZ06dRL29vZCoVBIZZJRmWY0+t7ly5dFmzZthLW1tbCxsRHdu3eXjfIpxLvjzsSJE0Xx4sWFhYWFCAgIENeuXVOrw0IIsXjxYuHt7S2MjY1l69RUN1+/fi2++OIL4enpKUxNTYW7u7sYOnSoePbsmSyftuOIttEeSTtdRtUUQvNoT8nJyeKbb74RlStXFubm5sLa2lp89NFHYvDgweLu3btSvqSkJDF+/Hjh4uIizM3NRe3atcXZs2e1HvPfr6f//POP6Nixo3BwcBA2NjaiefPmIjw8XG1ebduhy4h+KmvWrBGlS5cWZmZmokyZMmLdunUa99OYmBjRqVMn4ejoKOzs7ETPnj3FpUuXNI6+p+m8IIQQERERokmTJsLGxkY4ODiIzp07i6ioKI3XGNrOp5r29ydPnoghQ4YId3d3YWJiIjw9PcXkyZPFmzdvZPkAiOHDh6vFpakOE1Hu2759u/j0009F6dKlhbW1tTA1NRUlSpQQvXr1EhEREbK8kZGRomnTpsLGxkYAkB2jcnq9JMS7kapHjRolvL29hampqXB0dBTVq1cXU6dOFS9fvtS6DWfPnhXt27cXnp6eQqlUCicnJxEQECB++eUXWT59nzuEEOLChQvC399fWFlZiaJFi4oZM2aINWvWaLxO27Nnj2jQoIGwtbUVSqVSeHp6ik6dOokjR45IebJyXf/69Wsxffp06fzh5OQkGjZsKM6cOSPLt27dOlGrVi1hZWUlLCwshI+Pj+jdu7fGexpN69TlOlTf922pqali7ty5okyZMsLU1FQ4OzuLnj17iujoaNn8AQEBokKFChlux/HjxwUAMWfOnAzzEeWEQogcDrtlQEFBQQgODs7xyGGGsHfvXrRt2xb79u2TOlcnIiIiIiL60Hh5eSEwMDDDV+Yo/xk/fjxWrFiB6OjobHdWT5QZg72+V1hFRETgwYMHGD9+PKpUqSIN1UpERERERERkaOfOncOff/6J5cuXY/DgwWyQolzFRqk8NmzYMJw+fRrVqlXDxo0bszzCFhEREREREVFuUQ0e1Lp1a8yaNcvQ4dAHrkC/vkdERERERERERAWTkaEDICIiIiIiIiKiwoeNUkRERERERERElOfYKEVERERERERERHmOjVJERERERERERJTnDDL6XlpaGh4+fAgbGxuOPke5TgiBhIQEeHh4wMiI7bDvY12kvMS6qB3rIuUl1kXtWBeJiIj0Q9frDYM0Sj18+BDFixc3xKqpEIuOjkaxYsUMHUa+wrpIhsC6qI51kQyBdVEd6yIREZF+ZXa9YZBGKRsbGwDvgrO1tTVECFSIxMfHo3jx4tJ+R//Dukh5iXVRO9ZFykusi9qpysTm3hUobKwNHE3ui5/haugQKBsmrbAzdAi5bs7QF9med/OcjrLvvew+zWk4+c/QjpnnoQLrhZse67hP1mexi3xX/7790g6j8fW7xEkjsr6gpHhgUebXGwZplFI9Dm1ra8uLb8ozfAxfHesiGQLrojrWRTIE1kV1qjJR2FhDYVsIGu2UPN4UREpDB5AXcrBvWtqapk/JWSz5EevuB83WXI8Ly87ub/5u/7J490WWlh2ZXW+wIwEiIiIiIiIiIspzBnlSioiIiAgAUtMELtx/iriEN3CxMUdNb0cYG31YT/Dk9TYWhjIlIiKiD4NBG6UqzjiIqEWdDRkCEeFdXTRSWiJyTitDh0JEhciB8BgE741AzIs3Upq7nTlmtCmP5hXdDRiZ/uT1NhaGMiUiIqIPB1/fIyIiojx3IDwGQ7dckTWeAEDsizcYuuUKDoTHGCgy/cnrbSwMZUpEREQfFjZKERERUZ5KTRMI3hsBoWGaKi14bwRS0zTlKBjyehsLQ5kSERHRh4eNUkRERJSnLtx/qvY0z/sEgJgXb3Dh/tO8C0rP8nobC0OZEhER0YeHjVJERESUp+IStDeeZCdffpTX21gYypSIiIg+PGyUIiIiojzlYmOu13z5UV5vY2EoUyIiIvrwsFGKiIiI8lRNb0e425lDoWW6Au9GjKvp7ZiXYelVXm9jYShTIiIi+vCwUYqIiIjylLGRAjPalAcAtUYU1fcZbcrD2EhbE0v+l9fbWBjKlIiIiD48bJQiIiKiPNe8ojtW9KwGNzv562RuduZY0bMamld0N1Bk+pPX21gYypSIiIg+LCaGDoCIiIgKp+YV3dGkvBsu3H+KuIQ3cLF593rZh/Q0T15vY2EoUyIiIvpwsFGKiIiIDMbYSAE/HydDh5Gr8nobC0OZEhER0YeBr+8REREREREREVGe45NSRCTxmrRP+n/knFYGjISIiIiIiIg+dHxSioiIiIiIiIiI8hwbpYiIiIiIiIiIKM/x9T0iIiIiovfEz3AFlLaGDoMKi8VB7/4dE6RT9uAxItdCybYsbkNu6jh2f7qUoEzniRGL4T72eW6Ek69VXHQR4WM/1ilvzCL7TPMUxjLUmaqOZCJGLEYs7HI3lsws0JwcM8M+S4tJiBcoMyfzfHxSioiIiIiIiIiI8hwbpYiIiIiIiIiIKM/x9T0iIqJ8KjVN4ML9p4hLeAMXG3PU9HaEsZHig1mfIRSGbSQiIiIqKNgoRUREpEchISGYMmUKRo8ejcWLF2d7OQfCYxC8NwIxL95Iae525pjRpjyaV3TXQ6SGXZ8hFIZtJCIiIipI+PoeERGRnly8eBHff/89KlWqlKPlHAiPwdAtV2SNJwAQ++INhm65ggPhMTlavqHXZwiFYRuJiIiICho2ShEREenBy5cv0aNHD6xevRoODg7ZXk5qmkDw3ghoGltJlRa8NwKpafoZfSmv12cIhWEbC4OQkBB8/PHHsLGxgYuLCz755BPcuXNHlqdv375QKBSyT+3atQ0UMREREWUmW41SiYmJegvAa9I+eE3ap7flERUm+qyLRJQzw4cPR6tWrdC4ceNM8yYlJSE+Pl72Ublw/6na0zzvEwBiXrzBhftP9RF2nq/PEArDNhYGJ06cwPDhw3Hu3DkcPnwYKSkpaNq0qdq5sHnz5oiJiZE++/enHx6eiIiI8ots9Snl6uqKLl26oH///qhbt66+YyIiHbEuEuUP27Ztw5UrV3Dx4kWd8oeEhCA4OFjjtLgE7Y0n2cmnr+Xoa32GUBi2sTA4cOCA7Pv69evh4uKCy5cvo379+lK6UqmEm5tbXodHRERE2ZCtJ6W2bt2KFy9eoFGjRihTpgzmzJmDhw8f6js2IsoE6yKR4UVHR2P06NHYsmULzM3NdZpn8uTJePHihfSJjo6WprnY6LYMXfPpazn6Wp8hFIZtLIxevHgBAHB0dJSlHz9+HC4uLihTpgwGDRqEuLg4Q4RHREREOshWo1SbNm2wa9cuPHz4EEOHDsXWrVvh6emJ1q1bIzQ0FCkpKVleJl/hI8q63KiLRJQ1ly9fRlxcHKpXrw4TExOYmJjgxIkT+O6772BiYoLU1FS1eZRKJWxtbWUflZrejnC3M4dCy/oUeDdiXE1vRy05siav12cIhWEbCxshBMaNG4e6deuiYsWKUnqLFi3www8/4NixY1iwYAEuXryIhg0bIikpSeNyMnqVloiIiHJfjjo6d3JywtixY3H9+nUsXLgQR44cQadOneDh4YHp06fj1atX+oqTiDLAukhkOI0aNcLNmzdx7do16VOjRg306NED165dg7GxcZaWZ2ykwIw25QFArRFF9X1Gm/IwNtLWxJI1eb0+QygM21jYjBgxAjdu3MDWrVtl6V27dkWrVq1QsWJFtGnTBr/99hv+/PNP7Nun+Y+fISEhsLOzkz7FixfPi/CJiIjo/+WoUSo2Nhbz5s1DuXLlMGnSJHTq1AlHjx7FokWLsHv3bnzyySd6CpOIMsK6SGQ4NjY2qFixouxjZWUFJycn2RMcWdG8ojtW9KwGNzv562RuduZY0bMamld010foBlufIRSGbTSU169fy/748eDBAyxevBiHDh3KlfWNHDkSv/zyC8LCwlCsWLEM87q7u8PT0xN3797VOD2jV2mJiIgo92Wro/PQ0FCsX78eBw8eRPny5TF8+HD07NkT9vb2Up4qVaqgatWq+oqTiDRgXST6cDWv6I4m5d1w4f5TxCW8gYvNu9fLcutpnrxenyEUhm00hHbt2qFDhw4YMmQInj9/jlq1asHU1BSPHz/GwoULMXToUL2sRwiBkSNHYvfu3Th+/Di8vb0znefJkyeIjo6Gu7vmRkelUgmlUqmX+IiIiCjrstUo1a9fP3Tr1g2nT5/Gxx9/rDFPyZIlMXXq1BwFR0QZY10kyp+OHz+ul+UYGyng5+Okl2Xlx/UZQmHYxrx25coVLFq0CACwc+dOuLq64urVq9i1axemT5+ut0ap4cOH48cff8TPP/8MGxsbxMbGAgDs7OxgYWGBly9fIigoCB07doS7uzsiIyMxZcoUODs7o3379nqJgYiIiPQrW41SMTExsLS0zDCPhYUFZsyYka2giEg3rItEOffnn3/i+PHjiIuLQ1pammza9OnTDRQVUcHx6tUr2NjYAAAOHTqEDh06wMjICLVr18aDBw/0tp4VK1YAAAIDA2Xp69evR9++fWFsbIybN29i06ZNeP78Odzd3dGgQQNs375dio+IiIjyl2w1StnY2CAmJgYuLi6y9CdPnsDFxUXjSENEpH+si0Q5s3r1agwdOhTOzs5wc3ODQvG/17gUCgUbpYh0UKpUKezZswft27fHwYMHMXbsWABAXFycbGTJnBJCZDjdwsICBw8e1Nv6iIiIKPdlq1FK20VBUlISzMzMchQQEemOdZEoZ2bNmoWvv/4aX3zxhaFDISqwpk+fjk8//RRjx45Fo0aN4OfnB+DdU1Ps05CIiIgykqVGqe+++w7Au78er1mzBtbW1tK01NRUnDx5Eh999JF+IyQiNayLRPrx7NkzdO7c2dBhEBVonTp1Qt26dRETE4PKlStL6Y0aNWJfTkRERJShLDVKqTqxFEJg5cqVMDY2lqaZmZnBy8sLK1eu1G+ERKSGdZFIPzp37oxDhw5hyJAhhg6FqEBzc3ODm5ubLK1mzZoGioaIiIgKiiw1St2/fx8A0KBBA4SGhsLBwSFXgiKijLEuEulHqVKlMG3aNJw7dw6+vr4wNTWVTR81apSBIiMqOBITEzFnzhwcPXpU44ABf//9t4EiIyIiovwuW31KhYWF6TsOIsoG1kWinPn+++9hbW2NEydO4MSJE7JpCoWCjVJEOhg4cCBOnDiBXr16wd3dXTZgABEVDhVFKwBA+FgDB/KeiosuvvvPolZq08IV+2Tfm+BwXoSU74Qr9gFjPpalxSyyz3S+wlpelDt0bpQaN24cvvrqK1hZWWHcuHEZ5l24cGGOAyMizVgXifRH9dQhEWXfb7/9hn379qFOnTqGDoWIiIgKGJ0bpa5evYrk5GTp/9rwr2NEuYt1kSh3qEazZN0hyhoHBwc4OjoaOgwiIiIqgHRulHr/NSG+MkRkOKyLRPq1adMmzJ8/H3fv3gUAlClTBp9//jl69epl4MiICoavvvoK06dPx8aNG2FpaWnocIiIiKgAyVafUkRERB+ChQsXYtq0aRgxYgTq1KkDIQROnz6NIUOG4PHjxxg7Nh91jkGUTy1YsAD37t2Dq6srvLy81AYMuHLlioEiIyIiovxO50apDh066LzQ0NDQbAVDRJljXSTSnyVLlmDFihXo3bu3lNauXTtUqFABQUFBbJQi0sEnn3xi6BCIiIiogNK5UcrOzi434yAiHbEuEulPTEwM/P391dL9/f0RExNjgIiICp4ZM2bkyXqCgoIQHBwsS3N1dUVsbCyAd/3CBQcH4/vvv8ezZ89Qq1YtLFu2DBUqVMiT+IiIiCjrdG6UWr9+fW7GQUQ6Yl0k0p9SpUphx44dmDJliix9+/btKF26tIGiIiqYLl++jNu3b0OhUKB8+fKoWrWq3tdRoUIFHDlyRPpubGws/X/evHlYuHAhNmzYgDJlymDWrFlo0qQJ7ty5AxsbG73HQkRERDnHPqWIiKjQCg4ORteuXXHy5EnUqVMHCoUCv//+O44ePYodO3YYOjyiAiEuLg7dunXD8ePHYW9vDyEEXrx4gQYNGmDbtm0oUqSI3tZlYmICNzc3tXQhBBYvXoypU6dKr7lv3LgRrq6u+PHHHzF48GC9xUBERET6o3OjVLVq1XD06FE4ODigatWqGQ6ZzQ4tiXIP6yKR/nTs2BHnz5/HokWLsGfPHgghUL58eVy4cCFXnvIg+hCNHDkS8fHxuHXrFsqVKwcAiIiIQJ8+fTBq1Chs3bpVb+u6e/cuPDw8oFQqUatWLcyePRslS5bE/fv3ERsbi6ZNm0p5lUolAgICcObMGTZKERER5VM6N0q1a9cOSqUSADu0JDIk1kUi/apevTq2bNli6DCICqwDBw7gyJEjUoMUAJQvXx7Lli2TNRLlVK1atbBp0yaUKVMGjx49wqxZs+Dv749bt25J/Uq5urrK5nF1dcWDBw+0LjMpKQlJSUnS9/j4eL3FS0RERJnTuVHq/U4s86pDSyJSx7pIlDPx8fGwtbWV/p8RVT4i0i4tLQ2mpqZq6aampkhLS9Pbelq0aCH939fXF35+fvDx8cHGjRtRu3ZtAFB7elgIkeETxSEhIWqdpxMREVHeyVGfUpcuXZI6tCxXrhyqV6+ur7iIKAtYF4l05+DggJiYGLi4uMDe3l7jDavqRjY1NdUAERIVLA0bNsTo0aOxdetWeHh4AAD+/fdfjB07Fo0aNcq19VpZWcHX1xd3796VnhyOjY2Fu7u7lCcuLk7t6an3TZ48GePGjZO+x8fHo3jx4rkWMxEREcllq1Hqn3/+Qffu3XH69GnY29sDAJ4/fw5/f39s3bqVJ3OiPMK6SJR1x44dg6OjIwAgLCzMwNEQFXxLly5Fu3bt4OXlheLFi0OhUCAqKgq+vr65+mpsUlISbt++jXr16sHb2xtubm44fPiw1B/c27dvceLECcydO1frMpRKpfRKPBEREeW9bDVK9e/fH8nJybh9+zbKli0LALhz5w769++PAQMG4NChQ3oNkog0Y10kyrqAgADp/97e3tJN9PuEEIiOjs7r0IgKpOLFi+PKlSs4fPgw/vjjD2nAgMaNG+t1PRMmTECbNm1QokQJxMXFYdasWYiPj0efPn2gUCgwZswYzJ49G6VLl0bp0qUxe/ZsWFpa4tNPP9VrHERERKQ/2WqUOnXqFM6cOSPdBANA2bJlsWTJEtSpU0dvwRFRxlgXiXLG29tbepXvfU+fPoW3tzdf3yPKgiZNmqBJkya5tnzV08GPHz9GkSJFULt2bZw7dw6enp4AgIkTJ+L169cYNmwYnj17hlq1auHQoUOwsbHJtZiIiIgoZ7LVKFWiRAkkJyerpaekpKBo0aI5DoqIdMO6SJQz2jpBfvnyJczNzQ0QEVHB8N133+Gzzz6Dubk5vvvuuwzzjho1Si/r3LZtW4bTFQoFgoKCEBQUpJf1ERERUe7LVqPUvHnzMHLkSCxbtgzVq1eHQqHApUuXMHr0aHzzzTf6jpGItGBdJMoeVcfGCoUC06ZNg6WlpTQtNTUV58+fR5UqVQwUHVH+t2jRIvTo0QPm5uZYtGiR1nwKhUJvjVJERET04dG5UcrBwUH21+TExETUqlULJibvFpGSkgITExP0799fGgGFiPSPdZEo565evQrg3ZNSN2/ehJmZmTTNzMwMlStXxoQJEwwVHlG+d//+fY3/JyIiIsoKnRulFi9enIthEJGu8qouek3aJ/0/ck6rPFknUV5RjbrXr18/fPvtt7C1tTVwREQF18yZMzFhwgTZE4cA8Pr1a8yfPx/Tp083UGRERESU3+ncKNWnT5/cjIOIdMS6SKQ/69evN3QIRAVecHAwhgwZotYo9erVKwQHB7NRioiIiLTKVp9S73v9+rVaR8v8izNR3mNdJMqeixcv4qeffkJUVBTevn0rmxYaGprp/CEhIQgNDcUff/wBCwsL+Pv7Y+7cubJRMYk+ZNoGDLh+/TocHR0NEBFR/rd40eD/ffn/btnGjDVMLPoQrvj/J+zHfGzYQN4TPvZjVFx08X+xqQwMAiBPC1fsyzz2xUGZr3SMDnnyk/TxLg6C++IxWrNXFP97eyJ9uS4WMRiD/PP75yeLFw3+Xz1XuGeY110xRvY9RiyWTXv/u6b8epHHXRMbZWemxMREjBgxAi4uLrC2toaDg4PsQ0R5g3WRKGe2bduGOnXqICIiArt370ZycjIiIiJw7Ngx2NnZ6bSMEydOYPjw4Th37hwOHz6MlJQUNG3aFImJibkcPZFhOTg4wNHREQqFAmXKlIGjo6P0sbOzQ5MmTdClSxdDh0lERET5WLaelJo4cSLCwsKwfPly9O7dG8uWLcO///6LVatWYc6cOfqOkYi0YF0kypnZs2dj0aJFGD58OGxsbPDtt9/C29sbgwcPhrt7xn/JUjlw4IDs+/r16+Hi4oLLly+jfv36uRE2Ub6wePFiCCHQv39/BAcHyxpyzczM4OXlBT8/PwNGSERERPldthql9u7di02bNiEwMBD9+/dHvXr1UKpUKXh6euKHH35Ajx499B0nEWnAukiUM/fu3UOrVu8eRVcqlUhMTIRCocDYsWPRsGFDBAcHZ3mZL168AAC+tkQfPFUfh97e3vD394epqamBIyIiIqKCJluv7z19+hTe3t4A3vVZ8/TpUwBA3bp1cfLkSf1FR0QZYl0kyhlHR0ckJCQAAIoWLYrw8HAAwPPnz/Hq1assL08IgXHjxqFu3bqoWLGi1nxJSUmIj4+XfYgKqoCAAKlB6vXr19y3iYiISGfZapQqWbIkIiMjAQDly5fHjh07ALx7asPe3l5fsRFRJlgXiXKmXr16OHz4MACgS5cuGD16NAYNGoTu3bujUaNGWV7eiBEjcOPGDWzdujXDfCEhIbCzs5M+xYsXz1b8RPnBq1ev2L8hERERZUu2GqX69euH69evAwAmT56M5cuXQ6lUYuzYsfj888/1GiARace6SJQzS5cuRbdu3QC8q0MTJkzAo0eP0KFDB6xduzZLyxo5ciR++eUXhIWFoVixYhnmnTx5Ml68eCF9oqOjs70NRIb2+eef49ixY9I5aM2aNQgODoaHhwc2bdqkt/V4eXlBoVCofYYPHw4A6Nu3r9q02rVr6239REREpH/Z6lNq7Nj/jVfaoEED3L59G5cvX4aPjw8qV66st+CIKGOsi0TZl5KSgr1796JZs2YAACMjI0ycOBETJ07M0nKEEBg5ciR2796N48ePS6/UZkSpVEKpVGYrbqL8Jq/6N7x48SJSU1Ol7+Hh4WjSpAk6d+4spTVv3hzr16+XvpuZmell3URERJQ7stUolZ6npyc8PT31sSgiygHWRSLdmZiYYOjQobh9+3aOljN8+HD8+OOP+Pnnn2FjY4PY2FgAgJ2dHSwsLPQRKlG+llH/hkOHDtXbeooUKSL7PmfOHPj4+CAgIEBKUyqVcHNz09s6iYiIKHdl6/U9ADh69Chat24NHx8flCpVCq1bt8aRI0dyFIzXpH3wmrQvR8sgKmxyoy4SFRa1atXC1atXc7SMFStW4MWLFwgMDIS7u7v02b59u56iJMrfDNG/4du3b7Flyxb0798fCoVCSj9+/DhcXFxQpkwZDBo0CHFxcbmyfiIiItKPbD0ptXTpUowdOxadOnXC6NGjAQDnzp1Dy5YtsXDhQowYMUKvQRKRZqyLRDkzbNgwjB8/Hv/88w+qV68OKysr2fRKlSplugwhRG6FR1QgqPo3DAgIwOTJk9GqVSssWbIEKSkpWLhwYa6sc8+ePXj+/Dn69u0rpbVo0QKdO3eGp6cn7t+/j2nTpqFhw4a4fPmy1tdlk5KSkJSUJH3naIFERER5K1uNUiEhIVi0aJHshnfUqFGoU6cOvv76a94IE+UR1kWinOnatSuAd/VGRaFQQAgBhUIh67+GiDRL37/hH3/8gUuXLuVq/4Zr165FixYt4OHhIaWp6jMAVKxYETVq1ICnpyf27duHDh06aFxOSEgIgoODcyVGIiIiyly2GqXi4+PRvHlztfSmTZviiy++yHFQRKSbvKqL6V+rjZzTSm/LJjKk+/fvGzoEogItOTkZTZs2xapVq1CmTBkAQIkSJVCiRIlcW+eDBw9w5MgRhIaGZpjP3d0dnp6euHv3rtY8kydPxrhx46Tv8fHxKF68uN5iJSIiooxlq1Gqbdu22L17t9qQ8z///DPatGmjl8CIKHOsi0Q5w4EBiHLG1NQU4eHhsn6dctv69evh4uKCVq0y/gPJkydPEB0dDXd3d615OBImERGRYencKPXdd99J/y9Xrhy+/vprHD9+HH5+fgDe9WNz+vRpjB8/Xv9REpGEdZFIfzZt2pTh9N69e+dRJEQFV+/evbF27VrMmTMn19eVlpaG9evXo0+fPjAx+d9l7MuXLxEUFISOHTvC3d0dkZGRmDJlCpydndG+fftcj4uIiIiyR+dGqUWLFsm+Ozg4ICIiAhEREVKavb091q1bhy+//FJ/ERKRDOsikf6oBghQSU5OxqtXr2BmZgZLS0s2ShHp4O3bt1izZg0OHz6MGjVqqA0YoM/Ozo8cOYKoqCj0799flm5sbIybN29i06ZNeP78Odzd3dGgQQNs374dNjY2els/ERER6ZfOjVLsd4Mof2BdJNKfZ8+eqaXdvXsXQ4cOVXstlog0Cw8PR7Vq1QAAf/75p2yavl/ra9q0qcYRLy0sLHDw4EG9rouIiIhyX7b6lHqf6sIgL/sSICJ1rItE+lG6dGnMmTMHPXv2xB9//GHocIjyvbCwMEOHQERERAWUUXZn3LRpE3x9fWFhYQELCwtUqlQJmzdv1mdsRKQD1kUi/TM2NsbDhw8NHQZRgfLXX3/h4MGDeP36NQBofKKJiIiI6H3ZelJq4cKFmDZtGkaMGIE6depACIHTp09jyJAhePz4McaOHavvOIlIA9ZFopz55ZdfZN+FEIiJicHSpUtRp04dA0VFVLA8efIEXbp0QVhYGBQKBe7evYuSJUti4MCBsLe3x4IFCwwdIhEREeVT2WqUWrJkCVasWCHrALZdu3aoUKECgoKCeCNMlEdYF4ly5pNPPpF9VygUKFKkCBo2bMgbaSIdjR07FqampoiKikK5cuWk9K5du2Ls2LGsS0RERKRVthqlYmJi4O/vr5bu7++PmJiYHAdFRLphXSTKmbS0NEOHQFTgHTp0CAcPHkSxYsVk6aVLl8aDBw8MFFX+sXjRYLW0MWNXGSASyiuafvP8sI6s7HeLFw3GGIV7xpkGBmmYMQgYoyFdw/JzIid1qOPqLdi1RrWgIJ3mWbxoMMYszqQ8gHfb//5XkfH1uK7bkV+OI+GKfXpZTka/f0E9Pmr8jVR1aJHapOytQ8P+pErLtL5msLzszKtP2WqUKlWqFHbs2IEpU6bI0rdv347SpUvrJTAiypyh6qLXJM0npMg5rXJtnUT6Mm7cOJ3z6nMoe6IPVWJiIiwtLdXSHz9+DKVSaYCIiIiIqKDIVqNUcHAwunbtipMnT6JOnTpQKBT4/fffcfToUezYsUPfMRKRFqyLRFl39epV2ffLly8jNTUVZcuWBfBuSHtjY2NUr17dEOERFTj169fHpk2b8NVXXwF49xpsWloa5s+fjwYNGhg4OiIiIsrPstUo1bFjR1y4cAELFy7Enj17IIRA+fLlceHCBVStWlXfMRKRFqyLRFn3/vD1CxcuhI2NDTZu3AgHBwcAwLNnz9CvXz/Uq1fPUCESFSjz589HYGAgLl26hLdv32LixIm4desWnj59itOnTxs6PCIiIsrHstwolZycjM8++wzTpk3Dli1bciMmItIB6yJRzi1YsACHDh2SGqQAwMHBAbNmzULTpk0xfvx4A0ZHVDCUL18eN27cwIoVK2BsbIzExER06NABw4cPh7u7YfupICIiovzNKKszmJqaYvfu3bkRCxFlAesiUc7Fx8fj0aNHaulxcXFISEgwQEREBU9UVBRcXV0RHByMX3/9Ffv378esWbPg7u6OqKgoQ4dHRERE+ViWG6UAoH379tizZ4+eQyGirGJdJMqZ9u3bo1+/fti5cyf++ecf/PPPP9i5cycGDBiADh06GDo8ogLB29sb//33n1r6kydP4O3trdMyTp48iTZt2sDDwwMKhULt3CaEQFBQEDw8PGBhYYHAwEDcunVLlicpKQkjR46Es7MzrKys0LZtW/zzzz/Z3i4iIiLKfdkefe+rr77CmTNnUL16dVhZWcmmjxo1Si/BEVHGWBeJcmblypWYMGECevbsieTkZACAiYkJBgwYgPnz5xs4OqKCQQgBhUKhlv7y5UuYm5vrtIzExERUrlwZ/fr1Q8eOHdWmz5s3DwsXLsSGDRtQpkwZzJo1C02aNMGdO3dgY2MDABgzZgz27t2Lbdu2wcnJCePHj0fr1q1x+fJlGBsb52wjiYiIKFdkq1FqzZo1sLe3x+XLl3H58mXZNIVCwRthojzCukiUM5aWlli+fDnmz5+Pe/fuQQiBUqVKqTXwEpG6cePGAXh3vpk2bRosLS2laampqTh//jyqVKmi07JatGiBFi1aaJwmhMDixYsxdepU6QnGjRs3wtXVFT/++CMGDx6MFy9eYO3atdi8eTMaN24MANiyZQuKFy+OI0eOoFmzZjnYUiIiIsot2WqUun//vvR/IQQAaPwLGRHlLtZFIv2wsrJCpUqVDB0GUYFy9epVAO/OPzdv3oSZmZk0zczMDJUrV8aECRNyvJ779+8jNjYWTZs2ldKUSiUCAgJw5swZDB48GJcvX0ZycrIsj4eHBypWrIgzZ85obZRKSkpCUlKS9D0+Pj7H8RIREZHustWnFACsXbsWFStWhLm5OczNzVGxYkWsWbNGn7ERkQ5YF4mIyBDCwsIQFhaGPn364MCBA9L3sLAwHDx4EKtWrULp0qVzvJ7Y2FgAgKurqyzd1dVVmhYbGwszMzPZSJrp82gSEhICOzs76VO8ePEcx0tERES6y9aTUtOmTcOiRYswcuRI+Pn5AQDOnj2LsWPHIjIyErNmzdJrkESkWX6ri16T9kn/j5zTKk/XTUREeev9wQD69OmjNV9oaKhe1pf+SWBtfVllJc/kyZOl1xCBd09KsWGKiIgo72SrUWrFihVYvXo1unfvLqW1bdsWlSpVwsiRI3N8I6y6seVNLVHGcrsuEhERaWNnZ5cn63FzcwPw7mkod3d3KT0uLk56esrNzQ1v377Fs2fPZE9LxcXFwd/fX+uylUollEplLkVOREREmclWo1Rqaipq1Kihll69enWkpKTkOCgi0g3rIhERGcr69evzZD3e3t5wc3PD4cOHUbVqVQDA27dvceLECcydOxfAu/OeqakpDh8+jC5dugAAYmJiEB4ejnnz5uVJnERERJR12epTqmfPnlixYoVa+vfff48ePXrkOCgi0g3rIhERfQhevnyJa9eu4dq1awDedW5+7do1REVFQaFQYMyYMZg9ezZ2796N8PBw9O3bF5aWlvj0008BvHtqa8CAARg/fjyOHj2Kq1evomfPnvD19ZVG4yMiIqL8J1tPSgHvOlc+dOgQateuDQA4d+4coqOj0bt3b9m7+QsXLsx5lESkFesiEREVdJcuXUKDBg2k76rzV58+fbBhwwZMnDgRr1+/xrBhw/Ds2TPUqlULhw4dgo2NjTTPokWLYGJigi5duuD169do1KgRNmzYAGNj4zzfHiIiItJNthqlwsPDUa1aNQDAvXv3AABFihRBkSJFEB4eLuXj0PREuYt1kYiIPgSBgYEQQmidrlAoEBQUhKCgIK15zM3NsWTJEixZsiQXIiQiIqLckK1GqbCwMH3HQUTZUFDqIkflIyIiIiIiovSy1acUERERyS1fvhze3t4wNzdH9erVcerUKUOHRERERESUr7FRioiIKIe2b9+OMWPGYOrUqbh69Srq1auHFi1aICoqytChERERERHlW/m6Ucpr0j7pQ0RElF8tXLgQAwYMwMCBA1GuXDksXrwYxYsX1zg6JhERERERvZPt0feIiIgIePv2LS5fvoxJkybJ0ps2bYozZ85onCcpKQlJSUnS9/j4+FyNkYgMY/GiwYYOgT5A2d2vFi8ajDFjV+Xa8rWtJ/3ydIkhK+vK6jJ3je0JIEjnZefEGIU7FouYXF2HpmXos4zzmi77aW7uU9mxeNFgjFG4/+/7///mGf329D/5+kkpIiKi/O7x48dITU2Fq6urLN3V1RWxsbEa5wkJCYGdnZ30KV68eF6ESkRERESUr7BRioiISA8UCoXsuxBCLU1l8uTJePHihfSJjo7OixCJiIiIiPIVvr5HRLlCW19wGfURFzmnVW6FQ5RrnJ2dYWxsrPZUVFxcnNrTUypKpRJKpTIvwiMiIiIiyrf4pBQREVEOmJmZoXr16jh8+LAs/fDhw/D39zdQVERERERE+V+BeVJK9XQFn6QgIqL8Zty4cejVqxdq1KgBPz8/fP/994iKisKQIUMMHRoRERERUb7FJ6WIKN/wmrRP+hAVJF27dsXixYsxc+ZMVKlSBSdPnsT+/fvh6elp6NCICoSTJ0+iTZs28PDwgEKhwJ49e6RpycnJ+OKLL+Dr6wsrKyt4eHigd+/eePjwoWwZgYGBUCgUsk+3bt3yeEuIiIgoKwpcoxRvWImIKD8aNmwYIiMjkZSUhMuXL6N+/fqGDomowEhMTETlypWxdOlStWmvXr3ClStXMG3aNFy5cgWhoaH4888/0bZtW7W8gwYNQkxMjPRZtargDotORERUGBSY1/eIiIiI6MPUokULtGjRQuM0Ozs7tT7blixZgpo1ayIqKgolSpSQ0i0tLeHm5parsRIREZH+FLgnpYiocOCrfEREpM2LFy+gUChgb28vS//hhx/g7OyMChUqYMKECUhISMhwOUlJSYiPj5d9iIiIKO8U2EYp3qgSERERFT5v3rzBpEmT8Omnn8LW1lZK79GjB7Zu3Yrjx49j2rRp2LVrFzp06JDhskJCQmBnZyd9ihcvntvhExER0Xv4+h4RFSjpG6SzOiJnTucnIiLDSU5ORrdu3ZCWlobly5fLpg0aNEj6f8WKFVG6dGnUqFEDV65cQbVq1TQub/LkyRg3bpz0PT4+ng1TREREeYiNUkRERESU7yUnJ6NLly64f/8+jh07JntKSpNq1arB1NQUd+/e1doopVQqoVQqcyNcIiIi0kGBbpRSPfHAJx2IiIiIPlyqBqm7d+8iLCwMTk5Omc5z69YtJCcnw93dPQ8iJCIiouwo0I1SKu+/jsMGKqIPT0Z9yGmr/+x3joio4Hj58iX++usv6fv9+/dx7do1ODo6wsPDA506dcKVK1fw66+/IjU1FbGxsQAAR0dHmJmZ4d69e/jhhx/QsmVLODs7IyIiAuPHj0fVqlVRp04dQ20WERERZeKDaJR6X1ZvRNmIRURERGRYly5dQoMGDaTvqn6e+vTpg6CgIPzyyy8AgCpVqsjmCwsLQ2BgIMzMzHD06FF8++23ePnyJYoXL45WrVphxowZMDY2zrPtICIioqz54BqlsoqvABIVbtoasnlMICLKO4GBgRBCaJ2e0TQAKF68OE6cOKHvsIiIiCiXFfpGKZWsPGHFm1Wi/CkvXtnj68JERERERET6wUapbCiofdXwBppId7o0PqU/FuiaL7P8uq4/O9ioRkRERERE+QUbpQqRgtqYBvDmmQxL17qT1QafnDZqpZfTjt516TQ+O3VRNX9a0qssz0tERERERB8ugzRKqfoF4A0K6arE2J+yPE94cDMAQHx8PIDM+6MojFgXc0929tnszJOT+TPKr21aTmJU7Wesi+pUZaI6XhHlJp4XtZPK5K1+6uKb+LeaJySxrn/ItP7umdFxv8j28nVcx/+Wn5RxRlk9+V/eN/FvZetRizcpPmfb8P/LkC1by3alxr+E2nYkxf8vLYPyUI8xk/LQeTl6kr4MNEzLxkKzHU763z3TvBmGkfFyNO1ThvQunnR1QKuslXFC/P/O1W/wFgmQn7vfQMf6qoHWuv7mXXm+/v81qNLej0UXL/8/f2bXGwphgCuSf/75B8WLF8/r1VIhFx0djWLFihk6jHyFdZEMgXVRHesiGQLrojrWRSIiIv3K7HrDII1SaWlpuHPnDsqXL4/o6GjY2trmdQgfnPj4eBQvXpzlqYEQAgkJCfDw8ICRkZGhw8lX0tLS8PDhQ9jY2EChUBg6nDzD+mKYMmBd1C6julgY9lduY95iXdSO16jZl5/28YKE5ZY9LLfsYbllD8ste3S93jDI63tGRkYoWrQoAMDW1pY/rB6xPDWzs7MzdAj5kpGRUaH+KznrS96XAeuiZrrUxcKwv3Ib8w7roma8Rs05llv2sNyyh+WWPSy37GG5ZZ0u1xv88xgREREREREREeU5NkoREREREREREVGeM1ijlFKpxIwZM6BUKg0VwgeF5UmkO9YXlkFBUhh+K24j5Sf8rbKH5ZY9LLfsYbllD8ste1huucsgHZ0TEREREREREVHhxtf3iIiIiIiIiIgoz7FRioiIiIiIiIiI8hwbpYiIiIiIiIiIKM8ZrFFq+fLl8Pb2hrm5OapXr45Tp04ZKpQCIygoCAqFQvZxc3OTpgshEBQUBA8PD1hYWCAwMBC3bt0yYMREhhMSEoKPP/4YNjY2cHFxwSeffII7d+7I8hS2OhMSEgKFQoExY8ZIaYWtDAqaD+lc+SGew06ePIk2bdrAw8MDCoUCe/bskU3XZZuSkpIwcuRIODs7w8rKCm3btsU///yTh1tB7/uQ6pw+cB/POn1dfxS2cgOAFStWoFKlSrC1tYWtrS38/Pzw22+/SdNZbpnL7rVeYSw3fVyXFMZyyw0GaZTavn07xowZg6lTp+Lq1auoV68eWrRogaioKEOEU6BUqFABMTEx0ufmzZvStHnz5mHhwoVYunQpLl68CDc3NzRp0gQJCQkGjJjIME6cOIHhw4fj3LlzOHz4MFJSUtC0aVMkJiZKeQpTnbl48SK+//57VKpUSZZemMqgoPkQz5Uf2jksMTERlStXxtKlSzVO12WbxowZg927d2Pbtm34/fff8fLlS7Ru3Rqpqal5tRn0/z7EOpdT3MezTl/XH4Wt3ACgWLFimDNnDi5duoRLly6hYcOGaNeundQQwHLLWE6u9QprueX0uqSwlpveCQOoWbOmGDJkiCzto48+EpMmTTJEOAXGjBkzROXKlTVOS0tLE25ubmLOnDlS2ps3b4SdnZ1YuXJlHkVIlH/FxcUJAOLEiRNCiMJVZxISEkTp0qXF4cOHRUBAgBg9erQQonCVQUH0oZ0rP/RzGACxe/du6bsu2/T8+XNhamoqtm3bJuX5999/hZGRkThw4ECexU7vfGh1Tt+4j2dPdq4/WG7/4+DgINasWcNyy0ROrvUKa7nl9LqksJZbbsjzJ6Xevn2Ly5cvo2nTprL0pk2b4syZM3kdToFz9+5deHh4wNvbG926dcPff/8NALh//z5iY2Nl5apUKhEQEMByJQLw4sULAICjoyOAwlVnhg8fjlatWqFx48ay9MJUBgXNh3quLEznMF226fLly0hOTpbl8fDwQMWKFQvsdhdUH2qdy03cx3WTnesPlhuQmpqKbdu2ITExEX5+fiy3TOTkWq8wl1tOrksKc7npm0ler/Dx48dITU2Fq6urLN3V1RWxsbF5HU6BUqtWLWzatAllypTBo0ePMGvWLPj7++PWrVtS2Wkq1wcPHhgiXKJ8QwiBcePGoW7duqhYsSIAFJo6s23bNly5cgUXL15Um1ZYyqAg+hDPlYXtHKbLNsXGxsLMzAwODg5qeQrq71xQfYh1LrdxH89cdq8/CnO53bx5E35+fnjz5g2sra2xe/dulC9fXrrJZ7mpy+m1XmEtt5xelxTWcssNed4opaJQKGTfhRBqaSTXokUL6f++vr7w8/ODj48PNm7ciNq1awNguRJpMmLECNy4cQO///672rQPuc5ER0dj9OjROHToEMzNzbXm+5DLoKD7kH6bwnoOy842fQjbXVB9iPtgbuM+rp2+rz8KQ7mVLVsW165dw/Pnz7Fr1y706dMHJ06ckKaz3ORy81rvQy43IPeuSz70cssNef76nrOzM4yNjdVaD+Pi4tRaIiljVlZW8PX1xd27d6WRAliuRHIjR47EL7/8grCwMBQrVkxKLwx15vLly4iLi0P16tVhYmICExMTnDhxAt999x1MTEyk7fyQy6CgKgznyg/9HKbLNrm5ueHt27d49uyZ1jyUNwpDndM37uMZy8n1R2EuNzMzM5QqVQo1atRASEgIKleujG+//ZblpoU+rvUKY7lpktXrEpab/uR5o5SZmRmqV6+Ow4cPy9IPHz4Mf3//vA6nQEtKSsLt27fh7u4Ob29vuLm5ycr17du3OHHiBMuVCiUhBEaMGIHQ0FAcO3YM3t7esumFoc40atQIN2/exLVr16RPjRo10KNHD1y7dg0lS5b84MugoCoM58oP/RymyzZVr14dpqamsjwxMTEIDw8vsNtdUBWGOqdv3Mc108f1R2EsN22EEEhKSmK5aaGPa73CWG6aZPW6hOWmR3nXp/r/bNu2TZiamoq1a9eKiIgIMWbMGGFlZSUiIyMNEU6BMX78eHH8+HHx999/i3PnzonWrVsLGxsbqdzmzJkj7OzsRGhoqLh586bo3r27cHd3F/Hx8QaOnCjvDR06VNjZ2Ynjx4+LmJgY6fPq1SspT2GsM++PyCJE4SyDguJDO1d+iOewhIQEcfXqVXH16lUBQCxcuFBcvXpVPHjwQAih2zYNGTJEFCtWTBw5ckRcuXJFNGzYUFSuXFmkpKQYarMKrQ+tzukD9/Gs09f1R2ErNyGEmDx5sjh58qS4f/++uHHjhpgyZYowMjIShw4dEkKw3HSVnWu9wlhu+rguKYzllhsM0iglhBDLli0Tnp6ewszMTFSrVk0aJpW069q1q3B3dxempqbCw8NDdOjQQdy6dUuanpaWJmbMmCHc3NyEUqkU9evXFzdv3jRgxESGA0DjZ/369VKewlhn0l+oFMYyKEg+pHPlh3gOCwsL03ic6dOnjxBCt216/fq1GDFihHB0dBQWFhaidevWIioqygBbQ0J8WHVOH7iPZ52+rj8KW7kJIUT//v2l+lekSBHRqFEjqUFKCJabrrJzrVcYy00f1yWFsdxyg0IIIfLuuSwiIiIiIiIiIiID9ClFRERERERERETERikiIiIiIiIiIspzbJQiIiIiIiIiIqI8x0YpIiIiIiIiIiLKc2yUIiIiIiIiIiKiPMdGKSIiIiIiIiIiynNslCIiIiIiIiIiojzHRikiIiIiIiIiIspzbJTKgQ0bNsDe3l76HhQUhCpVqmRpGQqFAnv27NE6PTIyEgqFAteuXctWjLnt+PHjUCgUeP78uaFDIT0pyPt1+tgNwcvLC4sXL86TdfXq1QuzZ8+Wvr969QodO3aEra1tgayXv/76K6pWrYq0tDRDh0I5EBgYiDFjxhg6DJnMjklERKQuO9eA+jRt2jR89tln0nchBD777DM4Ojrm6/sjbW7evIlixYohMTHR0KEQ5StslCIiygZtDWAXL16UXUDllhs3bmDfvn0YOXKklLZx40acOnUKZ86cQUxMDOzs7HI9Dn1q3bo1FAoFfvzxR0OHQjkQGhqKr776CkDeNtIC2m+gYmJi0KJFizyLg4gov1MoFBl++vbtiwkTJuDo0aMGie/Ro0f49ttvMWXKFCntwIED2LBhA3799VfExMSgYsWKBoktu3x9fVGzZk0sWrTI0KEQ5StslCqEUlNT+SQCkRZv377N0fxFihSBpaWlnqLRbunSpejcuTNsbGyktHv37qFcuXKoWLEi3NzcoFAo1ObL6fbltn79+mHJkiWGDoNywNHRUbZf6kNO91s3NzcolUo9RUNEVPDFxMRIn8WLF8PW1laW9u2338La2hpOTk4GiW/t2rXw8/ODl5eXlHbv3j24u7vD398fbm5uMDExUZuvIFznrFixAqmpqYYOhSjfKPSNUjt37oSvry8sLCzg5OSExo0bIzExESdPnoSpqSliY2Nl+cePH4/69evrtOyLFy+iSZMmcHZ2hp2dHQICAnDlyhW1fKq/4FpYWMDb2xs//fRThsuNiIhAy5YtYW1tDVdXV/Tq1QuPHz/Wml/1RMevv/6K8uXLQ6lU4sGDBzrFp1AosGbNGrRv3x6WlpYoXbo0fvnlF63rev36NVq1aoXatWvj6dOnmZQQ5ZbCsF8D7/btEiVKwNLSEu3bt8eTJ09k0/v27YtPPvlEljZmzBgEBgZK3wMDAzFixAiMGzcOzs7OaNKkCQBg4cKF8PX1hZWVFYoXL45hw4bh5cuXAN69ttqvXz+8ePFC+otiUFAQAPUnQ6KiotCuXTtYW1vD1tYWXbp0waNHj6Tpqic7Nm/eDC8vL9jZ2aFbt25ISEjQut1paWn46aef0LZtW9l2LFiwACdPnoRCoZC20cvLC7NmzULfvn1hZ2eHQYMGAQC++OILlClTBpaWlihZsiSmTZuG5ORktbjWrVuHEiVKwNraGkOHDkVqairmzZsHNzc3uLi44Ouvv5bF9uLFC3z22WdwcXGBra0tGjZsiOvXr0vTr1+/jgYNGsDGxga2traoXr06Ll26JE1v27YtLly4gL///lvr9lP+pnp9LzAwEA8ePMDYsWOleqJy5swZ1K9fHxYWFihevDhGjRole50hO/vthg0bEBwcjOvXr0vr27BhAwD11/du3ryJhg0bSsfIzz77TKrfwP+OHd988w3c3d3h5OSE4cOHy+oIEVFB5ubmJn3s7OygUCjU0tI/fao6Ns6ePRuurq6wt7dHcHAwUlJS8Pnnn8PR0RHFihXDunXrZOv6999/0bVrVzg4OMDJyQnt2rVDZGRkhvFt27ZNdp3Tt29fjBw5ElFRUVAoFFJjVXau4wD5/VHZsmVhaWmJTp06ITExERs3boSXlxccHBwwcuRIWQPS27dvMXHiRBQtWhRWVlaoVasWjh8/Lk1/8OAB2rRpAwcHB1hZWaFChQrYv3+/NL1Zs2Z48uQJTpw4oetPRfTBK9SNUjExMejevTv69++P27dv4/jx4+jQoQOEEKhfvz5KliyJzZs3S/lTUlKwZcsW9OvXT6flJyQkoE+fPjh16hTOnTuH0qVLo2XLlmo3m9OmTUPHjh1x/fp19OzZE927d8ft27e1xhwQEIAqVarg0qVLOHDgAB49eoQuXbpkGMurV68QEhKCNWvW4NatW3BxcdE5vuDgYHTp0gU3btxAy5Yt0aNHD40NTi9evEDTpk3x9u1bHD16FI6OjjqVE+lXYdmvz58/j/79+2PYsGG4du0aGjRogFmzZum0Delt3LgRJiYmOH36NFatWgUAMDIywnfffYfw8HBs3LgRx44dw8SJEwEA/v7+an9VnDBhgtpyhRD45JNP8PTpU5w4cQKHDx/GvXv30LVrV1m+e/fuYc+ePfj111/x66+/4sSJE5gzZ47WeG/cuIHnz5+jRo0aUlpoaCgGDRoEPz8/xMTEIDQ0VJo2f/58VKxYEZcvX8a0adMAADY2NtiwYQMiIiLw7bffYvXq1WqPk9+7dw+//fYbDhw4gK1bt2LdunVo1aoV/vnnH5w4cQJz587Fl19+iXPnzknb26pVK8TGxmL//v24fPkyqlWrhkaNGknHjB49eqBYsWK4ePEiLl++jEmTJsHU1FRap6enJ1xcXHDq1KnMfzjK10JDQ1GsWDHMnDlTqifAuwahZs2aoUOHDrhx4wa2b9+O33//HSNGjJDNn9X9tmvXrhg/fjwqVKggrS99XQPenQ+bN28OBwcHXLx4ET/99BOOHDmitv6wsDDcu3cPYWFh2LhxIzZs2CA1chERFVbHjh3Dw4cPcfLkSSxcuBBBQUFo3bo1HBwccP78eQwZMgRDhgxBdHQ0gHfH3AYNGsDa2honT57E77//DmtrazRv3lzrU03Pnj1DeHi47Drn22+/xcyZM1GsWDHExMTg4sWL0rSsXsepvHr1Ct999x22bduGAwcOSNfM+/fvx/79+7F582Z8//332LlzpzRPv379cPr0aWzbtg03btxA586d0bx5c9y9excAMHz4cCQlJeHkyZO4efMm5s6dC2tra2l+MzMzVK5cmdc5RO8Thdjly5cFABEZGalx+ty5c0W5cuWk73v27BHW1tbi5cuXQggh1q9fL+zs7KTpM2bMEJUrV9a6vpSUFGFjYyP27t0rpQEQQ4YMkeWrVauWGDp0qBBCiPv37wsA4urVq0IIIaZNmyaaNm0qyx8dHS0AiDt37mhc7/r16wUAce3aNa2xZRTfl19+KX1/+fKlUCgU4rfffhNCCBEWFiYAiD/++ENUrlxZdOjQQSQlJWW4HspdhWW/7t69u2jevLksrWvXrrLY+/TpI9q1ayfLM3r0aBEQECB9DwgIEFWqVNG6fSo7duwQTk5O0vf05aTi6ekpFi1aJIQQ4tChQ8LY2FhERUVJ02/duiUAiAsXLggh3pWvpaWliI+Pl/J8/vnnolatWlpj2b17tzA2NhZpaWkZbpsqnk8++STT7Zs3b56oXr269F1TXM2aNRNeXl4iNTVVSitbtqwICQkRQghx9OhRYWtrK968eSNbto+Pj1i1apUQQggbGxuxYcOGDGOpWrWqCAoKyjRmyp8CAgLE6NGjhRDy+qDSq1cv8dlnn8nSTp06JYyMjMTr16+l+bK732o6XgEQu3fvFkII8f333wsHBwfpmCeEEPv27RNGRkYiNjZWCPHu2OHp6SlSUlKkPJ07dxZdu3bNNCYiooJG2zVN+mOq6tiY/jqgXr160veUlBRhZWUltm7dKoQQYu3ataJs2bKya5akpCRhYWEhDh48qDGeq1evCgCy6ychhFi0aJHw9PSUpeXkOg6A+Ouvv6S0wYMHC0tLS5GQkCClNWvWTAwePFgIIcRff/0lFAqF+Pfff2XLbtSokZg8ebIQQghfX99Mr2Hat28v+vbtm2nMRIVFoX5SqnLlymjUqBF8fX3RuXNnrF69Gs+ePZOm9+3bF3/99Zf0FMC6devQpUsXWFlZ6bT8uLg4DBkyBGXKlIGdnR3s7Ozw8uVLREVFyfL5+fmpfdf2RMnly5cRFhYGa2tr6fPRRx8BePdUgzZmZmaoVKlStuJ7fz4rKyvY2NggLi5Olqdx48YoWbIkduzYATMzM61xUO4rLPv17du3Na4jO97/S5xKWFgYmjRpgqJFi8LGxga9e/fGkydPsjRiyu3bt1G8eHEUL15cSitfvjzs7e1lZeHl5SXrg8fd3V2tjr3v9evXUCqVGvuM0kTT9u3cuRN169aFm5sbrK2tMW3aNLXfMH1crq6uKF++PIyMjGRpqlgvX76Mly9fwsnJSfZb3r9/X/odx40bh4EDB6Jx48aYM2eOxt/XwsICr1690mnbqOC5fPkyNmzYINtHmjVrhrS0NNy/f1/Kl939NjO3b99G5cqVZce8OnXqIC0tDXfu3JHSKlSoAGNjY+l7ZvWSiKgwqFChgtp1gK+vr/Td2NgYTk5OsmuDv/76CzY2NtIx39HREW/evNF6jff69WsAgLm5uU4xZfc6ztLSEj4+PrJt8fLykj3Z9P51zpUrVyCEQJkyZWTnsBMnTkjbMmrUKMyaNQt16tTBjBkzcOPGDbXYeJ1DJKfeO1whYmxsjMOHD+PMmTM4dOgQlixZgqlTp+L8+fPw9vaGi4sL2rRpg/Xr16NkyZLYv3+/7J3hzPTt2xf//fcfFi9eDE9PTyiVSvj5+enUAZ+2m820tDS0adMGc+fOVZvm7u6udXkWFhZqy9Q1vvdfrVHFlr6j9FatWmHXrl2IiIiQnZgo7xWW/VoIken6jIyM1PJp6hMmfYPcgwcP0LJlSwwZMgRfffUVHB0d8fvvv2PAgAFZ6lNGCKFxm9On61LH3ufs7IxXr17h7du3OjUCp9++c+fOoVu3bggODkazZs1gZ2eHbdu2YcGCBbJ8muLKKNa0tDS4u7tr3J9UIxUGBQXh008/xb59+/Dbb79hxowZ2LZtG9q3by/lffr0KYoUKZLpdlHBlJaWhsGDB2PUqFFq00qUKCH9P7v7bWa01UsAOaqXRESFQXauDapXr44ffvhBbVnazvXOzs4A3r3Gp8v1QHav47KzLcbGxrh8+bLsjxYApIasgQMHolmzZti3bx8OHTqEkJAQLFiwQDZa8tOnT2WNYUSFXaFulALeHWjq1KmDOnXqYPr06fD09MTu3bsxbtw4AO8OLN26dUOxYsXg4+ODOnXq6LzsU6dOYfny5WjZsiUAIDo6WmPHzefOnUPv3r1l36tWrapxmdWqVcOuXbvg5eWlccSJrNA1Pl3MmTMH1tbWaNSoEY4fP47y5cvnKDbKmcKwX5cvX1562uv9dbyvSJEiCA8Pl6Vdu3ZN7YIjvUuXLiElJQULFiyQ/hq4Y8cOWR4zM7NMR04pX748oqKiEB0dLT0tFRERgRcvXqBcuXIZzpsRVaejERERsg5IdXX69Gl4enpi6tSpUtqDBw+yHY9KtWrVEBsbCxMTE9loOemVKVMGZcqUwdixY9G9e3esX79eapRS/eVU275CBYumelKtWjXcunULpUqVytKydNlvda2XGzduRGJionQjc/r0aRgZGaFMmTJZiomIiDJWrVo1bN++XRoARRc+Pj6wtbVFREREto7LulzHZUfVqlWRmpqKuLg41KtXT2u+4sWLS31rTZ48GatXr5Y1SoWHh6NTp045jofoQ1GoX987f/48Zs+ejUuXLiEqKgqhoaH477//ZDeLqr/Gzpo1S+eOoFVKlSqFzZs34/bt2zh//jx69OgBCwsLtXw//fQT1q1bhz///BMzZszAhQsX1DpcVRk+fDiePn2K7t27SyNUHTp0CP3798/y0KK6xqerb775Bv/X3v2FNP2FcRz/aDfiRRG0hC5qYW0JMmYgWJDVGqldZFRY8cUVQhZoagR10STsJhRKSJGIKDLG1k2RF+GC/rjSyg3xootw1GbkRWRFFJjQ8Hfxo8F++qs1xyx9v67P9/AcePhyeHjOOYZhyOFw6OXLlynPg9lZKHnd0NCg3t5etbW1aWRkRJ2dnert7U0Y43A4FAqF1N3drXA4rDNnzkwrUs0kPz9f379/V0dHh16/fq0bN27o0qVLCWPMZrO+fv2q+/fva3x8fMY2bKfTKZvNJsMwNDQ0pMHBQblcLm3evHnGVvNkmUwmrV+/Xk+ePEnp+zVr1ujNmzfy+Xx69eqVLl68qNu3b6cczw9Op1MbNmzQrl275Pf7FY1GNTAwILfbrVAopImJCdXX1+vRo0caHR1Vf3+/gsFgQm4+e/Ys3n2Hv5/ZbFYgENDY2Fi8eH3q1Ck9ffpUdXV1Gh4eVjgcVk9PT8KGfSbJ5K3ZbFYkEtHw8LDGx8c1OTk5bR7DMJSTk6ODBw/qxYsXevjwoY4dO6bq6mrl5eWlb/EAABmGoWXLlqmyslKPHz9WJBJRX1+fGhsb9fbt2xm/yc7OltPpTHmfk8w+LhUWi0WGYcjlcunWrVuKRCIKBoNqbW2Nv7DX1NQkv9+vSCSioaEhPXjwIGGfE41GNTY2JqfTOet4gPliQRelFi9erEAgoB07dshiscjtduv8+fOqqKiIj8nOztahQ4cUi8USuj6ScfXqVX369ElFRUWqrq5WQ0ODli9fPm1cS0uLfD6fbDabrl+/Lo/H87+dRitWrFB/f79isZjKyspUWFioxsZGLVmyJOF8dzrj+x3t7e2qqqqSw+HQyMjIrOZCahZKXpeUlOjKlSvq6OiQ3W7XvXv35Ha7E8aUlZWpublZJ0+eVHFxsb58+ZLUeu12uy5cuKDW1lYVFhbK4/Ho3LlzCWM2btyoo0ePat++fTKZTGpra5s2z49n6JcuXarS0tL43Ws3b978ZQy/UltbO2MrfDIqKyt1/Phx1dfXy263a2BgIP662WxkZWXp7t27Ki0tVU1NjSwWi/bv369oNKq8vDwtWrRIHz58kMvlksViUVVVlSoqKtTS0hKfw+v1yjAM5ebmzjoezL2zZ88qGo0qPz8/fgTDZrOpr69P4XBYmzZtUlFRkZqbm396BF1KLm/37Nmj8vJybd26VSaTSV6vd9o8ubm58vv9+vjxo4qLi7V3715t27ZNnZ2d6Vs4AEDSv//cQCCglStXavfu3SooKFBNTY0mJiZ+2jlVW1srn8+X0rHpZPZxqbp27ZpcLpdOnDghq9WqnTt36vnz5/GO+Fgsprq6OhUUFKi8vFxWq1VdXV3x771er7Zv365Vq1alJR5gPsiaSuZilgXu8OHDevfunXp6euY6FCBtyOu/27dv32S1WuXz+eZNV9H79++1bt06hUIhrV69eq7DAQAAc2RqakolJSVqamrSgQMH5jqctJicnNTatWvl9Xp/6+oMYL5b8HdK/cznz58VDAbl8Xh0586duQ4HSAvyen7IyclRd3d3yvfA/YkikYi6urooSAEAsMBlZWXp8uXLM75e97caHR3V6dOnKUgB/0Gn1E9s2bJFg4ODOnLkiNrb2+c6HCAtyGsAAAAAwJ+AohQAAAAAAAAybkFfdA4AAAAAAIC5QVEKAAAAAAAAGUdRCgAAAAAAABlHUQoAAAAAAAAZR1EKAAAAAAAAGUdRCgAAAAAAABlHUQoAAAAAAAAZR1EKAAAAAAAAGUdRCgAAAAAAABn3D3RVtlpXmSe2AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 99%|████████████████████████████████▋| 100/101 [02:14<00:01,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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eLExNTcUnn3wi5cvNeoV4XVaurq6iRo0asldZwsPDhYmJicbrKlu2bBEAxK5du6S0yZMni2XLlolDhw6JnTt3imHDhgkzMzNRv3592TLfXLb691MoFFpjDgwMFADEr7/+Kkvv37+/MDExEXfv3pUty87OTrRt21bs2bNH/PLLL6JSpUpCpVLJyrJZs2bC09NTJCYmypY5bNgwoVKppNf/crJfZJaamiqCgoKEnZ2diImJkU3LyMgQU6ZMESYmJtL2lyhRQly4cEHn8tTUr69u375dSouLi5Pi9PT0FOvWrRMHDx4UgwYNEgDEpEmTpLzq1/c8PDxk9SwpKUk4OTmJxo0b61z38uXLBQCxceNGWXpMTIwwMzMTw4cPl6U/ffpUuLm5ic6dO0tp6enpolatWqJr165SmrbX97Zv3671VdJVq1YJAMLX11dKU79S1a5dO1le9atSM2fOFEII8fjxY6FSqXTmy+r1vRs3bggAWut+TqWlpYnU1FTRt29fUbVqVdk0AMLe3l7rK6jq42N2cvL6Xk5+u5CQEAFArF69Osv1q49jd+/e1ai7WZ0rMr9CuWLFCgFA/PTTT7J8c+bM0XiFE4BwdXUVSUlJUlp8fLwwMTER4eHhWcabWVbnqN27d4vJkyeLHTt2iMjISLFkyRLh6ekprK2txcWLF6V8P/zwgwAgTp48qbGMAQMGCAsLixzFRERE+YeNUkREb5EtW7YICwsLce3aNSmtoBqlbt68KQCIWbNmZTl/VFSUKF26tKhTp47YsmWLiIyMFHPnzhV2dnaiT58+srytW7cW9evXlzVWaWuU6t+/vwAgmjVrJku/cOGCRgOPubm5GDRokEZc6kYp9Q37xIkTBYAsGy6EEOLOnTuia9euwtXVVSgUCllD26ZNm2Tr1dYgMGrUKAFA3Lp1K0frfdPDhw9FpUqVhIuLi7hz545sWp06dUSlSpVEamqq7PP06VOhUCjE+PHjs1z2l19+KQCIrVu3akyLi4sTZ86cEXv37hWfffaZsLCwEMOGDZPlCQwMFLa2thrzqm+81Y0WX3zxhQAgypcvL9LS0qR89+7dE1ZWVqJbt25CCCFevHgh3YRn3qZdu3bJGtpysl+8KSMjQ/Ts2VOYmprKGo/UZsyYIaysrMT06dNFRESE+PXXX0WTJk1EkSJFxPnz53WW5XfffScAiLFjx8rS//33X2mfyXwT/NFHHwmVSiWePn0qhPhfo1TmchbidV23sLCQld+batSoIZydnTX611LHdebMGY0y7dKli3BxcZHyzps3Tzg5Ocn6y9LWKJWSkiJKly4tPDw8xL59+8Tjx4/F7t27haurqzA1NRUffPCBlFfdKLVlyxaNmL28vESjRo2EEEL6fXXly6pRaty4cXnqt+qnn34SAQEBwtraWlbHVSqVLJ+2xrWcykmjVE5+O3WjVObGXCFe9382cOBA4enpKWtsBSBmz56dbRxCaDZKde7cWVhbW2v8seH+/fsCgPjss8+kNADi448/1limm5ub1uN1VnLa76G6z8I2bdpIaepGqVOnTmnkHzBggFAqlTmKiYiI8g9H3yMieks8e/YMQ4cOxfDhw+Hh4SG98qJ+jebJkycwNzfXeD3OUP777z8AyPaVwQkTJiApKQkXL16UYqlfvz6KFCmCPn36oGfPnggMDMSWLVuwZ88eHDt2TGP0wFevXuHJkyewtraGubm51L9Ss2bNZPmqVKkCd3d3nD9/XkpzdnbGw4cPNeJ69OgRAMDJyUnaHlNTU7i5uenclmfPnqFevXpQqVSYOXMmfH19YWVlhdjYWLRv31722puzszPi4+M1YmzRogUWLVqE8+fPo3Tp0nqt902PHz9GkyZN8O+//+LQoUMoWbKkbPr9+/dx+/ZtqS+vzN7sM0ab7t27Y9y4cTh16pRGn15ubm5SnE2bNoWjoyMmTJiAPn36oGrVqlI+baOzqedT/xbq37Bx48ayPqnc3d1RuXJl6Td8+PAh0tLSsHjxYixevDjLbcrJfqEmhEC/fv2wYcMGrFu3Dm3btpVNv3HjBqZMmYK5c+di3LhxUnqLFi1Qvnx5jBkzBhERERrLXbNmDQYOHIgBAwZg3rx5smmOjo5QKBSwtbVF7dq1ZdNatGiB7du34/r161KfYQC07h9ubm549eoVnj17ptHn1eXLl3H27FmMHDlS45U69eu1ukbjU/fXExMTgylTpmD27NmwsLCQjjFpaWnIyMjAkydPoFQqYWlpCQsLC+zevRs9evRA06ZNAQDW1taYNWsWZsyYgWLFimmNX1uaeh9R/6srny6pqan4/vvvUblyZdSoUUNnPl22bt2Kzp07o1OnTvj000/h5uYGMzMzLF++HKtXr9bI7+7unuN15Ja+v52alZUV7OzsZGkZGRlo2rQp7t27h9DQUPj5+cHa2hoZGRmoXbu2ztd3s/Pw4UO4ublBoVDI0l1cXGBmZqZxHNbWT55Sqcz1+vXl7e2NunXr4tSpUxqx6DpXqM8TRERkfGyUIiJ6Szx48AD379/H/PnzMX/+fI3pjo6OaNu2LbZv354v6y9atCgA4J9//sky38WLF1G+fHmNxjH1TdXVq1cRGBiIq1evIi0tTeMmHQC+++47fPfdd9i2bRs++ugjrf1+qAkhZDdmfn5+uHLlikY+dVrFihWl7UlPT0d8fLzOm8xDhw7h3r17OHz4MAIDA6X0N/vAUatUqRLi4+O1xgf87+ZRn/WqPX78GI0bN0ZUVBQOHjyotRyKFCkCS0tLrTfP6un60KcjYXWjyV9//SVrlHqzTzE1dVmob/70/Q0dHR1hamqKHj16YOjQoVrzq/tLysl+oU7r168f1qxZg1WrVqF79+4a8126dAlCCI1GAHNzc1SuXBmRkZEa86xZswb9+vVDSEgIVqxYoXGTbmlpiTJlyui1f6hpyxsfHw8LCwut/TytWrUKALR28q3eB7Zs2QIvLy+N6Wp///03Xrx4gZEjR8r6A1NzdHTEyJEjsWjRIgBA6dKlcfLkSfz777949OgRSpUqhcTERIwcORL169fXGr+2tNKlSwP4376iK5+u/pp+//13JCQkIDQ0VOe2ZWXDhg3w8fHB5s2bZb9d5s661TL/vvlJ399OTVtsV69exaVLl7B27VqEhIRI6bdv385TbM7Ozvjjjz8ghJCtNyEhAWlpaXofewpC5uOB+jxw5coVjc76r1y5Ik0nIiLjY0fnRERvCTc3N0RERGh8mjVrBpVKhYiICMycOTPf1u/r64tSpUph9erVOm/WgNcjml27dg3Pnj2Tpas7aFY/adWrVy+t2wMAH330ESIiIlC3bl0Ar58msbKy0hiF6/z584iPj5c1bLVr1w5//vkn/vjjDyktLS0NGzZsQK1ateDh4SEtEwCWL1+uc1vUN1qZnzz55ptvNPJ26NABADRi3LVrF0xMTKRGDn3WC/yvQervv//Gvn37ZI1Ab2rdujXu3LkDZ2dn1KhRQ+OTXcfL6pHDtDUOZqb+fdSNCGpPnz6VjVgIAD/++CNMTEykxolatWrB09MT+/btk43Kd+/ePVy6dElav5WVFRo0aIALFy6gUqVKWrdJ3XiRk/1CCIH+/ftjzZo1+Oabb9C7d2+t26jeP958qgJ43UBx/vx5jScF165di379+qF79+5YuXKlzgaLDh06ICkpCSdOnJCl79q1CzY2NrKO0YHXT++8fPlS+v706VPs2LED9erV0xj9MCUlBRs2bEDNmjW13kw3a9YMZmZmuHPnjtbyVD9dVKVKFa11snLlyvD29kZERASGDRumsfxixYrBz88PVlZWmDdvHqytrdG3b1+NfD/88IPs+4kTJ3D37l1pRLfatWtDpVLpzKfLqlWroFKp0K1bN515sqJQKGBhYSH77eLj47WOvpdf1MeYzE8N6fvbZSUnxzFdcWjTqFEjPHv2TOMPIerO4dUj/xlbVFQUjh8/LjseFCtWDDVr1sSGDRtkx6NTp07h5s2bWjtqJyIi4+CTUkREbwn1SGWZrV27FqamphrT/vvvP+mpDvVTQrt370bRokVRtGhR2ZM/Z8+elUZ+S0pKghACW7ZsAfD6CSf1X+iXLl2K4OBg1K5dG6NHj0aJEiUQExODvXv3SjeSo0aNwkcffYQmTZpg9OjRKFKkCE6dOoXw8HCUL19eapTJaqSqYsWKybbHwcEB06dPx7hx49CrVy907doV8fHxCA0NRYkSJTBkyBApb58+fbB06VJ06tQJs2fPhouLC5YtW4abN2/iwIEDUr569eqhR48emDlzJu7fv4/WrVtDqVTiwoULsLKywvDhwxEQEABHR0cMGjQIU6dOhbm5OX744QdcunRJI+bevXvjm2++wZAhQ/DgwQOUL18eBw4cwNKlSzFkyBCpDPVZ74sXL6Qh3xctWoS0tDRZI0nRokVRqlQpqbx/+eUX1K9fH6NHj0alSpWQkZGBmJgY7Nu3D2PHjkWtWrVw9OhRfPHFF2jXrh1KliyJly9fYvfu3fj222/RsGFD2WiCU6dOxf3791G/fn0UK1YMT548wZ49e/Ddd9+hU6dOqF69umzbnZ2dMXjwYMTExMDX1xe7du3Cd999h8GDB6NEiRIAXj8JtHDhQnTu3Blt27bF4MGDkZycjBkzZsDCwgITJ06UlvfVV1+hbt26qFevHgYPHgxvb288ffoUt2/fxo4dO6RRCHOyX4wYMQKrVq1Cnz594OfnJytPpVIpNfrVrVsXH374IaZNm4bnz5+jfv36SExMxOLFixEVFYX169dL8/3888/o27cvqlSpgoEDB+L06dOycqlatap0kz9u3Dj88MMP6NSpE2bMmAFPT09s2bIFv/32G7788ktYWlrK5jU1NUWTJk0wZswYZGRkYM6cOUhKSpKNPqi2fft2PHr0SOtTUsDrujZ9+nRMnjwZf//9N5o3bw5HR0fcv38fp0+fhrW1NcLCwuDg4KD1GOPg4IC0tDSNaXPnzoWbmxtKlCiB+/fv46effsL27duxfv16ra/vnT17Fv369UOnTp0QGxuLyZMno1ixYtLv5OjoiHHjxmHmzJmyfNOmTdP5+t69e/ewZ88edOnSBY6OjlrzZKd169bYunUrhgwZgo4dOyI2NhYzZsyAu7s7bt26pfdy1I21uXkCyc/PD8DrfT8kJATm5uYoW7as3r9dVj744AOUKlUKEyZMgBACTk5O2LFjB/bv3693HLa2thp5e/bsiaVLlyIkJATR0dHw8/PDsWPHMGvWLLRs2RKNGzfOcTnoou85qnHjxqhfvz4qVaoEOzs7XLlyBXPnzoVCocCMGTNky5wzZw6aNGmCTp06YciQIUhISMCECRNQsWJFnY3WRERkBMboyIqIiPSnq6NzdWe62j6ZO4lVd5Cr7bNmzRpZ3pMnT4oWLVoIe3t7oVQqRalSpcTo0aNleQ4dOiSaNm0q3NzchKWlpfD19RVjx44VDx48yHZ7oKWjc7XvvvtOVKxYUVhYWAhnZ2fRrVs3ERsbq5EvPj5e9OzZUzg5OQmVSiVq164t9u/fr5EvPT1dLFy4UFqmvb298Pf3Fzt27JDynDhxQvj7+wsrKytRtGhR0a9fP3H+/HmtZfPw4UMxcOBA4erqKszNzYWvr6+YN2+exsh22a1X3dm1rk9ISIhsec+ePROff/65KFu2rLQ8Pz8/MXr0aBEfHy+EEOLWrVuiZcuWolixYkKpVAqVSiX8/PzEF198odEx9m+//SYaN24sXF1dhZmZmbCxsRE1a9YUX3/9tUhNTZXlVXeCffjwYVGjRg2hVCqFu7u7mDRpkkZeIV6P2vbhhx8KlUol7O3tRZs2bWQd96tFRUWJPn36iGLFiglzc3NRtGhRERAQII3U9iZ99gsvLy+d5enl5SXL++TJEzF58mRRrlw5YWVlJVxcXERQUJBsJEMhsq430DGS2scffywcHR2FhYWFqFSpksZIaerffs6cOSIsLEx4enoKCwsLUbVqVbF3716NbRdCiCZNmghra2vZyGbabN++XTRo0EDY2dkJpVIpvLy8RMeOHcWBAweynE9bR+dCCBEWFiZKlSollEqlcHBwEM2bNxdHjhzRyKfu6Hzfvn2iR48ewsHBQVhaWoqWLVtKAwCoZWRkiPDwcFG8eHGpjHbs2KHRybaaugP9Q4cOZbkN2Zk9e7bw9vYWSqVSlCtXTnz33Xdi6tSpIvOlcFbHJy8vL419SRttHZ0L8XoQBA8PD6kj8oiICGmaPr9dVoNeXL9+XTRp0kQaIbRTp04iJiZGABBTp07VKw5tv8HDhw/FoEGDhLu7uzAzMxNeXl5i4sSJGscUXeXm5eWlcTzTRt9z1KhRo0T58uWFra2tMDMzEx4eHqJ79+7i5s2bWpe7b98+Ubt2baFSqYSTk5Po2bOnrJN/IiIyPoUQ/9/ZARERERERERERUQFhn1JERERERERERFTg2KcUERERERU6QghZJ9bamJqaFuhoekRERJQzfFKKiIiIiAqdyMhImJubZ/lRjz5JREREbyf2KUVEREREhc7Tp09x8+bNLPP4+PjA2dm5gCIiIiKinGKjFBERERERERERFTi+vkdERERERERERAWOjVJERERERERERFTg2ChFREREREREREQFjo1SRERERERERERU4NgoRUREREREREREBY6NUkREREREREREVODYKEVERERERERERAWOjVJERERERERERFTg2ChFREREREREREQFjo1SRERERERERERU4NgoRUREREREREREBY6NUkREREREREREVODYKEVERERERERERAWOjVJERERERERERFTg2ChFREREREREREQFjo1SRERERERERERU4NgoRUREREREREREBY6NUkREREREREREVODYKEVERERERERERAWOjVJERERERERERFTg2ChFREREREREREQFjo1SRERERERERERU4NgoRUREREREREREBS7PjVJr166FQqHQ+hk3bpwhYqRsTJs2DQqFQpbm7e2NXr165Wg5J06cwLRp0/DkyZMczZd5XYcPH4ZCocCWLVtytJysPH/+HNOmTcPhw4c1pqn3wejoaIOt712SuY6qVCq4ubmhQYMGCA8PR0JCgrFDxKxZs7B9+3aNdPW+pO13N5agoCAEBQVJ36Ojo6FQKLB27docLefHH3/EokWLcjSPtnWp6/+DBw9ytKysXL9+HdOmTdNap3r16gVvb2+DrYty5816ra1+CCFQunRpKBQK2f5qCLqO+W9TPTX2fprV+TTzMYSICrc//vgD7dq1Q4kSJaBUKuHq6gp/f3+MHTtWlm/ZsmU5vlbITNf1Er19cnJ9VpD3bURvIzNDLWjNmjX44IMPZGkeHh6GWjzl0LZt22BnZ5ejeU6cOIGwsDD06tULDg4O+bqunHr+/DnCwsIAQONivlWrVjh58iTc3d3zNYbCTl1HU1NTkZCQgGPHjmHOnDn48ssvsXnzZjRu3Nhosc2aNQsdO3bERx99JEuvVq0aTp48ifLlyxsnMD24u7vj5MmTKFWqVI7m+/HHH3H16lWMGjUq39eVU9evX0dYWBiCgoI0buxDQ0MxcuTIfF0/6c/W1harVq3SOC5GRkbizp07sLW1zfcYCkM9LWhZnU+XLVtmnKCIyOB27tyJNm3aICgoCHPnzoW7uzvi4uJw9uxZbNq0CfPnz5fyLlu2DEWKFMlx48ObdF0vUeFWkPdtRG8jgzVKVaxYETVq1NArb2pqKhQKBczMDLZ6yqRq1ar5vo4XL17A0tKyQNaVlaJFi6Jo0aJGjaEwyFxHO3TogNGjR6Nu3bpo3749bt26BVdX1zyvJz09HWlpaVAqlXlelp2dHWrXrp3n5eQnpVKZ7zG+WabGLo/8bhCjnOnSpQt++OEHLF26VHZBu2rVKvj7+yMpKSnfYygM9TSvnj9/DisrK4Msi413RO+OuXPnwsfHB3v37pXd13z88ceYO3euESOjwsTY91JvMuT5jkhf+d6nlPqx/vXr12Ps2LEoVqwYlEolbt++DQA4cOAAGjVqBDs7O1hZWaFOnTo4ePCgxnJ27tyJKlWqQKlUwsfHB19++aXGa2tZvUajUCgwbdo0WdqtW7fwySefwMXFBUqlEuXKlcPSpUu1xr9x40ZMnjwZHh4esLOzQ+PGjXHz5k2N9ezZsweNGjWCvb09rKysUK5cOYSHhwMA1q9fD4VCgZMnT2rMN336dJibm+PevXtZlqe2ctAm82OgGRkZmDlzJsqWLQtLS0s4ODigUqVK+OqrrwC8fsT0008/BQD4+PhovBbi7e2N1q1bY+vWrahatSpUKpX05JKuR05fvnyJMWPGwM3NDZaWlggMDMSFCxdkeXS9xvDmqxfR0dFSo1NYWJgUm3qdul7fW716NSpXrgyVSgUnJye0a9cON27c0FiPjY0Nbt++jZYtW8LGxgbFixfH2LFjkZKSorVs3yUlSpTA/Pnz8fTpU3zzzTdSuj6/C/C/Ojd37lzMnDkTPj4+UCqViIiIwMuXLzF27FhUqVIF9vb2cHJygr+/P3799VfZMhUKBZKTk7Fu3Trpt1WvW9drQb/99hv8/f1hZWUFW1tbNGnSRKNeqY8P165dQ9euXWFvbw9XV1f06dMHiYmJ2ZaNEAJz586Fl5cXVCoVqlWrht27d2vk03bc+e+//zBgwAAUL14cSqUSRYsWRZ06dXDgwAGpfHfu3Im7d+/KXq3MrkyzOsbFxsaiffv2sLOzg729Pbp3747//vtPo6wzHwcBeR1eu3YtOnXqBABo0KCBFJt6ndpei3r58iUmTpwIHx8fWFhYoFixYhg6dKjGI+Xq48iePXtQrVo1WFpa4oMPPsDq1at1/AqUna5duwIANm7cKKUlJibil19+QZ8+fbTO8+rVK8ycORMffPCBtH/27t1bY39JTU3F+PHj4ebmBisrK9StWxenT5/WWJ62enr27Fl8/PHH8Pb2hqWlJby9vdG1a1fcvXtXNq/6+B0REYHBgwejSJEicHZ2Rvv27bM9H765jLJly0rn8e+//16vGAHt9Vd9Xrhy5QqaNm0KW1tbNGrUCACwf/9+tG3bFp6enlCpVChdujQGDhwoez0ju/OptuPro0ePMGTIEBQrVgwWFhYoWbIkJk+erHEeUigUGDZsGNavX49y5crBysoKlStXxu+//65XWRGRYT18+BBFihTR+od2E5P/3WZ5e3vj2rVriIyMlI4J6nOpIa6XACA+Ph4DBw6Ep6cnLCws4OPjg7CwMKSlpWW7HYcOHUJQUBCcnZ1haWmJEiVKoEOHDnj+/LmUJ6/njsz3C9q6HwF0X9dv3rwZ/v7+sLa2ho2NDZo1a6ZxX5GT6/qUlBRMnz4d5cqVg0qlgrOzMxo0aIATJ05IeYQQWLZsGapUqQJLS0s4OjqiY8eO+Pvvv7MtU7X79+9nex1q6Pu2jIwMzJ07V/qtXFxc0LNnT/zzzz+y9QYFBaFixYo4cuQIAgICYGVlhT59+qBv375wcnKS/f5qDRs2RIUKFfTefiJ9GOxRJfVf8mULf+MAPXHiRPj7+2PFihUwMTGBi4sLNmzYgJ49e6Jt27ZYt24dzM3N8c0336BZs2bYu3evdBF48OBBtG3bFv7+/ti0aRPS09Mxd+5c3L9/P9fxXr9+HQEBAdJNuZubG/bu3YsRI0bgwYMHmDp1qiz/pEmTUKdOHaxcuRJJSUn47LPPEBwcjBs3bsDU1BTA679M9+/fH4GBgVixYgVcXFzw119/4erVqwBe/0V7/PjxWLp0Kfz9/aVlp6Wl4ZtvvkG7du2yfOUxL+Uwd+5cTJs2DZ9//jnq16+P1NRU/Pnnn9JNY79+/fDo0SMsXrwYW7dulV6Fe/MvuufPn8eNGzfw+eefw8fHB9bW1lmuc9KkSahWrRpWrlyJxMRETJs2DUFBQbhw4QJKliyZbcxq7u7u2LNnD5o3b46+ffuiX79+AJDl01Hh4eGYNGkSunbtivDwcDx8+BDTpk2Dv78/zpw5gzJlykh5U1NT0aZNG/Tt2xdjx47FkSNHMGPGDNjb22PKlCl6x1lYtWzZEqampjhy5Eiul/H111/D19cXX375Jezs7FCmTBmkpKTg0aNHGDduHIoVK4ZXr17hwIEDaN++PdasWYOePXsCAE6ePImGDRuiQYMGCA0NBYAsH2H+8ccf0a1bNzRt2hQbN25ESkoK5s6di6CgIBw8eBB169aV5e/QoQO6dOmCvn374sqVK5g4cSIAZNsQEhYWhrCwMPTt2xcdO3ZEbGws+vfvj/T0dJQtWzbLeXv06IHz58/jiy++gK+vL548eYLz58/j4cOHAF4/wj9gwADcuXMH27Zt07tMs9KuXTt07twZgwYNwrVr1xAaGorr16/jjz/+gLm5eZbzvqlVq1aYNWsWJk2ahKVLl6JatWoAdD8hJYTARx99hIMHD2LixImoV68eLl++jKlTp+LkyZM4efKk7Km5S5cuYezYsZgwYQJcXV2xcuVK9O3bF6VLl0b9+vX1jpNes7OzQ8eOHbF69WoMHDgQwOsGKhMTE3Tp0kWj37KMjAy0bdsWR48exfjx4xEQEIC7d+9i6tSpCAoKwtmzZ2FpaQkA6N+/P77//nuMGzcOTZo0wdWrV9G+fXs8ffo027iio6NRtmxZfPzxx3ByckJcXByWL1+ODz/8ENevX0eRIkVk+fv164dWrVrhxx9/RGxsLD799FN0794dhw4dynI9a9euRe/evdG2bVvMnz9fOtekpKTIbghz6tWrV2jTpg0GDhyICRMmSNc3d+7cgb+/P/r16wd7e3tER0djwYIFqFu3Lq5cuQJzc3O9zqdvevnyJRo0aIA7d+4gLCwMlSpVwtGjRxEeHo6LFy9i586dsvw7d+7EmTNnMH36dNjY2GDu3Llo164dbt68maNzKxHlnb+/P1auXIkRI0agW7duqFatmtZz7rZt29CxY0fY29tLr/Cqz42GuF6Kj49HzZo1YWJigilTpqBUqVI4efIkZs6ciejoaKxZs0bnNkRHR6NVq1aoV68eVq9eDQcHB/z777/Ys2cPXr16BSsrqwI7d+gya9YsfP755+jduzc+//xzvHr1CvPmzUO9evVw+vRp2fFVn+v6tLQ0tGjRAkePHsWoUaPQsGFDpKWl4dSpU4iJiUFAQAAAYODAgVi7di1GjBiBOXPm4NGjR5g+fToCAgJw6dIlvd4wyM11aF7v2wYPHoxvv/0Ww4YNQ+vWrREdHY3Q0FAcPnwY58+fl52D4+Li0L17d4wfPx6zZs2CiYkJHBwcsHr1avz444/SfRfw+v45IiJC4yEOojwTebRmzRoBQOsnNTVVRERECACifv36svmSk5OFk5OTCA4OlqWnp6eLypUri5o1a0pptWrVEh4eHuLFixdSWlJSknBychJvbkJUVJQAINasWaMRJwAxdepU6XuzZs2Ep6enSExMlOUbNmyYUKlU4tGjR0IIIcXfsmVLWb6ffvpJABAnT54UQgjx9OlTYWdnJ+rWrSsyMjJ0ltfUqVOFhYWFuH//vpS2efNmAUBERkbqnC8n5SCEEF5eXiIkJET63rp1a1GlSpUslz9v3jwBQERFRWlM8/LyEqampuLmzZtap725LnWZVatWTVYW0dHRwtzcXPTr109KCwwMFIGBgRrLDAkJEV5eXtL3//77T+M3VFPvg+q4Hz9+LCwtLTV+s5iYGKFUKsUnn3wiWw8A8dNPP8nytmzZUpQtW1ZjXYWRunzOnDmjM4+rq6soV66c9F3f30Vd50qVKiVevXqVZRxpaWkiNTVV9O3bV1StWlU2zdraWrYPqan3pYiICCHE6+ODh4eH8PPzE+np6VK+p0+fChcXFxEQECClTZ06VQAQc+fOlS1zyJAhQqVSZVlPHz9+LFQqlWjXrp0s/fjx4wKArGy0HXdsbGzEqFGjdC5fCCFatWolK8vMy9NWptrWpd7O0aNHy/L+8MMPAoDYsGGDlKarDmWuwz///LOs3N+UeR/Ys2eP1nJWH9e+/fZb2XpUKpW4e/eulPbixQvh5OQkBg4cqLEu0u3Neq2uJ1evXhVCCPHhhx+KXr16CSGEqFChgmx/3bhxowAgfvnlF9nyzpw5IwCIZcuWCSGEuHHjRpb7lbZjvrb9RS0tLU08e/ZMWFtbi6+++kpjO4YMGSLLP3fuXAFAxMXF6Vym+nig61zz5n6qK0ZtdUp9Xli9erXOdQshREZGhkhNTRV3794VAMSvv/4qTcvqfJr5+LpixQqt56E5c+YIAGLfvn1SGgDh6uoqkpKSpLT4+HhhYmIiwsPDs4yXiAzvwYMHom7dutK9j7m5uQgICBDh4eHi6dOnsryZj8e65OZ6aeDAgcLGxkZ2fhVCiC+//FIAENeuXdO5vi1btggA4uLFizrz5Me5Q339klnm6/qYmBhhZmYmhg8fLsv39OlT4ebmJjp37iyl6Xtd//333wsA4rvvvtO5zSdPnhQAxPz582XpsbGxwtLSUowfP17nvG9unz7XoYa8b1P/BpnPq3/88YcAICZNmiSlBQYGCgDi4MGDGssPDAzUiGHw4MHCzs5OY98myiuDvb73/fff48yZM7LPm09KdejQQZb/xIkTePToEUJCQpCWliZ9MjIy0Lx5c5w5cwbJyclITk7GmTNn0L59e6hUKml+W1tbBAcH5yrWly9f4uDBg2jXrh2srKxk62/ZsiVevnyJU6dOyeZp06aN7HulSpUAQHoV4cSJE0hKSsKQIUO0PoqqNnjwYADAd999J6UtWbIEfn5+WT4lkNdyqFmzJi5duoQhQ4Zg7969uepnpFKlSvD19dU7/yeffCIrCy8vLwQEBCAiIiLH686JkydP4sWLFxqvFBYvXhwNGzbUeD1UoVBolGGlSpU0XjN5lwkh8jR/mzZttP5l8Oeff0adOnVgY2MDMzMzmJubY9WqVRqvUerr5s2buHfvHnr06CF7CsLGxgYdOnTAqVOnNB411lZ3X758meWogydPnsTLly/RrVs3WXpAQAC8vLyyjbNmzZpYu3YtZs6ciVOnTiE1NVWfzdOIOydPOGWOtXPnzjAzM8v3+qZ+kiVzfevUqROsra016luVKlVQokQJ6btKpYKvr+97Vd8MLTAwEKVKlcLq1atx5coVnDlzRuere7///jscHBwQHBwsO/dVqVIFbm5u0qP/6v1G136VnWfPnuGzzz5D6dKlYWZmBjMzM9jY2CA5OVlr/c/uHKuN+nig61yTV5mvWwAgISEBgwYNQvHixaVjmvqYkNvj2qFDh2BtbY2OHTvK0tV1KnMdatCggawDe1dXV7i4uLAOERmBs7Mzjh49ijNnzmD27Nlo27Yt/vrrL0ycOBF+fn56j4yb1+ul33//HQ0aNICHh4fs2N6iRQsArwe/0KVKlSqwsLDAgAEDsG7dOq2vphXUuUObvXv3Ii0tDT179pStW6VSITAwUOO1bH2u63fv3g2VSqXzXKneZoVCge7du8vW6+bmhsqVK+s94mxurkPzct+m/g0yX5fVrFkT5cqV0zinODo6omHDhhrLGTlyJC5evIjjx48DAJKSkrB+/XqEhITAxsZG73iI9GGwRqly5cqhRo0ass+bMo+Mpn7lrGPHjjA3N5d95syZAyEEHj16hMePHyMjIwNubm4a69SWpo+HDx8iLS0Nixcv1lh3y5YtAUDjJOLs7Cz7rn7k9sWLFwAgvU/t6emZ5bpdXV3RpUsXfPPNN0hPT8fly5dx9OhRDBs2LMv58loOEydOxJdffolTp06hRYsWcHZ2RqNGjXD27Nls51XL6eh2umJVv8KUX9TL1xavh4eHxvqtrKxkDX3A69/35cuX+RfkWyQ5ORkPHz7M02iZ2sp669at6Ny5M4oVK4YNGzbg5MmT0s1ybss2u982IyMDjx8/lqVnV3ezWk9u69vmzZsREhKClStXwt/fH05OTujZsyfi4+OznVctr/XNzMwMzs7OBVLfzMzMNF6nVSgUWut75t8DeP2bZPV7UNYUCgV69+6NDRs2YMWKFfD19UW9evW05r1//z6ePHkCCwsLjfNffHy8dO7TVQfU+1V2PvnkEyxZsgT9+vXD3r17cfr0aZw5cwZFixbV+lsbo55mxcrKSuM14oyMDDRt2hRbt27F+PHjcfDgQZw+fVr6I1Zu9+GHDx/Czc1N4w9aLi4uMDMzYx0iKgRq1KiBzz77DD///DPu3buH0aNHIzo6Wq/Ozg1xvXT//n3s2LFD47iu7vsnq8axUqVK4cCBA3BxccHQoUNRqlQplCpVSuq/SL38gjh36No2APjwww811r1582aNbdPnuv6///6Dh4dHlq95379/H0IIuLq6aqz31KlTejc45ub8lpf7tpzeB+m63mzbti28vb2lV/XWrl2L5ORkDB06NNsYiHKqwIa/y3yxpX6XdfHixTpH7XF1dZVG6tN2M5c5TX0AytyRXebK5+joCFNTU/To0UNnxfLx8cliazSpb8gydyCnzciRI7F+/Xr8+uuv2LNnDxwcHDT+opCZo6Oj3uWgjZmZGcaMGYMxY8bgyZMnOHDgACZNmoRmzZohNjZWr1EWsnoCTBtdsb55cFapVFo7ndb3QK+NevlxcXEa0+7du6fRl8n7bufOnUhPT5d1lpnT30XbvrFhwwb4+Phg8+bNsul56UA+u9/WxMQEjo6OuV5+5vXo2oczd/SdWZEiRbBo0SIsWrQIMTEx+O233zBhwgQkJCRgz549esWQm/pWrFgx6XtaWhoePnwoq29KpVJr+eel4crZ2RlpaWn477//ZA1TQgjEx8fjww8/zPWySX+9evXClClTsGLFCnzxxRc686k7Ete1H6qfwHmzDmjbr7KSmJiI33//HVOnTsWECROkdHW/KYaSXT19k67rg5wc065evYpLly5h7dq1CAkJkdLVA7fklrOzM/744w8IIWTrTUhIQFpaGs9ZRIWMubk5pk6dioULF0r9ymbFENdLRYoUQaVKlXQe/7P7w2O9evVQr149pKen4+zZs1i8eDFGjRoFV1dXfPzxx/ly7njzuPxm35OZj8vqY+CWLVv0elpdH0WLFsWxY8eQkZGhs2GqSJEiUCgUOHr0qNYRpQ0xyrQueblve/NaOfPDEtrug3Rdb5qYmGDo0KGYNGkS5s+fj2XLlqFRo0bZ9qtKlBv5PvqeLnXq1IGDgwOuX7+u8YSV+mNhYQFra2vUrFkTW7dulbVwP336FDt27JAt09XVFSqVCpcvX5alZx69wsrKCg0aNMCFCxdQqVIlrevOaWt+QEAA7O3tsWLFimxfhapevToCAgIwZ84c/PDDD+jVq1e2nYbnpByy4+DggI4dO2Lo0KF49OiRNLqFPi33ObFx40ZZWdy9excnTpyQNX54e3vjr7/+kp14Hz58KBv5Iqex+fv7w9LSEhs2bJCl//PPPzh06JDUgT4BMTExGDduHOzt7aVOkgH9f5esKBQKWFhYyE528fHxGvUR0P+v/GXLlkWxYsXw448/yvat5ORk/PLLL9KIfHlVu3ZtqFQq/PDDD7L0EydO5PgVmRIlSmDYsGFo0qQJzp8/L6Ub+smGzLH+9NNPSEtL06hvmY+Phw4dwrNnz2RpOalv6vqUub798ssvSE5OZn0rIMWKFcOnn36K4OBgWYNJZq1bt8bDhw+Rnp6u9dynvthU7ze69qusKBQKCCE0LthXrlyJ9PT0XGyddmXLloW7u7vOc82b1A3Jmff/3377Te/1qY9lmbfrzZFL1XJah549e4bt27fL0tWjCLIOEb29tP2RDPjf67xvNgbpOu8b4nqpdevWuHr1KkqVKqX12K7v0/CmpqaoVauW9HSM+rolP84duo7Lme9rmjVrBjMzM9y5c0fnPWNOtWjRAi9fvtQ6mrFa69atIYTAv//+q3Wdfn5+OV5vbuT0vk39Kl7m67IzZ87gxo0bOTqn9OvXDxYWFujWrRtu3ryZ7Zs9RLlVYE9KZWZjY4PFixcjJCQEjx49QseOHeHi4oL//vsPly5dwn///Yfly5cDAGbMmIHmzZujSZMmGDt2LNLT0zFnzhxYW1vL/uqqfu939erVKFWqFCpXrozTp0/jxx9/1Fj/V199hbp166JevXoYPHgwvL298fTpU9y+fRs7duzIdsQfbdszf/589OvXD40bN0b//v3h6uqK27dv49KlS1iyZIks/8iRI9GlSxcoFAoMGTJEr3XoWw7aBAcHo2LFiqhRowaKFi2Ku3fvYtGiRfDy8pJG9VIfXL/66iuEhITA3NwcZcuWlfVdkRMJCQlo164d+vfvj8TEREydOhUqlUoadQJ4PUrZN998g+7du6N///54+PAh5s6dq/HahK2tLby8vPDrr7+iUaNGcHJyQpEiRbQ+seLg4IDQ0FBMmjQJPXv2RNeuXfHw4UOEhYVBpVJpjKz4vrh69ar0PnxCQgKOHj2KNWvWwNTUFNu2bZM95aLv75KV1q1bY+vWrRgyZIg0et2MGTPg7u6OW7duyfL6+fnh8OHD2LFjB9zd3WFra6v1LzEmJiaYO3cuunXrhtatW2PgwIFISUnBvHnz8OTJE8yePTv3BfQGR0dHjBs3DjNnzkS/fv3QqVMnxMbGYtq0adm+FpSYmIgGDRrgk08+wQcffABbW1ucOXMGe/bsQfv27WXbvHXrVixfvhzVq1eHiYlJri6s1LZu3QozMzM0adJEGn2vcuXK6Ny5s5SnR48eCA0NxZQpUxAYGIjr169jyZIlsLe3ly2rYsWKAIBvv/0Wtra2UKlU8PHx0dpY36RJEzRr1gyfffYZkpKSUKdOHWn0vapVq6JHjx653ibKGX32/48//hg//PADWrZsiZEjR6JmzZowNzfHP//8g4iICLRt2xbt2rVDuXLl0L17dyxatAjm5uZo3Lgxrl69Ko0GmRU7OzvUr18f8+bNk47TkZGRWLVqFRwcHAy0ta+PBzNmzEC/fv2kc82TJ0+01lM3Nzc0btwY4eHhcHR0hJeXFw4ePIitW7fqvb4PPvgApUqVwoQJEyCEgJOTE3bs2IH9+/dr5M3J+bRnz55YunQpQkJCEB0dDT8/Pxw7dgyzZs1Cy5Yt0bhx4xyWDBEVlGbNmsHT0xPBwcH44IMPkJGRgYsXL2L+/PmwsbHByJEjpbx+fn7YtGkTNm/ejJIlS0KlUsHPz88g10vTp0/H/v37ERAQgBEjRqBs2bJ4+fIloqOjsWvXLqxYsUJnFyMrVqzAoUOH0KpVK5QoUQIvX76URoZTH3/y49zRsmVLODk5oW/fvpg+fTrMzMywdu1axMbGyvJ5e3tj+vTpmDx5Mv7++280b94cjo6OuH//Pk6fPg1ra2uEhYXl6Hfr2rUr1qxZg0GDBuHmzZto0KABMjIy8Mcff6BcuXL4+OOPUadOHQwYMAC9e/fG2bNnUb9+fVhbWyMuLg7Hjh2Dn5+f1FewoeXlvq1s2bIYMGAAFi9eDBMTE7Ro0UIafa948eIYPXq03nE4ODigZ8+eWL58Oby8vHLdnzNRtvLaU3p2I3upR7z5+eeftU6PjIwUrVq1Ek5OTsLc3FwUK1ZMtGrVSiP/b7/9JipVqiQsLCxEiRIlxOzZs7WO2pCYmCj69esnXF1dhbW1tQgODhbR0dFaR52KiooSffr0EcWKFRPm5uaiaNGiIiAgQMycOTPb+HWN9Ldr1y4RGBgorK2thZWVlShfvryYM2eOxnanpKQIpVIpmjdvrrVcdNG3HDKP4jB//nwREBAgihQpIs3bt29fER0dLZtv4sSJwsPDQ5iYmMhGKvLy8hKtWrXSGpOu0ffWr18vRowYIYoWLSqUSqWoV6+eOHv2rMb869atE+XKlRMqlUqUL19ebN68WWOELyGEOHDggKhatapQKpWyETwyj9KhtnLlSqms7O3tRdu2bTVGHwkJCRHW1tYaMekaEaQwyjxCpoWFhXBxcRGBgYFi1qxZIiEhQet8+vwu6nowb948rcuYPXu28Pb2FkqlUpQrV0589913Wsv24sWLok6dOsLKyko2up2uEbO2b98uatWqJVQqlbC2thaNGjUSx48fl+VRr+e///7TWh7aRsV6U0ZGhggPDxfFixcXFhYWolKlSmLHjh0aI2dlPha8fPlSDBo0SFSqVEnY2dkJS0tLUbZsWTF16lSRnJwszffo0SPRsWNH4eDgIBQKhVQmWZVpVqPvnTt3TgQHBwsbGxtha2srunbtKhvlU4jXx53x48eL4sWLC0tLSxEYGCguXryoUYeFEGLRokXCx8dHmJqaytaprW6+ePFCfPbZZ8LLy0uYm5sLd3d3MXjwYPH48WNZPl3HEV2jPZJu+oyqKYT20Z5SU1PFl19+KSpXrixUKpWwsbERH3zwgRg4cKC4deuWlC8lJUWMHTtWuLi4CJVKJWrXri1Onjyp85j/Zj39559/RIcOHYSjo6OwtbUVzZs3F1evXtWYV9d26DOin9rKlStFmTJlhIWFhfD19RWrV6/Wup/GxcWJjh07CicnJ2Fvby+6d+8uzp49q3X0PW3nBSGEuH79umjSpImwtbUVjo6OolOnTiImJkbrNYau86m2/f3hw4di0KBBwt3dXZiZmQkvLy8xceJE8fLlS1k+AGLo0KEacWmrw0SU/zZv3iw++eQTUaZMGWFjYyPMzc1FiRIlRI8ePcT169dleaOjo0XTpk2Fra2tACA7RuX1ekmI1yNVjxgxQvj4+Ahzc3Ph5OQkqlevLiZPniyePXumcxtOnjwp2rVrJ7y8vIRSqRTOzs4iMDBQ/Pbbb7J8hj53CCHE6dOnRUBAgLC2thbFihUTU6dOFStXrtR6nbZ9+3bRoEEDYWdnJ5RKpfDy8hIdO3YUBw4ckPLk5Lr+xYsXYsqUKdL5w9nZWTRs2FCcOHFClm/16tWiVq1awtraWlhaWopSpUqJnj17ar2n0bZOfa5DDX3flp6eLubMmSN8fX2Fubm5KFKkiOjevbuIjY2VzR8YGCgqVKiQ5XYcPnxYABCzZ8/OMh9RXiiEyOOwW0Y0bdo0hIWF5XnkMGPYsWMH2rRpg507d0qdqxMREREREb1rvL29ERQUlOUrc/T2GTt2LJYvX47Y2Nhcd1ZPlB2jvb73vrp+/Tru3r2LsWPHokqVKtJQrURERERERETGdurUKfz1119YtmwZBg4cyAYpyldslCpgQ4YMwfHjx1GtWjWsW7cuxyNsEREREREREeUX9eBBrVu3xsyZM40dDr3jCvXre0REREREREREVDiZGDsAIiIiIiIiIiJ6/7BRioiIiIiIiIiIChwbpYiIiIiIiIiIqMCxUYqIiIiIiIiIiAqcUUbfy8jIwL1792Bra8vR5yjfCSHw9OlTeHh4wMSE7bBvYl2kgsS6qBvrIhUk1kXdWBeJiIgMQ9/rDaM0St27dw/Fixc3xqrpPRYbGwtPT09jh/FWYV0kY2Bd1MS6SMbAuqiJdZGIiMiwsrveMEqjlK2tLYDXwdnZ2RkjBHqPJCUloXjx4tJ+R//DukgFiXVRN9ZFKkisi7qpy2Q0AKVxQyEiypNxMfLvX5aQp39ZQjNPflPHQO+HFAALgWyvN4zSKKV+HNrOzo4X31Rg+Bi+JtZFMgbWRU2si2QMrIua1GWiBBuliKhwy3w5ocyUrtSSJ7/xuPp+yu56gx0JEBERERERERFRgTPKk1JERET0bkvPEDgd9QgJT1/CxVaFmj5OMDUpPE/m5Gf8hb1siIiIiAzFqI1SFafuRczCTsYMgYjwui6aKK0QPbuVsUMhonfAnqtxCNtxHXGJL6U0d3sVpgaXR/OK7kaMTD/5GX9hLxsiIiIiQ+Lre0RERGQwe67GYfCG87JGFwCIT3yJwRvOY8/VOCNFpp/8jL+wlw0RERGRobFRioiIiAwiPUMgbMd1CC3T1GlhO64jPUNbDuPLz/gLe9kQERER5Qc2ShEREZFBnI56pPEU0JsEgLjElzgd9ajggsqB/Iy/sJcNERERUX5goxQREREZRMJT3Y0uuclX0PIz/sJeNkRERET5gY1SREREZBAutiqD5ito+Rl/YS8bIiIiovzARikiIiIyiJo+TnC3V0GhY7oCr0eaq+njVJBh6S0/4y/sZUNERESUH9goRURERAZhaqLA1ODyAKDR+KL+PjW4PExNdDXNGFd+xl/Yy4aIiIgoP7BRioiIiAymeUV3LO9eDW728tfQ3OxVWN69GppXdDdSZPrJz/gLe9kQERERGZqZsQMgIiKid0vziu5oUt4Np6MeIeHpS7jYvn4trbA8BZSf8Rf2siEiIiIyJDZKERERkcGZmijgX8rZ2GHkWn7GX9jLhoiIiMhQ2ChFRBLvCTtl36NntzJSJERERERERPSuY6MUERERERHl2TMxA/MVadL3qQjL8TLCMFVrem6WVRjo2l5Avs3qfIYsB23rzu9yzo/toP8Jw1SMFWaYr0hDmIOOPA7a/w8AR8UOncuupwjWOr2eIjhHMfK3p8zY0TkRERERERERERU4NkoREREREREREVGBM3qjlPeEnRr92BARERERERER0bvN6I1SRERERERERET0/nlrGqX4tBQRERER6RIeHo4PP/wQtra2cHFxwUcffYSbN2/K8vTq1QsKhUL2qV27tpEiJiIiouxw9D0iIqK3VHqGwOmoR0h4+hIutirU9HGCqYmi0Cw/PxXm2PPbu1o2kZGRGDp0KD788EOkpaVh8uTJaNq0Ka5fvw5ra2spX/PmzbFmzRrpu4WFhTHCJSIiIj28VY1S6qelome3MnIkREREuRMeHo5JkyZh5MiRWLRoUa6Xs+dqHMJ2XEdc4kspzd1ehanB5dG8onue48zv5eenwhx7fnuXy2bPnj2y72vWrIGLiwvOnTuH+vXrS+lKpRJubm4FHR4RERHlwlvz+h4REVFhd+bMGXz77beoVKlSnpaz52ocBm84L2tYAID4xJcYvOE89lyNe6uXn58Kc+z57X0rm8TERACAk5OTLP3w4cNwcXGBr68v+vfvj4SEBJ3LSElJQVJSkuxDREREBYeNUkRERAbw7NkzdOvWDd999x0cHR1zvZz0DIGwHdchtExTp4XtuI70DG05jL/8/FSYY89v71vZCCEwZswY1K1bFxUrVpTSW7RogR9++AGHDh3C/PnzcebMGTRs2BApKSlalxMeHg57e3vpU7x48YLaBCIiIkIuG6WSk5MNHQcR5QLrItHbY+jQoWjVqhUaN26cbd6sns44HfVI40mXNwkAcYkvcTrqUa7izO/l56fCHHt+e9/KZtiwYbh8+TI2btwoS+/SpQtatWqFihUrIjg4GLt378Zff/2FnTu1D6gzceJEJCYmSp/Y2NiCCJ+IiIj+X64apVxdXdGnTx8cO3bM0PEQUQ6wLhK9HTZt2oTz588jPDxcr/xZPZ2R8FR3w8Kb9M2X2/lyu/z8VJhjz2/vU9kMHz4cv/32GyIiIuDp6ZllXnd3d3h5eeHWrVtapyuVStjZ2ck+REREVHBy1Si1ceNGJCYmolGjRvD19cXs2bNx7949Q8dGRNlgXSQyvtjYWIwcORIbNmyASqXSa56sns5wsdVvGfrmy+18uV1+firMsee396FshBAYNmwYtm7dikOHDsHHxyfbeR4+fIjY2Fi4uxfuTt6JiIjeVblqlAoODsYvv/yCe/fuYfDgwdi4cSO8vLzQunVrbN26FWlpaYaOk4i0YF0kMr5z584hISEB1atXh5mZGczMzBAZGYmvv/4aZmZmSE9P15gnq6czavo4wd1eBYWO9SnwejS1mj5OOnJkLb+Xn58Kc+z57X0om6FDh2LDhg348ccfYWtri/j4eMTHx+PFixcAXvfrNm7cOJw8eRLR0dE4fPgwgoODUaRIEbRr187I0RMREZE2eero3NnZGaNHj8alS5ewYMECHDhwAB07doSHhwemTJmC58+fGypOIsoC6yKR8TRq1AhXrlzBxYsXpU+NGjXQrVs3XLx4EaampjlanqmJAlODywOARgOD+vvU4PIwNdHV/GDc5eenwhx7fnsfymb58uVITExEUFAQ3N3dpc/mzZsBAKamprhy5Qratm0LX19fhISEwNfXFydPnoStra2RoyciIiJtzPIyc3x8PL7//nusWbMGMTEx6NixI/r27Yt79+5h9uzZOHXqFPbt22eoWIlIB9ZFIuOxtbWVjf4FANbW1nB2dtZI11fziu5Y3r0awnZcl3Ve7WavwtTg8mheMW+vIuX38vNTYY49vxmrbF68eAEhBKysrAAAd+/exbZt21C+fHk0bdrUYOsRIuuRAy0tLbF3716DrY+IiIjyX64apbZu3Yo1a9Zg7969KF++PIYOHYru3bvDwcFBylOlShVUrVrVUHESkRasi0TvruYV3dGkvBtORz1CwtOXcLF9/eqVoZ50ye/l56fCHHt+M0bZtG3bFu3bt8egQYPw5MkT1KpVC+bm5njw4AEWLFiAwYMH59u6iYiIqHDLVaNU79698fHHH+P48eP48MMPteYpWbIkJk+enKfgiChrrItEb6fDhw8bZDmmJgr4l3I2yLKMsfz8VJhjz28FXTbnz5/HwoULAQBbtmyBq6srLly4gF9++QVTpkxhoxQRERHplKtGqbi4OOkRbV0sLS0xderUXAVFRPphXSTKu7/++guHDx9GQkICMjIyZNOmTJlipKiICo/nz59LfTbt27cP7du3h4mJCWrXro27d+8aOToqbMaK17cn8xUcrOVdVFT0ef0fRZhxA3lHFRV9MN+yBIBpxg6FSG+5apSytbVFXFwcXFxcZOkPHz6Ei4uL1pGGiMjwWBeJ8ua7777D4MGDUaRIEbi5uUGh+N8rTgqFgo1SRHooXbo0tm/fjnbt2mHv3r0YPXo0ACAhIUE2siQRERFRZrlqlNLV0WRKSgosLCzyFBAR6Y91kShvZs6ciS+++AKfffaZsUMhKrSmTJmCTz75BKNHj0ajRo3g7+8P4PVTU+zTkIiIiLKSo0apr7/+GsDrvx6vXLkSNjY20rT09HQcOXIEH3zwgWEjJCINrItEhvH48WN06tTJ2GEQFWodO3ZE3bp1ERcXh8qVK0vpjRo1Qrt27YwYGREREb3tctQope7EUgiBFStWwNTUVJpmYWEBb29vrFixwrAREpEG1kUiw+jUqRP27duHQYMGGTsUokLNzc0Nbm5usrSaNWsaKRoiIiIqLHLUKBUVFQUAaNCgAbZu3QpHR8d8CYqIssa6SGQYpUuXRmhoKE6dOgU/Pz+Ym5vLpo8YMcJIkREVHsnJyZg9ezYOHjyodcCAv//+2yDrmTZtGsLC5J0ju7q6Ij4+HsDrP9SEhYXh22+/xePHj1GrVi0sXboUFSpUMMj6iYiIyPBy1adURESEoeMgolxgXSTKm2+//RY2NjaIjIxEZGSkbJpCoWCjFJEe+vXrh8jISPTo0QPu7u6yAQMMrUKFCjhw4ID0/c0nhefOnYsFCxZg7dq18PX1xcyZM9GkSRPcvHlTGh2QiIiI3i56N0qNGTMGM2bMgLW1NcaMGZNl3gULFuQ5MCLSjnWRyHDUTx0SUe7t3r0bO3fuRJ06dfJ9XWZmZhqvCQKvn5JatGgRJk+ejPbt2wMA1q1bB1dXV/z4448YOHBgvsdGREREOad3o9SFCxeQmpoq/V+X/PzrGBGxLhLlF/Volqw7RDnj6OgIJyenAlnXrVu34OHhAaVSiVq1amHWrFkoWbIkoqKiEB8fj6ZNm0p5lUolAgMDceLECZ2NUikpKUhJSZG+JyUl5fs2EBER0f/o3Sj15mtCfGWIyHhYF4kM6/vvv8e8efNw69YtAICvry8+/fRT9OjRw8iRERUOM2bMwJQpU7Bu3TpYWVnl23pq1aqF77//Hr6+vrh//z5mzpyJgIAAXLt2TepXytXVVTaPq6sr7t69q3OZ4eHhGv1UERERUcHJVZ9SRERE74IFCxYgNDQUw4YNQ506dSCEwPHjxzFo0CA8ePAAo0ePNnaIRG+9+fPn486dO3B1dYW3t7fGgAHnz583yHpatGgh/d/Pzw/+/v4oVaoU1q1bh9q1awPQfNJRCJHl048TJ06UvQqflJSE4sWLGyReIiIiyp7ejVLq9/P1sXXr1lwFQ0TZY10kMpzFixdj+fLl6Nmzp5TWtm1bVKhQAdOmTWOjFJEePvroI6Os19raGn5+frh165YUQ3x8PNzd3aU8CQkJGk9PvUmpVEKpVOZ3qERERKSD3o1S9vb2+RkHEemJdZHIcOLi4hAQEKCRHhAQgLi4OCNERFT4TJ061SjrTUlJwY0bN1CvXj34+PjAzc0N+/fvR9WqVQEAr169QmRkJObMmWOU+IiIiCh7ejdKrVmzJj/jICI9sS4SGU7p0qXx008/YdKkSbL0zZs3o0yZMkaKiqhwOnfuHG7cuAGFQoHy5ctLjUOGMm7cOAQHB6NEiRJISEjAzJkzkZSUhJCQECgUCowaNQqzZs1CmTJlUKZMGcyaNQtWVlb45JNPDBoHERERGQ77lCIiovdWWFgYunTpgiNHjqBOnTpQKBQ4duwYDh48iJ9++snY4REVCgkJCfj4449x+PBhODg4QAiBxMRENGjQAJs2bULRokUNsp5//vkHXbt2xYMHD1C0aFHUrl0bp06dgpeXFwBg/PjxePHiBYYMGYLHjx+jVq1a2LdvH2xtbQ2yfiIiIjI8vRulqlWrhoMHD8LR0RFVq1bNstNIQ3VoSUSaWBeJDKdDhw74448/sHDhQmzfvh1CCJQvXx6nT582+FMeRO+q4cOHIykpCdeuXUO5cuUAANevX0dISAhGjBiBjRs3GmQ9mzZtynK6QqHAtGnTMG3aNIOsj4iIiPKf3o1Sbdu2lTqCNFaHlkTEukhkaNWrV8eGDRuMHQZRobVnzx4cOHBAapACgPLly2Pp0qVo2rSpESMjIiKit53ejVJvdmJprA4tiYh1kSivkpKSYGdnJ/0/K+p8RKRbRkYGzM3NNdLNzc2RkZFhhIiIiIiosMhTn1Jnz56VOrQsV64cqlevbqi4iCgHWBeJ9Ofo6Ii4uDi4uLjAwcFB6yuwQggoFAqkp6cbIUKiwqVhw4YYOXIkNm7cCA8PDwDAv//+i9GjR6NRo0ZGjo4K0nxFmsGXMRVheV7m2+6o2AEAOKDQ3e1CfpSDMcp2iMKrwNf5PvlPsTrH8xwVO6R974DuXkEwFed1TA/OlO/1fhWG//3x/KjYgXoKeT4itVw1Sqk7mjx+/DgcHBwAAE+ePEFAQAA2btyI4sWLGzJGItKBdZEo5w4dOgQnJycAQEREhJGjISr8lixZgrZt28Lb2xvFixeHQqFATEwM/Pz8+GosERERZSlXjVJ9+vRBamoqbty4gbJlywIAbt68iT59+qBv377Yt2+fQYMkIu1YF4lyLjAwUPq/j4+PdBP9JiEEYmNjCzo0okKpePHiOH/+PPbv348///xTGjCgcePGxg6NiIiI3nK5apQ6evQoTpw4Id0EA0DZsmWxePFi1KlTx2DBEVHWWBeJ8sbHx0d6le9Njx49go+PD1/fI8qBJk2aoEmTJsYOg4iIiAqRXDVKlShRAqmpqRrpaWlpKFasWJ6DIiL9sC4S5Y2676jMnj17BpVKZYSIiAqHr7/+GgMGDIBKpcLXX3+dZd4RI0YUUFRERERU2OSqUWru3LkYPnw4li5diurVq0OhUODs2bMYOXIkvvzyS0PHSEQ6sC4S5c6YMWMAAAqFAqGhobCyspKmpaen448//kCVKlWMFB3R22/hwoXo1q0bVCoVFi5cqDOfQqEwWKOUt7c37t69q5E+ZMgQLF26FL169cK6detk02rVqoVTp04ZZP1ERERkeHo3Sjk6Osr+mpycnIxatWrBzOz1ItLS0mBmZoY+ffrgo48+MnigRPQa6yJR3l24cAHA6yelrly5AgsLC2mahYUFKleujHHjxhkrPKK3XlRUlNb/56czZ87IXqm9evUqmjRpgk6dOklpzZs3x5o1a6Tvb9ZtIiIievvo3Si1aNGifAyDiPTFukiUd+pR93r37o2vvvoKdnZ2Ro6IqPCaPn06xo0bJ3viEABevHiBefPmYcqUKQZZT9GiRWXfZ8+ejVKlSskGL1AqlXBzczPI+oiIiCj/6d0oFRISkp9xEJGeCrIuek/YKfsePbtVga2bqCC8+UQFEeVOWFgYBg0apNEo9fz5c4SFhRmsUepNr169woYNGzBmzBjZ08OHDx+Gi4sLHBwcEBgYiC+++EJjIIM3paSkICUlRfqelJRk8FiJiIhIt1z1KfWmFy9eaHS0zL84ExU81kWi3Dlz5gx+/vlnxMTE4NWrV7JpW7duzXb+8PBwbN26FX/++ScsLS0REBCAOXPmyEbFJHqX6Row4NKlS3BycsqXdW7fvh1PnjxBr169pLQWLVqgU6dO8PLyQlRUFEJDQ9GwYUOcO3cOSqVS63LCw8MRFhaWLzESERFR9kxyM1NycjKGDRsGFxcX2NjYwNHRUfYhooLBukiUN5s2bUKdOnVw/fp1bNu2Dampqbh+/ToOHToEe3t7vZYRGRmJoUOH4tSpU9i/fz/S0tLQtGlTJCcn53P0RMbl6OgIJycnKBQK+Pr6wsnJSfrY29ujSZMm6Ny5c76se9WqVWjRogU8PDyktC5duqBVq1aoWLEigoODsXv3bvz111/YuXOnzuVMnDgRiYmJ0ic2NjZf4iUiIiLtcvWk1Pjx4xEREYFly5ahZ8+eWLp0Kf7991988803mD17tqFjJCIdWBeJ8mbWrFlYuHAhhg4dCltbW3z11Vfw8fHBwIED4e7urtcy9uzZI/u+Zs0auLi44Ny5c6hfv35+hE30Vli0aBGEEOjTpw/CwsJkDbkWFhbw9vaGv7+/wdd79+5dHDhwINsnGd3d3eHl5YVbt27pzKNUKnU+RUVERET5L1eNUjt27MD333+PoKAg9OnTB/Xq1UPp0qXh5eWFH374Ad26dTN0nESkBesiUd7cuXMHrVq97itNqVQiOTkZCoUCo0ePRsOGDXP1Wk9iYiIA5NtrS0RvC3Ufhz4+PggICIC5uXmBrFfd8Kuuu7o8fPgQsbGxejcwExERUcHL1et7jx49go+PD4DXfdY8evQIAFC3bl0cOXLEcNERUZZYF4nyxsnJCU+fPgUAFCtWDFevXgUAPHnyBM+fP8/x8oQQGDNmDOrWrYuKFSvqzJeSkoKkpCTZh6iwCgwMlBqkXrx4ka/7dkZGBtasWYOQkBCYmf3vb6vPnj3DuHHjcPLkSURHR+Pw4cMIDg5GkSJF0K5dO4PGQERERIaTq0apkiVLIjo6GgBQvnx5/PTTTwBeP7Xh4OBgqNiIKBusi0R5U69ePezfvx8A0LlzZ4wcORL9+/dH165d0ahRoxwvb9iwYbh8+TI2btyYZb7w8HDY29tLn+LFi+cqfqK3wfPnzwusf8MDBw4gJiYGffr0kaWbmpriypUraNu2LXx9fRESEgJfX1+cPHkStra2Bo2BiIiIDCdXr+/17t0bly5dQmBgICZOnIhWrVph8eLFSEtLw4IFCwwdIxHpwLpIlDdLlizBy5cvAbzu8Njc3BzHjh1D+/btERoamqNlDR8+HL/99huOHDkCT0/PLPNOnDgRY8aMkb4nJSWxYYoKrU8//bTA+jds2rQphBAa6ZaWlti7d69B10VERET5L1eNUqNHj5b+36BBA9y4cQPnzp1DqVKlULlyZYMFR0RZY10kyr20tDTs2LEDzZo1AwCYmJhg/PjxGD9+fI6WI4TA8OHDsW3bNhw+fFh6pTYr7FyZ3iXs35CIiIhyK1eNUpl5eXnBy8vLEIsiojzI77roPUE+rHb07Kw7mSV6m5mZmWHw4MG4ceNGnpYzdOhQ/Pjjj/j1119ha2uL+Ph4AIC9vT0sLS0NESrRWy2r/g0HDx5szNCIiIjoLZerPqUA4ODBg2jdujVKlSqF0qVLo3Xr1jhw4IAhYyMiPbAuEuVerVq1cOHChTwtY/ny5UhMTERQUBDc3d2lz+bNmw0UJdHbjf0bEuVNPUUwDijOGzsMegs0FtV0fvSZLztTEYapyPnIwrmhbV1HxY4CWTcVLrlqlFqyZAmaN28OW1tbjBw5EiNGjICdnR1atmyJJUuWGDpGItKBdZEob4YMGYKxY8diyZIlOHnyJC5fviz76EMIofXTq1ev/A2e6C2h7t8QeN1f2rJly6BUKjF69Gh8+umnRo6OiIiI3ma5en0vPDwcCxcuxLBhw6S0ESNGoE6dOvjiiy9k6USUf1gXifKmS5cuAF7XGzWFQgEhBBQKBdLT040VGlGhkbl/wz///BNnz55l/4ZERESUrVw1SiUlJaF58+Ya6U2bNsVnn32W56CISD+si0R5ExUVZewQiAq11NRUNG3aFN988w18fX0BACVKlECJEiWMHBkREREVBrl6fa9NmzbYtm2bRvqvv/6K4ODgPAflPWGnRofKRKQpv+si0btOPTiArg8RZc3c3BxXr16FQqEwdihERERUCOn9pNTXX38t/b9cuXL44osvcPjwYfj7+wMATp06hePHj2Ps2LGGj5KIJKyLRIbz/fffZzm9Z8+eBRQJUeHVs2dPrFq1CrNnz871Mo4cOYJ58+bh3LlziIuLw7Zt2/DRRx9J04UQCAsLw7fffovHjx+jVq1aWLp0KSpUqCDlSUlJwbhx47Bx40a8ePECjRo1wrJly+Dp6ZmXzSMiIqJ8pHej1MKFC2XfHR0dcf36dVy/fl1Kc3BwwOrVq/H5558bLkIikmFdJDKckSNHyr6npqbi+fPnsLCwgJWVFRuliPTw6tUrrFy5Evv370eNGjVgbW0tm75gwYJsl5GcnIzKlSujd+/e6NChg8b0uXPnYsGCBVi7di18fX0xc+ZMNGnSBDdv3oStrS0AYNSoUdixYwc2bdoEZ2dnjB07Fq1bt8a5c+dgampqmI0lIiIig9K7UYr9bhC9HVgXiQzn8ePHGmm3bt3C4MGDOWoYkZ6uXr2KatVeD0X+119/yabp+1pfixYt0KJFC63ThBBYtGgRJk+ejPbt2wMA1q1bB1dXV/z4448YOHAgEhMTsWrVKqxfvx6NGzcGAGzYsAHFixfHgQMH0KxZs9xuHhEREeWjXHV0/iYhBAD9LzqIKH+wLhIZRpkyZTB79mx0794df/75p7HDIXrrRURE5Ovyo6KiEB8fj6ZNm0ppSqUSgYGBOHHiBAYOHIhz585Jna6reXh4oGLFijhx4oTORqmUlBSkpKRI35OSkvJvQ4iIiEhDrjo6B173w+Hn5wdLS0tYWlqiUqVKWL9+vSFjIyI9sC4SGZ6pqSnu3btn7DCICpXbt29j7969ePHiBYD//bEkr+Lj4wEArq6usnRXV1dpWnx8PCwsLODo6Kgzjzbh4eGwt7eXPsWLFzdIzERERKSfXD0ptWDBAoSGhmLYsGGoU6cOhBA4fvw4Bg0ahAcPHmD06NGGjpOItGBdJMqb3377TfZdCIG4uDgsWbIEderUMVJURIXLw4cP0blzZ0REREChUODWrVsoWbIk+vXrBwcHB8yfP98g68n8JLAQItung7PLM3HiRIwZM0b6npSUxIYpIiKiApSrRqnFixdj+fLlsg5g27ZtiwoVKmDatGm8ESYqIKyLRHnz5uhewOub3qJFi6Jhw4YGu5EmeteNHj0a5ubmiImJQbly5aT0Ll26YPTo0XmuS25ubgBePw3l7u4upSckJEhPT7m5ueHVq1d4/Pix7GmphIQEBAQE6Fy2UqmEUqnMU3xERESUe7lqlIqLi9N6gg8ICEBcXFyegyIi/Ri7LnpP2Cn9P3p2q3xfH5GhZWRkGDsEokJv37592Lt3Lzw9PWXpZcqUwd27d/O8fB8fH7i5uWH//v2oWrUqgNcj/kVGRmLOnDkAgOrVq8Pc3Bz79+9H586dAbw+R169ehVz587NcwxERESUP3LVKFW6dGn89NNPmDRpkix98+bNKFOmjEECI6LssS4S5dybr+pkR5+h7Ined8nJybCystJIf/Dggd5PIT179gy3b9+WvkdFReHixYtwcnJCiRIlMGrUKMyaNQtlypRBmTJlMGvWLFhZWeGTTz4BANjb26Nv374YO3YsnJ2d4eTkhHHjxsHPz08ajY+IiIjePrlqlAoLC0OXLl1w5MgR1KlTBwqFAseOHcPBgwfx008/GTpGItKBdZEo5y5cuCD7fu7cOaSnp6Ns2bIAXg9pb2pqiurVqxsjPKJCp379+vj+++8xY8YMAK9fg83IyMC8efPQoEEDvZZx9uxZWV5143FISAjWrl2L8ePH48WLFxgyZAgeP36MWrVqYd++fbC1tZXmWbhwIczMzNC5c2e8ePECjRo1wtq1a2FqamrArSUiIiJDylWjVIcOHXD69GksWLAA27dvhxAC5cuXx+nTp6XHqoko/7EuEuXcm8PXL1iwALa2tli3bp3UD83jx4/Ru3dv1KtXz1ghEhUq8+bNQ1BQEM6ePYtXr15h/PjxuHbtGh49eoTjx4/rtYygoKAsR+tTKBSYNm0apk2bpjOPSqXC4sWLsXjx4pxuAhERERlJjhulUlNTMWDAAISGhmLDhg35ERMR6YF1kSjv5s+fj3379sk6RnZ0dMTMmTPRtGlTjB071ojRERUO5cuXx+XLl7F8+XKYmpoiOTkZ7du3x9ChQ2UdkxMRERFlluNGKXNzc2zbtg2hoaH5EQ8R6eltq4tvdnoOsONzKhySkpJw//59VKhQQZaekJCAp0+fGikqosIlJiYGxYsXR1hYmNZpJUqUMEJUREREVBjk6vW9du3aYfv27TnqLJaIDI91kShv2rVrh969e2P+/PmoXbs2AODUqVP49NNP0b59eyNHR1Q4+Pj4IC4uDi4uLrL0hw8fwsfHB+np6UaKjN43jUU1vfMeUJzPx0iy9macYQpgKjQbdHO6HGNuj6Hl5HfU5V0qD338b3uDtU7PvI9NRRjCMDWfoyLST65H35sxYwZOnDiB6tWrw9raWjZ9xIgRBgmOiLLGukiUNytWrMC4cePQvXt3pKamAgDMzMzQt29fzJs3z8jRERUOQggoFAqN9GfPnkGlUhkhIiIiIiosctUotXLlSjg4OODcuXM4d+6cbJpCoeCNMFEBYV0kyhsrKyssW7YM8+bNw507dyCEQOnSpTUaeIlIk/opXYVCgdDQUFhZWUnT0tPT8ccff6BKlSpGio6IiIgKg1w1SkVFRUn/V4+Uou0vZESUv1gXiQzD2toalSpVMnYYRIXKhQsXALw+/1y5cgUWFhbSNAsLC1SuXBnjxo0zVnhERERUCJjkdsZVq1ahYsWKUKlUUKlUqFixIlauXGnI2IhID6yLRERkDBEREYiIiEBISAj27NkjfY+IiMDevXvxzTffoEyZMnot68iRIwgODoaHhwcUCgW2b98uTUtNTcVnn30GPz8/WFtbw8PDAz179sS9e/dkywgKCoJCoZB9Pv74Y0NuMhERERlYrp6UCg0NxcKFCzF8+HD4+/sDAE6ePInRo0cjOjoaM2fONGiQRKQd6yIRERnLm4MBhISE6My3devWbJeVnJyMypUro3fv3ujQoYNs2vPnz3H+/HmEhoaicuXKePz4MUaNGoU2bdrg7Nmzsrz9+/fH9OnTpe+Wlpb6bg4REREZQa4apZYvX47vvvsOXbt2ldLatGmDSpUqYfjw4bwRJiogrItERGQs9vb2BltWixYt0KJFC53r2b9/vyxt8eLFqFmzJmJiYlCiRAkp3crKCm5ubgaLi4iIiPJXrhql0tPTUaNGDY306tWrIy0tLc9BqXlP2Ino2a0Mtjyid01B1cXc8J6wU/addZmI6N2yZs0ao607MTERCoUCDg4OsvQffvgBGzZsgKurK1q0aIGpU6fC1tbWOEESERFRtnLVp1T37t2xfPlyjfRvv/0W3bp1y3NQRKQf1kUiInrfvHz5EhMmTMAnn3wCOzs7Kb1bt27YuHEjDh8+jNDQUPzyyy+yVwy1SUlJQVJSkuxDREREBSdXT0oBrztX3rdvH2rXrg0AOHXqFGJjY9GzZ09piGAAWLBgQd6jJCKdWBeJiOh9kZqaio8//hgZGRlYtmyZbFr//v2l/1esWBFlypRBjRo1cP78eVSrVk3r8sLDwxEWFpavMRMREZFuuWqUunr1qnRyv3PnDgCgaNGiKFq0KK5evSrlM8TQ9OpXgPjqD5GmgqyLRERExpSamorOnTsjKioKhw4dkj0lpU21atVgbm6OW7du6WyUmjhxouwPOElJSShevLhB4yYiIiLdctUoFRERYeg4iCgXWBeJiOh9oG6QunXrFiIiIuDs7JztPNeuXUNqairc3d115lEqlVAqlYYMlYiIiHIgV31KERERkdyyZcvg4+MDlUqF6tWr4+jRo8YOiajQePbsGS5evIiLFy8CAKKionDx4kXExMQgLS0NHTt2xNmzZ/HDDz8gPT0d8fHxiI+Px6tXrwC8flp4+vTpOHv2LKKjo7Fr1y506tQJVatWRZ06dYy4ZURERJSVQtMo5T1hp8ZoXkRERG+DzZs3Y9SoUZg8eTIuXLiAevXqoUWLFoiJiTF2aESFwtmzZ1G1alVUrVoVADBmzBhUrVoVU6ZMwT///IPffvsN//zzD6pUqQJ3d3fpc+LECQCAhYUFDh48iGbNmqFs2bIYMWIEmjZtigMHDsDU1NSYm0ZERERZyHVH50RERPTaggUL0LdvX/Tr1w8AsGjRIuzduxfLly9HeHi4kaMjevsFBQVBCKFzelbTAKB48eKIjIw0dFhERESUz9goRURG8eaTjxzIgAqzV69e4dy5c5gwYYIsvWnTptJTHJmlpKQgJSVF+s5h6ImIiIjofVRoXt8jIiJ6Gz148ADp6elwdXWVpbu6uiI+Pl7rPOHh4bC3t5c+HO2LiIiIiN5HfFKKiIwuc39xfHKKCiOFQiH7LoTQSFPjMPRERERERGyUIqICwoEK6F1VpEgRmJqaajwVlZCQoPH0lBqHoSciMpzGolqBzKOvA4rzOVqXenpW8+V0mYXVu7pd+enNMgvT/rewLGXet/JTPUUwpqLg1keFA1/fIyIiygMLCwtUr14d+/fvl6Xv378fAQEBRoqKiIiIiOjtV+ielFI/bcHXe4jeXXydjwqbMWPGoEePHqhRowb8/f3x7bffIiYmBoMGDTJ2aEREREREb61C1yhFRET0tunSpQsePnyI6dOnIy4uDhUrVsSuXbvg5eVl7NCIiIiIiN5afH2PiN563hN2Sh+it9WQIUMQHR2NlJQUnDt3DvXr1zd2SESFxpEjRxAcHAwPDw8oFAps375dNr1Xr15QKBSyT+3atWV5UlJSMHz4cBQpUgTW1tZo06YN/vnnnwLcCiIiIsopNkoRERERkVElJyejcuXKWLJkic48zZs3R1xcnPTZtWuXbPqoUaOwbds2bNq0CceOHcOzZ8/QunVrpKen53f4RERElEt8fY+IiIiIjKpFixZo0aJFlnmUSiXc3Ny0TktMTMSqVauwfv16NG7cGACwYcMGFC9eHAcOHECzZs0MHjMRERHlXaF9Uoqv8xARERG9Pw4fPgwXFxf4+vqif//+SEhIkKadO3cOqampaNq0qZTm4eGBihUr4sSJE8YIl4iIiPTwTjwpxRH5iIiIiN5dLVq0QKdOneDl5YWoqCiEhoaiYcOGOHfuHJRKJeLj42FhYQFHR0fZfK6uroiPj9e53JSUFKSkpEjfk5KS8m0biIiISNM70ShFRO+P7J6OZOM0EdG7p0uXLtL/K1asiBo1asDLyws7d+5E+/btdc4nhIBCodA5PTw8HGFhYQaNlYiIiPRXaF/f04av8hERERG9+9zd3eHl5YVbt24BANzc3PDq1Ss8fvxYli8hIQGurq46lzNx4kQkJiZKn9jY2HyNm4iIiOTeuSel+Cof0fstq8bpnBwXMi+HxxQiorfHw4cPERsbC3d3dwBA9erVYW5ujv3796Nz584AgLi4OFy9ehVz587VuRylUgmlUlkgMRMREZGmd65RSi2nT03xhpPo3ZddQ1NWxw02UhER5Z9nz57h9u3b0veoqChcvHgRTk5OcHJywrRp09ChQwe4u7sjOjoakyZNQpEiRdCuXTsAgL29Pfr27YuxY8fC2dkZTk5OGDduHPz8/KTR+IiIiOjt8842SuXUmzecvNkkIiIiKjhnz55FgwYNpO9jxowBAISEhGD58uW4cuUKvv/+ezx58gTu7u5o0KABNm/eDFtbW2mehQsXwszMDJ07d8aLFy/QqFEjrF27FqampgW+PURERKQfNkppYajXf4jo7ZaXfuhycpzgU1ZERFkLCgqCEELn9L1792a7DJVKhcWLF2Px4sWGDI2IiIjyERulcqgwdqbOG2Cit0tenszMybzGamDnk6dERERERKQPNkq9BwpjQ1pmvLGlwiQndc5YT1HlZL3ZbY++82akPNczOiIiIiIieh8YpVFK/Xg2b1BIXyVG/5zjea6GNQMAJCUlAUCWrwW8r1gX3z452ddzUy/yY1n6zqvez1gXNanLRH28IspPPC/qpi6TFCPHUXilZPEt/5aRnJSeqzXll8wxZx1fijQ9q/myW+a7ss8a6rcsrOWR1fbr2ib5PNpzZZWa97LKrs6q93FDrY8KC/Vvnd31hkIY4Yrkn3/+QfHixQt6tfSei42Nhaenp7HDeKuwLpIxsC5qYl0kY2Bd1MS6SEREZFjZXW8YpVEqIyMDN2/eRPny5REbGws7O7uCDuGdk5SUhOLFi7M8tRBC4OnTp/Dw8ICJiYmxw3mrZGRk4N69e7C1tYVCoTB2OG8d1qucya68WBd1y6oucj80nne17FkXdeM1au69q/Ulv7Hccoflljsst9xhueWOvtcbRnl9z8TEBMWKFQMA2NnZ8Yc1IJandvb29sYO4a1kYmLCv5LrgfUqZ7IqL9ZF7fSpi9wPjeddLHvWRe14jZp3LLfcYbnlDsstd1huucNyyzl9rjf45zEiIiIiIiIiIipwbJQiIiIiIiIiIqICZ7RGKaVSialTp0KpVBorhHcKy5PI8FivcobllT9YrsbDsn8/8XfPHZZb7rDccoflljsst9xhueUvo3R0TkRERERERERE7ze+vkdERERERERERAWOjVJERERERERERFTg2ChFREREREREREQFzmiNUsuWLYOPjw9UKhWqV6+Oo0ePGiuUQmPatGlQKBSyj5ubmzRdCIFp06bBw8MDlpaWCAoKwrVr14wYMdHbLzw8HB9++CFsbW3h4uKCjz76CDdv3pTlYd3SLTw8HAqFAqNGjZLSWF6Gw3Ol4R05cgTBwcHw8PCAQqHA9u3bZdP12X9TUlIwfPhwFClSBNbW1mjTpg3++eefAtwKyi+sc3KsLzlnqOuK963cAGD58uWoVKkS7OzsYGdnB39/f+zevVuaznLLXm6vy97HcjPEvfX7WG75wSiNUps3b8aoUaMwefJkXLhwAfXq1UOLFi0QExNjjHAKlQoVKiAuLk76XLlyRZo2d+5cLFiwAEuWLMGZM2fg5uaGJk2a4OnTp0aMmOjtFhkZiaFDh+LUqVPYv38/0tLS0LRpUyQnJ0t5WLe0O3PmDL799ltUqlRJls7yMgyeK/NHcnIyKleujCVLlmidrs/+O2rUKGzbtg2bNm3CsWPH8OzZM7Ru3Rrp6ekFtRmUD1jnNLG+5Jyhrivet3IDAE9PT8yePRtnz57F2bNn0bBhQ7Rt21ZqCGC5ZS0v12Xva7nl9d76fS03gxNGULNmTTFo0CBZ2gcffCAmTJhgjHAKjalTp4rKlStrnZaRkSHc3NzE7NmzpbSXL18Ke3t7sWLFigKKkKjwS0hIEABEZGSkEIJ1S5enT5+KMmXKiP3794vAwEAxcuRIIQTLy5B4rsx/AMS2bduk7/rsv0+ePBHm5uZi06ZNUp5///1XmJiYiD179hRY7GR4rHNZY33JndxcV7Dc/sfR0VGsXLmS5ZaNvFyXva/lltd76/e13PJDgT8p9erVK5w7dw5NmzaVpTdt2hQnTpwo6HAKnVu3bsHDwwM+Pj74+OOP8ffffwMAoqKiEB8fLytXpVKJwMBAlitRDiQmJgIAnJycALBu6TJ06FC0atUKjRs3lqWzvAyD50rj0Gf/PXfuHFJTU2V5PDw8ULFiRf42hRjrXM6xvugnN9cVLDcgPT0dmzZtQnJyMvz9/Vlu2cjLddn7XG55ubd+n8vN0MwKeoUPHjxAeno6XF1dZemurq6Ij48v6HAKlVq1auH777+Hr68v7t+/j5kzZyIgIADXrl2Tyk5bud69e9cY4RIVOkIIjBkzBnXr1kXFihUBgHVLi02bNuH8+fM4c+aMxjSWl2HwXGkc+uy/8fHxsLCwgKOjo0Ye/jaFF+tczrG+ZC+31xXvc7lduXIF/v7+ePnyJWxsbLBt2zaUL19euslnuWnK63XZ+1pueb23fl/LLT8UeKOUmkKhkH0XQmikkVyLFi2k//v5+cHf3x+lSpXCunXrULt2bQAsV6K8GDZsGC5fvoxjx45pTGPdei02NhYjR47Evn37oFKpdOZjeRkGy9E4clPu/G3eDaxzOcf6opuhryveh3IrW7YsLl68iCdPnuCXX35BSEgIIiMjpeksN7n8vC57l8sNyL9763e93PJDgb++V6RIEZiammq0HiYkJGi0RFLWrK2t4efnh1u3bkkjBbBciXJn+PDh+O233xAREQFPT08pnXVL7ty5c0hISED16tVhZmYGMzMzREZG4uuvv4aZmZlUJiyvvOG50jj0qe9ubm549eoVHj9+rDMPFT6scznH+pK1vFxXvM/lZmFhgdKlS6NGjRoIDw9H5cqV8dVXX7HcdDDEddn7WG7a5PTemuVmOAXeKGVhYYHq1atj//79svT9+/cjICCgoMMp1FJSUnDjxg24u7vDx8cHbm5usnJ99eoVIiMjWa5EWRBCYNiwYdi6dSsOHToEHx8f2XTWLblGjRrhypUruHjxovSpUaMGunXrhosXL6JkyZIsLwPgudI49Knv1atXh7m5uSxPXFwcrl69yt+mEGOdyznWF+0McV3xPpabLkIIpKSksNx0MMR12ftYbtrk9N6a5WZABdipumTTpk3C3NxcrFq1Sly/fl2MGjVKWFtbi+joaGOEU2iMHTtWHD58WPz999/i1KlTonXr1sLW1lYqt9mzZwt7e3uxdetWceXKFdG1a1fh7u4ukpKSjBw50dtr8ODBwt7eXhw+fFjExcVJn+fPn0t5WLey9uYoL0KwvAyF58r88fTpU3HhwgVx4cIFAUAsWLBAXLhwQdy9e1cIod/+O2jQIOHp6SkOHDggzp8/Lxo2bCgqV64s0tLSjLVZZACsc5pYX3LOUNcV71u5CSHExIkTxZEjR0RUVJS4fPmymDRpkjAxMRH79u0TQrDc9JWb67L3sdwMcW/9PpZbfjBKo5QQQixdulR4eXkJCwsLUa1aNWmYVNKtS5cuwt3dXZibmwsPDw/Rvn17ce3aNWl6RkaGmDp1qnBzcxNKpVLUr19fXLlyxYgRE739AGj9rFmzRsrDupW1zBc/LC/D4bnS8CIiIrTW+ZCQECGEfvvvixcvxLBhw4STk5OwtLQUrVu3FjExMUbYGjI01jk51pecM9R1xftWbkII0adPH6n+FS1aVDRq1EhqkBKC5aav3FyXvY/lZoh76/ex3PKDQgghCu65LCIiIiIiIiIiIiP0KUVERERERERERMRGKSIiIiIiIiIiKnBslCIiIiIiIiIiogLHRikiIiIiIiIiIipwbJQiIiIiIiIiIqICx0YpIiIiIiIiIiIqcGyUIiIiIiIiIiKiAsdGKSIiIiIiIiIiKnBslMqDtWvXwsHBQfo+bdo0VKlSJUfLUCgU2L59u87p0dHRUCgUuHjxYq5izG+HDx+GQqHAkydPjB0KGUhh3q8zx24M3t7eWLRoUYGsq0ePHpg1a5b0/fnz5+jQoQPs7OwKZb38/fffUbVqVWRkZBg7FMqDoKAgjBo1ythhyGR3TCIiIk25uQY0pNDQUAwYMED6LoTAgAED4OTk9FbfH+ly5coVeHp6Ijk52dihEL1V2ChFRJQLuhrAzpw5I7uAyi+XL1/Gzp07MXz4cClt3bp1OHr0KE6cOIG4uDjY29vnexyG1Lp1aygUCvz444/GDoXyYOvWrZgxYwaAgm2kBXTfQMXFxaFFixYFFgcR0dtOoVBk+enVqxfGjRuHgwcPGiW++/fv46uvvsKkSZOktD179mDt2rX4/fffERcXh4oVKxolttzy8/NDzZo1sXDhQmOHQvRWYaPUeyg9PZ1PIhDp8OrVqzzNX7RoUVhZWRkoGt2WLFmCTp06wdbWVkq7c+cOypUrh4oVK8LNzQ0KhUJjvrxuX37r3bs3Fi9ebOwwKA+cnJxk+6Uh5HW/dXNzg1KpNFA0RESFX1xcnPRZtGgR7OzsZGlfffUVbGxs4OzsbJT4Vq1aBX9/f3h7e0tpd+7cgbu7OwICAuDm5gYzMzON+QrDdc7y5cuRnp5u7FCI3hrvfaPUli1b4OfnB0tLSzg7O6Nx48ZITk7GkSNHYG5ujvj4eFn+sWPHon79+not+8yZM2jSpAmKFCkCe3t7BAYG4vz58xr51H/BtbS0hI+PD37++ecsl3v9+nW0bNkSNjY2cHV1RY8ePfDgwQOd+dVPdPz+++8oX748lEol7t69q1d8CoUCK1euRLt27WBlZYUyZcrgt99+07muFy9eoFWrVqhduzYePXqUTQlRfnkf9mvg9b5dokQJWFlZoV27dnj48KFseq9evfDRRx/J0kaNGoWgoCDpe1BQEIYNG4YxY8agSJEiaNKkCQBgwYIF8PPzg7W1NYoXL44hQ4bg2bNnAF6/ttq7d28kJiZKf1GcNm0aAM0nQ2JiYtC2bVvY2NjAzs4OnTt3xv3796Xp6ic71q9fD29vb9jb2+Pjjz/G06dPdW53RkYGfv75Z7Rp00a2HfPnz8eRI0egUCikbfT29sbMmTPRq1cv2Nvbo3///gCAzz77DL6+vrCyskLJkiURGhqK1NRUjbhWr16NEiVKwMbGBoMHD0Z6ejrmzp0LNzc3uLi44IsvvpDFlpiYiAEDBsDFxQV2dnZo2LAhLl26JE2/dOkSGjRoAFtbW9jZ2aF69eo4e/asNL1NmzY4ffo0/v77b53bT2839et7QUFBuHv3LkaPHi3VE7UTJ06gfv36sLS0RPHixTFixAjZ6wy52W/Xrl2LsLAwXLp0SVrf2rVrAWi+vnflyhU0bNhQOkYOGDBAqt/A/44dX375Jdzd3eHs7IyhQ4fK6ggRUWHm5uYmfezt7aFQKDTSMj99qj42zpo1C66urnBwcEBYWBjS0tLw6aefwsnJCZ6enli9erVsXf/++y+6dOkCR0dHODs7o23btoiOjs4yvk2bNsmuc3r16oXhw4cjJiYGCoVCaqzKzXUcIL8/Klu2LKysrNCxY0ckJydj3bp18Pb2hqOjI4YPHy5rQHr16hXGjx+PYsWKwdraGrVq1cLhw4el6Xfv3kVwcDAcHR1hbW2NChUqYNeuXdL0Zs2a4eHDh4iMjNT3pyJ6573XjVJxcXHo2rUr+vTpgxs3buDw4cNo3749hBCoX78+SpYsifXr10v509LSsGHDBvTu3Vuv5T99+hQhISE4evQoTp06hTJlyqBly5YaN5uhoaHo0KEDLl26hO7du6Nr1664ceOGzpgDAwNRpUoVnD17Fnv27MH9+/fRuXPnLGN5/vw5wsPDsXLlSly7dg0uLi56xxcWFobOnTvj8uXLaNmyJbp166a1wSkxMRFNmzbFq1evcPDgQTg5OelVTmRY78t+/ccff6BPnz4YMmQILl68iAYNGmDmzJl6bUNm69atg5mZGY4fP45vvvkGAGBiYoKvv/4aV69exbp163Do0CGMHz8eABAQEKDxV8Vx48ZpLFcIgY8++giPHj1CZGQk9u/fjzt37qBLly6yfHfu3MH27dvx+++/4/fff0dkZCRmz56tM97Lly/jyZMnqFGjhpS2detW9O/fH/7+/oiLi8PWrVulafPmzUPFihVx7tw5hIaGAgBsbW2xdu1aXL9+HV999RW+++47jcfJ79y5g927d2PPnj3YuHEjVq9ejVatWuGff/5BZGQk5syZg88//xynTp2StrdVq1aIj4/Hrl27cO7cOVSrVg2NGjWSjhndunWDp6cnzpw5g3PnzmHChAkwNzeX1unl5QUXFxccPXo0+x+O3mpbt26Fp6cnpk+fLtUT4HWDULNmzdC+fXtcvnwZmzdvxrFjxzBs2DDZ/Dndb7t06YKxY8eiQoUK0voy1zXg9fmwefPmcHR0xJkzZ/Dzzz/jwIEDGuuPiIjAnTt3EBERgXXr1mHt2rVSIxcR0fvq0KFDuHfvHo4cOYIFCxZg2rRpaN26NRwdHfHHH39g0KBBGDRoEGJjYwG8PuY2aNAANjY2OHLkCI4dOwYbGxs0b95c51NNjx8/xtWrV2XXOV999RWmT58OT09PxMXF4cyZM9K0nF7HqT1//hxff/01Nm3ahD179kjXzLt27cKuXbuwfv16fPvtt9iyZYs0T+/evXH8+HFs2rQJly9fRqdOndC8eXPcunULADB06FCkpKTgyJEjuHLlCubMmQMbGxtpfgsLC1SuXJnXOURvEu+xc+fOCQAiOjpa6/Q5c+aIcuXKSd+3b98ubGxsxLNnz4QQQqxZs0bY29tL06dOnSoqV66sc31paWnC1tZW7NixQ0oDIAYNGiTLV6tWLTF48GAhhBBRUVECgLhw4YIQQojQ0FDRtGlTWf7Y2FgBQNy8eVPretesWSMAiIsXL+qMLav4Pv/8c+n7s2fPhEKhELt37xZCCBERESEAiD///FNUrlxZtG/fXqSkpGS5Hspf78t+3bVrV9G8eXNZWpcuXWSxh4SEiLZt28ryjBw5UgQGBkrfAwMDRZUqVXRun9pPP/0knJ2dpe+Zy0nNy8tLLFy4UAghxL59+4SpqamIiYmRpl+7dk0AEKdPnxZCvC5fKysrkZSUJOX59NNPRa1atXTGsm3bNmFqaioyMjKy3DZ1PB999FG22zd37lxRvXp16bu2uJo1aya8vb1Fenq6lFa2bFkRHh4uhBDi4MGDws7OTrx8+VK27FKlSolvvvlGCCGEra2tWLt2bZaxVK1aVUybNi3bmOntFBgYKEaOHCmEkNcHtR49eogBAwbI0o4ePSpMTEzEixcvpPlyu99qO14BENu2bRNCCPHtt98KR0dH6ZgnhBA7d+4UJiYmIj4+Xgjx+tjh5eUl0tLSpDydOnUSXbp0yTYmIqLCRtc1TeZjqvrYmPk6oF69etL3tLQ0YW1tLTZu3CiEEGLVqlWibNmysmuWlJQUYWlpKfbu3as1ngsXLggAsusnIYRYuHCh8PLykqXl5ToOgLh9+7aUNnDgQGFlZSWePn0qpTVr1kwMHDhQCCHE7du3hUKhEP/++69s2Y0aNRITJ04UQgjh5+eX7TVMu3btRK9evbKNmeh98V4/KVW5cmU0atQIfn5+6NSpE7777js8fvxYmt6rVy/cvn1begpg9erV6Ny5M6ytrfVafkJCAgYNGgRfX1/Y29vD3t4ez549Q0xMjCyfv7+/xnddT5ScO3cOERERsLGxkT4ffPABgNdPNehiYWGBSpUq5Sq+N+eztraGra0tEhISZHkaN26MkiVL4qeffoKFhYXOOCj/vS/79Y0bN7SuIzfe/EucWkREBJo0aYJixYrB1tYWPXv2xMOHD3M0YsqNGzdQvHhxFC9eXEorX748HBwcZGXh7e0t64PH3d1do4696cWLF1AqlVr7jNJG2/Zt2bIFdevWhZubG2xsbBAaGqrxG2aOy9XVFeXLl4eJiYksTR3ruXPn8OzZMzg7O8t+y6ioKOl3HDNmDPr164fGjRtj9uzZWn9fS0tLPH/+XK9to8Ln3LlzWLt2rWwfadasGTIyMhAVFSXly+1+m50bN26gcuXKsmNenTp1kJGRgZs3b0ppFSpUgKmpqfQ9u3pJRPQ+qFChgsZ1gJ+fn/Td1NQUzs7OsmuD27dvw9bWVjrmOzk54eXLlzqv8V68eAEAUKlUesWU2+s4KysrlCpVSrYt3t7esieb3rzOOX/+PIQQ8PX1lZ3DIiMjpW0ZMWIEZs6ciTp16mDq1Km4fPmyRmy8ziGS0+wd7j1iamqK/fv348SJE9i3bx8WL16MyZMn448//oCPz/+1d68hTb1xHMC/alRGKIUzjFJLmykiuggysYtKM6O7mDZcYqWC5aWgCDWzIlMyo0SiIrEQV6GS0EWh8lpelvjCLJSal4RKM6SLGan/F+Fobupxiv5z388r3Z7z7HfgOWfPfue5LIOlpSW2bt2KrKwsLF++HA8fPtSYMzyWkJAQdHZ24tKlS7CxscGcOXPg7u4uaAG+kX5sDgwMYOvWrUhJSdF6z8rKasT6TE1NteoUGt/fU2uGYhu+UPqWLVuQl5eHxsZGjS8mmnqG0q4HBwfH/DxjY2OtcrrWhBmekGttbYWfnx8iIiJw5swZLFy4EBUVFdi/f/+41pQZHBzUec7DXxdyjf3NwsICP378wK9fvwQlgYefX1VVFQIDA5GUlASpVApzc3MoFAqkpaVplNMV12ixDgwMwMrKSmd7Gtqp8NSpU9i7dy8ePHiAR48eITExEQqFAjt37lSX7e7uhkgkGvO86N80MDCA8PBwREVFab1nbW2t/lvfdjuWka5LABO6LomIDIE+fYNVq1YhJydHq66RvustLCwA/JnGJ6Q/oG8/Tp9zMTExwcuXLzUeWgBQJ7IOHDgAqVSKBw8eoLi4GMnJyUhLS9PYLbm7u1sjGUZk6Aw6KQX8udF4eHjAw8MDJ0+ehI2NDQoKCnDkyBEAf24sgYGBWLJkCezs7ODh4SG47vLycmRmZsLPzw8A0N7ernPh5qqqKsjlco3/3dzcdNYpkUiQl5cHW1tbnTtOjIfQ+IQ4f/485s+fD29vb5SUlMDJyWlCsdHEGEK7dnJyUo/2+vsz/iYSidDQ0KDxWn19vVaHYzilUonfv38jLS1N/TTw7t27GmVmz5495s4pTk5OaGtrQ3t7u3q0VGNjI3p6euDo6DjqsaMZWnS0sbFRYwFSoSorK2FjY4O4uDj1a62trXrHM0QikeDDhw+YNWuWxm45w4nFYojFYsTGxiIoKAhZWVnqpNTQk9OR2gr9W3RdJxKJBK9evYK9vf246hLSboVel9nZ2fj+/bv6h0xlZSWMjY0hFovHFRMREY1OIpHgzp076g1QhLCzs4OZmRkaGxv1ui8L6cfpw83NDf39/fj06RM8PT1HLLd06VL12lonTpzA9evXNZJSDQ0N8Pf3n3A8RDOFQU/fq66uxrlz56BUKtHW1ob8/Hx0dnZq/Fgcehp79uxZwQtBD7G3t8ft27fx+vVrVFdXQyaTwdTUVKvcvXv3cPPmTTQ1NSExMRE1NTVaC64OiYyMRHd3N4KCgtQ7VBUXFyM0NHTcW4sKjU+oCxcuQCaTwcvLC2/evNG7HpoYQ2nXUVFRePz4MVJTU9HU1ISMjAw8fvxYo4yXlxeUSiVu3bqF5uZmJCYmaiWpdLGzs8Pv379x5coVvHv3Drdv38bVq1c1ytja2uLbt2948uQJurq6dA7D9vHxgYuLC2QyGerq6lBTUwO5XI7169frHGoulEgkgkQiQUVFhV7H29vbo62tDQqFAm/fvsXly5dRUFCgdzxDfHx84O7ujh07dqCoqAgtLS14/vw54uPjoVQq0dvbi0OHDqGkpAStra2orKxEbW2tRtusqqpSj76jf5+trS3KysrQ0dGhTl4fP34cL168QGRkJOrr69Hc3IzCwkKNDrsuQtqtra0tVCoV6uvr0dXVhb6+Pq16ZDIZ5s6di3379qGhoQHPnj3D4cOHERwcjEWLFk3eyRMREWQyGSwsLLB9+3aUl5dDpVKhtLQU0dHReP/+vc5jjI2N4ePjo3c/R0g/Th9isRgymQxyuRz5+flQqVSora1FSkqKeoe9mJgYFBUVQaVSoa6uDk+fPtXo57S0tKCjowM+Pj4TjodopjDopJSZmRnKysrg5+cHsViM+Ph4pKWlYfPmzeoyxsbGCAkJQX9/v8aoDyFu3ryJL1++wM3NDcHBwYiKioKlpaVWuaSkJCgUCri4uCA7Oxs5OTkjjjRavHgxKisr0d/fD6lUCmdnZ0RHR8Pc3Fxjfvdkxjce6enpCAgIgJeXF5qamiZUF+nHUNr1mjVrcOPGDVy5cgWurq4oLi5GfHy8RhmpVIqEhAQcO3YMq1evxtevXwWdr6urKy5evIiUlBQ4OzsjJycHycnJGmXWrl2LiIgI7NmzByKRCKmpqVr1DG1Dv2DBAqxbt0699tqdO3fGjGEsYWFhOofCC7F9+3bExsbi0KFDcHV1xfPnz9W7m02EkZERHj58iHXr1iE0NBRisRiBgYFoaWnBokWLYGJigs+fP0Mul0MsFiMgIACbN29GUlKSuo7c3FzIZDLMmzdvwvHQ9Dt9+jRaWlpgZ2ennoLh4uKC0tJSNDc3w9PTE25ubkhISBh1CjogrN3u3r0bvr6+2LhxI0QiEXJzc7XqmTdvHoqKitDd3Y3Vq1fD398f3t7eyMjImLwTJyIiAH/uuWVlZbC2tsauXbvg6OiI0NBQ9Pb2jjpyKiwsDAqFQq9p00L6cfrKysqCXC7H0aNH4eDggG3btqG6ulo9Ir6/vx+RkZFwdHSEr68vHBwckJmZqT4+NzcXmzZtgo2NzaTEQzQTGA0KWZjFwB08eBAfP35EYWHhdIdCNGnYrv9tP3/+hIODAxQKxYwZVdTZ2YmVK1dCqVRi2bJl0x0OERERTZPBwUGsWbMGMTExCAoKmu5wJkVfXx9WrFiB3NzccS2dQTTTGfyaUqPp6elBbW0tcnJycP/+/ekOh2hSsF3PDHPnzsWtW7f0Xgfu/0ilUiEzM5MJKSIiIgNnZGSEa9eu6dy97l/V2tqKuLg4JqSIhuFIqVFs2LABNTU1CA8PR3p6+nSHQzQp2K6JiIiIiIjo/4BJKSIiIiIiIiIimnIGvdA5ERERERERERFNDyaliIiIiIiIiIhoyjEpRUREREREREREU45JKSIiIiIiIiIimnJMShERERERERER0ZRjUoqIiIiIiIiIiKYck1JERERERERERDTlmJQiIiIiIiIiIqIpx6QUERERERERERFNuf8AutN+4QwP5KEAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████| 101/101 [02:16<00:00,  1.35s/it]\n",
+      "Reindexing: 100%|█████████████| 7/7 [00:01<00:00,  4.74model snapshot/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/8b46f4d1412b3b5343\n",
+      "c7568134c8ecac/8b46f4d1412b3b5343c7568134c8ecac_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 49%|█████████████████▏                 | 25/51 [00:31<00:33,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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I8d/jqB4eHmofHf5aXFyciI2NFd27dxelS5fWKA7lPkW5v4uPjxcuLi6iePHisseao6OjhYODg/D19ZXSlPU2a9YsWZn9+vUTJiYmKsep1ERFRQkvLy+RL18+ER0drVLm6tWrRUBAgNi9e7do3769ACA6dOiQpmUQEZFusVOKiCgLefz4sShYsKDw8/MTO3bsEAEBAWLWrFnCyspKdOvWTZbX1dVVFCtWTKUM5YXrmTNnhBCJnRcWFhZi5cqVKnmSXtwaGhoKAGLz5s2y9CFDhggA4sGDB1Kauouxd+/eiTx58sjG4VHXKfX+/Xuhp6cnBgwYoBJ/586d090pdenSJaGvry+7sNV2p9TVq1eFtbW18PX1VRnjRbmsK1euyNJjY2OFgYGB6N69u9ryLly4IDZu3CjKli0rHB0dRVBQkDRdWX9z5sxRmdff3194eHikGO/jx4+FhYWFaNy4scq02NhYERgYKM6ePStWrFghChUqJDw9PcWzZ8+kPOmp06CgIHHp0iWxfft2UaNGDWFpaSmr23bt2gkTExPZBXBq9u3bp/G4UUIkdiiVLl1a2NnZidjYWCGEEP/++6/UGXPhwgVZ/qZNmwoTExPZhXH37t2Fra2tmD9/vggICBBbt24V5cqVE+7u7iIkJETtcjXtlErtd9e03d67d08AENOmTUtxeZruW1asWCEtIzY2VvZp06aNcHBwSNNyY2NjxS+//CK8vLyk/YvyU7duXSmfj4+P8PT0TLEsTbx48UL07t1b5M2bV+jp6cmWN2PGDCmfchu+efNmhpaXlk6pPHnyiEaNGqnU6507dwQAsWTJEiHEf51SSTu3lbZt2yZ8fX2Fubm5bP1MTEw0iiNpp5RyTLOkHU1CCNG3b1+hp6cn/ZFDWW9///23LN+yZcsEAKkDVROfPn0SNWvWFGZmZuLixYsazTNgwAABQFy7dk3j5RARkW7x7XtERFnIqFGjEBUVhRs3bkiP01SpUgX29vbo1q0bOnXqJHuDmZOTk0oZyrQ3b94ASHwDXrFixdCiRQu8e/cOAKS3jL1//x6RkZHSODN2dnZ4/vw56tSpIyuzXr16WLBgAa5du4aCBQsmG//YsWNhaGiIAQMGSMt6//69tMx3797B2toab9++RUJCQorxp0e3bt3QvHlzlCtXTlr+58+fAQBRUVEwNjaGpaVlusu/fv06atWqhUKFCuHAgQMwNjZWmy/pOhgYGMDOzk76Tb6mfByuYsWKaNy4MQoWLIgxY8aojBGTXF3dvHkzxZjd3NxQqVIlXLx4UWWagYEBypUrByDxLVd169aFu7s7ZsyYgYULFwJIX50qH8MpX748mjZtitKlS2Pw4MFSrK9evYKLi0uaxgpbtWoVDA0N0alTJ43yGxoaok2bNhg1ahQePHgALy8v2NjYQKFQwNLSEhUrVpTlr1evHnbv3o3g4GCUL18ehw4dwqpVq7B9+3a0bNlSyle7dm24ublh4sSJGXrUNLXfXdN2qxyrLG/evCkuT9N9i/LRux9++EFtOcrfTNPlDhs2DL/99ht++ukn+Pv7w8bGBnp6eujRowc+ffok5Xv16lWK489pIiEhAbVr18azZ88wbtw4FC9eHObm5khISEDFihVly1NydnbO0DLT4sWLF9i7d6/aMeoAqIx7pS62nTt3onXr1mjVqhX+97//wcnJCQYGBli6dGmG3gSa3PJcXFyQkJCAt2/fwszMTEpP+nZO5b5QXR2rExMTg2bNmuHs2bPYt28fKlSooNF8HTp0wOLFi6W3sRIR0fePnVJERFnIjRs34O3trTJ2lPICMSgoSNYp9fz5c5UylGnKi4agoCCEhobCxsZGJW+1atVgbW0tXfSWKFFCbZni/8faSa0TISgoCCEhIWo7UDp37gwAePv2rdQ5kFL86XHnzh3cuXMH27dvV5nm4eGBkiVL4saNG+kq+/r166hZsyZcXV1x5MgRlQGjv/b8+XPkyZNH+h4XF4c3b96oXMglZWlpiSJFiuD+/ftqy1SXllqZQOLvp0kHUN68eeHi4iJbfkbr1MDAAGXKlMG2bduktNy5c+Ps2bNISEjQKK6XL19i3759aNy4sdqBkpOTdLs1NTVFoUKFNNrGleuUtHMmV65cKFiwYIrjdKWVut9d03arHCRd3YD7X9N032Jvbw8A2LFjB1xdXZMtT9Plbty4EZ06dcK0adNk6a9fv5YGjVeWl1pZqQkKCsLNmzexdu1aaX8DJA62npyMDFCfVvb29ihRogR++eUXtdNdXFxk39XFtnHjRri7u2Pr1q2y6TExMemOS7kPUTd217Nnz6Cnp6d2O0yvmJgYNG3aFCdPnsRff/2FGjVqaDyvpsciIiL6fnCPTUSUhbi4uODOnTvS3UVKyjcgJb0r4c6dOyp3yvzxxx+wtLSU7sTYsmULTp48Kfv89NNPAIBly5Zh37590rwtWrQAABw8eFBW5oEDB6Cnp5fs3RNKCxYsUFnW/PnzASS+tenkyZOwsLCAubk5ypcvj507d0p33QCJgx3v3bs35UpKQdJlnzx5Uro43b17N1auXJmucm/cuIGaNWsib968OHr0aKoXaJs2bZJ937ZtG+Li4mRv4VLn9evXuH37ttq70TZv3iwbiDs0NBTnz59PtczHjx/j3LlzKncGqfPPP//g6dOnsuVntE4/f/6MixcvysqsV68ePn/+rPFA0uvXr0dsbCy6d++uUX4AiI2NxdatW2Fvby9bdosWLRAVFaXylr8DBw7AwsJCustL2UGQ9A6zN2/e4P79+6neIZQW6n53Tdutp6cnPDw8sHr16hQ7JjTdt9SpUwcGBgZ4+PAhypUrp/aTluUqFAqVOwr379+Pf//9V5ZWr1493L9/HydOnEixrlKi7KRJurzff/893WWmh7Gxsdo7hho2bIigoCB4eHiordeknVLqKBQKGBkZyTqknj9/rnJnZUpxJFW4cGHkyZMHf/zxh2wf8+HDB/z555/SG/m0QXmH1IkTJ/Dnn3+q3JWbGuVg7prsz4iI6PvAO6WIiLKQIUOGoGnTpqhVqxaGDh0Ke3t7XLx4EdOnT4e3tzfq1asny+/i4oLGjRtj4sSJcHZ2xsaNG3H06FHMnDlTuohQd/IeEhICIPFV3MqLTADo2rUrfv/9d/Tr1w+vX7+Gt7c3jh07ht9++w39+vVL8c4JAChVqlSy04oWLSrrQJkyZQrq1q2LWrVqYfjw4YiPj8fMmTNhbm6OiIgI2byhoaEIDAwEkPh2LSDxTg4g8fE05Tqo66BRvvbcz89PugsESHwU6sCBAwD+63gICAjA69evYW5uLtX1vXv3ULNmTQDAL7/8ggcPHuDBgwdSOR4eHtJdI0o7d+6EgYEBatWqhTt37mDcuHEoWbIkWrduDQCIjIxErVq18OOPP6JQoUIwNTXF/fv3sXDhQsTExGDChAkq6/Hy5Us0a9YMPXv2RGRkJCZMmAATExOMHj1aylOzZk1UqVIFJUqUgJWVFW7fvo1Zs2ZBoVBgypQpUr5bt25h6NChaNmyJQoUKAA9PT3cvn0b8+fPh52dHUaMGCHlTUud+vr6onHjxvDy8oK1tTVCQkKwdOlSPHz4ELt27ZLytWvXDmvWrEGfPn1w7949VKtWDQkJCbh06RK8vLxU3my3atUq5MuXL9kL2GHDhiE2NhZ+fn5wcnLCkydPsGjRIty4cQNr1qyBvr6+lHfEiBHYtGkTWrVqhSlTpiBv3rzYsWMH9uzZgzlz5sDU1BRA4lvZxo8fj759++Lp06coU6YMwsPDMXv2bHz8+BGDBw+WxXDw4EF8+PAB0dHRAIDg4GBpG61fvz7MzMzS9Lunpd3+9ttvaNSoESpWrIihQ4cif/78CAsLw+HDh6UOUk33LW5ubpg8eTLGjh2LR48eoW7durCxscGLFy9w+fJlmJubY9KkSRovt2HDhli7di2KFCmCEiVK4OrVq5g9e7ZKp96QIUOwdetWNGnSBKNGjUL58uXx6dMnBAQEoGHDhqhWrZra3/5rRYoUgYeHB0aNGgUhBGxtbbF3714cPXo01Xm/tn79enTr1g2rV6/W+HHRrxUvXhynTp3C3r174ezsDEtLSxQuXBiTJ0/G0aNH4evri0GDBqFw4cL4/PkzQkJCcODAASxbtizVzs6GDRti586d6NevH1q2bIknT55gypQpcHZ2lu2XUoojKT09PcyaNQvt27dHw4YN0bt3b8TExGD27Nl49+4dZsyYkeY6SE7Lli1x8OBBjB07FnZ2drJOXysrK3h7ewNI/OPKzp070aBBA7i6uuLdu3fYvn07tmzZgi5duqBkyZJai4mIiL4x3Q1nRURE6XHixAlRu3Zt4eTkJExNTYWnp6cYPny4eP36tSyfq6uraNCggdixY4coWrSoMDIyEm5ubmLevHmpLiO5gc6FEOLNmzeid+/ewtHRURgaGgpPT08xe/ZslUGpk3v7XlLJvX1PCCH27NkjSpQoIYyMjET+/PnFjBkzpIF01cWr7qNuIN+vJTcot3IwYXUfV1dXjZYNQKxZs0ZlWVevXhWNGjUSFhYWwtLSUrRr1068ePFCyvf582fRo0cP4eXlJSwsLISBgYHImzev6NChg/QGrqT1t2HDBjFo0CCRO3duYWxsLCpXrqwyoPqQIUOEt7e3sLS0FAYGBsLFxUV06NBB3Lt3T5bv+fPnokOHDsLDw0OYmZkJIyMjUaBAAdGnTx8RFhaWYn2mVKfDhw8XJUuWFNbW1sLAwEA4OTmJZs2aiXPnzqmU8enTJzF+/HhRqFAhYWRkJOzs7ET16tXF+fPnZfnOnTuX7FvSlFatWiXKly8vbG1thYGBgbCxsRF16tQRhw8fVps/LCxMtG3bVtjY2AgjIyNRokQJsXr1apV84eHhYsCAAaJgwYLCxMREuLi4iAYNGqgMki5EYntMbhtRvq0vLb+7Oim12wsXLoh69eoJa2trYWxsLDw8PFQGytZ03yKEELt37xbVqlUTVlZWwtjYWLi6uoqWLVuKY8eOpWm5b9++Fd27dxcODg7CzMxMVKpUSZw5c0b4+/sLf39/WVlv374VgwcPFvnz5xeGhobCwcFBNGjQQGVQ7ZQEBweLWrVqSW8RbdWqlQgLC1MZfD6lwfqV9fx1206Ouv3gjRs3hJ+fnzAzMxMAZOv56tUrMWjQIOHu7i4MDQ2Fra2tKFu2rBg7dqx4//69EOK/fVNyg/rPmDFDuLm5CWNjY+Hl5SVWrFihdr+ZXBxJBzpX2r17t6hQoYIwMTER5ubmokaNGiptN7l6U9ZZSm+mFEKkuC/9up4uXLggatSoIZycnIShoaEwMzMTP/zwg1iyZEmaXpBARES6pxDiq/twiYiIiIiIiIiIMgHHlCIiIiIiIiIiokzHMaWIiIiIKEuLj49HSjf/KxQK2dhhRERE9H3gnVJERERElKXVqFEDhoaGyX48PDx0HSIRERGpwTGliIiIiChLu3fvnvRmQ3WMjY1RvHjxTIyIiIiINMFOKSIiIiIiIiIiynR8fI+IiIiIiIiIiDIdO6WIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMh07pYiIiIiIiIiIKNOxU4qIiIiIiIiIiDIdO6WIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMh07pYiIiIiIiIiIKNOxU4qIiIiIiIiIiDIdO6WIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMh07pYiIiIiIiIiIKNOxU4qIiIiIiIiIiDIdO6WIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMl2GOqXWrl0LhUKh9jNixAhtxUgpmDhxIhQKhSzNzc0NXbp0SVM558+fx8SJE/Hu3bs0zZd0WadOnYJCocCOHTvSVE5KPn78iIkTJ+LUqVMq05TbYEhIiNaWlx0lbasmJiZwcnJCtWrVMH36dLx8+VLXIWLatGnYvXu3Srpym1L3++tK1apVUbVqVel7SEgIFAoF1q5dm6Zy/vjjDyxYsCBN86hblnI/8Pr16zSVlZLg4GBMnDhRbdvq0qUL3NzctLYsSr+v27a6NiKEQMGCBaFQKGTbrDYkt///ntqqrrfVlI6tSfcjRJS1Xbp0Cc2aNUP+/PlhbGwMR0dH+Pj4YPjw4bJ8S5YsSfP5QlLJnTPR9yct52iZeQ1H9D0x0EYha9asQZEiRWRpLi4u2iia0mHXrl2wsrJK0zznz5/HpEmT0KVLF+TKleubLiutPn78iEmTJgGAygl8gwYNcOHCBTg7O3/TGLILZVuNjY3Fy5cvcfbsWcycORNz5szB1q1bUbNmTZ3FNm3aNLRs2RJNmzaVpZcpUwYXLlyAt7e3bgLTgLOzMy5cuAAPD480zffHH38gKCgIQ4YM+ebLSqvg4GBMmjQJVatWVbmoHzduHAYPHvxNl09pY2lpiVWrVqnsIwMCAvDw4UNYWlp+8xiyQlvNbCkdW5csWaKboIhI6/bv34/GjRujatWqmDVrFpydnREeHo4rV65gy5YtmDt3rpR3yZIlsLe3T3Pnw9eSO2eirC0zr+GIvida6ZQqVqwYypUrp1He2NhYKBQKGBhoZdGkRunSpb/5Mj59+gRTU9NMWVZKcufOjdy5c+s0hqwkaVtt0aIFhg4dikqVKqF58+Z48OABHB0dM7yc+Ph4xMXFwdjYOMNlWVlZoWLFihku51syNjb+5jF+Xae6ro9v3SFGademTRts2rQJv/32m+yEdtWqVfDx8UFUVNQ3jyErtNWM+vjxI8zMzLRSFjvviLKPWbNmwd3dHYcPH5Zd47Rt2xazZs3SYWSUlej6uupr2jzeEaXmm44ppbyVf8OGDRg+fDjy5MkDY2Nj/PPPPwCAY8eOoUaNGrCysoKZmRn8/Pxw/PhxlXL279+PUqVKwdjYGO7u7pgzZ47KY2spPT6jUCgwceJEWdqDBw/w448/wsHBAcbGxvDy8sJvv/2mNv7Nmzdj7NixcHFxgZWVFWrWrIl79+6pLOfQoUOoUaMGrK2tYWZmBi8vL0yfPh0AsGHDBigUCly4cEFlvsmTJ8PQ0BDPnj1LsT7V1YM6SW/9TEhIwNSpU1G4cGGYmpoiV65cKFGiBBYuXAgg8bbS//3vfwAAd3d3lUdB3Nzc0LBhQ+zcuROlS5eGiYmJdOdScreZfv78GcOGDYOTkxNMTU3h7++P69evy/Ik9+jC149bhISESJ1OkyZNkmJTLjO5x/dWr16NkiVLwsTEBLa2tmjWrBnu3r2rshwLCwv8888/qF+/PiwsLJAvXz4MHz4cMTExaus2O8qfPz/mzp2L6Oho/P7771K6Jr8P8F/bmzVrFqZOnQp3d3cYGxvj5MmT+Pz5M4YPH45SpUrB2toatra28PHxwV9//SUrU6FQ4MOHD1i3bp30GyuXndwjQXv27IGPjw/MzMxgaWmJWrVqqbQv5X7izp07aNeuHaytreHo6Ihu3bohMjIy1boRQmDWrFlwdXWFiYkJypQpg4MHD6rkU7f/efXqFXr16oV8+fLB2NgYuXPnhp+fH44dOybV7/79+xEaGip7tDK1Ok1pX/fkyRM0b94cVlZWsLa2RocOHfDq1SuVuk66PwTkbXnt2rVo1aoVAKBatWpSbMplqnsk6vPnzxg9ejTc3d1hZGSEPHnyoH///iq3kyv3J4cOHUKZMmVgamqKIkWKYPXq1cn8CqSJdu3aAQA2b94spUVGRuLPP/9Et27d1M7z5csXTJ06FUWKFJG20a5du6psM7GxsRg5ciScnJxgZmaGSpUq4fLlyyrlqWurV65cQdu2beHm5gZTU1O4ubmhXbt2CA0Nlc2r3JefPHkSffv2hb29Pezs7NC8efNUj41fl1G4cGHpmL5+/XqNYgTUt2HlMeL27duoXbs2LC0tUaNGDQDA0aNH0aRJE+TNmxcmJiYoWLAgevfuLXs8I7Vjq7p9bEREBPr164c8efLAyMgIBQoUwNixY1WOSQqFAgMGDMCGDRvg5eUFMzMzlCxZEvv27dOorohIu968eQN7e3u1f3TX0/vvcsvNzQ137txBQECAtE9QHk+1cc4EAM+fP0fv3r2RN29eGBkZwd3dHZMmTUJcXFyq63HixAlUrVoVdnZ2MDU1Rf78+dGiRQt8/PhRypPRY0fSawd1Q5EAyZ/jb926FT4+PjA3N4eFhQXq1Kmjco2RlnP8mJgYTJ48GV5eXjAxMYGdnR2qVauG8+fPS3mEEFiyZAlKlSoFU1NT2NjYoGXLlnj06FGqdar04sWLVM9FtX0Nl5CQgFmzZkm/lYODAzp16oSnT5/Kllu1alUUK1YMp0+fhq+vL8zMzNCtWzd0794dtra2st9fqXr16ihatKjG60+UEq3crqT8C76s4K92yqNHj4aPjw+WLVsGPT09ODg4YOPGjejUqROaNGmCdevWwdDQEL///jvq1KmDw4cPSyd+x48fR5MmTeDj44MtW7YgPj4es2bNwosXL9Idb3BwMHx9faWLcScnJxw+fBiDBg3C69evMWHCBFn+MWPGwM/PDytXrkRUVBR++uknNGrUCHfv3oW+vj6AxL9G9+zZE/7+/li2bBkcHBxw//59BAUFAUj8K/bIkSPx22+/wcfHRyo7Li4Ov//+O5o1a5biI48ZqYdZs2Zh4sSJ+Pnnn1GlShXExsbi77//li4We/TogYiICCxatAg7d+6UHoX7+q+4165dw927d/Hzzz/D3d0d5ubmKS5zzJgxKFOmDFauXInIyEhMnDgRVatWxfXr11GgQIFUY1ZydnbGoUOHULduXXTv3h09evQAgBTvjpo+fTrGjBmDdu3aYfr06Xjz5g0mTpwIHx8fBAYGolChQlLe2NhYNG7cGN27d8fw4cNx+vRpTJkyBdbW1hg/frzGcWZ19evXh76+Pk6fPp3uMn799Vd4enpizpw5sLKyQqFChRATE4OIiAiMGDECefLkwZcvX3Ds2DE0b94ca9asQadOnQAAFy5cQPXq1VGtWjWMGzcOAFK8ffmPP/5A+/btUbt2bWzevBkxMTGYNWsWqlatiuPHj6NSpUqy/C1atECbNm3QvXt33L59G6NHjwaAVDtCJk2ahEmTJqF79+5o2bIlnjx5gp49eyI+Ph6FCxdOcd6OHTvi2rVr+OWXX+Dp6Yl3797h2rVrePPmDYDE2/d79eqFhw8fYteuXRrXaUqaNWuG1q1bo0+fPrhz5w7GjRuH4OBgXLp0CYaGhinO+7UGDRpg2rRpGDNmDH777TeUKVMGQPJ3SAkh0LRpUxw/fhyjR49G5cqVcevWLUyYMAEXLlzAhQsXZHfN3bx5E8OHD8eoUaPg6OiIlStXonv37ihYsCCqVKmicZz0HysrK7Rs2RKrV69G7969ASR2UOnp6aFNmzYqY5clJCSgSZMmOHPmDEaOHAlfX1+EhoZiwoQJqFq1Kq5cuQJTU1MAQM+ePbF+/XqMGDECtWrVQlBQEJo3b47o6OhU4woJCUHhwoXRtm1b2NraIjw8HEuXLsUPP/yA4OBg2Nvby/L36NEDDRo0wB9//IEnT57gf//7Hzp06IATJ06kuJy1a9eia9euaNKkCebOnSsdd2JiYmQXhGn15csXNG7cGL1798aoUaOkc52HDx/Cx8cHPXr0gLW1NUJCQjBv3jxUqlQJt2/fhqGhoUbH1q99/vwZ1apVw8OHDzFp0iSUKFECZ86cwfTp03Hjxg3s379fln///v0IDAzE5MmTYWFhgVmzZqFZs2a4d+9emo6zRJRxPj4+WLlyJQYNGoT27dujTJkyao+7u3btQsuWLWFtbS09wqs8PmrjnOn58+coX7489PT0MH78eHh4eODChQuYOnUqQkJCsGbNmmTXISQkBA0aNEDlypWxevVq5MqVC//++y8OHTqEL1++wMzMLNOOHcmZNm0afv75Z3Tt2hU///wzvnz5gtmzZ6Ny5cq4fPmybP+qyTl+XFwc6tWrhzNnzmDIkCGoXr064uLicPHiRYSFhcHX1xcA0Lt3b6xduxaDBg3CzJkzERERgcmTJ8PX1xc3b97U6CmD9JyLZvQarm/fvli+fDkGDBiAhg0bIiQkBOPGjcOpU6dw7do12TE4PDwcHTp0wMiRIzFt2jTo6ekhV65cWL16Nf744w/pGgxIvJY+efKkyg0dROkmMmDNmjUCgNpPbGysOHnypAAgqlSpIpvvw4cPwtbWVjRq1EiWHh8fL0qWLCnKly8vpVWoUEG4uLiIT58+SWlRUVHC1tZWfB3+48ePBQCxZs0alTgBiAkTJkjf69SpI/LmzSsiIyNl+QYMGCBMTExERESEEEJI8devX1+Wb9u2bQKAuHDhghBCiOjoaGFlZSUqVaokEhISkq2vCRMmCCMjI/HixQspbevWrQKACAgISHa+tNSDEEK4urqKzp07S98bNmwoSpUqlWL5s2fPFgDE48ePVaa5uroKfX19ce/ePbXTvl6Wss7KlCkjq4uQkBBhaGgoevToIaX5+/sLf39/lTI7d+4sXF1dpe+vXr1S+Q2VlNugMu63b98KU1NTld8sLCxMGBsbix9//FG2HABi27Ztsrz169cXhQsXVllWVqasp8DAwGTzODo6Ci8vL+m7pr+Psu15eHiIL1++pBhHXFyciI2NFd27dxelS5eWTTM3N5dtS0rKberkyZNCiMT9hIuLiyhevLiIj4+X8kVHRwsHBwfh6+srpU2YMEEAELNmzZKV2a9fP2FiYpJie3379q0wMTERzZo1k6WfO3dOAJDVjbr9j4WFhRgyZEiy5QshRIMGDWR1mbQ8dXWqblnK9Rw6dKgs76ZNmwQAsXHjRiktubaUtC1v375dVu9fS7oNHDp0SG09K/dvy5cvly3HxMREhIaGSmmfPn0Stra2onfv3irLopR93baVbSUoKEgIIcQPP/wgunTpIoQQomjRorJtdvPmzQKA+PPPP2XlBQYGCgBiyZIlQggh7t69m+K2pW7/r26bUYqLixPv378X5ubmYuHChSrr0a9fP1n+WbNmCQAiPDw82TKV+4Tkjjtfb6vJxaiuXSmPEatXr0522UIIkZCQIGJjY0VoaKgAIP766y9pWkrH1qT72GXLlqk9Js2cOVMAEEeOHJHSAAhHR0cRFRUlpT1//lzo6emJ6dOnpxgvEWnf69evRaVKlaTrIENDQ+Hr6yumT58uoqOjZXmT7o+Tk55zpt69ewsLCwvZMVYIIebMmSMAiDt37iS7vB07dggA4saNG8nm+RbHDuU5TFJJz/HDwsKEgYGBGDhwoCxfdHS0cHJyEq1bt5bSND3HX79+vQAgVqxYkew6X7hwQQAQc+fOlaU/efJEmJqaipEjRyY779frp8m5qDav4ZS/QdLj6qVLlwQAMWbMGCnN399fABDHjx9XKd/f318lhr59+worKyuVbZsovbTy+N769esRGBgo+3x9p1SLFi1k+c+fP4+IiAh07twZcXFx0ichIQF169ZFYGAgPnz4gA8fPiAwMBDNmzeHiYmJNL+lpSUaNWqUrlg/f/6M48ePo1mzZjAzM5Mtv379+vj8+TMuXrwom6dx48ay7yVKlAAA6fGD8+fPIyoqCv369VN7+6lS3759AQArVqyQ0hYvXozixYuneHdARuuhfPnyuHnzJvr164fDhw+na2yREiVKwNPTU+P8P/74o6wuXF1d4evri5MnT6Z52Wlx4cIFfPr0SeWRwnz58qF69eoqj4cqFAqVOixRooTKoyU5gRAiQ/M3btxY7V8Ft2/fDj8/P1hYWMDAwACGhoZYtWqVyuOUmrp37x6ePXuGjh07yu6AsLCwQIsWLXDx4kWV24zVteHPnz+n+NbBCxcu4PPnz2jfvr0s3dfXF66urqnGWb58eaxduxZTp07FxYsXERsbq8nqqcSdljucksbaunVrGBgYfPN2p7yLJWm7a9WqFczNzVXaXalSpZA/f37pu4mJCTw9PXNku9Mmf39/eHh4YPXq1bh9+zYCAwOTfXRv3759yJUrFxo1aiQ7DpYqVQpOTk7Srf/KbSe5bSs179+/x08//YSCBQvCwMAABgYGsLCwwIcPH9TuA1I73qqj3Cckd9zJqKTnMADw8uVL9OnTB/ny5ZP2a8r9Qnr3bSdOnIC5uTlatmwpS1e2q6TtqFq1arIB7B0dHeHg4MB2RKQDdnZ2OHPmDAIDAzFjxgw0adIE9+/fx+jRo1G8eHGN346b0XOmffv2oVq1anBxcZHt2+vVqwcg8eUXySlVqhSMjIzQq1cvrFu3Tu2jaZl17FDn8OHDiIuLQ6dOnWTLNjExgb+/v8pj2Zqc4x88eBAmJibJHiuV66xQKNChQwfZcp2cnFCyZEmN3zibnnPRjFzDKX+DpOdm5cuXh5eXl8oxxcbGBtWrV1cpZ/Dgwbhx4wbOnTsHAIiKisKGDRvQuXNnWFhYaBwPUUq00inl5eWFcuXKyT5fS/pmNOUjZy1btoShoaHsM3PmTAghEBERgbdv3yIhIQFOTk4qy1SXpok3b94gLi4OixYtUll2/fr1AUDlwGFnZyf7rrzN9tOnTwAgPUOdN2/eFJft6OiINm3a4Pfff0d8fDxu3bqFM2fOYMCAASnOl9F6GD16NObMmYOLFy+iXr16sLOzQ40aNXDlypVU51VK69vtkotV+ejSt6IsX128Li4uKss3MzOTdfQBib/v58+fv12Q36EPHz7gzZs3GXprpro637lzJ1q3bo08efJg48aNuHDhgnShnN46Tu03TkhIwNu3b2XpqbXhlJaT3na3detWdO7cGStXroSPjw9sbW3RqVMnPH/+PNV5lTLa7gwMDGBnZ5cp7c7AwEDlsVqFQqG23Sf9PYDE3ySl34NSp1Ao0LVrV2zcuBHLli2Dp6cnKleurDbvixcv8O7dOxgZGakcC58/fy4dB5NrB8ptKzU//vgjFi9ejB49euDw4cO4fPkyAgMDkTt3brW/ty7aakrMzMxUHiVOSEhA7dq1sXPnTowcORLHjx/H5cuXpT9opXc7fvPmDZycnFT+uOXg4AADAwO2I6IsoFy5cvjpp5+wfft2PHv2DEOHDkVISIhGg51r45zpxYsX2Lt3r8p+XTn2T0qdYx4eHjh27BgcHBzQv39/eHh4wMPDQxq/SFl+Zhw7kls3APjhhx9Ulr1161aVddPkHP/Vq1dwcXFJ8THvFy9eQAgBR0dHleVevHhR4w7H9BzfMnINl9ZrouTOOZs0aQI3NzfpUb21a9fiw4cP6N+/f6oxEGkqU16Bl/QES/n86qJFi5J9U4+jo6P0pj51F3FJ05Q7naSD1yVtcDY2NtDX10fHjh2TbUzu7u4prI0q5YVY0kHj1Bk8eDA2bNiAv/76C4cOHUKuXLlU/oqQlI2Njcb1oI6BgQGGDRuGYcOG4d27dzh27BjGjBmDOnXq4MmTJxq9WSGlO8DUSS7Wr3fIJiYmageb1nTnro6y/PDwcJVpz549Uxm/hBLt378f8fHxsoEy0/r7qNtGNm7cCHd3d2zdulU2PSMDyaf2G+vp6cHGxibd5SddTnLbctKBvpOyt7fHggULsGDBAoSFhWHPnj0YNWoUXr58iUOHDmkUQ3raXZ48eaTvcXFxePPmjazdGRsbq63/jHRc2dnZIS4uDq9evZJ1TAkh8Pz5c/zwww/pLpvSpkuXLhg/fjyWLVuGX375Jdl8yoHEk9sWlXfgfN0O1G1bKYmMjMS+ffswYcIEjBo1SkpXjpuiLam11a8ld66Qlv1aUFAQbt68ibVr16Jz585SuvIlLullZ2eHS5cuQQghW+7Lly8RFxfH4xdRFmNoaIgJEyZg/vz50hizKdHGOZO9vT1KlCiR7P4/tT8+Vq5cGZUrV0Z8fDyuXLmCRYsWYciQIXB0dETbtm2/ybHj6/3y1+NPJt0vK/eBO3bs0OiOdU3kzp0bZ8+eRUJCQrIdU/b29lAoFDhz5ozat0pr403TycnINdzX58tJb5xQd02U3Dmnnp4e+vfvjzFjxmDu3LlYsmQJatSokerYqkRp8U3fvpccPz8/5MqVC8HBwSp3WCk/RkZGMDc3R/ny5bFz505Zr3Z0dDT27t0rK9PR0REmJia4deuWLD3pGyvMzMxQrVo1XL9+HSVKlFC77LT24Pv6+sLa2hrLli1L9RGosmXLwtfXFzNnzsSmTZvQpUuXVAcNT0s9pCZXrlxo2bIl+vfvj4iICOmNFpr01qfF5s2bZXURGhqK8+fPyzo93NzccP/+fdnB9s2bN7K3XaQ1Nh8fH5iammLjxo2y9KdPn+LEiRPSAPr0n7CwMIwYMQLW1tbSAMmA5r9PShQKBYyMjGQHuufPn6u0S0Dzv/AXLlwYefLkwR9//CHbxj58+IA///xTeiNfRlWsWBEmJibYtGmTLP38+fNpfjwmf/78GDBgAGrVqoVr165J6dq+qyFprNu2bUNcXJxKu0u6nzxx4gTev38vS0tLu1O2q6Tt7s8//8SHDx/Y7jJRnjx58L///Q+NGjWSdZgk1bBhQ7x58wbx8fFqj4PKk03ltpPctpUShUIBIYTKCfvKlSsRHx+fjrVTr3DhwnB2dk72uPM1ZWdy0jawZ88ejZen3J8lXa+v316qlNZ29P79e+zevVuWrnyLINsR0fdL3R/KgP8e5/26Myi5Y782zpkaNmyIoKAgeHh4qN23a3pHvL6+PipUqCDdHaM8d/kWx47k9stJr3Hq1KkDAwMDPHz4MNnrx7SqV68ePn/+rPaNxkoNGzaEEAL//vuv2mUWL148zctNj7RewykfxUt6bhYYGIi7d++m6ZjSo0cPGBkZoX379rh3716qT/kQpVWm3CmVlIWFBRYtWoTOnTsjIiICLVu2hIODA169eoWbN2/i1atXWLp0KQBgypQpqFu3LmrVqoXhw4cjPj4eM2fOhLm5uewvrcpnfVevXg0PDw+ULFkSly9fxh9//KGy/IULF6JSpUqoXLky+vbtCzc3N0RHR+Off/7B3r17U33Lj7r1mTt3Lnr06IGaNWuiZ8+ecHR0xD///IObN29i8eLFsvyDBw9GmzZtoFAo0K9fP42WoWk9qNOoUSMUK1YM5cqVQ+7cuREaGooFCxbA1dVVepuXcoe6cOFCdO7cGYaGhihcuLBsvIq0ePnyJZo1a4aePXsiMjISEyZMgImJifSmCSDx7WS///47OnTogJ49e+LNmzeYNWuWyqMSlpaWcHV1xV9//YUaNWrA1tYW9vb2au9UyZUrF8aNG4cxY8agU6dOaNeuHd68eYNJkybBxMRE5c2KOU1QUJD0LPzLly9x5swZrFmzBvr6+ti1a5fsLhdNf5+UNGzYEDt37kS/fv2kt9dNmTIFzs7OePDggSxv8eLFcerUKezduxfOzs6wtLRU+1cYPT09zJo1C+3bt0fDhg3Ru3dvxMTEYPbs2Xj37h1mzJiR/gr6io2NDUaMGIGpU6eiR48eaNWqFZ48eYKJEyem+khQZGQkqlWrhh9//BFFihSBpaUlAgMDcejQITRv3ly2zjt37sTSpUtRtmxZ6OnppeukSmnnzp0wMDBArVq1pLfvlSxZEq1bt5bydOzYEePGjcP48ePh7++P4OBgLF68GNbW1rKyihUrBgBYvnw5LC0tYWJiAnd3d7Wd9rVq1UKdOnXw008/ISoqCn5+ftLb90qXLo2OHTume50o7TRpA23btsWmTZtQv359DB48GOXLl4ehoSGePn2KkydPokmTJmjWrBm8vLzQoUMHLFiwAIaGhqhZsyaCgoKkN0KmxMrKClWqVMHs2bOlfXZAQABWrVqFXLlyaWltE/cJU6ZMQY8ePaTjzrt379S2VScnJ9SsWRPTp0+HjY0NXF1dcfz4cezcuVPj5RUpUgQeHh4YNWoUhBCwtbXF3r17cfToUZW8aTm2durUCb/99hs6d+6MkJAQFC9eHGfPnsW0adNQv3591KxZM401Q0SZpU6dOsibNy8aNWqEIkWKICEhATdu3MDcuXNhYWGBwYMHS3mLFy+OLVu2YOvWrShQoABMTExQvHhxrZwzTZ48GUePHoWvry8GDRqEwoUL4/PnzwgJCcGBAwewbNmyZIcbWbZsGU6cOIEGDRogf/78+Pz5s/RmOOX+51scO+rXrw9bW1t0794dkydPhoGBAdauXYsnT57I8rm5uWHy5MkYO3YsHj16hLp168LGxgYvXrzA5cuXYW5ujkmTJqXpd2vXrh3WrFmDPn364N69e6hWrRoSEhJw6dIleHl5oW3btvDz80OvXr3QtWtXXLlyBVWqVIG5uTnCw8Nx9uxZFC9eXBo3WNsycg1XuHBh9OrVC4sWLYKenh7q1asnvX0vX758GDp0qMZx5MqVC506dcLSpUvh6uqa7rGdiZKVkVHSU3ujl/ItN9u3b1c7PSAgQDRo0EDY2toKQ0NDkSdPHtGgQQOV/Hv27BElSpQQRkZGIn/+/GLGjBlq39QQGRkpevToIRwdHYW5ublo1KiRCAkJUfu2qcePH4tu3bqJPHnyCENDQ5E7d27h6+srpk6dmmr8yb3p78CBA8Lf31+Ym5sLMzMz4e3tLWbOnKmy3jExMcLY2FjUrVtXbb0kR9N6SPrmhrlz5wpfX19hb28vzdu9e3cREhIim2/06NHCxcVF6Onpyd5O5OrqKho0aKA2puTevrdhwwYxaNAgkTt3bmFsbCwqV64srly5ojL/unXrhJeXlzAxMRHe3t5i69atKm/2EkKIY8eOidKlSwtjY2PZWzuSvplDaeXKlVJdWVtbiyZNmqi8caRz587C3NxcJabk3gKSlSV9U6aRkZFwcHAQ/v7+Ytq0aeLly5dq59Pk91G2h9mzZ6stY8aMGcLNzU0YGxsLLy8vsWLFCrV1fOPGDeHn5yfMzMxkb7dL7m1Zu3fvFhUqVBAmJibC3Nxc1KhRQ5w7d06WR7mcV69eqa0PdW/E+lpCQoKYPn26yJcvnzAyMhIlSpQQe/fuVXlrVtJ9wufPn0WfPn1EiRIlhJWVlTA1NRWFCxcWEyZMEB8+fJDmi4iIEC1bthS5cuUSCoVCqpOU6jSlt+9dvXpVNGrUSFhYWAhLS0vRrl072ds+hUjc/4wcOVLky5dPmJqaCn9/f3Hjxg2VtiyEEAsWLBDu7u5CX19ftkx1bfTTp0/ip59+Eq6ursLQ0FA4OzuLvn37irdv38ryJbc/Se5tj5QyTd6sKYT6tz3FxsaKOXPmiJIlSwoTExNhYWEhihQpInr37i0ePHgg5YuJiRHDhw8XDg4OwsTERFSsWFFcuHAh2f3/12316dOnokWLFsLGxkZYWlqKunXriqCgIJV5k1sPTd7op7Ry5UpRqFAhYWRkJDw9PcXq1avVbqvh4eGiZcuWwtbWVlhbW4sOHTqIK1euqH37nrpjhBBCBAcHi1q1aglLS0thY2MjWrVqJcLCwtSebyR3bFW3zb9580b06dNHODs7CwMDA+Hq6ipGjx4tPn/+LMsHQPTv318lLnXtmIi+va1bt4off/xRFCpUSFhYWAhDQ0ORP39+0bFjRxEcHCzLGxISImrXri0sLS0FANk+KqPnTEIkvrV60KBBwt3dXRgaGgpbW1tRtmxZMXbsWPH+/ftk1+HChQuiWbNmwtXVVRgbGws7Ozvh7+8v9uzZI8un7WOHEEJcvnxZ+Pr6CnNzc5EnTx4xYcIEsXLlSrXnart37xbVqlUTVlZWwtjYWLi6uoqWLVuKY8eOSXnSco7/6dMnMX78eOn4YWdnJ6pXry7Onz8vy7d69WpRoUIFYW5uLkxNTYWHh4fo1KmT2usbdcvU5FxU29dw8fHxYubMmcLT01MYGhoKe3t70aFDB/HkyRPZ/P7+/qJo0aIprsepU6cEADFjxowU8xGlh0KIDL5yS0cmTpyISZMmZfiNYbqwd+9eNG7cGPv375cGVyciIiIiIsrO3NzcULVq1RQfmaPvz/Dhw7F06VI8efIk3YPVEyVHJ4/v5VTBwcEIDQ3F8OHDUapUKen1rERERERERETfk4sXL+L+/ftYsmQJevfuzQ4p+ibYKZWJ+vXrh3PnzqFMmTJYt25dmt+sRURERERERJQZlC8QatiwIaZOnarrcCibyrKP7xERERERERERUdalp+sAiIiIiIiIiIgo52GnFBERERERERERZTp2ShERERERERERUaZjpxQREREREREREWU6nbx9LyEhAc+ePYOlpSXfQEffjBAC0dHRcHFxgZ4e+1+Tw/ZImYVtUjNsk5RZ2CZTx/ZIRESUPpqeZ+ikU+rZs2fIly+fLhZNOdCTJ0+QN29eXYfx3WJ7pMzGNpkytknKbGyTyWN7JCIiypjUzjN00illaWkJIDE4KysrXYRAOUBUVBTy5csnbW+kHtsjZRa2Sc2wTVJmYZtMnbJuKjxZDwMrM43nC4Or2vQDqCv9P3/fNyi99GyyZVy/Vkn6/4YyLQEA/jipcQxZXfHrj9Cy9AZdhyEzARNU0vIHv5H+b+3zDgBwO9Ijw8sq/uBRuueNjLVO97xh3nYqafnc3qikKerJv4uD6stT2CS/LOtH72TfF0f2SC08mQHWBdOUX1cGROoDAH5Z9wsAoFjnQBxHDQCA44IowFjNTP9//R5V3wDbbOMAAD1mACtHJf4r8/T//zUHXoyxgqf1QQAPAQAP0AkmEf9d8v9mG4fRF4ATPsDwSNX9z6O/igOdggA8RIHIAqmuWyRy4c1f+YD8AEYlpo26aI0rkapt9zpKy76PsS4GABg+NVKWbjfwCR7tTZx2oQPQ8PET9LFdBgCwt/4FQ+sCpbeexXXvSrB+HwlETk+MZUDSitGc9eJr0v83RI4EAHS0niXLE1mgjOp8j66pTN9zvSY6dvszMbE08PVuI9JV3jatB8rX3aBplNr4gm2Lyr6PwTTp/zus5fV6CH5qy6h7JRKRx6wBf7WT/7M7lelpEFUOyNcKqZ5n6KRTSnn7s5WVFU+46Zvj7fYpY3ukzMY2mTK2ScpsbJPJU9aNgZUZDKzMNZ5PDxZq0y2/Gs7VygjQt1KfDwC+nmRqZagyf7ZnYQVDK1NdRyGjrv7lP2HiPtvSSgu/k0X69/9WselfrLrYrdTsIhRG8u8imd2IQj+lpcnXUbmda05db873x9gq8ZJbuTnrWVnAEv9/rDeB+tVQ9oFbKaBsBVYmgKlyHtkC/vv3o5UCgIVUgCUA069+QGMkbrPmSGb/Y2YlzZ/S/klJD5aJ81hA6lkwBmCophNfD/KOCal1m8i3Az0rSyhnNwegsLSC8f+vtAkAK8PE2K30ACisoKwAqwxtDv+tq5m0HcrX30rttmyhMt3MyhAw/P91MgHwVdtQKcNUvu6KZPpuLJM0QkN8vW+Ux5nskcrCKnHbSe1n1Waz+v/fMbXzjBx0ZCMiIiIiIiIiou8FO6WIiIi+kenTp0OhUGDIkCEZLis+QeDCwzf468a/uPDwDeITRMYDpGyN2wwRERF973Ty+J5SsQmHoWeceE9XyIwGugyFKMf7uj0CbJNEGRUYGIjly5ejRIkSGS7rUFA4Ju0NRnjkZynN2doEExp5o24x5wyXT9kPtxkiIiLKCninFBERkZa9f/8e7du3x4oVK2Bjk8Iorxo4FBSOvhuvyToXAOB55Gf03XgNh4LCM1Q+ZT/cZoiIiCirYKcUERGRlvXv3x8NGjRAzZo1M1ROfILApL3BUPfQlTJt0t5gPpZFEm4zRERElJXo9PE9IiKi7GbLli24du0aAgMDNcofExODmJgY6XtU1H+vA778OELlbpevCQDhkZ9x+XEEfDxUX+NNOU9atpmiudP6pisiIiIi7eKdUkRERFry5MkTDB48GBs3boSJSdJ3Nqs3ffp0WFtbS598+fJJ015GJ9+58DVN81H2x22GiIiIshJ2ShEREWnJ1atX8fLlS5QtWxYGBgYwMDBAQEAAfv31VxgYGCA+Pl5lntGjRyMyMlL6PHnyRJrmYKlZx5am+Sj74zZDREREWQkf3yMiItKSGjVq4Pbt27K0rl27okiRIvjpp5+gr6+vMo+xsTGMjY3Vllfe3RbO1iZ4HvlZ7RhBCgBO1iYo726rhegpO0jLNvPhfXRmh0dEREQkwzuliIiItMTS0hLFihWTfczNzWFnZ4dixYqluTx9PQUmNPIGkNiZ8DXl9wmNvKGvl3Qq5VTcZoiIiCgrYacUERHRd6xuMWcs7VAGTtbyx62crE2wtEMZ1C3mrKPI6HvFbYaIiIiyCj6+R0RE9A2dOnUqw2XULeaMWt5OuPw4Ai+jP8PBMvHxK97tQsnhNkNERERZATuliIiIsgB9PQV8POx0HQZlIdxmiIiI6HvHx/eIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMh07pYiIiIiIiIiIKNOxU4qIiIiIiIiIiDIdO6WIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMh07pYiIiIgoWytbtiwUCgUUCgX09PQwZMgQXYdERERESGen1IcPH7QdBxFlANskERGRevXq1cO1a9fg4+ODJUuWwM7ODgsXLsSuXbt0HRoREVGOl65OKUdHR3Tr1g1nz57VdjxElA5sk0REROodOXIENjY2OH/+PPr27YtXr14BAAYMGKDjyIiIiChdnVKbN29GZGQkatSoAU9PT8yYMQPPnj3TdmxEpCG2SSIiIlURERFISEiAv7+/LN3e3h4vXrzQUVRERESklK5OqUaNGuHPP//Es2fP0LdvX2zevBmurq5o2LAhdu7cibi4OG3HSUQpYJskIiJSFRgYCAAoVKiQLD1XrlyIj49Xyf/q1SvcvXtX+ty7dy9T4iQiIsqpMjTQuZ2dHYYOHYqbN29i3rx5OHbsGFq2bAkXFxeMHz8eHz9+1FacRKQBtkkiIiJVCoVC9l0IoTbfDz/8AG9vb+lTvnz5zAiPiIgoxzLIyMzPnz/H+vXrsWbNGoSFhaFly5bo3r07nj17hhkzZuDixYs4cuSItmIlolSwTRIRUVbw6dMnCCFgZmYGAAgNDcWuXbvg7e2N2rVra205P/zwAwDg/v37svTIyEjo6+ur5A8MDMTr16+l7+/fv2fHFBER0TeUrk6pnTt3Ys2aNTh8+DC8vb3Rv39/dOjQAbly5ZLylCpVCqVLl9ZWnESUArZJIiLKSpo0aYLmzZujT58+ePfuHSpUqABDQ0O8fv0a8+bNQ9++fbWyHFtbW+jp6SEgIECW/vr1a7i4uKjkz507N3Lnzi19j4qK0kocREREpF66Ht/r2rUrXFxccO7cOdy4cQMDBgyQXfwCQIECBTB27FhtxEhEqWCbJCKirOTatWuoXLkyAGDHjh1wdHREaGgo1q9fj19//VWry6pduzbevn2LSpUqYenSpXBwcAAArS+HiIiI0i5dd0qFh4dLt1snx9TUFBMmTEhXUESUNmyTRBl3//59nDp1Ci9fvkRCQoJs2vjx43UUFVH29PHjR1haWgIAjhw5gubNm0NPTw8VK1ZEaGioVpd18OBBlC1bFufOncO5c+egUCgwaNAgtGjRQqvLISIiorRLV6eUpaUlwsPDpb80Kb158wYODg5q32ZCRN8O2yRRxqxYsQJ9+/aFvb09nJycZIMiKxQKdkoRaVnBggWxe/duNGvWDIcPH8bQoUMBAC9fvoSVlZXWl3f16lWtl0lEREQZl65OqeTeWBITEwMjI6MMBUREacc2SZQxU6dOxS+//IKffvpJ16EQ5Qjjx4/Hjz/+iKFDh6JGjRrw8fEBkHjXFMc/JCIiyjnS1CmlfPZeoVBg5cqVsLCwkKbFx8fj9OnTKFKkiHYjJKJksU0Sacfbt2/RqlUrXYdBlGO0bNkSlSpVQnh4OEqWLCml16hRA82aNdNhZERERJSZ0tQpNX/+fACJd2UsW7ZM9ipdIyMjuLm5YdmyZdqNkIiSxTZJpB2tWrXCkSNH0KdPH12HQpRjODk5wcnJSZZWvnx5HUVDREREupCmTqnHjx8DAKpVq4adO3fCxsbmmwRFRJphmyTSjoIFC2LcuHG4ePEiihcvDkNDQ9n0QYMG6Sgyouzpw4cPmDFjBo4fP6725QKPHj3SUWRERESUmdI1ptTJkye1HQcRZQDbJFHGLF++HBYWFggICEBAQIBsmvJNXUSkPT169EBAQAA6duwIZ2dn2csFiIiIKOfQuFNq2LBhmDJlCszNzTFs2LAU886bNy/DgRFRytgmibRHedchEWWOgwcPYv/+/fDz89N1KERERKRDGndKXb9+HbGxsdL/k8O/dBFlDrZJom9D+TZLth2ib8fGxga2tra6DoOIiIh0TONOqa8fD+KjQkS6xzZJpF3r16/H7Nmz8eDBAwCAp6cn/ve//6Fjx446jowo+5kyZQrGjx+PdevWwczMTNfhEBERkY6ka0wpIiKi7GTevHkYN24cBgwYAD8/PwghcO7cOfTp0wevX7/G0KFDdR0iUbYyd+5cPHz4EI6OjnBzc1N5ucC1a9d0FBkRERFlJo07pZo3b65xoTt37kxXMESkObZJIu1ZtGgRli5dik6dOklpTZo0QdGiRTFx4kR2ShFpWdOmTXUdAhEREX0HNO6Usra2/pZxEFEasU0SaU94eDh8fX1V0n19fREeHq6DiIiytwkTJug6BCIiIvoOaNwptWbNmm8ZBxGlEdskkfYULFgQ27Ztw5gxY2TpW7duRaFChXQUFVH2d/XqVdy9excKhQLe3t4oXbq0rkMiIiKiTMQxpYiIKMebNGkS2rRpg9OnT8PPzw8KhQJnz57F8ePHsW3bNl2HR5TtvHz5Em3btsWpU6eQK1cuCCEQGRmJatWqYcuWLcidO7euQyQiIqJMoHGnVJkyZXD8+HHY2NigdOnSKb4qm4NTEn17bJNE2tOiRQtcunQJ8+fPx+7duyGEgLe3Ny5fvsw7N4i+gYEDByIqKgp37tyBl5cXACA4OBidO3fGoEGDsHnzZh1HSERERJlB406pJk2awNjYGAAHpyT6HrBNEmlX2bJlsXHjxgyVMX36dOzcuRN///03TE1N4evri5kzZ6Jw4cJaipIoezh06BCOHTsmdUgBgLe3N3777TfUrl1bh5ERERFRZtK4U+rrASk5OCWR7rFNEmVMVFQUrKyspP+nRJkvNQEBAejfvz9++OEHxMXFYezYsahduzaCg4Nhbm6e4ZiJsouEhAQYGhqqpBsaGiIhIUEHEREREZEuZGhMqStXrkiDU3p5eaFs2bLaiouI0oFtkkhzNjY2CA8Ph4ODA3LlyqX2EVghBBQKBeLj4zUq89ChQ7Lva9asgYODA65evYoqVapoJW6i7KB69eoYPHgwNm/eDBcXFwDAv//+i6FDh6JGjRo6jo6IiIgyS7o6pZ4+fYp27drh3LlzyJUrFwDg3bt38PX1xebNm5EvXz5txkhEqWCbJEq7EydOwNbWFgBw8uTJb7KMyMhIAJCWo05MTAxiYmKk76ndtUWUHSxevBhNmjSBm5sb8uXLB4VCgbCwMBQvXjzDj9ESERFR1pGuTqlu3bohNjYWd+/elcbJuHfvHrp164bu3bvjyJEjWg2SiFLGNkmUdv7+/tL/3d3dpQvjrwkh8OTJk3SVL4TAsGHDUKlSJRQrVizZfNOnT8ekSZPStQyirCpfvny4du0ajh49ir///lt6uUDNmjV1HRoRERFlonR1Sp05cwbnz5+XDdxauHBhLFq0CH5+floLjog0wzZJlDHu7u7So3xfi4iIgLu7u8aP731twIABuHXrFs6ePZtivtGjR2PYsGHS96ioKN7dSDlGrVq1UKtWLV2HQURERDqSrk6p/PnzIzY2ViU9Li4OefLkyXBQRJQ236JNuo3ar5IWMqNBusoi+t4px45K6v379zAxMUlzeQMHDsSePXtw+vRp5M2bN8W8xsbG0ps0ibKzX3/9Fb169YKJiQl+/fXXFPMOGjQok6IiIiIiXUpXp9SsWbMwcOBA/PbbbyhbtiwUCgWuXLmCwYMHY86cOdqOkYhSwTZJlD7KO5QUCgXGjRsHMzMzaVp8fDwuXbqEUqVKaVyeEAIDBw7Erl27cOrUKbi7u2s7ZKIsa/78+Wjfvj1MTEwwf/78ZPMpFAp2ShEREeUQGndK2djYyP6K/OHDB1SoUAEGBolFxMXFwcDAAN26dUPTpk21HigRybFNEmXc9evXASR2Jt2+fRtGRkbSNCMjI5QsWRIjRozQuLz+/fvjjz/+wF9//QVLS0s8f/4cAGBtbQ1TU1PtBk+UxTx+/Fjt/4mIiCjn0rhTasGCBd8wDCJKK7ZJooxTvnWva9euWLhwIaysrDJU3tKlSwEAVatWlaWvWbMGXbp0yVDZRNnJ5MmTMWLECNndiQDw6dMnzJ49G+PHj9dRZERERJSZNO6U6ty587eMg4jSiG2SSHvWrFmjlXKEEFophyi7mzRpEvr06aPSKfXx40dMmjSJnVJEREQ5RLrGlPrap0+fVAZYzuhfmoko/dgmidInMDAQ27dvR1hYGL58+SKbtnPnTh1FRZQ9JfdygZs3b8LW1lYHEWmXG0LUpnfG+v++rAEGYZFsuhk+Sv9fXa6dyvzHURPr0SnV5YfALcU4krNOg7K/JlufdMyfkpCyDqlnygB/nFZJS62+lOv79XqGFsv9X5nisJRPk7pQV55SSGHV9XdTnJN99xcP1ZZbFQfVpqcUkzIW5bbztRFvEscn3YGWyc6vKWX5oc2KAA8y9oecVeI+auBYhmPSpqS/0XCxVWtlK4bcBwD0G5JCpskAcEuWZG1wR/p/bmGMiUGuaC9CAQCBKAcAcPV8hdD7ueGGlxC3S8KhWCiO/v+0lLh6voJi+le/49kHmFgIcEhh3peergCApUknjHgAAHg1AkAGTrsWz+me5nkWzZkp/b+FYqHaPIoH91XnEzMxUPFTmpeXVGSPxOEj7N+9Vjs9advzxXm1y10kZgKqh1a1FMVV10cdMd5TPt9k1fmS5vkv33sAZVJdhp5GkSTx4cMHDBgwAA4ODrCwsICNjY3sQ0SZi22SKGO2bNkCPz8/BAcHY9euXYiNjUVwcDBOnDgBa2trXYdHlG3Y2NjA1tYWCoUCnp6esLW1lT7W1taoVasWWrdureswiYiIKJOk606pkSNH4uTJk1iyZAk6deqE3377Df/++y9+//13zJgxQ9sxElEq2CaJMmbatGmYP38++vfvD0tLSyxcuBDu7u7o3bs3nJ2ddR0eUbaxYMECCCHQrVs3TJo0Sdbpa2RkBDc3N/j4+OgwQiIiIspM6eqU2rt3L9avX4+qVauiW7duqFy5MgoWLAhXV1ds2rQJ7du313acRJQCtkmijHn48CEaNGgAADA2NsaHDx+gUCgwdOhQVK9eHZMmTdJxhETZg3I8RHd3d/j6+sLQ0FDHEREREZEupevxvYiICLi7uwNIHKsmIiICAFCpUiWcPq36fDYRfVtsk0QZY2tri+joaABAnjx5EBQUBAB49+4dPn78mNKsRJQO/v7+UofUp0+fEBUVJfsQERFRzpCuTqkCBQogJCQEAODt7Y1t27YBSLxbI1euXNqKjYg0xDZJlDGVK1fG0aNHAQCtW7fG4MGD0bNnT7Rr1w41atTQcXRE2c/Hjx85FiIRERGlr1Oqa9euuHnzJgBg9OjRWLJkCYyNjTF06FD873//02qARJQ6tkmijFm8eDHatm0LILENjRgxAi9evEDz5s2xatUqHUdHlP3873//w4kTJ6Tj1cqVKzFp0iS4uLhg/fr1qRdARERE2UK6xpQaOnSo9P9q1arh7t27uHr1Kjw8PFCyZEmtBUdEmmGbJEq/uLg47N27F3Xq1AEA6OnpYeTIkRg5cqSOIyPKvjgWIhEREQHp7JRKytXVFa6urtooioi0gG2SSHMGBgbo27cv7t69q+tQiHKMlMZC7Nu3ry5DIyIiokyUrsf3AOD48eNo2LAhPDw8ULBgQTRs2BDHjh3TZmxElAZsk0TpV6FCBVy/fl3XYRDlGBwLkYiIiIB0dkotXrwYdevWhaWlJQYPHoxBgwbBysoK9evXx+LFi7UdIxGlgm2SKGP69euH4cOHY/Hixbhw4QJu3bol+xCRdnEsRCIiIgLS+fje9OnTMX/+fAwYMEBKGzRoEPz8/PDLL7/I0ono22ObJMqYNm3aAEhsN0oKhQJCCCgUCsTHx+sqNKJsKelYiH///TeuXLnCsRCJiIhymHR1SkVFRaFu3boq6bVr18ZPP/2U4aCIKG3YJoky5vHjx7oOgSjHiI2NRe3atfH777/D09MTAJA/f37kz59fx5ERERFRZkvX43uNGzfGrl27VNL/+usvNGrUKMNBEVHasE0SZYzy5QDJfYhIewwNDREUFASFQqHrUIiIiEjHNL5T6tdff5X+7+XlhV9++QWnTp2Cj48PAODixYs4d+4chg8frv0oiUgF2ySR9qxfvz7F6Z06dcqkSIhyhk6dOmHVqlWYMWOGrkMhIiIiHdK4U2r+/Pmy7zY2NggODkZwcLCUlitXLqxevRo///yz9iIkIrXYJom0Z/DgwbLvsbGx+PjxI4yMjGBmZsZOKSIt+/LlC1auXImjR4+iXLlyMDc3l02fN2+ejiIjIiKizKRxpxTH2yD6vrBNEmnP27dvVdIePHiAvn378k1gRN9AUFAQypQpAwC4f/++bBof6yMiIso50jXQ+deEEAB4AkH0vWCbJNKOQoUKYcaMGejQoQP+/vtvXYdDlK2cPHlS1yEQERHRdyBdA50DieNvFC9eHKampjA1NUWJEiWwYcMGbcZGRGnANkmkffr6+nj27JmuwyDKtv755x8cPnwYnz59AvDfH1aIiIgoZ0jXnVLz5s3DuHHjMGDAAPj5+UEIgXPnzqFPnz54/fo1hg4dqu04iSgFbJNEGbNnzx7ZdyEEwsPDsXjxYvj5+ekoKqLs682bN2jdujVOnjwJhUKBBw8eoECBAujRowdy5cqFuXPn6jpEIiIiygTp6pRatGgRli5dKhv4tUmTJihatCgmTpzIC2CiTMY2SZQxTZs2lX1XKBTInTs3qlevzotjom9g6NChMDQ0RFhYGLy8vKT0Nm3aYOjQoWx3REREOUS6OqXCw8Ph6+urku7r64vw8PAMB0VEacM2SZQxCQkJug6BKEc5cuQIDh8+jLx588rSCxUqhNDQUB1FRURERJktXZ1SBQsWxLZt2zBmzBhZ+tatW1GoUCGtBEZEmmObJEq7YcOGaZyXr6cn0q4PHz7AzMxMJf3169cwNjbWQURERESkC+nqlJo0aRLatGmD06dPw8/PDwqFAmfPnsXx48exbds2bcdIRKlgmyRKu+vXr8u+X716FfHx8ShcuDCAxNfU6+vro2zZsroIjyhbq1KlCtavX48pU6YASHxkNiEhAbNnz0a1atV0HB0RERFllnR1SrVo0QKXL1/GvHnzsHv3bggh4O3tjcuXL6N06dLajpGIUsE2SZR2X7+Sft68ebC0tMS6detgY2MDAHj79i26du2KypUr6ypEomxr9uzZqFq1Kq5cuYIvX75g5MiRuHPnDiIiInDu3Dldh0dERESZJM2dUrGxsejVqxfGjRuHjRs3ai0Qt1H7ETKjgdbKI8opvlWbJMpJ5s6diyNHjkgdUgBgY2ODqVOnonbt2hg+fLgOoyPKfry9vXHr1i0sXboU+vr6+PDhA5o3b47+/fvD2dlZ1+ERERFRJtFL6wyGhobYtWvXt4iFiNKBbZIo46KiovDixQuV9JcvXyI6OloHERFlb2FhYXB0dMSkSZOwb98+HDhwAFOnToWzszPCwsJ0HR4RERFlkjR3SgFAs2bNsHv3bi2HQkTpxTZJlDHNmjVD165dsWPHDjx9+hRPnz7Fjh070L17dzRv3lzX4RFlO+7u7nj16pVK+ps3b+Du7q5RGYUKFYK+vj4UCgUUCgVMTEywYsUKWR4rKytpuvKjr6+vlXUgIiKijEv32/emTJmC8+fPo2zZsjA3N5dNHzRokFaCIyLNsE0SZcyyZcswYsQIdOjQAbGxsQAAAwMDdO/eHbNnz9ZxdETZjxACCoVCJf39+/cwMTHRqIzQ0FD4+fmhVatW+PTpE8aNG4devXqhZs2aso4tQ0NDHDp0SPpubW2d8RUgIiIirUhXp9TKlSuRK1cuXL16FVevXpVNUygU6b4Adhu1HwA4thRRGn2rNpmUso0mxTZLWZ2ZmRmWLFmC2bNn4+HDhxBCoGDBgiodvESUMcOGDQOQeGwaN24czMzMpGnx8fG4dOkSSpUqpVFZX758kX338/NDpUqVsGDBAixcuFBK19PTQ/Xq1TMePBEREWldujqlHj9+LP1fCAEAav/aRUSZg22SSDvMzc1RokQJXYdBlG1dv34dQOKx6vbt2zAyMpKmGRkZoWTJkhgxYkS6yn748CEAqDz+FxMTIx0Tra2tsWfPHlSpUkVtGa9evcLr16+l7+/fv09XLERERKSZdHVKAcCqVaswf/58PHjwAEDic/1DhgxBjx49tBYcEWmObZKIiL53J0+eBAB07doVv/76KywtLbVSbnx8PHr27Al9fX0MGTJESvfz84ONjQ3Kly+PCxcuYPv27ahatSpevHiB3Llzq5Tzww8/IDQ0VCsxERERUerS1Sk1btw4zJ8/HwMHDoSPjw8A4MKFCxg6dChCQkIwdepUrQZJRCljmyQioqzg6xcHdO7cOdl8O3fuTFO5Dg4O+PLlC/bu3StLP3jwoPR/5R9qateujZ49e6p9QUhgYKDKnVLly5dPUyxERESkuXR1Si1duhQrVqxAu3btpLTGjRujRIkSGDhwYIYvgDm2FFHafOs2SUREpA3fYpBxe3t7REREYMuWLWjYsGGKeWvVqgUAuHv3rtrpuXPnlt1BFRUVpb1AiYiISEW6OqXi4+NRrlw5lfSyZcsiLi4uw0ERUdqwTRIRUVawZs0arZUVHx8PBwcHREREYM2aNWjTpk2q81y+fBkA4OzsrLU4iIiIKP300jNThw4dsHTpUpX05cuXo3379hkOiojSRtdt0m3UfpUPUU62ZMkSuLu7w8TEBGXLlsWZM2d0HRJRtpM7d25ERERgwIAByJ8/P06cOIETJ07g33//BZA48LmTkxN++uknbN++HQMGDJAecV++fLkuQyciIqL/l6GBzo8cOYKKFSsCAC5evIgnT56gU6dO0ut+AWDevHkZj5KIUsU2SfR92Lp1K4YMGYIlS5bAz88Pv//+O+rVq4fg4GDkz59f1+ERZRtv374FACxevBiLFy+W0itXrozTp0/DxMQEERERmDVrljTN0tISGzduhKenZ6bHS0RERKrS1SkVFBSEMmXKAPjv9bvKZ/CDgoKkfHwlPVHmYJsk+n7MmzcP3bt3l958uWDBAhw+fBhLly7F9OnTdRwdUfYhhEhxep48efDly5dMioaIiIjSI12dUsrX+RLR94Ftkuj78OXLF1y9ehWjRo2SpdeuXRvnz5/XUVRERERERN+ndI0plVk4Lg0REWUlr1+/Rnx8PBwdHWXpjo6OeP78udp5YmJiEBUVJfsQEREREeUE33WnFBERUVaU9FFZIUSyj89Onz4d1tbW0idfvnyZESIRERERkc6xU4qIiEhL7O3toa+vr3JX1MuXL1XunlIaPXo0IiMjpc+TJ08yI1QiIiIiIp1jpxQREZGWGBkZoWzZsjh69Kgs/ejRo/D19VU7j7GxMaysrGQfIiIiIqKcIF0DnRMREZF6w4YNQ8eOHVGuXDn4+Phg+fLlCAsLQ58+fXQdGhERERHRd4WdUkRERFrUpk0bvHnzBpMnT0Z4eDiKFSuGAwcOwNXVVdehERERERF9V9gpRUREpGX9+vVDv379dB0GEREREdF3jWNKERERERERERFRpuOdUkT0TbiN2q+SFjKjgQ4iISIiIiIiou/Rd98ppbyw5cUsUdbHjioiIiIiIiJS4uN7RERERERERESU6dgpRUREREREREREmS7LdEq5jdqv9tEfIiIiIiIiIiLKer77MaWS+rpjimPREBERERERERFlTVmuU4qIshcOfk5ERERERJQzZelOKd41RURERERERESUNWXpTqmvpTTeFDusiLIW3j1FRERERESU/WWbTqmUJNdhxYtcoqyD7ZiIiIiIiCh7yRGdUsnR9G1+vOgl+n6xHRMREREREWVNObpTSlOaXvSqwwthou8DHwkkIiIiIiL6vrBT6hvLSIdWevAim0j7MtqO2S6JiIiIiIhUsVMqm8msTjBeZFN2kNmdxkRERERERPQfdkpRuujqYp6dYZQVafrooC4fMeTjjURERERElNl00iklhAAAJMR81MXiKQvLP3S7RvmCJtVBVFQUgP+2N1KP7VE3NN2WNc33LWh72cptjG0yZcr6Ue7DiL4VHidTp6ybuKhvc4z8hC+y7wrEpjpPHD6kmicB7zXO+7VoJKQpf9Ly0zq/Linr6Gua1ldy6/n1/JrUhTK/5vUmjzkuSnu/rzIWdfWi3E7Tuj2pI5UfGwVAvu/5FJX69p/U97fNyesvJuqz9P+oT4n/JkS9R/T/r7vZZySthkT/v8uJihL4lEzZyftvfxWdZL6EqC+Ieg8kREX///TE+ouKB6KjEoCPUdJ0Teo2Kh7Ax6jERcQlLisq/r/yk50H+G+9PivPd/6LU7nL/QBAREchxjCxHj8DiIoF4qPeIyoBgIgCEJM4T8z/lxsl36+mnab1rFxWYn7len2Miv3/7fv/A/7q91Xm+aqAxPSoxEwiWv253ydDdeukpq1GfUm+lb6PQtTnr2fTbD2V9ZrSclXzKPMl5k3tPEMhdHAm8vTpU+TLly+zF0s51JMnT5A3b15dh/HdYnukzPbw4UMUKFBA12F8t9gmKbPxOJk8tkciIqKMSe08QyedUgkJCbh37x68vb3x5MkTWFlZZXYI2UpUVBTy5cvHukxCCIHo6Gi4uLhAT09P1+F8txISEvDs2TNYWlpCoVDoOpx0y47tILutU2RkJPLnz4+3b98iV65cug7nu5VSm8xu20RSXL/MxeNk6njOmj7f27aeVbDe0o51lnass/RhvaWdpucZOnl8T09PD3ny5AEAWFlZ8UfVEtalKmtra12H8N3T09PLVn8hz47tILutEy9+U6ZJm8xu20RSXL/Mw+NkynjOmjGss/RhvaUd6yztWGfpw3pLG03OM3hlQEREREREREREmY6dUkRERERERERElOl01illbGyMCRMmwNjYWFchZBusS6Ls2Q6y2zplt/XRhexeh1w/+h7xd0s71ln6sN7SjnWWdqyz9GG9fTs6GeiciIiIiIiIiIhyNj6+R0REREREREREmY6dUkRERERERERElOnYKUVERERERERERJlOZ51SS5Ysgbu7O0xMTFC2bFmcOXNGV6FkCRMnToRCoZB9nJycpOlCCEycOBEuLi4wNTVF1apVcefOHR1GTKR906dPxw8//ABLS0s4ODigadOmuHfvnixPVm4L06dPh0KhwJAhQ6S0rLg+//77Lzp06AA7OzuYmZmhVKlSuHr1qjQ9K67T9yA7HTdPnz6NRo0awcXFBQqFArt375ZNz+rbSHbfV+Uk2andZZQ22m1MTAwGDhwIe3t7mJubo3Hjxnj69GkmrkXm0ta+IKfV29KlS1GiRAlYWVnBysoKPj4+OHjwoDSddZa69J5T5rR608Y1dk6rs29BJ51SW7duxZAhQzB27Fhcv34dlStXRr169RAWFqaLcLKMokWLIjw8XPrcvn1bmjZr1izMmzcPixcvRmBgIJycnFCrVi1ER0frMGIi7QoICED//v1x8eJFHD16FHFxcahduzY+fPgg5cmqbSEwMBDLly9HiRIlZOlZbX3evn0LPz8/GBoa4uDBgwgODsbcuXORK1cuKU9WW6fvQXY7bn748AElS5bE4sWL1U7P6ttIdt5X5STZrd1llDba7ZAhQ7Br1y5s2bIFZ8+exfv379GwYUPEx8dn1mpkKm3tC3JaveXNmxczZszAlStXcOXKFVSvXh1NmjSROgNYZynLyDllTqy3jF5j58Q60zqhA+XLlxd9+vSRpRUpUkSMGjVKF+FkCRMmTBAlS5ZUOy0hIUE4OTmJGTNmSGmfP38W1tbWYtmyZZkUIVHme/nypQAgAgIChBBZty1ER0eLQoUKiaNHjwp/f38xePBgIUTWXJ+ffvpJVKpUKdnpWXGdvgfZ+bgJQOzatUv6nh23keyyr8ppsnO7y6j0tNt3794JQ0NDsWXLFinPv//+K/T09MShQ4cyLXZdSs++gPWWyMbGRqxcuZJ1loqMnFPmxHrL6DV2TqyzbyHT75T68uULrl69itq1a8vSa9eujfPnz2d2OFnKgwcP4OLiAnd3d7Rt2xaPHj0CADx+/BjPnz+X1amxsTH8/f1Zp5StRUZGAgBsbW0BZN220L9/fzRo0AA1a9aUpWfF9dmzZw/KlSuHVq1awcHBAaVLl8aKFSuk6VlxnXQtpx03s+M2kl32VTlJTmt3GaXJNn316lXExsbK8ri4uKBYsWI5pk7Tsy/I6fUWHx+PLVu24MOHD/Dx8WGdpSIj55Q5td4yco2dU+tM2zK9U+r169eIj4+Ho6OjLN3R0RHPnz/P7HCyjAoVKmD9+vU4fPgwVqxYgefPn8PX1xdv3ryR6o11SjmJEALDhg1DpUqVUKxYMQDIkm1hy5YtuHbtGqZPn64yLSuuz6NHj7B06VIUKlQIhw8fRp8+fTBo0CCsX78eQNZcJ13LacfN7LaNZJd9VU6T09pdRmmyTT9//hxGRkawsbFJNk92lt59QU6tt9u3b8PCwgLGxsbo06cPdu3aBW9vb9ZZCjJ6TpkT6y2j19g5sc6+BQNdLVihUMi+CyFU0ug/9erVk/5fvHhx+Pj4wMPDA+vWrUPFihUBsE4pZxkwYABu3bqFs2fPqkzLKm3hyZMnGDx4MI4cOQITE5Nk82WV9QGAhIQElCtXDtOmTQMAlC5dGnfu3MHSpUvRqVMnKV9WWqfvRU6rs+yyvtlhX5WT8TdKm/TUV06pU23vC7J7vRUuXBg3btzAu3fv8Oeff6Jz584ICAiQprPO5L7lOWV2rrdvdY2dnevsW8j0O6Xs7e2hr6+v0nP48uVLlV5ISp65uTmKFy+OBw8eSG8IYJ1STjFw4EDs2bMHJ0+eRN68eaX0rNYWrl69ipcvX6Js2bIwMDCAgYEBAgIC8Ouvv8LAwECKOausDwA4OzvD29tblubl5SUNDJzVfqPvQU47bmanbSS77KtyopzW7jJKk23ayckJX758wdu3b5PNk11lZF+QU+vNyMgIBQsWRLly5TB9+nSULFkSCxcuZJ0lQxvnlDmx3pJK6zU260w7Mr1TysjICGXLlsXRo0dl6UePHoWvr29mh5NlxcTE4O7du3B2doa7uzucnJxkdfrlyxcEBASwTilbEUJgwIAB2LlzJ06cOAF3d3fZ9KzWFmrUqIHbt2/jxo0b0qdcuXJo3749bty4gQIFCmSp9QEAPz8/lddd379/H66urgCy3m/0Pchpx83ssI1kt31VTpTT2l1GabJNly1bFoaGhrI84eHhCAoKyrZ1qo19QU6sN3WEEIiJiWGdJUMb55Q5sd6SSus1NutMSzJrRPWvbdmyRRgaGopVq1aJ4OBgMWTIEGFubi5CQkJ0EU6WMHz4cHHq1Cnx6NEjcfHiRdGwYUNhaWkp1dmMGTOEtbW12Llzp7h9+7Zo166dcHZ2FlFRUTqOnEh7+vbtK6ytrcWpU6dEeHi49Pn48aOUJ6u3ha/flCJE1lufy5cvCwMDA/HLL7+IBw8eiE2bNgkzMzOxceNGKU9WW6fvQXY7bkZHR4vr16+L69evCwBi3rx54vr16yI0NFQIkfW3kZywr8oJslu7yyhttNs+ffqIvHnzimPHjolr166J6tWri5IlS4q4uDhdrdY3pa19QU6rt9GjR4vTp0+Lx48fi1u3bokxY8YIPT09ceTIESEE60xT6TmnzGn1po1r7JxWZ9+CTjqlhBDit99+E66ursLIyEiUKVNGejUqqdemTRvh7OwsDA0NhYuLi2jevLm4c+eOND0hIUFMmDBBODk5CWNjY1GlShVx+/ZtHUZMpH0A1H7WrFkj5cnqbSHpCURWXJ+9e/eKYsWKCWNjY1GkSBGxfPly2fSsuE7fg+x03Dx58qTatty5c2chRNbfRnLCviqnyE7tLqO00W4/ffokBgwYIGxtbYWpqalo2LChCAsL08HaZA5t7QtyWr1169ZNane5c+cWNWrUkDqkhGCdaSo955Q5rd60cY2d0+rsW1AIIURm3JFFRERERERERESklOljShEREREREREREbFTioiIiIiIiIiIMh07pYiIiIiIiIiIKNOxU4qIiIiIiIiIiDIdO6WIiIiIiIiIiCjTsVOKiIiIiIiIiIgyHTuliIiIiIiIiIgo07FTioiIiIiIiIiIMh07pTJg7dq1yJUrl/R94sSJKFWqVJrKUCgU2L17d7LTQ0JCoFAocOPGjXTF+K2dOnUKCoUC796903UopEVZedtOGrsuuLm5YcGCBZmyrI4dO2LatGnS948fP6JFixawsrLKkm1z3759KF26NBISEnQdCmVQ1apVMWTIEF2HIZPafomIiFSl5zxQm8aNG4devXpJ34UQ6NWrF2xtbb/r66Tk3L59G3nz5sWHDx90HQrRd4GdUkRE6ZRcB1hgYKDs5OlbuXXrFvbv34+BAwdKaevWrcOZM2dw/vx5hIeHw9ra+pvHoU0NGzaEQqHAH3/8oetQKIN27tyJKVOmAMjcjlog+Quo8PBw1KtXL9PiICL63ikUihQ/Xbp0wYgRI3D8+HGdxPfixQssXLgQY8aMkdIOHTqEtWvXYt++fQgPD0exYsV0Elt6FS9eHOXLl8f8+fN1HQrRd4GdUjlQfHw870IgSsGXL18yNH/u3LlhZmampWiSt3jxYrRq1QqWlpZS2sOHD+Hl5YVixYrByckJCoVCZb6Mrt+31rVrVyxatEjXYVAG2drayrZNbcjotuvk5ARjY2MtRUNElPWFh4dLnwULFsDKykqWtnDhQlhYWMDOzk4n8a1atQo+Pj5wc3OT0h4+fAhnZ2f4+vrCyckJBgYGKvNlhXOdpUuXIj4+XtehEOlcju+U2rFjB4oXLw5TU1PY2dmhZs2a+PDhA06fPg1DQ0M8f/5cln/48OGoUqWKRmUHBgaiVq1asLe3h7W1Nfz9/XHt2jWVfMq/3JqamsLd3R3bt29Psdzg4GDUr18fFhYWcHR0RMeOHfH69etk8yvv5ti3bx+8vb1hbGyM0NBQjeJTKBRYuXIlmjVrBjMzMxQqVAh79uxJdlmfPn1CgwYNULFiRURERKRSQ/Qt5YRtG0jcvvPnzw8zMzM0a9YMb968kU3v0qULmjZtKksbMmQIqlatKn2vWrUqBgwYgGHDhsHe3h61atUCAMybNw/FixeHubk58uXLh379+uH9+/cAEh9d7dq1KyIjI6W/Jk6cOBGA6l0hYWFhaNKkCSwsLGBlZYXWrVvjxYsX0nTlXR0bNmyAm5sbrK2t0bZtW0RHRye73gkJCdi+fTsaN24sW4+5c+fi9OnTUCgU0jq6ublh6tSp6NKlC6ytrdGzZ08AwE8//QRPT0+YmZmhQIECGDduHGJjY1XiWr16NfLnzw8LCwv07dsX8fHxmDVrFpycnODg4IBffvlFFltkZCR69eoFBwcHWFlZoXr16rh586Y0/ebNm6hWrRosLS1hZWWFsmXL4sqVK9L0xo0b4/Lly3j06FGy60/fP+Xje1WrVkVoaCiGDh0qtRWl8+fPo0qVKjA1NUW+fPkwaNAg2eMM6dl2165di0mTJuHmzZvS8tauXQtA9fG927dvo3r16tJ+slevXlIbB/7bf8yZMwfOzs6ws7ND//79Ze2EiCgrc3Jykj7W1tZQKBQqaUnvPlXuG6dNmwZHR0fkypULkyZNQlxcHP73v//B1tYWefPmxerVq2XL+vfff9GmTRvY2NjAzs4OTZo0QUhISIrxbdmyRXau06VLFwwcOBBhYWFQKBRSZ1V6zuUA+XVS4cKFYWZmhpYtW+LDhw9Yt24d3NzcYGNjg4EDB8o6kL58+YKRI0ciT548MDc3R4UKFXDq1ClpemhoKBo1agQbGxuYm5ujaNGiOHDggDS9Tp06ePPmDQICAjT9qYiyrRzdKRUeHo527dqhW7duuHv3Lk6dOoXmzZtDCIEqVaqgQIEC2LBhg5Q/Li4OGzduRNeuXTUqPzo6Gp07d8aZM2dw8eJFFCpUCPXr11e50Bw3bhxatGiBmzdvokOHDmjXrh3u3r2bbMz+/v4oVaoUrly5gkOHDuHFixdo3bp1irF8/PgR06dPx8qVK3Hnzh04ODhoHN+kSZPQunVr3Lp1C/Xr10f79u3VdjhFRkaidu3a+PLlC44fPw5bW1uN6om0L6ds25cuXUK3bt3Qr18/3LhxA9WqVcPUqVM1Woek1q1bBwMDA5w7dw6///47AEBPTw+//vorgoKCsG7dOpw4cQIjR44EAPj6+qr8RXHEiBEq5Qoh0LRpU0RERCAgIABHjx7Fw4cP0aZNG1m+hw8fYvfu3di3bx/27duHgIAAzJgxI9l4b926hXfv3qFcuXJS2s6dO9GzZ0/4+PggPDwcO3fulKbNnj0bxYoVw9WrVzFu3DgAgKWlJdauXYvg4GAsXLgQK1asULmV/OHDhzh48CAOHTqEzZs3Y/Xq1WjQoAGePn2KgIAAzJw5Ez///DMuXrworW+DBg3w/PlzHDhwAFevXkWZMmVQo0YNab/Rvn175M2bF4GBgbh69SpGjRoFQ0NDaZmurq5wcHDAmTNnUv/h6Lu3c+dO5M2bF5MnT5baCpDYIVSnTh00b94ct27dwtatW3H27FkMGDBANn9at902bdpg+PDhKFq0qLS8pO0NSDwu1q1bFzY2NggMDMT27dtx7NgxleWfPHkSDx8+xMmTJ7Fu3TqsXbtW6uQiIsqpTpw4gWfPnuH06dOYN28eJk6ciIYNG8LGxgaXLl1Cnz590KdPHzx58gRA4j63WrVqsLCwwOnTp3H27FlYWFigbt26yd7V9PbtWwQFBcnOdRYuXIjJkycjb968CA8PR2BgoDQtredySh8/fsSvv/6KLVu24NChQ9J584EDB3DgwAFs2LABy5cvx44dO6R5unbtinPnzmHLli24desWWrVqhbp16+LBgwcAgP79+yMmJganT5/G7du3MXPmTFhYWEjzGxkZoWTJkjzXIQIAkYNdvXpVABAhISFqp8+cOVN4eXlJ33fv3i0sLCzE+/fvhRBCrFmzRlhbW0vTJ0yYIEqWLJns8uLi4oSlpaXYu3evlAZA9OnTR5avQoUKom/fvkIIIR4/fiwAiOvXrwshhBg3bpyoXbu2LP+TJ08EAHHv3j21y12zZo0AIG7cuJFsbCnF9/PPP0vf379/LxQKhTh48KAQQoiTJ08KAOLvv/8WJUuWFM2bNxcxMTEpLoe+vZyybbdr107UrVtXltamTRtZ7J07dxZNmjSR5Rk8eLDw9/eXvvv7+4tSpUolu35K27ZtE3Z2dtL3pPWk5OrqKubPny+EEOLIkSNCX19fhIWFSdPv3LkjAIjLly8LIRLr18zMTERFRUl5/ve//4kKFSokG8uuXbuEvr6+SEhISHHdlPE0bdo01fWbNWuWKFu2rPRdXVx16tQRbm5uIj4+XkorXLiwmD59uhBCiOPHjwsrKyvx+fNnWdkeHh7i999/F0IIYWlpKdauXZtiLKVLlxYTJ05MNWb6fvn7+4vBgwcLIeRtQqljx46iV69esrQzZ84IPT098enTJ2m+9G676vZZAMSuXbuEEEIsX75c2NjYSPs9IYTYv3+/0NPTE8+fPxdCJO4/XF1dRVxcnJSnVatWok2bNqnGRESU1SR3XpN0n6rcNyY9F6hcubL0PS4uTpibm4vNmzcLIYRYtWqVKFy4sOy8JSYmRpiamorDhw+rjef69esCgOwcSggh5s+fL1xdXWVpGTmXAyD++ecfKa13797CzMxMREdHS2l16tQRvXv3FkII8c8//wiFQiH+/fdfWdk1atQQo0ePFkIIUbx48VTPY5o1aya6dOmSasxE2V2OvlOqZMmSqFGjBooXL45WrVphxYoVePv2rTS9S5cu+Oeff6Q7AFavXo3WrVvD3Nxco/JfvnyJPn36wNPTE9bW1rC2tsb79+8RFhYmy+fj46PyPbm7Sa5evYqTJ0/CwsJC+hQpUgRA4h0NyTEyMkKJEiXSFd/X85mbm8PS0hIvX76U5alZsyYKFCiAbdu2wcjIKNk4KHPklG377t27apeRHl//FU7p5MmTqFWrFvLkyQNLS0t06tQJb968SdPbUu7evYt8+fIhX758Upq3tzdy5colqws3NzfZ+DvOzs4q7exrnz59grGxsdoxo9RRt347duxApUqV4OTkBAsLC4wbN07lN0wal6OjI7y9vaGnpydLU8Z69epVvH//HnZ2drLf8vHjx9LvOGzYMPTo0QM1a9bEjBkz1P6+pqam+Pjxo0brRlnT1atXsXbtWtl2UqdOHSQkJODx48dSvvRuu6m5e/cuSpYsKdvv+fn5ISEhAffu3ZPSihYtCn19fel7am2TiCgnKFq0qMq5QPHixaXv+vr6sLOzk50f/PPPP7C0tJT2+ba2tvj8+XOy53mfPn0CAJiYmGgUU3rP5czMzODh4SFbFzc3N9mdTV+f61y7dg1CCHh6esqOYQEBAdK6DBo0CFOnToWfnx8mTJiAW7duqcTGcx2iRKqjwuUg+vr6OHr0KM6fP48jR45g0aJFGDt2LC5dugR3d3c4ODigUaNGWLNmDQoUKIADBw7InhVOTZcuXfDq1SssWLAArq6uMDY2ho+Pj0YD7yV3oZmQkIBGjRph5syZKtOcnZ2TLc/U1FSlTE3j+/qxGmVsSQdKb9CgAf78808EBwfLDkikGzll2xZCpLo8PT09lXzqxoNJ2iEXGhqK+vXro0+fPpgyZQpsbW1x9uxZdO/ePU3jyQgh1K5z0nRN2tnX7O3t8fHjR3z58kWjjuCk63fx4kW0bdsWkyZNQp06dWBtbY0tW7Zg7ty5snzq4kop1oSEBDg7O6vdnpRvKpw4cSJ+/PFH7N+/HwcPHsSECROwZcsWNGvWTMobERGB3Llzp7pelHUlJCSgd+/eGDRokMq0/PnzS/9P77abmuTaJoAMtU0iopwgPecHZcuWxaZNm1TKSu54b29vDyDxMT5NzgnSey6XnnXR19fH1atXZX+0ACB1ZPXo0QN16tTB/v37ceTIEUyfPh1z586VvTE5IiJC1hlGlFPl6E4pIHEH4+fnBz8/P4wfPx6urq7YtWsXhg0bBiBxh9K2bVvkzZsXHh4e8PPz07jsM2fOYMmSJahfvz4A4MmTJ2oHbb548SI6deok+166dGm1ZZYpUwZ//vkn3Nzc1L5pIi00jU8TM2bMgIWFBWrUqIFTp07B29s7Q7FRxuWEbdvb21u62+vrZXwtd+7cCAoKkqXduHFD5WQjqStXriAuLg5z586V/hK4bds2WR4jI6NU35ri7e2NsLAwPHnyRLpbKjg4GJGRkfDy8kpx3pQoBxwNDg6WDT6qqXPnzsHV1RVjx46V0kJDQ9Mdj1KZMmXw/PlzGBgYyN6Uk5Snpyc8PT0xdOhQtGvXDmvWrJE6pZR/NU1uW6GsR11bKVOmDO7cuYOCBQumqSxNtl1N2+a6devw4cMH6ULm3Llz0NPTg6enZ5piIiKilJUpUwZbt26VXoKiCQ8PD1hZWSE4ODhd+2VNzuXSo3Tp0oiPj8fLly9RuXLlZPPly5dPGltr9OjRWLFihaxTKigoCC1btsxwPERZXY5+fO/SpUuYNm0arly5grCwMOzcuROvXr2SXSgq/wo7depUjQeBVipYsCA2bNiAu3fv4tKlS2jfvj1MTU1V8m3fvh2rV6/G/fv3MWHCBFy+fFlloFWl/v37IyIiAu3atZPeTnXkyBF069Ytza8U1TQ+Tc2ZMwft27dH9erV8ffff6e7HMq4nLJtDxo0CIcOHcKsWbNw//59LF68GIcOHZLlqV69Oq5cuYL169fjwYMHmDBhgkonlToeHh6Ii4vDokWL8OjRI2zYsAHLli2T5XFzc8P79+9x/PhxvH79Wu0t2DVr1kSJEiXQvn17XLt2DZcvX0anTp3g7++v9jZzTeXOnRtlypTB2bNn0zV/wYIFERYWhi1btuDhw4f49ddfsWvXrnTHo1SzZk34+PigadOmOHz4MEJCQnD+/Hn8/PPPuHLlCj59+oQBAwbg1KlTCA0Nxblz5xAYGCjbNi9evCjdfUfZg5ubG06fPo1///1X6sD+6aefcOHCBfTv3x83btzAgwcPsGfPHtkJuzqabLtubm54/Pgxbty4gdevXyMmJkalnPbt28PExASdO3dGUFAQTp48iYEDB6Jjx45wdHTU3soTERHat28Pe3t7NGnSBGfOnMHjx48REBCAwYMH4+nTp2rn0dPTQ82aNdN9rqPJuVx6eHp6on379ujUqRN27tyJx48fIzAwEDNnzpTesDdkyBAcPnwYjx8/xrVr13DixAnZuU5ISAj+/fdf1KxZM8PxEGV1ObpTysrKCqdPn0b9+vXh6emJn3/+GXPnzkW9evWkPHp6eujSpQvi4+Nld3xoYvXq1Xj79i1Kly6Njh07YtCgQXBwcFDJN2nSJGzZsgUlSpTAunXrsGnTpmTvNHJxccG5c+cQHx+POnXqoFixYhg8eDCsra1lz3VrM760mD9/Plq3bo3q1avj/v37GSqL0i+nbNsVK1bEypUrsWjRIpQqVQpHjhzBzz//LMtTp04djBs3DiNHjsQPP/yA6Ohojda3VKlSmDdvHmbOnIlixYph06ZNmD59uiyPr68v+vTpgzZt2iB37tyYNWuWSjnKV9Db2NigSpUq0vhrW7duTTWG1PTq1UvtbfCaaNKkCYYOHYoBAwagVKlSOH/+vPRms4xQKBQ4cOAAqlSpgm7dusHT0xNt27ZFSEgIHB0doa+vjzdv3qBTp07w9PRE69atUa9ePUyaNEkqY/PmzWjfvj3MzMwyHA99HyZPnoyQkBB4eHhIj2CUKFECAQEBePDgASpXrozSpUtj3LhxKT6KDmi27bZo0QJ169ZFtWrVkDt3bmzevFmlHDMzMxw+fBgRERH44Ycf0LJlS9SoUQOLFy/W3ooTERGAxH3u6dOnkT9/fjRv3hxeXl7o1q0bPn36lOKdU7169cKWLVvS9di0Judy6bVmzRp06tQJw4cPR+HChdG4cWNcunRJuis+Pj4e/fv3h5eXF+rWrYvChQtjyZIl0vybN29G7dq14erqqpV4iLIyhdBkUJYcrmfPnnjx4gX27Nmj61CItIrbdtb2+fNnFC5cGFu2bMk2dxW9evUKRYoUwZUrV+Du7q7rcIiIiEiHhBCoWLEihgwZgnbt2uk6HK2IiYlBoUKFsHnz5jQNn0GUXeX4MaVSEhkZicDAQGzatAl//fWXrsMh0hpu29mDiYkJ1q9fn+6x4L5Hjx8/xpIlS9ghRURERFAoFFi+fLnat9dlVaGhoRg7diw7pIj+H++USkHVqlVx+fJl9O7dG/Pnz9d1OERaw22biIiIiIiIdI2dUkRERERERERElOly9EDnRERERERERESkG+yUIiIiIiIiIiKiTMdOKSIiIiIiIiIiynTslCIiIiIiIiIiokzHTikiIiIiIiIiIsp07JQiIiIiIiIiIqJMx04pIiIiIiIiIiLKdOyUIiIiIiIiIiKiTMdOKSIiIiIiIiIiynT/B9JhKK/RlmQeAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 98%|██████████████████████████████████▎| 50/51 [01:04<00:01,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████| 51/51 [01:06<00:00,  1.30s/it]\n",
+      "/home/sambray/mambaforge-pypy3/envs/spyglass-moseq-1/lib/python3.9/site-packages/keypoint_moseq/fitting.py:589: UserWarning:\n",
+      "\n",
+      "'kappa' with <class 'int'> will be cast to <class 'float'>\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/8b46f4d1412b3b5343\n",
+      "c7568134c8ecac/8b46f4d1412b3b5343c7568134c8ecac_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 25%|████████▍                         | 25/101 [00:33<01:40,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 50%|████████████████▊                 | 50/101 [01:07<01:07,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 74%|█████████████████████████▏        | 75/101 [01:40<00:34,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 99%|████████████████████████████████▋| 100/101 [02:14<00:01,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████| 101/101 [02:16<00:00,  1.35s/it]\n",
+      "Reindexing: 100%|█████████████| 7/7 [00:01<00:00,  4.86model snapshot/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/aef642d24bf39d00d3\n",
+      "4f4f187f20c545/aef642d24bf39d00d34f4f187f20c545_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 49%|█████████████████▏                 | 25/51 [00:32<00:33,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 98%|██████████████████████████████████▎| 50/51 [01:04<00:01,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████| 51/51 [01:06<00:00,  1.31s/it]\n",
+      "/home/sambray/mambaforge-pypy3/envs/spyglass-moseq-1/lib/python3.9/site-packages/keypoint_moseq/fitting.py:589: UserWarning:\n",
+      "\n",
+      "'kappa' with <class 'int'> will be cast to <class 'float'>\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/aef642d24bf39d00d3\n",
+      "4f4f187f20c545/aef642d24bf39d00d34f4f187f20c545_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 25%|████████▍                         | 25/101 [00:33<01:40,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 50%|████████████████▊                 | 50/101 [01:06<01:07,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 74%|█████████████████████████▏        | 75/101 [01:40<00:34,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 99%|████████████████████████████████▋| 100/101 [02:14<00:01,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████| 101/101 [02:16<00:00,  1.35s/it]\n",
+      "Reindexing: 100%|█████████████| 7/7 [00:01<00:00,  4.72model snapshot/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/3230c67ed1b7a904a1\n",
+      "73d32a721f8e4c/3230c67ed1b7a904a173d32a721f8e4c_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 49%|█████████████████▏                 | 25/51 [00:31<00:33,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 98%|██████████████████████████████████▎| 50/51 [01:04<00:01,  1.27s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████| 51/51 [01:06<00:00,  1.30s/it]\n",
+      "/home/sambray/mambaforge-pypy3/envs/spyglass-moseq-1/lib/python3.9/site-packages/keypoint_moseq/fitting.py:589: UserWarning:\n",
+      "\n",
+      "'kappa' with <class 'int'> will be cast to <class 'float'>\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outputs will be saved to /stelmo/nwb/moseq/projects/3230c67ed1b7a904a1\n",
+      "73d32a721f8e4c/3230c67ed1b7a904a173d32a721f8e4c_ar\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 25%|████████▍                         | 25/101 [00:33<01:40,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 50%|████████████████▊                 | 50/101 [01:07<01:07,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 74%|█████████████████████████▏        | 75/101 [01:40<00:34,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 99%|████████████████████████████████▋| 100/101 [02:14<00:01,  1.32s/it]"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x250 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████| 101/101 [02:16<00:00,  1.35s/it]\n",
+      "Reindexing: 100%|█████████████| 7/7 [00:01<00:00,  4.82model snapshot/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for new_params_key in new_params_key_list:\n",
+    "    new_model_key = {\n",
+    "        \"model_params_name\": new_params_key[\"model_params_name\"],\n",
+    "        \"pose_group_name\": model_key[\"pose_group_name\"],\n",
+    "    }\n",
+    "    MoseqModelSelection().insert1(new_model_key, skip_duplicates=True)\n",
+    "MoseqModel().populate()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can then choose the model that best matches your syllable duration of interest and \n",
+    "continue training it using the training extension described above"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tutorial_kappa5_mini training results: /stelmo/nwb/moseq/projects/411c8460ca6c2e53b6e62826b7e49bd7/411c8460ca6c2e53b6e62826b7e49bd7_ar/fitting_progress.pdf\n",
+      "tutorial_kappa6_mini training results: /stelmo/nwb/moseq/projects/8b46f4d1412b3b5343c7568134c8ecac/8b46f4d1412b3b5343c7568134c8ecac_ar/fitting_progress.pdf\n",
+      "tutorial_kappa7_mini training results: /stelmo/nwb/moseq/projects/aef642d24bf39d00d34f4f187f20c545/aef642d24bf39d00d34f4f187f20c545_ar/fitting_progress.pdf\n",
+      "tutorial_kappa8_mini training results: /stelmo/nwb/moseq/projects/3230c67ed1b7a904a173d32a721f8e4c/3230c67ed1b7a904a173d32a721f8e4c_ar/fitting_progress.pdf\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print out link to the pdf of training results (includes syllable durations)\n",
+    "for new_params_key in new_params_key_list:\n",
+    "    new_model_key = {\n",
+    "        \"model_params_name\": new_params_key[\"model_params_name\"],\n",
+    "        \"pose_group_name\": model_key[\"pose_group_name\"],\n",
+    "    }\n",
+    "    training_results_path = MoseqModel().get_training_progress_path(\n",
+    "        new_model_key\n",
+    "    )\n",
+    "    print(\n",
+    "        f\"{new_model_key['model_params_name']} training results: {training_results_path}\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "spyglass-moseq-1",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/py_scripts/00_Setup.py b/notebooks/py_scripts/00_Setup.py
index 1169999a4..0462b5a97 100644
--- a/notebooks/py_scripts/00_Setup.py
+++ b/notebooks/py_scripts/00_Setup.py
@@ -5,9 +5,9 @@
 #       extension: .py
 #       format_name: light
 #       format_version: '1.5'
-#       jupytext_version: 1.16.0
+#       jupytext_version: 1.15.2
 #   kernelspec:
-#     display_name: Python 3 (ipykernel)
+#     display_name: spyglass
 #     language: python
 #     name: python3
 # ---
@@ -257,6 +257,46 @@
 # their conda installation steps
 # [here](https://jax.readthedocs.io/en/latest/installation.html#conda-installation).
 #
+# #### Deep Lab Cut (DLC)
+#
+# Spyglass provides an environment build for using the DLC pipeline. To create an
+# environment with these features, please:
+# 1. navigate to your cloned spyglass repo.
+# 2. build the environment from the dlc version
+# 3. activate the environment to use
+#
+# ```bash
+# # cd /path/to/spyglass # 1
+# mamba env create -f environment_dlc.yml # 2
+# mamba activate spyglass-dlc # 3
+# ```
+#
+# Alternatively, you can pip install using
+# ```bash
+# pip install spyglass[dlc]
+# ```
+#
+# #### Keypoint-Moseq
+#
+# Spyglass provides an environment build for using the Moseq pipeline. To create an
+# environment with these features, please:
+# 1. navigate to your cloned spyglass repo.
+# 2. build the environment from one of the moseq versions
+# 3. activate the environment to use
+#
+# ```bash
+# # cd /path/to/spyglass # 1
+# mamba env create -f environment_moseq_cpu.yml # 2
+# mamba activate spyglass-moseq-cpu # 3
+# ```
+#
+# Alternatively, you can pip install using
+# ```bash
+# pip install spyglass[moseq-cpu]
+# ```
+#
+# To use a GPU enabled version of the package, replace `cpu` with `gpu` in the above
+# commands
 #
 
 # ## Database
diff --git a/notebooks/py_scripts/60_MoSeq.py b/notebooks/py_scripts/60_MoSeq.py
new file mode 100644
index 000000000..7d9136e48
--- /dev/null
+++ b/notebooks/py_scripts/60_MoSeq.py
@@ -0,0 +1,327 @@
+# ---
+# jupyter:
+#   jupytext:
+#     text_representation:
+#       extension: .py
+#       format_name: light
+#       format_version: '1.5'
+#       jupytext_version: 1.15.2
+#   kernelspec:
+#     display_name: spyglass-moseq-1
+#     language: python
+#     name: python3
+# ---
+
+# # MoSeq Pipeline Tutorial
+#
+# This notebook provides a tutorial on how to use the MoSeq pipeline to analyze behavioral data. The pipeline is a tool for taking keypoint pose estimations and extracting behavioral syllables.
+#
+# *Note: Moseq is an optional dependency within the spyglass package. For installation
+# instructions, see the [setup tutorial](./00_Setup.ipynb)
+#
+# Here is a schematic showing the tables used in this pipeline. The Basic steps are:
+# > **Model Training**
+# > - Define training data in `PoseGroup`
+# >  - Define Moseq model and training parameters in `MoseqModelParams`
+# >  - Combine a set of training parameters and training data in `MoseqModelSelection`
+# >  - Populate `MoseqModel` to train
+# >
+# > **Convert pose data to behavioral syllables**
+# >  - Combine a trained model from `MoseqModel` and a pose data from `PositionOutput` in
+# `MoseqSyllableSelection`
+# >  - Populate  `MoseqSyllable` to apply the trained model to the selected data
+#
+# ![moseq_outline.png|2000x900](./../notebook-images/moseq_outline.png)
+#
+
+#  # Accessing the keypoint (pose) data
+#
+# In the spyglass architecture, keypoint tracking is performed in the `Position` module,
+# and can be accessed through `PositionOutput.fetch_pose_dataframe()`. In this tutorial,
+# we are using a set of unpublished data from the Frank lab. For a tutorial on
+# running keypoint extraction in spyglass, see [the DLC tutorial notebook](21_DLC.ipynb).
+#
+# We can access an example set of keypoint pose data here:
+
+# +
+# %load_ext autoreload
+# %autoreload 2
+from spyglass.position.position_merge import PositionOutput
+
+# Key defining the DLC data we are using
+pose_key = {
+    "nwb_file_name": "SC100020230912_.nwb",
+    "epoch": 9,
+    "video_file_num": 14,
+    "project_name": "sideHomeOfficial",
+    "dlc_model_name": "sideHomeOfficial_tutorial_00",
+    "dlc_model_params_name": "default",
+    "task_mode": "trigger",
+}
+
+# Fetch the pose data for demo purposes
+merge_key = (PositionOutput.DLCPosV1 & pose_key).fetch1("KEY")
+pose_df = (PositionOutput & merge_key).fetch_pose_dataframe()
+pose_df
+# -
+
+# To train a moseq model, we first need to define the epochs of pose data we will train on
+# as well as the bodyparts to use within the model. We define this in the `PoseGroup`
+# table below.
+#
+# Note that training can be run using data from multiple epochs by passing a list of
+# merge ids to `create_group`
+
+# +
+from spyglass.behavior.v1.core import PoseGroup
+
+# Define the group name and bodyparts to include in the Moseq model
+group_name = "tutorial_group"
+merge_ids = [(PositionOutput & merge_key).fetch("merge_id")[0]]
+bodyparts = [
+    "forelimbL",
+    "forelimbR",
+    "nose",
+    "spine1",
+    "spine3",
+    "spine5",
+    "tailBase",
+]
+
+# Create the group
+PoseGroup().create_group(
+    group_name,
+    merge_ids,
+    bodyparts,
+)
+
+# Look at the group in the database
+group_key = {"pose_group_name": group_name}
+PoseGroup() & group_key
+# -
+
+# ## Defining the Moseq Model
+#
+# Next, we make an entry intpo the `MoseqModelParams` table.  The information in this
+# is used to initialize the moseq model and includes hyperparameters for model training
+# as well as allows you to begin training from an existing model in the database
+# (discussed more below). Relevant parameters can be found in the [Moseq documentation](
+# https://keypoint-moseq.readthedocs.io/en/latest/modeling.html#model-fitting)
+#
+# ** Note: All bodyparts in the `PoseGroup` entry will be used in the model
+
+# +
+from spyglass.behavior.v1.moseq import (
+    MoseqModel,
+    MoseqModelParams,
+    MoseqModelSelection,
+)
+
+model_params_name = "tutorial_kappa4_mini"
+params = {}
+# the skeleton list defines pairs of bodyparts that are linked by and edge
+params["skeleton"] = [
+    ["nose", "spine1"],
+    ["spine1", "forelimbL"],
+    ["spine1", "forelimbR"],
+    ["spine1", "spine3"],
+    ["spine3", "spine5"],
+    ["spine5", "tailBase"],
+]
+# kappa affects the distribution of syllable durations, likely needs tuning for each dataset
+params["kappa"] = 1e4
+# num_ar_iters is the number of iterations of the autoregressive model for warm-up
+params["num_ar_iters"] = 50
+# num_epochs is the number of epochs to train the model
+params["num_epochs"] = 50
+# anteror and posterior bodyparts are used to define the orientation of the animal
+params["anterior_bodyparts"] = ["nose"]
+params["posterior_bodyparts"] = ["tailBase"]
+
+MoseqModelParams().insert1(
+    {"model_params_name": model_params_name, "model_params": params},
+    skip_duplicates=True,
+)
+
+MoseqModelParams()
+# -
+
+# To train the model, we link a set of model params with training data in `PoseGroup`
+# using the `MoseqModelSelection` table.
+
+# +
+MoseqModelSelection().insert1(
+    {
+        "model_params_name": model_params_name,
+        "pose_group_name": group_name,
+    },
+    skip_duplicates=True,
+)
+
+MoseqModelSelection()
+# -
+
+# We can then train the model by populating the corresponding `MoseqModel` entry.  This
+# will load the keypoint data, format it for moseq, and then train according to the
+# setting in the `MoseqModelParams` entry
+
+model_key = {
+    "model_params_name": model_params_name,
+    "pose_group_name": group_name,
+}
+MoseqModel().populate(model_key)
+
+# The model is now trained and accessible through the the `MoseqModel` table.
+
+trained_model = MoseqModel().fetch_model(model_key)
+trained_model
+
+# We can also analyze components of the trained model;
+# ie. the pca breakdown of the pose skeleton
+
+table = MoseqModel() & model_key
+table.analyze_pca()
+
+# ## Run data through the trained model
+#
+# Now that we have a trained model, we can use it to convert pose data into behavioral
+# syllables. We do so by combining a trained model with an epoch of pose data, and then
+# applying the populate command
+
+# +
+# %load_ext autoreload
+# %autoreload 2
+from spyglass.behavior.v1.moseq import MoseqSyllableSelection, MoseqSyllable
+
+# Make a selection table entry defining the pose data and moseq model to use
+pose_key = (
+    PoseGroup().Pose().fetch("pose_merge_id", as_dict=True)[0]
+)  # can also use data outside of the training epochs
+key = {**model_key, **pose_key, "num_iters": 3}
+MoseqSyllableSelection().insert1(key, skip_duplicates=True)
+
+# Run populate to apply the model to the pose data
+MoseqSyllable().populate(key)
+MoseqSyllable()
+
+# +
+import matplotlib.pyplot as plt
+
+moseq_df = (MoseqSyllable() & key).fetch1_dataframe()
+moseq_df
+ind = slice(1000, 3000)
+
+fig, ax = plt.subplots(2, 1, figsize=(8, 5), sharex=True)
+t = moseq_df.index.values[ind]
+ax[0].plot(t, moseq_df["centroid x"].values[ind], label="x")
+ax[0].plot(t, moseq_df["centroid y"].values[ind], label="y")
+ax[1].scatter(
+    t,
+    moseq_df.syllable.values[ind],
+    s=10,
+    c=moseq_df.syllable.values[ind],
+    cmap="tab20",
+)
+ax[0].set_ylabel("centroid")
+ax[1].set_ylabel("syllable")
+ax[1].set_xlabel("time (s)")
+# -
+
+# This concludes the tutorial for basic usage of the Moseq pipeline. Next, we will
+# look at usage for extending training from a base model and leveraging spyglass's
+# relational database to easily sweep through model hyperparameters
+
+# # Extend model training
+#
+# There are many cases where you may want to begin trining from an existing model
+# rather than begin from scratch. Examples include continuing training an incompletely
+# converged entry, or using a pre-trained base model and refining it to a particular set
+# of animals/ imaging conditions (ie. transfer learning).
+#
+# The spyglass moseq pipeline allows for this style of iterative training. To do so,
+# we will define a new entry in `MoseqModelParams` using the `make_training_extension_params`
+# method. This entry will have the same params as those used in model_key, except it
+# will point to the model_key entry for the `initial_model`
+
+# Insert a training extension model entry
+extension_params = MoseqModelParams().make_training_extension_params(
+    model_key, num_epochs=100, skip_duplicates=True
+)
+print("initial model: ", extension_params["model_params"]["initial_model"])
+new_params_key = {
+    "model_params_name": extension_params["model_params_name"],
+}
+MoseqModelParams() & "model_params_name LIKE '%tutorial_kappa4%'"
+
+# This extension model can then be trained following the same steps as before
+
+new_model_key = {
+    **new_params_key,
+    "pose_group_name": model_key["pose_group_name"],
+}
+MoseqModelSelection().insert1(new_model_key, skip_duplicates=True)
+MoseqModel().populate(new_model_key)
+
+# # Hyperparameter search (kappa)
+#
+# The relational database structure makes it relatively easy to train and organize
+# multiple models on the same data. Here we demonstrate leveraging this architecture to
+# test values of `kappa` in the moseq model. The `kappa` value determines the rate
+# of syllable transitions, with larger values corresponding to longer syllables
+# ([moseq docs](https://keypoint-moseq.readthedocs.io/en/latest/advanced.html#automatic-kappa-scan)).
+# This value will likely need tuned for your specific data to achieve a syllable
+# distribution at appropriate timescales.
+#
+# To do so we will make a set of parameter entries with varying values of kappa and then
+# training an initial model for each. Looking at the results above, we see a shorter
+# median distribution (~3 frames = 100ms) than we would like
+# ([recommended ~400ms](https://keypoint-moseq.readthedocs.io/en/latest/FAQs.html#modeling))
+# . We will therefore try several parameter sets with larger kappa values.
+#
+#
+
+# +
+original_params = (MoseqModelParams() & model_key).fetch1("model_params")
+
+new_params_key_list = []
+for i in [5, 6, 7, 8]:
+    new_params = original_params.copy()
+    new_params["kappa"] = 10**i
+    new_params["num_epochs"] = 100
+    new_model_params_name = f"tutorial_kappa{i}_mini"
+    new_params_key = {
+        "model_params_name": new_model_params_name,
+        "model_params": new_params,
+    }
+    new_params_key_list.append(new_params_key)
+    MoseqModelParams().insert1(new_params_key, skip_duplicates=True)
+
+MoseqModelParams() & "model_params_name LIKE '%tutorial_kappa%'"
+# -
+
+# We can now train a model for each of these entries. We are training several different
+# models here, so depending on your hardware, now may be a good time for a coffee break.
+
+for new_params_key in new_params_key_list:
+    new_model_key = {
+        "model_params_name": new_params_key["model_params_name"],
+        "pose_group_name": model_key["pose_group_name"],
+    }
+    MoseqModelSelection().insert1(new_model_key, skip_duplicates=True)
+MoseqModel().populate()
+
+# You can then choose the model that best matches your syllable duration of interest and
+# continue training it using the training extension described above
+
+# print out link to the pdf of training results (includes syllable durations)
+for new_params_key in new_params_key_list:
+    new_model_key = {
+        "model_params_name": new_params_key["model_params_name"],
+        "pose_group_name": model_key["pose_group_name"],
+    }
+    training_results_path = MoseqModel().get_training_progress_path(
+        new_model_key
+    )
+    print(
+        f"{new_model_key['model_params_name']} training results: {training_results_path}"
+    )
diff --git a/pyproject.toml b/pyproject.toml
index 0a1cd627f..cb31fa3ef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,6 +65,17 @@ dlc = [
     "ffmpeg",
     "deeplabcut[tf]", # removing dlc pin removes need to pin tf/numba
 ]
+moseq-gpu = [
+    "jax[cuda12]==0.3.22",
+    "jax-moseq[cuda12]",
+    "keypoint-moseq",
+]
+moseq-cpu = [
+    "jax[cpu]==0.3.22",
+    "jax-moseq",
+    "keypoint-moseq",
+]
+
 test = [
     "click",                  # for CLI subpackage only
     "docker",                 # for tests in a container
@@ -177,6 +188,7 @@ omit = [ # which submodules have no tests
     # "*/spikesorting/*",
     # "*/utils/*",
     "settings.py",
+    "*/moseq/*",
 ]
 
 [tool.ruff] # CB: Propose replacing flake8 with ruff to delete setup.cfg
diff --git a/src/spyglass/behavior/__init__.py b/src/spyglass/behavior/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/spyglass/behavior/v1/__init__.py b/src/spyglass/behavior/v1/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/spyglass/behavior/v1/core.py b/src/spyglass/behavior/v1/core.py
new file mode 100644
index 000000000..ad3c09eb3
--- /dev/null
+++ b/src/spyglass/behavior/v1/core.py
@@ -0,0 +1,199 @@
+import warnings
+from pathlib import Path
+from typing import List
+
+import datajoint as dj
+import numpy as np
+import pandas as pd
+
+from spyglass.position.position_merge import PositionOutput
+from spyglass.utils import SpyglassMixin, SpyglassMixinPart
+
+schema = dj.schema("behavior_v1_core")
+
+
+@schema
+class PoseGroup(SpyglassMixin, dj.Manual):
+    """Groups one or more entries of keypoint pose information"""
+
+    definition = """
+    pose_group_name: varchar(80)
+    ----
+    bodyparts = NULL: longblob # list of body parts to include in the pose
+    """
+
+    class Pose(SpyglassMixinPart):
+        definition = """
+        -> PoseGroup
+        -> PositionOutput.proj(pose_merge_id='merge_id')
+        """
+
+    def create_group(
+        self,
+        group_name: str,
+        merge_ids: List[str],
+        bodyparts: List[str] = None,
+    ) -> None:
+        """Create a group of pose information
+
+        Parameters
+        ----------
+        group_name : str
+            Name of the group
+        keys : List[dict]
+            list of keys from PositionOutput to include in the group
+        bodyparts : List[str], optional
+            body parts to include in the group, by default None includes all from every set
+        """
+        group_key = {"pose_group_name": group_name}
+        if self & group_key:
+            warnings.warn(
+                f"Pose group {group_name} already exists. Skipping insertion."
+            )
+            return
+        self.insert1(
+            {
+                **group_key,
+                "bodyparts": bodyparts,
+            }
+        )
+        for merge_id in merge_ids:
+            self.Pose.insert1(
+                {
+                    **group_key,
+                    "pose_merge_id": merge_id,
+                }
+            )
+
+    def fetch_pose_datasets(
+        self, key: dict = None, format_for_moseq: bool = False
+    ):
+        """fetch pose information for a group of videos
+
+        Parameters
+        ----------
+        key : dict
+            group key
+        format_for_moseq : bool, optional
+            format for MoSeq, by default False
+
+        Returns
+        -------
+        dict
+            dictionary of video name to pose dataset
+        """
+        if key is None:
+            key = {}
+
+        bodyparts = (self & key).fetch1("bodyparts")
+        datasets = {}
+        for merge_key in (self.Pose & key).proj(merge_id="pose_merge_id"):
+            video_name = Path(
+                (PositionOutput & merge_key).fetch_video_path()
+            ).name
+            bodyparts_df = (PositionOutput & merge_key).fetch_pose_dataframe()
+            if bodyparts is None:
+                bodyparts = (
+                    bodyparts_df.keys().get_level_values(0).unique().values
+                )
+            bodyparts_df = bodyparts_df[bodyparts]
+            datasets[video_name] = bodyparts_df
+        if format_for_moseq:
+            datasets = format_dataset_for_moseq(datasets, bodyparts)
+        return datasets
+
+    def fetch_video_paths(self, key: dict = None):
+        """fetch video paths for a group of videos
+
+        Parameters
+        ----------
+        key : dict
+            group key
+
+        Returns
+        -------
+        List[Path]
+            list of video paths
+        """
+        if key is None:
+            key = {}
+        return [
+            Path((PositionOutput & merge_key).fetch_video_path())
+            for merge_key in (self.Pose & key).proj(merge_id="pose_merge_id")
+        ]
+
+
+def format_dataset_for_moseq(
+    datasets: dict[str, pd.DataFrame],
+    bodyparts: List[str],
+    coordinate_axes: List[str] = ["x", "y"],
+):
+    """format pose datasets for MoSeq
+
+    Parameters
+    ----------
+    datasets : dict[str, pd.DataFrame]
+        dictionary of video name to pose dataset
+    bodyparts : List[str]
+        list of body parts to include in the pose
+    coordinate_axes : List[str], optional
+        list of coordinate axes to include, by default ["x", "y"]
+
+    Returns
+    -------
+    tuple[dict[str, np.ndarray], dict[str, np.ndarray]
+        coordinates and confidences for each video
+    """
+    num_keypoints = len(bodyparts)
+    num_dimensions = len(coordinate_axes)
+    coordinates = {}
+    confidences = {}
+
+    for video_name, bodyparts_df in datasets.items():
+        num_frames = len(bodyparts_df[bodyparts[0]])
+        coordinates_i = np.empty((num_frames, num_keypoints, num_dimensions))
+        confidences_i = np.empty((num_frames, num_keypoints))
+
+        for i, bodypart in enumerate(bodyparts):
+            part_df = bodyparts_df[bodypart]
+            coordinates_i[:, i, :] = part_df[coordinate_axes].values
+            confidences_i[:, i] = part_df["likelihood"].values
+        coordinates[video_name] = coordinates_i
+        confidences[video_name] = confidences_i
+    return coordinates, confidences
+
+
+def results_to_df(results):
+    for key in results:
+        column_names, data = [], []
+
+        if "syllable" in results[key].keys():
+            column_names.append(["syllable"])
+            data.append(results[key]["syllable"].reshape(-1, 1))
+
+        if "centroid" in results[key].keys():
+            d = results[key]["centroid"].shape[1]
+            column_names.append(["centroid x", "centroid y", "centroid z"][:d])
+            data.append(results[key]["centroid"])
+
+        if "heading" in results[key].keys():
+            column_names.append(["heading"])
+            data.append(results[key]["heading"].reshape(-1, 1))
+
+        if "latent_state" in results[key].keys():
+            latent_dim = results[key]["latent_state"].shape[1]
+            column_names.append(
+                [f"latent_state_{i}" for i in range(latent_dim)]
+            )
+            data.append(results[key]["latent_state"])
+
+        dfs = [
+            pd.DataFrame(arr, columns=cols)
+            for arr, cols in zip(data, column_names)
+        ]
+        df = pd.concat(dfs, axis=1)
+
+        for col in df.select_dtypes(include=[np.floating]).columns:
+            df[col] = df[col].astype(float).round(4)
+
+        return df
diff --git a/src/spyglass/behavior/v1/moseq.py b/src/spyglass/behavior/v1/moseq.py
new file mode 100644
index 000000000..ca4732a23
--- /dev/null
+++ b/src/spyglass/behavior/v1/moseq.py
@@ -0,0 +1,422 @@
+import os
+from pathlib import Path
+
+import datajoint as dj
+import keypoint_moseq as kpms
+
+from spyglass.common import AnalysisNwbfile
+from spyglass.position.position_merge import PositionOutput
+from spyglass.settings import moseq_project_dir, moseq_video_dir
+from spyglass.utils import SpyglassMixin
+
+from .core import PoseGroup, format_dataset_for_moseq, results_to_df
+
+schema = dj.schema("moseq_v1")
+
+
+@schema
+class MoseqModelParams(SpyglassMixin, dj.Lookup):
+    """Parameters for training a moseq model
+    Relevant parameters (keys in model_params):
+    - skeleton: list of tuples of bodyparts to connect
+    - num_ar_iters: number of iterations to run the autoregressive model
+    - kappa: moseq hyperparameter, higher value = longer syllables
+    - num_epochs: number of epochs to train the model
+    - anterior_bodyparts: used to define orientation
+    - posterior_bodyparts: used to define orientation
+    """
+
+    definition = """
+    model_params_name: varchar(80)
+    ---
+    model_params: longblob
+    """
+
+    def make_training_extension_params(
+        self,
+        model_key: dict,
+        num_epochs: int,
+        new_name: str = None,
+        skip_duplicates: bool = False,
+    ):
+        """Method to create a new set of model parameters for extending training
+
+        Parameters
+        ----------
+        model_key : dict
+            key to a single MoseqModelSelection table entry
+        num_epochs : int
+            number of epochs to extend training by
+        new_name : str, optional
+            name for the new model parameters, by default None
+        skip_duplicates : bool, optional
+            whether to skip duplicates, by default False
+
+        Returns
+        -------
+        dict
+            key to a single MoseqModelParams table entry
+        """
+        model_key = (MoseqModel & model_key).fetch1("KEY")
+        model_params = (self & model_key).fetch1("model_params")
+        model_params.update(
+            {"num_epochs": num_epochs, "initial_model": model_key}
+        )
+        # increment param name
+        if new_name is None:
+            # increment the extension number
+            if model_key["model_params_name"][:-1].endswith("_extension"):
+                new_name = (
+                    model_key["model_params_name"][:-3]
+                    + f"{int(model_key['model_params_name'][-3:]) + 1:03}"
+                )
+            # add an extension number
+            else:
+                new_name = (
+                    model_key["pose_group_name"]
+                    + model_key["model_params_name"]
+                    + "_extension001"
+                )
+        new_key = {
+            "model_params_name": new_name,
+            "model_params": model_params,
+        }
+        self.insert1(new_key, skip_duplicates=skip_duplicates)
+        return new_key
+
+
+@schema
+class MoseqModelSelection(SpyglassMixin, dj.Manual):
+    """Pairing of PoseGroup and moseq model params for training"""
+
+    definition = """
+    -> PoseGroup
+    -> MoseqModelParams
+    """
+
+
+@schema
+class MoseqModel(SpyglassMixin, dj.Computed):
+    """Table to train and store moseq models"""
+
+    definition = """
+    -> MoseqModelSelection
+    ---
+    project_dir: varchar(255)
+    epochs_trained: int
+    model_name = "": varchar(255)
+    """
+
+    def make(self, key):
+        """Method to train a model and insert the resulting model into the MoseqModel table
+
+        Parameters
+        ----------
+        key : dict
+            key to a single MoseqModelSelection table entry
+        """
+        model_params = (MoseqModelParams & key).fetch1("model_params")
+        model_name = self._make_model_name(key)
+
+        # set up the project and config
+        project_dir, video_dir = moseq_project_dir, moseq_video_dir
+        project_dir = os.path.join(project_dir, model_name)
+        video_dir = os.path.join(video_dir, model_name)
+        # os.makedirs(project_dir, exist_ok=True)
+        os.makedirs(video_dir, exist_ok=True)
+        # make symlinks to the videos in a single directory
+        video_paths = (PoseGroup & key).fetch_video_paths()
+        for video in video_paths:
+            destination = os.path.join(video_dir, os.path.basename(video))
+            if os.path.exists(destination):
+                continue  # skip if the symlink already exists
+            if os.path.lexists(destination):
+                os.remove(destination)  # remove if it's a broken symlink
+            os.symlink(video, destination)
+
+        bodyparts = (PoseGroup & key).fetch1("bodyparts")
+        kpms.setup_project(
+            str(project_dir),
+            video_dir=str(video_dir),
+            bodyparts=bodyparts,
+            skeleton=model_params["skeleton"],
+            use_bodyparts=bodyparts,
+            anterior_bodyparts=model_params.get("anterior_bodyparts", None),
+            posterior_bodyparts=model_params.get("posterior_bodyparts", None),
+        )
+
+        config = kpms.load_config(project_dir)
+
+        # fetch the data and format it for moseq
+        coordinates, confidences = PoseGroup().fetch_pose_datasets(
+            key, format_for_moseq=True
+        )
+        data, metadata = kpms.format_data(coordinates, confidences, **config)
+
+        # either initialize a new model or load an existing one
+        initial_model_key = model_params.get("initial_model", None)
+        if initial_model_key is None:
+            model, model_name = self._initialize_model(
+                data, metadata, project_dir, model_name, config, model_params
+            )
+            epochs_trained = model_params["num_ar_iters"]
+
+        else:
+            # begin training from an existing model
+            query = MoseqModel & initial_model_key
+            if not query:
+                raise ValueError(
+                    f"Initial model: {initial_model_key} not found"
+                )
+            model = query.fetch_model()
+            epochs_trained = query.fetch1("epochs_trained")
+
+        # update the hyperparameters
+        kappa = model_params["kappa"]
+        model = kpms.update_hypparams(model, kappa=kappa)
+        # run fitting on the complete model
+        num_epochs = model_params["num_epochs"]
+        model = kpms.fit_model(
+            model,
+            data,
+            metadata,
+            project_dir,
+            model_name,
+            ar_only=False,
+            start_iter=epochs_trained,
+            num_iters=epochs_trained + num_epochs,
+        )[0]
+        # reindex syllables by frequency
+        kpms.reindex_syllables_in_checkpoint(project_dir, model_name)
+        self.insert1(
+            {
+                **key,
+                "project_dir": project_dir,
+                "epochs_trained": num_epochs + epochs_trained,
+                "model_name": model_name,
+            }
+        )
+
+    def _make_model_name(self, key: dict):
+        # make a unique model name based on the key
+        key = (MoseqModelSelection & key).fetch1("KEY")
+        return dj.hash.key_hash(key)
+
+    @staticmethod
+    def _initialize_model(
+        data: dict,
+        metadata: tuple,
+        project_dir: str,
+        model_name: str,
+        config: dict,
+        model_params: dict,
+    ):
+        """Method to initialize a model. Creates model and runs initional ARHMM fit
+
+        Parameters
+        ----------
+        data : dict
+            data dictionary (get from kpms.format_data)
+        metadata : tuple
+            metadata tuple (get from kpms.format_data)
+        project_dir : str
+            path to the project directory
+        model_name : str
+            name of the model
+        config : dict
+            keypoint moseq config
+        model_params : dict
+            params dictionary fetched from spyglass parameter table entry
+
+        Returns
+        -------
+        tuple
+            model, model_name
+        """
+        # fit pca of data
+        pca = kpms.fit_pca(**data, **config)
+        kpms.save_pca(pca, project_dir)
+
+        # create the model
+        model = kpms.init_model(data, pca=pca, **config)
+        # run the autoregressive fit on the model
+        num_ar_iters = model_params["num_ar_iters"]
+        return kpms.fit_model(
+            model,
+            data,
+            metadata,
+            project_dir,
+            ar_only=True,
+            num_iters=num_ar_iters,
+            model_name=model_name + "_ar",
+        )
+
+    def analyze_pca(self, key: dict = dict(), explained_variace: float = 0.9):
+        """Method to analyze the PCA of a model
+
+        Parameters
+        ----------
+        key : dict
+            key to a single MoseqModel table entry
+        explained_variace : float, optional
+            minimum explained variance to print, by default 0.9
+        """
+        project_dir = (self & key).fetch1("project_dir")
+        pca = kpms.load_pca(project_dir)
+        config = kpms.load_config(project_dir)
+        kpms.print_dims_to_explain_variance(pca, explained_variace)
+        kpms.plot_scree(pca, project_dir=project_dir)
+        kpms.plot_pcs(pca, project_dir=project_dir, **config)
+
+    def fetch_model(self, key: dict = None):
+        """Method to fetch the model from the MoseqModel table
+
+        Parameters
+        ----------
+        key : dict
+            key to a single MoseqModel table entry
+
+        Returns
+        -------
+        dict
+            model dictionary
+        """
+        if key is None:
+            key = {}
+        return kpms.load_checkpoint(
+            *(self & key).fetch1("project_dir", "model_name")
+        )[0]
+
+    def get_training_progress_path(self, key: dict = None):
+        """Method to get the paths to the training progress plots
+
+        Parameters
+        ----------
+        key : dict
+            key to a single MoseqModel table entry
+
+        Returns
+        -------
+        List[str]
+            list of paths to the training progress plots
+        """
+        if key is None:
+            key = {}
+        project_dir, model_name = (self & key).fetch1(
+            "project_dir", "model_name"
+        )
+        return f"{project_dir}/{model_name}/fitting_progress.pdf"
+
+
+@schema
+class MoseqSyllableSelection(SpyglassMixin, dj.Manual):
+    definition = """
+    -> PositionOutput.proj(pose_merge_id='merge_id')
+    -> MoseqModel
+    ---
+    num_iters = 500: int
+    """
+
+    def insert(self, rows, **kwargs):
+        """Override insert to check that the bodyparts in the model are in the data"""
+        for row in rows:
+            self.validate_bodyparts(row)
+        super().insert(rows, **kwargs)
+
+    def validate_bodyparts(self, key):
+        if self & key:
+            return
+        model_bodyparts = (PoseGroup & key).fetch1("bodyparts")
+        merge_key = {"merge_id": key["pose_merge_id"]}
+        bodyparts_df = (PositionOutput & merge_key).fetch_pose_dataframe()
+        data_bodyparts = MoseqSyllable.get_bodyparts_from_dataframe(
+            bodyparts_df
+        )
+
+        missing = [bp for bp in model_bodyparts if bp not in data_bodyparts]
+        if missing:
+            raise ValueError(
+                f"PositionOutput missing bodypart(s) for {key}: {missing}"
+            )
+
+
+@schema
+class MoseqSyllable(SpyglassMixin, dj.Computed):
+    definition = """
+    -> MoseqSyllableSelection
+    ---
+    -> AnalysisNwbfile
+    moseq_object_id: varchar(80)
+    """
+
+    def make(self, key):
+        model = MoseqModel().fetch_model(key)
+        project_dir, model_name = (MoseqModel & key).fetch1(
+            "project_dir", "model_name"
+        )
+
+        merge_key = {"merge_id": key["pose_merge_id"]}
+        bodyparts = (PoseGroup & key).fetch1("bodyparts")
+        config = kpms.load_config(project_dir)
+        num_iters = (MoseqSyllableSelection & key).fetch1("num_iters")
+
+        # load data and format for moseq
+        merge_query = PositionOutput & merge_key
+        video_path = merge_query.fetch_video_path()
+        video_name = Path(video_path).name
+        bodyparts_df = merge_query.fetch_pose_dataframe()
+
+        if bodyparts is None:
+            bodyparts = self.get_bodyparts_from_dataframe(bodyparts_df)
+        datasets = {video_name: bodyparts_df[bodyparts]}
+        coordinates, confidences = format_dataset_for_moseq(datasets, bodyparts)
+        data, metadata = kpms.format_data(coordinates, confidences, **config)
+
+        # apply model
+        results = kpms.apply_model(
+            model,
+            data,
+            metadata,
+            project_dir,
+            model_name,
+            **config,
+            num_iters=num_iters,
+        )
+
+        # format results into dataframe for saving
+        results_df = results_to_df(results)
+        results_df.index = bodyparts_df.index
+
+        # save results into a nwbfile
+        nwb_file_name = PositionOutput.merge_get_parent(merge_key).fetch1(
+            "nwb_file_name"
+        )
+        analysis_file_name = AnalysisNwbfile().create(nwb_file_name)
+        key["analysis_file_name"] = analysis_file_name
+        key["moseq_object_id"] = AnalysisNwbfile().add_nwb_object(
+            analysis_file_name, results_df.reset_index(), "moseq"
+        )
+        AnalysisNwbfile().add(nwb_file_name, analysis_file_name)
+
+        self.insert1(key)
+
+    def fetch1_dataframe(self):
+        dataframe = self.fetch_nwb()[0]["moseq"]
+        dataframe.set_index("time", inplace=True)
+        return dataframe
+
+    @staticmethod
+    def get_bodyparts_from_dataframe(dataframe):
+        """Method to get the list of bodyparts from a dataframe
+
+        Parameters
+        ----------
+        dataframe : pd.DataFrame
+            dataframe with bodypart data from PositionOutput
+
+        Returns
+        -------
+        List[str]
+            list of bodyparts
+        """
+        return dataframe.keys().get_level_values(0).unique().values
diff --git a/src/spyglass/common/__init__.py b/src/spyglass/common/__init__.py
index 270acdf3a..ae144398b 100644
--- a/src/spyglass/common/__init__.py
+++ b/src/spyglass/common/__init__.py
@@ -7,6 +7,7 @@
     StateScriptFile,
     VideoFile,
     convert_epoch_interval_name_to_position_interval_name,
+    get_position_interval_epoch,
 )
 from spyglass.common.common_device import (
     CameraDevice,
@@ -40,10 +41,7 @@
     intervals_by_length,
 )
 from spyglass.common.common_lab import Institution, Lab, LabMember, LabTeam
-from spyglass.common.common_nwbfile import (
-    AnalysisNwbfile,
-    Nwbfile,
-)
+from spyglass.common.common_nwbfile import AnalysisNwbfile, Nwbfile
 from spyglass.common.common_position import (
     IntervalLinearizationSelection,
     IntervalLinearizedPosition,
diff --git a/src/spyglass/common/common_behav.py b/src/spyglass/common/common_behav.py
index 0569d46e3..b92d06b27 100644
--- a/src/spyglass/common/common_behav.py
+++ b/src/spyglass/common/common_behav.py
@@ -689,6 +689,30 @@ def get_interval_list_name_from_epoch(nwb_file_name: str, epoch: int) -> str:
     return interval_names[0]
 
 
+def get_position_interval_epoch(
+    nwb_file_name: str, position_interval_name: str
+) -> int:
+    """Return the epoch number for a given position interval name."""
+    # look up the epoch
+    key = dict(
+        nwb_file_name=nwb_file_name,
+        position_interval_name=position_interval_name,
+    )
+    query = PositionIntervalMap * TaskEpoch & key
+    if query:
+        return query.fetch1("epoch")
+    # if no match, make sure all epoch interval names are mapped
+    for epoch_key in (TaskEpoch() & key).fetch(
+        "nwb_file_name", "interval_list_name", as_dict=True
+    ):
+        convert_epoch_interval_name_to_position_interval_name(epoch_key)
+    # try again
+    query = PositionIntervalMap * TaskEpoch & key
+    if query:
+        return query.fetch1("epoch")
+    return None
+
+
 def populate_position_interval_map_session(nwb_file_name: str):
     """Populate PositionIntervalMap for all epochs in a given NWB file."""
     # 1. remove redundancy in interval names
diff --git a/src/spyglass/common/common_position.py b/src/spyglass/common/common_position.py
index 9026eae7f..f57e7e718 100644
--- a/src/spyglass/common/common_position.py
+++ b/src/spyglass/common/common_position.py
@@ -1,6 +1,5 @@
 import bottleneck
 import datajoint as dj
-import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
 import pynwb
@@ -15,7 +14,11 @@
 from position_tools.core import gaussian_smooth
 from tqdm import tqdm_notebook as tqdm
 
-from spyglass.common.common_behav import RawPosition, VideoFile
+from spyglass.common.common_behav import (
+    RawPosition,
+    VideoFile,
+    get_position_interval_epoch,
+)
 from spyglass.common.common_interval import IntervalList  # noqa F401
 from spyglass.common.common_nwbfile import AnalysisNwbfile
 from spyglass.settings import raw_dir, test_mode, video_dir
@@ -508,6 +511,13 @@ def _data_to_df(
 
         return df
 
+    def fetch_pose_datframe(self):
+        raise NotImplementedError("No Pose data available for this table")
+
+    def fetch_video_path(self, key=dict()):
+        key = (self & key).fetch1("KEY")
+        return (self & key).fetch_nwb()[0]["head_position"].get_comments()
+
 
 @schema
 class PositionVideo(SpyglassMixin, dj.Computed):
@@ -547,13 +557,8 @@ def make(self, key):
         ).fetch1_dataframe()
 
         logger.info("Loading video data...")
-        epoch = (
-            int(
-                key["interval_list_name"]
-                .replace("pos ", "")
-                .replace(" valid times", "")
-            )
-            + 1
+        epoch = get_position_interval_epoch(
+            key["nwb_file_name"], key["interval_list_name"]
         )
         video_info = (VideoFile() & {**nwb_dict, "epoch": epoch}).fetch1()
         io = pynwb.NWBHDF5IO(raw_dir + "/" + video_info["nwb_file_name"], "r")
diff --git a/src/spyglass/position/position_merge.py b/src/spyglass/position/position_merge.py
index 76d9b40f8..7582c5999 100644
--- a/src/spyglass/position/position_merge.py
+++ b/src/spyglass/position/position_merge.py
@@ -3,6 +3,7 @@
 from pandas import DataFrame
 
 from spyglass.common.common_position import IntervalPositionInfo as CommonPos
+from spyglass.position.v1.position_dlc_pose_estimation import DLCPoseEstimation
 from spyglass.position.v1.position_dlc_selection import DLCPosV1
 from spyglass.position.v1.position_trodes_position import TrodesPosV1
 from spyglass.utils import SpyglassMixin, _Merge
@@ -13,6 +14,7 @@
     "IntervalPositionInfo": CommonPos,
     "DLCPosV1": DLCPosV1,
     "TrodesPosV1": TrodesPosV1,
+    "DLCPoseEstimation": DLCPoseEstimation,
 }
 
 
@@ -75,3 +77,23 @@ def fetch1_dataframe(self) -> DataFrame:
             & key
         )
         return query.fetch1_dataframe()
+
+    def fetch_pose_dataframe(self):
+        key = self.merge_restrict(self.proj()).proj()
+        query = (
+            source_class_dict[
+                to_camel_case(self.merge_get_parent(self.proj()).table_name)
+            ]
+            & key
+        )
+        return query.fetch_pose_dataframe()
+
+    def fetch_video_path(self, key=dict()):
+        key = self.merge_restrict((self & key).proj()).proj()
+        query = (
+            source_class_dict[
+                to_camel_case(self.merge_get_parent(self.proj()).table_name)
+            ]
+            & key
+        )
+        return query.fetch_video_path()
diff --git a/src/spyglass/position/v1/position_dlc_centroid.py b/src/spyglass/position/v1/position_dlc_centroid.py
index daa55a0af..d3d70f51b 100644
--- a/src/spyglass/position/v1/position_dlc_centroid.py
+++ b/src/spyglass/position/v1/position_dlc_centroid.py
@@ -179,6 +179,28 @@ def _logged_make(self, key):
 
         points = params.get("points")
         centroid_method = params.get("centroid_method")
+
+        # Handle the null centroid case
+        if centroid_method == "null":
+            logger.logger.warning("Null centroid method selected")
+            analysis_file_name = AnalysisNwbfile().create(key["nwb_file_name"])
+            null_obj_id = AnalysisNwbfile().add_nwb_object(
+                analysis_file_name, pd.DataFrame()
+            )
+            key.update(
+                {
+                    "analysis_file_name": analysis_file_name,
+                    "dlc_position_object_id": null_obj_id,
+                    "dlc_velocity_object_id": null_obj_id,
+                }
+            )
+            AnalysisNwbfile().add(
+                nwb_file_name=key["nwb_file_name"],
+                analysis_file_name=key["analysis_file_name"],
+            )
+            self.insert1(key)
+            return
+
         required_points = _key_to_points.get(centroid_method)
         for point in required_points:
             if points[point] not in self._available_bodyparts(key):
@@ -358,4 +380,5 @@ def fetch1_dataframe(self) -> pd.DataFrame:
     "four_led_centroid": ["greenLED", "redLED_L", "redLED_C", "redLED_R"],
     "two_pt_centroid": ["point1", "point2"],
     "one_pt_centroid": ["point1"],
+    "null": [],
 }
diff --git a/src/spyglass/position/v1/position_dlc_cohort.py b/src/spyglass/position/v1/position_dlc_cohort.py
index 04a8de197..44be03a25 100644
--- a/src/spyglass/position/v1/position_dlc_cohort.py
+++ b/src/spyglass/position/v1/position_dlc_cohort.py
@@ -112,6 +112,12 @@ def _logged_make(self, key):
         cohort_selection = (DLCSmoothInterpCohortSelection & key).fetch1()
         table_entries = []
         bp_params_dict = cohort_selection.pop("bodyparts_params_dict")
+        if len(bp_params_dict) == 0:
+            logger.logger.warn(
+                "No bodyparts specified in bodyparts_params_dict"
+            )
+            self.insert1(key)
+            return
         temp_key = cohort_selection.copy()
         for bodypart, params in bp_params_dict.items():
             temp_key["bodypart"] = bodypart
diff --git a/src/spyglass/position/v1/position_dlc_orient.py b/src/spyglass/position/v1/position_dlc_orient.py
index 0f93f8264..2a849684e 100644
--- a/src/spyglass/position/v1/position_dlc_orient.py
+++ b/src/spyglass/position/v1/position_dlc_orient.py
@@ -101,15 +101,19 @@ class DLCOrientation(SpyglassMixin, dj.Computed):
 
     def _get_pos_df(self, key):
         cohort_entries = DLCSmoothInterpCohort.BodyPart & key
-        pos_df = pd.concat(
-            {
-                bodypart: (
-                    DLCSmoothInterpCohort.BodyPart
-                    & {**key, **{"bodypart": bodypart}}
-                ).fetch1_dataframe()
-                for bodypart in cohort_entries.fetch("bodypart")
-            },
-            axis=1,
+        pos_df = (
+            pd.concat(
+                {
+                    bodypart: (
+                        DLCSmoothInterpCohort.BodyPart
+                        & {**key, **{"bodypart": bodypart}}
+                    ).fetch1_dataframe()
+                    for bodypart in cohort_entries.fetch("bodypart")
+                },
+                axis=1,
+            )
+            if cohort_entries
+            else pd.DataFrame()
         )
         return pos_df
 
diff --git a/src/spyglass/position/v1/position_dlc_pose_estimation.py b/src/spyglass/position/v1/position_dlc_pose_estimation.py
index 04f7724f4..3d91e2d01 100644
--- a/src/spyglass/position/v1/position_dlc_pose_estimation.py
+++ b/src/spyglass/position/v1/position_dlc_pose_estimation.py
@@ -408,6 +408,21 @@ def fetch_dataframe(self, *attrs, **kwargs) -> pd.DataFrame:
             axis=1,
         )
 
+    def fetch_video_path(self, key: dict = dict()) -> str:
+        """Return the video path for pose estimate
+
+        Parameters
+        ----------
+        key : dict, optional
+            DataJoint key, by default dict()
+        Returns
+        -------
+        str
+            absolute path to video file
+        """
+        key = (self & key).fetch1("KEY")
+        return (DLCPoseEstimationSelection & key).fetch1("video_path")
+
 
 def convert_to_cm(df, meters_to_pixels):
     """Converts x and y columns from pixels to cm"""
diff --git a/src/spyglass/position/v1/position_dlc_selection.py b/src/spyglass/position/v1/position_dlc_selection.py
index 627a55cf7..7c561671a 100644
--- a/src/spyglass/position/v1/position_dlc_selection.py
+++ b/src/spyglass/position/v1/position_dlc_selection.py
@@ -69,7 +69,43 @@ def make(self, key):
 
         pos_nwb = (DLCCentroid & key).fetch_nwb()[0]
         ori_nwb = (DLCOrientation & key).fetch_nwb()[0]
+        key = (
+            self.make_null_position_nwb(key)
+            if isinstance(pos_nwb["dlc_position"], pd.DataFrame)  # null case
+            else self.make_dlc_pos_nwb(key, pos_nwb, ori_nwb)  # normal case
+        )
+
+        AnalysisNwbfile().add(
+            nwb_file_name=key["nwb_file_name"],
+            analysis_file_name=key["analysis_file_name"],
+        )
+        self.insert1(key)
+
+        from ..position_merge import PositionOutput
+
+        # TODO: The next line belongs in a merge table function
+        PositionOutput._merge_insert(
+            [orig_key],
+            part_name=to_camel_case(self.table_name.split("__")[-1]),
+            skip_duplicates=True,
+        )
+        AnalysisNwbfile().log(key, table=self.full_table_name)
 
+    @staticmethod
+    def make_null_position_nwb(key):
+        key["analysis_file_name"] = AnalysisNwbfile().create(
+            nwb_file_name=key["nwb_file_name"]
+        )
+        obj_id = AnalysisNwbfile().add_nwb_object(
+            key["analysis_file_name"], pd.DataFrame()
+        )
+        key["position_object_id"] = obj_id
+        key["orientation_object_id"] = obj_id
+        key["velocity_object_id"] = obj_id
+        return key
+
+    @staticmethod
+    def make_dlc_pos_nwb(key, pos_nwb, ori_nwb):
         pos_obj = pos_nwb["dlc_position"].spatial_series["position"]
         vel_obj = pos_nwb["dlc_velocity"].time_series["velocity"]
         vid_frame_obj = pos_nwb["dlc_velocity"].time_series["video_frame_ind"]
@@ -137,22 +173,7 @@ def make(self, key):
                 ),
             }
         )
-
-        nwb_analysis_file.add(
-            nwb_file_name=key["nwb_file_name"],
-            analysis_file_name=analysis_file_name,
-        )
-        self.insert1(key)
-
-        from ..position_merge import PositionOutput
-
-        # TODO: The next line belongs in a merge table function
-        PositionOutput._merge_insert(
-            [orig_key],
-            part_name=to_camel_case(self.table_name.split("__")[-1]),
-            skip_duplicates=True,
-        )
-        AnalysisNwbfile().log(key, table=self.full_table_name)
+        return key
 
     def fetch1_dataframe(self) -> pd.DataFrame:
         """Return the position data as a DataFrame."""
@@ -216,6 +237,16 @@ def evaluate_pose_estimation(cls, key):
         orientation_key["dlc_si_cohort_selection_name"] = key[
             "dlc_si_cohort_orientation"
         ]
+
+        # check for the null cohort case
+        if not (DLCSmoothInterpCohort.BodyPart & centroid_key) and not (
+            DLCSmoothInterpCohort.BodyPart & orientation_key
+        ):
+            return {}
+
+        centroid_bodyparts, centroid_si_params = (
+            DLCSmoothInterpCohort.BodyPart & centroid_key
+        ).fetch("bodypart", "dlc_si_params_name")
         orientation_bodyparts, orientation_si_params = (
             DLCSmoothInterpCohort.BodyPart & orientation_key
         ).fetch("bodypart", "dlc_si_params_name")
@@ -269,6 +300,32 @@ def evaluate_pose_estimation(cls, key):
         }
         return sub_thresh_percent_dict
 
+    def fetch_pose_dataframe(self):
+        """fetches the pose data from the pose estimation table
+
+        Returns
+        -------
+        pd.DataFrame
+            pose data
+        """
+        key = self.fetch1("KEY")
+        return (DLCPoseEstimation & key).fetch_dataframe()
+
+    def fetch_video_path(self, key: dict = dict()) -> str:
+        """Return the video path for pose estimate
+
+        Parameters
+        ----------
+        key : dict, optional
+            key of entry within the table instance, by default dict()
+        Returns
+        -------
+        str
+            absolute path to video file
+        """
+        key = (self & key).fetch1("KEY")
+        return (DLCPoseEstimationSelection & key).fetch1("video_path")
+
 
 @schema
 class DLCPosVideoParams(SpyglassMixin, dj.Manual):
diff --git a/src/spyglass/position/v1/position_trodes_position.py b/src/spyglass/position/v1/position_trodes_position.py
index f7684450e..9fdab0e4a 100644
--- a/src/spyglass/position/v1/position_trodes_position.py
+++ b/src/spyglass/position/v1/position_trodes_position.py
@@ -7,6 +7,7 @@
 from datajoint.utils import to_camel_case
 from pandas import DataFrame
 
+from spyglass.common import get_position_interval_epoch
 from spyglass.common.common_behav import RawPosition
 from spyglass.common.common_nwbfile import AnalysisNwbfile
 from spyglass.common.common_position import IntervalPositionInfo, _fix_col_names
@@ -250,6 +251,20 @@ def fetch1_dataframe(self, add_frame_ind=True) -> DataFrame:
             self.fetch_nwb()[0], prefix="", add_frame_ind=add_frame_ind
         )
 
+    def fetch_pose_dataframe(self):
+        raise NotImplementedError("No pose data for TrodesPosV1")
+
+    def fetch_video_path(self, key=dict()):
+        """Fetch the video path for the position data."""
+        key = (self & key).fetch1("KEY")
+        nwb_file_name, interval_list_name = self.fetch1(
+            "nwb_file_name", "interval_list_name"
+        )
+        epoch = get_position_interval_epoch(nwb_file_name, interval_list_name)
+        return get_video_info({"nwb_file_name": nwb_file_name, "epoch": epoch})[
+            0
+        ]
+
 
 @schema
 class TrodesPosVideo(SpyglassMixin, dj.Computed):
@@ -287,13 +302,8 @@ def make(self, key):
         pos_df = (TrodesPosV1() & key).fetch1_dataframe()
 
         logger.info("Loading video data...")
-        epoch = (
-            int(
-                key["interval_list_name"]
-                .replace("pos ", "")
-                .replace(" valid times", "")
-            )
-            + 1
+        epoch = get_position_interval_epoch(
+            key["nwb_file_name"], key["interval_list_name"]
         )
 
         (
diff --git a/src/spyglass/settings.py b/src/spyglass/settings.py
index 15bcf9d9c..068607386 100644
--- a/src/spyglass/settings.py
+++ b/src/spyglass/settings.py
@@ -82,6 +82,10 @@ def __init__(self, base_dir: str = None, **kwargs) -> None:
                 "video": "video",
                 "output": "output",
             },
+            "moseq": {
+                "project": "projects",
+                "video": "video",
+            },
         }
         self.dj_defaults = {
             "database.host": kwargs.get("database_host", "lmf-db.cin.ucsf.edu"),
@@ -139,6 +143,7 @@ def load_config(
         dj_spyglass = dj_custom.get("spyglass_dirs", {})
         dj_kachery = dj_custom.get("kachery_dirs", {})
         dj_dlc = dj_custom.get("dlc_dirs", {})
+        dj_moseq = dj_custom.get("moseq_dirs", {})
 
         self._debug_mode = dj_custom.get("debug_mode", False)
         self._test_mode = kwargs.get("test_mode") or dj_custom.get(
@@ -174,9 +179,20 @@ def load_config(
         )
         Path(self._dlc_base).mkdir(exist_ok=True)
 
+        self._moseq_base = (
+            dj_moseq.get("base")
+            or os.environ.get("MOSEQ_BASE_DIR")
+            or str(Path(resolved_base) / "moseq")
+        )
+        Path(self._moseq_base).mkdir(exist_ok=True)
+
         config_dirs = {"SPYGLASS_BASE_DIR": str(resolved_base)}
         for prefix, dirs in self.relative_dirs.items():
-            this_base = self._dlc_base if prefix == "dlc" else resolved_base
+            this_base = (
+                self._dlc_base
+                if prefix == "dlc"
+                else (self._moseq_base if prefix == "moseq" else resolved_base)
+            )
             for dir, dir_str in dirs.items():
                 dir_env_fmt = self.dir_to_var(dir=dir, dir_type=prefix)
 
@@ -185,12 +201,14 @@ def load_config(
                     if not self.supplied_base_dir
                     else None
                 )
-
-                source_config = (
-                    dj_dlc
-                    if prefix == "dlc"
-                    else dj_kachery if prefix == "kachery" else dj_spyglass
-                )
+                if prefix == "dlc":
+                    source_config = dj_dlc
+                elif prefix == "moseq":
+                    source_config = dj_moseq
+                elif prefix == "kachery":
+                    source_config = dj_kachery
+                else:
+                    source_config = dj_spyglass
                 dir_location = (
                     source_config.get(dir)
                     or env_loc
@@ -482,6 +500,11 @@ def _dj_custom(self) -> dict:
                     "video": self.dlc_video_dir,
                     "output": self.dlc_output_dir,
                 },
+                "moseq_dirs": {
+                    "base": self._moseq_base,
+                    "project": self.moseq_project_dir,
+                    "video": self.moseq_video_dir,
+                },
                 "kachery_zone": "franklab.default",
             }
         }
@@ -567,6 +590,16 @@ def dlc_output_dir(self) -> str:
         """DLC output directory as a string."""
         return self.config.get(self.dir_to_var("output", "dlc"))
 
+    @property
+    def moseq_project_dir(self) -> str:
+        """Moseq project directory as a string."""
+        return self.config.get(self.dir_to_var("project", "moseq"))
+
+    @property
+    def moseq_video_dir(self) -> str:
+        """Moseq video directory as a string."""
+        return self.config.get(self.dir_to_var("video", "moseq"))
+
 
 sg_config = SpyglassConfig()
 sg_config.load_config(on_startup=True)
@@ -588,6 +621,8 @@ def dlc_output_dir(self) -> str:
     dlc_project_dir = None
     dlc_video_dir = None
     dlc_output_dir = None
+    moseq_project_dir = None
+    moseq_video_dir = None
 else:
     config = sg_config.config
     base_dir = sg_config.base_dir
@@ -605,3 +640,5 @@ def dlc_output_dir(self) -> str:
     dlc_project_dir = sg_config.dlc_project_dir
     dlc_video_dir = sg_config.dlc_video_dir
     dlc_output_dir = sg_config.dlc_output_dir
+    moseq_project_dir = sg_config.moseq_project_dir
+    moseq_video_dir = sg_config.moseq_video_dir
diff --git a/tests/common/test_lab.py b/tests/common/test_lab.py
index 0133c2bfe..400ab94b3 100644
--- a/tests/common/test_lab.py
+++ b/tests/common/test_lab.py
@@ -39,9 +39,9 @@ def add_member_team(common_lab, add_admin):
                 last_name="Basic",
             ),
             dict(
-                lab_member_name="This Loner",
+                lab_member_name="This Loner",  # codespell:ignore loner
                 first_name="This",
-                last_name="Loner",
+                last_name="Loner",  # codespell:ignore loner
             ),
         ],
         skip_duplicates=True,
@@ -55,8 +55,8 @@ def add_member_team(common_lab, add_admin):
                 admin=0,
             ),
             dict(
-                lab_member_name="This Loner",
-                google_user_name="This Loner",
+                lab_member_name="This Loner",  # codespell:ignore loner
+                google_user_name="This Loner",  # codespell:ignore loner
                 datajoint_user_name="this_loner",
                 admin=0,
             ),