{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading Tracking Data\n", "\n", "**In this notebook, we will walk through the process of loading tracking data from different format\n", "into Megabouts.**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Loading dependencies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from megabouts.tracking_data import (\n", " TrackingConfig,\n", " FullTrackingData,\n", " HeadTrackingData,\n", " TailTrackingData,\n", " load_example_data,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tracking method and data format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Megabouts handle a variety of tracking methods**:\n", " - Full Tracking\n", " - Head Tracking\n", " - Tail Tracking\n", "- **Different Input Formats**: the tracking data can be loaded using two format, the `keypoint` or `posture` format.\n", "- **Units**: position should be provided in mm and angle in radian.\n", "\n", "### TrackingData Class\n", "\n", "The class `FullTrackingData`,`HeadTrackingData` and `TailTrackingData` handles the input and reformats the movement data into a standardized format.\n", "\n", "#### Tail Tracking Requirements\n", "\n", "- At least 4 keypoints from the swim bladder to the tail tip are required to load tail tracking data.\n", "- The tail posture will be interpolated to 11 equidistant points.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/svg+xml": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " image/svg+xml\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " x\n", " \n", " \n", " \n", " \n", " y\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " head \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " θ\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " φi\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " φ10\n", " \n", " \n", " xyθ\n", " \n", " \n", " \n", " ( )\n", " \n", " \n", " tail (φ1,...,φ10)\n", " \n", " \n", " \n", " \n", " \n", " \n", " x\n", " \n", " \n", " \n", " \n", " y\n", " head \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " xy\n", " ( )\n", " \n", " tail \n", " ( )\n", " x1,...,x11y1,...,y11\n", " \n", " \n", " \n", " \n", " \n", " \n", " x\n", " \n", " \n", " \n", " \n", " y\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " φi\n", " φ10\n", " tail (φ1,...,φ10)\n", " \n", " \n", " tail \n", " ( )\n", " x1,...,x11y1,...,y11\n", " \n", " \n", " \n", " \n", " x\n", " \n", " \n", " \n", " \n", " y\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " x\n", " \n", " \n", " \n", " \n", " y\n", " head \n", " \n", " xy\n", " ( )\n", " \n", " swim bladder\n", " \n", " xy\n", " ( )\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " x\n", " \n", " \n", " \n", " \n", " y\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " head \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " θ\n", " \n", " \n", " xyθ\n", " \n", " \n", " \n", " ( )\n", " \n", " \n", " \n", " \n", " \n", " data format\n", " \n", " keypoints\n", " posture\n", " tracking method\n", " full tracking\n", " head tracking\n", " tail tracking\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import SVG, display\n", "\n", "display(SVG(filename=\"megabouts_tracking_configuration.svg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading Example Data\n", "\n", "The `load_example_data` function allows to load example `.csv` dataset corresponding to several tracking configuration (`fulltracking_posture`, `SLEAP_fulltracking`, `HR_DLC`, `zebrabox_SLEAP`). In the following sections we demonstrates how to import the example dataset into the `TrackingData` class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## High-resolution tracking for freely-swimming zebrafish" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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head_xhead_yhead_angletail_angle_0tail_angle_1tail_angle_2tail_angle_3tail_angle_4tail_angle_5tail_angle_6tail_angle_7tail_angle_8tail_angle_9
0-22.9794683.989994-2.218813-0.101865-0.092813-0.107645-0.110575-0.047699-0.145887-0.130414-0.058892-0.128705NaN
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2-22.9786363.993386-2.221900-0.093377-0.095235-0.094292-0.105936-0.073785-0.084193-0.144378-0.112398-0.042585NaN
3-22.9817883.992900-2.223969-0.092590-0.083650-0.100938-0.088223-0.097370-0.099559-0.101538-0.091272-0.021459NaN
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" ], "text/plain": [ " head_x head_y head_angle tail_angle_0 tail_angle_1 tail_angle_2 \\\n", "0 -22.979468 3.989994 -2.218813 -0.101865 -0.092813 -0.107645 \n", "1 -22.977063 3.998453 -2.225990 -0.082618 -0.087957 -0.096951 \n", "2 -22.978636 3.993386 -2.221900 -0.093377 -0.095235 -0.094292 \n", "3 -22.981788 3.992900 -2.223969 -0.092590 -0.083650 -0.100938 \n", "4 -22.977184 3.999899 -2.226333 -0.086849 -0.081982 -0.096705 \n", "\n", " tail_angle_3 tail_angle_4 tail_angle_5 tail_angle_6 tail_angle_7 \\\n", "0 -0.110575 -0.047699 -0.145887 -0.130414 -0.058892 \n", "1 -0.092459 -0.119418 -0.043354 -0.099788 -0.101741 \n", "2 -0.105936 -0.073785 -0.084193 -0.144378 -0.112398 \n", "3 -0.088223 -0.097370 -0.099559 -0.101538 -0.091272 \n", "4 -0.118475 -0.046264 -0.136459 -0.115412 -0.085300 \n", "\n", " tail_angle_8 tail_angle_9 \n", "0 -0.128705 NaN \n", "1 -0.171555 NaN \n", "2 -0.042585 NaN \n", "3 -0.021459 NaN \n", "4 -0.015487 NaN " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_recording, fps, mm_per_unit = load_example_data(\"fulltracking_posture\")\n", "df_recording.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We first define the tracking configuration given the framerate and tracking method:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "tracking_cfg = TrackingConfig(fps=fps, tracking=\"full_tracking\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We first extract the posture from the `df_recording` dataframe and convert position to mm\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "head_x = df_recording[\"head_x\"].values * mm_per_unit\n", "head_y = df_recording[\"head_y\"].values * mm_per_unit\n", "head_yaw = df_recording[\"head_angle\"].values\n", "tail_angle = df_recording.filter(like=\"tail_angle\").values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Finally we input the postural array into the `FullTrackingData` class:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "tracking_data = FullTrackingData.from_posture(\n", " head_x=head_x, head_y=head_y, head_yaw=head_yaw, tail_angle=tail_angle\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can use the dataframe `tracking_data.tail_df` and `tracking_data.traj_df` to visualize the tail and head trajectory" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", "import matplotlib.patches as patches\n", "from cycler import cycler\n", "\n", "num_colors = 10\n", "blue_cycler = cycler(color=plt.cm.Blues(np.linspace(0.2, 0.9, num_colors)))\n", "\n", "# Generate time and data for plotting\n", "t = np.arange(tracking_data.T) / tracking_cfg.fps\n", "IdSt = 0 # np.random.randint(tracking_data.T)\n", "Duration = 30 * tracking_cfg.fps\n", "short_interval = slice(\n", " IdSt + 10 * tracking_cfg.fps, IdSt + 12 * tracking_cfg.fps\n", ") # 10-second interval\n", "\n", "# Create figure and subplots\n", "fig, ax = plt.subplots(3, 1, figsize=(15, 10), height_ratios=[0.5, 0.5, 1])\n", "\n", "# Main plot for tail angle with zoom box (ax[0])\n", "ax[0].set_prop_cycle(blue_cycler)\n", "ax[0].plot(\n", " t[IdSt : IdSt + Duration], tracking_data.tail_df.iloc[IdSt : IdSt + Duration]\n", ")\n", "ax[0].set(\n", " **{\n", " \"title\": \"tail angle\",\n", " \"xlabel\": \"time (s)\",\n", " \"ylabel\": \"angle (rad)\",\n", " \"ylim\": (-4, 4),\n", " }\n", ")\n", "ax[0].add_patch(\n", " patches.Rectangle(\n", " (t[short_interval.start], -4),\n", " 2,\n", " 8,\n", " linewidth=1.5,\n", " edgecolor=\"red\",\n", " facecolor=\"none\",\n", " )\n", ")\n", "\n", "# Hide ax[1]\n", "ax[1].axis(\"off\")\n", "\n", "# Trajectory plot with circle (ax[2])\n", "ax[2].plot(\n", " tracking_data.traj_df.x.iloc[IdSt : IdSt + Duration],\n", " tracking_data.traj_df.y.iloc[IdSt : IdSt + Duration],\n", ")\n", "ax[2].add_artist(plt.Circle((0.0, 0.0), 25, color=\"red\", fill=False))\n", "ax[2].set(\n", " **{\n", " \"xlim\": (-27, 27),\n", " \"ylim\": (-27, 27),\n", " \"title\": \"head trajectory\",\n", " \"aspect\": \"equal\",\n", " \"xlabel\": \"x (mm)\",\n", " \"ylabel\": \" y (mm)\",\n", " }\n", ")\n", "\n", "# Inset axis for zoomed tail angle (above ax[1])\n", "inset_ax = fig.add_axes([0.2, 0.55, 0.5, 0.1])\n", "inset_ax.set_prop_cycle(blue_cycler)\n", "inset_ax.plot(t[short_interval], tracking_data.tail_df.iloc[short_interval])\n", "inset_ax.set(\n", " **{\"xlim\": (t[short_interval.start], t[short_interval.stop]), \"ylim\": (-4, 4)}\n", ")\n", "inset_ax.tick_params(\n", " which=\"both\", bottom=False, left=False, labelbottom=False, labelleft=False\n", ")\n", "mark_inset(ax[0], inset_ax, loc1=1, loc2=2, fc=\"none\", ec=\"0.5\")\n", "[axis.spines[[\"right\", \"top\"]].set_visible(False) for axis in [ax[0], ax[2]]]\n", "for i in range(IdSt, IdSt + Duration, 350):\n", " ax[2].arrow(\n", " tracking_data.traj_df[\"x\"][i],\n", " tracking_data.traj_df[\"y\"][i],\n", " np.cos(tracking_data.traj_df[\"yaw\"][i]),\n", " np.sin(tracking_data.traj_df[\"yaw\"][i]),\n", " head_width=0.5,\n", " head_length=0.5,\n", " fc=\"k\",\n", " ec=\"k\",\n", " )\n", "[axis.spines[[\"right\", \"top\"]].set_visible(False) for axis in [ax[0], ax[1]]]\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tail tracking in head-restrained condition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The following example correspond to tail tracking using DeepLabCut at 250fps." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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head_rostralhead_caudaltail0tail1...tail7tail8tail9tail10
xylikelihoodxylikelihoodxylikelihoodx...likelihoodxylikelihoodxylikelihoodxylikelihood
0173.1630552.9959130.999985177.69546540.4298130.999986180.41571080.9039310.999986180.984070...0.999699176.853455255.0314940.999377177.243164275.2755740.999759182.846207295.1423030.998607
1172.6050872.4854970.999978177.29257240.1648560.999983180.12983780.9118960.999986180.985275...0.999701176.757172254.4809110.999264177.075943274.5133360.999753181.680435294.8653260.998829
2172.4423982.8898640.999985176.99266140.3370170.999978179.85438581.1706390.999989180.823120...0.999689176.803375254.1546630.999175177.024689274.2779850.999738181.801056294.4486080.998983
3173.0550083.1410990.999988177.10379040.8113630.999983179.91967881.2602080.999992180.836472...0.999672176.752884253.9471280.999102176.918564274.0540470.999732181.057159294.4411620.999080
4172.4975133.2889110.999988176.92758240.7111550.999981179.89537081.2675400.999990180.830780...0.999690176.760941254.1148830.999147176.989029274.2093510.999724181.283981294.5346680.999020
\n", "

5 rows × 39 columns

\n", "
" ], "text/plain": [ " head_rostral head_caudal \\\n", " x y likelihood x y likelihood \n", "0 173.163055 2.995913 0.999985 177.695465 40.429813 0.999986 \n", "1 172.605087 2.485497 0.999978 177.292572 40.164856 0.999983 \n", "2 172.442398 2.889864 0.999985 176.992661 40.337017 0.999978 \n", "3 173.055008 3.141099 0.999988 177.103790 40.811363 0.999983 \n", "4 172.497513 3.288911 0.999988 176.927582 40.711155 0.999981 \n", "\n", " tail0 tail1 ... tail7 tail8 \\\n", " x y likelihood x ... likelihood x \n", "0 180.415710 80.903931 0.999986 180.984070 ... 0.999699 176.853455 \n", "1 180.129837 80.911896 0.999986 180.985275 ... 0.999701 176.757172 \n", "2 179.854385 81.170639 0.999989 180.823120 ... 0.999689 176.803375 \n", "3 179.919678 81.260208 0.999992 180.836472 ... 0.999672 176.752884 \n", "4 179.895370 81.267540 0.999990 180.830780 ... 0.999690 176.760941 \n", "\n", " tail9 tail10 \\\n", " y likelihood x y likelihood x \n", "0 255.031494 0.999377 177.243164 275.275574 0.999759 182.846207 \n", "1 254.480911 0.999264 177.075943 274.513336 0.999753 181.680435 \n", "2 254.154663 0.999175 177.024689 274.277985 0.999738 181.801056 \n", "3 253.947128 0.999102 176.918564 274.054047 0.999732 181.057159 \n", "4 254.114883 0.999147 176.989029 274.209351 0.999724 181.283981 \n", "\n", " \n", " y likelihood \n", "0 295.142303 0.998607 \n", "1 294.865326 0.998829 \n", "2 294.448608 0.998983 \n", "3 294.441162 0.999080 \n", "4 294.534668 0.999020 \n", "\n", "[5 rows x 39 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_recording, fps, mm_per_unit = load_example_data(\"HR_DLC\")\n", "df_recording = df_recording[\"DLC_resnet50_Zebrafish\"]\n", "df_recording.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We first define the tracking configuration given the framerate and tracking method:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "tracking_cfg = TrackingConfig(fps=fps, tracking=\"tail_tracking\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We will place NaN on the tail keypoints coordinates when the likelihood is below a threshold" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "kpts_list = [f\"tail{i}\" for i in range(11)]\n", "thresh_score = 0.99\n", "for kps in kpts_list:\n", " df_recording.loc[df_recording[(kps, \"likelihood\")] < thresh_score, (kps, \"x\")] = (\n", " np.nan\n", " )\n", " df_recording.loc[df_recording[(kps, \"likelihood\")] < thresh_score, (kps, \"y\")] = (\n", " np.nan\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We extract the tail keypoints coordinates and convert them in millimeters:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "tail_x = df_recording.loc[\n", " :,\n", " [\n", " (segment, \"x\")\n", " for segment, coord in df_recording.columns\n", " if segment in kpts_list and coord == \"x\"\n", " ],\n", "].values\n", "tail_y = df_recording.loc[\n", " :,\n", " [\n", " (segment, \"y\")\n", " for segment, coord in df_recording.columns\n", " if segment in kpts_list and coord == \"y\"\n", " ],\n", "].values\n", "\n", "tail_x = tail_x * mm_per_unit\n", "tail_y = tail_y * mm_per_unit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Finally we input the postural array into the `TailTrackingData` class:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "tracking_data = TailTrackingData.from_keypoints(tail_x=tail_x, tail_y=tail_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can use the dataframe `tracking_data.tail_df` to visualize the tail angle" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.arange(tracking_data.T) / tracking_cfg.fps\n", "IdSt = 33000 # np.random.randint(tracking_data.T)\n", "Duration = 6 * tracking_cfg.fps\n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(10, 8), height_ratios=[1, 1])\n", "ax[0].set_prop_cycle(blue_cycler)\n", "ax[0].plot(\n", " t[IdSt : IdSt + Duration], tracking_data.tail_df.iloc[IdSt : IdSt + Duration, :]\n", ")\n", "ax[0].set(title=\"tail angle\", ylim=[-4, 4], xlabel=\"time (s)\", ylabel=\"angle (rad)\")\n", "\n", "cmap = plt.get_cmap(\"cividis\")\n", "for i in range(IdSt, IdSt + Duration):\n", " ax[1].plot(\n", " tracking_data._tail_y[i, :],\n", " tracking_data._tail_x[i, :],\n", " \".-\",\n", " color=cmap((i - IdSt) / Duration),\n", " )\n", "ax[1].set(title=\"tail posture\", aspect=\"equal\")\n", "ax[1].tick_params(\n", " which=\"both\", bottom=False, left=False, labelbottom=False, labelleft=False\n", ")\n", "[axis.spines[[\"right\", \"top\"]].set_visible(False) for axis in [ax[0], ax[1]]]\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Low resolution centroid tracking from the Zebrabox config" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The following example correspond to head and swim-bladder tracking using SLEAP on video data from the Zebrabox system." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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trackframe_idxinstance.scoreswim_bladder.xswim_bladder.yswim_bladder.scoremid_eye.xmid_eye.ymid_eye.score
0NaN00.732962111.594383122.3338620.834701120.034706118.5379030.827217
1NaN10.733804111.594688122.3241650.834202120.029968118.5415880.826500
2NaN20.734254111.595268122.3213500.834111120.029823118.5398790.826383
3NaN30.732529111.611320122.3103940.831942120.030312118.5450740.827309
4NaN40.733020111.588501122.2942580.832367120.054565118.5658490.820087
\n", "
" ], "text/plain": [ " track frame_idx instance.score swim_bladder.x swim_bladder.y \\\n", "0 NaN 0 0.732962 111.594383 122.333862 \n", "1 NaN 1 0.733804 111.594688 122.324165 \n", "2 NaN 2 0.734254 111.595268 122.321350 \n", "3 NaN 3 0.732529 111.611320 122.310394 \n", "4 NaN 4 0.733020 111.588501 122.294258 \n", "\n", " swim_bladder.score mid_eye.x mid_eye.y mid_eye.score \n", "0 0.834701 120.034706 118.537903 0.827217 \n", "1 0.834202 120.029968 118.541588 0.826500 \n", "2 0.834111 120.029823 118.539879 0.826383 \n", "3 0.831942 120.030312 118.545074 0.827309 \n", "4 0.832367 120.054565 118.565849 0.820087 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_recording, fps, mm_per_unit = load_example_data(\"zebrabox_SLEAP\")\n", "df_recording.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We first define the tracking configuration given the framerate and tracking method:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "tracking_cfg = TrackingConfig(fps=fps, tracking=\"head_tracking\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We will place NaN on the keypoints coordinates when the score is below a threshold" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "thresh_score = 0.75\n", "is_tracking_bad = (df_recording[\"swim_bladder.score\"] < thresh_score) | (\n", " df_recording[\"mid_eye.score\"] < thresh_score\n", ")\n", "df_recording.loc[is_tracking_bad, \"mid_eye.x\"] = np.nan\n", "df_recording.loc[is_tracking_bad, \"mid_eye.y\"] = np.nan\n", "df_recording.loc[is_tracking_bad, \"swim_bladder.x\"] = np.nan\n", "df_recording.loc[is_tracking_bad, \"swim_bladder.y\"] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We extract the head and swim bladder keypoints coordinates and convert them in millimeters:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "head_x = df_recording[\"mid_eye.x\"].values * mm_per_unit\n", "head_y = df_recording[\"mid_eye.y\"].values * mm_per_unit\n", "swimbladder_x = df_recording[\"swim_bladder.x\"].values * mm_per_unit\n", "swimbladder_y = df_recording[\"swim_bladder.y\"].values * mm_per_unit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Finally we input the keypoints into the `HeadTrackingData` class:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "tracking_data = HeadTrackingData.from_keypoints(\n", " head_x=head_x,\n", " head_y=head_y,\n", " swimbladder_x=swimbladder_x,\n", " swimbladder_y=swimbladder_y,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can use the dataframe `tracking_data.traj_df` to visualize the head position and yaw" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", "import matplotlib.patches as patches\n", "\n", "num_colors = 10\n", "blue_cycler = cycler(color=plt.cm.Blues(np.linspace(0.2, 0.9, num_colors)))\n", "\n", "# Generate time and data for plotting\n", "t = np.arange(tracking_data.T) / tracking_cfg.fps\n", "IdSt = 25365 # np.random.randint(tracking_data.T)\n", "Duration = 20 * tracking_cfg.fps\n", "short_interval = slice(\n", " IdSt + 10 * tracking_cfg.fps, IdSt + 12 * tracking_cfg.fps\n", ") # 10-second interval\n", "\n", "# Create figure and subplots\n", "fig, ax = plt.subplots(2, 1, figsize=(15, 10), height_ratios=[0.5, 1])\n", "\n", "# Main plot for tail angle with zoom box (ax[0])\n", "ax[0].plot(\n", " t[IdSt : IdSt + Duration], tracking_data.traj_df[\"yaw\"].iloc[IdSt : IdSt + Duration]\n", ")\n", "ax[0].set(\n", " **{\n", " \"title\": \"yaw angle\",\n", " \"xlabel\": \"time (s)\",\n", " \"ylabel\": \"angle (rad)\",\n", " \"ylim\": (-4, 4),\n", " }\n", ")\n", "\n", "# Trajectory plot with circle (ax[2])\n", "ax[1].plot(\n", " tracking_data.traj_df.x.iloc[IdSt : IdSt + Duration],\n", " tracking_data.traj_df.y.iloc[IdSt : IdSt + Duration],\n", ")\n", "ax[1].add_artist(plt.Circle((13.5, 13), 12, color=\"red\", fill=False))\n", "ax[1].set(\n", " **{\n", " \"xlim\": (0.5, 26.5),\n", " \"ylim\": (0.0, 26.0),\n", " \"title\": \"head trajectory\",\n", " \"aspect\": \"equal\",\n", " \"xlabel\": \"x (mm)\",\n", " \"ylabel\": \" y (mm)\",\n", " }\n", ")\n", "for i in range(IdSt, IdSt + Duration, 10):\n", " ax[1].arrow(\n", " tracking_data.traj_df[\"x\"][i],\n", " tracking_data.traj_df[\"y\"][i],\n", " np.cos(tracking_data.traj_df[\"yaw\"][i]),\n", " np.sin(tracking_data.traj_df[\"yaw\"][i]),\n", " head_width=0.5,\n", " head_length=0.5,\n", " fc=\"k\",\n", " ec=\"k\",\n", " )\n", "[axis.spines[[\"right\", \"top\"]].set_visible(False) for axis in [ax[0], ax[1]]]\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Noisy tracking of freely-swimming zebrafish" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The following example correspond to full tracking at 350fps. The fish posture is tracked using SLEAP but the keypoints are not reliably placed due to insufficient labelling." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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trackframe_idxinstance.scoreleft_eye.xleft_eye.yleft_eye.scoreright_eye.xright_eye.yright_eye.scoretail0.x...tail1.scoretail2.xtail2.ytail2.scoretail3.xtail3.ytail3.scoretail4.xtail4.ytail4.score
0NaN00.977651822.667358839.6351010.988699807.832947840.0914920.953313813.303932...0.987229807.466705767.8531341.027914806.901657747.1674500.941431803.414474730.6436310.821148
1NaN10.977400822.669495839.6446990.988768807.837723840.0998380.951950813.305016...0.987644807.468445767.8567201.027526806.901627747.1763150.941242803.420502730.6530460.822505
2NaN20.977176822.668884839.6538540.988344807.838104840.1077270.950716813.306580...0.987669807.469040767.8602911.027348806.905151747.1775670.941105803.416382730.6546940.820525
3NaN30.976941822.670547839.6654360.989196810.813538840.1470180.950221813.307747...0.988717807.468109767.8582761.026542806.905106747.1783290.940126803.417862730.6585850.820215
4NaN40.976689822.674286839.6746670.989967810.819382840.1550600.949718813.308144...0.989073807.468567767.8679501.026512806.904449747.2009580.940060803.418640730.6753850.824549
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5 rows × 24 columns

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" ], "text/plain": [ " track frame_idx instance.score left_eye.x left_eye.y left_eye.score \\\n", "0 NaN 0 0.977651 822.667358 839.635101 0.988699 \n", "1 NaN 1 0.977400 822.669495 839.644699 0.988768 \n", "2 NaN 2 0.977176 822.668884 839.653854 0.988344 \n", "3 NaN 3 0.976941 822.670547 839.665436 0.989196 \n", "4 NaN 4 0.976689 822.674286 839.674667 0.989967 \n", "\n", " right_eye.x right_eye.y right_eye.score tail0.x ... tail1.score \\\n", "0 807.832947 840.091492 0.953313 813.303932 ... 0.987229 \n", "1 807.837723 840.099838 0.951950 813.305016 ... 0.987644 \n", "2 807.838104 840.107727 0.950716 813.306580 ... 0.987669 \n", "3 810.813538 840.147018 0.950221 813.307747 ... 0.988717 \n", "4 810.819382 840.155060 0.949718 813.308144 ... 0.989073 \n", "\n", " tail2.x tail2.y tail2.score tail3.x tail3.y tail3.score \\\n", "0 807.466705 767.853134 1.027914 806.901657 747.167450 0.941431 \n", "1 807.468445 767.856720 1.027526 806.901627 747.176315 0.941242 \n", "2 807.469040 767.860291 1.027348 806.905151 747.177567 0.941105 \n", "3 807.468109 767.858276 1.026542 806.905106 747.178329 0.940126 \n", "4 807.468567 767.867950 1.026512 806.904449 747.200958 0.940060 \n", "\n", " tail4.x tail4.y tail4.score \n", "0 803.414474 730.643631 0.821148 \n", "1 803.420502 730.653046 0.822505 \n", "2 803.416382 730.654694 0.820525 \n", "3 803.417862 730.658585 0.820215 \n", "4 803.418640 730.675385 0.824549 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_recording, fps, mm_per_unit = load_example_data(\"SLEAP_fulltracking\")\n", "df_recording.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We first define the tracking configuration given the framerate and tracking method:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "tracking_cfg = TrackingConfig(fps=fps, tracking=\"full_tracking\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We will place NaN on the keypoints coordinates when the score is below a threshold" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Place nan where the score is below a threshold:\n", "thresh_score = 0.0\n", "for kps in [\"left_eye\", \"right_eye\", \"tail0\", \"tail1\", \"tail2\", \"tail3\", \"tail4\"]:\n", " df_recording.loc[df_recording[\"instance.score\"] < thresh_score, kps + \".x\"] = np.nan\n", " df_recording.loc[df_recording[\"instance.score\"] < thresh_score, kps + \".y\"] = np.nan\n", " df_recording.loc[df_recording[kps + \".score\"] < thresh_score, kps + \".x\"] = np.nan\n", " df_recording.loc[df_recording[kps + \".score\"] < thresh_score, kps + \".y\"] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We extract the head and tail keypoints coordinates and convert them in millimeters:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "head_x = (df_recording[\"left_eye.x\"].values + df_recording[\"right_eye.x\"].values) / 2\n", "head_y = (df_recording[\"left_eye.y\"].values + df_recording[\"right_eye.y\"].values) / 2\n", "\n", "tail_x = df_recording[[\"tail0.x\", \"tail1.x\", \"tail2.x\", \"tail3.x\", \"tail4.x\"]].values\n", "tail_y = df_recording[[\"tail0.y\", \"tail1.y\", \"tail2.y\", \"tail3.y\", \"tail4.y\"]].values\n", "\n", "head_x = head_x * mm_per_unit\n", "head_y = head_y * mm_per_unit\n", "tail_x = tail_x * mm_per_unit\n", "tail_y = tail_y * mm_per_unit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Finally the keypoints arrays are loaded into the `FullTrackingData` class:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "tracking_data = FullTrackingData.from_keypoints(\n", " head_x=head_x, head_y=head_y, tail_x=tail_x, tail_y=tail_y\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can use the dataframe `tracking_data.tail_df` and `tracking_data.traj_df` to visualize the fish posture." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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Ae4kADQCAZmSxWJScnNzsj1vddfOHNTu1akdZsz8+AAAA0JoRoAEA0A488/VqSVKfDnHKSY4OczUAAABA60KABgBAG/ftHzv0xk8bZRjSnSf0k9VihLskAAAAoFUhQAMAoA2r8nh145tLJUl/Oriz+ndMCG9BAAAAQCtEgAYAQBv28vfrtWpHmVJjnbp2fI9wlwMAAAC0SgRoAAC0Yd+u3CFJOveQXMVF2MNcDQAAANA6EaABANBGmaaphesKJUlDchLDWwwAAADQihGgAQDQRm3YWaHtJVWyWQz1y4oPdzkAAABAq0WABgBAG7V4Q5EkKT0uQjZm3gQAAAD2GQEaAABtVNe0GDltFm0srND1ry+RaZrhLgkAAABolQjQAABoo3pkxOqRMwbJajH06oINmvnBb+EuCQAAAGiVCNAAAGjDjuydrrtO7CdJevKrVXriy5VhrggAAABofQjQAABo404Z0lE3TOolSbrrg9/0+JyVdOcEAAAA9gIBGgAA7cCfR3fRpWPzJEl3f/ibbnxzqTxeX5irAgAAAFoHAjQAANqJv47vqZuP6S3DkF74bp0umr2AEA0AAADYAwRoAAC0I+eOytUTUwcrwm7Rp8u26YFPV4S7JAAAAKDFI0ADAKCdGd8nQ/ec3F+S9OicP/Tl79vDXBEAAADQshGgAQDQDh3Xv4POHN5Jpild9d9FKql0h7skAAAAoMUiQAMAoJ266ZjeSoiyq6DMpRXbSsNdDgAAANBiEaABANBORditMgK3Y5y2sNYCAAAAtGQEaAAAtGNlVV5JUjQBGgAAANAgAjQAANopl8cnl9cnSYpxEKABAAAADSFAAwCgnVqxrUSSv/tmbAQBGgAAANAQAjQAANqp71cXSJIGdU6UxWLsZmsAAACg/SJAAwCgnfphjT9AG56bFOZKAAAAgJaNAA0AgHZqXUG5JCkzPiLMlQAAAAAtGwEaAADt1KiuqZKk95dsCXMlAAAAQMtGgAYAQDt14qAsSdKc5duUX1oV5moAAACAlosADQCAdqp7eqz6ZcXL4zP1xk8bw10OAAAA0GIRoAEA0I6dPqyTJOnZb9fI4/WFuRoAAACgZSJAAwCgHTtxUJYSo+zasLNCH/+6NdzlAAAAAC0SARoAoN346quvdOyxx6pDhw4yDENvvvlmyP1nn322DMMI+ZkwYUJ4im0mEXar/nRwZ0nSE1+uVKXbG+aKAAAAgJaHAA0A0G6UlZWpf//+evTRRxvcZsKECdq8eXPw56WXXmrGCsNj6ojOirRbtXhDkaY+/Z12lrnCXRIAAADQotjCXQAAAM1l4sSJmjhxYqPbOJ1OZWRkNFNFLUNabISeOXuILnx+gX5cu1MnPf6tZp0zVJ2To8NdGgAAANAi0AINAIBa5syZo7S0NPXo0UMXX3yx8vPzG92+qqpKxcXFIT+t0ci8FL128UhlJURq1Y4yTfv39/L5zHCXBQAAALQIBGgAAARMmDBB//nPf/TZZ5/p7rvv1pdffqmJEyfK6214XLCZM2cqPj4++NOxY8dmrPjA6p4eqzcuGSmnzaK1+eVak18W7pIAAACAFoEunAAABEyZMiV4u1+/fjrooIOUl5enOXPm6Igjjqh3n+nTp+vqq68OLhcXF7fqEC0tLkK9MuO0aH2hlmwsUpfUmHCXBAAAAIQdLdAAAGhAly5dlJKSoj/++KPBbZxOp+Li4kJ+Wrt+WfGSpCUbisJcCQAAANAyEKABANCADRs2KD8/X5mZmeEupVkNyUmUJM35fXuYKwEAAABaBrpwAgDajdLS0pDWZKtXr9aiRYuUlJSkpKQkzZgxQyeddJIyMjK0cuVKXXfdderatavGjx8fxqqb39ieabJbDf2xrVTrC8rVMSkq3CUBAAAAYUULNABAu/Hjjz9q4MCBGjhwoCTp6quv1sCBA3XzzTfLarVq8eLFOu6449S9e3edd955Gjx4sObOnSun0xnmyptXXIQ9GJqt31ke5moAAACA8KMFGgCg3RgzZoxM02zw/o8++qgZq2nZ0mKdWrW9TNtLqsJdCgAAABB2tEADAAB1dEiIlCR9+0d+mCsBAAAAwo8ADQAA1HHGsE6SpFcWrNcf20rDXA0AAAAQXnThBAC0WD6fT19++aXmzp2rtWvXqry8XKmpqRo4cKDGjRunjh07hrvENmtITpKO7J2uT37dqn9+tFxP/GlwuEsCAAAAwoYWaACAFqeiokK33367OnbsqEmTJumDDz5QYWGhrFar/vjjD91yyy3Kzc3VpEmTNH/+/HCX22ZdN76HLIb04S9b9P3qgnCXAwAAAIQNARoAoMXp3r27Fi9erKeeekrFxcWaN2+eXnvtNc2ePVvvv/++1q1bp5UrV+rQQw/VlClT9NRTT4W75DapW3qsThvq78p5x3u/hrkaAAAAIHzowgkAaHE+/vhj9erVq9FtOnfurOnTp+vaa6/VunXrmqmy9ufskTl66ft1+nlDkYor3YqLsIe7JAAAAKDZ0QINANDi7C48q81utysvL68Jq2nfuqfHqHt6jCTpfz+sD3M1AAAAQHjQAg0A0OJVVlZq8eLF2rZtm3w+X8h9xx13XJiqah8Mw9A5h+Rq+utL9Oy3a3TOIbmyWoxwlwUAAAA0KwI0AECL9uGHH2ratGnasWNHnfsMw5DX6w1DVe3LCQOzdOd7y7RhZ4WWbS5W36z4cJcEAAAANCu6cAIAWrTLL79cp5xyijZv3iyfzxfyQ3jWPCLsVvXqECdJ+ufHy1Xl4fcOAACA9oUADQDQom3dulVXX3210tPTw11Ku3bd+B5yWC2as3y7np67OtzlAAAAAM2KAA0A0KKdfPLJmjNnTrjLaPeG5CTppMHZkqRv/qjbnRYAAABoyxgDDQDQoj3yyCM65ZRTNHfuXPXr1092uz3k/iuuuCJMlbU/x/bP1Evfr9O3K/P1xk8bdMLA7HCXBAAAADQLAjQAQIv20ksv6eOPP1ZERITmzJkjw6iZAdIwDAK0ZjQyL0V5qdFaub1MV/33ZwI0AAAAtBt04QQAtGg33HCDZsyYoaKiIq1Zs0arV68O/qxatSrc5bU75x/aJXh7W3FlGCsBAAAAmg8BGgCgRXO5XDrttNNksfCR1RIcP6BD8PalLy6Uz2eGsRoAAACgefBtBADQop111ln673//G+4yEBDlsOm5c4dJkn5Ys1PfrswPc0UAAABA02MMNABAi+b1enXPPffoo48+0kEHHVRnEoH77rsvTJW1X4d1T1VOcpTW5JdrY2F5uMsBAAAAmhwBGgCgRVuyZIkGDhwoSVq6dGnIfbUnFEDzGt83Q//35So98/VqnTQoWzYrjdoBAADQdhGgAQBatC+++CLcJaAeF43O04vz1+n3raX6v69W6dKxXcNdEgAAANBkuFwMAAD2WmK0QwM6JUiS7v1ouUyTyQQAAADQdtECDQDQolVWVurhhx/WF198oW3btsnn84Xcv3DhwjBVhkn9MjV3xQ5J0gdLt2hSv8wwVwQAAAA0DQI0AECLdt555+njjz/WySefrGHDhjHuWQsyZWhH/fOj5covc+mvr/yssT3SFOmwhrssAAAA4IAjQAMAtGjvvvuu3n//fR1yyCHhLgW7MAxD/71whMbd96XKXF7ZrYSbAAAAaJsYAw0A0KJlZWUpNjY23GWgAdmJkcHb1722OIyVAAAAAE2HAA0A0KL961//0t/+9jetXbs23KWgHhH2mi6bry/cqLkrtoexGgAAAKBpEKABAFq0IUOGqLKyUl26dFFsbKySkpJCfhB+L/55ePD2n575PoyVAAAAAE2DMdAAAC3a6aefro0bN+rOO+9Ueno6kwi0QCPzUkKWb3vnV918bO8wVQMAAAAceARoAIAW7dtvv9W8efPUv3//cJeCRnxx7RiN/eccSdK/v1mt6yb0COneCQAAALRmdOEEALRoPXv2VEVFRbjLwG7kpkSHLA/6xydhqgQAAAA48AjQAAAt2l133aVrrrlGc+bMUX5+voqLi0N+0HJ8ce2Y4O1yl1ffry4IXzEAAADAAUSABgBo0SZMmKB58+bpiCOOUFpamhITE5WYmKiEhAQlJiaGuzzUkpsSresn9gwun/p/88JYDQAAAHDgMAYaAKBF++KLL8JdAvbC+D4ZuuuD34LLD322Qlcc0S2MFQEAAAD7jwANANCiHXbYYeEuAXshNyVa5xySo1nfrJEk3ffJ7wRoAAAAaPXowgkAaHHWrVu3V9tv3LixiSrBvrjl2D4hyznXvxemSgAAAIADgwANANDiDB06VBdeeKF++OGHBrcpKirSU089pb59++q1115rxuqwJ1bcMTFkecPO8jBVAgAAAOw/unACAFqcX3/9VXfccYeOPPJIRUREaPDgwerQoYMiIiK0c+dO/frrr/rll180aNAg3XPPPZo0aVK4S8Yu7FaLuqXFaMW2UknSqLu/0Jq7jg5zVQAAAMC+oQUaAKDFSU5O1n333afNmzfrkUceUbdu3bRjxw6tWLFCknTmmWdqwYIFmjdvHuFZC/bJ1aHj153/3I9hqgQAAADYP7RAAwC0WJGRkTr55JN18sknh7sU7KOrxnXX/Z/+Lkn6dNnWMFeD9uCpp57Sc889p3Hjxmns2LE6+OCD5XQ6d7tfhcurP7aV6oyn5+v584ZrQMeEpi8WAAC0GgRoAACgyZx9SE4wQJOk4kq34iLsYawIbd1rr72mb775RvPnz9eMGTPkcDh08MEHBwO1YcOGSRabnv56lV5dsEGrtpfVOcbkR7/RstsmKNJhDcMzAAAALREBGgAAaDLxkXYlVW1WgTNTknTIXZ/rnpMO0sR+mWGuDG3VkBGj9Omnn8rr9UqSvBEJ+mFDmX77qUrPlBVJ736yR8ep8ngJ0AAAQBABGgAAaFLf3Hmm0kaepITRf1KJ4nTFyz/pl17pctgYihUHzrbiSp3zxOf6pWKgkk+8STvevU8ZU++VPSlrn44XH0lLSQAAUIMADQAANKnIyEiVLvpAhs2upCMuUNe0WNmtRrjLQitVXOnWzW8u1ce/bNFBnuX68LUXpbRuiht2giyOSElSZJchyr58tgxjz0Pa/104QmVVHp3z7A9y2iwyTcngZQoAAAII0AAALVpZWZmio6PDXQb203fffacJ05+SJI3uniKDZKLV83g8slgssliapiWhaZoyTentnzepd0aMFn/zie58/gNt6zBKtvg0SdJ8dVPCibcE94n1leqQnln6cPlOGYZFptet7W/OVNcRE3XSCcfr6IGdZbda1DMzVg6rpc7r8O9vLJEkTeybIYuF1ygAAKhBgAYAaNHS09N16qmn6txzz9WoUaPCXQ720bBhw2TYnpMkOa103WyNtm/frvnz52vevHn6+uuv9cMPP+iyyy7Tvffee0COX1Lp1svfr9dP63fq/SVb6txf9P0Hih92YoMnr5eMydM1R/WQ1WLoT+f+WS+98oZ87kpdcdH5+uc/b5TN1vhp7+INhXrrp42SpFOHdtzfpwMAANoYAjQAQIs2e/ZsPfvsszr88MOVk5Ojc889V9OmTVOHDh3CXRr2Uv+Bg7RK0rNf/KKLxuQpysFpSEv3/fff6+GHH9ZXX32ldevWSZJsNps8Ho8kye127/UxfT5TX67Yrs+XbVNplUdvBEKr3YkfdqIk6dj+HXT75L5yWC16c9FGxUXY1Tk5Sn2z4oPbnnHKiZr7+Se67bb7NG3atN0e++sVO3TB8z+q3OXVwE4JOjg3ea+fFwAAaNsM0zTNcBcBAMDubN++Xc8//7yeffZZLVu2TOPHj9e5556r4447brctS5pTcXGx4uPjVVRUpLi4uP0/4MKF0uDB0oIF0qBB+3+8MDrjqfn6dmW+JCk3JVr/OXeYOiZFhbkqNGbq1Kl64YUX6r3PYrFo5cqVysnJqXNfWZVHX/2+XXP/2CG3x6fEaIcGdkzQT+sL9dXv2/XblpJ9rumHG8YpNda5z/vXZ/Kj32jR+kId0jVZT0wdrNgIJhBoUBt6TwIAYG+0nG8cAAA0IjU1VVdffbWuvvpqPfzww/rrX/+q999/XykpKbrooot0/fXXKyqKMKYlu25CTx1/7X3ypffU6h3Sta/8rJcvOJjx0Fqwm26+WV9nny5J2vryDapc+7MkyWq16uSTT643PNtcVKETHv1WW4orGzyuYUg9M+J0SF6ytpVUaWLfDPXMjNObP23UoM6J6pkRq9OfnK+OSVG68ehe6pIaoy3FlYqwWZQcc2DDM0nBQG5U11Tll7oU47TxugQAACFogQYAaBW2bt2q5557Ts8++6zWrl2rE044Qeedd542bNigu+++Wx06dNDHH38c7jJpgbYbK1euVM8ho5R14dOSpLnXjaUVWgvl85nq8vf3g8uurau0+dkrJElR3Ueq5xk3KsLpD54GdkpQ36x49c6M0+NzVmreKn9Lw7E9UjWoU6JW7yjTmvwyub2mhuQk6tKxXZXSBEHYvrp49gJ9sLRm3LW81GiN6pqiSIdNlx3eVTFOrjkHtbH3JAAA9hRnAwCAFu3111/XrFmz9NFHH6l379665JJLNHXqVCUkJAS3GTlypHr16hW+IrHH8vLy5CncInf+BtmTs7VqRxkBWgvj85m6+e2lmj1/Xch6e1qOLM5oJY45RzEDJii/widVVEiSNhZW6N3Fm4PbWi2G3r18lHplHoAQuRl0Sa2Z6df0ebVye5lWbi+TJK0rKNOjZwyiRRoAAO0cARoAoEU755xzNGXKFH3zzTcaOnRovdt06NBBN9xwQzNXhn31+OOP69avi2WXtL2gSPffP1uS9Je//EUWCzN0hovPZ8owFNLqrDbDsCj9jLvkSMuVJB1zUKZGd0tVRnyEflxToF83l2hNfpnSYp06/9DcVhOeSdIVR3RTdmKUti9foCvPP1PRPQ9VTI8RcnYZqveXbNHNb/2i247vQ4gGAEA7RhdOAECLVl5e3qrGNqML5+6Zpqmscx+WIz1PBa//QyUrvpMkFRYWKj4+fjd7oym89P06TX99Sb33vfmnPH2zzaZ7P1oeXHfGsI6688SDmqu8ZlVWVqaYmBhJUuygY5R05EWSpLcuPUT9OyaEsbIWog2+JwEAsCe4zAsAaNFaU3iGxrlcLs2aNUuDBg2SYXNIkrxW/2yHFovlwASO2Gslle56w7P8jx/Xb7ceoQF9esrrC73e2iU1prnKa3bR0dEyTVP33HOPSha+q6rNv0uSrnttscqqPOLaMwAA7RMBGgAAaBbz58/Xueeeq59//lnugo2SpNTjr5fFGa34+Hi6x4XJ71tL66zruOgplSx8VxEREZKkI3qlaVyvNE0b0Vl/m9BTpw3t2NxlNru//vWv2rRpk3a88095S3dq+ZYS9Z/xkfre8pGu/u8iub0+bdu2TXPmzJHX6w13uQAAoIkRoAEAgGbRr18/jRo1SoZhqPz3ecH1KZOvV2JiYhgra7/W5ZfrpMe/DVl3TdYqzf3wzZB1fTrE6+mzhuq24/vq4jF5io2wN2OV4ZOZmSl3wUYNcS+Rr6pcHp9U5vLq9Z826piHv9Zx512lsWPH6j//+U+4SwUAAE2MAA0AADSLxMREffrppzr11FNV9ssXcm1dJUmKyO6r5JSUMFfX/vy8vlCj7/0iZN1rp2To8ssvD1NFLdcb/3e3njstT0XzXlHJzx/JV1mq5VtKtLnHyYroMljTp09XRWBGUgAA0DYRoAEAgGbjdDr14osv6u/Tr1fBp/8n0/TJsNll6zEm3KW1O8c/+k3I8vd/HanBgweHqZqWb+zBg1QwZ5by8udr4/+dr/KVP8iwOZR28i0qtCbowQcfDHeJAACgCRGgAQDaja+++krHHnusOnToIMMw9Oabb4bcb5qmbr75ZmVmZioyMlLjxo3TihUrwlNsG2YYhu644w49csuVKv72ZUlSQRqz+TWnnOvfC1n+446JSkumG+3uGIahr7/+WpFWU9vfuEMVa36SYViUMPZc3fngE9qxY0e4SwQAAE2EAA0A0G6UlZWpf//+evTRR+u9/5577tFDDz2kJ554Qt99952io6M1fvx4VVZWNnOl7cP555+vay+YKkmqtMWouNId5orah7d/3hSyvOy2CbJZOSXcUzfffLPKy8slr0c7v/i3TI9bEdl9lHjmA5py139VVM7rGACAtoizJQBAuzFx4kTdfvvtOuGEE+rcZ5qmHnjgAd144406/vjjddBBB+k///mPNm3aVKelGg6cS086Inh76caiMFbSPvyxrVRXvPRTcPnnm49SpMMaxopaF6/Xq8cff1ySvzWae9tqbX7+GlWs+VmGza4/bDnqf9vHeuDT38NcKQAAONAI0AAAkLR69Wpt2bJF48aNC66Lj4/X8OHDNW/evAb3q6qqUnFxccgP9lxClEOdk6MkSec/840GDhyot956K8xVtU0fLt2icfd9GVw+qne64qPax2yaB4rVatV///tfXXfddTr++OPVo0cPGYUbtO2/N2jr/24ObvfApyt04mPfNHIkAADQ2tjCXQAAAC3Bli1bJEnp6ekh69PT04P31WfmzJmaMWNGk9bWVnk8Hn388ccqWLdBis5Suc+m35Yu07vvvqvjjz8+3OW1GWVVHvW55aM665+YyoQB+2LChAmaMGFCcNnn82nDhg1asWKFli5fqfvXZUmSFq4r1BUv/aSHTh8YrlIBAMABRAs0AAD2w/Tp01VUVBT8Wb9+fbhLavG2bNmiG264QVlZWTr66KO1/Nm/Be/LuuhpZWZmhrG6tuXfX6+uE57dc9JBWnPX0bJYjDBV1bZYLBZ16tRJRxxxhP5yyQWaN/3w4H1v/7ypzmynAACgdaIFGgAAkjIyMiRJW7duDQlwtm7dqgEDBjS4n9PplNPpbOry2pT//e9/uvPOO4PL7tLC4G1rdKL+ccedeuuttzRw4MDgT//+/RUfH1/nWB8u3ayLZi+UJH39t7Fal1+uPlnxiouwyTDab0D0xW/bdM6zP9RZ/9NNRyox2hGGitqPzPhIGYZkmv7ln9cXKuf697R65qR2/ZoEAKC1I0ADAEBSbm6uMjIy9NlnnwUDs+LiYn333Xe6+OKLw1tcG3PKKado7ty5evXVV2WxWOTz+VTwyRNKOvIiSVL88JO1eN5/tXjxYj333HOhOxsWGVa7TE+VrHFpyr7438G7Rt39RYOP2TcrTtcc1UOH5KXIYmi/Zp3Mz8/XL7/8ovXr12vdunXB/69atUobNmzQJZdcorvuumufj78/TNNU7vT366y/8eheOv/QLmGoqH1adeckHXX/V1qxrTS4rusNH+iPOyYSogEA0EoRoAEA2o3S0lL98ccfweXVq1dr0aJFSkpKUqdOnXTllVfq9ttvV7du3ZSbm6ubbrpJHTp00OTJk8NXdBuUmZmpV155Re+//74uuOACbd68WSUL3w0GaAmj/6Rtc57XihW/66effgr+LCkwFDHmAlkjYlT8w5sq+3XOHj/m0o3FOmdWaIusU4dkKzbCLqfNoh2lVeqbFa8x3dN0+cs/6ef1hTquf4d6x68677zzghMdWCwWWSwWeTye4P3h6sb73ap8nfbk/JB12YmR+uyaw+S0MdNmczIMQ59cfZi63fC+3F5/UzSvzx9uXjmum84Y3klpsRFhrhIAAOwNwzSrG5gDANC2zZkzR2PHjq2z/qyzztKzzz4r0zR1yy236Mknn1RhYaFGjRqlxx57TN27d9/jxyguLlZ8fLyKiooUFxe3/0UvXCgNHiwtWCANGrT/x2thysrKdMstt+j+++9X2ul3yZndW5L02sUjNLhzUnC7r37frkteWKjSqpqg6tQh2frfjxtCjvengzvr+flrD1h9DptFQ3MSdcawzprUL0OGYejRRx/Vze8uV2z/8Sr69r8q/OYlyVdT14cffqjx48cfsBr2RL9bPlJJrd+NJMVG2LTk1uatA3Vd/b9Fen3hxpB1uSnRevuyQxQb0QpnQW3j70kAADSEAA0AgAOIAG3fLFq0SOdecLEKDr8xuG7NXUdLkl5dsEF/ffVnmaY0sFOC4iLs+vL37fUeZ0SXZP1jcl91TYtRQZlL8ZF2bSup1LyV+fpx7U6ZpnRY91RdNHvBXtd4dL9M/evU/lqbX67xD3xV5/7KDb9o2yszdOoJx+rJJ588MH//3cgvrdINbyzVh7+EzhQ759oxykmJbvLHx575y8s/6a1FmyRJcRE2FVd6NPXgTrr6yB5Kam1j0rWT9yQAAHZFgAYAwAFEgLbvvF6v8m74MLg8f/oRevvnjZr5wW8yTenkwdm6fXJfbdhZrjveW6ZfNhVrW0lVneOkxDg0+/zh6pEe2+B4U/mlVTrs3jkhLdoa4nNXyWKvNVGEu1Ky77773dZXbtVNF56u66+9UhbLgZ/4fH2BP8grd3mD6/41NkZHjhjYLOEd9s3bP2/SFS/9JEmyWgyNzEtW7w5xumpcd0XYW0FX23b0ngQAQG0EaAAAHEAEaPtnU2GFRt71eZ31Z43orFuP61MnEJv5/jL931erJEnXHNld7y3ZrN+2lIRsc8rgbJ0+vJPsFotSY53KiI/QgrU7ddLj34Zst/Pde1WyfL6Sj7la0T0O8dfz78vl3r5Gnf/2Tsi2nqKt8laUyJnRdY+eV9lvX+v2qYfp7MlHHrDxyJ79ZrVufefX4PKWl6arat0SSVKnTp00dOhQDRo0SAMHDtS4ceNkt7fC7oJtkGmamj1/rV7+Yb1+2VQcXD/14E66fXK/MFa2h9rZexIAANUI0AAAOIAI0PZfzvXvhSxfeFgXXT+hZ72tyVweny55YYE+XbZNkXar7jihr975eZO+WF5/F8+GVHcXlaQqj1c9bvS3hOuXFa+NhRVye32aPCBLvTvEKS81Rl0TrUpOTAjuY9iciuwyWHHDTpQzq2eDj+NzVcrmrdTNx/bR2eMG7FWN1baXVGnuiu26+n8/1zz+oje05qNnQrarbvXm8/n02Wef6fDDD9+nx0PTWbKhSNPfWKylG4vlsFn02kUj1S87PtxlNa4dvicBACBJB74/AQAAwH64ZExe8Paw3CRdNrZrg10xHTaLHj1zkEZ3T1WF26ub3lyqy4/opoU3Halbj+2tqQd32u3jLbhxXJ111Q+3ZGORCspcKqn06Pn5azVn+TYN6Zwo+Wq6TVqtVpmeKmVrh+4/Oksr/nGU1tx1tF69aIT6B8KQWKdVFq9LFkeEfJEJuvmDlUo99q8ae8W/dO+Hv+mBT3/Xr7VaI+3KNE1d/9pi5Vz/nobe8WlIeCZJPew76uzj8/lkGIb69++vvn377vb3gObXLzte71w2Sr0z4+Ty+HT8o1/rb68u1s4yV7hLAwAAu6AFGgAABxAt0A6MVdtL1SkpSjbrnl3rq3R7dc6sHzRvVb7iI+169aIR6pYeG7xv4oNztXpHWb371m59Vu32d3/V01+vlsWQZhzXR2/8tFEL1xVKki4c3UXnDk5Sdna2vF6vJk+erGuuuUYjR45sMOirrmPR+kJd+vz3yq/wNbjdaxePVO/MOL27eJMi7Fa9v2SzPli6pd5tfa5KbXj0TzJdFXXus1gsGj16tN5++23FxsY2+HgIv1XbS3XL279o7oqaIHTpjPGKcdrCWFUD2ul7EgAABGgAABxABGjhU+7y6IynvtOi9YXqEB+hz68dU++g7OsLyrV6R5m++WOHBnZK1IS+GXW2MU1TC9buVKekKKXF+ScMeObr1frHu/4xx5KjHUqNlBw2my44vIcOyUtR4h7Opljl8erbP/L16+Zi/b5+qxLi47WluFIf/bI1uI3TZlGVp+GQrZqnZIc2Pna2Tj75ZL366qvB9YZh6KSTTtLs2bPldDobOQJakrcWbdRfXl4UXH7u3GE6rHtq+AqqD+9JAIB2qgVe1gIAANh720uqFGH3t1jbVFSpP7aVqm9W3fGkOiZFqWNSlEY3EkwYhqEhOUkh684blasVW0v08g/rlV/mUn6ZJLl02Ys/KdJu1YNTBuioPnXDuF05bVaN7ZmmsT3TJNVMQnDHe7/qqbmrJanR8My1fY0cqTmSJFtsijbsLFdWQqSOPPJIffrpp5KkSy65RA899FCTzP6JpnNc/w4hAdpZ//5eB2XH661LD2m0dSMAAGh6nFUBAIBWa8HanTrhsW900K0f6cj7vtL8VQWSpFinTZ2Sow744918bG89OGWAzh+Vq5MGZevQbinqlBSlCrdXFzy/oNFxzHbnhqN773ab1Bi7vrv3HN1/Wv/gukMCs5aeeuqpslgsuu222/Twww8TnrVChmFo7nVjQ9Yt3lCk3Onvq9LtbWAvAADQHOjCCQDAAUQXzuaxLr9c93z0m95bslm1z2SG5iTqynHd1SszTkl72KVyf3m8Po2+5wttKqqUJCVFO3TF4V11/ICsPe7WKUlen6m8v78fsu7RQyVr50G6aPZCSdKim49UQpT/mMc/+o1+Xl8oSZp73Vh1TIpSaWmpYmJiDsCzQjhVur2a9OBcrdpl3L7/XThCw3KTGtirmfCeBABopwjQAAA4gAjQmscNbyzRC9+tkySdPDhb543KlcNmUZeU6LB0dVuzo0x3vL9Mn/xaM45ZtMOqqQd31tSDO6tj0u5bw+0sc2ngPz4JLq+eOanR52KapnKnv7/H2zd2nKuuukr9+vXTeeedt9f7o+m8umCDrn0ldMbVhTcd2WzhcL14TwIAtFO07QcAAK2OPTA759CcRP3zlP7qlRmnvNSYsI0TlZMSraemDdH0iT2D68pcXv3fV6s04YGvdMtbS/X96oJGj7Fra7W3Fm1qdHvDMHRU7/Tgcu0wbW+8+eabevDBB3XZZZdpx44du98Bzebkwdn65KrRIetWbtv3bsIAAGDfEaABAIBWJzXWP7Nk5+ToMFcS6sLD8rTmrqO18s5Juuekg9QjPVZlLq+em7dWp/7fPOVc/55eDLScq8+kfjWTEPy+tWS3j/fE1MEhyznXv7dX9fp8Pt1www2yWCxyuVy6//7792p/NL1dWy8eM/1JjZz5qf7x7q/y+ehIAgBAcyFAAwAArU51gLa9pCrMldTPajF06tCOeu+KUbp9ct+Q+/7+xhLlXP+e/jNvjXYdScNhrTk1O2Fg1m4fx2IxtOTWo0LWPfrFH3tc52uvvaZly5bJ5/PJ5/PpgQceUEFB4y3l0LxW7zIOWmROf20qqtIzX6/WI3vxtwYAAPuHAA0AALQ6aS08QKtms1o09eDOWj1zkm47vk/IfTe/9Ytyp7+vx+b8IbfXJ0n6ZmV+8H6Hbc9O02Ij7LpwdJfg8r0fLVe5y7Pb/bxeb7D1WbXKyko9+OCDe/S4aB49M2J19sgcXTwmTy+eP1xHp+5U4TcvSpKe/+q3MFcHAED7wSQCAAAcQEwi0LR+Xl+ol75fp5d/WC9J6p4eo4+vOizMVe05n8/U1Ge+07e1grLaemXGadnmYp01orNmHN+33m3qY5qmhtz+qfLLXMF1f9wxUTZrwyHciy++qDPPPLPO+piYGG3YsEHx8fF7/PhoXh/P+Vp//mCnDMOi48x5euju25vvwXlPAgC0U7RAAwAALVpplUdzV2zXBf/5Ucc/+k0wPJOkPx/apZE9Wx6LxdCLfz5Yq2dO0vmjcuvcv2yzf4D4QZ0T9+q4hmFowU1H6qwRnYPrut7wgRZvKKx3e4/Ho5tuuqneSRdKS0v18MMP79Xjo3kdNWaUcpP9Y6M99coHGj58eJgrAgCg7bOFuwAAAICGVLi8Ovyfc7Qt0FXTajE0oU+Gop1WdU6O1smDs8Nc4b4xDEM3HtNbNxzdS09+tUozPwjtitctLXafjjvj+L7KL3Pp3cWbJUnHPfKNJGnVnZNksdSEZWVlZcrPz68zBlu1X375ZZ8eH82nY3KM1hRUKumIC7TgvzfIMAy53W7ZbP7T+5UrV+r333/X+PHjQ7rpAgCAfUOABgAAWqzfthRrW0mVnDaLju6XqYvH5Klb+r6FSy2RYRi68LA8XXhYnrYWV+qGN5ZqytCO6t1h37v/PnLGII3psUHXvvJzcN3pT83Xfy8cEVyOj4/XkiVLtHPnTpmmqQEDBkiSvv/+e/l8PvXo0WOfHx/No3t6rOau2CF7crayLvq3qtYvVdKIk/XdK48rOcqqsWPHav369frggw80YcKEcJcLAECrR4AGAABarF82+bs0Ds1J0n2nDQhvMU0sPS5CT5815IAc6+TB2Zo9f60WrS+UJH23ukAVLq8iHdbgNh07dlTHjh1D9hs6dOgBeXw0vesn9tSgTol6bt4afb+6QBGd+yuic38ddf8cWT+/T5s2bZLVatVDDz1EgAYAwAFAe24AANAibSqs0H2f/C5JGpKzd2OCQXrz0kN0wsCs4HL/GR83un111z+0DnarRUcflKn/XThCX/51jG46preiLF5ZI+PkPewvUkScvF6vPvzwQ61atSrc5QIA0OoRoAEAgBanyuPVxS8sVEGZS32z4nTRYXnhLqlVur9Wqz2X16cNO8sb3JYArfXqnByt80bl6kjfArkLNsoak6joPodLkiwWix5//PEwVwgAQOtHgAYAAFqMSrdX//p4uSY/+q1+Xl+ohCi7Hj9zsCLs1t3vjHr985T+wduj7v6iwe2sVn7HrdmLL76oh+6+TaVLP5MkObN7S5K8Xq+efPJJlZc3HJ4CAIDdI0ADAAAtgmmaumj2Aj38+R9atrlYDqtFD5w2QB2TosJdWqt28uBspcU6g8v/+nh5vdsRoLVuXq83cMMjSYrqNlxRPUdJkoqLi/Xyyy+HqzQAANoEAjQAANAivPj9Os1Zvl2SdHCXJH153RiN6ZEW5qrahgenDAzefvjzPzTlyXnaWlwZsg1dOFu3P/3pT9q6daseuup0JXvyJUmpx1+v+BGnybBH6NFHHw1zhQAAtG4EaAAAIOwKy1264Y2lkvzh2ezzhiszPjLMVbUdI/KS5bDVnPbNX1Wg4Xd+FrINAVrrl5aWprOmnKzv7/mTclOiJUkJo/+kvn/5t6786/QwVwcAQOtGgAYAAMLqfz+s14DbPgku33fqANmsnKIcaF9fN7bOupzr39Pf31ii6N5jZIuKC0NVaApWi6F3Lx+le08+SLERNhVb4/ST0TXcZQEA0KpxdgoAAMJm2eZiXffa4uDyv88eog4JtDxrCmlxEVp224Q661/8bp1Sjr1W9tMeUEmlOwyVoSlEO206ZUhH/engzpKk13/aqCe+XBnmqgAAaL0I0AAAQFgs2VCkiQ/ODS5fNrarDu+ZHsaK2r5Ih1W//aNuiFbtrUWbmrEaNIdzDsnVwV2SJEl3ffCbKlzeMFcEAEDrRIAGAACaXWG5S8c+8nXIumvH9whTNe1LhN2qy8bW353PbjWauRo0tdRYp/7vT0OCy71u/lA7SqvCWBEAAK0TARoAAGh2tcc8k6TVMyeFqZL26drxPfTN9Ydr8a1Hhayf1C8zTBWhKcVH2nXK4Ozg8pDbP9XP6wvDVxAAAK0QARoAAGhW19ca80ySvv7bWBkGLZ+aW1ZCpExf6LrYCHt4ikGTu/eU/jq0W0pw+fhHvwljNQAAtD4EaAAAoNms2l6ql39YH1x+9IxByk6MCmNF7ZvLW5Og3XFC3zBWgubw+NTBIcs5178XpkoAAGh9CNAAAECzWLm9VIf/68vg8uzzhuvog+gyGE7zVuUHb08ekBXGStAcYpw23XJs75B120sYDw0AgD1BgAYAAJqcaZo6olZ4FuO0aVSt7mQIjyte+il4O9ppC2MlaC7nHJKr2ecNDy4PvePTMFYDAEDrwZkSAABoMhUur258c6leW7ghZP2im48MU0WoT1wEp4TtCeE1AAB7j7MlAADQZJ6fv6ZOePbHHRNls9IIPlw2F1XopMe+1YBOCcF1x/TvEL6C0CyqPF5t2FmhrIRIrd5RptRYJ903AQDYCwRoAACgyUzok6k73/8tuDz3urGEZ2E2YubnkqRNS7YE12UnRoarHDSxP7aVasY7v+jblfny+kxZDMln1tx/zZHdw1ccAACtCAEaAABoMp2So/TfCw7WaU/Ol8Q4Wy3RMQdl6txDcsNdBppAhcurcffVjD3osFnk8vjksFl0WPdUnTm8k8b0SAtjhQAAtB6cxQIAgANqwdqdshjSu4s366d1O7VwXaEkyWmzKD7SHt7ioIU3HalB//gkuPzIGYPCWA2aksMW2trzjGGddFTvdPXvmECYDQDAXuKTEwAAHDDfrcoPtjbb1Q1H95LVYjRzRdhVUrQjZLmgzFVnHdoGq8XQqjsn6Za3f9Hz89fq2W/X6MOlW/TVdWPDXRoAAK0Og5AAAIADZktxZcjySYOy9dVfx2r57RM0bUROeIpCHS/+eXjw9js/bwpjJWhqFouhy4/oqpQYpyT/v9GPftmym70AAMCuCNAAAMABUx3GnDWis5bdNkH/OrW/OiVHyWmzhrky1DYyL0Vpsf5AZdY3q8NcDZpaWmyE5k8/XJeN7SpJevG7dWGuCACA1ocADQAAHBBLNxbp02XbJElThnVSpIPQrCW7KjD7YqXbJ9M0d7M1WrufNxTp02VbJUmFFe4wVwMAQOvDGGgAAGCf+Xym/v3Nan2wdIsWrN0pSRrdPVW9MuPCXBl2Z3T3VNkshrYUV+r1hRt10uDscJeEJvL2z5t0xUs/SZJSYpx65IyBYa4IAIDWhxZoAABgnz0/f61uf29ZMDxLjLLrjsl9w1wV9kRWQqSuOKKbJOmWt39Rpdsb5orQVN5YuEGSdETPNL1xyUjlpcaEuSIAAFofAjQAALBP1uwo090f/iZJmtAnQx9eeai+vG6sOiZFhbky7KlLA2NilVZ5lF/mCnM1aCpLNhZJki49vCv/PgEA2EcEaAAAYK899NkKjfnnHJW7vMpJjtIjZwxUz4w4xUXYw10a9oLVYiguwj+ix5INRWGuBk0lxun/G3+3qiDMlQAA0HoRoAEAgD1mmqY+/22r7vvk9+C6p88aIpuVU4rWKivR3yLpotkL9NuW4jBXg6ZwcmB8u7s//E1f/LYtzNUAANA6cbYLAAD2iM9nKnf6+zr32R+D6+49+SB1TYsNY1XYX9cEZuOUpAkPzGVGzjbo0rFdNXlAB0nSnOUEaAAA7AsCNAAAsFumaarL398PWffaxSN1ypCOYaoIB8q43ukhy7nT329gy92bNWuWPvzww/0tCQeYYRga2zNNkvQzXXUBANgnBGgAAKBRRRXuOqHKyjsnaXDnxDBVhAPtjUtGhiwvWl+4V/ubpqnrrrtO5557rqZOnXoAK8OBkhEXIUnaVFgR5koAAGidCNAAAECDCspc6j/j45B1q2dOktVihKkiNIWBnRJ1RKCFkiRNfvSbPd7X4/Ho3HPP1b333itJ2rlzp7xe7wGvEfvn960lkqQuqdFhrgQAgNaJAA0AANSrrMqjQf/4JGTdstsmyDAIz9qiZ84eGrLs8fp2u09FRYVOOOEEPffcc8F1Pp9P27YxzlZLkxjtkCT5dv9nBQAA9SBAAwAAdeworVKfWz4KWbfk1qMU6bCGqSL8f3t3Hldlnfd//H04HBZlk0UQFxQNccVyIUuz0kJLf+NoZVpNllOZtpplTouajZbN3ZiT6TQt3reT65Qtjtninpr7hooLLoiAiAoIsp5zfn+gR08gmgIXHF7Px4NH1/W9ruuc97m6iuPH71IVEib2dmyPnLNVNtvlFxTIzMxUz549tWTJklILD6SlpVVaRlybgqKSypmnha//AABcC36DAgAAJ6dzC3XL2C+c2o68c698vSwGJUJV8bKY9c6AdpKkH3af0IsLtl92Vc64uDitX79etjK6NKWmplZqTvx+s389anQEAABqNApoAADA4cPlB3TTxJ9UWLdkZcY37mmpI+/ca3AqVKUHuzTRfR0bSZK+2Z6iRduOl3leixYtJElmc+leiRTQqhe73a7E9BxJ0uYjZwxOAwBAzUQBDQAASJLWHzypv/2437E/rFszDbuthYGJYJRHuzZ1bE9aslcJadmlzvniiy+0b98+de/e3dFmNptlMpkooFUzJpNJQ29tKknq1JTVcwEAuBYU0AAAuMT48eNlMpmcfqKjo42OVekOpWTogakX5zwbektTvdrH9T83ytaukb9ejmspScrIKVTvqWu0YPOxUudFRUVp5cqVkqQ5c+aob9++slgsat68eVXGxVVoFszqmwAAXA93owMAAFDdtGnTRj///LNj393dtX9dbtydqP7v/yCPkAhZrPlaPraPGgfWMToWDDbyjha6OTJIExfv0fZjmXrlPzsV4uOpO6LrO84pLCx0bA8ePFiDBw9WQUGBPD09jYiMcsxclShJWnMgw+AkAADUTPRAAwDgN9zd3RUWFub4CQ4ONjpSpfnPsg16YHaCPEIi5CGr/vNcT4pncOgYUU+LRtzi2H9s1ian4y+99JIkacaMGY42imfV08mzBUZHAACgRqOABgDAbxw4cEDh4eGKjIzUQw89pKSkpMueW1BQoOzsbKef6ujUqVN68803tXXrVkfbgq8Xa/RPF3ujLHquh2IaBxiQDtWZyWRy2s8vssputyv+eJb+9fUKSdJTTz1lRDT8DpEhPpKk21uGGJwEAICaybXHpAAA8DvFxsZq1qxZatmypVJTUzVhwgR1795d8fHx8vX1LXX+5MmTNWHCBAOS/j6ffvqpJk6cqOnTp2vjxo36avEPmp4a4Tj+Rt/WahPub2BCVGf3d2ykhVuSJUnRbyyVxWxSkdWusIfelZJ3lCqyofrZcrRk9c29qdWzyA8AQHVHDzQAAC7Rp08f3X///Wrfvr3i4uK0ZMkSZWZmasGCBWWeP3bsWGVlZTl+jh0rPdG60ex2u2bOnClJysrKUocBI5yKZ3dG19ewbs2Mioca4PW+rTXqrigF+3hIkoqs9osHG8UYlApX68CJs47tiCAWEwAA4FrQAw0AgHIEBAQoKipKBw8eLPO4p6dntZ/zafXq1Tp8+LAkyT2spYL6POc41jO6vj4d2tmoaKgh/L0teq7nDRreo7lO5xbq5snLjI6E3+Guv692bE978EYDkwAAUHPRAw0AgHLk5OQoMTFRDRo0MDrKNfv444/l7u4uk8VTYQ9PcTr20eD2BqVCTeTh7qb6vs4F4z90CDcoDS6nyGrTgRNntXr/Se1OyXI6FubvZVAqAABqNnqgAQBwidGjR6tfv36KiIhQSkqKxo0bJ7PZrMGDBxsd7ZqcOXNGCxculL1OoJo8/ZnTsaPv9tXUeu9ozJgxBqVDTfTXJXud9j+gR1O1YrfbNXDGOu1MzrryyQAA4KpRQAMA4BLJyckaPHiwTp06pZCQEHXr1k2//vqrQkJq5sp17322UIEPvC2vRm2c2pOm9FNMTIxuv/12Y4Khxvr0l8OO7cOT7zEwCcpiMpnkbTGXeeydAe2qOA0AAK6DAhoAAJeYN2+e0REq1Pwkb3k1anixwW7T2zE5ijtxosYWBWGclfvSnfZZfbN6+nDITbp32hqlny2QJOXuWyvbuSwNouAJAMA1o4AGAIALCwoKUfo5q/w93bTlzTi5m5n+FNdu6OebLm7f0tS4IChXiK+nercN0/+tPypfL3cd/XqyJMlkmm5wMgAAai6+RQMA4KLij2fpVL5NkrRwRDeKZ7guRVab0/5r97YyKAmuJPFkjuZtOiZJatfQ3+A0AAC4Br5JAwDgYmw2u2auSlTff/wiq82urpFBigr1NToWarh//3rUsf1yXEtZKMhWS3mFVj397y0qLC4peA7u0sTgRAAAuAaGcAIA4GImLdmrT85P9B7bLFDTBrNKIq7P6dxCTfhuj2N/5B0tDEyD8oz/drf2n8hRsI+HZg+LVXRYSfG8RQv+nQEAcD0ooAEA4EIycgr06dqS4tntLUP0/gMdFFjXw+BUqOme/vcWx/aS57obmATl+Xrbcc3ffEwmkzTtwRvVqoGfjh8/Lklq27atwekAAKjZKKABAOAizhUWa/DHv8pulxrV89asx7oYHQk1yOdrD2vCd3tUr45Fk/7YTpO+36tTOYUa2ydaGw6fliR1vyFYrcP9DE6Kshw6maO/LNolSXr2zht0S4tgSVJ8fLwkqU2bNoZlAwDAFVBAAwDABSSdOqfRC3foQHqOJOmtP/CHZfw+F4ZonjlXpKe/2Opof+Ob3Y7tHlEhVZ4LV2fuxiSdK7RKkp7veYOj/UIBjR5oAABcH2Z/BQCghks+c063vbdCG4+U9BIa1q2Z7owONTgVXNEd0fWNjoDL6Ns+3LF9OrfQsU0BDQCAikEBDQCAGqzYatMDM9c79v8+KEav9ok2MBFqqsdubeq0v+etOM18+CantoYB3lWYCL9HTOMAtW1YMrx25b50R/uFAlpUVJQhuQAAcBUU0AAAqME+XnNIKVn5kqRP/tRJf7yxkSxmfr3j9xtwYyOn/e1JmerdtoFWjr5dUkmBzctiNiAZrobdbld+kU2SHEO5pYsFNA8PFhMBAOB6MAcaAAA1kN1u17tL92nmqkRJ0qi7otSrNcM2ce3aNfKXySTZ7SX7/1pzSLe0CFbT4Lo6PPkemUwmYwPisrYlndH0FQd18HzhzMvdJKvVKrPZrPz8fIPTAQDgGvgragAAaqB/LD/oKJ5J0rN3tjAwDVzF7glxju21B085timeVV8LNh/THz9ap5/3psvdzaQnb4vUV5OfkcViUWBgoOO8wYMH6/nnn9eSJUsMTAsAQM1FDzQAAGqgS+c4+viRjhQ4UCHqeFz8auhp4e9Za4L/W39EktQxop4mD2inqFBfLRqXJbvdrjNnzjjOW7Bggex2u7799lsdPnzYoLQAANRcfDMCAKCGOXQyR1uTMiVJi0bcorvbhBkbCC6pQ+MAoyPgKhRbS8bctg33U1SoryRpxIgRpc6z2Wyy2+0aPXp0leYDAMBVUEADAKCGmb/pmGM7oA4Tg6Ni+XqV9EJr4O9lcBJcyeGMXO0/cVaS9GCXJo72Bx54QHXr1nU612w2KyYmRsOHD6/SjAAAuAoKaAAA1DBrEzMc2w0DvA1MAlfU+3yPxn1pZw1OUvsUFFuVlnX1k/7vTc2WzV7y/4FWDfwc7XXr1tUjjzwid/eLQ3JtNps++eQTmc2spAoAwLWggAYAQA1T75JeZz3eW6FZaw9r/qYkZecXGZgKriLufAFtR3KWZqxMlP3CspyoNLtTsvT617vUYcJPuuWdZVq9/+RVXbflaMkcZxZz6TkQn3rqKRUXF0sq6X02fPhwderUqeJCAwBQy1BAAwCghnm+5w2O7dSsfI3/bo/GfLlLQ/71q84VFutEdr6OnT5H4QPXpGer+nqqR6Qk6d2lCXpp4Q6DE9Vs5wqLtSclWzZb2f89Lo1P1YCP1unfvyYpr8gqm116/ev4K/73+7/rjujTX0oWA2gd7lfqeIcOHXTjjTdKkgICAjRp0qTr/CQAANRuFNAAAKhhOjUN1KFJ92jE7c11b/sGurd9A9WrY1H88Wzd+NZPip20TN2nrNDz87YbHRU1kMlk0qu9o3V/x0aSpK+2HtecDUkGp6p5iq02TV9xUB3e+kn3TFujKT/sK3XO2oMZGvHFVhUU29T9hmC9dk8rSVLS6XNaue/yvdCy8oo0fcVBSVKvVqGa+Ie2ZZ73zDPPyGQy6YMPPlBAQMD1fygAAGox9yufAgAAqhs3N5Ne6R3t2N94+LQe+uRXFRTbHG0H03OMiAYXYDKZNOW+9tqdkq09qdn6aU+ahsQ2ufKFkCTlFBRr6Gcbtfn8EEtJ+mTNIbUM81H/Dg1lMpmUfOacnp+3XTa71L9DuP52f4zczW5KSDurL7cma11ihu6Irl/qtRduPqaX/7NTktSonrf+PihGvl6WMnM8/vjj+tOf/sS8ZwAAVAAKaAAAuIAuzQK1+NnuOp1bqG93HNfcjcfk48mveVw7k8mkif3bauCMdVq1/6QS0rIVHVZ6qGBtZrXZ9X18qnYdz5KPh7v8vC3q1TpURzJytfnoGXlZ3PTX/u20PCFd/92Vqhfn79CCTcnq0CRAX25JVkZOgVqG+mrygPZyN5cMDEnJzJMkRYb4lPme7y5NcGx/OOSmyxbPLrh0IQEAAHDt+I0KAICLaBnmq6+2JmvuxmOSpH4xDQxOhJquY0Q93dMuTEt2pWnykgT97+NdjI5Upc7kFiqgjkUm08VJ+guKrTqdW6i1B0/poxUHdSgj1+macd/uVmRwXUlSeIC3BnZspP/XIVytw/30wc8HtP7QKa0/dEqS1Dykrv738S7y9rjYQ2xvWrYkOa2qeamMnELHdofGARXyOQEAwJVRQAMAwIXsTin5w/fgLo31SNemxoaBS3glLlpLdqVp1f6TOpVToCAfT6MjVbpF25L14vySxRMsZpNCfDyVX2xTXqFVeUVWp3MD6lh0b7sGstnt+mnPCWXkFOpQRq483N30YOfG51/DTSPvaKF72jXQD7vTlJieo1YN/DQktom8LM7DK5sF19W2pExtOXqmVIFswEdrHdu9WpUe3gkAACoPBTQAAFxI8plzkqSoUF+Dk8BVNA2uq+YhdZV4Mlez1h3RS3e3NDrSNSsstmn+5mP69/qj2nfirEL9PHUiu6Dca4qsdqVk5Tu1ubuZFB7grcFdmuiRrhGO4dL3tDupN7/ZrV6t6mvE7S1Ur66H03XNgutqeI/m5b5f/w4NtS0pU19vO67Hb23q6P0WfzxLW5MyHefNfLjj1X5sAABQASigAQDgQlLP/0HfYmahbVScP3eP1NivdunbHSk1toBms9n16pc79dW24462KxXPvCxumj0sVp7ubvK2mOVlMcvXy13+3s7DOi/ofkOIVoy+/bpy9m3fQBMX79Gu41n615pDevK2koJb33/84jjn5shAx5xpAACgalBAAwDAhUSH+WpncpbGf7tbft4W/b+YcKMjwQU0quctScortF7hzOrFarPrbH6Rcgutmr8xyVE8iwr1UU5+saIb+MnNZNJNEQGy26U6HmZ1aRYoPy+LQv285OFe9UWqIB9Pjb2nlSYu3qNJSxIU5u+tF+dvdzpnysCYKs8FAEBtRwENAAAX8nrf1lqXeErJZ/L0wc/7KaDhup3KKdA/lh+UJN3eMsTgNFfn2x0pem7utjKPtQn303fPdJObW+keZNXFsG7NdPxMnj5be7jU51g4vKuaBNUxKBkAALUXBTQAAFyIn5dFD98coXe+T1BBsc3oOKjh3vk+QTNXJTr2+7Stfiu72u12TVy8V5+tPXz5c4oLZbfb5e5m0nv3xVTr4tkFr9/bStuPnXGa98zf26LOTQONCwUAQC1GAQ0AABeTea5IkuTBHEm4Bna7XVuTMjVnQ5K+3JosSbqhvo9evCtKd0Qbv/Lja6+9prlz52rp0qX66bib3vth32XPtdusOj7jcUVHhOmrr75SixY31IjimSS5uZn03v0x6vk/qyRJMY38tWjErQanAgCg9qKABgCAi9l+7Iwk6cnbIg1Ogprm623H9dHKg9p/IsfRNuL25nqld7SBqS6aMmWKJk2aJJPJpFmzZmmOrXRBqTD9sHJ2/STr2VOaNell3T8lw4CkFaN5iI+OvHOv0TEAAIAooAEA4HIurMTp48WveVy9rUln9ML5yeq9LG7q2z5cg7s01k1N6hkb7Lx//vOfGjNmjKSSXnLTp09X034mZTW6RZKUtW6eMtfO1V9eHaMJH38pd3eefwAAUHEY2wEAgIvp3TZMkvTx8gSDk6CmsNnseuf7i8+Lh9lNj9wcoY4RgTKZjB/yOHfuXD399NNObdnZ2dr5xSTlJW6WJPUZ8qTyCwr017/+leIZAACocBTQAABwMbfdULJS4s60PKWfzTc4DWqC3SnZ2nj4tGM/O79Yf5i+VlGvf6+PVyfKZrMblm3x4sV65JFHZLeXztCtWzf99Pfn5WF207oj2Xr4kw36bkeKCoqtBiQFAACujAIaAAAu5sCJs47t/+5MNTAJaopQP095WUp/LSwstmnSkgTFTPhRw2dv0cTFe5wKbZXt0KFDGjBggKzWsgtimzdvVjN/sz4d2kneFrM2HTmjZ+du0zNztpVZcAMAALhW9G8HAMDFFFkvFg4mfLdHj93azMA0qAnq+3lpw196KSUzT5uOnNaelGw1DPDWgfQcLY1P09mCYi3dnSZJ+vSXw2oY4K0/dY3QDaE+6tQ0UH5elkrJ1ahRI3Xs2FGHDh1SRkaGbDab45jJZFJ+fr5Wrlypfv366b/PddOsdUf0f+uP6qc9J/TSwh36n/tjqsUQVAAAUPNRQAMAwMW0a+TvtF9QbJWnu9mgNKgp/L0t8ve2qFUDP6f2IqtNKxLStf/EWe1NO6slu1J1PDNPky+ZM+2OliH6bGjnCi9WeXh4aP369ZKk4uJipaamKjk5WcnJyTp27JhycnLUp08fSVJkiI9e7ROtjYdPKyHtrL7ZnqJ3B7aXxUwBDQAAXD8KaAAAuJibI4Oc9guLbRTQcM0sZjfd3SZMd7cpWZwiNStPi7Yd17qDp3T0dK6Onc7Tin0ntf9EjlqG+VZaDnd3dzVu3FiNGzcudWx5wgkt25uub7anKKegWJL0h5hwWczMVgIAACoG3yoAAHBB3oVnHNvtxv8oq4GTwMO1NPD31ojbW2jWY50VHVbSW81kkuwy5hk7kZ2vP//vZn2xIUk5BcVqGOCtp3pEamL/tobkAQAArokeaAAAuKBbfU/r54J6jv3mf1miI+/ca2AiuJqf96brpz0n5OHupg8GdXAU06ramgMZulAfnjqog/rFhMvsxrBNAABQseiBBgCAC+rVvkmpNtsVeqFtPHxan689rC1Hz5R7HlBktWnxzhRJ0v+LCVefdg0q5HXzCq2avylJyWfOXfU1CzcfkySNuitK/W9sSPEMAABUCgpoAAC4oC43ttfp5Z86tf1z9aHLnr8nJVsP/HO9Jny3R0P+9evvKmCgdsk8V6hB/1yvxTtTJUl3tQ6tkNe12ex6cf52jflyl4b8a8MVC74X5BVZJUkRQXUqJAcAAEBZKKABAOBC7Ha7Hvl0g+78eK8C7xzmdOzdpQmXuUpatf+kY7ug2Kbh/96io6dyKy0naq5Z645oa1KmfL3cNfPhjoo7v7jA9bDb7Zr8/V4t3Z0mSUo6fU47j2dd1bWhfl6SpNwC63XnAAAAuBzmQAMAwAXkF1kV/cbScs+Ja1N2T6H8IqsWbUuWVDIcb9X+k4o/nq37Zq7XqpdvVx0Pvi7gooTUs5KkF3pFqXfbqy+encop0PfxacrKK1LHiHqO1WJtNrve+CZeX2xIcjp/7oYkdWgccMXXzc4rklSykAEAAEBl4RsxAAAu4ErFs8kD2mlwl4vzohVbbdqalKkV+9L1w+40HTqZq4A6Fo3pE60xfaL1wMz1Op6Zp6+2HtfDN0dUdnzUIAdP5kiSWtT3uepr/rszVS/M36Yi68VhmXOeiFXnpoEavXCHvtmeIpNJmvzHdmpR30f3zVyvRduPa0yfaAXW9SjzNe12u77eflwbDp+WJEWH+V7HpwIAACgfBTQAAGo4u/3yc0UdmzpIq5f9oBPJm/VjXrJy/ZpoecJJrd5/Ulnne+5IUh0Psz566CY1DPCWJA3r1kxvLd6jKUsT1CMqRI0DmV8KJYXXg+klBbS0rLzLnrfpyGkF1fVQZIiP9qWd1divdqrIalfzkLpKy8pXbqFVQ/61wXG+u5tJfz+/gqbdbld0mK8S0s5qRUK6BnZsVOr1M88V6v6Z63XgfJaHb25yVb3VAAAArhUFNAAAarCcgmK9vHBHqfbMH6Ypa/uPstSP1D0vT5N3887yDLfIZLq4wmZAHYt6RIXozuj66hEVooA6F3v6PNI1Qt/uSNH2Y5l645t4zXqsS5V8HlSt/Px8nT59WuHh4Vd1vvWSYu2YL3dpzJe71K1FsNzNJp0rtOpcYbFO5RQqNStfkhRY10OncwslSR0aB+g/w7sq+Uye/vx/mx2FuLoeZk0bfKN6tioZYmwymdSzVX0lpJ3VdztTyiygPTt3m6N49mjXCI3r10YmxnACAIBKRAENAIAa6mB6job861elny0odcy/1wj53PKQ3H2DnNpbNfDTndEhuqNlfd3YpJ7MbmUXHSxmN/19UAf1en+VVu47qS1Hz6hjRL1K+RwwRnp6uvr166dNmzZpzZo1uvXWW8s8z263a+3atXr77bf1ww8/KGLMYqfjvxzMuOx7XCie3doiSB8N6Sh3s5uaBtfVz6N6aMOhUzp2Jk93tQ6Vv7fF6bo/3thQ/1x1SCv3ndTS+FT1btvgYu6z+VpzoOQ9H+zcWBP+0PaaPj8AAMDvQQENAIAaaMmuVI34Yutlj5vM7nL3DZKtMF/5R7crL3GT3ntxqIY/eu9lr7Hb7crOL1ZaVr5Ss/KUlpWvxvW8deTUOU39eb9mD4u9pqz5RVYVFNnkX8dy5ZMr0LHT55R0+pxujgy6bKGwtoqPj1efPn2UmpoqNzc3rVixwlFAs9vt+u9//6u3335bGzZsKHVt0v8MVMsRM5TnXV9BdT00vEdzBdSxqI6Hu+p4mFXHw6wgHw/lF9nkbjapjsVdjQO9S/UQi40M0uWeqBb1fTW8R3N9uOKg3vhmt7o2D3YU2bLzih3nvUXxDAAAVBEKaAAA1CBFVptueO37cs/xUb5St/yocwc3Kf9YvGQtkp+fn/7Qd4F2p2SdL5DlX/xndp5j/1yhtczXXHMgQ01f/e915/fxdNfNkUE6mVOguDah8nQ362B6jtxMJcNRR90VpYycAg2csd5xzZt9W6v7DcEymaTTuUVqWM9b/t4W5RYUy9vDrG+2p+iNr+MlSQ90aqQBNzXSo59tVEGxzfEaR965fOGwtlm6dKkGDhyogoICWa1WmUwmvfvuu5o9e7b2799f5jVDhw7Vq6++qpYtW1ZZzmfubKElu1J1KCNXk5fs1TsD28tut+vD5QckSZ2b1pOHu1uV5QEAALWbyV7ezMMAAOB3yc7Olr+/v7KysuTn53f9L7h1q9Sxo7Rli+JW5WjfibPX/5q10OHJ9zBHlqQPP/xQzz33nKTyF5944YUXNHr0aDVs2LCqopXp8VmbtDwhvVS72c2kL/4cq5sjg8q4CpXqkv8n6aabjE4DAECVoQcaAAA1QNMFqUZHqBDh/l5KOT/BfFV5+OYmFM8kvfHGG3r77bcve/zHH3/UXXfdVYWJriwjp/T8fpL05G2RFM8AAECVooAGAEA1V2yqvsPUgup6qFUDP7UM81UDfy/5e1vk6+Uubw93Wcwm5RZY5eflriAfD7Wo7ytJOp6Zp2AfD3m6mzX716P67JfDyjhboBF3tNDhjBx9tyNVU+5rrxUJ6fpq23HHew24qaF6twnTk7O3XDZP18ggzX3yZuUVWuVlcaNwdomzZy/2XnR3d1dx8cW5xNzc3LRjx45qV0BbOLyrWr6+1LHfvpG/7u/UWPeXsTInAABAZWIIJwAAFagyhnDmduyoNr9Z+fD3sLhJXSKDdFOTeropop5ahPioXl0P1fUwU2CqZdLS0rRu3TqtXbtWq1at0o4dOxyFtEGDBmnevHkGJ0S1xxBOAEAtRQ80AACquYGSjr7bV/94+3217RCrJj7u8reY5Gtxk4f59xTAcqXcXCm3spKiuguTNKBpUw1o2lR66CHl5edr8969WrdjhwbHxZUUR4Dy7N1rdAIAAAxBDzQAACpQRfdAsx89KremTUu2r/vVAKAC1KlTUkhr0sToJAAAVBl6oAEAUI2N/+wzSdLLf/qT9PzzBqcBAEnBwRTPAAC1Dj3QAACoQBXdA+3CHGVWq1VubtV3MQEAAADAlfFNHACA35g+fbqaNm0qLy8vxcbGauPGjYbk+OabbyRJPXr0oHgGAAAAGIhv4wAAXGL+/PkaNWqUxo0bp61btyomJkZxcXFKT0+v8iz9+/eXJH377bdV/t4AAAAALqKABgDAJd5//3098cQTeuyxx9S6dWvNnDlTderU0Wfn5yKrKnvPr3Tn7e1dIUNBAQAAAFw7FhEAAOC8wsJCbdmyRWPHjnW0ubm5qVevXlq/fn2Z1xQUFKigoMCxn5WVJalkLrTrERMTI0las2bNdb8WANRkvr6+jvkgAQAwCgU0AADOy8jIkNVqVWhoqFN7aGioEhISyrxm8uTJmjBhQqn2xo0bV0imTp06VcjrAEBNlZ6erpCQEKNjAABqOQpoAABch7Fjx2rUqFGO/czMTEVERCgpKUn+/v4GJqsesrOz1bhxYx07doyhqOJ+/Bb3wxn3w9mF++Hh4WF0FAAAKKABAHBBcHCwzGazTpw44dR+4sQJhYWFlXmNp6enPD09S7X7+/vzB+BL+Pn5cT8uwf1wxv1wxv1wxvBNAEB1wCICAACc5+HhoY4dO2rZsmWONpvNpmXLlqlr164GJgMAAABgJHqgAQBwiVGjRunRRx9Vp06d1KVLF02dOlW5ubl67LHHjI4GAAAAwCAU0AAAuMSgQYN08uRJvfnmm0pLS1OHDh20dOnSUgsLXI6np6fGjRtX5rDO2oj74Yz74Yz74Yz74Yz7AQCoTkx2u91udAgAAAAAAACgumIONAAAAAAAAKAcFNAAAAAAAACAclBAAwAAAAAAAMpBAQ0AAAAAAAAoBwU0AAAq0PTp09W0aVN5eXkpNjZWGzduNDqSIcaPHy+TyeT0Ex0dbXSsKrN69Wr169dP4eHhMplM+vrrr52O2+12vfnmm2rQoIG8vb3Vq1cvHThwwJiwVeBK92Po0KGlnpfevXsbE7aSTZ48WZ07d5avr6/q16+v/v37a9++fU7n5Ofna+TIkQoKCpKPj48GDhyoEydOGJS4cl3N/bj99ttLPR/Dhw83KDEAoLaigAYAQAWZP3++Ro0apXHjxmnr1q2KiYlRXFyc0tPTjY5miDZt2ig1NdXx88svvxgdqcrk5uYqJiZG06dPL/P4lClTNG3aNM2cOVMbNmxQ3bp1FRcXp/z8/CpOWjWudD8kqXfv3k7Py9y5c6swYdVZtWqVRo4cqV9//VU//fSTioqKdPfddys3N9dxzosvvqjvvvtOCxcu1KpVq5SSkqIBAwYYmLryXM39kKQnnnjC6fmYMmWKQYkBALWVyW63240OAQCAK4iNjVXnzp314YcfSpJsNpsaN26sZ599Vq+++qrB6arW+PHj9fXXX2v79u1GRzGcyWTSokWL1L9/f0klvc/Cw8P10ksvafTo0ZKkrKwshYaGatasWXrwwQcNTFv5fns/pJIeaJmZmaV6ptUGJ0+eVP369bVq1SrddtttysrKUkhIiObMmaP77rtPkpSQkKBWrVpp/fr1uvnmmw1OXLl+ez+kkh5oHTp00NSpU40NBwCo1eiBBgBABSgsLNSWLVvUq1cvR5ubm5t69eql9evXG5jMOAcOHFB4eLgiIyP10EMPKSkpyehI1cLhw4eVlpbm9Kz4+/srNja21j4rkrRy5UrVr19fLVu21NNPP61Tp04ZHalKZGVlSZICAwMlSVu2bFFRUZHT8xEdHa0mTZrUiufjt/fjgi+++ELBwcFq27atxo4dq3PnzhkRDwBQi7kbHQAAAFeQkZEhq9Wq0NBQp/bQ0FAlJCQYlMo4sbGxmjVrllq2bKnU1FRNmDBB3bt3V3x8vHx9fY2OZ6i0tDRJKvNZuXCstundu7cGDBigZs2aKTExUX/5y1/Up08frV+/Xmaz2eh4lcZms+mFF17QrbfeqrZt20oqeT48PDwUEBDgdG5teD7Kuh+SNGTIEEVERCg8PFw7d+7UmDFjtG/fPn311VcGpgUA1DYU0AAAQIXr06ePY7t9+/aKjY1VRESEFixYoGHDhhmYDNXRpcNW27Vrp/bt26t58+ZauXKlevbsaWCyyjVy5EjFx8fXqvkBy3O5+/Hkk086ttu1a6cGDRqoZ8+eSkxMVPPmzas6JgCglmIIJwAAFSA4OFhms7nUSnknTpxQWFiYQamqj4CAAEVFRengwYNGRzHcheeBZ+XyIiMjFRwc7NLPyzPPPKPFixd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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", "import matplotlib.patches as patches\n", "\n", "num_colors = 10\n", "blue_cycler = cycler(color=plt.cm.Blues(np.linspace(0.2, 0.9, num_colors)))\n", "\n", "# Generate time and data for plotting\n", "t = np.arange(tracking_data.T) / tracking_cfg.fps\n", "IdSt = 100000 # np.random.randint(tracking_data.T)\n", "Duration = 20 * tracking_cfg.fps\n", "short_interval = slice(\n", " IdSt + 10 * tracking_cfg.fps, IdSt + 12 * tracking_cfg.fps\n", ") # 10-second interval\n", "\n", "# Create figure and subplots\n", "fig, ax = plt.subplots(3, 1, figsize=(15, 10), height_ratios=[0.5, 0.5, 1])\n", "\n", "# Main plot for tail angle with zoom box (ax[0])\n", "ax[0].set_prop_cycle(blue_cycler)\n", "ax[0].plot(\n", " t[IdSt : IdSt + Duration], tracking_data.tail_df.iloc[IdSt : IdSt + Duration]\n", ")\n", "ax[0].set(\n", " **{\n", " \"title\": \"tail angle\",\n", " \"xlabel\": \"time (s)\",\n", " \"ylabel\": \"angle (rad)\",\n", " \"ylim\": (-4, 4),\n", " }\n", ")\n", "ax[0].add_patch(\n", " patches.Rectangle(\n", " (t[short_interval.start], -4),\n", " 2,\n", " 8,\n", " linewidth=1.5,\n", " edgecolor=\"red\",\n", " facecolor=\"none\",\n", " )\n", ")\n", "\n", "# Hide ax[1]\n", "ax[1].axis(\"off\")\n", "\n", "# Trajectory plot with circle (ax[2])\n", "ax[2].plot(\n", " tracking_data.traj_df.x.iloc[IdSt : IdSt + Duration],\n", " tracking_data.traj_df.y.iloc[IdSt : IdSt + Duration],\n", ")\n", "ax[2].add_artist(plt.Rectangle((1.5, 0.5), 21.5, 21.5, color=\"red\", fill=False))\n", "ax[2].set(\n", " **{\n", " \"xlim\": (0, 25),\n", " \"ylim\": (0, 25),\n", " \"title\": \"head trajectory\",\n", " \"aspect\": \"equal\",\n", " \"xlabel\": \"x (mm)\",\n", " \"ylabel\": \" y (mm)\",\n", " }\n", ")\n", "\n", "# Inset axis for zoomed tail angle (above ax[1])\n", "inset_ax = fig.add_axes([0.2, 0.55, 0.5, 0.1])\n", "inset_ax.set_prop_cycle(blue_cycler)\n", "inset_ax.plot(t[short_interval], tracking_data.tail_df.iloc[short_interval])\n", "inset_ax.set(\n", " **{\"xlim\": (t[short_interval.start], t[short_interval.stop]), \"ylim\": (-4, 4)}\n", ")\n", "inset_ax.tick_params(\n", " which=\"both\", bottom=False, left=False, labelbottom=False, labelleft=False\n", ")\n", "mark_inset(ax[0], inset_ax, loc1=1, loc2=2, fc=\"none\", ec=\"0.5\")\n", "[axis.spines[[\"right\", \"top\"]].set_visible(False) for axis in [ax[0], ax[2]]]\n", "for i in range(IdSt, IdSt + Duration, 350):\n", " ax[2].arrow(\n", " tracking_data.traj_df[\"x\"][i],\n", " tracking_data.traj_df[\"y\"][i],\n", " np.cos(tracking_data.traj_df[\"yaw\"][i]),\n", " np.sin(tracking_data.traj_df[\"yaw\"][i]),\n", " head_width=0.5,\n", " head_length=0.5,\n", " fc=\"k\",\n", " ec=\"k\",\n", " )\n", "[axis.spines[[\"right\", \"top\"]].set_visible(False) for axis in [ax[0], ax[1]]]\n", "\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 4 }