{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os \n", "import seaborn as sns\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# import custom functions\n", "os.chdir('..')\n", "from FLOCK_GPS import DataLoading, Preprocessing, DirectionalCorrelation\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Initialize path to data (UTM-converted datasets)\n", "data_dir = os.getcwd() + '\\\\SampleData'\n", "\n", "# Load datasets\n", "raw_datasets = DataLoading.load_data(data_dir)\n", "\n", "# Re-shape datasets\n", "datasets = DataLoading.pivot_datsets(raw_datasets)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the interpolated data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# get interpolated datasets\n", "interp_datasets = Preprocessing.interpolate_datasets(datasets, threshold = 0.99)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get movement periods\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting movement periods\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5/5 [09:12<00:00, 110.45s/it]\n" ] } ], "source": [ "# get slices for movement periods and break times \n", "movements_bySquad, rests_bySquad, all_stops = Preprocessing.get_slices_byArea(interp_datasets, plot=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get an just one example squad's data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "movements = movements_bySquad[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the smoothed data\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "smooth_movements = Preprocessing.spline_smoothing(movements, s=3e1, UTM=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get leadership metrics" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 7/7 [05:57<00:00, 51.07s/it]\n" ] } ], "source": [ "names = smooth_movements[0].UTM_x.columns\n", "time_delay_dfs, HCS_ratio_dfs, graphs = DirectionalCorrelation.get_directional_corr(smooth_movements, names=names, UTM=True, window_length = 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This gives us a 'leadership score' from the average time-delay for each individual\n", "
\n", "The more positive the time-delay, the more directional influence that individual has" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Member 1 (Squad 2) 0.028342\n", "Member 2 (Squad 2) 0.086318\n", "Member 3 (Squad 2) -0.098910\n", "Member 4 (Squad 2) -0.046654\n", "Member 5 (Squad 2) 0.072385\n", "Member 6 (Squad 2) -0.068123\n", "Member 7 (Squad 2) -0.091568\n", "Member 8 (Squad 2) 0.128615\n", "dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_delay_dfs[0].mean()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also get a metric for Highly Correlated Segments (HCS)
\n", "This is the ratio of time an individual is highly correlated with other individuals while they are within proximity" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Member 1 (Squad 2) 0.788374\n", "Member 2 (Squad 2) 0.875661\n", "Member 3 (Squad 2) 0.847850\n", "Member 4 (Squad 2) 0.866153\n", "Member 5 (Squad 2) 0.832689\n", "Member 6 (Squad 2) 0.829647\n", "Member 7 (Squad 2) 0.811997\n", "Member 8 (Squad 2) 0.796939\n", "dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HCS_ratio_dfs[0].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot leadership graphs for each movement period " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The Y axis location of nodes represents the time-delay (leadership score) value, while the X axis is arbitrary
\n", "The edges point from leader to follower with a specific directional correlation time-delay for that pair
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Quality of the heirarchy is considered the ratio of arrows pointing downards (from high leadership score to low leadership score)
\n", "The number of loops should be close to zero" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We mark the individual who is Squad leader with green and the platoon leaders with blue" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "animation saved to c:\\Users\\James\\GitRepos\\GPS-ruck\\..\\Figures\\Pairwise_Leadership_AnimationSquad_2.gif\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sq_name = smooth_movements[0].attrs['name'].split('.')[0]\n", "DirectionalCorrelation.leadership_graph_ani(time_delay_dfs, graphs, names, sq_name, show=False)\n", "print('animation saved to ' + os.getcwd() + r'\\..\\Figures\\Pairwise_Leadership_Animation'+sq_name+'.gif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nodes represent group members
\n", "Edges represent the direction of influence as well as the associated time delay
\n", "Locaiton on the Y axis represents an individual's average directional correlation tiem delay
\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simple simulation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1/1 [00:00<00:00, 2.27it/s]\n", "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import random \n", "\n", "p1 = [[ 0, 0]]\n", "p2 = [[ 8, 0]]\n", "p3 = [[-8, 0]]\n", "\n", "\n", "steps = 100\n", "\n", "for step in range(steps):\n", "\n", " p1start = 15\n", " p2start = 10\n", " p3start = 20\n", "\n", " if step >= p1start and step < (p1start + np.pi*2*10):\n", " x = step - p1start\n", " p1extra = (np.sin(x/10))/2\n", " else:\n", " p1extra = 0 \n", " \n", " \n", " if step >= p2start and step < (p2start + np.pi*2*10):\n", " x = step - p2start\n", " p2extra = (np.sin(x/10))/2\n", " else:\n", " p2extra = 0 \n", "\n", " \n", " if step >= p3start and step < (p3start + np.pi*2*10):\n", " x = step - p3start\n", " p3extra = (np.sin(x/10))/2\n", " else:\n", " p3extra = 0 \n", "\n", "\n", "\n", " p1x = random.randint(-10,10)/100 + p1extra\n", " p2x = random.randint(-10,10)/100 + p2extra\n", " p3x = random.randint(-10,10)/100 + p3extra\n", "\n", "\n", " p1y = random.randint(-10,10)/100 + 1\n", " p2y = random.randint(-10,10)/100 + 1\n", " p3y = random.randint(-10,10)/100 + 1\n", " \n", " p1.append([p1[-1][0] + p1x, p1[-1][1] + p1y])\n", " p2.append([p2[-1][0] + p2x, p2[-1][1] + p2y])\n", " p3.append([p3[-1][0] + p3x, p3[-1][1] + p3y])\n", "\n", "\n", "Pdf = pd.concat([pd.DataFrame(p, columns=pd.MultiIndex.from_tuples((('UTM_x', 'Member: '+str(s)) , ('UTM_y', 'Member: '+str(s)) ))) for s, p in enumerate ([p3,p1,p2])], axis=1)\n", "\n", "colors = {'Member: 0':'r', 'Member: 1': 'g', 'Member: 2': 'b'}\n", "for name in Pdf.UTM_x.columns:\n", " plt.scatter(Pdf.UTM_x[name], Pdf.UTM_y[name], label=name, color=colors[name])\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.legend()\n", "sns.despine()\n", "plt.tight_layout()\n", "plt.gca().set_xlim(-10, 60) \n", "plt.gca().set_ylim(-10, 120) \n", "\n", "time_delay_dfs, HCS_ratio_dfs, graphs = DirectionalCorrelation.get_directional_corr([Pdf], names=Pdf.UTM_x.columns, UTM=True, window_length = 9)\n", "\n", "DirectionalCorrelation.leadership_graph_ani(time_delay_dfs, graphs, names=Pdf.UTM_x.columns, sq_name='test', show=False)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-10.0, 120.0)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = {'Member: 0':'r', 'Member: 1': 'g', 'Member: 2': 'b'}\n", "for name in Pdf.UTM_x.columns:\n", " plt.scatter(Pdf.UTM_x[name], Pdf.UTM_y[name], label=name, color=colors[name])\n", "\n", "\n", "plt.axhline(10, color='b', label='Member 2 begins turn')\n", "plt.axhline(15, color='g', label='Member 1 begins turn')\n", "plt.axhline(20, color='r', label='Member 0 begins turn')\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.legend()\n", "sns.despine()\n", "plt.tight_layout()\n", "plt.gca().set_xlim(-10, 80) \n", "plt.gca().set_ylim(-10, 120) " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Member: 0 -1.306122\n", " Member: 1 -0.016667\n", " Member: 2 1.326531\n", " dtype: float64,\n", " Member: 0 Member: 1 Member: 2\n", " 0 0.795775 1.0 0.795775)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_delay_dfs[0].mean(), HCS_ratio_dfs[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "ruckenv", "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": "3.11.3" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }