Post processing, linking and plotting in 3D trajectories created by OpenPTV using Flowtracks (aka postptv), pandas and plotly

post_processing_trajectories.ipynb

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   "source": [
    "# post-processing trajectories\n",
    "# part of this code is in pyptv_gui.py \n",
    "# part is new"
   ]
  },
  {
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   "execution_count": 196,
   "id": "de81ec38-6cdd-4fac-a273-d22be022c269",
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   "source": [
    "from flowtracks.io import trajectories_ptvis\n",
    "import numpy as np\n",
    "import plotly.express as px\n",
    "import pandas as pd\n",
    "# from flowtracks.scene import Scene\n",
    "from flowtracks.trajectory import Trajectory\n",
    "\n",
    "\n",
    "import itertools as it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "7c610198",
   "metadata": {},
   "outputs": [],
   "source": [
    "frate = 100\n",
    "\n",
    "distThresh = 0.005;   \n",
    "maxDt = 3;\n",
    "minLength = 25;       # length of elemnts in the trajs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "10cef8e1-ade9-4fd8-a646-e95779c832c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "trajects = trajectories_ptvis(\"res/ptv_is.%d\", xuap=False, traj_min_len=minLength)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 199,
   "id": "585eb8c4-6c6e-4248-8e47-0209f8bcfd12",
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   "source": [
    "def trajects_to_dataframe(trajects):\n",
    "    \"\"\" Converts trajectoris to dataframe structure \"\"\"\n",
    "    tmp = []\n",
    "    for tr in trajects:\n",
    "        tmp.append(pd.DataFrame({'id':tr.trajid(),'x':tr.pos()[:,0],'y':tr.pos()[:,1],'z':tr.pos()[:,2]}))\n",
    "        \n",
    "        \n",
    "    df = pd.concat(tmp)\n",
    "    return df"
   ]
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       "   id         x         y         z\n",
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    "df = trajects_to_dataframe(trajects)\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.line_3d(df, x=\"x\", y=\"y\", z=\"z\", color='id')\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd2106d0-0423-4087-8bb6-3ff0887c922d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "060b6589",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# # Though this won't be necessary if you don't save the short ones at all in the\n",
    "# # HDF conversion.\n",
    "# long_trajects = list(filter(\n",
    "#     lambda trj: len(trj) > minLength, trajects))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "b2aa963e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "candidates: {19: (2535, 0.00047506508181794385), 69: (3715, 0.00017988110524748603), 152: (None, 0.005), 87: (None, 0.005), 97: (None, 0.005), 396: (None, 0.005), 43: (None, 0.005), 88: (None, 0.005), 574: (None, 0.005), 280: (None, 0.005), 808: (5126, 0.00031306965312455175), 894: (3585, 0.0005646522634693929), 21: (3205, 0.00018027939959267458), 34: (4261, 0.00028432027561427025), 271: (None, 0.005), 771: (4155, 0.0003679795657134411), 712: (None, 0.005), 68: (3676, 0.0002752709679460038), 3: (5523, 0.0005106995591449394), 948: (5804, 0.0005603557834976576), 1122: (4578, 0.003109372136904165), 953: (7017, 0.0005011914434867103), 33: (6200, 0.0007666969914879775), 1360: (None, 0.005), 1313: (7199, 0.000813169098985291), 53: (6136, 0.00320762806943551), 38: (None, 0.005), 115: (None, 0.005), 527: (None, 0.005), 1459: (None, 0.005), 89: (None, 0.005), 20: (None, 0.005), 1709: (None, 0.005), 1888: (6012, 0.0002549245777407561), 951: (None, 0.005), 1814: (None, 0.005), 35: (5321, 0.004921072772628444), 40: (6901, 0.0014644217809126944), 85: (5115, 0.00013515943990958634), 2263: (None, 0.005), 29: (4777, 0.00013996962703342398), 57: (None, 0.005), 1731: (4786, 0.0006944291923789278), 22: (6205, 0.00042460832016276), 1536: (5139, 0.0029267123573210926), 143: (5170, 0.0010188838201825004), 6: (None, 0.005), 42: (None, 0.005), 564: (5013, 8.406112220403034e-05), 2352: (5039, 0.0001745379735418307), 789: (None, 0.005), 2531: (None, 0.005), 1370: (None, 0.005), 801: (None, 0.005), 2649: (7112, 0.0039459168913355365), 3413: (6224, 1.7966336722985812e-05), 3585: (None, 0.005), 2366: (6232, 0.00010732998322831665), 1733: (None, 0.005), 2373: (6298, 6.834244645012423e-05), 267: (None, 0.005), 1435: (6293, 7.466165803048673e-05), 698: (6502, 9.900007323226901e-05), 279: (None, 0.005), 4023: (None, 0.005), 2535: (7099, 0.00021974723836300493), 4303: (7142, 1.401335428801906e-05), 8: (7012, 8.780721182435615e-05), 3715: (None, 0.005), 2542: (None, 0.005), 4155: (None, 0.005), 2040: (None, 0.005), 3777: (None, 0.005)}\n"
     ]
    }
   ],
   "source": [
    "# Keyed by trajid, value is a tuple (id, dist) where id is the best candidate \n",
    "# trajectory for linking, and dist is the average-distance measure for this\n",
    "# pair (the measure to beat)\n",
    "links = {}\n",
    "back_links = {}\n",
    "\n",
    "for trj1, trj2 in it.combinations(trajects, 2):\n",
    "    \n",
    "    dt = (trj2.time(0) - trj1.time(-1))/frate\n",
    "    if not (0 < dt <= maxDt):\n",
    "        continue\n",
    "    # print(trj1, trj2, dt)\n",
    "    \n",
    "    master_id = trj1.trajid()\n",
    "    slave_id = trj2.trajid()\n",
    "    links.setdefault(master_id, (None, distThresh))\n",
    "    back_links.setdefault(slave_id, (None, distThresh))\n",
    "    min_dist = min(links[master_id][1], back_links[slave_id][1])\n",
    "    \n",
    "    # Continue trj1 forward one time interval, and trj2 backward one interval.\n",
    "    # If the evarage distance between each predicted point and the other traj's\n",
    "    # endpoint meets the criteria - connect.\n",
    "    predicted_forward = trj1.pos(-1) + dt*trj1.velocity(-1)\n",
    "    predicted_backward = trj2.pos(0) - dt*trj2.velocity(0)\n",
    "    dist_forward = np.linalg.norm(predicted_forward - trj2.pos(0))\n",
    "    dist_backward = np.linalg.norm(predicted_backward - trj1.pos(-1))\n",
    "    \n",
    "    # Possible register candidate:\n",
    "    avg_dist = (dist_forward + dist_backward)/2.\n",
    "    if avg_dist < min_dist:\n",
    "        old_link = back_links[slave_id][0]\n",
    "        if old_link is not None:\n",
    "            links[old_link] = (None, distThresh)\n",
    "        links[master_id] = (slave_id, avg_dist)\n",
    "        back_links[slave_id] = (master_id, avg_dist)\n",
    " \n",
    "print(f\"candidates: {links}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "b7a4b873",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trajects[0].trajid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee421242",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09123e65",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "a1f7f827",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Weld the final best candidates.\n",
    "out_trajects = []\n",
    "used_trids = set() # don't repeat taken candidates as masters.\n",
    "ids = [t.trajid() for t in trajects]\n",
    "\n",
    "for trid, cand in links.items():\n",
    "    if trid in used_trids:\n",
    "        continue\n",
    "    \n",
    "    trj_weld = trajects[ids.index(trid)]\n",
    "    while cand[0] is not None:\n",
    "        used_trids.add(cand[0])\n",
    "        trj1 = trj_weld\n",
    "        # trj2 = scn.trajectory_by_id(cand[0])\n",
    "        trj2 = trajects[ids.index(cand[0])]\n",
    "        trj_weld = Trajectory(\n",
    "            np.vstack((trj1.pos(), trj2.pos())),\n",
    "            np.vstack((trj1.velocity(), trj2.velocity())),\n",
    "            trajid=trj1.trajid(),\n",
    "            time=np.hstack((trj1.time(), trj2.time())),\n",
    "            accel=np.vstack((trj1.accel(), trj2.accel())),\n",
    "        )\n",
    "        \n",
    "        if cand[0] not in links:\n",
    "            break\n",
    "        cand = links[cand[0]]\n",
    "        \n",
    "    out_trajects.append(trj_weld)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "77d6af98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Check wheter we link correctly the trajs\n",
    "# plot the trajs\n",
    "# Check wheter we link correctly the trajs\n",
    "# plot the trajs\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(7,7))\n",
    "for trj in trajects:\n",
    "    pos = trj.pos()\n",
    "    plt.plot(pos[:,0], pos[:,1],'-')\n",
    "\n",
    "# plt.show()\n",
    "\n",
    "# fig = plt.figure(figsize=(7,7))\n",
    "from flowtracks.smoothing import savitzky_golay\n",
    "out_trajects = savitzky_golay(out_trajects, frate, 11, 3)\n",
    "\n",
    "for trj in out_trajects:\n",
    "    pos = trj.pos()\n",
    "    plt.plot(pos[:,0], pos[:,1],'--')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "65147332",
   "metadata": {},
   "outputs": [
    {
     "data": {
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