{ "cells": [ { "cell_type": "markdown", "id": "5c075301-1fcb-4583-a7e9-e503f58c0054", "metadata": {}, "source": [ "# Reconstruction using API\n", "\n", "When you have multiple scans, you might want to automate a workflow. \n", "Instead of opening your scans one by one inside the GUI, you can also use \n", "`openalea.plantgl` functions in combination with `openalea.plantscan3d` api.\n", "\n", "\n", "All the steps for reconstruction are available in the [reconstruction](reconstruction.rst) page.\n", "\n", "> **📝 Note**\n", "> `openalea.plantscan3d` is a GUI-first tool for editing point cloud and perform reconstruction. \n", "> Right now, the API is not as complete and fully-featured as the GUI. It is here to help user \n", "> that need to perform batch treatment or perform a quick reconstruction. Please raise an issue \n", "> on the official [github repository](https://github.com/openalea/plantscan3d/issues) if you need more features.\n", "\n", "We first import the necessary `openalea.plantscan3d` and `openalea.plantgl` dependencies \n", "that will be used in the reconstruction and visualization." ] }, { "cell_type": "code", "execution_count": 1, "id": "ef2ee737", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:14:44.662153Z", "iopub.status.busy": "2026-04-28T13:14:44.661739Z", "iopub.status.idle": "2026-04-28T13:14:46.022164Z", "shell.execute_reply": "2026-04-28T13:14:46.020886Z", "shell.execute_reply.started": "2026-04-28T13:14:44.662112Z" } }, "outputs": [], "source": [ "import glob\n", "import os\n", "from pathlib import Path\n", "\n", "from importlib.resources import files, as_file\n", "from openalea.plantscan3d.processmtg import (\n", " determine_radius, generate_mtg, trunk_lateral_axes, \n", " trunk_direction, trunk_radii, trunk_length, \n", " trunk_branching_zone_start, trunk_branching_zone_end, trunk_branching_zone_length,\n", " axis_length, axis_chord_length, axis_subpart_angle, axis_extremities_angle,\n", " retrieve_axis_radii\n", ")\n", "from openalea.plantscan3d.processpoints import (\n", " filter_points, load_points, skeleton, subsample\n", ")\n", "from openalea.plantscan3d.visualization import (\n", " view, view_points, \n", " mtg_to_scene, nodemtg_to_scene, points_to_scene\n", ")\n", "from openalea.plantscan3d.mtgmanip import gaussian_filter, pipemodel\n", "from openalea.plantscan3d.serial import writeMTGfile, convertToStdMTG, writefile\n", "from openalea.plantscan3d.xumethod import xu_method\n", "from openalea.plantscan3d.livnymethod import livny_method_mtg\n", "\n", "from openalea.plantgl.all import Scene, contract_point3\n", "from openalea.plantscan3d.mtgmanip import gaussian_filter" ] }, { "cell_type": "markdown", "id": "9f5f8793-394d-4b54-a810-892f09dad1d5", "metadata": {}, "source": [ "## Load the point cloud" ] }, { "cell_type": "markdown", "id": "ae523c64-c931-4dd6-8812-b6908b668ece", "metadata": {}, "source": [ "You can now load any point cloud and visualize quickly the points distribution." ] }, { "cell_type": "code", "execution_count": 2, "id": "292e7cb7", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:14:46.023479Z", "iopub.status.busy": "2026-04-28T13:14:46.023043Z", "iopub.status.idle": "2026-04-28T13:14:47.102189Z", "shell.execute_reply": "2026-04-28T13:14:47.100575Z", "shell.execute_reply.started": "2026-04-28T13:14:46.023449Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datadir = files('openalea.plantscan3d.data.scans_example')\n", "points = load_points(str(datadir / 'A3B4.asc'))\n", "view_points(points)" ] }, { "cell_type": "markdown", "id": "9531c2ea-8df0-40a5-8c1c-9087eeb2a5f4", "metadata": {}, "source": [ "## Points filtering and contraction\n", "\n", "We can now perform the filtering / contraction and display the result." ] }, { "cell_type": "code", "execution_count": 3, "id": "88c33989", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:14:47.103811Z", "iopub.status.busy": "2026-04-28T13:14:47.103113Z", "iopub.status.idle": "2026-04-28T13:14:48.139422Z", "shell.execute_reply": "2026-04-28T13:14:48.137141Z", "shell.execute_reply.started": "2026-04-28T13:14:47.103771Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nb points processed 10000 (100.00%) [left : 0 (0.00%)].\n", "Density computed for 75.80% of points.oints." ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# If you want to subsample the points\n", "points = subsample(points, 10000)\n", "points = filter_points(points)\n", "view_points(points)\n", "\n", "# You can also perform point contraction\n", "cpoints = contract_point3(points, 0.03)\n", "view_points(cpoints)" ] }, { "cell_type": "markdown", "id": "5a27c4c5", "metadata": {}, "source": [ "## Topology reconstruction\n", "\n", "We can do topology reconstruction, using different algorithms. \n", "Please check the [api documentation](../api.rst) for input parameters to the skeleton function." ] }, { "cell_type": "code", "execution_count": 4, "id": "291a93a3-832e-46e1-9440-a93998e6c5b8", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:14:48.140906Z", "iopub.status.busy": "2026-04-28T13:14:48.140595Z", "iopub.status.idle": "2026-04-28T13:15:02.300945Z", "shell.execute_reply": "2026-04-28T13:15:02.299268Z", "shell.execute_reply.started": "2026-04-28T13:14:48.140875Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generate point color : 100.00%Compute Remanian graph.\n", "Connect all components of Riemanian graph.\n", "Nb points processed 9945 (100.00%) [left : 0 (0.00%)].\n", "Compute distance to root.\n", "Compute cluster according to distance to root.\n", "Nb of groups : 252\n", "Compute adjacency graph of groups.\n", "Compute centroid of groups.\n", "Compute spanning tree of groups.\n", "Remove short nodes \n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "average distance to points : 0.006637546199244899\n", "compute radii\n", "edge length characterization\n", "Filter nodes 0.013287846853155805\n", "Percentage short node filtered : 44.83660130718954 ( 4459 )\n", "Filtering : pass 1\n", "similar nodes detected : 163\n", "Nb of merges : 163\n", "Percentage filtered : 4.174261757200146\n", "recompute weights\n", "average distance to points : 0.006968764531160445\n", "recompute radii\n", "Filtering : pass 2\n", "similar nodes detected : 43\n", "Nb of merges : 43\n", "Percentage filtered : 0.9511128019783146\n", "recompute weights\n", "average distance to points : 0.006966988192156835\n", "recompute radii\n", "Filtering : pass 3\n", "similar nodes detected : 21\n", "Nb of merges : 21\n", "Percentage filtered : 0.4417130785481083\n", "recompute weights\n", "average distance to points : 0.006965890167048571\n", "recompute radii\n", "Filtering : pass 4\n", "Nb points processed 9676 (97.30%) [left : 269 (2.70%)].\n", "Nb points processed 9711 (97.65%) [left : 234 (2.35%)].\n", "Nb points processed 9770 (98.24%) [left : 175 (1.76%)].\n", "Nb points processed 9843 (98.97%) [left : 102 (1.03%)].\n", "Nb points processed 9872 (99.27%) [left : 73 (0.73%)].\n", "Nb points processed 9895 (99.50%) [left : 50 (0.50%)].\n", "Nb points processed 9945 (100.00%) [left : 0 (0.00%)].\n", "Nb points processed 9616 (96.69%) [left : 329 (3.31%)].\n", "Nb points processed 9651 (97.04%) [left : 294 (2.96%)].\n", "Nb points processed 9680 (97.34%) [left : 265 (2.66%)].\n", "Nb points processed 9739 (97.93%) [left : 206 (2.07%)].\n", "Nb points processed 9770 (98.24%) [left : 175 (1.76%)].\n", "Nb points processed 9843 (98.97%) [left : 102 (1.03%)].\n", "Nb points processed 9872 (99.27%) [left : 73 (0.73%)].\n", "Nb points processed 9895 (99.50%) [left : 50 (0.50%)].\n", "Nb points processed 9926 (99.81%) [left : 19 (0.19%)].\n", "Nb points processed 9945 (100.00%) [left : 0 (0.00%)].\n", "Nb points processed 9616 (96.69%) [lesimilar nodes detected : 12\n", "Nb of merges : 12\n", "Percentage filtered : 0.23148148148148148\n", "recompute weights\n", "ft : 329 (3.31%)].\n", "Nb points processed 9651 (97.04%) [left : 294 (2.96%)].\n", "Nb points processed 9680 (97.34%) [left : 265 (2.66%)].\n", "Nb points processed 9739 (97.93%) [left : 206 (2.07%)].\n", "Nb points processed 9770 (98.24%) [left : 175 (1.76%)].\n", "Nb points processed 9843 (98.97%) [left : 102 (1.03%)].\n", "Nb points processed 9872 (99.27%) [left : 73 (0.73%)].\n", "Nb points processed 9895 (99.50%) [left : 50 (0.50%)].\n", "Nb points processed 9926 (99.81%) [left : 19 (0.19%)].\n", "Nb points processed 9945 (100.00%) [left : 0 (0.00%)].\n", "faverage distance to points : 0.006965700873817996\n", "recompute radii\n", "Filtering : pass 5\n", "fsimilar nodes detected : 61% of nodes.\n", "Nb of merges : 6\n", "Percentage filtered : 0.13534416086620263\n", "recompute weights\n", "faverage distance to points : 0.006961263183641898\n", "recompute radii\n", "filtering coRemove short nodes 1835,4564,2813\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Xu reconstruction method\n", "binratio = 50\n", "k = 20\n", "mtg_xu = skeleton(points, skel_func=xu_method, xu_binratio=binratio, xu_neighbors=k)\n", "view(nodemtg_to_scene(mtg_xu))\n", "\n", "# Liivny reconstruction method\n", "nb_contraction = 3\n", "nb_filtering = 5\n", "min_edge_ration = 0.15\n", "mtg_livny = skeleton(points, skel_func=livny_method_mtg, livny_contraction_nb=nb_contraction, livny_filtering_nb=nb_filtering, livny_min_edge_ratio=min_edge_ration)\n", "view(nodemtg_to_scene(mtg_livny))\n", "\n", "# You can smooth the positions\n", "gaussian_filter(mtg_xu, \"position\")\n", "view(nodemtg_to_scene(mtg_xu))" ] }, { "cell_type": "markdown", "id": "31f6a66a-6f7e-4db9-9914-8a49f655ae05", "metadata": {}, "source": [ "And finally we determine the radius property of the MTG." ] }, { "cell_type": "code", "execution_count": 5, "id": "5d6fe6e2", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:15:02.302753Z", "iopub.status.busy": "2026-04-28T13:15:02.302191Z", "iopub.status.idle": "2026-04-28T13:15:03.623820Z", "shell.execute_reply": "2026-04-28T13:15:03.622034Z", "shell.execute_reply.started": "2026-04-28T13:15:02.302717Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "determine_radius(mtg_xu, points)\n", "# You can also smooth the radius\n", "gaussian_filter(mtg_xu, \"radius\", False)\n", "view(mtg_to_scene(mtg_xu))" ] }, { "cell_type": "markdown", "id": "7ee56e82-de72-4c4a-a2d0-3016aff50c40", "metadata": {}, "source": [ "This doesn't look so good. We'll apply the pipe model to obtain a more realistic estimation of the radius." ] }, { "cell_type": "code", "execution_count": 6, "id": "7f3f23ba-56c5-432a-b21f-8872de210645", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:15:03.626553Z", "iopub.status.busy": "2026-04-28T13:15:03.626020Z", "iopub.status.idle": "2026-04-28T13:15:04.106587Z", "shell.execute_reply": "2026-04-28T13:15:04.105450Z", "shell.execute_reply.started": "2026-04-28T13:15:03.626507Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 253\n", "0.8322512260106805\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from openalea.plantscan3d.mtgmanip import pipemodel, get_first_param_value\n", "# We need to define \"root\" and \"leaf\" radii for the pipe model\n", "# Here we define \"root\" as the first node, but you can also set the id of any node\n", "pipemodel_radii = pipemodel(mtg_xu)\n", "mtg_xu.property(\"radius\").update(pipemodel_radii)\n", "view(mtg_to_scene(mtg_xu))" ] }, { "cell_type": "markdown", "id": "871f7234-e3a6-47f7-8cc3-3c85b1c6890d", "metadata": { "execution": { "iopub.execute_input": "2026-04-13T10:45:33.427699Z", "iopub.status.busy": "2026-04-13T10:45:33.427294Z", "iopub.status.idle": "2026-04-13T10:45:33.435923Z", "shell.execute_reply": "2026-04-13T10:45:33.433268Z", "shell.execute_reply.started": "2026-04-13T10:45:33.427670Z" } }, "source": [ "## Save reconstructed MTG" ] }, { "cell_type": "code", "execution_count": 7, "id": "58ff4a40", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:15:04.108725Z", "iopub.status.busy": "2026-04-28T13:15:04.108053Z", "iopub.status.idle": "2026-04-28T13:15:04.138821Z", "shell.execute_reply": "2026-04-28T13:15:04.136556Z", "shell.execute_reply.started": "2026-04-28T13:15:04.108651Z" } }, "outputs": [], "source": [ "writeMTGfile(\"A3B4_reconstructed_xu.mtg\", convertToStdMTG(mtg_xu))" ] }, { "cell_type": "markdown", "id": "92587eb9-767c-4dbe-8c32-95b80f3ad993", "metadata": {}, "source": [ "## Automatic processing of the scans\n", "\n", "We can now do some automatic processing and analyses of multiple scans. \n", "Here we detail the implementation of the {py:func}`openalea.plantscan3d.api.processmtg.characterize_mtg`:" ] }, { "cell_type": "code", "execution_count": 8, "id": "15df8fc7", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:15:04.141148Z", "iopub.status.busy": "2026-04-28T13:15:04.140563Z", "iopub.status.idle": "2026-04-28T13:15:04.153846Z", "shell.execute_reply": "2026-04-28T13:15:04.151158Z", "shell.execute_reply.started": "2026-04-28T13:15:04.141112Z" } }, "outputs": [], "source": [ "def characterize_mtg(g):\n", " # Get the lists of short and long lateral axes.\n", " shortaxis, longaxis = trunk_lateral_axes(g)\n", " # Determine the trunk direction.\n", " trunk_dir = trunk_direction(g, 0.5)\n", " # Determine the trunk radius at the base and the at top.\n", " trunkbaseradius, trunktopradius = trunk_radii(g, 0.1, 0.1)\n", " \n", " res = dict(\n", " # Determine the length of the trunk.\n", " trunk_length = trunk_length(g),\n", " # Determine the start of the trunk branching zone.\n", " trunk_branching_zone_start = trunk_branching_zone_start(g),\n", " # Determine the end of the trunk branching zone.\n", " trunk_branching_zone_end = trunk_branching_zone_end(g),\n", " # Determine the length of the trunk's branching zone.\n", " trunk_branching_zone_length = trunk_branching_zone_length(g),\n", " trunk_base_radius = trunkbaseradius,\n", " trunk_top_radius = trunktopradius,\n", " nb_short_axis = len(shortaxis),\n", " nb_long_axis = len(longaxis),\n", " )\n", " \n", " bot_angle_param = 0, 0.15\n", " top_angle_param = 0.85, 1\n", " \n", " # Determine the length of each long axis.\n", " res.update([('axis1_length_'+str(i),axis_length(g,l)) for i,l in enumerate(longaxis)])\n", " # Determine the chord length of each long axis.\n", " res.update([('axis1_chord_length_'+str(i),axis_chord_length(g,l)) for i,l in enumerate(longaxis)])\n", " # Determine the angle between the trunk and the bottom of each long axis.\n", " res.update([('axis1_angle_bot_'+str(i),axis_subpart_angle(g, l, bot_angle_param[0], bot_angle_param[1], trunk_dir)) for i,l in enumerate(longaxis)])\n", " # Determine the angle between the trunk and the top of each long axis.\n", " res.update([('axis1_angle_top_'+str(i),axis_subpart_angle(g, l, top_angle_param[0], top_angle_param[1], trunk_dir)) for i,l in enumerate(longaxis)])\n", " # Determine the angle between the trunk and the extremities of each long axis.\n", " res.update([('axis1_extremities_angle_'+str(i),axis_extremities_angle(g, l, trunk_dir)) for i,l in enumerate(longaxis)])\n", " for i,l in enumerate(longaxis):\n", " rfirst, rmedian, rlast = retrieve_axis_radii(g,l)\n", " # Determine the radius of the first node of the axis.\n", " res['axis1_rfirst_'+str(i)] = rfirst\n", " # Determine the radius of the last node of the axis.\n", " res['axis1_rlast_'+str(i)] = rlast\n", " # Determine the mean value of the radius of the axis.\n", " res['axis1_rmedian_'+str(i)] = rmedian\n", " return res" ] }, { "cell_type": "markdown", "id": "b2b9f7cc-6925-4e09-a5d7-b3d45a0829c8", "metadata": { "execution": { "iopub.execute_input": "2026-04-13T10:46:02.309740Z", "iopub.status.busy": "2026-04-13T10:46:02.309400Z", "iopub.status.idle": "2026-04-13T10:46:02.317766Z", "shell.execute_reply": "2026-04-13T10:46:02.315308Z", "shell.execute_reply.started": "2026-04-13T10:46:02.309708Z" } }, "source": [ "And we handle multiple scans at the same time:" ] }, { "cell_type": "code", "execution_count": 9, "id": "5c157bf2", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:15:04.155638Z", "iopub.status.busy": "2026-04-28T13:15:04.155192Z", "iopub.status.idle": "2026-04-28T13:15:04.166055Z", "shell.execute_reply": "2026-04-28T13:15:04.163406Z", "shell.execute_reply.started": "2026-04-28T13:15:04.155596Z" } }, "outputs": [], "source": [ "def aggregate_df(dfs):\n", " import pandas as pd\n", " # Check if we have at least one dataframe\n", " assert len(dfs) > 0\n", " props = set(dfs[0][1].keys())\n", " for v in dfs:\n", " props |= set(v[1].keys())\n", " resagg = dict(name= [v[0] for v in dfs])\n", " for propname in props:\n", " resagg[propname] = [v[1].get(propname) for v in dfs]\n", " df = pd.DataFrame.from_dict(resagg)\n", " return df\n", "\n", "def process_all(filenames):\n", " # check number of txt files to process\n", " assert len(filenames) > 0\n", " res = []\n", " for filename in filenames:\n", " print ('process',filename)\n", " mtg = generate_mtg(filename, subsample={\"ptsnb\":10000})\n", " mtgfile = os.path.splitext(filename)[0]+'.bmtg'\n", " writefile(mtgfile,mtg)\n", " res.append((os.path.basename(filename), characterize_mtg(mtg)))\n", " df = aggregate_df(res)\n", " df = df[sorted(df.columns.values)]\n", " df.to_csv('results.csv')\n", " return df" ] }, { "cell_type": "code", "execution_count": 10, "id": "72efeb1b-ed4b-4de0-b75c-dce750c001e9", "metadata": { "execution": { "iopub.execute_input": "2026-04-28T13:15:04.167706Z", "iopub.status.busy": "2026-04-28T13:15:04.167331Z", "iopub.status.idle": "2026-04-28T13:15:07.122204Z", "shell.execute_reply": "2026-04-28T13:15:07.121034Z", "shell.execute_reply.started": "2026-04-28T13:15:04.167660Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['/var/folders/v1/6y176c8d2jz06qr8rd3jq_480000gn/T/tmp7nleqn2_/pointset/puu1.bgeom', '/var/folders/v1/6y176c8d2jz06qr8rd3jq_480000gn/T/tmp7nleqn2_/pointset/puu3.bgeom']\n", "process /var/folders/v1/6y176c8d2jz06qr8rd3jq_480000gn/T/tmp7nleqn2_/pointset/puu1.bgeom\n", "Nb points processed 10000 (100.00%) [left : 0 (0.00%)].\n", "Density computed for 100.00% of points.Compute Remanian graph.\n", "Connect all components of Riemanian graph.\n", "Nb points processed 5770 (98.65%) [left : 79 (1.35%)].\n", "Nb points processed 5849 (100.00%) [left : 0 (0.00%)].\n", "Compute distance to root.\n", "Compute cluster according to distance to root.\n", "Nb of groups : 560\n", "Compute adjacency graph of groups.\n", "Compute centroid of groups.\n", "Compute spanning tree of groups.\n", "Remove short nodes \n", "2 561\n", "0.7275471153823021\n", "process /var/folders/v1/6y176c8d2jz06qr8rd3jq_480000gn/T/tmp7nleqn2_/pointset/puu3.bgeom\n", "Nb points processed 10000 (100.00%) [left : 0 (0.00%)].\n", "Density computed for 100.00% of points.Compute Remanian graph.\n", "Connect all components of Riemanian graph.\n", "Nb points processed 9034 (100.00%) [left : 0 (0.00%)].\n", "Compute distance to root.\n", "Compute cluster according to distance to root.\n", "Nb of groups : 907\n", "Compute adjacency graph of groups.\n", "Compute centroid of groups.\n", "Compute spanning tree of groups.\n", "Remove short nodes \n", "2 908\n", "0.6761128994954333\n", " axis1_angle_bot_0 axis1_angle_bot_1 axis1_angle_bot_10 \\\n", "0 23.169384 83.487019 NaN \n", "1 156.706087 121.810382 98.808021 \n", "\n", " axis1_angle_bot_11 axis1_angle_bot_12 axis1_angle_bot_13 \\\n", "0 NaN NaN NaN \n", "1 44.80624 107.954698 106.102064 \n", "\n", " axis1_angle_bot_14 axis1_angle_bot_15 axis1_angle_bot_16 \\\n", "0 NaN NaN NaN \n", "1 18.755609 90.234573 61.971211 \n", "\n", " axis1_angle_bot_17 ... axis1_rmedian_9 name nb_long_axis \\\n", "0 NaN ... NaN puu1.bgeom 9 \n", "1 28.605433 ... 0.109428 puu3.bgeom 24 \n", "\n", " nb_short_axis trunk_base_radius trunk_branching_zone_end \\\n", "0 0 55.321680 0 \n", "1 0 10.942832 0 \n", "\n", " trunk_branching_zone_length trunk_branching_zone_start trunk_length \\\n", "0 0 252.185910 447.892331 \n", "1 0 40.834999 1630.550546 \n", "\n", " trunk_top_radius \n", "0 46.128572 \n", "1 5.677140 \n", "\n", "[2 rows x 201 columns]\n" ] } ], "source": [ "datadir = files('openalea.plantscan3d.data.pointset')\n", "with as_file(datadir) as p:\n", " filenames = glob.glob(os.path.join(Path(p),'puu*.bgeom'))\n", " print(filenames)\n", " df = process_all(filenames)\n", "print(df)" ] } ], "metadata": { "kernelspec": { "display_name": "python3 (plantscan3d_dev) *", "language": "python", "name": "conda-env-plantscan3d_dev-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.13" } }, "nbformat": 4, "nbformat_minor": 5 }