vrproject

Complex Network Analysis VR-project
git clone git://popovic.xyz/vrproject.git
Log | Files | Refs | LICENSE

network_dynamic.ipynb (396791B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "code",
      5    "execution_count": 63,
      6    "id": "3c5889e6",
      7    "metadata": {},
      8    "outputs": [],
      9    "source": [
     10     "import os\n",
     11     "from collections import defaultdict\n",
     12     "from datetime import datetime\n",
     13     "import copy\n",
     14     "\n",
     15     "from scipy.optimize import curve_fit\n",
     16     "from scipy.stats import linregress\n",
     17     "import numpy as np\n",
     18     "import pandas as pd\n",
     19     "import networkx as nx\n",
     20     "\n",
     21     "import matplotlib.pyplot as plt\n",
     22     "import matplotlib.cm as cm\n",
     23     "import matplotlib \n",
     24     "\n",
     25     "matplotlib.rcParams.update({'font.size': 15})\n",
     26     "%matplotlib inline\n",
     27     "\n",
     28     "import plotly\n",
     29     "import plotly.graph_objs as pgo\n",
     30     "\n",
     31     "from nxplot_3d import get_trace_nodes_3D_legend\n",
     32     "from nxplot_3d import get_trace_edges_3D\n",
     33     "from nxplot_3d import plot_3D\n",
     34     "\n",
     35     "from export_import import export_data\n",
     36     "from export_import import read_data\n",
     37     "\n",
     38     "from export_vr import export_data_vr\n",
     39     "\n",
     40     "from csv_to_network import get_graph"
     41    ]
     42   },
     43   {
     44    "cell_type": "code",
     45    "execution_count": 6,
     46    "id": "419735c9",
     47    "metadata": {},
     48    "outputs": [],
     49    "source": [
     50     "path= '../data/dynamic/'\n",
     51     "file_names =  sorted(os.listdir(path), key=lambda x: datetime.strptime(x, '%Y-%m.csv'))\n",
     52     "data = pd.DataFrame(columns=['package', 'requirement', 'time'])\n",
     53     "\n",
     54     "for i, fname in enumerate(file_names):\n",
     55     "    dframe_load = pd.read_csv(path+ fname, sep='|', keep_default_na=False)\n",
     56     "    dframe_load = dframe_load.assign(time=[fname[:-4] for _ in range(len(dframe_load))])\n",
     57     "    data = pd.concat([data, dframe_load], ignore_index=True)\n",
     58     "    "
     59    ]
     60   },
     61   {
     62    "cell_type": "code",
     63    "execution_count": 7,
     64    "id": "865c5701",
     65    "metadata": {},
     66    "outputs": [],
     67    "source": [
     68     "class TDiGraph(nx.DiGraph):\n",
     69     "    def __init__(self, all_edges):\n",
     70     "\n",
     71     "        self.t = 0\n",
     72     "        \n",
     73     "        self.all_edges = all_edges\n",
     74     "        self.all_nodes = all_edges.drop_duplicates(subset=self.all_edges.keys()[0], ignore_index=True)\n",
     75     "        \n",
     76     "        self.time_edges = self.all_edges['time']\n",
     77     "        self.time_nodes = self.all_nodes['time']\n",
     78     "        self.time_steps = sorted(list(set(self.time_nodes)), key=lambda x: datetime.strptime(x, '%Y-%m'))\n",
     79     "        \n",
     80     "        super(TDiGraph, self).__init__()\n",
     81     "    \n",
     82     "    def __str__(self):\n",
     83     "        return f'TDiGraph with {self.number_of_nodes()} nodes and {self.number_of_edges()} edges at time {self.t}'\n",
     84     "    \n",
     85     "    def __repr__(self):\n",
     86     "        return 'time extention of networkx.classes.digraph.DiGraph'\n",
     87     "        \n",
     88     "    def forward(self):\n",
     89     "        if self.t <= len(self.time_steps):\n",
     90     "            self.add_edges_from(zip(self.all_edges[self.time_edges==self.time_steps[self.t]].iloc[:,0],\\\n",
     91     "                                       self.all_edges[self.time_edges==self.time_steps[self.t]].iloc[:,1]))\n",
     92     "            self.remove_nodes_from([''])\n",
     93     "            self.t += 1\n",
     94     "        else:\n",
     95     "            raise GeneratorError(f'Max t={len(self.time_steps) + 1} reached')\n",
     96     "    \n",
     97     "    def backward(self):\n",
     98     "        if self.t != 0:\n",
     99     "            self.t -= 1\n",
    100     "            self.remove_edges_from(zip(self.all_edges[self.time_edges==self.time_steps[self.t]].iloc[:,0],\\\n",
    101     "                                       self.all_edges[self.time_edges==self.time_steps[self.t]].iloc[:,1]))\n",
    102     "            self.remove_nodes_from([''])\n",
    103     "        else:\n",
    104     "            raise GeneratorError('Time t=0 reached')\n",
    105     "    \n",
    106     "    def to(self, time):\n",
    107     "        if self.t < time:\n",
    108     "            # add nodes\n",
    109     "            pass\n",
    110     "        elif self.t > time:\n",
    111     "            #remove nodes\n",
    112     "            pass\n",
    113     "        elif self.t == time:\n",
    114     "            pass\n",
    115     "        \n"
    116    ]
    117   },
    118   {
    119    "cell_type": "code",
    120    "execution_count": 8,
    121    "id": "efe2080c",
    122    "metadata": {},
    123    "outputs": [],
    124    "source": [
    125     "def tdg_draw(TDG, posDG3D, node_color, node_degree, chosen_nodes=[] ,fname=None, auto_open=True, path='../plots/dynamic/'):\n",
    126     "    max_deg = max(TDG.degree(), key=lambda x: x[1])[1]\n",
    127     "    if max_deg == 0:\n",
    128     "        max_deg = 1\n",
    129     "    if fname == None:\n",
    130     "        fname = str(TDG.time_steps[TDG.t])\n",
    131     "        \n",
    132     "    export_data(TDG, posDG3D, node_color, node_alpha, chosen_nodes,\\\n",
    133     "                path='../nodes_edges/dynamic/',\\\n",
    134     "                step=TDG.t)\n",
    135     "    \n",
    136     "    G, d_hoverinfo, d_nodecolors, d_nodesize, posG3D = read_data(f'../nodes_edges/dynamic/nodes_{TDG.t}.csv',\n",
    137     "                                                                 f'../nodes_edges/dynamic/edges_{TDG.t}.csv')\n",
    138     "    node_trace = get_trace_nodes_3D_legend(posG3D, d_hoverinfo, d_nodecolors, d_nodesize)\n",
    139     "    edge_trace = get_trace_edges_3D(G, posG3D, color = '#C7C7C7', opac = 0.2, linewidth=0.5)\n",
    140     "    data = [*node_trace, edge_trace]\n",
    141     "    plot_3D(data, path=path, fname=fname, scheme='dark', auto_open=auto_open)\n",
    142     "\n",
    143     "def get_color_alpha(G):\n",
    144     "    deg = dict(G.degree())\n",
    145     "    s_deg = list(set(deg.values()))\n",
    146     "    cmap = cm.get_cmap('gray', len(s_deg))\n",
    147     "    rgb_alpha = cmap(np.arange(0, cmap.N))\n",
    148     "    \n",
    149     "    node_alpha = {node: 100/np.log(max(deg.values())) * np.log(L, where=L>0) for node, L in dict(G.in_degree).items()}\n",
    150     "    node_color = {node: rgb_alpha[s_deg.index(degree)] for  node, degree in deg.items()}\n",
    151     "    return node_color, node_alpha\n",
    152     "\n",
    153     "def get_growth(TDG, k_i_t:dict):\n",
    154     "    add_degrees = TDG.in_degree\n",
    155     "    k_i_t.update({node: [*k_i_t[node], int(deg)] for node, deg in add_degrees})\n",
    156     "    return k_i_t"
    157    ]
    158   },
    159   {
    160    "cell_type": "markdown",
    161    "id": "5f947998",
    162    "metadata": {},
    163    "source": [
    164     "# Growth Exponent"
    165    ]
    166   },
    167   {
    168    "cell_type": "code",
    169    "execution_count": 10,
    170    "id": "497bceea",
    171    "metadata": {},
    172    "outputs": [],
    173    "source": [
    174     "TDG = TDiGraph(data)\n",
    175     "k_i_t = {node: [] for node in TDG.all_nodes.iloc[:,0]}\n",
    176     "for i in range(len(TDG.time_steps)):\n",
    177     "    TDG.forward()\n",
    178     "    get_growth(TDG, k_i_t)"
    179    ]
    180   },
    181   {
    182    "cell_type": "code",
    183    "execution_count": 11,
    184    "id": "0c4802d1",
    185    "metadata": {},
    186    "outputs": [],
    187    "source": [
    188     "k_i_t = sorted(list(k_i_t.items()), key=lambda x: max(x[1]), reverse=True)"
    189    ]
    190   },
    191   {
    192    "cell_type": "code",
    193    "execution_count": 97,
    194    "id": "2ce7ea35",
    195    "metadata": {},
    196    "outputs": [
    197     {
    198      "name": "stderr",
    199      "output_type": "stream",
    200      "text": [
    201       "/home/miksa/.local/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:175: RuntimeWarning: invalid value encountered in double_scalars\n",
    202       "  slope = ssxym / ssxm\n",
    203       "/home/miksa/.local/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:189: RuntimeWarning: invalid value encountered in sqrt\n",
    204       "  t = r * np.sqrt(df / ((1.0 - r + TINY)*(1.0 + r + TINY)))\n",
    205       "/home/miksa/.local/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:192: RuntimeWarning: invalid value encountered in double_scalars\n",
    206       "  slope_stderr = np.sqrt((1 - r**2) * ssym / ssxm / df)\n",
    207       "/tmp/ipykernel_110481/3121459279.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
    208       "  ax.set_xticklabels(years[-7:], rotation='vertical', fontsize=10)\n"
    209      ]
    210     },
    211     {
    212      "data": {
    213       "image/png": "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\n",
    214       "text/plain": [
    215        "<Figure size 864x648 with 1 Axes>"
    216       ]
    217      },
    218      "metadata": {
    219       "needs_background": "light"
    220      },
    221      "output_type": "display_data"
    222     }
    223    ],
    224    "source": [
    225     "def fit_lin(x, β, B):\n",
    226     "    return β * x + B \n",
    227     "\n",
    228     "time_steps = len(TDG.time_steps)\n",
    229     "years = sorted(list(set([date[:4] for date in TDG.time_steps])), key=lambda x: datetime.strptime(x, '%Y'))\n",
    230     "fig, ax = plt.subplots(1, 1, figsize=[12, 9])\n",
    231     "cmap = cm.get_cmap('tab10').colors\n",
    232     "j=0\n",
    233     "β_i = {}\n",
    234     "variance = {}\n",
    235     "\n",
    236     "for node, k_i in [k_i_t[i] for i in range(len(k_i_t)) if max(k_i_t[i][1]) > 50 and len(k_i_t[i][1]) < 12*5]:\n",
    237     "    try:\n",
    238     "        time_creation = time_steps - len(k_i)\n",
    239     "        time_seq = np.arange(time_creation, time_steps)\n",
    240     "        cum_log_k_i = np.log(np.cumsum(k_i), where=(np.array(k_i)>0))\n",
    241     "        β, B, r, p, std_err = linregress(time_seq, cum_log_k_i)\n",
    242     "        if r**2 < 0.90 or std_err > 0.5:\n",
    243     "            continue\n",
    244     "        else:\n",
    245     "            β_i[node] =  β\n",
    246     "            if j < 300:\n",
    247     "                ax.plot(time_seq, cum_log_k_i, '.', label=node, color=cm.get_cmap('plasma', 36).colors[j])\n",
    248     "                j+=1\n",
    249     "    except:\n",
    250     "        continue\n",
    251     "    \n",
    252     "\n",
    253     "#ax.set_xticks([(time_steps)/len(years)*i for i in range(len(years[:]))])\n",
    254     "ax.set_xticklabels(years[-7:], rotation='vertical', fontsize=10)\n",
    255     "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    256     "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize=10)\n",
    257     "ax.set_xlabel(r'$t$', fontsize=15)\n",
    258     "ax.set_ylabel(r'$ln(k^{in}_i(t))$', fontsize=15)\n",
    259     "fig.savefig('../tex_stuff/pres/pics/deg_2016_growth.png', dpi=300)"
    260    ]
    261   },
    262   {
    263    "cell_type": "code",
    264    "execution_count": 98,
    265    "id": "4b1a7dce",
    266    "metadata": {},
    267    "outputs": [
    268     {
    269      "name": "stdout",
    270      "output_type": "stream",
    271      "text": [
    272       "196\n"
    273      ]
    274     }
    275    ],
    276    "source": [
    277     "print(len(β_i.items()))"
    278    ]
    279   },
    280   {
    281    "cell_type": "markdown",
    282    "id": "7f256675",
    283    "metadata": {},
    284    "source": [
    285     "## Nodes not created before 2016 with best node fitness"
    286    ]
    287   },
    288   {
    289    "cell_type": "code",
    290    "execution_count": 99,
    291    "id": "8ec4c6cf",
    292    "metadata": {},
    293    "outputs": [
    294     {
    295      "name": "stderr",
    296      "output_type": "stream",
    297      "text": [
    298       "/tmp/ipykernel_110481/1242086162.py:9: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
    299       "  ax.set_xticklabels(years[-7:], rotation='vertical', fontsize=10)\n"
    300      ]
    301     },
    302     {
    303      "data": {
    304       "text/plain": [
    305        "Text(0, 0.5, '$ln(k^{in}_i(t))$')"
    306       ]
    307      },
    308      "execution_count": 99,
    309      "metadata": {},
    310      "output_type": "execute_result"
    311     },
    312     {
    313      "data": {
    314       "image/png": "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\n",
    315       "text/plain": [
    316        "<Figure size 864x648 with 1 Axes>"
    317       ]
    318      },
    319      "metadata": {
    320       "needs_background": "light"
    321      },
    322      "output_type": "display_data"
    323     }
    324    ],
    325    "source": [
    326     "fig, ax = plt.subplots(1, 1, figsize=[12, 9])\n",
    327     "for node, fitness in sorted(list(β_i.items()), key=lambda x: x[1], reverse=True)[:50]:\n",
    328     "    k_i = dict(k_i_t)[node]\n",
    329     "    cum_log_k_i = np.log(np.cumsum(k_i), where=(np.array(k_i)>0))\n",
    330     "    time_creation = time_steps - len(k_i)\n",
    331     "    time_seq = np.arange(time_creation, time_steps)\n",
    332     "    ax.plot(time_seq, cum_log_k_i, '.', label=f'{node}, {round(fitness, 4)}')\n",
    333     "\n",
    334     "ax.set_xticklabels(years[-7:], rotation='vertical', fontsize=10)\n",
    335     "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    336     "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize=10)\n",
    337     "ax.set_xlabel(r'$t$', fontsize=15)\n",
    338     "ax.set_ylabel(r'$ln(k^{in}_i(t))$', fontsize=15)"
    339    ]
    340   },
    341   {
    342    "cell_type": "raw",
    343    "id": "23f1757c",
    344    "metadata": {},
    345    "source": [
    346     "# Distribution of Node growth"
    347    ]
    348   },
    349   {
    350    "cell_type": "code",
    351    "execution_count": 8,
    352    "id": "beb25be6",
    353    "metadata": {},
    354    "outputs": [
    355     {
    356      "name": "stderr",
    357      "output_type": "stream",
    358      "text": [
    359       "/tmp/ipykernel_342492/4149663712.py:4: RuntimeWarning: divide by zero encountered in log\n",
    360       "  ax.plot(np.log(ϱ_η[1][1:]), np.log(ϱ_η[0]/sum(ϱ_η[0])), 'o')\n"
    361      ]
    362     },
    363     {
    364      "data": {
    365       "image/png": "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\n",
    366       "text/plain": [
    367        "<Figure size 720x576 with 1 Axes>"
    368       ]
    369      },
    370      "metadata": {
    371       "needs_background": "light"
    372      },
    373      "output_type": "display_data"
    374     }
    375    ],
    376    "source": [
    377     "lβ = list(β_i.values())\n",
    378     "ϱ_η = np.histogram(lβ/max(lβ), bins='auto')\n",
    379     "fig, ax = plt.subplots(1, 1, figsize=[10, 8])\n",
    380     "ax.plot(np.log(ϱ_η[1][1:]), np.log(ϱ_η[0]/sum(ϱ_η[0])), 'o')\n",
    381     "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    382     "ax.set_ylabel(r'$\\ln(\\rho(\\eta))$', fontsize=20)\n",
    383     "ax.set_xlabel(r'$\\eta$', fontsize=20)\n",
    384     "#ax.legend(loc='best', fontsize=20)\n",
    385     "fig.savefig('../tex_stuff/pres/pics/fitness.png', dpi=300)"
    386    ]
    387   },
    388   {
    389    "cell_type": "markdown",
    390    "id": "8a71715c",
    391    "metadata": {},
    392    "source": [
    393     "# Node Growth"
    394    ]
    395   },
    396   {
    397    "cell_type": "code",
    398    "execution_count": 5,
    399    "id": "cbb86272",
    400    "metadata": {},
    401    "outputs": [],
    402    "source": [
    403     "TDG = TDiGraph(data)\n",
    404     "n_nodes = []\n",
    405     "k_max = []\n",
    406     "for i in range(len(TDG.time_steps)-1):\n",
    407     "    TDG.forward()\n",
    408     "    n_nodes.append(TDG.number_of_nodes())\n",
    409     "    k_max.append(max(list(TDG.degree()), key=lambda x:x [1])[1])"
    410    ]
    411   },
    412   {
    413    "cell_type": "code",
    414    "execution_count": 19,
    415    "id": "943762b6",
    416    "metadata": {},
    417    "outputs": [
    418     {
    419      "data": {
    420       "image/png": "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\n",
    421       "text/plain": [
    422        "<Figure size 576x432 with 1 Axes>"
    423       ]
    424      },
    425      "metadata": {
    426       "needs_background": "light"
    427      },
    428      "output_type": "display_data"
    429     }
    430    ],
    431    "source": [
    432     "fig, ax = plt.subplots(1, 1, figsize=[8, 6])\n",
    433     "ax.plot(n_nodes, '.')\n",
    434     "ax.tick_params(axis='both', which='major', labelsize=11)\n",
    435     "ax.set_xticks([len(n_nodes)/len(years)*i for i in range(len(years))])\n",
    436     "ax.set_xticklabels(years, rotation='vertical')\n",
    437     "ax.set_xlabel(r'$t$', fontsize=15)\n",
    438     "ax.set_ylabel(r'Nodes', fontsize=15)\n",
    439     "fig.savefig('../tex_stuff/pres/pics/deg_growth.png', dpi=300)"
    440    ]
    441   },
    442   {
    443    "cell_type": "markdown",
    444    "id": "3ebb8146",
    445    "metadata": {},
    446    "source": [
    447     "# 3D Light ray layout"
    448    ]
    449   },
    450   {
    451    "cell_type": "code",
    452    "execution_count": 50,
    453    "id": "be613c4b",
    454    "metadata": {},
    455    "outputs": [],
    456    "source": [
    457     "def uniform_in_circle(R):\n",
    458     "    ϕ = np.random.uniform(0, R) * 2 * np.pi\n",
    459     "    r = np.sqrt(np.random.uniform(0, R))\n",
    460     "    x = r * np.cos(ϕ)\n",
    461     "    y = r * np.sin(ϕ)\n",
    462     "    return x, y\n",
    463     "\n",
    464     "def ray_layout(G, remove_nodes=10):\n",
    465     "    degree = list(dict(G.degree).values())\n",
    466     "    dist, layers = np.histogram(degree, bins=np.logspace(np.log(1), np.log(max(degree)), 30))\n",
    467     "    posDG3D = {}\n",
    468     "    for n in G.nodes():\n",
    469     "        for i in range(len(layers)-1):\n",
    470     "            if G.degree(n) <= layers[i+1]:\n",
    471     "                x, y = uniform_in_circle(dist[i]/2)\n",
    472     "                z = np.sqrt(i) \n",
    473     "                posDG3D[n] = [x, y, z]\n",
    474     "                break\n",
    475     "    return posDG3D\n",
    476     "\n",
    477     "def ray_layout_simple(G):\n",
    478     "    degree = list(dict(G.degree).values())\n",
    479     "    dist, layers = np.histogram(degree, bins='sqrt')\n",
    480     "    posDG3D = {}\n",
    481     "    for n in G.nodes():\n",
    482     "        for i in range(len(layers)-1):\n",
    483     "            if G.degree(n) <= layers[i+1]:\n",
    484     "                x, y = uniform_in_circle(dist[i]/2)\n",
    485     "                z = np.sqrt(i) \n",
    486     "                posDG3D[n] = [x, y, z]\n",
    487     "                break\n",
    488     "    return posDG3D"
    489    ]
    490   },
    491   {
    492    "cell_type": "code",
    493    "execution_count": 18,
    494    "id": "38990121",
    495    "metadata": {},
    496    "outputs": [],
    497    "source": [
    498     "TDG = TDiGraph(data)\n",
    499     "for i in range(len(TDG.time_steps)):\n",
    500     "    tDG.forward() "
    501    ]
    502   },
    503   {
    504    "cell_type": "code",
    505    "execution_count": 13,
    506    "id": "c8192bb9",
    507    "metadata": {},
    508    "outputs": [],
    509    "source": [
    510     "remove_nodes = 10\n",
    511     "posDG3D = ray_layout(TDG, remove_nodes=remove_nodes)\n",
    512     "TDG.remove_nodes_from([node for node, degree in TDG.in_degree if degree < remove_nodes])\n",
    513     "node_alpha = {node: 100 for node in TDG.nodes()}\n",
    514     "node_color = {node: [1, 1, 1] for node in TDG.nodes()}\n",
    515     "chosen_nodes = list(β_i.keys())\n",
    516     "tdg_draw(TDG, posDG3D, node_color, node_alpha, chosen_nodes ,fname='sqrt')"
    517    ]
    518   },
    519   {
    520    "cell_type": "markdown",
    521    "id": "6dc9d0c3",
    522    "metadata": {},
    523    "source": [
    524     "# Configuration for VR (exporting data)"
    525    ]
    526   },
    527   {
    528    "cell_type": "code",
    529    "execution_count": 58,
    530    "id": "802d0d8b",
    531    "metadata": {
    532     "scrolled": true
    533    },
    534    "outputs": [],
    535    "source": [
    536     "TDG = TDiGraph(data)\n",
    537     "for i in range(len(TDG.time_steps)):\n",
    538     "    TDG.forward()\n",
    539     "\n",
    540     "C_TDG = copy.deepcopy(TDG)\n",
    541     "posDG3D = ray_layout(C_TDG)\n",
    542     "node_alpha = {node: 100 for node in C_TDG.nodes()}\n",
    543     "node_color = {node: [1, 1, 1] for node in C_TDG.nodes()}\n",
    544     "\n",
    545     "TDG.remove_nodes_from([node for node, degree in TDG.in_degree if degree < 10])\n",
    546     "chosen_nodes = list(β_i.keys())\n",
    547     "longest_living_node = max(chosen_nodes, key=lambda x: len(x))\n",
    548     "\n",
    549     "date_current = data['time'].iloc[-1]\n",
    550     "date_creation = data[data['package'] == longest_living_node]['time'].iloc[0]\n",
    551     "T_0 =  (int(date_current[:4]) - int(date_creation[:4]))*12 \\\n",
    552     "                +int(date_current.split('-')[1]) - int(date_creation.split('-')[1])  - 1\n",
    553     "\n",
    554     "export_data_vr(TDG, posDG3D, chosen_nodes, path='../nodes_edges/vr/', step=TDG.time_steps[TDG.t-1])\n",
    555     "for i in range(T_0):\n",
    556     "    C_TDG.backward()\n",
    557     "    TDG.backward()\n",
    558     "    if i%9 == 0:\n",
    559     "        posDG3D = ray_layout(C_TDG)\n",
    560     "        export_data_vr(TDG, posDG3D, chosen_nodes, path='../nodes_edges/vr/', step=TDG.time_steps[TDG.t-1])"
    561    ]
    562   }
    563  ],
    564  "metadata": {
    565   "kernelspec": {
    566    "display_name": "Python 3",
    567    "language": "python",
    568    "name": "python3"
    569   },
    570   "language_info": {
    571    "codemirror_mode": {
    572     "name": "ipython",
    573     "version": 3
    574    },
    575    "file_extension": ".py",
    576    "mimetype": "text/x-python",
    577    "name": "python",
    578    "nbconvert_exporter": "python",
    579    "pygments_lexer": "ipython3",
    580    "version": "3.10.5"
    581   }
    582  },
    583  "nbformat": 4,
    584  "nbformat_minor": 5
    585 }