examples/5_4_modifying_network_addition.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.4. Modifying the `Network` object: Addition\n",
    "\n",
    "This page goes through the process of adding two Network objects together. Available as a jupyter notebook or wiki page.\n",
    "\n",
    "You can add one network to another. The network you're adding the other network too will be updated with the nodes, link and data from the other network. The process aims to consolidate node and link indexing, for nodes in the same spot and links with the same modes.\n",
    "\n",
    "This method should only be used with networks that have been generated in the same manner, so two PT2MATSim networks or two GeNet OSM networks, both of which either simplified or not. It is recommended that they are not simplified at the time of adding, as some nodes may have ceased to exist through simplification, possibly leading to a network with weird behaviour, duplicated links (especially when the networks have different density) or connectivity issues.\n",
    "\n",
    "For now, the method only supports non overlapping services for `Schedules`, so let's merge two `Network`s with just graphs.\n",
    "\n",
    "Below we make two networks from OSM. One a small, but denser subset of the other and add them together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:30.643859Z",
     "start_time": "2022-07-14T14:59:22.355860Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:27,733 - Building OSM graph from file example_data/tiny_example.osm\n",
      "2022-07-14 15:59:27,820 - Creating networkx graph from OSM data\n",
      "2022-07-14 15:59:27,821 - OSM: Extract Nodes and Paths from OSM data\n",
      "2022-07-14 15:59:27,847 - OSM: Add each OSM way (aka, path) to the OSM graph\n",
      "2022-07-14 15:59:27,848 - Created OSM edges\n",
      "2022-07-14 15:59:27,974 - Added 810 nodes\n",
      "2022-07-14 15:59:30,482 - Generated 275 link ids.\n",
      "2022-07-14 15:59:30,553 - Added 275 links\n",
      "2022-07-14 15:59:30,554 - Deleting isolated nodes which have no edges.\n",
      "2022-07-14 15:59:30,633 - Removed 634 nodes.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Network instance at 140176888271440: with \n",
       "graph: Name: Network graph\n",
       "Type: MultiDiGraph\n",
       "Number of nodes: 176\n",
       "Number of edges: 275\n",
       "Average in degree:   1.5625\n",
       "Average out degree:   1.5625 and \n",
       "schedule Schedule:\n",
       "Number of services: 0\n",
       "Number of routes: 0\n",
       "Number of stops: 0"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import importlib_resources\n",
    "\n",
    "from genet import read_osm\n",
    "\n",
    "_n_tiny = read_osm(\n",
    "    \"example_data/tiny_example.osm\",\n",
    "    importlib_resources.files(\"genet\") / \"configs\" / \"OSM\" / \"default_config.yml\",\n",
    "    epsg=\"epsg:27700\",\n",
    ")\n",
    "_n_tiny"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:30.656072Z",
     "start_time": "2022-07-14T14:59:30.648597Z"
    }
   },
   "outputs": [],
   "source": [
    "# _n_tiny.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:37.641778Z",
     "start_time": "2022-07-14T14:59:30.663623Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:30,750 - Building OSM graph from file example_data/example.osm\n",
      "2022-07-14 15:59:31,091 - Creating networkx graph from OSM data\n",
      "2022-07-14 15:59:31,091 - OSM: Extract Nodes and Paths from OSM data\n",
      "2022-07-14 15:59:31,260 - OSM: Add each OSM way (aka, path) to the OSM graph\n",
      "2022-07-14 15:59:31,262 - Created OSM edges\n",
      "2022-07-14 15:59:32,314 - Added 8695 nodes\n",
      "2022-07-14 15:59:37,207 - Generated 802 link ids.\n",
      "2022-07-14 15:59:37,399 - Added 802 links\n",
      "2022-07-14 15:59:37,400 - Deleting isolated nodes which have no edges.\n",
      "2022-07-14 15:59:37,634 - Removed 8132 nodes.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Network instance at 140177000302160: with \n",
       "graph: Name: Network graph\n",
       "Type: MultiDiGraph\n",
       "Number of nodes: 563\n",
       "Number of edges: 802\n",
       "Average in degree:   1.4245\n",
       "Average out degree:   1.4245 and \n",
       "schedule Schedule:\n",
       "Number of services: 0\n",
       "Number of routes: 0\n",
       "Number of stops: 0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_n = read_osm(\n",
    "    \"example_data/example.osm\",\n",
    "    importlib_resources.files(\"genet\") / \"configs\" / \"OSM\" / \"slim_config.yml\",\n",
    "    epsg=\"epsg:27700\",\n",
    ")\n",
    "_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:37.656084Z",
     "start_time": "2022-07-14T14:59:37.646081Z"
    }
   },
   "outputs": [],
   "source": [
    "# _n.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `add` method actually adds one `Network` onto another, rather than create a new instance to save some memory. The `Network` being added will inherit or change link or node ids depending on the `Network` it's being added to."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:48.816689Z",
     "start_time": "2022-07-14T14:59:37.660129Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:37,677 - Generated node id 7195968685.\n",
      "2022-07-14 15:59:37,681 - Changed Link attributes for 1 links\n",
      "2022-07-14 15:59:37,687 - Changed Link attributes for 0 links\n",
      "2022-07-14 15:59:37,697 - Changed Node attributes under index: 101998\n",
      "2022-07-14 15:59:37,700 - Changed Node index from 101998 to 7195968685\n",
      "2022-07-14 15:59:37,702 - Generated node id 7195968686.\n",
      "2022-07-14 15:59:37,710 - Changed Link attributes for 2 links\n",
      "2022-07-14 15:59:37,715 - Changed Link attributes for 2 links\n",
      "2022-07-14 15:59:37,722 - Changed Node attributes under index: 1684410096\n",
      "2022-07-14 15:59:37,728 - Changed Node index from 1684410096 to 7195968686\n",
      "/Users/kasia.kozlowska/PycharmProjects/ABM/genet/genet/utils/graph_operations.py:348: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  for idx in s2_id_df.dropna()[s2_id_df['right'] != s2_id_df['left']].index]\n",
      "2022-07-14 15:59:37,736 - Finished consolidating node indexing between the two graphs\n",
      "2022-07-14 15:59:43,839 - Removed 74 links\n",
      "2022-07-14 15:59:43,842 - Generated 1 link ids.\n",
      "2022-07-14 15:59:43,843 - Generated link id 802.\n",
      "2022-07-14 15:59:43,852 - Changed Link attributes under index: 83\n",
      "2022-07-14 15:59:43,853 - Changed Link index from 83 to 802\n",
      "2022-07-14 15:59:43,858 - Generated 1 link ids.\n",
      "2022-07-14 15:59:43,861 - Generated link id 803.\n",
      "2022-07-14 15:59:43,875 - Changed Link attributes under index: 86\n",
      "2022-07-14 15:59:43,876 - Changed Link index from 86 to 803\n",
      "2022-07-14 15:59:43,879 - Generated 1 link ids.\n",
      "2022-07-14 15:59:43,882 - Generated link id 804.\n",
      "2022-07-14 15:59:43,905 - Changed Link attributes under index: 219\n",
      "2022-07-14 15:59:43,907 - Changed Link index from 219 to 804\n",
      "2022-07-14 15:59:43,909 - Generated 1 link ids.\n",
      "2022-07-14 15:59:43,911 - Generated link id 805.\n",
      "2022-07-14 15:59:43,946 - Changed Link attributes under index: 185\n",
      "2022-07-14 15:59:43,947 - Changed Link index from 185 to 805\n",
      "2022-07-14 15:59:43,950 - Generated 1 link ids.\n",
      "2022-07-14 15:59:43,951 - Generated link id 806.\n",
      "2022-07-14 15:59:43,980 - Changed Link attributes under index: 113\n",
      "2022-07-14 15:59:43,981 - Changed Link index from 113 to 806\n",
      "2022-07-14 15:59:43,985 - Generated 1 link ids.\n",
      "2022-07-14 15:59:43,992 - Generated link id 807.\n",
      "2022-07-14 15:59:44,010 - Changed Link attributes under index: 123\n",
      "2022-07-14 15:59:44,011 - Changed Link index from 123 to 807\n",
      "2022-07-14 15:59:44,013 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,014 - Generated link id 808.\n",
      "2022-07-14 15:59:44,033 - Changed Link attributes under index: 189\n",
      "2022-07-14 15:59:44,035 - Changed Link index from 189 to 808\n",
      "2022-07-14 15:59:44,041 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,057 - Generated link id 809.\n",
      "2022-07-14 15:59:44,070 - Changed Link attributes under index: 237\n",
      "2022-07-14 15:59:44,076 - Changed Link index from 237 to 809\n",
      "2022-07-14 15:59:44,079 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,080 - Generated link id 810.\n",
      "2022-07-14 15:59:44,097 - Changed Link attributes under index: 75\n",
      "2022-07-14 15:59:44,099 - Changed Link index from 75 to 810\n",
      "2022-07-14 15:59:44,103 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,112 - Generated link id 811.\n",
      "2022-07-14 15:59:44,135 - Changed Link attributes under index: 11\n",
      "2022-07-14 15:59:44,141 - Changed Link index from 11 to 811\n",
      "2022-07-14 15:59:44,145 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,147 - Generated link id 812.\n",
      "2022-07-14 15:59:44,166 - Changed Link attributes under index: 18\n",
      "2022-07-14 15:59:44,168 - Changed Link index from 18 to 812\n",
      "2022-07-14 15:59:44,171 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,177 - Generated link id 813.\n",
      "2022-07-14 15:59:44,198 - Changed Link attributes under index: 167\n",
      "2022-07-14 15:59:44,200 - Changed Link index from 167 to 813\n",
      "2022-07-14 15:59:44,214 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,230 - Generated link id 814.\n",
      "2022-07-14 15:59:44,247 - Changed Link attributes under index: 43\n",
      "2022-07-14 15:59:44,250 - Changed Link index from 43 to 814\n",
      "2022-07-14 15:59:44,262 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,263 - Generated link id 815.\n",
      "2022-07-14 15:59:44,281 - Changed Link attributes under index: 223\n",
      "2022-07-14 15:59:44,282 - Changed Link index from 223 to 815\n",
      "2022-07-14 15:59:44,284 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,286 - Generated link id 816.\n",
      "2022-07-14 15:59:44,304 - Changed Link attributes under index: 256\n",
      "2022-07-14 15:59:44,306 - Changed Link index from 256 to 816\n",
      "2022-07-14 15:59:44,309 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,311 - Generated link id 817.\n",
      "2022-07-14 15:59:44,325 - Changed Link attributes under index: 13\n",
      "2022-07-14 15:59:44,326 - Changed Link index from 13 to 817\n",
      "2022-07-14 15:59:44,329 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,331 - Generated link id 818.\n",
      "2022-07-14 15:59:44,344 - Changed Link attributes under index: 165\n",
      "2022-07-14 15:59:44,346 - Changed Link index from 165 to 818\n",
      "2022-07-14 15:59:44,350 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,354 - Generated link id 819.\n",
      "2022-07-14 15:59:44,374 - Changed Link attributes under index: 254\n",
      "2022-07-14 15:59:44,377 - Changed Link index from 254 to 819\n",
      "2022-07-14 15:59:44,380 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,389 - Generated link id 820.\n",
      "2022-07-14 15:59:44,401 - Changed Link attributes under index: 57\n",
      "2022-07-14 15:59:44,405 - Changed Link index from 57 to 820\n",
      "2022-07-14 15:59:44,411 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,412 - Generated link id 821.\n",
      "2022-07-14 15:59:44,431 - Changed Link attributes under index: 12\n",
      "2022-07-14 15:59:44,433 - Changed Link index from 12 to 821\n",
      "2022-07-14 15:59:44,436 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,440 - Generated link id 822.\n",
      "2022-07-14 15:59:44,454 - Changed Link attributes under index: 32\n",
      "2022-07-14 15:59:44,456 - Changed Link index from 32 to 822\n",
      "2022-07-14 15:59:44,462 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,463 - Generated link id 823.\n",
      "2022-07-14 15:59:44,477 - Changed Link attributes under index: 240\n",
      "2022-07-14 15:59:44,479 - Changed Link index from 240 to 823\n",
      "2022-07-14 15:59:44,481 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,483 - Generated link id 824.\n",
      "2022-07-14 15:59:44,492 - Changed Link attributes under index: 262\n",
      "2022-07-14 15:59:44,495 - Changed Link index from 262 to 824\n",
      "2022-07-14 15:59:44,499 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,501 - Generated link id 825.\n",
      "2022-07-14 15:59:44,534 - Changed Link attributes under index: 144\n",
      "2022-07-14 15:59:44,543 - Changed Link index from 144 to 825\n",
      "2022-07-14 15:59:44,546 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,550 - Generated link id 826.\n",
      "2022-07-14 15:59:44,574 - Changed Link attributes under index: 242\n",
      "2022-07-14 15:59:44,578 - Changed Link index from 242 to 826\n",
      "2022-07-14 15:59:44,582 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,583 - Generated link id 827.\n",
      "2022-07-14 15:59:44,606 - Changed Link attributes under index: 173\n",
      "2022-07-14 15:59:44,616 - Changed Link index from 173 to 827\n",
      "2022-07-14 15:59:44,622 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,646 - Generated link id 828.\n",
      "2022-07-14 15:59:44,729 - Changed Link attributes under index: 180\n",
      "2022-07-14 15:59:44,733 - Changed Link index from 180 to 828\n",
      "2022-07-14 15:59:44,765 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,773 - Generated link id 829.\n",
      "2022-07-14 15:59:44,815 - Changed Link attributes under index: 202\n",
      "2022-07-14 15:59:44,817 - Changed Link index from 202 to 829\n",
      "2022-07-14 15:59:44,821 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,823 - Generated link id 830.\n",
      "2022-07-14 15:59:44,848 - Changed Link attributes under index: 92\n",
      "2022-07-14 15:59:44,850 - Changed Link index from 92 to 830\n",
      "2022-07-14 15:59:44,866 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,869 - Generated link id 831.\n",
      "2022-07-14 15:59:44,887 - Changed Link attributes under index: 53\n",
      "2022-07-14 15:59:44,889 - Changed Link index from 53 to 831\n",
      "2022-07-14 15:59:44,894 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,897 - Generated link id 832.\n",
      "2022-07-14 15:59:44,913 - Changed Link attributes under index: 3\n",
      "2022-07-14 15:59:44,927 - Changed Link index from 3 to 832\n",
      "2022-07-14 15:59:44,937 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,948 - Generated link id 833.\n",
      "2022-07-14 15:59:44,960 - Changed Link attributes under index: 198\n",
      "2022-07-14 15:59:44,961 - Changed Link index from 198 to 833\n",
      "2022-07-14 15:59:44,964 - Generated 1 link ids.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:44,966 - Generated link id 834.\n",
      "2022-07-14 15:59:44,978 - Changed Link attributes under index: 99\n",
      "2022-07-14 15:59:44,979 - Changed Link index from 99 to 834\n",
      "2022-07-14 15:59:44,981 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,983 - Generated link id 835.\n",
      "2022-07-14 15:59:44,992 - Changed Link attributes under index: 241\n",
      "2022-07-14 15:59:44,993 - Changed Link index from 241 to 835\n",
      "2022-07-14 15:59:44,995 - Generated 1 link ids.\n",
      "2022-07-14 15:59:44,995 - Generated link id 836.\n",
      "2022-07-14 15:59:45,005 - Changed Link attributes under index: 48\n",
      "2022-07-14 15:59:45,007 - Changed Link index from 48 to 836\n",
      "2022-07-14 15:59:45,009 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,010 - Generated link id 837.\n",
      "2022-07-14 15:59:45,022 - Changed Link attributes under index: 101\n",
      "2022-07-14 15:59:45,024 - Changed Link index from 101 to 837\n",
      "2022-07-14 15:59:45,027 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,028 - Generated link id 838.\n",
      "2022-07-14 15:59:45,036 - Changed Link attributes under index: 274\n",
      "2022-07-14 15:59:45,038 - Changed Link index from 274 to 838\n",
      "2022-07-14 15:59:45,040 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,041 - Generated link id 839.\n",
      "2022-07-14 15:59:45,048 - Changed Link attributes under index: 269\n",
      "2022-07-14 15:59:45,049 - Changed Link index from 269 to 839\n",
      "2022-07-14 15:59:45,050 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,052 - Generated link id 840.\n",
      "2022-07-14 15:59:45,066 - Changed Link attributes under index: 116\n",
      "2022-07-14 15:59:45,068 - Changed Link index from 116 to 840\n",
      "2022-07-14 15:59:45,077 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,078 - Generated link id 841.\n",
      "2022-07-14 15:59:45,090 - Changed Link attributes under index: 163\n",
      "2022-07-14 15:59:45,093 - Changed Link index from 163 to 841\n",
      "2022-07-14 15:59:45,096 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,097 - Generated link id 842.\n",
      "2022-07-14 15:59:45,115 - Changed Link attributes under index: 182\n",
      "2022-07-14 15:59:45,116 - Changed Link index from 182 to 842\n",
      "2022-07-14 15:59:45,120 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,128 - Generated link id 843.\n",
      "2022-07-14 15:59:45,141 - Changed Link attributes under index: 15\n",
      "2022-07-14 15:59:45,143 - Changed Link index from 15 to 843\n",
      "2022-07-14 15:59:45,146 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,148 - Generated link id 844.\n",
      "2022-07-14 15:59:45,165 - Changed Link attributes under index: 261\n",
      "2022-07-14 15:59:45,166 - Changed Link index from 261 to 844\n",
      "2022-07-14 15:59:45,181 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,183 - Generated link id 845.\n",
      "2022-07-14 15:59:45,200 - Changed Link attributes under index: 5\n",
      "2022-07-14 15:59:45,206 - Changed Link index from 5 to 845\n",
      "2022-07-14 15:59:45,214 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,216 - Generated link id 846.\n",
      "2022-07-14 15:59:45,233 - Changed Link attributes under index: 16\n",
      "2022-07-14 15:59:45,234 - Changed Link index from 16 to 846\n",
      "2022-07-14 15:59:45,247 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,249 - Generated link id 847.\n",
      "2022-07-14 15:59:45,266 - Changed Link attributes under index: 196\n",
      "2022-07-14 15:59:45,270 - Changed Link index from 196 to 847\n",
      "2022-07-14 15:59:45,279 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,280 - Generated link id 848.\n",
      "2022-07-14 15:59:45,293 - Changed Link attributes under index: 222\n",
      "2022-07-14 15:59:45,294 - Changed Link index from 222 to 848\n",
      "2022-07-14 15:59:45,296 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,297 - Generated link id 849.\n",
      "2022-07-14 15:59:45,314 - Changed Link attributes under index: 78\n",
      "2022-07-14 15:59:45,316 - Changed Link index from 78 to 849\n",
      "2022-07-14 15:59:45,321 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,330 - Generated link id 850.\n",
      "2022-07-14 15:59:45,343 - Changed Link attributes under index: 245\n",
      "2022-07-14 15:59:45,344 - Changed Link index from 245 to 850\n",
      "2022-07-14 15:59:45,346 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,361 - Generated link id 851.\n",
      "2022-07-14 15:59:45,380 - Changed Link attributes under index: 156\n",
      "2022-07-14 15:59:45,381 - Changed Link index from 156 to 851\n",
      "2022-07-14 15:59:45,384 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,385 - Generated link id 852.\n",
      "2022-07-14 15:59:45,402 - Changed Link attributes under index: 55\n",
      "2022-07-14 15:59:45,405 - Changed Link index from 55 to 852\n",
      "2022-07-14 15:59:45,411 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,413 - Generated link id 853.\n",
      "2022-07-14 15:59:45,431 - Changed Link attributes under index: 148\n",
      "2022-07-14 15:59:45,442 - Changed Link index from 148 to 853\n",
      "2022-07-14 15:59:45,450 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,454 - Generated link id 854.\n",
      "2022-07-14 15:59:45,471 - Changed Link attributes under index: 88\n",
      "2022-07-14 15:59:45,476 - Changed Link index from 88 to 854\n",
      "2022-07-14 15:59:45,480 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,481 - Generated link id 855.\n",
      "2022-07-14 15:59:45,495 - Changed Link attributes under index: 164\n",
      "2022-07-14 15:59:45,497 - Changed Link index from 164 to 855\n",
      "2022-07-14 15:59:45,500 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,502 - Generated link id 856.\n",
      "2022-07-14 15:59:45,527 - Changed Link attributes under index: 61\n",
      "2022-07-14 15:59:45,529 - Changed Link index from 61 to 856\n",
      "2022-07-14 15:59:45,532 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,533 - Generated link id 857.\n",
      "2022-07-14 15:59:45,544 - Changed Link attributes under index: 66\n",
      "2022-07-14 15:59:45,546 - Changed Link index from 66 to 857\n",
      "2022-07-14 15:59:45,550 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,553 - Generated link id 858.\n",
      "2022-07-14 15:59:45,570 - Changed Link attributes under index: 120\n",
      "2022-07-14 15:59:45,580 - Changed Link index from 120 to 858\n",
      "2022-07-14 15:59:45,583 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,584 - Generated link id 859.\n",
      "2022-07-14 15:59:45,597 - Changed Link attributes under index: 230\n",
      "2022-07-14 15:59:45,598 - Changed Link index from 230 to 859\n",
      "2022-07-14 15:59:45,600 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,601 - Generated link id 860.\n",
      "2022-07-14 15:59:45,618 - Changed Link attributes under index: 4\n",
      "2022-07-14 15:59:45,619 - Changed Link index from 4 to 860\n",
      "2022-07-14 15:59:45,630 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,632 - Generated link id 861.\n",
      "2022-07-14 15:59:45,644 - Changed Link attributes under index: 0\n",
      "2022-07-14 15:59:45,645 - Changed Link index from 0 to 861\n",
      "2022-07-14 15:59:45,648 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,650 - Generated link id 862.\n",
      "2022-07-14 15:59:45,664 - Changed Link attributes under index: 62\n",
      "2022-07-14 15:59:45,665 - Changed Link index from 62 to 862\n",
      "2022-07-14 15:59:45,669 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,681 - Generated link id 863.\n",
      "2022-07-14 15:59:45,697 - Changed Link attributes under index: 186\n",
      "2022-07-14 15:59:45,698 - Changed Link index from 186 to 863\n",
      "2022-07-14 15:59:45,701 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,713 - Generated link id 864.\n",
      "2022-07-14 15:59:45,746 - Changed Link attributes under index: 220\n",
      "2022-07-14 15:59:45,760 - Changed Link index from 220 to 864\n",
      "2022-07-14 15:59:45,763 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,765 - Generated link id 865.\n",
      "2022-07-14 15:59:45,784 - Changed Link attributes under index: 253\n",
      "2022-07-14 15:59:45,785 - Changed Link index from 253 to 865\n",
      "2022-07-14 15:59:45,791 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,795 - Generated link id 866.\n",
      "2022-07-14 15:59:45,808 - Changed Link attributes under index: 59\n",
      "2022-07-14 15:59:45,811 - Changed Link index from 59 to 866\n",
      "2022-07-14 15:59:45,817 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,818 - Generated link id 867.\n",
      "2022-07-14 15:59:45,832 - Changed Link attributes under index: 246\n",
      "2022-07-14 15:59:45,834 - Changed Link index from 246 to 867\n",
      "2022-07-14 15:59:45,836 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,838 - Generated link id 868.\n",
      "2022-07-14 15:59:45,848 - Changed Link attributes under index: 34\n",
      "2022-07-14 15:59:45,849 - Changed Link index from 34 to 868\n",
      "2022-07-14 15:59:45,850 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,856 - Generated link id 869.\n",
      "2022-07-14 15:59:45,865 - Changed Link attributes under index: 158\n",
      "2022-07-14 15:59:45,865 - Changed Link index from 158 to 869\n",
      "2022-07-14 15:59:45,867 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,869 - Generated link id 870.\n",
      "2022-07-14 15:59:45,883 - Changed Link attributes under index: 118\n",
      "2022-07-14 15:59:45,886 - Changed Link index from 118 to 870\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:45,888 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,890 - Generated link id 871.\n",
      "2022-07-14 15:59:45,899 - Changed Link attributes under index: 154\n",
      "2022-07-14 15:59:45,900 - Changed Link index from 154 to 871\n",
      "2022-07-14 15:59:45,901 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,904 - Generated link id 872.\n",
      "2022-07-14 15:59:45,914 - Changed Link attributes under index: 125\n",
      "2022-07-14 15:59:45,915 - Changed Link index from 125 to 872\n",
      "2022-07-14 15:59:45,917 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,918 - Generated link id 873.\n",
      "2022-07-14 15:59:45,928 - Changed Link attributes under index: 181\n",
      "2022-07-14 15:59:45,929 - Changed Link index from 181 to 873\n",
      "2022-07-14 15:59:45,930 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,931 - Generated link id 874.\n",
      "2022-07-14 15:59:45,942 - Changed Link attributes under index: 227\n",
      "2022-07-14 15:59:45,943 - Changed Link index from 227 to 874\n",
      "2022-07-14 15:59:45,946 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,947 - Generated link id 875.\n",
      "2022-07-14 15:59:45,956 - Changed Link attributes under index: 152\n",
      "2022-07-14 15:59:45,957 - Changed Link index from 152 to 875\n",
      "2022-07-14 15:59:45,958 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,960 - Generated link id 876.\n",
      "2022-07-14 15:59:45,967 - Changed Link attributes under index: 27\n",
      "2022-07-14 15:59:45,967 - Changed Link index from 27 to 876\n",
      "2022-07-14 15:59:45,970 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,971 - Generated link id 877.\n",
      "2022-07-14 15:59:45,981 - Changed Link attributes under index: 153\n",
      "2022-07-14 15:59:45,982 - Changed Link index from 153 to 877\n",
      "2022-07-14 15:59:45,984 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,985 - Generated link id 878.\n",
      "2022-07-14 15:59:45,996 - Changed Link attributes under index: 30\n",
      "2022-07-14 15:59:45,997 - Changed Link index from 30 to 878\n",
      "2022-07-14 15:59:45,998 - Generated 1 link ids.\n",
      "2022-07-14 15:59:45,999 - Generated link id 879.\n",
      "2022-07-14 15:59:46,007 - Changed Link attributes under index: 249\n",
      "2022-07-14 15:59:46,009 - Changed Link index from 249 to 879\n",
      "2022-07-14 15:59:46,011 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,012 - Generated link id 880.\n",
      "2022-07-14 15:59:46,021 - Changed Link attributes under index: 260\n",
      "2022-07-14 15:59:46,023 - Changed Link index from 260 to 880\n",
      "2022-07-14 15:59:46,026 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,027 - Generated link id 881.\n",
      "2022-07-14 15:59:46,036 - Changed Link attributes under index: 188\n",
      "2022-07-14 15:59:46,039 - Changed Link index from 188 to 881\n",
      "2022-07-14 15:59:46,042 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,043 - Generated link id 882.\n",
      "2022-07-14 15:59:46,050 - Changed Link attributes under index: 207\n",
      "2022-07-14 15:59:46,051 - Changed Link index from 207 to 882\n",
      "2022-07-14 15:59:46,053 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,057 - Generated link id 883.\n",
      "2022-07-14 15:59:46,064 - Changed Link attributes under index: 157\n",
      "2022-07-14 15:59:46,065 - Changed Link index from 157 to 883\n",
      "2022-07-14 15:59:46,067 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,068 - Generated link id 884.\n",
      "2022-07-14 15:59:46,077 - Changed Link attributes under index: 226\n",
      "2022-07-14 15:59:46,078 - Changed Link index from 226 to 884\n",
      "2022-07-14 15:59:46,079 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,080 - Generated link id 885.\n",
      "2022-07-14 15:59:46,087 - Changed Link attributes under index: 60\n",
      "2022-07-14 15:59:46,089 - Changed Link index from 60 to 885\n",
      "2022-07-14 15:59:46,092 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,093 - Generated link id 886.\n",
      "2022-07-14 15:59:46,100 - Changed Link attributes under index: 72\n",
      "2022-07-14 15:59:46,101 - Changed Link index from 72 to 886\n",
      "2022-07-14 15:59:46,104 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,107 - Generated link id 887.\n",
      "2022-07-14 15:59:46,114 - Changed Link attributes under index: 268\n",
      "2022-07-14 15:59:46,115 - Changed Link index from 268 to 887\n",
      "2022-07-14 15:59:46,117 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,118 - Generated link id 888.\n",
      "2022-07-14 15:59:46,128 - Changed Link attributes under index: 109\n",
      "2022-07-14 15:59:46,129 - Changed Link index from 109 to 888\n",
      "2022-07-14 15:59:46,130 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,131 - Generated link id 889.\n",
      "2022-07-14 15:59:46,140 - Changed Link attributes under index: 224\n",
      "2022-07-14 15:59:46,141 - Changed Link index from 224 to 889\n",
      "2022-07-14 15:59:46,143 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,144 - Generated link id 890.\n",
      "2022-07-14 15:59:46,153 - Changed Link attributes under index: 38\n",
      "2022-07-14 15:59:46,155 - Changed Link index from 38 to 890\n",
      "2022-07-14 15:59:46,158 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,159 - Generated link id 891.\n",
      "2022-07-14 15:59:46,166 - Changed Link attributes under index: 26\n",
      "2022-07-14 15:59:46,167 - Changed Link index from 26 to 891\n",
      "2022-07-14 15:59:46,194 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,194 - Generated link id 892.\n",
      "2022-07-14 15:59:46,201 - Changed Link attributes under index: 17\n",
      "2022-07-14 15:59:46,210 - Changed Link index from 17 to 892\n",
      "2022-07-14 15:59:46,211 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,212 - Generated link id 893.\n",
      "2022-07-14 15:59:46,222 - Changed Link attributes under index: 239\n",
      "2022-07-14 15:59:46,224 - Changed Link index from 239 to 893\n",
      "2022-07-14 15:59:46,228 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,230 - Generated link id 894.\n",
      "2022-07-14 15:59:46,236 - Changed Link attributes under index: 33\n",
      "2022-07-14 15:59:46,240 - Changed Link index from 33 to 894\n",
      "2022-07-14 15:59:46,246 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,247 - Generated link id 895.\n",
      "2022-07-14 15:59:46,266 - Changed Link attributes under index: 24\n",
      "2022-07-14 15:59:46,267 - Changed Link index from 24 to 895\n",
      "2022-07-14 15:59:46,279 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,280 - Generated link id 896.\n",
      "2022-07-14 15:59:46,293 - Changed Link attributes under index: 139\n",
      "2022-07-14 15:59:46,295 - Changed Link index from 139 to 896\n",
      "2022-07-14 15:59:46,297 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,299 - Generated link id 897.\n",
      "2022-07-14 15:59:46,312 - Changed Link attributes under index: 138\n",
      "2022-07-14 15:59:46,316 - Changed Link index from 138 to 897\n",
      "2022-07-14 15:59:46,321 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,326 - Generated link id 898.\n",
      "2022-07-14 15:59:46,341 - Changed Link attributes under index: 176\n",
      "2022-07-14 15:59:46,344 - Changed Link index from 176 to 898\n",
      "2022-07-14 15:59:46,348 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,349 - Generated link id 899.\n",
      "2022-07-14 15:59:46,361 - Changed Link attributes under index: 218\n",
      "2022-07-14 15:59:46,362 - Changed Link index from 218 to 899\n",
      "2022-07-14 15:59:46,364 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,368 - Generated link id 900.\n",
      "2022-07-14 15:59:46,383 - Changed Link attributes under index: 199\n",
      "2022-07-14 15:59:46,384 - Changed Link index from 199 to 900\n",
      "2022-07-14 15:59:46,397 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,398 - Generated link id 901.\n",
      "2022-07-14 15:59:46,411 - Changed Link attributes under index: 80\n",
      "2022-07-14 15:59:46,413 - Changed Link index from 80 to 901\n",
      "2022-07-14 15:59:46,418 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,419 - Generated link id 902.\n",
      "2022-07-14 15:59:46,434 - Changed Link attributes under index: 31\n",
      "2022-07-14 15:59:46,443 - Changed Link index from 31 to 902\n",
      "2022-07-14 15:59:46,449 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,459 - Generated link id 903.\n",
      "2022-07-14 15:59:46,482 - Changed Link attributes under index: 45\n",
      "2022-07-14 15:59:46,483 - Changed Link index from 45 to 903\n",
      "2022-07-14 15:59:46,486 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,488 - Generated link id 904.\n",
      "2022-07-14 15:59:46,505 - Changed Link attributes under index: 141\n",
      "2022-07-14 15:59:46,509 - Changed Link index from 141 to 904\n",
      "2022-07-14 15:59:46,513 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,514 - Generated link id 905.\n",
      "2022-07-14 15:59:46,529 - Changed Link attributes under index: 121\n",
      "2022-07-14 15:59:46,531 - Changed Link index from 121 to 905\n",
      "2022-07-14 15:59:46,533 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,534 - Generated link id 906.\n",
      "2022-07-14 15:59:46,548 - Changed Link attributes under index: 110\n",
      "2022-07-14 15:59:46,550 - Changed Link index from 110 to 906\n",
      "2022-07-14 15:59:46,554 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,559 - Generated link id 907.\n",
      "2022-07-14 15:59:46,570 - Changed Link attributes under index: 233\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:46,573 - Changed Link index from 233 to 907\n",
      "2022-07-14 15:59:46,577 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,578 - Generated link id 908.\n",
      "2022-07-14 15:59:46,585 - Changed Link attributes under index: 114\n",
      "2022-07-14 15:59:46,591 - Changed Link index from 114 to 908\n",
      "2022-07-14 15:59:46,595 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,596 - Generated link id 909.\n",
      "2022-07-14 15:59:46,605 - Changed Link attributes under index: 71\n",
      "2022-07-14 15:59:46,607 - Changed Link index from 71 to 909\n",
      "2022-07-14 15:59:46,609 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,610 - Generated link id 910.\n",
      "2022-07-14 15:59:46,618 - Changed Link attributes under index: 111\n",
      "2022-07-14 15:59:46,619 - Changed Link index from 111 to 910\n",
      "2022-07-14 15:59:46,627 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,628 - Generated link id 911.\n",
      "2022-07-14 15:59:46,634 - Changed Link attributes under index: 149\n",
      "2022-07-14 15:59:46,640 - Changed Link index from 149 to 911\n",
      "2022-07-14 15:59:46,642 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,643 - Generated link id 912.\n",
      "2022-07-14 15:59:46,650 - Changed Link attributes under index: 108\n",
      "2022-07-14 15:59:46,651 - Changed Link index from 108 to 912\n",
      "2022-07-14 15:59:46,657 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,659 - Generated link id 913.\n",
      "2022-07-14 15:59:46,666 - Changed Link attributes under index: 174\n",
      "2022-07-14 15:59:46,668 - Changed Link index from 174 to 913\n",
      "2022-07-14 15:59:46,676 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,676 - Generated link id 914.\n",
      "2022-07-14 15:59:46,683 - Changed Link attributes under index: 124\n",
      "2022-07-14 15:59:46,685 - Changed Link index from 124 to 914\n",
      "2022-07-14 15:59:46,691 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,692 - Generated link id 915.\n",
      "2022-07-14 15:59:46,699 - Changed Link attributes under index: 216\n",
      "2022-07-14 15:59:46,701 - Changed Link index from 216 to 915\n",
      "2022-07-14 15:59:46,708 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,709 - Generated link id 916.\n",
      "2022-07-14 15:59:46,717 - Changed Link attributes under index: 67\n",
      "2022-07-14 15:59:46,722 - Changed Link index from 67 to 916\n",
      "2022-07-14 15:59:46,725 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,726 - Generated link id 917.\n",
      "2022-07-14 15:59:46,738 - Changed Link attributes under index: 132\n",
      "2022-07-14 15:59:46,741 - Changed Link index from 132 to 917\n",
      "2022-07-14 15:59:46,745 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,760 - Generated link id 918.\n",
      "2022-07-14 15:59:46,768 - Changed Link attributes under index: 41\n",
      "2022-07-14 15:59:46,770 - Changed Link index from 41 to 918\n",
      "2022-07-14 15:59:46,774 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,777 - Generated link id 919.\n",
      "2022-07-14 15:59:46,782 - Changed Link attributes under index: 150\n",
      "2022-07-14 15:59:46,784 - Changed Link index from 150 to 919\n",
      "2022-07-14 15:59:46,787 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,789 - Generated link id 920.\n",
      "2022-07-14 15:59:46,801 - Changed Link attributes under index: 36\n",
      "2022-07-14 15:59:46,804 - Changed Link index from 36 to 920\n",
      "2022-07-14 15:59:46,810 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,811 - Generated link id 921.\n",
      "2022-07-14 15:59:46,818 - Changed Link attributes under index: 210\n",
      "2022-07-14 15:59:46,819 - Changed Link index from 210 to 921\n",
      "2022-07-14 15:59:46,823 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,825 - Generated link id 922.\n",
      "2022-07-14 15:59:46,833 - Changed Link attributes under index: 122\n",
      "2022-07-14 15:59:46,834 - Changed Link index from 122 to 922\n",
      "2022-07-14 15:59:46,836 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,837 - Generated link id 923.\n",
      "2022-07-14 15:59:46,847 - Changed Link attributes under index: 46\n",
      "2022-07-14 15:59:46,848 - Changed Link index from 46 to 923\n",
      "2022-07-14 15:59:46,850 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,851 - Generated link id 924.\n",
      "2022-07-14 15:59:46,861 - Changed Link attributes under index: 206\n",
      "2022-07-14 15:59:46,864 - Changed Link index from 206 to 924\n",
      "2022-07-14 15:59:46,869 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,870 - Generated link id 925.\n",
      "2022-07-14 15:59:46,883 - Changed Link attributes under index: 234\n",
      "2022-07-14 15:59:46,884 - Changed Link index from 234 to 925\n",
      "2022-07-14 15:59:46,887 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,896 - Generated link id 926.\n",
      "2022-07-14 15:59:46,915 - Changed Link attributes under index: 272\n",
      "2022-07-14 15:59:46,916 - Changed Link index from 272 to 926\n",
      "2022-07-14 15:59:46,918 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,928 - Generated link id 927.\n",
      "2022-07-14 15:59:46,939 - Changed Link attributes under index: 140\n",
      "2022-07-14 15:59:46,942 - Changed Link index from 140 to 927\n",
      "2022-07-14 15:59:46,947 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,948 - Generated link id 928.\n",
      "2022-07-14 15:59:46,964 - Changed Link attributes under index: 7\n",
      "2022-07-14 15:59:46,965 - Changed Link index from 7 to 928\n",
      "2022-07-14 15:59:46,976 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,977 - Generated link id 929.\n",
      "2022-07-14 15:59:46,990 - Changed Link attributes under index: 137\n",
      "2022-07-14 15:59:46,993 - Changed Link index from 137 to 929\n",
      "2022-07-14 15:59:46,995 - Generated 1 link ids.\n",
      "2022-07-14 15:59:46,996 - Generated link id 930.\n",
      "2022-07-14 15:59:47,017 - Changed Link attributes under index: 232\n",
      "2022-07-14 15:59:47,019 - Changed Link index from 232 to 930\n",
      "2022-07-14 15:59:47,027 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,029 - Generated link id 931.\n",
      "2022-07-14 15:59:47,038 - Changed Link attributes under index: 162\n",
      "2022-07-14 15:59:47,042 - Changed Link index from 162 to 931\n",
      "2022-07-14 15:59:47,045 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,046 - Generated link id 932.\n",
      "2022-07-14 15:59:47,054 - Changed Link attributes under index: 107\n",
      "2022-07-14 15:59:47,055 - Changed Link index from 107 to 932\n",
      "2022-07-14 15:59:47,060 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,061 - Generated link id 933.\n",
      "2022-07-14 15:59:47,073 - Changed Link attributes under index: 136\n",
      "2022-07-14 15:59:47,075 - Changed Link index from 136 to 933\n",
      "2022-07-14 15:59:47,077 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,078 - Generated link id 934.\n",
      "2022-07-14 15:59:47,085 - Changed Link attributes under index: 221\n",
      "2022-07-14 15:59:47,090 - Changed Link index from 221 to 934\n",
      "2022-07-14 15:59:47,096 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,097 - Generated link id 935.\n",
      "2022-07-14 15:59:47,105 - Changed Link attributes under index: 65\n",
      "2022-07-14 15:59:47,105 - Changed Link index from 65 to 935\n",
      "2022-07-14 15:59:47,108 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,111 - Generated link id 936.\n",
      "2022-07-14 15:59:47,121 - Changed Link attributes under index: 81\n",
      "2022-07-14 15:59:47,122 - Changed Link index from 81 to 936\n",
      "2022-07-14 15:59:47,125 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,127 - Generated link id 937.\n",
      "2022-07-14 15:59:47,137 - Changed Link attributes under index: 10\n",
      "2022-07-14 15:59:47,139 - Changed Link index from 10 to 937\n",
      "2022-07-14 15:59:47,142 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,143 - Generated link id 938.\n",
      "2022-07-14 15:59:47,151 - Changed Link attributes under index: 127\n",
      "2022-07-14 15:59:47,153 - Changed Link index from 127 to 938\n",
      "2022-07-14 15:59:47,159 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,160 - Generated link id 939.\n",
      "2022-07-14 15:59:47,166 - Changed Link attributes under index: 134\n",
      "2022-07-14 15:59:47,168 - Changed Link index from 134 to 939\n",
      "2022-07-14 15:59:47,178 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,181 - Generated link id 940.\n",
      "2022-07-14 15:59:47,191 - Changed Link attributes under index: 192\n",
      "2022-07-14 15:59:47,193 - Changed Link index from 192 to 940\n",
      "2022-07-14 15:59:47,198 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,201 - Generated link id 941.\n",
      "2022-07-14 15:59:47,213 - Changed Link attributes under index: 208\n",
      "2022-07-14 15:59:47,214 - Changed Link index from 208 to 941\n",
      "2022-07-14 15:59:47,217 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,225 - Generated link id 942.\n",
      "2022-07-14 15:59:47,232 - Changed Link attributes under index: 228\n",
      "2022-07-14 15:59:47,233 - Changed Link index from 228 to 942\n",
      "2022-07-14 15:59:47,235 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,242 - Generated link id 943.\n",
      "2022-07-14 15:59:47,248 - Changed Link attributes under index: 194\n",
      "2022-07-14 15:59:47,249 - Changed Link index from 194 to 943\n",
      "2022-07-14 15:59:47,251 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,252 - Generated link id 944.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:47,267 - Changed Link attributes under index: 22\n",
      "2022-07-14 15:59:47,269 - Changed Link index from 22 to 944\n",
      "2022-07-14 15:59:47,277 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,278 - Generated link id 945.\n",
      "2022-07-14 15:59:47,290 - Changed Link attributes under index: 236\n",
      "2022-07-14 15:59:47,291 - Changed Link index from 236 to 945\n",
      "2022-07-14 15:59:47,294 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,296 - Generated link id 946.\n",
      "2022-07-14 15:59:47,305 - Changed Link attributes under index: 172\n",
      "2022-07-14 15:59:47,307 - Changed Link index from 172 to 946\n",
      "2022-07-14 15:59:47,310 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,313 - Generated link id 947.\n",
      "2022-07-14 15:59:47,323 - Changed Link attributes under index: 178\n",
      "2022-07-14 15:59:47,327 - Changed Link index from 178 to 947\n",
      "2022-07-14 15:59:47,330 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,331 - Generated link id 948.\n",
      "2022-07-14 15:59:47,343 - Changed Link attributes under index: 104\n",
      "2022-07-14 15:59:47,344 - Changed Link index from 104 to 948\n",
      "2022-07-14 15:59:47,346 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,348 - Generated link id 949.\n",
      "2022-07-14 15:59:47,359 - Changed Link attributes under index: 19\n",
      "2022-07-14 15:59:47,360 - Changed Link index from 19 to 949\n",
      "2022-07-14 15:59:47,363 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,365 - Generated link id 950.\n",
      "2022-07-14 15:59:47,378 - Changed Link attributes under index: 20\n",
      "2022-07-14 15:59:47,379 - Changed Link index from 20 to 950\n",
      "2022-07-14 15:59:47,384 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,388 - Generated link id 951.\n",
      "2022-07-14 15:59:47,398 - Changed Link attributes under index: 145\n",
      "2022-07-14 15:59:47,400 - Changed Link index from 145 to 951\n",
      "2022-07-14 15:59:47,410 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,412 - Generated link id 952.\n",
      "2022-07-14 15:59:47,421 - Changed Link attributes under index: 214\n",
      "2022-07-14 15:59:47,423 - Changed Link index from 214 to 952\n",
      "2022-07-14 15:59:47,426 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,427 - Generated link id 953.\n",
      "2022-07-14 15:59:47,435 - Changed Link attributes under index: 252\n",
      "2022-07-14 15:59:47,438 - Changed Link index from 252 to 953\n",
      "2022-07-14 15:59:47,441 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,442 - Generated link id 954.\n",
      "2022-07-14 15:59:47,451 - Changed Link attributes under index: 255\n",
      "2022-07-14 15:59:47,453 - Changed Link index from 255 to 954\n",
      "2022-07-14 15:59:47,469 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,476 - Generated link id 955.\n",
      "2022-07-14 15:59:47,495 - Changed Link attributes under index: 117\n",
      "2022-07-14 15:59:47,497 - Changed Link index from 117 to 955\n",
      "2022-07-14 15:59:47,502 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,503 - Generated link id 956.\n",
      "2022-07-14 15:59:47,528 - Changed Link attributes under index: 8\n",
      "2022-07-14 15:59:47,540 - Changed Link index from 8 to 956\n",
      "2022-07-14 15:59:47,545 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,547 - Generated link id 957.\n",
      "2022-07-14 15:59:47,580 - Changed Link attributes under index: 6\n",
      "2022-07-14 15:59:47,582 - Changed Link index from 6 to 957\n",
      "2022-07-14 15:59:47,590 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,599 - Generated link id 958.\n",
      "2022-07-14 15:59:47,631 - Changed Link attributes under index: 159\n",
      "2022-07-14 15:59:47,632 - Changed Link index from 159 to 958\n",
      "2022-07-14 15:59:47,646 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,647 - Generated link id 959.\n",
      "2022-07-14 15:59:47,691 - Changed Link attributes under index: 112\n",
      "2022-07-14 15:59:47,698 - Changed Link index from 112 to 959\n",
      "2022-07-14 15:59:47,710 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,732 - Generated link id 960.\n",
      "2022-07-14 15:59:47,775 - Changed Link attributes under index: 166\n",
      "2022-07-14 15:59:47,783 - Changed Link index from 166 to 960\n",
      "2022-07-14 15:59:47,790 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,791 - Generated link id 961.\n",
      "2022-07-14 15:59:47,812 - Changed Link attributes under index: 42\n",
      "2022-07-14 15:59:47,815 - Changed Link index from 42 to 961\n",
      "2022-07-14 15:59:47,819 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,824 - Generated link id 962.\n",
      "2022-07-14 15:59:47,835 - Changed Link attributes under index: 95\n",
      "2022-07-14 15:59:47,838 - Changed Link index from 95 to 962\n",
      "2022-07-14 15:59:47,845 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,846 - Generated link id 963.\n",
      "2022-07-14 15:59:47,861 - Changed Link attributes under index: 142\n",
      "2022-07-14 15:59:47,863 - Changed Link index from 142 to 963\n",
      "2022-07-14 15:59:47,866 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,874 - Generated link id 964.\n",
      "2022-07-14 15:59:47,884 - Changed Link attributes under index: 93\n",
      "2022-07-14 15:59:47,886 - Changed Link index from 93 to 964\n",
      "2022-07-14 15:59:47,892 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,896 - Generated link id 965.\n",
      "2022-07-14 15:59:47,908 - Changed Link attributes under index: 94\n",
      "2022-07-14 15:59:47,911 - Changed Link index from 94 to 965\n",
      "2022-07-14 15:59:47,926 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,947 - Generated link id 966.\n",
      "2022-07-14 15:59:47,959 - Changed Link attributes under index: 44\n",
      "2022-07-14 15:59:47,963 - Changed Link index from 44 to 966\n",
      "2022-07-14 15:59:47,973 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,975 - Generated link id 967.\n",
      "2022-07-14 15:59:47,988 - Changed Link attributes under index: 190\n",
      "2022-07-14 15:59:47,991 - Changed Link index from 190 to 967\n",
      "2022-07-14 15:59:47,995 - Generated 1 link ids.\n",
      "2022-07-14 15:59:47,997 - Generated link id 968.\n",
      "2022-07-14 15:59:48,007 - Changed Link attributes under index: 264\n",
      "2022-07-14 15:59:48,009 - Changed Link index from 264 to 968\n",
      "2022-07-14 15:59:48,012 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,014 - Generated link id 969.\n",
      "2022-07-14 15:59:48,027 - Changed Link attributes under index: 146\n",
      "2022-07-14 15:59:48,028 - Changed Link index from 146 to 969\n",
      "2022-07-14 15:59:48,031 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,032 - Generated link id 970.\n",
      "2022-07-14 15:59:48,048 - Changed Link attributes under index: 82\n",
      "2022-07-14 15:59:48,049 - Changed Link index from 82 to 970\n",
      "2022-07-14 15:59:48,052 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,059 - Generated link id 971.\n",
      "2022-07-14 15:59:48,068 - Changed Link attributes under index: 69\n",
      "2022-07-14 15:59:48,073 - Changed Link index from 69 to 971\n",
      "2022-07-14 15:59:48,077 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,077 - Generated link id 972.\n",
      "2022-07-14 15:59:48,094 - Changed Link attributes under index: 58\n",
      "2022-07-14 15:59:48,096 - Changed Link index from 58 to 972\n",
      "2022-07-14 15:59:48,099 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,103 - Generated link id 973.\n",
      "2022-07-14 15:59:48,117 - Changed Link attributes under index: 56\n",
      "2022-07-14 15:59:48,118 - Changed Link index from 56 to 973\n",
      "2022-07-14 15:59:48,124 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,126 - Generated link id 974.\n",
      "2022-07-14 15:59:48,133 - Changed Link attributes under index: 171\n",
      "2022-07-14 15:59:48,135 - Changed Link index from 171 to 974\n",
      "2022-07-14 15:59:48,138 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,143 - Generated link id 975.\n",
      "2022-07-14 15:59:48,149 - Changed Link attributes under index: 273\n",
      "2022-07-14 15:59:48,150 - Changed Link index from 273 to 975\n",
      "2022-07-14 15:59:48,151 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,159 - Generated link id 976.\n",
      "2022-07-14 15:59:48,166 - Changed Link attributes under index: 179\n",
      "2022-07-14 15:59:48,166 - Changed Link index from 179 to 976\n",
      "2022-07-14 15:59:48,168 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,169 - Generated link id 977.\n",
      "2022-07-14 15:59:48,182 - Changed Link attributes under index: 170\n",
      "2022-07-14 15:59:48,183 - Changed Link index from 170 to 977\n",
      "2022-07-14 15:59:48,186 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,192 - Generated link id 978.\n",
      "2022-07-14 15:59:48,199 - Changed Link attributes under index: 201\n",
      "2022-07-14 15:59:48,200 - Changed Link index from 201 to 978\n",
      "2022-07-14 15:59:48,203 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,211 - Generated link id 979.\n",
      "2022-07-14 15:59:48,218 - Changed Link attributes under index: 251\n",
      "2022-07-14 15:59:48,223 - Changed Link index from 251 to 979\n",
      "2022-07-14 15:59:48,227 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,228 - Generated link id 980.\n",
      "2022-07-14 15:59:48,235 - Changed Link attributes under index: 40\n",
      "2022-07-14 15:59:48,247 - Changed Link index from 40 to 980\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-07-14 15:59:48,250 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,253 - Generated link id 981.\n",
      "2022-07-14 15:59:48,266 - Changed Link attributes under index: 73\n",
      "2022-07-14 15:59:48,267 - Changed Link index from 73 to 981\n",
      "2022-07-14 15:59:48,275 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,277 - Generated link id 982.\n",
      "2022-07-14 15:59:48,285 - Changed Link attributes under index: 248\n",
      "2022-07-14 15:59:48,285 - Changed Link index from 248 to 982\n",
      "2022-07-14 15:59:48,291 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,292 - Generated link id 983.\n",
      "2022-07-14 15:59:48,299 - Changed Link attributes under index: 212\n",
      "2022-07-14 15:59:48,300 - Changed Link index from 212 to 983\n",
      "2022-07-14 15:59:48,302 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,304 - Generated link id 984.\n",
      "2022-07-14 15:59:48,315 - Changed Link attributes under index: 49\n",
      "2022-07-14 15:59:48,315 - Changed Link index from 49 to 984\n",
      "2022-07-14 15:59:48,317 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,319 - Generated link id 985.\n",
      "2022-07-14 15:59:48,331 - Changed Link attributes under index: 97\n",
      "2022-07-14 15:59:48,332 - Changed Link index from 97 to 985\n",
      "2022-07-14 15:59:48,334 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,334 - Generated link id 986.\n",
      "2022-07-14 15:59:48,345 - Changed Link attributes under index: 21\n",
      "2022-07-14 15:59:48,346 - Changed Link index from 21 to 986\n",
      "2022-07-14 15:59:48,348 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,348 - Generated link id 987.\n",
      "2022-07-14 15:59:48,359 - Changed Link attributes under index: 131\n",
      "2022-07-14 15:59:48,360 - Changed Link index from 131 to 987\n",
      "2022-07-14 15:59:48,361 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,362 - Generated link id 988.\n",
      "2022-07-14 15:59:48,370 - Changed Link attributes under index: 266\n",
      "2022-07-14 15:59:48,372 - Changed Link index from 266 to 988\n",
      "2022-07-14 15:59:48,375 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,376 - Generated link id 989.\n",
      "2022-07-14 15:59:48,382 - Changed Link attributes under index: 14\n",
      "2022-07-14 15:59:48,382 - Changed Link index from 14 to 989\n",
      "2022-07-14 15:59:48,384 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,386 - Generated link id 990.\n",
      "2022-07-14 15:59:48,398 - Changed Link attributes under index: 102\n",
      "2022-07-14 15:59:48,399 - Changed Link index from 102 to 990\n",
      "2022-07-14 15:59:48,401 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,408 - Generated link id 991.\n",
      "2022-07-14 15:59:48,415 - Changed Link attributes under index: 211\n",
      "2022-07-14 15:59:48,416 - Changed Link index from 211 to 991\n",
      "2022-07-14 15:59:48,417 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,418 - Generated link id 992.\n",
      "2022-07-14 15:59:48,430 - Changed Link attributes under index: 2\n",
      "2022-07-14 15:59:48,431 - Changed Link index from 2 to 992\n",
      "2022-07-14 15:59:48,433 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,434 - Generated link id 993.\n",
      "2022-07-14 15:59:48,443 - Changed Link attributes under index: 213\n",
      "2022-07-14 15:59:48,444 - Changed Link index from 213 to 993\n",
      "2022-07-14 15:59:48,445 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,446 - Generated link id 994.\n",
      "2022-07-14 15:59:48,454 - Changed Link attributes under index: 243\n",
      "2022-07-14 15:59:48,456 - Changed Link index from 243 to 994\n",
      "2022-07-14 15:59:48,460 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,461 - Generated link id 995.\n",
      "2022-07-14 15:59:48,471 - Changed Link attributes under index: 133\n",
      "2022-07-14 15:59:48,477 - Changed Link index from 133 to 995\n",
      "2022-07-14 15:59:48,481 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,483 - Generated link id 996.\n",
      "2022-07-14 15:59:48,495 - Changed Link attributes under index: 84\n",
      "2022-07-14 15:59:48,496 - Changed Link index from 84 to 996\n",
      "2022-07-14 15:59:48,498 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,499 - Generated link id 997.\n",
      "2022-07-14 15:59:48,509 - Changed Link attributes under index: 70\n",
      "2022-07-14 15:59:48,512 - Changed Link index from 70 to 997\n",
      "2022-07-14 15:59:48,515 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,516 - Generated link id 998.\n",
      "2022-07-14 15:59:48,527 - Changed Link attributes under index: 64\n",
      "2022-07-14 15:59:48,528 - Changed Link index from 64 to 998\n",
      "2022-07-14 15:59:48,530 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,531 - Generated link id 999.\n",
      "2022-07-14 15:59:48,540 - Changed Link attributes under index: 47\n",
      "2022-07-14 15:59:48,542 - Changed Link index from 47 to 999\n",
      "2022-07-14 15:59:48,544 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,544 - Generated link id 1000.\n",
      "2022-07-14 15:59:48,551 - Changed Link attributes under index: 258\n",
      "2022-07-14 15:59:48,552 - Changed Link index from 258 to 1000\n",
      "2022-07-14 15:59:48,554 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,558 - Generated link id 1001.\n",
      "2022-07-14 15:59:48,569 - Changed Link attributes under index: 161\n",
      "2022-07-14 15:59:48,571 - Changed Link index from 161 to 1001\n",
      "2022-07-14 15:59:48,577 - Generated 1 link ids.\n",
      "2022-07-14 15:59:48,578 - Generated link id 1002.\n",
      "2022-07-14 15:59:48,584 - Changed Link attributes under index: 9\n",
      "2022-07-14 15:59:48,585 - Changed Link index from 9 to 1002\n",
      "2022-07-14 15:59:48,791 - Finished consolidating link indexing between the two graphs\n",
      "2022-07-14 15:59:48,801 - The following vehicle types clash: {'funicular', 'gondola', 'cablecar', 'ferry', 'rail', 'subway', 'bus', 'tram'}\n",
      "2022-07-14 15:59:48,802 - Overwrite is on. Vehicle types listed above will be overwritten.\n"
     ]
    }
   ],
   "source": [
    "_n.add(_n_tiny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:48.841243Z",
     "start_time": "2022-07-14T14:59:48.826750Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Network instance at 140177000302160: with \n",
       "graph: Name: Network graph\n",
       "Type: MultiDiGraph\n",
       "Number of nodes: 665\n",
       "Number of edges: 1003\n",
       "Average in degree:   1.5083\n",
       "Average out degree:   1.5083 and \n",
       "schedule Schedule:\n",
       "Number of services: 0\n",
       "Number of routes: 0\n",
       "Number of stops: 0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-07-14T14:59:48.858121Z",
     "start_time": "2022-07-14T14:59:48.846874Z"
    }
   },
   "outputs": [],
   "source": [
    "# _n.plot()"
   ]
  }
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