345 lines
104 KiB
Plaintext
345 lines
104 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 55,
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"id": "af118d77-d87a-4687-be5b-e810a24c403e",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2024-06-26 13:01:06 +0000 | io:INFO | Loaded TOML config file successfully.\n"
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]
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}
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],
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"source": [
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"from lang_main import io\n",
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"\n",
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"from pathlib import Path\n",
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"import pickle\n",
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"import base64"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 56,
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"id": "4256081a-6364-4e8f-8cfd-799912ca6b94",
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"metadata": {},
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"outputs": [],
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"source": [
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"res_path = Path(r'A:\\Arbeitsaufgaben\\lang-main\\scripts\\results\\test_20240619')\n",
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"assert res_path.exists()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 121,
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"id": "e9a92ad6-5e63-49c4-b9e7-9f81da8549fe",
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"metadata": {},
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"outputs": [],
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"source": [
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"# obj = 'TK-GRAPH_POSTPROCESSING.pkl'\n",
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"obj = 'TK-GRAPH_ANALYSIS.pkl'\n",
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"load_pth = res_path / obj\n",
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"assert load_pth.exists()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 122,
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"id": "c2421d89-ed8c-41dd-b363-ad5b5b716704",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2024-06-26 13:22:38 +0000 | io:INFO | Loaded file successfully.\n"
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]
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}
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],
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"source": [
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"ret = io.load_pickle(load_pth)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 123,
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"id": "ca25a7f2-84af-4b5e-89d6-b139fca35617",
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"metadata": {},
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"outputs": [],
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"source": [
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"tkg = ret[0]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 124,
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"id": "ff7e7ab6-67d9-4a2c-b668-cf10740f7542",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"TokenGraph(name: TokenGraph, number of nodes: 143, number of edges: 163)"
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]
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},
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"execution_count": 124,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"tkg"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 125,
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"id": "f0df3580-cea5-48cc-bdbc-2927dd446e1b",
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"metadata": {},
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"outputs": [],
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"source": [
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"import networkx as nx\n",
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"from alph import alph, layout\n",
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"import altair as alt"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f042b302-fa3c-45b0-8d7a-7a68b66bf595",
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"metadata": {},
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"source": [
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"layout_fn=lambda g: nx.spring_layout(\n",
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" g,\n",
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" weight=\"weight\",\n",
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" k=20,\n",
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" iterations=5000,\n",
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" seed=42\n",
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" ),\n",
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"layout_fn=lambda g: layout.force_atlas_sknet(\n",
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" g,\n",
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" n_iter=100,\n",
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" gravity_factor=0.01,\n",
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" repulsive_factor=0.1,\n",
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" init_seed=42,\n",
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" ),"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 257,
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"id": "04d3d857-37cb-420e-8426-b1465d94efae",
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"metadata": {},
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"outputs": [],
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"source": [
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"alph_params = dict(\n",
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" weight_attr=\"weight\",\n",
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" layout_fn=lambda g: nx.nx_agraph.pygraphviz_layout(\n",
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" g,\n",
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" prog=\"fdp\",\n",
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" args='-GK=5'\n",
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" ),\n",
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" node_args=dict(\n",
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" size=alt.Size(\n",
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" \"degree_centrality\",\n",
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" scale=alt.Scale(domain=[0,1], range=[12**2, 40**2]),\n",
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" legend=None\n",
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" ),\n",
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" #fill=alt.Color(\n",
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" # \"degree_centrality\",\n",
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" # scale=alt.Scale(domain=companies, range=palette),\n",
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" #),\n",
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" stroke=\"#333\",\n",
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" strokeWidth=alt.Size(\n",
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" \"degree_centrality\",\n",
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" scale=alt.Scale(domain=[0,1], range=[2, 5]),\n",
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" legend=None\n",
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" ),\n",
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" tooltip_attrs=[\"id\"],\n",
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" label_attr=\"id\",\n",
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" ),\n",
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" edge_args=dict(\n",
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" color=\"#000\",\n",
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" ),\n",
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" width=800,\n",
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" height=600,\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 258,
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"id": "64e6a5c1-e42d-4ad2-8c32-5cf62bc75852",
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"metadata": {},
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"outputs": [],
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"source": [
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"nx.set_node_attributes(tkg, {\n",
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" n: {\n",
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" \"id\": n,\n",
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" } for n in tkg.nodes\n",
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"})"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 259,
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"id": "7e895f70-74a2-433c-91c2-a440303ab81a",
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"metadata": {},
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"outputs": [],
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"source": [
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"nx.set_node_attributes(tkg, nx.degree_centrality(tkg), \"degree_centrality\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 260,
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"id": "a13cc710-01d8-4f52-b066-3796b4609118",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"\n",
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"<style>\n",
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" #altair-viz-38e34bc18fd4437a8f1807f1ca9e4725.vega-embed {\n",
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" width: 100%;\n",
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" display: flex;\n",
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" }\n",
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"\n",
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" #altair-viz-38e34bc18fd4437a8f1807f1ca9e4725.vega-embed details,\n",
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" #altair-viz-38e34bc18fd4437a8f1807f1ca9e4725.vega-embed details summary {\n",
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" position: relative;\n",
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" }\n",
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"</style>\n",
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"<div id=\"altair-viz-38e34bc18fd4437a8f1807f1ca9e4725\"></div>\n",
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"<script type=\"text/javascript\">\n",
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" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
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" (function(spec, embedOpt){\n",
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" let outputDiv = document.currentScript.previousElementSibling;\n",
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" if (outputDiv.id !== \"altair-viz-38e34bc18fd4437a8f1807f1ca9e4725\") {\n",
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" outputDiv = document.getElementById(\"altair-viz-38e34bc18fd4437a8f1807f1ca9e4725\");\n",
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" }\n",
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" const paths = {\n",
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" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
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" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
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" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.17.0?noext\",\n",
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" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
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" };\n",
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"\n",
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" function maybeLoadScript(lib, version) {\n",
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" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
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" return (VEGA_DEBUG[key] == version) ?\n",
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" Promise.resolve(paths[lib]) :\n",
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" new Promise(function(resolve, reject) {\n",
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" var s = document.createElement('script');\n",
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" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
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" s.async = true;\n",
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" s.onload = () => {\n",
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" VEGA_DEBUG[key] = version;\n",
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" return resolve(paths[lib]);\n",
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" };\n",
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" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
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" s.src = paths[lib];\n",
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" });\n",
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" }\n",
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"\n",
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" function showError(err) {\n",
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" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
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" throw err;\n",
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" }\n",
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"\n",
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" function displayChart(vegaEmbed) {\n",
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" vegaEmbed(outputDiv, spec, embedOpt)\n",
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" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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" }\n",
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"\n",
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" if(typeof define === \"function\" && define.amd) {\n",
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" requirejs.config({paths});\n",
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" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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" } else {\n",
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" maybeLoadScript(\"vega\", \"5\")\n",
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" .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
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" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
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" .catch(showError)\n",
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" .then(() => displayChart(vegaEmbed));\n",
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" }\n",
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" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300, \"strokeWidth\": 0}}, \"layer\": [{\"data\": {\"name\": \"data-aa72c4a558310302697b60639cd372dd\"}, \"mark\": {\"type\": \"line\"}, \"encoding\": {\"color\": {\"value\": \"#000\"}, \"detail\": {\"field\": \"edge\", \"type\": \"quantitative\"}, \"opacity\": {\"field\": \"weight\", \"legend\": null, \"scale\": {\"range\": [0.3, 1]}, \"type\": \"quantitative\"}, \"strokeWidth\": {\"field\": \"weight\", \"legend\": null, \"scale\": {\"range\": [0.1, 5]}, \"type\": \"quantitative\"}, \"x\": {\"axis\": {\"domain\": false, \"grid\": false, \"labels\": false, \"ticks\": false, \"title\": \"\"}, \"field\": \"x\", \"type\": \"quantitative\"}, \"y\": {\"axis\": {\"domain\": false, \"grid\": false, \"labels\": false, \"ticks\": false, \"title\": \"\"}, \"field\": \"y\", \"type\": \"quantitative\"}}}, {\"layer\": [{\"mark\": {\"type\": \"circle\"}, \"encoding\": {\"fill\": {\"value\": \"#000\"}, \"opacity\": {\"value\": 1}, \"size\": {\"field\": \"degree_centrality\", \"legend\": null, \"scale\": {\"domain\": [0, 1], \"range\": [144, 1600]}, \"type\": \"quantitative\"}, \"stroke\": {\"value\": \"#333\"}, \"strokeWidth\": {\"field\": \"degree_centrality\", \"legend\": null, \"scale\": {\"domain\": [0, 1], \"range\": [2, 5]}, \"type\": \"quantitative\"}, \"tooltip\": [{\"field\": \"id\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"domain\": false, \"grid\": false, \"labels\": false, \"ticks\": false, \"title\": \"\"}, \"field\": \"x\", \"type\": \"quantitative\"}, \"y\": {\"axis\": {\"domain\": false, \"grid\": false, \"labels\": false, \"ticks\": false, \"title\": \"\"}, \"field\": \"y\", \"type\": \"quantitative\"}}}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"middle\", \"color\": \"black\", \"size\": 10}, \"encoding\": {\"text\": {\"field\": \"id\", \"type\": \"nominal\"}, \"x\": {\"axis\": {\"domain\": false, \"grid\": false, \"labels\": false, \"ticks\": false, \"title\": \"\"}, \"field\": \"x\", \"type\": \"quantitative\"}, \"y\": {\"axis\": {\"domain\": false, \"grid\": false, \"labels\": false, \"ticks\": false, \"title\": \"\"}, \"field\": \"__y_label\", \"type\": \"quantitative\"}}}], \"data\": {\"name\": \"data-9c8dfa733adb65d964260e658cca7ff7\"}}], \"height\": 600, \"resolve\": {\"scale\": {\"color\": \"independent\", \"fill\": \"independent\", \"opacity\": \"independent\", \"size\": \"independent\", \"strokeWidth\": \"independent\"}}, \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-aa72c4a558310302697b60639cd372dd\": [{\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 89.60891743812581, \"y\": 271.1222369166824, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"Vorgabe\"], \"target\": \"Vorgabe\", \"weight\": 92690, \"edge\": 0}, {\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 217.00358964670318, \"y\": 298.95144530512, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"Vorgabe\"], \"target\": \"Vorgabe\", \"weight\": 92690, \"edge\": 0}, {\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 89.60891743812581, \"y\": 271.1222369166824, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"Maschinenhersteller\"], \"target\": \"Maschinenhersteller\", \"weight\": 92690, \"edge\": 1}, {\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 95.86245985263555, \"y\": 335.40997543925937, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"Maschinenhersteller\"], \"target\": \"Maschinenhersteller\", \"weight\": 92690, \"edge\": 1}, {\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 89.60891743812581, \"y\": 271.1222369166824, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"Maschinenbediener\"], \"target\": \"Maschinenbediener\", \"weight\": 242, \"edge\": 2}, {\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 22.542981296051387, \"y\": 308.9977328547138, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"Maschinenbediener\"], \"target\": \"Maschinenbediener\", \"weight\": 242, \"edge\": 2}, {\"source\": 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\"abarbeiten\"], \"target\": \"abarbeiten\", \"weight\": 242, \"edge\": 5}, {\"source\": \"Wartungst\\u00e4tigkeit\", \"x\": 249.00812393727566, \"y\": 157.69412431513322, \"pair\": [\"Wartungst\\u00e4tigkeit\", \"abarbeiten\"], \"target\": \"abarbeiten\", \"weight\": 242, \"edge\": 5}, {\"source\": \"Vorgabe\", \"x\": 217.00358964670318, \"y\": 298.95144530512, \"pair\": [\"Vorgabe\", \"Maschinenhersteller\"], \"target\": \"Maschinenhersteller\", \"weight\": 92690, \"edge\": 6}, {\"source\": \"Vorgabe\", \"x\": 95.86245985263555, \"y\": 335.40997543925937, \"pair\": [\"Vorgabe\", \"Maschinenhersteller\"], \"target\": \"Maschinenhersteller\", \"weight\": 92690, \"edge\": 6}, {\"source\": \"Vorgabe\", \"x\": 217.00358964670318, \"y\": 298.95144530512, \"pair\": [\"Vorgabe\", \"Wartungsplan\"], \"target\": \"Wartungsplan\", \"weight\": 2032, \"edge\": 7}, {\"source\": \"Vorgabe\", \"x\": 203.83525410920086, \"y\": 261.89778953334593, \"pair\": [\"Vorgabe\", \"Wartungsplan\"], \"target\": \"Wartungsplan\", \"weight\": 2032, \"edge\": 7}, {\"source\": \"Vorgabe\", \"x\": 217.00358964670318, \"y\": 298.95144530512, \"pair\": [\"Vorgabe\", \"sehen\"], \"target\": \"sehen\", \"weight\": 1250, \"edge\": 8}, {\"source\": \"Vorgabe\", \"x\": 228.32042320045343, \"y\": 286.822218023805, \"pair\": [\"Vorgabe\", \"sehen\"], \"target\": \"sehen\", \"weight\": 1250, \"edge\": 8}, {\"source\": \"Vorgabe\", \"x\": 217.00358964670318, \"y\": 298.95144530512, \"pair\": [\"Vorgabe\", \"Extradatum\"], \"target\": \"Extradatum\", \"weight\": 1250, \"edge\": 9}, {\"source\": \"Vorgabe\", \"x\": 274.49461552994524, \"y\": 283.46400906858116, \"pair\": [\"Vorgabe\", \"Extradatum\"], \"target\": \"Extradatum\", \"weight\": 1250, \"edge\": 9}, {\"source\": \"Sichtkontrolle\", \"x\": 463.5367466465143, \"y\": 315.7424900812394, \"pair\": [\"Sichtkontrolle\", \"Reinigung\"], \"target\": \"Reinigung\", \"weight\": 3113, \"edge\": 10}, {\"source\": \"Sichtkontrolle\", \"x\": 531.0221046665406, 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{
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