{ "cells": [ { "cell_type": "markdown", "id": "9e5888d0-eab0-4f59-a951-f66c87f27829", "metadata": { "tags": [] }, "source": [ "# NicheSphere differential communication tutorial" ] }, { "cell_type": "markdown", "id": "43f6b026-a482-4bb1-92f8-47ac2cfbbbbe", "metadata": {}, "source": [ "NicheSphere also offers the possibility to look at localized process based differential cell - cell communication based on Ligand-Receptor pairs expression data, such as results from LIANA and CrossTalkeR (Nagai et. al., 2021). This improves the interpretability of cell communication analysis as we will find changes in biological processes related to the changes in physical cell interactions. For this tutorial, we will use our self compiled database which classifies ligands according to extracellular matrix (ECM) or immune cell recruitment related processes: https://github.com/CostaLab/NicheSphere/tree/main/db" ] }, { "cell_type": "markdown", "id": "a0d16031-54e1-4939-a1cb-351c7a73391b", "metadata": {}, "source": [ "## 1. Libraries and functions" ] }, { "cell_type": "code", "execution_count": 1, "id": "7858ce1e-06d7-4cf5-90a5-1a5ac6dcd223", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "COMMUNITY LAYOUT: Datashader not found, edge bundling not available\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import scipy\n", "import seaborn as sns\n", "import glob\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors \n", "import networkx as nx\n", "import warnings\n", "import scanpy as sc\n", "#import leidenalg\n", "#import sklearn\n", "#import igraph as ig\n", "import mudata as md\n", "from community_layout.layout_class import CommunityLayout\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import nichesphere" ] }, { "cell_type": "markdown", "id": "f2ae43a9-b4f4-46ab-94e7-bc2e3144b72d", "metadata": {}, "source": [ "## 2. Differential co-localization niches data" ] }, { "cell_type": "markdown", "id": "dd39150c-a214-4b87-90bf-dbdec2b0b565", "metadata": {}, "source": [ "One of the advantages of NicheSphere is that it allows process based localized differential communication testing by looking at changes in LR interactions involved in specific processes between niches. To do this, we will need the correspondence data between cell type pairs and niche pairs, which we got from the **differential co-localization analysis**. You can check the differential co-localization tutorial for more details: https://nichesphere.readthedocs.io/en/latest/tutorials.html" ] }, { "cell_type": "code", "execution_count": 2, "id": "d0e4b8f9-df77-4e88-825d-5661fce2e430", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cell_pairsniche_pairs
0Fib1_SCARA5->Fib1_SCARA51_Stromal->1_Stromal
1Fib1_SCARA5->damaged_CM1_Stromal->2_Stressed_CM
2Fib1_SCARA5->Capillary_Endo1_Stromal->2_Stressed_CM
3Fib1_SCARA5->LYVE_FOLR_Macrophages1_Stromal->2_Stressed_CM
4Fib1_SCARA5->Fib3_C71_Stromal->1_Stromal
\n", "
" ], "text/plain": [ " cell_pairs niche_pairs\n", "0 Fib1_SCARA5->Fib1_SCARA5 1_Stromal->1_Stromal\n", "1 Fib1_SCARA5->damaged_CM 1_Stromal->2_Stressed_CM\n", "2 Fib1_SCARA5->Capillary_Endo 1_Stromal->2_Stressed_CM\n", "3 Fib1_SCARA5->LYVE_FOLR_Macrophages 1_Stromal->2_Stressed_CM\n", "4 Fib1_SCARA5->Fib3_C7 1_Stromal->1_Stromal" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pairCatDFdir=pd.read_csv('pairCatDFdir_MIvisium_louvain.csv', index_col=0)\n", "pairCatDFdir.head()" ] }, { "cell_type": "markdown", "id": "db88914e-88bf-4cd7-a4fc-35791bf83246", "metadata": {}, "source": [ "As well as cell types and niches" ] }, { "cell_type": "code", "execution_count": 3, "id": "b85a2948-63f7-46d1-afb4-5bfdc457dd2c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cell.1nichecolor
cell
Fib1_SCARA5Fib1_SCARA51_Stromal#4daf4a
damaged_CMdamaged_CM2_Stressed_CM#0072B5
Capillary_EndoCapillary_Endo2_Stressed_CM#0072B5
LYVE_FOLR_MacrophagesLYVE_FOLR_Macrophages2_Stressed_CM#0072B5
Fib3_C7Fib3_C71_Stromal#4daf4a
\n", "
" ], "text/plain": [ " cell.1 niche color\n", "cell \n", "Fib1_SCARA5 Fib1_SCARA5 1_Stromal #4daf4a\n", "damaged_CM damaged_CM 2_Stressed_CM #0072B5\n", "Capillary_Endo Capillary_Endo 2_Stressed_CM #0072B5\n", "LYVE_FOLR_Macrophages LYVE_FOLR_Macrophages 2_Stressed_CM #0072B5\n", "Fib3_C7 Fib3_C7 1_Stromal #4daf4a" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "niches_df=pd.read_csv('niches_df_MIvisium_louvain.csv', index_col=0)\n", "niches_df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "223d818a-b4e8-4f4d-afec-c26bd2baa81c", "metadata": {}, "outputs": [], "source": [ "niches_dict={'1_Stromal': ['Fib3_C7',\n", " 'vCM_4',\n", " 'Fib1_SCARA5',\n", " 'Fib4_COL15A1',\n", " 'Pericyte_2',\n", " 'Pericyte_1'],\n", " '2_stressedCM': ['intermediate_CM',\n", " 'damaged_CM',\n", " 'vCM_3',\n", " 'Mast',\n", " 'CD_8',\n", " 'NK_T',\n", " 'Capillary_Endo',\n", " 'LYVE_FOLR_Macrophages',\n", " 'Endocardial_Endo',\n", " 'Neuronal',\n", " 'CD_4'],\n", " '3_CMimmuno': ['healthy_CM',\n", " 'Arterial_Endo',\n", " 'vSMCs_1',\n", " 'Monocytes',\n", " 'NK',\n", " 'vSMCs_2'],\n", " '4_Fibrotic': ['LYVE_PLTP_Macrophages',\n", " 'SPP1_Macrophages',\n", " 'Venous_Endo',\n", " 'CCL18_Macrophages',\n", " 'Fib2_Myofib',\n", " 'Lymphatic_Endo',\n", " 'perivascular_fibroblasts']}" ] }, { "cell_type": "markdown", "id": "4e0946bc-7b36-48d0-8d68-ac178ba107c3", "metadata": {}, "source": [ "And the differential co-localization network with nodes positions, as we will look at LR interactions between differentially co-localized cell types" ] }, { "cell_type": "code", "execution_count": 5, "id": "05819c80-28ae-4d4f-8f71-c0994014245c", "metadata": {}, "outputs": [], "source": [ "gCol=nx.read_graphml(\"colocNW_MIvisium_louvain.graphml\")\n", "pos=np.load('colocNW_pos.npy',allow_pickle='TRUE').item()" ] }, { "cell_type": "markdown", "id": "5c0a79b3-b3a4-44e5-9c5d-dc8ba0f31aaa", "metadata": {}, "source": [ "Same cell type interactions will be excluded later on, so we'll have a list of same cell type interaction pairs in order to subset the co-localization table we'll generate in the next step." ] }, { "cell_type": "code", "execution_count": 6, "id": "92a6ea56-98af-4891-86f4-f4c3c0b90e7c", "metadata": {}, "outputs": [], "source": [ "oneCTints=niches_df.index+'-'+niches_df.index" ] }, { "cell_type": "markdown", "id": "8a2ed6cb-123b-4d1e-9e46-0d534ddfe3a6", "metadata": {}, "source": [ "We will filter cell type pairs with non significant differential co-localization scores. Cell pairs with filter=1 will be tested" ] }, { "cell_type": "code", "execution_count": 7, "id": "7e8a6b3a-c53e-4b2c-9de0-6bfa706eb551", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filter
cell_pairs
Fib1_SCARA5->Fib1_SCARA51.0
Fib1_SCARA5->damaged_CM1.0
Fib1_SCARA5->Capillary_Endo1.0
Fib1_SCARA5->LYVE_FOLR_Macrophages0.0
Fib1_SCARA5->Fib3_C71.0
......
NK_T->vSMCs_20.0
NK_T->Lymphatic_Endo0.0
NK_T->NK0.0
NK_T->CD_80.0
NK_T->NK_T1.0
\n", "

900 rows × 1 columns

\n", "
" ], "text/plain": [ " filter\n", "cell_pairs \n", "Fib1_SCARA5->Fib1_SCARA5 1.0\n", "Fib1_SCARA5->damaged_CM 1.0\n", "Fib1_SCARA5->Capillary_Endo 1.0\n", "Fib1_SCARA5->LYVE_FOLR_Macrophages 0.0\n", "Fib1_SCARA5->Fib3_C7 1.0\n", "... ...\n", "NK_T->vSMCs_2 0.0\n", "NK_T->Lymphatic_Endo 0.0\n", "NK_T->NK 0.0\n", "NK_T->CD_8 0.0\n", "NK_T->NK_T 1.0\n", "\n", "[900 rows x 1 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colocFilt=pd.read_csv('colocFilt_MIvisium_louvain.csv', index_col=0)\n", "colocFilt" ] }, { "cell_type": "markdown", "id": "1c2b1f29-baa8-4eb2-b341-0220f0a57682", "metadata": {}, "source": [ "## 3. Database\n", "\n", "We are interested in cell communication related to fibrosis, so we will use a database which classifies ligands according to extracellular matrix (ECM) or immune cell recruitment related processes to look for disease related processes : " ] }, { "cell_type": "code", "execution_count": 8, "id": "37b36016-6860-4773-a892-bb437870b6f8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LigandcategorydbPMID
2col1a1Collagensmatrisome36399478
3col1a2Collagensmatrisome36399478
4col1a1Collagensmatrisome36399478
5col6a3Collagensmatrisome36399478
6col1a2Collagensmatrisome36399478
\n", "
" ], "text/plain": [ " Ligand category db PMID\n", "2 col1a1 Collagens matrisome 36399478\n", "3 col1a2 Collagens matrisome 36399478\n", "4 col1a1 Collagens matrisome 36399478\n", "5 col6a3 Collagens matrisome 36399478\n", "6 col1a2 Collagens matrisome 36399478" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "allDBs=pd.read_csv('nichesphereDB_pmid.csv', index_col=0)\n", "allDBs.head()" ] }, { "cell_type": "code", "execution_count": 9, "id": "01fa525f-620e-4e88-9e66-e0a684aa2e0f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x=allDBs.category.value_counts(), y=allDBs.category.value_counts().index,\n", " data=pd.DataFrame(allDBs.category.value_counts()))" ] }, { "cell_type": "code", "execution_count": null, "id": "bba39fd7-ec22-49b8-a9eb-29e714570689", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7952fa4f-03fd-4cd3-a00d-ff878d670e2f", "metadata": {}, "source": [ "NicheSphere is suited to work with CrossTalkeR output tables which contain columns called **cellpair**, indicating the cell types involved in an interaction separated by '@'; and **allpair**, indicating cell types, ligand and receptor involved. Additionally, input tables for NicheSphere should contain columns indicating the **ligand** (gene_A), **receptor** (gene_B) and **communication score** (MeanLR). The names for these last 3 columns can be indicated in NicheSphere functions." ] }, { "cell_type": "markdown", "id": "5a4c507c-4d63-42c6-9c27-fe72eb9233bb", "metadata": {}, "source": [ "CrossTalkeR tables contain strings indicating wether a gene is a ligand (|L), receptor (|R) or transcription factor (|TF). These strings will be removed as they might cause conflicts with code. Then we'll separate communication scores by process to know which cell type pairs and niche pairs are interacting through which processes in each condition. \n", "\n", "Some interactions might be present only in one condition, so we will assign 0 values to the interactions that do not appear in one condition to be able to compare conditions. After this, we get the following tables" ] }, { "cell_type": "code", "execution_count": 10, "id": "2255b0bf-6121-424f-94f6-afe38a4ab2ed", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cell_pairsniche_pairsLRscoresLRcatcondition
allpair
Adipo/COL14A1@Arterial_Endo/CD44Adipo->Arterial_Endo1_Stromal->3_Healthy_CM0.717175Collagensmyogenic
Adipo/COL14A1@CCL18_Macrophages/CD44Adipo->CCL18_Macrophages1_Stromal->4_Fibrotic0.967985Collagensmyogenic
Adipo/COL14A1@CD_4/CD44Adipo->CD_41_Stromal->2_Stressed_CM0.967985Collagensmyogenic
Adipo/COL14A1@CD_8/CD44Adipo->CD_81_Stromal->2_Stressed_CM0.967985Collagensmyogenic
Adipo/COL14A1@Fib1_SCARA5/CD44Adipo->Fib1_SCARA51_Stromal->1_Stromal0.967985Collagensmyogenic
\n", "
" ], "text/plain": [ " cell_pairs \\\n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 Adipo->Arterial_Endo \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 Adipo->CCL18_Macrophages \n", "Adipo/COL14A1@CD_4/CD44 Adipo->CD_4 \n", "Adipo/COL14A1@CD_8/CD44 Adipo->CD_8 \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 Adipo->Fib1_SCARA5 \n", "\n", " niche_pairs LRscores \\\n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 1_Stromal->3_Healthy_CM 0.717175 \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 1_Stromal->4_Fibrotic 0.967985 \n", "Adipo/COL14A1@CD_4/CD44 1_Stromal->2_Stressed_CM 0.967985 \n", "Adipo/COL14A1@CD_8/CD44 1_Stromal->2_Stressed_CM 0.967985 \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 1_Stromal->1_Stromal 0.967985 \n", "\n", " LRcat condition \n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 Collagens myogenic \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 Collagens myogenic \n", "Adipo/COL14A1@CD_4/CD44 Collagens myogenic \n", "Adipo/COL14A1@CD_8/CD44 Collagens myogenic \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 Collagens myogenic " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myoCTpairScores_byCat2_dir_colocClusts=pd.read_csv('processed_myo_ctkr_louvainColoc.csv', index_col=0)\n", "iscCTpairScores_byCat2_dir_colocClusts=pd.read_csv('processed_isc_ctkr_louvainColoc.csv', index_col=0)\n", "\n", "myoCTpairScores_byCat2_dir_colocClusts.head()" ] }, { "cell_type": "markdown", "id": "8be5c3a9-8201-4858-bdf3-1cb76b4f2732", "metadata": {}, "source": [ "Names of cell types need to match between communication and co-localization data" ] }, { "cell_type": "markdown", "id": "982e66df-1b29-4712-ab44-f13a1daaa1ea", "metadata": {}, "source": [ "## 4. Localized process based differential cell - cell communication " ] }, { "cell_type": "markdown", "id": "1910a1d9-06ce-4c5e-aa2a-6250eef35928", "metadata": {}, "source": [ "Next, we will **filter by differential co-localization** using the **colocFilt** filtering object we created before: " ] }, { "cell_type": "code", "execution_count": 11, "id": "f583fa55-2387-4056-b35a-05412cd44fda", "metadata": {}, "outputs": [], "source": [ "myoCTpairScores_byCat2_dir_colocClusts=myoCTpairScores_byCat2_dir_colocClusts[[i in colocFilt.index[colocFilt['filter']==1] for i in myoCTpairScores_byCat2_dir_colocClusts.cell_pairs]]\n", "iscCTpairScores_byCat2_dir_colocClusts=iscCTpairScores_byCat2_dir_colocClusts[[i in colocFilt.index[colocFilt['filter']==1] for i in iscCTpairScores_byCat2_dir_colocClusts.cell_pairs]]" ] }, { "cell_type": "code", "execution_count": null, "id": "fa6a7904-b08e-4c17-ac2a-39abfaf030d2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "459cf4be-52ca-420e-baf7-8c18c77ec0bf", "metadata": {}, "source": [ "Then we can test for **differential cell communication** between niche pairs or cell pairs across processes with the function **diffCcommStats**. We will first test per niche pair setting the parameter **cellCatCol** to 'niche_pairs', which is the column in the tables of communication scores by process containing niche pairs:" ] }, { "cell_type": "code", "execution_count": 12, "id": "3ff1779a-518c-4741-8509-663d5343235b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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wilcoxStatwilcoxPvalcellCatLRcat
011.5966004.287770e-313_Healthy_CM->2_Stressed_CMCollagens
17.0141382.313703e-123_Healthy_CM->1_StromalCollagens
214.8933553.640346e-503_Healthy_CM->3_Healthy_CMCollagens
323.6240212.183538e-1234_Fibrotic->4_FibroticCollagens
44.0241805.717429e-054_Fibrotic->1_StromalCollagens
\n", "
" ], "text/plain": [ " wilcoxStat wilcoxPval cellCat LRcat\n", "0 11.596600 4.287770e-31 3_Healthy_CM->2_Stressed_CM Collagens\n", "1 7.014138 2.313703e-12 3_Healthy_CM->1_Stromal Collagens\n", "2 14.893355 3.640346e-50 3_Healthy_CM->3_Healthy_CM Collagens\n", "3 23.624021 2.183538e-123 4_Fibrotic->4_Fibrotic Collagens\n", "4 4.024180 5.717429e-05 4_Fibrotic->1_Stromal Collagens" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myoIsc_diffCcommTable_colocGroups_dir=nichesphere.comm.diffCcommStats(c1CTpairScores_byCat=iscCTpairScores_byCat2_dir_colocClusts, \n", " c2CTpairScores_byCat=myoCTpairScores_byCat2_dir_colocClusts, \n", " cellCatCol='niche_pairs')\n", "myoIsc_diffCcommTable_colocGroups_dir.head()" ] }, { "cell_type": "markdown", "id": "107f59d2-a288-4ee6-94d0-588405d6bfba", "metadata": {}, "source": [ "And reshape the data to plot the differential communication scores in a heatmap. Just as for the co-localization analysis, **Wilcoxon rank sums tests** are employed here. The **diffCcommStats** function returns then the table of scores per niche pair per process and the plot itself." ] }, { "cell_type": "code", "execution_count": 13, "id": "a2566648-e08f-4dc4-8a37-a7d7265ba37a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hm_df, cm=nichesphere.comm.plotDiffCcommStatsHM(diffCommTable=myoIsc_diffCcommTable_colocGroups_dir, \n", " min_pval=0.05, \n", " vmin=-20, vmax=20)" ] }, { "cell_type": "markdown", "id": "a0b9095a-a6e8-4969-ae06-e061e59713fe", "metadata": {}, "source": [ "**Localized differential communication networks**\n", "\n", "To build process specific differential cell communication networks, we will look at differential cell communication per cell type pair per process, so we will do the differential communication test again with the **diffCcommStats** function, this time setting **cellCatCol** to 'cell_pairs', which is the column in the tables of communication scores by process containing cell pairs." ] }, { "cell_type": "code", "execution_count": 14, "id": "115d553d-9dfc-409f-a390-724a4b9623c7", "metadata": {}, "outputs": [], "source": [ "myoIsc_diffCcommTable2_CTpair_dir=nichesphere.comm.diffCcommStats(c1CTpairScores_byCat=iscCTpairScores_byCat2_dir_colocClusts, \n", " c2CTpairScores_byCat=myoCTpairScores_byCat2_dir_colocClusts, \n", " cellCatCol='cell_pairs')" ] }, { "cell_type": "markdown", "id": "4b83175f-0974-4ebd-9d3f-0cf43cab06ef", "metadata": {}, "source": [ "We must reshape the data as we will need this for the **communication networks**, and get the heatmap of differential communication scores per cell pair." ] }, { "cell_type": "code", "execution_count": 15, "id": "f51faddb-d362-4f97-993e-7754c7ace3af", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_myoIsc_dir, plothm=nichesphere.comm.plotDiffCcommStatsHM(diffCommTable=myoIsc_diffCcommTable2_CTpair_dir, \n", " min_pval=0.05, \n", " vmin=-5.5, vmax=5.5)" ] }, { "cell_type": "markdown", "id": "8abd8483-488f-4f24-8ebb-3ff200c3fc44", "metadata": {}, "source": [ "Then we will get the **differential communication scores** for a specific **process**" ] }, { "cell_type": "code", "execution_count": 16, "id": "7fa3cdbf-ef51-498c-980c-7d4d6da61a1e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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5 rows × 33 columns

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" ], "text/plain": [ " Fib1_SCARA5 damaged_CM Capillary_Endo \\\n", "Fib1_SCARA5 0.000000 2.845702 2.685997 \n", "damaged_CM 3.604778 0.000000 4.424010 \n", "Capillary_Endo 3.142450 3.364136 0.000000 \n", "LYVE_FOLR_Macrophages 0.000000 3.584589 0.000000 \n", "Fib3_C7 2.419413 3.026513 2.898491 \n", "\n", " LYVE_FOLR_Macrophages Fib3_C7 healthy_CM \\\n", "Fib1_SCARA5 0.000000 2.291307 2.280662 \n", "damaged_CM 4.141256 4.066038 3.376389 \n", "Capillary_Endo 0.000000 3.357803 3.326268 \n", "LYVE_FOLR_Macrophages 0.000000 0.000000 3.055622 \n", "Fib3_C7 0.000000 0.000000 2.454029 \n", "\n", " Fib2_Myofib Endocardial_Endo Arterial_Endo Neuronal \\\n", "Fib1_SCARA5 2.723508 0.000000 0.000000 -7.984900 \n", "damaged_CM 4.209408 4.020863 4.408857 -6.539320 \n", "Capillary_Endo 0.000000 2.268819 3.101101 -7.089490 \n", "LYVE_FOLR_Macrophages 0.000000 0.000000 0.000000 -6.539320 \n", "Fib3_C7 0.000000 0.000000 2.567224 -7.890426 \n", "\n", " ... CCL18_Macrophages perivascular_fibroblasts \\\n", "Fib1_SCARA5 ... 0.00000 0.0 \n", "damaged_CM ... 0.00000 0.0 \n", "Capillary_Endo ... 0.00000 0.0 \n", "LYVE_FOLR_Macrophages ... 0.00000 0.0 \n", "Fib3_C7 ... 3.59563 0.0 \n", "\n", " CD_4 vSMCs_2 Lymphatic_Endo NK CD_8 \\\n", "Fib1_SCARA5 0.000000 0.000000 0.0 0.0 0.000000 \n", "damaged_CM 4.756736 3.377464 0.0 0.0 4.701915 \n", "Capillary_Endo 3.930870 0.000000 0.0 0.0 3.887976 \n", "LYVE_FOLR_Macrophages 0.000000 0.000000 0.0 0.0 0.000000 \n", "Fib3_C7 0.000000 0.000000 0.0 0.0 0.000000 \n", "\n", " Purkinje_fibers Adipo NK_T \n", "Fib1_SCARA5 0.0 0.0 0.000000 \n", "damaged_CM 0.0 0.0 5.139999 \n", "Capillary_Endo 0.0 0.0 0.000000 \n", "LYVE_FOLR_Macrophages 0.0 0.0 0.000000 \n", "Fib3_C7 0.0 0.0 0.000000 \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x_chem=nichesphere.comm.getDiffComm(diffCommTbl=x_myoIsc_dir, \n", " pairCatDF=pairCatDFdir, \n", " ncells=33, \n", " cat='ECMglycoprots')\n", "x_chem.head()" ] }, { "cell_type": "code", "execution_count": 17, "id": "b24d0d2b-bcac-4a8d-bd59-76b9a2d52174", "metadata": {}, "outputs": [], "source": [ "#Niches colors\n", "clist=['#4daf4a', '#0072B5', '#BC3C29', '#ffff33']" ] }, { "cell_type": "markdown", "id": "b75e023e-4593-40be-9800-60cb0a0b1140", "metadata": {}, "source": [ "And now we can **plot differential cell communication** scores per process on the edges of the co-localization network using the **catNW** function from NicheSphere, whose parameters are quite similar to the ones of the **colocMW** function" ] }, { "cell_type": "code", "execution_count": null, "id": "06317814-aaab-4b47-bc6f-2079d86b5049", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 18, "id": "f2a44563-bc57-4465-8419-c5e9568d3a92", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.facecolor'] = \"None\"\n", "plt.figure(frameon=False)\n", "\n", "G=nichesphere.comm.catNW(x_chem=x_chem,\n", " colocNW=gCol, \n", " cell_group=niches_dict, \n", " plot_title='ECMglycoprots', \n", " clist=clist, \n", " nodeSize='betweeness', \n", " layout=None, \n", " thr=5.5, #only edges with weights higher than this value are shown\n", " fsize=(10,10), \n", " alpha=0.4, \n", " edge_scale=0.5, \n", " pos=pos, \n", " lab_spacing=0.05)\n", "#Legend\n", "legend_elements1=[plt.Line2D([0], [0], marker=\"o\" ,color='w', markerfacecolor=clist[i], lw=4, \n", " label=list(niches_dict.keys())[i], ms=10) for i in range(len(list(niches_dict.keys())))]\n", "plt.gca().add_artist(plt.legend(handles=legend_elements1,loc='upper left', fontsize=13, title='Niches', \n", " alignment='left'))\n", "#plt.savefig('ECMglycoprots_diffCommNW.pdf')" ] }, { "cell_type": "markdown", "id": "dda723b2-fb66-4746-ac92-4e32bcaba852", "metadata": {}, "source": [ "As we did before, we will calculate some network statistics with the networkx package functions on the signed, directed differential communication network" ] }, { "cell_type": "code", "execution_count": 19, "id": "1a147ef2-9db1-40ef-8352-c032ea73288e", "metadata": {}, "outputs": [], "source": [ "t1=pd.DataFrame({'betweenness':[nx.betweenness_centrality(G)[x] for x in list(G.nodes)], \n", " #'degree':[nx.degree_centrality(G)[x] for x in list(G.nodes)], \n", " 'in_degree':[nx.in_degree_centrality(G)[x] for x in list(G.nodes)],\n", " 'out_degree':[nx.out_degree_centrality(G)[x] for x in list(G.nodes)],\n", " 'pagerank':[nx.pagerank(G, weight=None)[x] for x in list(G.nodes)]})\n", "t1.index=list(G.nodes)" ] }, { "cell_type": "code", "execution_count": 20, "id": "7a368c12-a601-4bfa-8d33-93de59b214b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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NGmTttdfOKaeckgMPPLDCOQcOHJgkufDCC7PJJpsUZgSuX79+2rZtm6OPPjrHHntsldcJALC4mzBhQrp3757OnTsX3pqw4oor5rrrrkurVq1SWlqaZ555ZqHPc9NNN2XSpElp2bJl7rjjjsKM/cXFxdlhhx3yz3/+M99//32V+19zzTX5+uuvs88++6Rbt27ZYIMNCjOBLbfccjn99NNz9tlnJ0m6detWYd+ePXtm6NChKSoqSvfu3bPbbrsVZjJo165dbrnlliy33HLzdB1rrbVWbrzxxrRr166wrG3btkmSO+64I5988km23HLL3H777dlyyy0Lb39o1qxZunbtWsjiN954Y2bOnFk4xogRI3LLLbekYcOGuf3223PEEUekZcuWSWbPrLDVVlvlnnvuyYorrph333238KphAIAl2dSpUwvZbZ999skll1xSGKts3LhxunbtWmj07NmzZ4YMGVJjtc4ruVfuBQCYF/Pb25AkJ510Uo455piss846qVt39kvei4uLs/baa+fKK6/MTjvtlClTpuTRRx+tsF9ZWVmuvfbaJMm2226bK6+8Mq1bt04y+7fyX/3qV7nooosKb2H9sYX5nf6Hpk2bll122SWXXXZZVlpppSSzexRWW221wjbnn39+jjjiiLRt2zbFxbPbCuvWrZuNNtooN998c0pKSjJmzJg899xzVX621TXmPXHixBxzzDF57rnn0rp169x3331znekW5pfGWQCqzUorrZSDDjpojuXFxcU58cQTkyQfffRRPvzwwyTJ888/n++++y7rrbdett9++0qPWbdu3eyzzz5Jktdee22+a2rRokXat2+fpGJj7KBBgzJ16tR06NAhO+ywwxzrp0+fnkGDBiWZs3G2POgedthhc7xGrNwGG2yQtddeOzNmzCjMXJtU3zXXr1+/MOPuj+2yyy5JUvicK7PSSiulc+fOla7r1KlTpfu/9dZb+fTTT7PMMssUZqatzAEHHDBH7U2aNCkE67Fjx1a574+Vf77zsw8AwJKkQ4cO6dix4xzL69evX3il1txy3bwoKysrDEQeeuihlf5Yv84661T5CrFp06bl6aefTpL89re/rfI8+++/f5LZb0cYN25cYfmzzz6bJNliiy0qHdhs0KBBjjnmmHm6lmOOOWaO14eVK8/pXbt2rfL1vrvuumuaNm2ab775Ju+++25heY8ePTJr1qxsv/32hfuHH2vatGl23XXXJMmrr746T/UCACzOXn/99Xz77bdJklNOOaXSbQ4//PBCM215Jlxcyb3/I/cCAMzd/PY2zIsdd9wxSdK/f/8Ky99///189tlnSZLjjz++MFnUD3Xu3Dkrr7xypcddmN/pf+y4446b6zXMTZ06dQo9Dj++xh+qjjHv0aNH5/DDDy9MaPbggw9WmJwLqkPdmi4AgKXHlltuWWnIS5LNN988devWzcyZMzNkyJCUlJRkwIABSZJhw4Zl2223rfK45dP8V/VKgZ/SsWPHvPfee+ndu3dhYLK8SbZjx47ZdNNNU79+/fTr1y+zZs1KnTp1MmDAgEybNi0NGzbMxhtvXDjWrFmzCg213bt3z80331zlecufCBs5cmRhWXVd89prr50mTZpUuq5Vq1YVzl+ZDTfcsMrvqvzpth/vX177pEmTqmz6TWa/kuzHtTds2DBbb711Xn/99Rx77LE59NBDs9NOO2XdddctzIZQmZ133jkPPfRQ/vCHP2TAgAHp1KlTNtxww8IMvwAAS7ofZs0fm5dcNy9GjBhRaIiobMCyXMeOHStthhgyZEimTZuWJPP8Q/+XX36Z5ZdfPkny3nvvJUlhpobK/PhhtapU9dre0aNHF3L3+eefnz/96U9VHmPKlClJZuf08s+/POu+/vrrc83p5fsu6L0JAMDipHwG2ZVWWilrrLFGpdvUqVMnHTt2zFNPPbXYzzgr91Yk9wIAVG1+exvKffDBB3nwwQfTv3//jBw5MlOmTElZWVmF/UePHl3hz+UPMtWrVy+bbrpppecsKirKFltskSeeeGKOdQvzO/0PNWzYsPD22bnp169fHnnkkQwaNCijR48uZMMf+vE1/tDCjnl/8skn6d69e0aOHJlNN900N910U+EtCVCdNM4CUG3KGy4r06BBg7Rs2TLjxo3L119/nSQZM2ZMktlP8pcPSM5NeTPp/Npqq61y++23p1+/fpk5c2bq1q1bmAW2Y8eOadiwYTbZZJP07ds377zzTjbZZJPC+vKm2nITJkzI9OnTC/8+L35Yd3Vdc1VNs0kKMxH88BVc1bF/ee0zZsyoMJNCVX5c+6WXXpoTTzwxH3zwQW644YbccMMNqVevXjbccMPssssuOfjgg+cIvGeffXY+++yz9OnTJ3fccUfuuOOO1KlTJ+3bt89OO+2UQw45ZK7/3QEALO7mlsvKX/c1t1w3L8rzdzL3zF7VuvIcmGSecmCSCq+/HT9+fJL/DYrOz7l/rKpX2/5woPabb76Zp2NVltOnTJlS6UDw3PYFAFhSlefEn8piK664YoXtF1dyb+XkXgCAOc1vb0OS3HvvvfnrX/+a0tLSJLObXZs1a1boJ5g6dWomTZo0R84qz20tW7ac66RSP5VTF/R3+nItW7YsvCW2Kv/3f/+XW2+9tfDnOnXqpEWLFoU3HZTnyLllyYUd8/7nP/+ZJFl++eVz2223zfV4sDA0zgJQY2bNmpUk2WuvvfKPf/xjkZ2n/ImwKVOmZPDgwVl33XXz9ttvp1mzZoUnqrbaaqv07ds3vXv3ziabbFKYkfbHMwCU15zMDmw77LDDfNXyc13zolBe+8Ybb5yHHnpovvdfeeWV06NHj7z++ut5+eWXM2DAgHz44YcZMGBABgwYkFtuuSXXXntttt5668I+zZs3z913351+/frlpZdeyoABAzJkyJC8++67effdd3Pbbbflr3/9a/bZZ59qu04AACoqHwhOksGDB6dBgwYLdJyqZnCYH1W9rvaHNfbs2TPt2rWbr+OWZ93f/va3+f3vf7/gBQIAsMSSewEAqMqwYcPyt7/9LaWlpdlzzz1zzDHHpH379hUaYR9++OFccMEF1X7uhf2dvlxVGbPc66+/XmiaPfzww3PYYYelXbt2Ffa75pprcuONNy5wDfNizz33zIsvvphx48bloosuyuWXX/6TtcOCmHsbOQDMh7lNxz99+vTCa7LKn5ZfYYUVkiz61z01bdq00CDbu3fv9O/fPzNmzMjmm29eCFjlr+7q3bt3pkyZknfeeafC8nItW7YsPAW1IHX/XNe8KFRH7cXFxdl+++1zwQUX5LHHHkufPn1y5ZVXZuWVV86ECRPy+9//vjCj7w9tvvnmOfvss/PAAw+kX79+ueGGG7LOOutk6tSp+eMf/zjPM0AAANRGP5ytam6Zvap15a+eTVJ4Lez8WHbZZZNUnMFrXs89r35YY23L6QAAC6o8J44aNWqu25Wv/2GuLB9XndtbtSZOnLiwJc4Xufenyb0AALPNb2/Ds88+m1mzZqVdu3b5xz/+kY022miO2WOr+s16mWWWSZJ8++23lf4W/lM1/VwZ7t///neSZLvttsuf//znrLPOOnM0rP4cv8vvuOOOuf7661O/fv08+eSTOeeccypMcAbVReMsANXmrbfeSllZWaXr+vXrV5huf4MNNkiSdOjQIUny7rvvznUwsSrlT+5Xdc4fKp85tnfv3unTp0+Sik2xG220URo1apSBAwfmzTffzIwZM9K4ceNsuOGGFY5Tr169wrKXXnppvmte2GuuSeW1jx07ttBYvLCaNm2afffdN3/961+TzA7aQ4cOnes+DRo0yC677JLu3bsnmT04379//2qpBwBgabTKKqukZcuWSVLIwpUpf+vCj2244YaFV3EtSAZeb731kiR9+/atcpu51TUvVllllcKrzBYmp7/xxhtzbf4AAFialI/Tjho1KsOHD690m1mzZhWy2g/HSps3b54k+eqrr6o8/uDBg6tcNz9ju/NK7v1pci8AwGzz29tQ/jBZ+/btU1xcebvdG2+8Ueny8km+ZsyYkYEDB1a6TVlZWfr161fpukXxO31lyq+xPNf+WFlZWZVZurrtuOOOueGGG9KgQYM8/fTTOeusswrfCVQXjbMAVJsvv/wyPXr0mGN5aWlpbrrppiTJWmutlZKSkiSzp9hv3rx5ZsyYkcsvv3yug6SlpaX57rvvKixr2rRpksyxvDLlTbKDBg3KK6+8UmFZktSvXz8dOnTI1KlTc/PNNydJNttss8Lssj90yCGHJElefvnlvPzyy3M9b/mTaOUW9ppr0lZbbZXVV189SXLZZZfN9Wm4pOK1/9S2P3ztWfmNxsyZMyu8euzHGjZsOMc+AADMqaioKHvuuWeS5MEHH8z48ePn2Objjz/Oc889V+n+jRs3zr777psk+ec///mTMxv8OAPvscceSWYPRlf2wNP06dNz++23/+R1/JRf/epXSZJHHnkk77333nzVeNBBB6Vu3br55ptvct1118113+nTp2fy5MkLVSsAwOJg2223LTSalj+k/mMPPvhgYQKAvffeu7C8ffv2SZIhQ4ZU2jw7bNiwPP/881Wee37GdueV3PvTNcq9AACzzW9vQ3l+HTp0aKW/8b/88stVPkC17rrrFn5nv+WWWyrd/4knnqjyrQcL8zv9/Ci/xg8++KDS9Q888EC++OKLBTr2gth+++1z4403pmHDhnnmmWfyu9/9LjNmzPjZzs/ST5cJANWmWbNmueiii/LQQw8Vnlb/6quv8rvf/a7wJP0ZZ5xR2L558+b54x//mGT2tP/HHXdc3n777UKzZGlpaYYNG5bbb789e++99xxP0K+zzjpJZg92DhgwYK61dejQIfXq1cu0adPywQcfZNllly2E3HLljbRvv/12kv/NUvtj++23X7bZZpuUlZXl5JNPzg033FDhtQlTpkxJ7969c/HFF2fXXXetsO/CXnNNqlu3bi6++OLUrVs3/fv3z69//ev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Kq1atkszOK+eee27+9a9/pWvXrllzzTXnOO7o0aPzwAMP5PLLLy/kmqlTp+aSSy7Jo48+mnPPPTfPPPNMpbP4z0+eL3fSSSdlk002qTDumCRvvvlmzjrrrFx++eXp1KlTVl555cLnMS/3AXNzwQUX5PXXX88KK6yQK664okLOHD9+fHr06FFpM/PP5bnnnkubNm3y5JNPFq7zyy+/zLHHHpthw4bljjvuqHAPkCRnn312xowZkw033DDdu3cvTNAwePDgnHDCCVW+He7111/P1VdfnaKiopxzzjnp2rVriouLM2vWrNx222256qqrcuWVV2b99dfP1ltvvWgvHIBar7imC6htioqK8o9//KNCmCopKSk8MfPf//53vo/56KOPZtiwYdlyyy1z+eWXVwiNyy67bK666qqsuOKKGTBgQIXXKvzQ9ttvnzPOOKMwEJskDRo0qLBNu3bt8sc//rGwvE6dOoWB2a+++iqjRo3KZZddVmHA9YQTTkirVq0yderUOV651a1bt3z//fc54YQTcuyxx1b4gbp9+/aFwHTvvfdWGBi+4447MmPGjGy55ZY5/fTTC40RderUyUknnZSOHTvO70eY9u3bp1OnThUGYpPZT/RfcsklWXHFFfPUU09l1qxZ83XcGTNm5JprrkmSXHXVVRUGYpNkjz32yBlnnJEkue222+a77nKjR49OkkLDx8Lacccd07Jlyzz33HOFVyl8//33ee6559KyZcvsuOOO1XIeAIDqsOeee6ZRo0b5+uuv8+qrr86xvvwH5V133TXNmjXLyy+/nD59+mTNNddM9+7dK2Soxo0b5+KLL84GG2yQESNG5Lnnnqv0nG3bts3FF19caPhMkr322is777xzysrK8vLLL1fY/vbbb8+MGTOy6aab5txzz62QfQ844IAceeSRSZIbb7xxwT+IHxg+fHiS2XnzxzNsNWzYMPvss0/at29fLef64avJfvzP3GbYmt/PcEHvA7744ov8+9//TjJ79oryptlk9uwO1157bRo1apRPP/00PXv2XODPAQBY8hir/R9jtcZqAYClW3kDaXmD7A+NHj06r732WurVq5cDDjig0v1btmxZab5s3bp1pkyZkn79+uXKK68sNM0msx/w2WijjZIkr7zySqXHnTlzZg455JAKDwM1bNgwf/nLX7LqqqtmwoQJVT5wtiB5vnPnznM0zSbJ1ltvnTPPPDMzZszI008/Xen5FsR7772Xnj17pri4ODfffPMcD2ctu+yyOeaYY7Lssssu9LnOO++8uY7VvvDCC5XuN2PGjFxxxRUV3sa18sorF5plf/w59u3bNwMHDkydOnVy9dVXV3ir2UYbbZQLLrggM2bMqPRcN910U5Jk7733ztFHH53i4tktS3Xq1Mlxxx2XPfbYI2VlZdU2Tg4Ac6Nx9me2/fbbp02bNnMs33jjjZPM/lF3fpX/mP/LX/6yECx+qHHjxtlmm22SzA4xlZmXp9IPOuigOY7fvHnzQhDde++953gSqm7duoWA9fnnnxeWT58+PS+99FKS5JBDDqn0fOuuu27atGmTSZMm5d133y0sLw/VP3xFwg916dLlJ6+lMjNnzszzzz+fiy66KMcee2yOOOKIHHbYYTnssMMyadKkTJkyJZ9++ul8HfPtt9/OqFGjsvrqq1c5SFw+QNu/f//5HuwtN3ny5CSptifR6tevn7333juTJ0/O888/nyR5/vnnM3ny5Oyzzz4VBu0BAGpa06ZNs/vuuyeZPXvrD02YMKGQO8szb3l+3m+//eb4MT5JiouLs/POOyepOj8ffPDBqVOnzhzLN9lkkyRz5vryDFveIPtjRx11VGG/8qbXhbHSSislmT1TwjfffLPQx5ubDh06VPlP+edRmQX9DOf3PuC1115LaWlp1lprrWy33XZzrF9uueWy3377JUmljdcAwNLLWO1sxmr/x1gtALC02nPPPdOsWbP0799/jvHHxx9/PLNmzcpOO+1U6cyuSeX5sk6dOoV8uf3221dooCy33nrrJZl7tq4sS9apUyeHHXZYkqrH7BY0z3/xxRe56aabcvrpp+fII48s5My77747SaqcLXVBlOe3bbbZpsID/YtC27Zt5zpW27Jly0r3a9++faXjuOWf4w/vHZL/3QPssMMOWW211ebYb4899sgKK6wwx/IpU6akf//+SZLf/OY3ldZSPk7ev3//wkNjALCo1P3pTahOq6++eqXLl19++ST/G1SbHx9++GGS2U/BV/W01ZdffpkkGTVqVKXr27Vr95PnqSz0JLOfgho2bFiV68vD9ZQpUwrLPvvss0ydOjXFxcWFp/grU/4jf3nd3333XcaNG5dk9islKlPV8rkZPXp0jjvuuHzwwQdz3e7bb7+dr+OWfzfffvttIdj/WFlZWZLZr5z49ttvq7wZmZsmTZpkwoQJFT7jhXXAAQfkvvvuyxNPPJH999+/0IRS1VOGAAA1qXPnznniiSfSq1evfPfdd2nevHmSpGfPnpk+fXpatWpVaFAoz2hPPvlklTMdfP3110mqzs9t27atdHll2XfixImFDPvj2V/LtWrVKi1btsy3336bTz75pNJZD+bHrrvumtVXXz1Dhw7NTjvtlK233jqbbbZZNt9882y00UaVNqwuqKruQX7K/HyGC3MfUP5DwNzuE8q/l08++WTuRQMASxVjtbMZq/0fY7UAwNKqUaNG2WefffLAAw/k0Ucfze9///vCusceeyzJ7IezqjK3/JlUPdt+Zfnzh+rVq1flOGF5lqxqooEFyfN33nlnrrzyyipnRE3mP2fOzbBhw5Ikm266abUdsyrHH398DjzwwPne76c+xx9/d+VjqFXdt9SpUydrrLFGxo4dW2H5559/Xng4be2116503/Jx2pkzZ+azzz6rtremAUBlNM7+zKp6yryoqGiBjzlx4sQk+cmBxGT2gF9lGjVq9JP7VrVNee0/tb580DGZPaiaJKWlpVW+kuyHyuv+YSir6nUF5QFufpx33nn54IMPst566+XUU0/N+uuvn2WWWabwSrIjjjgi/fr1y8yZM+fruOXXOWHChHm6zgV9aqp169aZMGFCRowYsUD7V2ajjTZKu3bt8uabb2bQoEHp3bt31lprrWy44YbVdg4AgOrSsWPHrLzyyvnyyy/Ts2fPHHrooUn+NwPt/vvvX2gWLc/P89IkOb/5uXzWrx9m3x8O0M7th/cVVlgh33777QI1aFRW33333Zdu3brl2WefzUsvvVSYRWz55ZfPMccck65du1Y6C9rPZX4+w4W5Dyj/POd2n7AwzTEAwJLLWO1sxmorZ6wWAFja/OpXv8oDDzyQxx9/PGeeeWbq1KmTfv365dNPP02rVq2yww47VLnvT+XLn8rWP8yfP9SyZcsqxyjLx1KrGrOb3zw/YMCAXHbZZSkuLs4pp5yS3XbbLausskoaN26c4uLivPnmm+natet858y5mTRpUpLZb01bXFX1OVb1vZTfB8xtrLuy+4Dyz6Jx48ZV/vfUpEmTNG7cOFOmTDFWC8Aip3F2KdC4ceN89913efjhh7PRRhvVdDnzpEmTJklmB+xBgwbN834/DG3jx4/PMsssM8c25bMczKsxY8bk9ddfT8OGDXPbbbdVOsi7oE+Vlde744475pZbblmgY8yLDh06ZOjQoVW+3m1BHXDAAbnqqqvyu9/9LqWlpdl///2r9fgAANWlqKgo+++/f2688cY8/vjjOfTQQzN8+PBC1vzh627LM9o111yTX/ziF4u8tvLsm8yeybayDJuk8AT+D7f/qYHlpOrZGlZYYYVccsklueiii/Lhhx+mX79++e9//5vXXnstV1xxRUpLS3PsscfO9/XUhIW5Dyj/POd2n1C+7oefPQDAgjBWW5Gx2upjrBYAWFjrrbde1l9//bz77rt55ZVXsvPOO+fRRx9NMnv8tDrfUjWvvv3225SWllbapFn+VrDqGrMrn2Sha9euOfXUUyutpbqVN8yWN40uDcpzdfn3U5nK7gPKP4spU6bk+++/r7R5dvLkyYXxbmO1ACxqNTe9ENWmfBr7jz76qIYrmXerr7566tWrl++//z5ffPHFPO/XvHnzwtNJH3/8caXbVLW8KiNHjkwy+1UClQ3ETpgwIZ9++mml+/7U7BPlrxKY35rm1z777JNk9kwW/fr1q7bj7rfffikuLs7IkSNTXFxsMBYAWKyVN8cOHDgwn376aWEgtHx2pnI/d35u1qxZIcMOHTq00m3GjBlTGJhdc801C8vLBw+rajiYMGFC4ZW5VSkuLs66666bLl265Lbbbiu8hu3BBx+cr+uoSQtzH7DGGmskmfv3Xf69/PCzBwBYEMZqKzJWa6wWAFi8/OpXv0qSPPLII5k8eXKeffbZJMlBBx1UI/XMmDGjynw3bNiwJP8b31tY5Vlziy22qHT922+/XS3n+aHy+4OBAwdW+7FrSvkYavn382OzZs2q9DtdddVVC83ZVd0vlS+vW7duVl999WqoFgCqpnF2CdCwYcMkybRp0ypdv+eeeyZJ7r333syYMeNnq2thNGrUKDvttFOS5I477pivfbfffvskyX333Vfp+nvvvXe+a0lmNyNUNpPXnXfeWeXrGBo0aJCk6teqbbbZZllhhRUycuTIwk3HorDFFlukY8eOSZLzzz9/rk93JbMbA3r16vWTx11xxRVzxBFHZOutt84RRxyR1q1bV0u9AACLwuqrr54OHTokSXr06JEnn3wyyeyZmX6oPD8/8sgjhVfpLmrlrzm7++67K11/5513JklWW221CgPBbdu2TZK8//77mT59+hz73X///fNdy6abbppkdrPukmRB7wO22267FBcXZ9iwYXnttdfmWD9+/PjCfyvl5wAAqIqx2oqM1c7JWC0AsDjbZ5990rhx47z88su57777MmXKlGy55ZY12qRY2RhnaWlpHnjggSTVN2ZXnuXL3/z1Q+PHj0+PHj1+ct+q7gOqsvvuuydJ3nj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q0KGDZs2alYOfFgCAJwdjtWkYq/0PY7WM1QIArA8rzlq5Fi1aaOfOnVq7dq0+/fTTDKsXbN++XVeuXNHTTz+tt99+W5LUt29fHTx4ULVr19ZXX32l4sWLS5Ju3bqlUaNGadmyZerTp4/Wr19vdqb/uHHj1Lx5c33++eemLSvWrVunfv36adGiRerUqZOef/550/XHjh3TF198oeTkZHXu3Fn9+vUz3Tc4OFhDhgzRwoULVaFCBbOzqjIrJCREu3btkru7u3788Ue98MILpnO3b9/Wpk2bzM4Ye5Qy+w6PHj1qWhGjZ8+e6tWrl5566imlpKRo5syZGjdunMVnDR8+XPv375eHh4emTZtmmr136dIl9e3bV3///bc+/vhjrVmz5pGv7AAAQF6ya9cuSZKXl1emV2vfvXu3pLQdAOzt7bO9b9mtT58+6tKliwIDA+Xi4qImTZrI1dVVp06dMu148Oqrr2brwPJrr72mggULauPGjfryyy+VP39+SdLOnTtNK1jd770PHTpUdevWTbcqVGpqqn799Vd9/vnnGjx4sGrUqGG6t5SWgbt3767o6GhVqVJFI0eOVOnSpU3no6Ki9Pvvv5t93tKlS1WhQgXNnz9fnp6ektLypiRNmzZNmzdvlrOzsyZPnqwaNWpIShtQHDx4sDZu3KhPPvlE69atM/u5li5dqhIlSmj9+vWmVS+OHz+u7t2769ixYxoxYoTGjx9vtl8jR45Ut27d1KNHD1O+mz17tr777jtNmTJFbdu2TbcKgoeHhyZOnKg6deqkOx4fH6/AwEBNnTpVw4YNyzCQu3nzZv3000+ys7PT8OHD1apVK9nY2CgxMVFjx469b0bdtm2bfH199c0336hcuXKS0goXpk+frmnTpmngwIHasGGD6f0sX75cJ0+elLe3t2bMmKFnn33WdL+bN29qw4YNGbbjAwAA8PLyUtWqVbV7926tX7/e7PjjihUrJEmtW7c2e4+ZM2eqQYMGGjFihKlYdNq0aZo8ebKmTZumP//8U4ULF9ZPP/1kWv0pKChIgwYN0tKlSxUQEJAuYxpduHBBixcv1ujRo03FCbdv39bw4cO1YsUKDRo0SOvXr1fhwoUztF20aJFefPFF/fbbb6axziNHjqhLly46fPiwgoOD9c4776Rr07NnT1WuXDnduKMk/fnnn+rfv79Gjx6t+vXrm3JW69at1bp1a3l7e0uSJk2alOlx1S+++EI7duxQ0aJFNWbMGNWsWdN0LjY2VkFBQeny+aO2ceNGeXp6avXq1abPee7cOXXt2lWRkZGaM2eO+vbtm67NwIEDdfHiRfn4+Gjq1Kmmnc3279+v7t27KyIiwuyzduzYoQkTJsjGxkaffvqpAgICZGtrq5SUFM2ePVvjx4/XuHHjVKFChQyr/wIAgPQYq2Ws9m6M1TJWCwCwPqw4a+UaNWqkfPny6cqVK9q+fXuG88aVaBs2bChnZ2dt3bpVYWFhKl26tKZOnWoqmpWk/Pnza9iwYapYsaKio6O1ceNGs88sVaqUhg0bZir4lKS3335b9erVk8FgyDDbKDAwUElJSapSpYoGDRqUrjizefPm8vf3lyRNnz794V/EHU6cOCFJevPNN9MVzUrSM888oyZNmpjCXlZ5e3tb/N+9ttXK7DucM2eOkpKS9Oqrr6pPnz6mAmk7Ozv17NkzwxYZRmfOnNEvv/wiKW31iju3vChatKgmTZqkfPny6eTJk1q3bt1DvwcAAKzBhQsXJCldfnoUbXODn5+f5s2bp1deeUVjx47Va6+9pkqVKqlp06YKDQ1V//79NXv2bNnZ2WXbM+3t7dW4cWPdunVLv/76q+m4Mc82b978vvdo3759hq1UbW1t1ahRI/n7++v69evasmVLuvPLli3T6dOn5eHhoVmzZmUoaChdurS6detm9nl2dnaaMmWKaSBWSsub8fHxmjdvnqS0X6obB2IlycnJSePGjVOxYsV09epVLVq0yOy9k5KSNGbMmHRbxXl5eZlWVFi3bp2io6PNtq1WrZr69OmTLnd36dJF5cqVU0JCQobVEzw9PfX2229n2FLM0dFRH330kapWrarQ0FBdunQp3XnjalidOnVS69atZWNjI0lycHDQkCFDLG4tfPz4cQUFBalQoUKaMWNGumxub2+vjz/+WK+//rquX7+uZcuWmc5FRUVJklq1apVuIFaSnJ2d1aZNG4tb6QIAAOtmLCA1Fsje6cKFCwoNDZW9vb3FzOnq6qpRo0alW2G1e/fuKlasmG7duqWdO3dq3Lhx6bZMbdGihWnVr23btpm9b3Jystq2bWsqmpXS8uQ333yj4sWL6/r161q8eLHZtjY2Npo4cWK6QlZvb2917dpVkjLkXmOf7i6alaTq1aurb9++SkpK0tq1a80+72EcPnxY69atk62trWbOnJmuaFaSChUqpC5dumS62MWczz///J5jtZZW2DLmbmPRrCQ9++yzpmLZu99jeHi49uzZIzs7O02YMMFUNCulrfL2xRdfWFxxdsaMGZKkxo0b6/3335etbdqvd+zs7PTBBx/ozTfflMFgyLZxcgAAnmSM1TJWezfGahmrBQBYHwpnrZyTk5PeeOMNSRm3Srh+/bo2b94s6b/tFIzFsE2bNtUzzzyT4X62traqV6+epLRBQHNat25tNnhXrlxZUlqx5p2MA8PGAtm7de7c2dTOWPSaFcYA9ueff95zW4TscOfWZHf/z/g+zHnYd9ixY0ez9+vUqZPZ46GhoUpNTZWXl5dq1aqV4XzhwoXVtGlTSTJbeA0AAP4THx8vSQ+1GlJW2uaW6OhoXb58WZLk7u6u8uXLy8nJSXFxcVq1apXZrcGyyjjgasy1CQkJppnpdevWfaB7HDlyRJMmTVLv3r3VqVMntW/fXu3bt9eGDRskpf3y/k7Ggd933303w2Dk/dSoUSPdL8qNdu3apVu3bsnFxSVdEYSRg4ODOnToICktr5lTuXJl+fj4ZDju5+ensmXLKjU11WLbdu3amT1eqVIlSTK7lZfBYFBoaKi+/fZbffjhh+rQoYPp3Z06dUqS0q2cFR8fb1qdw9LKbMZtke+2ceNGGQwGNWjQwOzqaVLaxD8p/XcS4wDsli1bLG6zDAAAYE6jRo3k7OysXbt2ZRh/DA4OVkpKiurWrWsxmzRu3DhDlrezszMVW9auXdtsLnzxxRclZRzru5O58b47txy2NGZXu3btdEUBRsbMZ+mZZ86c0YwZM9SnTx/5+/ubMp+xmMDSaqkPw5i1a9SokW5Cf04oVarUPcdqLa12Va5cObPjuJays3Gctk6dOipRokSGdm+++aaKFi2a4fitW7dMK+O99957ZvtiHCfftWuXEhISzH9QAAAgibFaxmozYqyWsVoAgPV5Krc7gNzXokULrVq1SiEhIbpx44ZcXFwkpc1sSkxMlJubm2nm1JEjRyRJq1evtrjSwZUrVyRJMTExZs/fOZPqTsYgdWcwunnzpinE3736q5Gbm5tcXV117do1RUVFmV31IDMaNmyokiVL6ujRo6pbt66qV6+ul156SS+//LJ8fX2zdbadpRUf7icz7/DGjRumd+jl5WW2naXjxl8EWDov/fdzMc4KAwAA5hlXin+YQaCstM0Ns2bN0tixY1WyZEn9/PPPppWyUlJSNH/+fI0ePVpdunTRwoULTQN82cHHx0deXl4KCwtTTEyMwsPDFR8frw4dOqSbkW/JmDFjNGfOHBkMBovXXLt2Ld3fIyMjJemek54sMbfdrvRfBitZsqTFfv+/9u4zOqqqf/v4lQppEHpvBhKKgCBSpEgXpYq3ig2D9KZiA0VQEARvEaU3gdCRKlXwjyAokISQhFAFQgfpNYT0eV7kmXMTMgMJmTCG+X7Wci05dZ85Dl5nz+/s/aAM5ufnZ/W8fn5+OnLkiNWXzsqUKWNxuaWsKaVOSda3b990oxvc6+7P7tSpU0pJSZGbm5vVtlaqVMnicvMzyY4dO4yCkHvdunVLUtpnkpdfflmzZ8/Wjh071LBhQzVo0MDI+ZUqVTJGUQAAALiXh4eH2rRpo0WLFmn58uX6+OOPjXUrVqyQlJo1rLFUICnJGCnV2mhl1vKXmZubm9V+QnN/XmYzX8GCBSX9ryDkbkFBQRozZozVEVGl9Hk5K8xZu0aNGjY7pjU9e/ZUx44dM73fgz7He++dOb9by8AuLi4qV65cuhHATp06peTkZElShQoVLO5rfkZISkrSyZMnbTZrGgAAjyP6aumrvRd9tfTVAgAcD4WzUN26dVW8eHGdO3dO69evN95aMr/91b59e6NY1BxqMlIkGRcXZ3G5h4eHxeXmqaXuDr93d9Bae0NJkgoVKqTr169b7NDNLA8PDy1YsEATJkzQhg0btGXLFmPk3YIFC6pr164KDAw02msPmfkM7w7L1qYtM3fk3sv8eVpbf/c6W3z2AAA8zooUKSJJVqdcetC+Bw4ceKh9H7UrV65owoQJkqTRo0cbHbFS6o/AgYGBOnz4sJYvX67x48dr5syZNj1/hw4dNGbMGK1atUohISHGsgdZs2aNZs2apVy5cunDDz9Uw4YNVaxYMXl4eMjJyUnLli3T4MGDlZSUlGa/mJgYSUoz7W5GWRuVwhYZ7H7Z+UH7ZiZrSqmd2MHBwSpVqpQGDBigGjVqqGDBgkZH8qeffqpVq1al+ezM5/bw8LCaq80/QtzL/Exy9uxZnT171uI2Znc/kxQqVEhLlizR+PHjtXnzZm3YsMEYnaJEiRLq37+/xVEjAAAAJOnVV1/VokWL9Msvv2jAgAFycXFRWFiYTpw4ocKFC6tRo0ZW97WWr8w/BlvLheb11ooFfH19rWYpcx60lvkedM57hYeHa9SoUXJ2dla/fv3UokULlSxZUp6ennJ2dtbOnTsVGBiYLi9nhTlrZ3a0sEfJ2udo7b6Y+2ozktfvZv4sPD09rf735OXlJU9PT8XGxtJXCwDAA9BXS1/tveirpa8WAOB4KJyFnJyc1L59e02ZMkW//PKLOnXqpOPHjysyMlKS0gQSc2D88ccf9cILL2R72+4OYFeuXFG+fPksbmd+A//u7R/UsSxZfxOwUKFCGj58uL766iv9/fffCgsL0x9//KG//vpL3377rVJSUtStW7dMX4893B3yr169avEzNI9Iey/z52lt/d3rrIVlAACQ6umnn9b8+fN15MgRXb161eoLLZbUrFlTW7ZsUXh4uBITE+Xm5paNLc2affv2KS4uTp6enlZHhmrQoIGWL1+uffv22fz87dq109ixY7Vw4UJdvHhRfn5+aTqErTG/NDZw4EBjaq27WRs5y9vbW9evXzc6CG3BFhnMPAvEw+ybGUlJSVq7dq0kacqUKRZHv7L02ZnPfefOHaWkpFjskH1Qkccnn3yS6UxepkwZff/990pMTNT+/fsVFhamTZs2KSIiQoMGDVLu3LkfyXMOAADIeSpXrqwqVapo//792rZtm5o0aaLly5dLSu0/teUsVRl1/fp1q1nKnAdt1WdnzsuBgYHq37+/xbbYmrlg1lwA8TgwZ9mM5PW7mT+L2NhY3blzx2IBxe3bt43+bvpqAQC4P/pq/4e+2vujrzYVfbUAgMeR/YbMxL+KuTg2IiJCJ06cMMJotWrV0gzHbw5XR44ceSTt8vHxMd6yOnz4sMVtLl68aAS8u6dQMHceWguxN27c0LVr1+57fmdnZ1WqVElvv/22Zs6caUzDtnjx4kxdhz3lyZPH+AyPHj1qcRtry8uVKyfp/vfbfF+sTV8BAABSNWrUSD4+PkpOTtaiRYsyte8LL7wgFxcXXbt2TevWrcumFtpGZkY2SkhIsPn5ixQpomeffVbnz59XSkpKhkYwkP43ukStWrUsrt+zZ4/F5eZ8bH7pzBbMGezkyZNWPyNzPrOWwczTkllinj3CfJ6suHr1qmJjY+Xr62uxIzYpKclip3vp0qXl7OysxMREq7NZHDp0yOJyWzyTuLm56amnnlK3bt20ePFiYxqxnJTzAQDAo/fqq69KkpYtW6bbt28bIyK9/PLLdmlPYmKiTpw4YXGdOQ/aIvNJMkaPeuaZZyyut5aXs8Kc+yIiImx+bHsx53dreT05OdniPS1VqpRRnG0tB5uXu7q6Wp3SFwAApKKvNj36ai2jrzYVfbUAgMcRhbOQlPo2T82aNSVJK1eu1OrVqyWlnyqhVatWklI7h235ptb9mKc5mzt3rsX1QUFBklID3d2BsmzZspKkgwcPWgyxCxcuzHRbzG/iXbx4MdP72lPDhg0lSQsWLLC4fv78+RaXN2jQQM7OzoqOjtZff/2Vbv3Vq1eN/1bM5wAAAJZ5e3urS5cukqSpU6c+sPPuxo0bRqdtqVKljFw2evRoqz+Om/3zzz9atWpVVpv8UMwZLDY21uoP3OZcYasf8e/19ttvq169eqpXr57atWuXoX3ML12ZZzK4W3R0tLZs2WJxvxYtWkiSFi1aZLPpUJ9++ml5eXnp5s2bWrlyZbr1CQkJRq6zlsEiIyMtdoKGhobq8OHDcnJyUv369bPcVvPnFhMTozt37qRb/8svv1gcUcHLy8t4/jCP1HYva8vNzyQbN27UuXPnHqrd98qpOR8AADxabdq0kaenp7Zu3aoFCxYoNjZWtWvXtmuRoqU+zpSUFONZwlZ9drlz55ZkOS9fvXrVYm69d9/4+PhMnbNly5aSpB07dujgwYOZ2vffynw/tm3bptOnT6dbv3HjRouZ1MvLS08//bQkac6cORaPPXv2bEmpBSbWpvQFAACp6Kv9H/pq74++Wt13OX21AICcjMJZGDp27CgptRD13Llzcnd3V5s2bdJs07RpU9WpU0cXLlxQly5d0nVYmkwm7d+/X998842ioqJs0q53331Xbm5uioiI0LfffpumCHb16tVGQW3v3r3T7Ofv76/ixYvrypUr+u9//6vk5GRj3fr16zVt2jSLU2fMnj1bs2bN0oULF9Isv3HjhmbOnClJqlKlik2u7VHp0qWLXF1dFRISookTJxqfRXJysqZNm6adO3da3K9UqVJq3bq1JGnIkCFp7vfly5f1wQcf6M6dOypbtqxefPHF7L8QAAByuF69eunZZ59VQkKCunTpop9++kk3btxIs83169e1YMECtW7dWn/++aexfPDgwfL399e1a9fUqVMnLVmyxJiG0+zChQuaOnWq2rVrly1Ta2VEpUqV5O/vL0kaNGiQ9u7da6xLTk5WUFCQVqxYIUlq3759trShcePGCgoKUlBQkIoWLZqhfcyjF4wdOzZNh9yhQ4fUu3dvi9NTSdIrr7yiMmXK6Ny5c+revbuOHz+eZv2xY8c0Y8aMTLXfy8tLb7/9tiRpzJgxabJaTEyMBg4cqPPnzytfvnzG2/f3cnNz06BBg3Ty5EljWXR0tL744gtJ0osvvqhSpUplql2W+Pj4KCAgQElJSRo+fHiaYogNGzZoxIgRypUrl8V9zVN3zZ07N02nc0JCgkaPHm115IiKFSuqY8eOunPnjgIDAxUaGppum+joaI0fP16bN282lo0dO1Y///xzulknLly4YHRu57ScDwAAHi1vb2+1atVKiYmJGjdunCT7jTYrpY4sunjxYmP2MEmKi4vTl19+qVOnTilPnjzq1KmTTc5lHml22rRpaTLv6dOn1bNnT4s/zJuVLl1akizmtvupWLGi2rRpo5SUFPXo0SNdH+bVq1c1a9YsXb16NVPHtac6deqoevXqSk5O1scff5ymD3rv3r365ptvrE733KtXL0nSunXrFBQUpJSUFEmphdIzZ87Uhg0b5OTklK6fHAAAWEZfLX21GUFfLX21AIDHl6u9G4B/jxdeeEEjR440OjmbNGmivHnzptnGyclJ48aNU79+/RQWFqYOHTqoWLFiKly4sOLj43X69Gnj7a1mzZrZpF0VKlTQiBEjNHjwYM2aNUvLli1TmTJldPHiRaNj8Y033jAKf82cnZ01aNAgvf/++5o3b55WrVql0qVL68KFC7p06ZL69eunlStXGtOMmZ07d05z587Vt99+q6JFi6pw4cKKi4vTiRMnlJCQoDx58hghNqushWezl19+Wf/5z3+yfJ6AgAB99tln+vrrrzVhwgTNnz9fJUuW1NmzZ3X16lV99tlnGjVqlMV9hw4dqpMnTyoqKkodOnSQn5+fcuXKpSNHjigxMVEFCxbU+PHj5e7unuV2AgDwuHNxcdG0adM0fPhwLVu2TN99953Gjh2r0qVLy8fHRzdu3NCZM2eUnJwsNze3NFNReXl5acGCBRo4cKA2b96sIUOGaPjw4SpTpow8PT119epVnT17ViaTSZ6enqpevbrFNvTp00eurtYfA4YOHWq8OPP1119r7dq1xjpzx/G9xwgJCTH+3cnJSd99950CAwN18uRJvfLKKypatKjy5cunU6dOKSYmRlJqVnzzzTcf4lPMHt27d9f69eu1f/9+NWvWTOXKlVNCQoKOHz+uIkWKqE+fPvrhhx/S7efp6akpU6aoe/fu2r17t1q1aqWyZcvK29tb586d09WrV1WiRAl17949U+3p27ev/v77b23ZskWBgYEqVaqU8ubNq+joaN25c0eenp764YcflD9/fov7v/baa9qyZYtatWqlChUqyGQy6ciRIzKZTPLz87NZnpWkjz/+WL169dKKFSv0f//3fypdurQuX76sCxcuqH79+ipQoIAxS8HdmjRpos6dO2vu3LkaNGiQfvjhBxUuXNj47+STTz7R6NGjLXaEf/XVV7p9+7Y2btyot99+WwULFlTx4sWVlJSkc+fO6fr165KUJuMePXpU06ZN05dffqkSJUqoQIECiomJ0YkTJ5ScnKyiRYtqwIABNvtcAABAzvLTTz9ZnZVJSh1tdsiQIXr11Ve1YsUKJSUlydvbW88///wjbGVaRYoUUdOmTTVw4ECNHTtWhQsX1vHjxxUTEyNXV1eNGjVKBQsWtMm5XnnlFS1evFjHjx9XmzZtVLZsWTk7O+vo0aPy9PTUJ598ohEjRljct3Xr1jp8+LC++uorLVy4UL6+vpKkzz//XJUqVbrveYcNG6YrV65o586dCgwMVKFChVS0aFFduXLFmPK3ZcuWVnNxRk2bNk1Lly61ur5QoUIaP358ls5h9t133+nNN99UZGSkmjZtKn9/f8XFxenYsWOqVq2a6tSpk+Y5zKx+/foaMGCAfvjhB40aNUrTp09X8eLFjT5eSfroo49Ut25dm7QTAIDHHX219NVmFH219NUCAB5PFM7C4O3trebNm2vNmjWSlK4Q1SxfvnyaO3eu1q5dqzVr1mj//v3av3+/3N3dVaJECdWqVUstWrQwpo6yhQ4dOiggIEA//fSTQkNDdejQIXl5ealBgwZ6/fXX1bx5c4v7Pf/885o2bZqmTZumgwcP6tixYwoICNDgwYP1wgsvWJxOoVOnTvL19VVISIhOnTqlQ4cOydnZWSVLllT9+vXVtWtXFStWzCbXFR4eft/1zz77rE3OI0lvvfWWSpcurRkzZmjfvn3GZzFs2DC1bNnSauFsnjx5tGDBAi1cuFBr1qzRsWPHlJSUpBIlSqhp06bq1q2bChQoYLN2AgDwuHN3d9eIESP01ltvadmyZQoNDdU///yj06dPy9vbW9WrV9ezzz6rjh07qkSJEmn2zZMnj6ZMmaKwsDCtWrVKYWFhOn/+vOLj45UnTx7VqVNHjRo1UocOHaz+/9ncGWrN3W+h37592+jUyswxKlasqLVr12rOnDnaunWrTp8+rUuXLilPnjxq0KCB2rdvr7Zt28rJyem+x3mUihQpop9//lk//PCDtm/frmPHjqlw4cJ644031K9fP23dutXqvn5+fsZMCJs2bdLx48d1/vx5FS5cWHXr1n2o0Rrc3d01adIkrVy5UitXrtTff/9tHLNBgwbq3r37fUch8PX11bJlyzRu3Dj98ccfunLliooVK6ZWrVqpT58+8vHxyXSbrGnUqJFmzZqlyZMna+/evTp27Jh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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 4, figsize=(28, 7))\n", "for i in range(len(t1.columns)):\n", " _ = sns.barplot(ax=axes[i], y=t1.sort_values(t1.columns[i], ascending=False).index[0:5], x=t1.columns[i], \n", " data=t1.sort_values(t1.columns[i], ascending=False)[0:5], color='purple')\n", " axes[i].set_title(t1.columns[i])\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "a624e747-b586-4bc5-83d9-686ec15c49cb", "metadata": {}, "source": [ "And look separately at positive and negative in and out - degree of the nodes:" ] }, { "cell_type": "code", "execution_count": 21, "id": "55c66577-94a9-4d09-acee-ccd2bfe199d8", "metadata": {}, "outputs": [], "source": [ "G_pos=G.copy()\n", "to_remove=[(a,b) for a, b, attrs in G_pos.edges(data=True) if attrs[\"weight\"] <= 0]\n", "G_pos.remove_edges_from(to_remove)\n", "t1=pd.DataFrame({'in_degree':[nx.in_degree_centrality(G_pos)[x] for x in list(G_pos.nodes)],\n", " 'out_degree':[nx.out_degree_centrality(G_pos)[x] for x in list(G_pos.nodes)]})\n", "t1.index=list(G_pos.nodes)" ] }, { "cell_type": "code", "execution_count": 22, "id": "2790b058-8ca6-4cda-8d67-f3ad8fb91c2f", "metadata": {}, "outputs": [], "source": [ "G_neg=G.copy()\n", "to_remove=[(a,b) for a, b, attrs in G_neg.edges(data=True) if attrs[\"weight\"] >= 0]\n", "G_neg.remove_edges_from(to_remove)\n", "t2=pd.DataFrame({'in_degree':[nx.in_degree_centrality(G_neg)[x] for x in list(G_neg.nodes)],\n", " 'out_degree':[nx.out_degree_centrality(G_neg)[x] for x in list(G_neg.nodes)]})\n", "t2.index=list(G_neg.nodes)" ] }, { "cell_type": "code", "execution_count": 23, "id": "7161d7df-224a-4f47-ade6-169fe2c3ceab", "metadata": {}, "outputs": [ { "data": { "image/png": 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CAAAAAAAAgJ2YWAUAAAAAAAAAOzGxCgCPuaFDh8rf319Dhw7N6lIeKDg4WP7+/vL398/qUgA1btxY/v7+CggIyOpSAABANkS2hTMh26aPa1YXAAAA4EwCAgJ04cIF1apVS7Vr187qcgAAQCZat26djh49qgoVKqhp06ZZXQ7gcGTbzMUdqwDwmPP19VWZMmXk6+ub1aUATiEwMFATJkzQjh07Um1XokQJlSlTRj4+Pg+pMgAA4Gjr1q3ThAkTtG7duqwuBcgUZNvMxR2rAPCYGzJkiIYMGZLVZQDZzi+//JLVJQAAAAAOQbZNH+5YBQAAAAAAAAA7mQzDMLK6CABA1hk6dKgCAwPVrl07jRo1yrq9c+fO2rFjh/r376/+/ftr0aJFWrRokU6ePCnDMGQ2m9WxY0e1adPGofWcPHlSkyZN0vbt23Xr1i0VKlRIzz//vPr06aOTJ0+qS5cukqRjx47Z7B8ZGal58+Zp/fr1On36tG7fvq0CBQqoWrVq6tKli5555pkUxw4LC9OUKVO0fv16XblyRXny5FG1atXUq1cvVapUyfpigVmzZiVZnyg4ODhJXUeOHNHPP/+snTt36vr166pWrZpmz55tbR8TE6NFixZp9erVOn78uKKiopQnTx5VqVJFb775pp577rlUr9Hu3bs1f/587d69W9euXZO7u7vKlCmjF154QZ06dZKXl1faLnYqzp8/ryZNmkiS1q9fr5w5c2rKlCkKCgrS1atX5ePjo9q1a6t///4qW7ZsisdJSEjQypUrtWLFCh0+fFi3bt2St7e3KlasqPbt26tFixYymUw2+8bGxmrOnDlaunSpzp49K3d3d/n7+6tTp05q3rx5kp/RAQMGJOl77tw5/f777woODtb58+d1+fJlmUwmFS1aVPXr11e3bt1UrFixJH0CAgL00UcfpXpd1q9fr+LFi0tKXOD/woULGjlypNq3by9J+uOPP9S/f3+5ublp8+bNypcvX4rH6tSpk3bt2qVXXnlFI0aMcNh1AwAgOwsODtbcuXO1d+9ehYeHy8vLS+XLl1fr1q3Vtm1bubi4JGmfUpa9l+XveD8/PwUFBVnHseS3lNyf+dKDbEu2tSDbPprZlqUAAACpio+PV79+/bR+/Xq5uroqZ86cioqK0r59+7Rv3z6dPXtWAwcOdMhYmzZtUr9+/RQTEyNJ8vT01NWrVzVnzhytWbNGgwcPTrX/0aNH1bt3b4WGhkqSXFxclDNnToWGhmrVqlX6/fffNXjwYPXq1StZ39OnT6tLly66cuWKJMnd3V137tzRmjVrFBQUpHHjxqXpHNasWaMhQ4YoNjZW3t7eycL/hQsX1KtXL504cUKSZDKZ5O3trWvXrikoKEhBQUF688039eWXXyY7dkJCgkaMGJEkyHp6eurOnTs6ePCgDh48qICAAP3888/y8/NLU71pERISoo8//ljXr19Xrly5JEnXr1/XqlWrtGnTJs2dO1fly5dP1u/GjRvq37+/du7cad3m4+Oj8PBwbd26VVu3btVvv/2mH374Qe7u7kn63r59Wz179rT2dXFxkbu7u3bu3KkdO3bY/Azv9fHHH1vXkXJzc5OXl5du3bqlkydP6uTJkwoMDNSUKVNUo0YNa5+cOXOqYMGCunnzpmJjY+Xp6SlPT88kx73/87zfc889p7x58+rGjRtatWqVOnXqZLPd+fPntXv3bklS27Ztk+zLyHUDACA7GzlypGbOnCkpMSP5+PgoIiJC27dv1/bt27V8+XJNnDhR3t7eGR7Lzc1NBQsWVEREhKKjo+Xh4ZFsbUk3N7cMjUG2JdtakG0f4WxrAAAeax9++KFhNpuNDz/8MMn2t956yzCbzUbNmjWN6tWrGwEBAcadO3cMwzCMS5cuGb169TLMZrNRvnx54/Tp0xmu49KlS0a1atUMs9lstGrVyti/f79hGIYRHx9vbNy40WjYsKFRo0YNw2w2G2azOVn/y5cvG3Xr1jXMZrPRv39/4+DBg0ZMTIxhGIZx7do1Y+zYsUbFihUNs9ls/PHHH0n6xsTEGC1btjTMZrNRu3ZtY+3atUZcXJxhGIYREhJidOnSxahZs6Z17O3btyfpv337duu+qlWrGj169DBCQkKs+y3XJyoqymjevLlhNpuNt956ywgODjaio6MNwzCMW7duGTNmzDCqVq1qmM1mY+bMmcnOccyYMYbZbDbq1q1rzJkzxwgPD7fWv337dqNt27aG2Ww22rVrZ8THx6fjU/jXuXPnrOdUs2ZN48033zQOHDhgGIZhxMbGGlu3bjXq169vmM1mo2PHjsn6x8XFWX+G2rRpYwQFBRm3b9+2XofAwEDr5/XNN98k6z9s2DDrz9ePP/5oREZGGoZhGNevXze+/vprw2w2W38exo0bl6z/8OHDjTlz5hinT5+2XovY2Fhj//79Rvfu3Q2z2Ww0aNDA+jN9L0vdto57r0aNGhlms9lYsmRJku2ff/65YTabjddeey3FvhMnTjTMZrPRqFEjIyEhwWHXDQCA7Gr27NnW7DFs2DDjypUrhmEk/v03Y8YMa44bNGhQkn4pZdl7LVmyxPr37v3S0j89yLZk23uRbR/dbMvEKgA85h40sWo2m41t27Yl6xcdHW00aNDAMJvNxqRJkzJch+Uv7Fq1ahnXrl1Ltv/YsWNGpUqVUgyfH330kWE2m4333nsvxTFmzJhhmM1mo3Xr1km2L1261DCbzYa/v7+xc+fOZP3u3r1rDY0PCp+vvvqqNbjeb8KECdbgaQnG91u7dq01BMfGxlq3nzt3zqhQoYJRpUoV4+jRozb7RkREGA0bNrQZsO11b/hs3ry5zZC2fv16a5tLly4l2RcYGGjte+vWLZtjHDx40PD39zcqVaqU5DO/cOGCUb58ecNsNhsTJ0602dfyc5uWkHi/uLg4o1WrVobZbDaWLl2abH9Gw+fevXuttZ06dcpm3xdeeMEwm83GmDFjkmzPyHUDACC7unPnjlGrVq1Us9ysWbOsf78ePHjQut1ZJ1bJtonItmTbRz3b8vIqAECqqlWrpjp16iTb7u7urgYNGkhKeU2otDIMQ7///rsk6c0331SBAgWStTGbzXrxxRdt9o+OjtbKlSslST169EhxHMt6sH///beuXbtm3b569WpJUs2aNZM8PmPh4eGh7t27p+lcunfvnuIjNUuWLJEkde3aNcVHy5o2bSpvb2+Fh4fr8OHD1u2BgYGKj4/Xs88+a/PRJEny9vZW06ZNJUmbN29OU71p8c477yhnzpzJtjds2NB6Hvf/DFjOtUOHDskeq7OoXLmynnzyScXGxio4ONi6fe3atUpISFCuXLnUtWtXm3379u2bnlORlPjI07PPPitJ1keWHKlq1aoqXbq0JGnZsmXJ9h84cEBnzpyRpGRrFGfkugEAkF1t3bpVN27ckCT179/fZpuOHTvK19dXkqy5z1mRbf9FtiXbSo92tmWNVQBAqp5++ukU9xUqVEiSdPPmzQyNcf78eWuYtjWJa1GnTh2bQfrQoUOKjo6WpDSHxIsXL6pgwYKSpCNHjkhKDJ8pSeuLC6pVq2Zz++XLl3XhwgVJ0ieffKLPPvssxWPcvn1bUuKaVZbrv2fPHkmJv3jUr1//gX0vXryYpnrTokqVKja3u7q6Kn/+/Lp8+XKSn4H4+Hjt27dPkjRhwgRNnTo1xWNb+lmujSRr6K5cuXKydaAsSpYsqaJFi+rSpUspHnvXrl1avHix9u3bp8uXL1uvzb0uX76cYv+MaN26tcaNG6fly5fr3XffTbIYvyWQPv300ypTpox1e0avGwAA2dWhQ4ckSUWLFk3yd+O9XFxcVKdOHa1YscLa3lmRbZMi25JtH+Vsy8QqACBVqb2F09U18a+RuLi4DI1x/fp16z8XLlw4xXYp7bMsyi8pybf1qblz5471n8PCwiT9O1Fsz9j3s3VHgpQ05ISHh6fpWHfv3rX+s+Ucb9++bTNEpdY3o+z9Gbh586b1JQ1pnXS/t960fB5S4meSUvj89ttv9dNPP1n/3cXFRXny5LHehWC5jmm5lunRpk0bjR8/XhcuXNDu3butd4vExsbqt99+s7a5V0avGwAA2ZUlCz4obxUpUiRJe2dFtrWNbEu2fZDsmG2ZWAUAZHsJCQnWfz5w4IA8PDzSdZx7v3lNr5Qelbq3xlWrVqls2bJ2HTc+Pl5S4uNg77//fvoLfAgstUrStGnT1LBhw3QdJ72fx9atW63Bs2PHjurQoYPKli2b5LMZO3asJk+enK7jp0Xx4sVVo0YN7dy5U0uXLrWGz82bNys8PFxubm56+eWXk/Rx1HUDAADZG9nWuZBtybapYY1VAECWu/eb8NQeX0lpn+WxJyl9j4/kz59fUtK7A9I6dlrdW2N6HmWyrCnmyMegMkvevHmt3/anp960fB5Syp+J5VvzBg0a6PPPP5fZbE72S0Fa7/7ICMu39qtXr7Y+zmd5VOq5555Tvnz5krTP6HUDACC7smTB0NDQVNtZ9t+bHS1/x1v+rrUlIiIioyXahWz7YGTb5Mi22RMTqwCALFe8eHHlzZtXklJdsHz79u02tz/11FPWx2A2bNhg9/gVK1aUJO3YsSPFNhldSL148eLWR67SU6Nlfau//vor1V8cnIGbm5ueeuopSek710qVKklKXF8spceZzp07l+KjUpZfuiyf6/0Mw0jxZ0n6924CwzDSXLMtzZs3l4eHhyIiIhQUFKSIiAjr9Wjbtm2y9hm9bgAAZFeVK1eWlPh3+OnTp222iY+Pt+Yxy9+XkpQ7d25JSnVtygMHDqS4z1F/79+LbPtgZNukyLbZFxOrAIAsZzKZ1Lx5c0nSggULrOsQ3SskJERr1qyx2d/T01OtWrWSlPiYyYO+EbW8TMDC8kbWnTt32nyTZkxMjKZPn/7A83iQ119/XZK0ePFi60sF0lrjK6+8IldXV4WHh2vcuHGp9o2JiVFUVFSGas2oN954Q5K0ceNGbdy4MdW2959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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(14, 7))\n", "sns.barplot(ax=axes[0][0], y=t1.sort_values('in_degree', ascending=False).index[0:5], x='in_degree', \n", " data=t1.sort_values('in_degree', ascending=False)[0:5], color='red')\n", "axes[0][0].set_title('in_degree_positive')\n", "sns.barplot(ax=axes[0][1], y=t1.sort_values('out_degree', ascending=False).index[0:5], x='out_degree', \n", " data=t1.sort_values('out_degree', ascending=False)[0:5], color='red')\n", "axes[0][1].set_title('out_degree_positive')\n", "sns.barplot(ax=axes[1][0], y=t2.sort_values('in_degree', ascending=False).index[0:5], x='in_degree', \n", " data=t2.sort_values('in_degree', ascending=False)[0:5], color='blue')\n", "axes[1][0].set_title('in_degree_negative')\n", "sns.barplot(ax=axes[1][1], y=t2.sort_values('out_degree', ascending=False).index[0:5], x='out_degree', \n", " data=t2.sort_values('out_degree', ascending=False)[0:5], color='blue')\n", "axes[1][1].set_title('out_degree_negative')\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "id": "d622cc11-ec79-4ac3-a212-eb6248a9a5f9", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }