From 1cb68aacec75b39a9c59f72f23b6e4478af2949b Mon Sep 17 00:00:00 2001 From: LiMengyang990726 Date: Tue, 22 Jan 2019 14:11:08 +0800 Subject: [PATCH] DataPreprocessing --- .DS_Store | Bin 14340 -> 14340 bytes .../SimplifiedVisualization-checkpoint.ipynb | 0 ConnectivitySignificance.py | 156 + .../DataCleaning-checkpoint.ipynb | 913 ++ NewTopologicalFeatures/DataCleaning.ipynb | 1261 ++ NewTopologicalFeatures/ML.py | 18 + NewTopologicalFeatures/topoFeatures_norm | 13330 ++++++++++++++++ SimplifiedVisualization.ipynb | 245 + topologicalFeatures.py | 6 + 9 files changed, 15929 insertions(+) rename NewTopologicalFeatures/.ipynb_checkpoints/Untitled-checkpoint.ipynb => .ipynb_checkpoints/SimplifiedVisualization-checkpoint.ipynb (100%) create mode 100644 ConnectivitySignificance.py create mode 100644 NewTopologicalFeatures/.ipynb_checkpoints/DataCleaning-checkpoint.ipynb create mode 100644 NewTopologicalFeatures/DataCleaning.ipynb create mode 100644 NewTopologicalFeatures/ML.py create mode 100644 NewTopologicalFeatures/topoFeatures_norm create mode 100644 SimplifiedVisualization.ipynb diff --git a/.DS_Store b/.DS_Store index 3f51fc3de2dd0f9b44801c015402ad702cd5757a..44f97a7fe7467181933847cdd6cd78ac073d55dd 100644 GIT binary patch delta 261 zcmZoEXepTB&uBR@pkQ*pw4h-LLncER5SK7iG6VzZbcQ@2nFhqk42eK?GD9kZ9zy{` zrDslla#Buy(q=)%Z)}ql82LA|bC_~Wt`T_8VQgfoqhMrVHhGnZPXRZPP;irL8w?2iQsY!c=fFXesvt455&`uFlOO>Nvj+$@2$8@M zlUFD&lROab2sSn|EFd&6Fq1zbL9=ub@&S_u6eqLi6C@0iAORWyACn9qH?x@_0SL2R U7_A4BAORM$2Qcykvri=p1Kh?WUH||9 diff --git a/NewTopologicalFeatures/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/SimplifiedVisualization-checkpoint.ipynb similarity index 100% rename from NewTopologicalFeatures/.ipynb_checkpoints/Untitled-checkpoint.ipynb rename to .ipynb_checkpoints/SimplifiedVisualization-checkpoint.ipynb diff --git a/ConnectivitySignificance.py b/ConnectivitySignificance.py new file mode 100644 index 0000000..17ab3fc --- /dev/null +++ b/ConnectivitySignificance.py @@ -0,0 +1,156 @@ + +# THIS ONE DOESN'T WORK FOR NOW +# If use the origical DIAMOnD algorithm, we will get the error message +# 'collections.defaultdict' object has no attribute 'iteritems' +# in code "for node,kbk in reduced_not_in_cluster.iteritems():" +# (line 332 in diamond.py file) + + +import time +import networkx as nx +import numpy as np +import copy +import scipy.stats +from collections import defaultdict +import csv +import sys + + +# ============================================================================= +def read_input(network_file,seed_file): + sniffer = csv.Sniffer() + line_delimiter = None + for line in open(network_file,'r'): + if line[0]=='#': + continue + else: + dialect = sniffer.sniff(line) + line_delimiter = dialect.delimiter + break + if line_delimiter == None: + print("network_file format not correct") + sys.exit(0) + # read the network: + G = nx.Graph() + for line in open(network_file,'r'): + # lines starting with '#' will be ignored + if line[0]=='#': + continue + # The first two columns in the line will be interpreted as an + # interaction gene1 <=> gene2 + #line_data = line.strip().split('\t') + line_data = line.strip().split(line_delimiter) + node1 = line_data[0] + node2 = line_data[1] + G.add_edge(node1,node2) + # read the seed genes: + seed_genes = set() + for line in open(seed_file,'r'): + # lines starting with '#' will be ignored + if line[0]=='#': + continue + # the first column in the line will be interpreted as a seed + # gene: + line_data = line.strip().split('\t') + seed_gene = line_data[0] + seed_genes.add(seed_gene) + return G,seed_genes + + +# ================================================================================ +def compute_all_gamma_ln(N): + gamma_ln = {} + for i in range(1,N+1): + gamma_ln[i] = scipy.special.gammaln(i) + return gamma_ln + +# ============================================================================= +def logchoose(n, k, gamma_ln): + if n-k+1 <= 0: + return scipy.infty + lgn1 = gamma_ln[n+1] + lgk1 = gamma_ln[k+1] + lgnk1 = gamma_ln[n-k+1] + return lgn1 - [lgnk1 + lgk1] + +# ============================================================================= +def gauss_hypergeom(x, r, b, n, gamma_ln): + return np.exp(logchoose(r, x, gamma_ln) + + logchoose(b, n-x, gamma_ln) - + logchoose(r+b, n, gamma_ln)) + +# ============================================================================= +def pvalue(kb, k, N, s, gamma_ln): + p = 0.0 + for n in range(kb,k+1): + if n > s: + break + prob = gauss_hypergeom(n, s, N-s, k, gamma_ln) + # print prob + p += prob + if p > 1: + return 1 + else: + return p + +# ============================================================================= +def get_neighbors_and_degrees(G): + neighbors,all_degrees = {},{} + for node in G.nodes(): + nn = set(G.neighbors(node)) + neighbors[node] = nn + all_degrees[node] = G.degree(node) + return neighbors,all_degrees + + +#====================================================================================== +# C O R E A L G O R I T H M +#====================================================================================== +def diamond_iteration_of_first_X_nodes(G,S,alpha): + N = G.number_of_nodes() + added_nodes = [] + # ------------------------------------------------------------------ + # Setting up dictionaries with all neighbor lists + # and all degrees + # ------------------------------------------------------------------ + neighbors,all_degrees = get_neighbors_and_degrees(G) + # ------------------------------------------------------------------ + # Setting up initial set of nodes in cluster + # ------------------------------------------------------------------ + cluster_nodes = set(S) + not_in_cluster = set() + s0 = len(cluster_nodes) + s0 += (alpha-1)*s0 + N +=(alpha-1)*s0 + # ------------------------------------------------------------------ + # precompute the logarithmic gamma functions + # ------------------------------------------------------------------ + gamma_ln = compute_all_gamma_ln(N+1) + # ------------------------------------------------------------------ + # + # M A I N L O O P + # + # ------------------------------------------------------------------ + all_p = {} + for i in Gc.nodes: + pmin = 10 + next_node = 'nix' + kb,k = kbk + try: + p = all_p[(k,kb,s0)] + except KeyError: + p = pvalue(kb, k, N, s0, gamma_ln) + all_p[(k,kb,s0)] = p + # recording the node with smallest p-value + if p < pmin: + pmin = p + next_node = node + return all_p + +if __name__ == '__main__': + + # read the network and the seed genes: + G_original,seed_genes = read_input("gene-network.tsv","gene-disease0.TSV") + + alpha = 2 + pValues = diamond_iteration_of_first_X_nodes(G_original,seed_genes,alpha) diff --git a/NewTopologicalFeatures/.ipynb_checkpoints/DataCleaning-checkpoint.ipynb b/NewTopologicalFeatures/.ipynb_checkpoints/DataCleaning-checkpoint.ipynb new file mode 100644 index 0000000..781de18 --- /dev/null +++ b/NewTopologicalFeatures/.ipynb_checkpoints/DataCleaning-checkpoint.ipynb @@ -0,0 +1,913 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import csv\n", + "\n", + "topoData = pd.read_csv(\"allTopoFeatures.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
074824.573674NaN0.0021010.3098310.0000010.0000560.0000870.0524771.00.000563
170794.922724NaN0.0003000.2535870.0000210.0000720.0000250.7839921.0-0.000183
296204.982973NaN0.0016510.2632020.0000210.0000630.0000550.0524771.00.000563
31305075.060249NaN0.0024760.3186230.0000020.0000030.0000740.7839921.0-0.000183
468784.050426NaN0.0003750.2764800.0000030.0005670.00002179.9648681.0-0.001951
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "0 7482 4.573674 \n", + "1 7079 4.922724 \n", + "2 9620 4.982973 \n", + "3 130507 5.060249 \n", + "4 6878 4.050426 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "0 NaN 0.002101 0.309831 \n", + "1 NaN 0.000300 0.253587 \n", + "2 NaN 0.001651 0.263202 \n", + "3 NaN 0.002476 0.318623 \n", + "4 NaN 0.000375 0.276480 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "0 0.000001 0.000056 0.000087 \n", + "1 0.000021 0.000072 0.000025 \n", + "2 0.000021 0.000063 0.000055 \n", + "3 0.000002 0.000003 0.000074 \n", + "4 0.000003 0.000567 0.000021 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "0 0.052477 1.0 0.000563 \n", + "1 0.783992 1.0 -0.000183 \n", + "2 0.052477 1.0 0.000563 \n", + "3 0.783992 1.0 -0.000183 \n", + "4 79.964868 1.0 -0.001951 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 13329 entries, 0 to 13328\n", + "Data columns (total 11 columns):\n", + "Gene_ID 13329 non-null int64\n", + "Average Shortest Path to all Disease genes 13329 non-null float64\n", + "Local Clustering Coefficient 1527 non-null float64\n", + "DegreeCentrality 13329 non-null float64\n", + "ClosenessCentrality 13329 non-null float64\n", + "BetweennessCentrality 13329 non-null float64\n", + "EigenvectoreCentrality 13329 non-null float64\n", + "PageRank 13329 non-null float64\n", + "ConnectivitySignificance 12793 non-null float64\n", + "isArticulationPoint 13328 non-null float64\n", + "Modularity 13329 non-null float64\n", + "dtypes: float64(10), int64(1)\n", + "memory usage: 1.1 MB\n" + ] + } + ], + "source": [ + "topoData.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
count1.332900e+0413329.0000001527.00000013329.00000013329.0000001.332900e+041.332900e+0413329.0000001.279300e+0413328.00000013329.000000
mean4.667863e+054.5181430.2880250.0015890.2834151.937665e-041.878354e-030.000075inf0.999925-0.000022
std6.426427e+060.4595520.4153440.0031080.0340679.525213e-048.455858e-030.000115NaN0.0086620.001911
min1.000000e+003.2940410.0000000.0000750.1064330.000000e+005.859361e-180.0000126.949390e-130.000000-0.019174
25%5.396000e+034.1944990.0094300.0002250.2600593.797582e-071.801892e-050.0000222.809947e-011.000000-0.000367
50%1.078100e+044.4662740.1421050.0005250.2835441.079222e-051.033622e-040.0000396.941630e-011.000000-0.000092
75%6.062600e+044.7891290.3788680.0015010.3063421.081997e-044.648651e-040.0000808.924577e-011.0000000.000485
max1.006533e+0810.2789783.0000000.0654260.4173745.687887e-021.050979e-010.003358inf1.0000000.025803
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "count 1.332900e+04 13329.000000 \n", + "mean 4.667863e+05 4.518143 \n", + "std 6.426427e+06 0.459552 \n", + "min 1.000000e+00 3.294041 \n", + "25% 5.396000e+03 4.194499 \n", + "50% 1.078100e+04 4.466274 \n", + "75% 6.062600e+04 4.789129 \n", + "max 1.006533e+08 10.278978 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "count 1527.000000 13329.000000 13329.000000 \n", + "mean 0.288025 0.001589 0.283415 \n", + "std 0.415344 0.003108 0.034067 \n", + "min 0.000000 0.000075 0.106433 \n", + "25% 0.009430 0.000225 0.260059 \n", + "50% 0.142105 0.000525 0.283544 \n", + "75% 0.378868 0.001501 0.306342 \n", + "max 3.000000 0.065426 0.417374 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "count 1.332900e+04 1.332900e+04 13329.000000 \n", + "mean 1.937665e-04 1.878354e-03 0.000075 \n", + "std 9.525213e-04 8.455858e-03 0.000115 \n", + "min 0.000000e+00 5.859361e-18 0.000012 \n", + "25% 3.797582e-07 1.801892e-05 0.000022 \n", + "50% 1.079222e-05 1.033622e-04 0.000039 \n", + "75% 1.081997e-04 4.648651e-04 0.000080 \n", + "max 5.687887e-02 1.050979e-01 0.003358 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "count 1.279300e+04 13328.000000 13329.000000 \n", + "mean inf 0.999925 -0.000022 \n", + "std NaN 0.008662 0.001911 \n", + "min 6.949390e-13 0.000000 -0.019174 \n", + "25% 2.809947e-01 1.000000 -0.000367 \n", + "50% 6.941630e-01 1.000000 -0.000092 \n", + "75% 8.924577e-01 1.000000 0.000485 \n", + "max inf 1.000000 0.025803 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "topoData['Local Clustering Coefficient'].fillna(0,inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['DegreeCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['ClosenessCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['BetweennessCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['EigenvectoreCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['PageRank'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['Modularity'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "topoData['ConnectivitySignificance'].fillna(0,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "connectivity_inf = topoData[topoData['ConnectivitySignificance'] == np.inf]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
1579993.7655530.0721490.0005250.2702681.685019e-050.0000020.000014inf1.00.002935
236723.8801570.0000000.0006000.2990690.000000e+000.0000700.000025inf1.0-0.002410
151561173.8853960.0000000.0001500.2411780.000000e+000.0007800.000028inf1.00.004964
443169493.9449900.0000000.0016510.3017507.818105e-070.0000140.000030inf1.0-0.003340
4869837554.0451870.0000000.0041270.3209865.745039e-060.0003440.000023inf1.0-0.001571
492393293.9783890.0000000.0003750.2731824.971664e-050.0015130.000058inf1.0-0.006326
673556633.7373940.0685300.0001500.2408217.396969e-060.0018780.000018inf1.00.003682
8201550373.9862480.0000000.0012760.3025654.957796e-050.0003300.000028inf1.0-0.003156
87371714834.0216110.0000000.0025510.3168889.249219e-050.0023930.000119inf1.0-0.004741
881566013.7439420.0000000.0003750.2865377.569469e-050.0000520.000101inf1.00.002633
961336923.8893250.0000000.0018760.3187530.000000e+000.0000300.000063inf1.0-0.001100
1137216503.9646370.0000000.0003000.2777659.044266e-070.0003530.000066inf1.0-0.000917
1322650943.9855930.0000000.0005250.2814430.000000e+000.0669060.000029inf1.0-0.005488
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "157 999 3.765553 \n", + "236 72 3.880157 \n", + "1515 6117 3.885396 \n", + "4431 6949 3.944990 \n", + "4869 83755 4.045187 \n", + "4923 9329 3.978389 \n", + "6735 5663 3.737394 \n", + "8201 55037 3.986248 \n", + "8737 171483 4.021611 \n", + "8815 6601 3.743942 \n", + "9613 3692 3.889325 \n", + "11372 1650 3.964637 \n", + "13226 5094 3.985593 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "157 0.072149 0.000525 0.270268 \n", + "236 0.000000 0.000600 0.299069 \n", + "1515 0.000000 0.000150 0.241178 \n", + "4431 0.000000 0.001651 0.301750 \n", + "4869 0.000000 0.004127 0.320986 \n", + "4923 0.000000 0.000375 0.273182 \n", + "6735 0.068530 0.000150 0.240821 \n", + "8201 0.000000 0.001276 0.302565 \n", + "8737 0.000000 0.002551 0.316888 \n", + "8815 0.000000 0.000375 0.286537 \n", + "9613 0.000000 0.001876 0.318753 \n", + "11372 0.000000 0.000300 0.277765 \n", + "13226 0.000000 0.000525 0.281443 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "157 1.685019e-05 0.000002 0.000014 \n", + "236 0.000000e+00 0.000070 0.000025 \n", + "1515 0.000000e+00 0.000780 0.000028 \n", + "4431 7.818105e-07 0.000014 0.000030 \n", + "4869 5.745039e-06 0.000344 0.000023 \n", + "4923 4.971664e-05 0.001513 0.000058 \n", + "6735 7.396969e-06 0.001878 0.000018 \n", + "8201 4.957796e-05 0.000330 0.000028 \n", + "8737 9.249219e-05 0.002393 0.000119 \n", + "8815 7.569469e-05 0.000052 0.000101 \n", + "9613 0.000000e+00 0.000030 0.000063 \n", + "11372 9.044266e-07 0.000353 0.000066 \n", + "13226 0.000000e+00 0.066906 0.000029 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "157 inf 1.0 0.002935 \n", + "236 inf 1.0 -0.002410 \n", + "1515 inf 1.0 0.004964 \n", + "4431 inf 1.0 -0.003340 \n", + "4869 inf 1.0 -0.001571 \n", + "4923 inf 1.0 -0.006326 \n", + "6735 inf 1.0 0.003682 \n", + "8201 inf 1.0 -0.003156 \n", + "8737 inf 1.0 -0.004741 \n", + "8815 inf 1.0 0.002633 \n", + "9613 inf 1.0 -0.001100 \n", + "11372 inf 1.0 -0.000917 \n", + "13226 inf 1.0 -0.005488 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "connectivity_inf\n", + "# We need to reimplement connectivity significance to get the correct values" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0 13327\n", + "0.0 1\n", + "Name: isArticulationPoint, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['isArticulationPoint'].value_counts()\n", + "# If the algorithm is correct, there is no point including this feature" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# After computing connectivity significance correctly, we do the feature normalization\n", + "from sklearn import preprocessing\n", + "test = preprocessing.scale(topoData)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/NewTopologicalFeatures/DataCleaning.ipynb b/NewTopologicalFeatures/DataCleaning.ipynb new file mode 100644 index 0000000..1c783d7 --- /dev/null +++ b/NewTopologicalFeatures/DataCleaning.ipynb @@ -0,0 +1,1261 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import csv\n", + "\n", + "topoData = pd.read_csv(\"allTopoFeatures.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
074824.573674NaN0.0021010.3098310.0000010.0000560.0000870.0524771.00.000563
170794.922724NaN0.0003000.2535870.0000210.0000720.0000250.7839921.0-0.000183
296204.982973NaN0.0016510.2632020.0000210.0000630.0000550.0524771.00.000563
31305075.060249NaN0.0024760.3186230.0000020.0000030.0000740.7839921.0-0.000183
468784.050426NaN0.0003750.2764800.0000030.0005670.00002179.9648681.0-0.001951
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "0 7482 4.573674 \n", + "1 7079 4.922724 \n", + "2 9620 4.982973 \n", + "3 130507 5.060249 \n", + "4 6878 4.050426 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "0 NaN 0.002101 0.309831 \n", + "1 NaN 0.000300 0.253587 \n", + "2 NaN 0.001651 0.263202 \n", + "3 NaN 0.002476 0.318623 \n", + "4 NaN 0.000375 0.276480 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "0 0.000001 0.000056 0.000087 \n", + "1 0.000021 0.000072 0.000025 \n", + "2 0.000021 0.000063 0.000055 \n", + "3 0.000002 0.000003 0.000074 \n", + "4 0.000003 0.000567 0.000021 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "0 0.052477 1.0 0.000563 \n", + "1 0.783992 1.0 -0.000183 \n", + "2 0.052477 1.0 0.000563 \n", + "3 0.783992 1.0 -0.000183 \n", + "4 79.964868 1.0 -0.001951 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 13329 entries, 0 to 13328\n", + "Data columns (total 11 columns):\n", + "Gene_ID 13329 non-null int64\n", + "Average Shortest Path to all Disease genes 13329 non-null float64\n", + "Local Clustering Coefficient 1527 non-null float64\n", + "DegreeCentrality 13329 non-null float64\n", + "ClosenessCentrality 13329 non-null float64\n", + "BetweennessCentrality 13329 non-null float64\n", + "EigenvectoreCentrality 13329 non-null float64\n", + "PageRank 13329 non-null float64\n", + "ConnectivitySignificance 12793 non-null float64\n", + "isArticulationPoint 13328 non-null float64\n", + "Modularity 13329 non-null float64\n", + "dtypes: float64(10), int64(1)\n", + "memory usage: 1.1 MB\n" + ] + } + ], + "source": [ + "topoData.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
count1.332900e+0413329.0000001527.00000013329.00000013329.0000001.332900e+041.332900e+0413329.0000001.279300e+0413328.00000013329.000000
mean4.667863e+054.5181430.2880250.0015890.2834151.937665e-041.878354e-030.000075inf0.999925-0.000022
std6.426427e+060.4595520.4153440.0031080.0340679.525213e-048.455858e-030.000115NaN0.0086620.001911
min1.000000e+003.2940410.0000000.0000750.1064330.000000e+005.859361e-180.0000126.949390e-130.000000-0.019174
25%5.396000e+034.1944990.0094300.0002250.2600593.797582e-071.801892e-050.0000222.809947e-011.000000-0.000367
50%1.078100e+044.4662740.1421050.0005250.2835441.079222e-051.033622e-040.0000396.941630e-011.000000-0.000092
75%6.062600e+044.7891290.3788680.0015010.3063421.081997e-044.648651e-040.0000808.924577e-011.0000000.000485
max1.006533e+0810.2789783.0000000.0654260.4173745.687887e-021.050979e-010.003358inf1.0000000.025803
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "count 1.332900e+04 13329.000000 \n", + "mean 4.667863e+05 4.518143 \n", + "std 6.426427e+06 0.459552 \n", + "min 1.000000e+00 3.294041 \n", + "25% 5.396000e+03 4.194499 \n", + "50% 1.078100e+04 4.466274 \n", + "75% 6.062600e+04 4.789129 \n", + "max 1.006533e+08 10.278978 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "count 1527.000000 13329.000000 13329.000000 \n", + "mean 0.288025 0.001589 0.283415 \n", + "std 0.415344 0.003108 0.034067 \n", + "min 0.000000 0.000075 0.106433 \n", + "25% 0.009430 0.000225 0.260059 \n", + "50% 0.142105 0.000525 0.283544 \n", + "75% 0.378868 0.001501 0.306342 \n", + "max 3.000000 0.065426 0.417374 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "count 1.332900e+04 1.332900e+04 13329.000000 \n", + "mean 1.937665e-04 1.878354e-03 0.000075 \n", + "std 9.525213e-04 8.455858e-03 0.000115 \n", + "min 0.000000e+00 5.859361e-18 0.000012 \n", + "25% 3.797582e-07 1.801892e-05 0.000022 \n", + "50% 1.079222e-05 1.033622e-04 0.000039 \n", + "75% 1.081997e-04 4.648651e-04 0.000080 \n", + "max 5.687887e-02 1.050979e-01 0.003358 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "count 1.279300e+04 13328.000000 13329.000000 \n", + "mean inf 0.999925 -0.000022 \n", + "std NaN 0.008662 0.001911 \n", + "min 6.949390e-13 0.000000 -0.019174 \n", + "25% 2.809947e-01 1.000000 -0.000367 \n", + "50% 6.941630e-01 1.000000 -0.000092 \n", + "75% 8.924577e-01 1.000000 0.000485 \n", + "max inf 1.000000 0.025803 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "topoData['Local Clustering Coefficient'].fillna(0,inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['DegreeCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['ClosenessCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['BetweennessCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['EigenvectoreCentrality'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['PageRank'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['Modularity'].isnull().values.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "topoData['ConnectivitySignificance'].fillna(0,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "connectivity_inf = topoData[topoData['ConnectivitySignificance'] == np.inf]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
1579993.7655530.0721490.0005250.2702681.685019e-050.0000020.000014inf1.00.002935
236723.8801570.0000000.0006000.2990690.000000e+000.0000700.000025inf1.0-0.002410
151561173.8853960.0000000.0001500.2411780.000000e+000.0007800.000028inf1.00.004964
443169493.9449900.0000000.0016510.3017507.818105e-070.0000140.000030inf1.0-0.003340
4869837554.0451870.0000000.0041270.3209865.745039e-060.0003440.000023inf1.0-0.001571
492393293.9783890.0000000.0003750.2731824.971664e-050.0015130.000058inf1.0-0.006326
673556633.7373940.0685300.0001500.2408217.396969e-060.0018780.000018inf1.00.003682
8201550373.9862480.0000000.0012760.3025654.957796e-050.0003300.000028inf1.0-0.003156
87371714834.0216110.0000000.0025510.3168889.249219e-050.0023930.000119inf1.0-0.004741
881566013.7439420.0000000.0003750.2865377.569469e-050.0000520.000101inf1.00.002633
961336923.8893250.0000000.0018760.3187530.000000e+000.0000300.000063inf1.0-0.001100
1137216503.9646370.0000000.0003000.2777659.044266e-070.0003530.000066inf1.0-0.000917
1322650943.9855930.0000000.0005250.2814430.000000e+000.0669060.000029inf1.0-0.005488
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "157 999 3.765553 \n", + "236 72 3.880157 \n", + "1515 6117 3.885396 \n", + "4431 6949 3.944990 \n", + "4869 83755 4.045187 \n", + "4923 9329 3.978389 \n", + "6735 5663 3.737394 \n", + "8201 55037 3.986248 \n", + "8737 171483 4.021611 \n", + "8815 6601 3.743942 \n", + "9613 3692 3.889325 \n", + "11372 1650 3.964637 \n", + "13226 5094 3.985593 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "157 0.072149 0.000525 0.270268 \n", + "236 0.000000 0.000600 0.299069 \n", + "1515 0.000000 0.000150 0.241178 \n", + "4431 0.000000 0.001651 0.301750 \n", + "4869 0.000000 0.004127 0.320986 \n", + "4923 0.000000 0.000375 0.273182 \n", + "6735 0.068530 0.000150 0.240821 \n", + "8201 0.000000 0.001276 0.302565 \n", + "8737 0.000000 0.002551 0.316888 \n", + "8815 0.000000 0.000375 0.286537 \n", + "9613 0.000000 0.001876 0.318753 \n", + "11372 0.000000 0.000300 0.277765 \n", + "13226 0.000000 0.000525 0.281443 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "157 1.685019e-05 0.000002 0.000014 \n", + "236 0.000000e+00 0.000070 0.000025 \n", + "1515 0.000000e+00 0.000780 0.000028 \n", + "4431 7.818105e-07 0.000014 0.000030 \n", + "4869 5.745039e-06 0.000344 0.000023 \n", + "4923 4.971664e-05 0.001513 0.000058 \n", + "6735 7.396969e-06 0.001878 0.000018 \n", + "8201 4.957796e-05 0.000330 0.000028 \n", + "8737 9.249219e-05 0.002393 0.000119 \n", + "8815 7.569469e-05 0.000052 0.000101 \n", + "9613 0.000000e+00 0.000030 0.000063 \n", + "11372 9.044266e-07 0.000353 0.000066 \n", + "13226 0.000000e+00 0.066906 0.000029 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "157 inf 1.0 0.002935 \n", + "236 inf 1.0 -0.002410 \n", + "1515 inf 1.0 0.004964 \n", + "4431 inf 1.0 -0.003340 \n", + "4869 inf 1.0 -0.001571 \n", + "4923 inf 1.0 -0.006326 \n", + "6735 inf 1.0 0.003682 \n", + "8201 inf 1.0 -0.003156 \n", + "8737 inf 1.0 -0.004741 \n", + "8815 inf 1.0 0.002633 \n", + "9613 inf 1.0 -0.001100 \n", + "11372 inf 1.0 -0.000917 \n", + "13226 inf 1.0 -0.005488 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "connectivity_inf\n", + "# We need to reimplement connectivity significance to get the correct values" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0 13327\n", + "0.0 1\n", + "Name: isArticulationPoint, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData['isArticulationPoint'].value_counts()\n", + "# If the algorithm is correct, there is no point including this feature" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# After computing connectivity significance correctly, we do the feature normalization\n", + "from sklearn import preprocessing\n", + "test = preprocessing.scale(topoData)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "drop() got an unexpected keyword argument 'columns'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtopoData\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"allTopoFeatures.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mtopoData\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Local Clustering Coefficient'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mtopoData\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ConnectivitySignificance'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'isArticulationPoint'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: drop() got an unexpected keyword argument 'columns'" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import csv\n", + "\n", + "topoData = pd.read_csv(\"allTopoFeatures.csv\")\n", + "topoData['Local Clustering Coefficient'].fillna(0,inplace = True)\n", + "topoData.drop(columns=['ConnectivitySignificance','isArticulationPoint'],inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_IDAverage Shortest Path to all Disease genesLocal Clustering CoefficientDegreeCentralityClosenessCentralityBetweennessCentralityEigenvectoreCentralityPageRankConnectivitySignificanceisArticulationPointModularity
count1.332900e+0413329.00000013329.00000013329.00000013329.0000001.332900e+041.332900e+0413329.0000001.279300e+0413328.00000013329.000000
mean4.667863e+054.5181430.0329970.0015890.2834151.937665e-041.878354e-030.000075inf0.999925-0.000022
std6.426427e+060.4595520.1678320.0031080.0340679.525213e-048.455858e-030.000115NaN0.0086620.001911
min1.000000e+003.2940410.0000000.0000750.1064330.000000e+005.859361e-180.0000126.949390e-130.000000-0.019174
25%5.396000e+034.1944990.0000000.0002250.2600593.797582e-071.801892e-050.0000222.809947e-011.000000-0.000367
50%1.078100e+044.4662740.0000000.0005250.2835441.079222e-051.033622e-040.0000396.941630e-011.000000-0.000092
75%6.062600e+044.7891290.0000000.0015010.3063421.081997e-044.648651e-040.0000808.924577e-011.0000000.000485
max1.006533e+0810.2789783.0000000.0654260.4173745.687887e-021.050979e-010.003358inf1.0000000.025803
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" + ], + "text/plain": [ + " Gene_ID Average Shortest Path to all Disease genes \\\n", + "count 1.332900e+04 13329.000000 \n", + "mean 4.667863e+05 4.518143 \n", + "std 6.426427e+06 0.459552 \n", + "min 1.000000e+00 3.294041 \n", + "25% 5.396000e+03 4.194499 \n", + "50% 1.078100e+04 4.466274 \n", + "75% 6.062600e+04 4.789129 \n", + "max 1.006533e+08 10.278978 \n", + "\n", + " Local Clustering Coefficient DegreeCentrality ClosenessCentrality \\\n", + "count 13329.000000 13329.000000 13329.000000 \n", + "mean 0.032997 0.001589 0.283415 \n", + "std 0.167832 0.003108 0.034067 \n", + "min 0.000000 0.000075 0.106433 \n", + "25% 0.000000 0.000225 0.260059 \n", + "50% 0.000000 0.000525 0.283544 \n", + "75% 0.000000 0.001501 0.306342 \n", + "max 3.000000 0.065426 0.417374 \n", + "\n", + " BetweennessCentrality EigenvectoreCentrality PageRank \\\n", + "count 1.332900e+04 1.332900e+04 13329.000000 \n", + "mean 1.937665e-04 1.878354e-03 0.000075 \n", + "std 9.525213e-04 8.455858e-03 0.000115 \n", + "min 0.000000e+00 5.859361e-18 0.000012 \n", + "25% 3.797582e-07 1.801892e-05 0.000022 \n", + "50% 1.079222e-05 1.033622e-04 0.000039 \n", + "75% 1.081997e-04 4.648651e-04 0.000080 \n", + "max 5.687887e-02 1.050979e-01 0.003358 \n", + "\n", + " ConnectivitySignificance isArticulationPoint Modularity \n", + "count 1.279300e+04 13328.000000 13329.000000 \n", + "mean inf 0.999925 -0.000022 \n", + "std NaN 0.008662 0.001911 \n", + "min 6.949390e-13 0.000000 -0.019174 \n", + "25% 2.809947e-01 1.000000 -0.000367 \n", + "50% 6.941630e-01 1.000000 -0.000092 \n", + "75% 8.924577e-01 1.000000 0.000485 \n", + "max inf 1.000000 0.025803 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topoData.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "INSTALLED VERSIONS\n", + "------------------\n", + "commit: None\n", + "python: 3.6.3.final.0\n", + "python-bits: 64\n", + "OS: Darwin\n", + "OS-release: 18.2.0\n", + "machine: x86_64\n", + "processor: i386\n", + "byteorder: little\n", + "LC_ALL: None\n", + "LANG: en_US.UTF-8\n", + "LOCALE: en_US.UTF-8\n", + "\n", + "pandas: 0.20.3\n", + "pytest: 3.2.1\n", + "pip: 18.1\n", + "setuptools: 40.6.2\n", + "Cython: 0.26.1\n", + "numpy: 1.15.4\n", + "scipy: 0.19.1\n", + "xarray: None\n", + "IPython: 6.1.0\n", + "sphinx: 1.6.3\n", + "patsy: 0.4.1\n", + "dateutil: 2.6.1\n", + "pytz: 2017.2\n", + "blosc: None\n", + "bottleneck: 1.2.1\n", + "tables: 3.4.2\n", + "numexpr: 2.6.2\n", + "feather: None\n", + "matplotlib: 2.1.0\n", + "openpyxl: 2.4.8\n", + "xlrd: 1.1.0\n", + "xlwt: 1.2.0\n", + "xlsxwriter: 1.0.2\n", + "lxml: 4.1.0\n", + "bs4: 4.6.0\n", + "html5lib: 0.9999999\n", + "sqlalchemy: 1.1.13\n", + "pymysql: None\n", + "psycopg2: None\n", + "jinja2: 2.9.6\n", + "s3fs: None\n", + "pandas_gbq: None\n", + "pandas_datareader: None\n" + ] + } + ], + "source": [ + "pd.show_versions()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in /Users/limengyang/anaconda3/lib/python3.6/site-packages (1.15.4)\r\n" + ] + } + ], + "source": [ + "import sys\n", + "!{sys.executable} -m pip install numpy" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m python -m pip help\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "python -m pip help" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/NewTopologicalFeatures/ML.py b/NewTopologicalFeatures/ML.py new file mode 100644 index 0000000..2a0f6be --- /dev/null +++ b/NewTopologicalFeatures/ML.py @@ -0,0 +1,18 @@ +import os +import warnings +warnings.filterwarnings("ignore", message="numpy.dtype size changed") +from http import HTTPStatus + +# from pypi +import matplotlib +import pandas as pd +import requests +import seaborn +import csv +import matplotlib.pyplot as plt +from tabulate import tabulate + +topoData = pd.read_csv("allTopoFeatures.csv") + +# Do feature scaling +# To make the dataset 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'2041', '10913', '51435', '4536', '4535', '351', '7305', '4973', '5819', '344558', '1378', '9627', '8301', '23607', '945', '5071', '341', '274', '25902', '9846', '54209']\n", + "the key is: aminoacidmetabolisminbornerrors\n", + "['445', '383', '2109', '3815', '11234', '388552', '4286', '275', '2110', '6898', '7299', '435', '7306', '5096', '37', '36', '875', '5009', '3257', '84343', '34', '89781', '28976', '10157', '84062', '8546', '26258', '2731', '1585', '2653', '593', '2108', '686', '5053', '1738', '35', '5092', '10165', '2184', '5095', '3141', '5860', '4935', '79803', '594', '1373', '5184', '3242', '3081', '1629', '2639', '27034']\n", + "the key is: amyotrophiclateralsclerosis\n", + "['6647', '1639', '6311', '57679', '10133', '2521', '998', '22920', '203228', '283', '1804', '23064', '4744', '23025', '9217', '54822', '7074', '155061', '7415', '29978', '23435']\n", + "the key is: anemiaaplastic\n", + "['3458', '6125', '6135', '7015', '2187', '6229', '2177', '2175', '2176', '6223', '6218', '55215', '4683', '6201', '6231', '6165', '2189', '55120', '2178', '6204', '79728']\n", + "the key is: anemiahemolytic\n", + "['629', '51251', '146059', '6708', '2539', '3043', '2035', '2729', '203', '6710', '3426', '3098', '6521', '3075', '2623', '2821', '7056', '5277', '718', '10483', '286', '2038', '3040', '4179', '81494', '546', '10661', '3039', '50943']\n", + "the key is: aneurysm\n", + "['90627', '66037', '4035', '2200', '153090', '5932', '59', '7048', '7046', '1281', '6101', '64321', '4638', '4088', '4629']\n", + "the key is: arrhythmiascardiac\n", + "['3759', '6640', '10008', '10060', '5308', '3757', '51422', '287', '3753', '55800', '387101', '3762', '6331', '6324', '10021', '4878', '3741', '1804', '387119', '775', '859', '3784', '783', '9992', '9722', '10142', '4624', '463', '2702', '6330']\n", + "the key is: arterialocclusivediseases\n", + "['348', '54984', '8613', '221692', '79659', '23294', '1284', '55973', '10743', '2921', '84159', '4040', '5294', '80310', '8882', '57674', '375056', '6597', '51530', '1909', '28', '6943', '7015', '4205', '55759', '1008', '217', '3184', '10400', '84722', '23293', '8997', '23209', '9992', '341', '6387', '1495', '4018', '22808', '65264', '22882', '1282', '1952', '59']\n", + "the key is: arteriosclerosis\n", + "['54984', '8613', '79659', '23294', '1284', '55973', '10743', '1909', '84159', '4040', '5294', '80310', '8882', '375056', '6597', '51530', '221692', '28', '6943', '7015', '4205', '55759', '217', '23293', '10400', '84722', '348', '8997', '23209', '9992', '341', '6387', '4018', '22808', '65264', '22882', '1282', '1952']\n", + "the key is: arthritisrheumatoid\n", + "['3569', '5211', '200734', '90355', '6775', '7185', '55937', '3123', '326', '3135', '4277', '1235', '115352', '23569', '958', '3127', '3118', '5966', '164832', '3559', '6583', '3117', '6366', '11170', '26191', '3309', '79722', '4282', '54665', '23534', '26147', '7128', '83648', '167826', '4795', '3663', '4855', '3119', '3516', '3899', '1493', '640']\n", + "the key is: asthma\n", + "['5089', '6046', '80332', '85480', '1118', '3119', '91137', '1116', '3570', '57628', '9283', '3113', '169026', '23418', '3117', '3111', '6821', '64375', '1999', '4088', '4589', '3122', '3560', '56946', '30009', '7941', '9173', '94103', '26953', '1017', '4855', '90865', '8809', '3115', '3118', '84640', '5144']\n", + "the key is: basalgangliadiseases\n", + "['2580', '4137', '55145', '7345', '4724', '3064', '1861', '11315', '10228', '114798', '3122', '2629', '55737', '6239', '80025', '23636', '1981', '120892', '9451', '4336', '926', '29119', '57111', '4905', '130013', '8934', '6622', '7473', '25793', '540', '9627', '7054', '27429', '1006', '56922', '644150', '65018', '3662', '2512', '8398', '952', '26058', '80704', '5071', '23400']\n", + "the key is: behcetsyndrome\n", + "['4340', '4276', '29113', '3595', '149233', '8870', '3107', '3106', '170680', '3586', '54535', '780', '3135']\n", + "the key is: bileductdiseases\n", + "['1656', '643', '120', '3592', '4126', '7132', '4853', '4664', '51300', '4790', '3595', '3930', '5890', '182', '5244', '3118', '23534', '4485', '3394', '10165', '8986', '5155', '22806', '23228', '3663', '8647', '9844', '10018', '3119', '6689', '6122']\n", + "the key is: bloodcoagulationdisorders\n", + "['8546', '2243', '5627', '84343', '3674', '2162', '2159', '7454', '2677', '2153', '3690', '3257', '2155', '2158', '3717', '3998', '388552', '3075', '90411', '84062', '2157', '26258', '2815', '2812', '2244', '5624', '2147', '11093', '948', '89781', '2165', '7450', '1675', '7066', '79803', '11234', '462', '2266', '2160', '2161']\n", + "the key is: bloodplateletdisorders\n", + "['11234', '84343', '3674', '629', '2812', '3690', '3257', '3717', '388552', '3426', '3075', '84062', '8546', '26258', '2815', '7454', '7056', '718', '11093', '89781', '54205', '4179', '81494', '7066', '79803', '948']\n", + "the key is: breastneoplasms\n", + "['83990', '53335', '11200', '2192', '672', '51592', '10884', '577', '80205', '9497', '595', '57161', '5892', '7141', '4856', '4214', '150094', '2263', '7517', '7015', '675', '22891', '5889', '4046', '5888', '4683', '208', '207', '5290', '10371', '80129', '2255', '5168', '57178', '81847', '9833', '29086', '79728', '2099', '4916']\n", + "the key is: carbohydratemetabolisminbornerrors\n", + "['374291', '4669', '56052', '6389', '189', '2998', '9382', '4125', '2592', '5373', '4126', '178', '25839', '5257', '51251', '4508', '5837', '411', '10466', '5160', '4723', '2997', '2539', '2548', '5836', '2588', '2720', '5224', '79796', '5261', '229', '7841', '3920', '85365', '2990', '2203', '10195', '5091', '4351', '1355', '2584', '91949', '91869', '5428', '2582', '5256', '2632', '57192', '5162', '4537', '686', '4728', '9380', '4247', '1798', '2799', '2517', '79158', '84572', '3423', '2538', '84342', '51204', '5255', '5213', '22845', '51422', '8813', '5236', '3141', '4540', '6448', '2683', '9526', '4758', '3425', '440138']\n", + "the key is: carcinomarenalcell\n", + "['79663', '4968', '79058', '4233', '4841', '595', '6421', '8082', '201163', '3709', '7030', '949', '2271', '55193', '11236', '2034', '7428', '5546']\n", + "the key is: cardiomyopathies\n", + "['79188', '4624', '5663', '7273', '5664', '10060', '5350', '11155', '51422', '85366', '4625', '3728', '5318', '6444', '6262', '7168', '57158', '7137', '6331', '4646', '3920', '70', '7112', '9531', '4634', '1829', '7709', '131118', '6261', '4000', '88', '1756', '7139', '7414', '7134', '6901', '859', '4607', '91624', '8557', '1832', '2070', '6442', '1824', '51778', '4633', '1674', '1837', '8048', '6389']\n", + "the key is: cardiomyopathyhypertrophic\n", + "['7273', '7139', '5350', '51422', '85366', '4625', '4624', '7168', '57158', '4646', '70', '4634', '7137', '7414', '7134', '859', '4607', '91624', '8557', '51778', '4633', '8048']\n", + "the key is: celiacdisease\n", + "['5771', '3558', '3592', '57514', '2113', '864', '3676', '10019', '5996', '389015', '2720', '84162', '10477', '1230', '3117', '1233', '6311', '8807', '7128', '167826', '2829', '23308', '9173', '59067', '4650', '5796', '25949', '5619', '57178', '116028', '8809', '4026', '60468', '5341', '1493', '29851']\n", + "the key is: cerebellarataxia\n", + "['3736', '23064', '6507', '5173', '9640', '472', '56652', '6908', '146057', '3708', '5582', '55775', '85300', '10939', '4287', '6311', '5428', '8622', '6712', '773', '23345', '785', '5521', '6314', '56997', '255928', '10528', '5080', '6310', '25814']\n", + "the key is: cerebrovasculardisorders\n", + "['2934', '2717', '4524', '5308', '3565', '241', '1946', '27072', '8938', '4538', '90627', '2153', '6263', '2921', '9445', '1636', '3184', '5144', '1008', '4535', '351', '4541', '51205', '51128', '6346', '4854', '66037', '4815', '2147', '57674', '64321', '2565', '23209', '337880', '5654', '2043', '1495', '5932', '1471', '65125', '6101', '6403', '5583', '1282', '132789', '4540', '59']\n", + "the key is: charcot-marie-toothdisease\n", + "['9927', '23095', '7879', '8898', '4747', '9516', '4359', '26353', '1959', '4000', '1778', '81857', '5376', '3236', '2705', '121512', '16', '3315', '1785', '3735', '8988', '5631', '8565', '59341', '81846', '2617', '10397']\n", + "the key is: colitisulcerative\n", + "['3458', '1001', '3394', '2768', '56946', '2308', '3554', '11315', '54361', '8209', '1601', '5734', '23308', '54546', '3127', '3579', '3717', '3577', '9966', '54535', '8764', '7422', '127281', '3586', '5307', '1611', '639', '3172', '4046', '2805', '167826', '1738', '159296', '4485', '55765', '7128', '57154', '2212', '8771', '147', '57511', '64170', '3663', '8204', '8927', '3593', '149233', '1811', '9923', '3575', '7850', '6550', '219771', '9555', '55722', '327']\n", + "the key is: colorectalneoplasms\n", + "['7486', '55892', '6447', '4089', '11221', '999', '6581', '2956', '650', '5395', '27030', '657', '5979', '7227', '324', '85415', '466', '2778', '8667', '4436', '79695', '4088', '57609', '1499', '8313', '652', '4512', '673', '4522', '862', '207', '4092', '3911', '4763', '4595', '4072', '5606', '7048', '2042', '5290', '4292', '26585']\n", + "the key is: coronaryarterydisease\n", + "['8613', '79659', '23294', '1284', '55973', '10743', '84159', '4040', '80310', '221692', '375056', '6597', '51530', '8882', '28', '6943', '7015', '4205', '55759', '217', '10400', '84722', '23293', '8997', '9992', '6387', '4018', '22808', '65264', '1282', '1952']\n", + "the key is: crohndisease\n", + "['8600', '157638', '339479', '56946', '56984', '3717', '63027', '8995', '1201', '6122', '283234', '8209', '6304', '5771', '1601', '57178', '2297', '5334', '8863', '7297', '10067', '55054', '10221', '64407', '356', '3559', '9966', '7332', '10320', '64127', '120892', '1050', '4088', '6774', '63892', '3586', '8807', '639', '22891', '5734', '3976', '8453', '677', '11262', '2646', '26191', '159296', '4485', '1788', '23308', '134288', '84619', '5155', '147', '54901', '64170', '2805', '11116', '8204', '56301', '3593', '6347', '149233', '284358', '85027', '80762', '55600', '60468', '6354', '253430', '8927', '25824']\n", + "the key is: deathsudden\n", + "['22822', '29994', '98', '11216', '6331', '6662', '7259', '3781', '23768', '284252', '2581', '859', '284217', '84441', '11278', '2099', '64848', '3764', '2890']\n", + "the key is: diabetesmellitustype\n", + "['2169792', '53335', '60685', '9559', '79571', '2888', '54602', '3087', '5078', '9223', '3667', '63892', '4853', '3636', '10239', '9861', '55323', '3767', '5122', '4544', '221895', '5167', '7297', '6833', '5506', '8622', '5789', '23101', '10363', '9905', '169026', '6517', '4760', '10644', '79068', '6928', '10296', '9370', '4535', '7466', '9055', '135154', '3643', '83795', '11132', '10253', '57624', '54469', '3172', '6934', '6480', '5937', '54536', '6927', '8872', '2184', '57118', '57104', '3630', '116985', '54901', '9479', '8638', '8462', '8567', '3784', '640', '1852', '5184', '63826', '94241', '3651', '22837']\n", + "the key is: dwarfism\n", + "['169792', '2200', '2074', '3481', '8022', '4591', '2688', '7474', '2692', '1161', '8820', '1280', '81794', '59341', '7080', '1482', '7038', '8200', '389434', '2260', '2690', '6777', '2693', '7253', '50506', '2261']\n", + "the key is: esophagealdiseases\n", + "['6657', '861', '4481', '51196', '10391', '125', '11178', '222643', '6049', '7157', '4613', '8125', '217', '57707', '51741', '283450', '23406', '80724', '51008', '1452', '7048', '4293', '85480', '5144']\n", + "the key is: exophthalmos\n", + "['2914', '4276', '4295', '11116', '23', '29113', '7253', '3119', '3118', '3710', '1493', '399', '115352']\n", + "the key is: glomerulonephritis\n", + "['8542', '23607', '5696', '6665', '1285', '7225', '22925', '4643', '4855', '3118', '3119', '3117', '8741', '8897', '3075', '81', '9526', '3123']\n", + "the key is: gout\n", + "['6446', '5289', '7369', '116085', '257397', '6014', '40', '5649', '5871', '2895', '7536', '7547', '7092']\n", + "the key is: gravesdisease\n", + "['2914', '4276', '4295', '11116', '23', '29113', '7253', '3119', '3118', '3710', '1493', '399', '115352']\n", + "the key is: headandneckneoplasms\n", + "['4340', '131', '3265', '861', '3123', '51196', '4221', '125', '595', '11178', '51079', '26278', '222643', '55504', '3117', '7157', '2304', '6049', '217', '84312', '79577', '51741', '283450', '80018', '80724', '3106', '8125', '1452', '2122', '7048', '8626', '51562', '4293', '5144', '10391']\n", + "the key is: hypothalamicdiseases\n", + "['9049', '8022', '374654', '22954', '2688', '84100', '8195', '123016', '5626', '2778', '2692', '129880', '8820', '55212', '79738', '54903', '80184', '91147', '582', '585', '6658', '2737', '583']\n", + "the key is: leukemiab-cell\n", + "['50515', '472', '5450', '694', '604', '6176', '10272', '3662', '9855', '11262', '596', '4609', '115761', '602', '25865', '3431', '254065']\n", + "the key is: leukemiamyeloid\n", + "['9321', '26511', '84936', '57082', '10499', '861', '7994', '4330', '79142', '7704', '2033', '3815', '4869', '2078', '63976', '3717', '865', '5371', '5914', '8833', '1387', '2120', '2322', '23305', '4928', '7913', '8522', '64783', '10801', '57591', '2000', '54904', '4629', '5159', '2521', '64324', '3845', '3205', '2122', '8021', '4026', '153090', '862']\n", + "the key is: lipidmetabolismdisorders\n", + "['2717', '19', '1717', '1203', '348', '411', '26580', '344', '4547', '10555', '3073', '2629', '338', '27329', '5346', '26119', '3949', '335', '8882', '80331', '224', '1200', '4000', '51128', '1201', '284119', '6609', '7391', '5476', '255738', '3931', '1509', '2720', '84823', '857', '5660', '3074', '410', '285362', '4864', '2760', '2646', '5468', '1593', '4281', '10577', '427', '2581', '5538', '4023']\n", + "the key is: livercirrhosis\n", + "['1656', '643', '3394', '5890', '4126', '7132', '4664', '51300', '4790', '57057', '3595', '3930', '3592', '3118', '23534', '5155', '22806', '23228', '3663', '9844', '8986', '3119', '6689', '6122']\n", + "the key is: livercirrhosisbiliary\n", + "['1656', '643', '3394', '5890', '4126', '7132', '4664', '51300', '4790', '3595', '3930', '3592', '3118', '23534', '5155', '22806', '23228', '3663', '9844', '8986', '3119', '6689', '6122']\n", + "the key is: lungdiseasesobstructive\n", + "['5089', '6046', '123688', '80332', '85480', '1118', '3119', '91137', '1116', '3570', '57628', '9283', '3113', '169026', '23418', '3117', '3111', '6821', '64375', '1999', '4088', '4589', '3122', '10144', '56946', '7941', '9173', '94103', '26953', '1017', '53916', '4855', '3658', '90865', '3118', '8809', '3115', '3560', '84640', '5144']\n", + "the key is: lupuserythematosus\n", + "['3112', '221527', '3119', '7917', '8341', '10125', '6775', '629', '3663', '1773', '1797', '10919', '1656', '3092', '9474', '780', '4277', '259197', '5133', '150221', '4276', '29113', '78994', '3684', '7916', '6941', '7100', '55024', '3118', '3117', '7332', '10320', '1380', '4439', '26191', '23534', '3009', '717', '29777', '8859', '3122', '64288', '639', '721', '3123', '100293534', '63940', '7918', '83648', '474354', '2113', '8870', '84547', '3106', '115509', '25780', '696', '1460', '3687', '7292', '23', '57176', '7128', '2213', '4855', '7741', '7148', '640', '1997', '10318', '283165', '286016', '1493', '11277', '720']\n", + "the key is: lymphoma\n", + "['1656', '604', '472', '4869', '29113', '4253', '3127', '843', '3118', '238', '605', '399', '4609', '64895', '673', '2531', '4791', '80184', '8301', '8028', '2213', '3119', '595', '89795']\n", + "the key is: lysosomalstoragediseases\n", + "['2717', '175', '4669', '2998', '4125', '348', '4126', '5257', '411', '2997', '5836', '2588', '2629', '2720', '4864', '2760', '5261', '1513', '10020', '2990', '51128', '6609', '2548', '5476', '6448', '5256', '57192', '3073', '5660', '3074', '410', '285362', '2799', '2517', '79158', '84572', '3423', '5255', '5236', '5224', '10577', '427', '2581', '4758', '3425']\n", + "the key is: maculardegeneration\n", + "['221527', '1001', '1524', '6785', '2074', '629', '6499', '7148', '1071', '59338', '717', '10554', '10516', '5961', '23418', '3426', '259266', '6103', '10877', '8224', '7422', '7078', '8859', '8842', '718', '24', '5978', '9709', '3075', '81579', '2165', '84839', '3990', '7936', '81494', '6048', '8797', '80864', '7439', '5654', '7099', '3078', '1471', '1797']\n", + "the key is: metabolicsyndromex\n", + "['84811', '79660', '157638', '8658', '10221', '2646', '9709', '79635', '4544', '8882', '3990', '1071', '11321', '4023']\n", + "the key is: motorneurondisease\n", + "['6606', '1639', '367', '23064', '4744', '155061', '26580', '998', '23435', '7443', '10133', '7415', '3508', '283', '23025', '54822', '57679', '538', '6647', '22920', '6311', '1804', '29978', '9217', '7074', '2521', '203228', '6607', '59341', '2617', '2733']\n", + "the key is: multiplesclerosis\n", + "['199', '221527', '7917', '64332', '3394', '3107', '10461', '3087', '629', '5460', '5594', '7132', '54806', '7148', '23498', '2315', '965', '10919', '23095', '3122', '4277', '942', '4276', '4855', '10538', '6891', '3575', '7916', '3118', '3559', '1041', '3117', '148867', '10892', '4234', '27120', '8320', '677', '717', '6565', '5747', '921', '923', '678', '116379', '5788', '8740', '54536', '3109', '7936', '868', '3106', '147', '3119', '5796', '53832', '8449', '3593', '7919', '3112', '22898', '3123', '7412', '11262', '100133941', '60468', '5341', '6774', '3127']\n", + "the key is: musculardystrophies\n", + "['7273', '9215', '2010', '7555', '4625', '22954', '6444', '5339', '9782', '10585', '1292', '10020', '1293', '4154', '2318', '9499', '4000', '8291', '8106', '23224', '1756', '1291', '29954', '859', '55624', '825', '6445', '57190', '8557', '3679', '1760', '6442', '2273', '23345', '5213', '6443']\n", + "the key is: mycobacteriuminfections\n", + "['6299', '3123', '4277', '1540', '3127', '3118', '9966', '3117', '64127', '1536', '8517', '3122', '6772', '124460', '3594', '3460', '3593', '149233', '5932', '3119', '8767', '3459']\n", + "the key is: myeloproliferativedisorders\n", + "['5159', '7158', '25', '7066', '11116', '3205', '11064', '55752', '124540', '3717', '2122', '861', '4297', '613', '2120', '2260', '9659', '54790', '26127']\n", + "the key is: nutritionalandmetabolicdiseases\n", + "['175', '5824', '969', '79571', '2998', '4125', '5078', '51204', '2243', '246778', '1071', '8504', '2760', '5346', '23025', '5091', '11321', '4436', '116985', '10157', '3481', '5897', '57624', '55215', '57827', '3074', '4306', '1512', '10165', '6446', '6048', '2538', '22845', '5236', '1184', '5649', '10111', '54602', '1629', '7486', '374291', '1584', '5871', '56945', '5160', '5836', '84320', '2395', '115352', '55323', '6891', '7916', '8443', '169026', '335', '54822', '64421', '64375', '28976', '84062', '4538', '2956', '6311', '3931', '2720', '686', '3976', '1738', '23242', '79068', '57118', '85476', '10128', '6338', '4855', '5190', '3651', '5341', '183', '2639', '3425', '4023', '4669', '56052', '23101', '23479', '4547', '9861', '5096', '6262', '2068', '221895', '10363', '4536', '6521', '6821', '53630', '26258', '1201', '10253', '5476', '6569', '1244', '857', '11232', '4683', '10666', '1234', '25949', '6340', '1236', '3952', '203228', '3242', '1758', '7092', '5830', '7917', '84811', '53335', '9559', '2177', '2888', '2113', '594', '7390', '2683', '3676', '3073', '412', '27329', '50617', '84162', '7536', '3920', '4539', '4261', '54469', '164656', '9055', '4541', '2584', '6647', '7391', '1804', '50484', '51021', '6337', '54536', '91869', '63826', '6890', '4935', '6014', '8671', '57178', '5184', '79728', '9131', '9526', '221527', '169792', '3479', '388552', '10020', '9382', '344', '411', '287', '37', '5354', '55328', '10477', '2158', '116085', '2990', '10296', '4760', '8540', '55120', '8658', '1340', '83795', '284119', '8622', '29978', '224', '5195', '4286', '540', '435', '7507', '4864', '5095', '79158', '4126', '7036', '8638', '7352', '1729', '10562', '6480', '5538', '6389', '3939', '445', '847', '257397', '291', '5257', '5395', '5996', '4277', '10554', '3592', '3118', '34', '9370', '140803', '3630', '142680', '57192', '593', '493753', '285362', '2517', '5261', '779', '493856', '114904', '5619', '5079', '6609', '4952', '2934', '11234', '3087', '275', '9409', '2110', '4508', '998', '3767', '2629', '22836', '4976', '283', '3949', '10195', '3117', '84991', '723961', '4000', '63892', '255738', '1593', '4281', '80018', '7547', '8935', '1371', '3141', '5191', '5255', '7148', '8809', '4544', '29107', '383', '3107', '1513', '4160', '6753', '4094', '2178', '7421', '249', '79796', '26119', '5993', '2073', '26191', '4512', '2263', '8546', '2591', '2895', '57829', '1509', '4439', '6934', '2581', '5009', '4514', '60685', '1233', '55423', '5696', '4008', '5192', '1504', '8625', '525', '640', '54658', '9380', '5213', '2176', '10221', '348', '11136', '7299', '8431', '25978', '5498', '10555', '5194', '472', '7074', '2670', '85365', '7508', '84343', '2896', '2189', '351', '79660', '6901', '3251', '4537', '51', '35', '3784', '3981', '7466', '59067', '6514', '55670', '189', '8462', '65125', '60468', '29851', '215', '2717', '1639', '2109', '11200', '3558', '2175', '6231', '9223', '1643', '8074', '10239', '5092', '7274', '1636', '3077', '1589', '7306', '135154', '3643', '2632', '95', '5428', '846', '5447', '181', '7128', '7389', '641', '1586', '3990', '3516', '91949', '5193', '212', '5994', '5972', '7048', '1852', '4026', '256297', '4540', '6559', '5663', '2074', '1203', '2592', '56984', '51422', '26580', '57514', '4276', '9445', '3257', '7841', '2072', '2203', '6517', '3559', '10644', '1029', '3304', '89781', '51128', '22920', '84572', '5189', '6770', '27034', '167826', '3636', '4292', '2184', '5796', '864', '5224', '79803', '5373', '7157', '3815', '7415', '2671', '23064', '6898', '1807', '4069', '26471', '2731', '4723', '2997', '36', '875', '7276', '5443', '3119', '3127', '1230', '9180', '8882', '2108', '9401', '7227', '567', '2548', '1585', '2582', '5256', '3172', '440138', '3305', '10019', '22918', '22807', '7054', '2521', '116028', '427', '94241', '5429', '64221', '4758', '3112', '64135', '4247', '389015', '5167', '430', '2778', '5122', '80331', '9479', '1200', '5162', '57104', '8675', '3122', '56652', '84823', '79635', '2235', '3109', '204', '8813', '629', '1493', '443', '5289', '19', '30061', '2187', '2065', '7297', '51251', '10466', '6519', '2539', '2588', '23435', '40', '6928', '4535', '6261', '1355', '538', '4744', '1806', '5053', '9217', '9173', '2829', '2799', '6927', '25839', '6341', '5468', '9997', '5771', '1471', '53347', '22837', '4137', '57505', '6605', '1797', '157638', '1717', '2646', '5896', '4853', '5837', '25865', '10133', '23308', '229', '4685', '9905', '2071', '3284', '4598', '1161', '6448', '3123', '2653', '5264', '5660', '65266', '185', '5937', '410', '4650', '84342', '7919', '1373', '10577', '3081', '5789', '4513', '5828', '178', '3667', '155061', '79840', '760', '717', '338', '1798', '6833', '9369', '5506', '5251', '8872', '4351', '57679', '210', '2745', '11132', '8859', '3586', '8807', '54665', '4728', '29121', '3778', '9709', '3423', '54901', '3145', '4072', '5860', '4519', '8567', '5144', '139716', '57817', '7369', '6329']\n", + "the key is: peroxisomaldisorders\n", + "['215', '5830', '5189', '4598', '5824', '847', '5194', '55670', '5828', '5191', '8443', '5193', '5264', '8540', '5190', '5195', '51', '5192', '8504', '9409']\n", + "the key is: psoriasis\n", + "['100507436', '221527', '5089', '3107', '7128', '7920', '177', '7940', '9825', '3112', '6773', '54620', '780', '717', '10554', '4276', '7297', '29113', '3127', '5980', '6941', '831', '5966', '3118', '10758', '54535', '134510', '7148', '3122', '353145', '8870', '51752', '147', '4049', '4843', '63940', '3106', '90134', '89870', '11074', '6048', '5687', '3596', '10318', '2794', '3593', '149233', '3133', '4855', '9692', '3119', '170680', '309', '7124']\n", + "the key is: purine-pyrimidinemetabolisminbornerrors\n", + "['6446', '5289', '7369', '116085', '1806', '257397', '6014', '3251', '40', '1807', '5649', '5871', '2895', '7536', '7547', '7092']\n", + "the key is: renaltubulartransportinbornerrors\n", + "['6559', '3939', '5972', '11136', '1184', '8074', '1187', '6519', '5251', '760', '7421', '5167', '1636', '6337', '65266', '6521', '3758', '142680', '6569', '7809', '525', '185', '4306', '183', '6514', '6340', '6557', '8671', '6338', '50617', '1729', '65125', '1758', '4952']\n", + "the key is: sarcoma\n", + "['8648', '1277', '11200', '2131', '2115', '2308', '7030', '221895', '2078', '2130', '6756', '7490', '6760', '2313', '5081', '79058', '23512', '1649', '5155', '2521', '6757', '8013', '5077', '727837', '5925']\n", + "the key is: spasticparaplegiahereditary\n", + "['3798', '5354', '3329', '23111', '9907', '80208', '51324', '65055', '6683', '10908', '23503', '79152', '22948', '3897', '547', '26580', '57165', '123606', '51062', '6687']\n", + "the key is: spinocerebellarataxias\n", + "['3736', '23345', '23064', '6507', '5173', '9640', '472', '56652', '6908', '146057', '3708', '5582', '55775', '10939', '4287', '6311', '5428', '8622', '6712', '773', '10528', '785', '5521', '6314', '56997', '255928', '6310', '25814']\n", + "the key is: spinocerebellardegenerations\n", + "['3736', '23345', '785', '6507', '5173', '54840', '9640', '773', '56652', '6908', '146057', '3708', '5582', '55775', '10939', '4287', '6311', '5428', '8622', '6712', '64374', '23064', '5521', '2395', '6314', '56997', '255928', '10528', '6310', '25814']\n", + "the key is: spondylarthropathies\n", + "['100507436', '10085', '147', '4276', '25949', '3107', '3593', '3837', '149233', '5966', '51752', '864', '4049', '10678', '4055', '10758', '9755', '7124']\n", + "the key is: tauopathies\n", + "['4137', '5663', '23036', '348', '5664', '55103', '10452', '10228', '25902', '1191', '2629', '2041', '10913', '51435', '4536', '4535', '351', '7305', '4336', '926', '4973', '5819', '344558', '1378', '9627', '8301', '23607', '945', '9451', '341', '3662', '274', '5071', '9846', '54209']\n", + "the key is: uvealdiseases\n", + "['4340', '1121', '4276', '29113', '3595', '4016', '149233', '8870', '4942', '3107', '780', '170680', '3586', '54535', '5080', '3106', '3135']\n", + "the key is: varicoseveins\n", + "['51438', '7247', '652', '5629', '2043', '8622', '83478', '201456', '3667', '4048', '5593', '28951', '1879', '8777', '29761', '814', '26031', '27436', '49855', '10512']\n", + "the key is: vasculitis\n", + "['4340', '4276', '80271', '29113', '3595', '149233', '8870', '3107', '780', '170680', '3586', '54535', '2212', '3106', '3135']\n" + ] + } + ], + "source": [ + "import networkx as nx\n", + "import matplotlib\n", + "matplotlib.use('Agg')\n", + "import matplotlib.pyplot as plt\n", + "import collections\n", + "import xlsxwriter\n", + "import subprocess as sp # for clear console: tmp = sp.call('clear',shell=True)\n", + "import csv\n", + "import pandas as pd\n", + "\n", + "def readInput():\n", + " G = nx.read_edgelist(\"./gene-network.tsv\")\n", + " Gc = max(nx.connected_component_subgraphs(G), key=len)\n", + " disease_file = open(\"gene-disease0.TSV\", 'r')\n", + " diseases = []\n", + " disease_dic = {}\n", + " componentDic = {}\n", + " for line in disease_file:\n", + " li = line.strip()\n", + " if not li.startswith(\"#\"):\n", + " li2 = li.split(' ',1)\n", + " disease_key = li2[0]\n", + " print (\"the key is: \"+disease_key)\n", + " disease_list = [l for l in (li2[1]).split('/')]\n", + " length = len(disease_list)\n", + " for i in range(length):\n", + " diseases.append(disease_list[i])\n", + " print (disease_list)\n", + " disease_dic.update({disease_key: disease_list})\n", + " return Gc, disease_dic,diseases\n", + "\n", + "# main code here\n", + "Gc,disease_dic,diseases=readInput()\n", + "\n", + "all_genes_in_network = set(Gc.nodes())\n", + "disease_genes = set(diseases) & all_genes_in_network\n", + "disease_genes = list(disease_genes)\n", + "all_genes_in_network = list(all_genes_in_network)\n", + "pos = nx.spring_layout(Gc)\n", + "\n", + "# nodes\n", + "nx.draw_networkx_nodes(Gc, pos,\n", + " nodelist=diseases,\n", + " node_color='r',\n", + " node_size=500,\n", + " alpha=0.8)\n", + "nx.draw_networkx_nodes(Gc, pos,\n", + " nodelist=diseases,\n", + " node_color='b',\n", + " node_size=500,\n", + " alpha=0.8)\n", + "\n", + "# edges\n", + "nx.draw_networkx_edges(Gc, pos, width=1.0, alpha=0.5)\n", + "\n", + "# Problem: some nodes don't have their position in Gc" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/topologicalFeatures.py b/topologicalFeatures.py index f819a02..e3a4e80 100644 --- a/topologicalFeatures.py +++ b/topologicalFeatures.py @@ -202,6 +202,9 @@ def readInput(): # # connectivity significance # +# My implementation is according to the definition, while by refering to the DIAMOnD algorithm +# The correct way of computing it should be changed into the follows +# # ============================================================================== from scipy.special import comb @@ -400,6 +403,8 @@ def AP(self): topoFeatures = topoFeatures.join(Modularity) topoFeatures.to_csv("allTopoFeatures.csv",index='Gene_ID',sep=',') +# ArticulationPoints data is skewed + # Notes: # 1. Due to the computational power limit and restraint of logging in through ssh, # all the above computations are only partially done. Please run the whole script @@ -419,3 +424,4 @@ def AP(self): # while it doesn't have topological properties # An inspiration: can figure out those potential disease genes and then observe if an # individual's gene bar contains that specific gene +LocalCC_norm,DegreeCen_norm,CloseCen_norm,BetweenCen_norm,EigenCen_norm,PageRank_norm,Modu_norm