{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import h5py\n", "import pickle\n", "\n", "import glob\n", "import cooler\n", "\n", "import time\n", "from datetime import timedelta\n", "\n", "import subprocess\n", "import os\n", "import itertools\n", "import scipy\n", "\n", "import seaborn as sns\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "sns.set_style('whitegrid')\n", "\n", "from copy import deepcopy as copy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import lavaburst\n", "\n", "def produce_segmentation(mtx, gamma, good_bins='default', method='modularity', max_intertad_size=3, max_tad_size=10000):\n", " \"\"\"\n", " Produces single segmentation (TADs or CDs calling) of mtx with one gamma with the algorithm provided.\n", " :param mtx: input numpy matrix\n", " :param gamma: parameter for segmentation calling\n", " :param good_bins: bool vector with length of len(mtx) with False corresponding to masked bins, 'default' is that\n", " good bins are all columns/rows with sum > 0\n", " :param method: 'modularity' (default) or 'armatus'\n", " :param max_intertad_size: max size of segmentation unit that is considered as interTAD\n", " :return: 2D numpy array where segments[:,0] are segment starts and segments[:,1] are segments end, each row corresponding to one segment\n", " \"\"\"\n", " if np.any(np.isnan(mtx)):\n", " logging.warning(\"NaNs in dataset, pease remove them first.\")\n", "\n", " if np.diagonal(mtx).sum()>0:\n", " logging.warning(\"Note that diagonal is not removed. you might want to delete it to avoid noisy and not stable results. \")\n", "\n", " if method=='modularity':\n", " score = lavaburst.scoring.modularity_score\n", " elif method=='armatus':\n", " score = lavaburst.scoring.armatus_score\n", " else:\n", " pass\n", "\n", " if good_bins=='default':\n", " good_bins = mtx.astype(bool).sum(axis=0) > 0\n", "\n", " S = score(mtx, gamma=gamma, binmask=good_bins)\n", " model = lavaburst.model.SegModel(S)\n", "\n", " segments = model.optimal_segmentation()\n", "\n", " v = segments[:,1]-segments[:,0]\n", " mask = (v>max_intertad_size) & (np.isfinite(v)) & (v[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT X\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 2R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3L\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 3R\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n", "re.compile('\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P[a-zA-z0-9_|]+)|\\\\s*(?P:)|\\\\s*(?P-)')\n", "INT 4\n" ] } ], "source": [ "balance = True\n", "\n", "for label, file in zip(labels, files):\n", " c = cooler.Cooler(file)\n", " for ch in c.chromnames:\n", " mtx = c.matrix(balance=balance).fetch(ch)\n", " datasets[label][ch] = mtx.copy()" ] }, { "cell_type": "code", "execution_count": 646, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "chrms = ['X', '2L', '2R', '3L', '3R']" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/ipykernel_launcher.py:10: RuntimeWarning: invalid value encountered in greater\n", " # Remove the CWD from sys.path while we load stuff.\n", "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/ipykernel_launcher.py:27: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2L\n", "2R\n", "3L\n", "3R\n" ] } ], "source": [ "df = pd.DataFrame(columns=['bgn','end','gamma', 'method', 'ch'])\n", "\n", "gammas = np.arange(0, 5.0, 0.01)\n", "\n", "for ch in chrms:\n", " \n", " print(ch)\n", " \n", " mtx = datasets['3-4h'][ch].copy()\n", " s = np.sum(mtx, axis=1)>1\n", " good_bins = s>0\n", " \n", " mtx[np.isnan(mtx)] = 0\n", " np.fill_diagonal(mtx, 0)\n", " mn = np.percentile(mtx[mtx>0], 1)\n", " mx = np.percentile(mtx[mtx>0], 99)\n", " mtx[mtx<=mn] = mn\n", " mtx[mtx>=mx] = mx\n", " mtx = np.log(mtx)\n", " mtx = mtx-np.min(mtx)\n", " \n", " for method in ['armatus']: #['modularity']: #['armatus']: # 'modularity', #\n", " for gamma in gammas:\n", " segments = produce_segmentation(mtx, gamma, good_bins=good_bins, \n", " method=method, max_intertad_size=2, max_tad_size=10000)\n", " df_tmp = pd.DataFrame(columns=['bgn','end','gamma','method'], index=np.arange(len(segments)))\n", " df_tmp.loc[:, ['bgn', 'end']] = segments\n", " df_tmp['gamma'] = gamma\n", " df_tmp['method'] = method\n", " df_tmp['ch'] = ch\n", "\n", " df = pd.concat([df, df_tmp])\n", " \n", "df.loc[:,'gamma'] = df.gamma.values.astype(float)\n", "df.loc[:,'bgn'] = df.bgn.values.astype(int)\n", "df.loc[:,'end'] = df.end.values.astype(int)\n", "\n", "df.loc[:, 'length'] = df.end-df.bgn\n", "\n", "df.reset_index(drop=True, inplace=True)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "df.to_csv(\"tads_armatus_10kb_0-5_0.01.csv\", sep='\\t')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "expected1 = 120000/resolution\n", "expected2 = 30000/resolution" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] } ], "source": [ "print(1)" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "#koi = [\"D_{}\".format(exp) for exp in datasets.keys()] " ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "def get_D(mtx, segmentation):\n", " \n", " l = len(mtx)\n", " segments = np.concatenate( [np.array([[0,0]]), segmentation, np.array([[l,l]])] )\n", " \n", " Ds = []\n", " for i in range(1, len(segments)-1):\n", " p1, p2, p3, p4, p5, p6 = *segments[i-1, :], *segments[i, :], *segments[i+1, :]\n", " intra = np.nansum(mtx[:p3, p3:p4]) + np.nansum(mtx[p4:, p3:p4])\n", " inter = np.nansum(mtx[p3:p4, p3:p4])\n", " D = inter/intra\n", " Ds.append(D)\n", " \n", " return(Ds)" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/pandas/core/indexing.py:357: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[key] = _infer_fill_value(value)\n", "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/pandas/core/indexing.py:537: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[item] = s\n", "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/ipykernel_launcher.py:11: RuntimeWarning: invalid value encountered in double_scalars\n", " # This is added back by InteractiveShellApp.init_path()\n" ] } ], "source": [ "method = method #'modularity'\n", "\n", "df_res = pd.DataFrame()\n", "\n", "for ch in chrms:\n", " \n", " gr = df.query(\"ch=='{}'\".format(ch)).reset_index(drop=True).groupby(['method', 'gamma']).mean().reset_index()\n", " \n", " #idx1 = np.argmin(np.abs(gr.length.values-expected1))\n", " idx2 = np.argmin(np.abs(gr.length.values-expected2)) \n", " idx = idx2\n", " \n", " opt_gamma = gr.loc[idx, 'gamma']\n", " df_tmp = df.query(\"ch=='{}'&method=='{}'&abs(gamma-{})<0.00005\".format(ch, method, opt_gamma))\n", " segments = df_tmp[['bgn', 'end']].values\n", "\n", " for exp in datasets.keys():\n", " mtx_cor = datasets[exp][ch]\n", " np.fill_diagonal(mtx_cor, 0)\n", "\n", " Ds = get_D(mtx_cor, segments)\n", " df_tmp.loc[:, \"D_{}\".format(exp)] = Ds\n", " \n", " koi = [\n", " 'D_mitotic_nuclear_cycle_1-14',\n", " 'D_nuclear_cycle_12',\n", " 'D_nuclear_cycle_13',\n", " 'D_nuclear_cycle_14',\n", " 'D_3-4h',\n", " 'D_nuclear_cycle_14_sh_zld',\n", " 'D_nuclear_cycle_14_water_injected',\n", " 'D_nuclear_cycle_14_alpha-amanitin_injected',\n", " 'D_nuclear_cycle_14_triptolide_injected'\n", " ]\n", " \n", " for x in koi:\n", " df_tmp.loc[:, 'z{}'.format(x)] = 0\n", " \n", " df_tmp.loc[:, ['z{}'.format(x) for x in koi]] = df_tmp.loc[:, koi].apply(scipy.stats.zscore, axis=1).values\n", " \n", " df_tmp.reset_index(drop=True)\n", " \n", " df_res = df_res.append(df_tmp, ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "df_res = df_res.dropna(axis=0).reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [], "source": [ "th = 5\n", "\n", "exp = '3-4h'\n", "\n", "filters = {}\n", "\n", "for ch in chrms:\n", " \n", " mtx = datasets[exp][ch]\n", "\n", " v = np.where(np.nansum(mtx, axis=1)==0)[0]\n", " v_prev = v[0]\n", " v_tmp= [[0]]\n", " for i in range(1, len(v)-1):\n", " if v[i]-v_prev2]\n", " \n", " filters[ch] = filt.copy()" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [], "source": [ "def determine_noisy(x):\n", " for bgn_f, end_f in filters[x.ch]:\n", " if x.bgn<=end_f and x.bgn>=bgn_f:\n", " return True\n", " if x.end<=end_f and x.end>=bgn_f:\n", " return True\n", " return False\n", "\n", "df_res.loc[:, \"noisy_region\"] = df_res.apply(determine_noisy, axis=1)" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [], "source": [ "#df_res.to_csv(\"../DATA/D_meanTAD30kb_10kb.csv\")" ] }, { "cell_type": "code", "execution_count": 313, "metadata": {}, "outputs": [], "source": [ "df_res = pd.read_csv(\"../DATA/D_meanTAD120kb_10kb.csv\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 318, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bgnendgammamethodchlengthnoisy_regionD_nuclear_cycle_14zD_nuclear_cycle_14
012161.09armatusX4True0.589946-0.097545
117201.09armatusX3True0.289652-0.196048
225371.09armatusX12False0.9491440.116792
337491.09armatusX12False1.0411940.506297
449631.09armatusX14False1.2112970.417864
563781.09armatusX15False1.0763230.303318
6781041.09armatusX26False1.2856210.214673
71041231.09armatusX19False1.0078370.224311
81231361.09armatusX13False0.8377270.311452
91371481.09armatusX11False0.9791750.718522
101481861.09armatusX38False2.0020330.388251
111861921.09armatusX6False0.6162900.430292
121922031.09armatusX11False1.1693830.829014
132032111.09armatusX8False0.8702180.775650
142112151.09armatusX4False0.4782050.409923
152152271.09armatusX12False1.3089720.712167
162272351.09armatusX8False0.9454320.472332
172352401.09armatusX5False0.5618970.265635
182412451.09armatusX4False0.3510340.046377
192452611.09armatusX16False1.0677060.415009
202612731.09armatusX12False1.0893390.499833
212732771.09armatusX4False0.3070751.242408
222782821.09armatusX4False0.2319541.047228
232843111.09armatusX27False1.2456970.472466
243123171.09armatusX5False0.4086810.439503
253173221.09armatusX5False0.4067190.833652
263233341.09armatusX11False0.5650400.508611
273343481.09armatusX14False0.8166880.296346
283483601.09armatusX12False0.7310920.377514
293623731.09armatusX11True0.6464700.314852
..............................
949283428551.14armatus3R21False0.7592190.479945
950285528631.14armatus3R8False0.6989540.640758
951286328761.14armatus3R13False0.6165750.577585
952287728811.14armatus3R4False0.2366000.946093
953288128871.14armatus3R6False0.6548861.041240
954288729051.14armatus3R18False1.1958301.049531
955290529131.14armatus3R8False0.8002850.582986
956291329241.14armatus3R11False0.8391320.785739
957292429321.14armatus3R8False0.7003710.587387
958293329491.14armatus3R16False0.8834880.303314
959294929561.14armatus3R7False0.5805620.471542
960295629721.14armatus3R16False0.9622730.463952
961297229821.14armatus3R10False0.8549120.511102
962298229881.14armatus3R6False0.5388860.734018
963298930001.14armatus3R11False0.9066500.618798
964300030051.14armatus3R5False0.6742580.766218
965300530211.14armatus3R16False1.0914640.411650
966302130321.14armatus3R11False0.6944490.445393
967303330471.14armatus3R14False0.8479190.521163
968304730681.14armatus3R21False1.0109230.551828
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979 rows × 9 columns

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" ], "text/plain": [ " bgn end gamma method ch length noisy_region D_nuclear_cycle_14 \\\n", "0 12 16 1.09 armatus X 4 True 0.589946 \n", "1 17 20 1.09 armatus X 3 True 0.289652 \n", "2 25 37 1.09 armatus X 12 False 0.949144 \n", "3 37 49 1.09 armatus X 12 False 1.041194 \n", "4 49 63 1.09 armatus X 14 False 1.211297 \n", "5 63 78 1.09 armatus X 15 False 1.076323 \n", "6 78 104 1.09 armatus X 26 False 1.285621 \n", "7 104 123 1.09 armatus X 19 False 1.007837 \n", "8 123 136 1.09 armatus X 13 False 0.837727 \n", "9 137 148 1.09 armatus X 11 False 0.979175 \n", "10 148 186 1.09 armatus X 38 False 2.002033 \n", "11 186 192 1.09 armatus X 6 False 0.616290 \n", "12 192 203 1.09 armatus X 11 False 1.169383 \n", "13 203 211 1.09 armatus X 8 False 0.870218 \n", "14 211 215 1.09 armatus X 4 False 0.478205 \n", "15 215 227 1.09 armatus X 12 False 1.308972 \n", "16 227 235 1.09 armatus X 8 False 0.945432 \n", "17 235 240 1.09 armatus X 5 False 0.561897 \n", "18 241 245 1.09 armatus X 4 False 0.351034 \n", "19 245 261 1.09 armatus X 16 False 1.067706 \n", "20 261 273 1.09 armatus X 12 False 1.089339 \n", "21 273 277 1.09 armatus X 4 False 0.307075 \n", "22 278 282 1.09 armatus X 4 False 0.231954 \n", "23 284 311 1.09 armatus X 27 False 1.245697 \n", "24 312 317 1.09 armatus X 5 False 0.408681 \n", "25 317 322 1.09 armatus X 5 False 0.406719 \n", "26 323 334 1.09 armatus X 11 False 0.565040 \n", "27 334 348 1.09 armatus X 14 False 0.816688 \n", "28 348 360 1.09 armatus X 12 False 0.731092 \n", "29 362 373 1.09 armatus X 11 True 0.646470 \n", ".. ... ... ... ... .. ... ... ... \n", "949 2834 2855 1.14 armatus 3R 21 False 0.759219 \n", "950 2855 2863 1.14 armatus 3R 8 False 0.698954 \n", "951 2863 2876 1.14 armatus 3R 13 False 0.616575 \n", "952 2877 2881 1.14 armatus 3R 4 False 0.236600 \n", "953 2881 2887 1.14 armatus 3R 6 False 0.654886 \n", "954 2887 2905 1.14 armatus 3R 18 False 1.195830 \n", "955 2905 2913 1.14 armatus 3R 8 False 0.800285 \n", "956 2913 2924 1.14 armatus 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3161 1.14 armatus 3R 4 False 0.465144 \n", "976 3161 3174 1.14 armatus 3R 13 False 1.258564 \n", "977 3174 3181 1.14 armatus 3R 7 False 0.692113 \n", "978 3181 3208 1.14 armatus 3R 27 False 2.220364 \n", "\n", " zD_nuclear_cycle_14 \n", "0 -0.097545 \n", "1 -0.196048 \n", "2 0.116792 \n", "3 0.506297 \n", "4 0.417864 \n", "5 0.303318 \n", "6 0.214673 \n", "7 0.224311 \n", "8 0.311452 \n", "9 0.718522 \n", "10 0.388251 \n", "11 0.430292 \n", "12 0.829014 \n", "13 0.775650 \n", "14 0.409923 \n", "15 0.712167 \n", "16 0.472332 \n", "17 0.265635 \n", "18 0.046377 \n", "19 0.415009 \n", "20 0.499833 \n", "21 1.242408 \n", "22 1.047228 \n", "23 0.472466 \n", "24 0.439503 \n", "25 0.833652 \n", "26 0.508611 \n", "27 0.296346 \n", "28 0.377514 \n", "29 0.314852 \n", ".. ... \n", "949 0.479945 \n", "950 0.640758 \n", "951 0.577585 \n", "952 0.946093 \n", "953 1.041240 \n", "954 1.049531 \n", "955 0.582986 \n", "956 0.785739 \n", "957 0.587387 \n", "958 0.303314 \n", "959 0.471542 \n", "960 0.463952 \n", "961 0.511102 \n", "962 0.734018 \n", "963 0.618798 \n", "964 0.766218 \n", "965 0.411650 \n", "966 0.445393 \n", "967 0.521163 \n", "968 0.551828 \n", "969 0.671665 \n", "970 0.759892 \n", "971 0.599994 \n", "972 0.530247 \n", "973 0.715222 \n", "974 0.575764 \n", "975 0.474239 \n", "976 0.824677 \n", "977 0.547735 \n", "978 0.388969 \n", "\n", "[979 rows x 9 columns]" ] }, "execution_count": 318, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_res[[ 'bgn', 'end', 'gamma', 'method', 'ch', 'length', 'noisy_region',\n", " 'D_nuclear_cycle_14', \n", " 'zD_nuclear_cycle_14', ]]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 242, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['X', '2L', '2R', '3L', '3R']" ] }, "execution_count": 242, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chrms" ] }, { "cell_type": "code", "execution_count": 293, "metadata": {}, "outputs": [], "source": [ "koi = [\n", " 'D_mitotic_nuclear_cycle_1-14',\n", " 'D_nuclear_cycle_12',\n", " 'D_nuclear_cycle_13',\n", " 'D_nuclear_cycle_14',\n", " 'D_3-4h',\n", " 'D_nuclear_cycle_14_sh_zld',\n", " 'D_nuclear_cycle_14_water_injected',\n", " 'D_nuclear_cycle_14_alpha-amanitin_injected',\n", " 'D_nuclear_cycle_14_triptolide_injected'\n", "]" ] }, { "cell_type": "code", "execution_count": 294, "metadata": {}, "outputs": [], "source": [ "koi_mod = ['z{}'.format(x) for x in koi]" ] }, { "cell_type": "code", "execution_count": 295, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/agalicina/anaconda3/envs/distiller-editable/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 295, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[10,7])\n", "v = df_res[koi].values\n", "sns.distplot(v[np.isfinite(v)], label='D-score')\n", "\n", "v = df_res[koi_mod].values\n", "sns.distplot(v[np.isfinite(v)], label='zD-score')\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 296, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 296, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.clustermap(df_res.loc[:, koi_mod].corr(), cmap='RdBu_r', center=0)" ] }, { "cell_type": "code", "execution_count": 297, "metadata": {}, "outputs": [], "source": [ "colors = sns.color_palette('Set1', len(koi_mod))" ] }, { "cell_type": "code", "execution_count": 298, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "979" ] }, "execution_count": 298, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df_res)" ] }, { "cell_type": "code", "execution_count": 299, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.figure()\n", "fig, axes = plt.subplots(len(koi_mod), 1, sharey=True, figsize=[5,15])\n", "\n", "v_pres = {}\n", "for i, r in df_res.iterrows():\n", " v = np.argmax(r[koi_mod].values)\n", " color = colors[v]\n", " if not v in v_pres.keys():\n", " v_pres[v] = 0\n", " axes[v].plot(r[koi_mod], label=v, color=color, alpha=0.5)\n", " else:\n", " axes[v].plot(r[koi_mod].values, color=color, alpha=0.2)\n", " v_pres[v] += 1\n", " \n", "#handles, labels = ax.get_legend_handles_labels()\n", "#labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n", "#ax[v].legend(handles, labels)\n", "\n", "for v in v_pres:\n", " axes[v].set_xticklabels([])\n", " axes[v].set_title(\"{} {}\".format(koi_mod[v], v_pres[v]))\n", " \n", "axes[-1].set_xticklabels(koi_mod, rotation=90)\n", "print('')" ] }, { "cell_type": "code", "execution_count": 300, "metadata": {}, "outputs": [], "source": [ "nk = 5" ] }, { "cell_type": "code", "execution_count": 301, "metadata": {}, "outputs": [], "source": [ "centroids, labels = scipy.cluster.vq.kmeans2(df_res[koi_mod], nk, iter=50)" ] }, { "cell_type": "code", "execution_count": 302, "metadata": {}, "outputs": [], "source": [ "df_res.loc[:, \"cluster\"] = labels" ] }, { "cell_type": "code", "execution_count": 303, "metadata": {}, "outputs": [], "source": [ "colors = sns.color_palette('rainbow', nk)\n", "colors1 = [[max(x[0]-0.2, 0), max(x[1]-0.2, 0), max(x[2]-0.2, 0)] for x in colors]" ] }, { "cell_type": "code", "execution_count": 304, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(979, 979)" ] }, "execution_count": 304, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(labels), len(df_res)" ] }, { "cell_type": "code", "execution_count": 305, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3, 4], dtype=int32)" ] }, "execution_count": 305, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(labels)" ] }, { "cell_type": "code", "execution_count": 324, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.figure()\n", "fig, axes = plt.subplots(1, 1, sharey=True, figsize=[5,int(15*1/4)])\n", "\n", "v_pres = {}\n", "v = 0\n", "for i, r in df_res.iterrows():\n", " color = colors[v]\n", " if not v in v_pres.keys():\n", " v_pres[v] = 0\n", " axes.plot(r[koi_mod], label=v, color='grey', alpha=0.1)\n", " else:\n", " axes.plot(r[koi_mod].values, color='black', alpha=0.1)\n", " v_pres[v] += 1\n", "\n", "axes.set_xticklabels(koi_mod, rotation=90)\n", "print('')" ] }, { "cell_type": "code", "execution_count": 306, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.figure()\n", "fig, axes = plt.subplots(len(centroids), 1, sharey=True, figsize=[5,int(15*nk/4)])\n", "\n", "v_pres = {}\n", "for v, (i, r) in zip(labels, df_res.iterrows()):\n", " color = colors[v]\n", " if not v in v_pres.keys():\n", " v_pres[v] = 0\n", " axes[v].plot(r[koi_mod], label=v, color=color, alpha=0.1)\n", " else:\n", " axes[v].plot(r[koi_mod].values, color=color, alpha=0.1)\n", " v_pres[v] += 1\n", " \n", "for v, c in enumerate(centroids):\n", " color = colors1[v]\n", " axes[v].plot(c, color=color, alpha=0.9, lw=2) #-np.min(df_res[koi_mod])\n", "\n", "for v in v_pres:\n", " axes[v].set_xticklabels([])\n", " axes[v].set_title(\"Cluster: {} N: {}\".format(v, v_pres[v]))\n", " \n", "axes[-1].set_xticklabels(koi_mod, rotation=90)\n", "print('')" ] }, { "cell_type": "code", "execution_count": 307, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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noisy_regionlengthch
cluster
015.011.274882422
112.014.03030333
24.011.324675231
33.013.15584477
41.014.625000216
\n", "
" ], "text/plain": [ " noisy_region length ch\n", "cluster \n", "0 15.0 11.274882 422\n", "1 12.0 14.030303 33\n", "2 4.0 11.324675 231\n", "3 3.0 13.155844 77\n", "4 1.0 14.625000 216" ] }, "execution_count": 307, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_res.groupby(\"cluster\").aggregate({'noisy_region':\"sum\", \"length\":\"mean\", 'ch':'count'})" ] }, { "cell_type": "code", "execution_count": 308, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(979, 35)" ] }, "execution_count": 308, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df_res), len(df_res.query(\"noisy_region==True\"))" ] }, { "cell_type": "code", "execution_count": 309, "metadata": {}, "outputs": [], "source": [ "colors2 = ['black' for x in range(nk)]\n", "\n", "col1 = 'blue'\n", "col2 = 'lightblue'\n", "col3 = 'green'\n", "col4 = 'yellow'\n", "col5 = 'orange'\n", "\n", "colors2[0] = col1\n", "\n", "colors2[1] = col2\n", "\n", "colors2[2] = col3\n", "\n", "colors2[3] = col4\n", "\n", "colors2[4] = col5" ] }, { "cell_type": "code", "execution_count": 310, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "method = method #'modularity' #'armatus' #\n", "\n", "ch = '3L'\n", "df_tmp = df_res.query(\"ch=='{}'\".format(ch))\n", "segments = df_tmp[['bgn', 'end']].values\n", "\n", "exp = '3-4h'\n", "mtx_cor = datasets[exp][ch]\n", "np.fill_diagonal(mtx_cor, 0)\n", "\n", "bgn = 0\n", "end = 250\n", "\n", "plt.figure(figsize=[20,20])\n", "sns.heatmap(np.log(mtx_cor[bgn:end, bgn:end]+1), \n", " cmap=\"Reds\", \n", " square=True, \n", " cbar=False, \n", " vmax=np.nanpercentile(mtx_cor, 99.9))\n", "plt.xticks([])\n", "plt.yticks([])\n", "print('')\n", "\n", "for l, seg in zip(df_tmp['cluster'].values, segments):\n", " if seg[0]bgn:\n", " plt.plot([seg[0]-bgn, seg[1]-bgn], [seg[0]-bgn, seg[0]-bgn], color=colors2[l])\n", " plt.plot([seg[1]-bgn, seg[1]-bgn], [seg[0]-bgn, seg[1]-bgn], color=colors2[l])\n", " \n", " #plt.plot([seg[0], seg[0]+1], [seg[0], seg[0]], color='blue')\n", " #plt.plot([seg[1], seg[1]], [seg[1]-1, seg[1]], color='blue')" ] }, { "cell_type": "code", "execution_count": 770, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nuclear_cycle_13', 'nuclear_cycle_14_sh_zld', 'nuclear_cycle_12', '3-4h', 'mitotic_nuclear_cycle_1-14', 'nuclear_cycle_14_water_injected', 'nuclear_cycle_14', 'nuclear_cycle_14_alpha-amanitin_injected', 'nuclear_cycle_14_triptolide_injected'])" ] }, "execution_count": 770, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datasets.keys()" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "method = method #'modularity' #'armatus' #\n", "\n", "ch = '3L'\n", "df_tmp = df_res.query(\"ch=='{}'\".format(ch))\n", "segments = df_tmp[['bgn', 'end']].values\n", "\n", "exp = 'nuclear_cycle_12'\n", "mtx_cor = datasets[exp][ch]\n", "np.fill_diagonal(mtx_cor, 0)\n", "\n", "bgn = 2000\n", "end = 3000\n", "\n", "plt.figure(figsize=[20,20])\n", "sns.heatmap(np.log(mtx_cor[bgn:end, bgn:end]+1), \n", " cmap=\"Reds\", \n", " square=True, \n", " cbar=False, \n", " vmax=np.nanpercentile(mtx_cor, 99.9))\n", "plt.xticks([])\n", "plt.yticks([])\n", "print('')\n", "\n", "for l, seg in zip(df_tmp['cluster'].values, segments):\n", " if seg[0]bgn:\n", " plt.plot([seg[0]-bgn, seg[1]-bgn], [seg[0]-bgn, seg[0]-bgn], color=colors2[l])\n", " plt.plot([seg[1]-bgn, seg[1]-bgn], [seg[0]-bgn, seg[1]-bgn], color=colors2[l])\n", " \n", " #plt.plot([seg[0], seg[0]+1], [seg[0], seg[0]], color='blue')\n", " #plt.plot([seg[1], seg[1]], [seg[1]-1, seg[1]], color='blue')" ] }, { "cell_type": "code", "execution_count": 312, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "method = method\n", "opt_gamma = 125\n", "\n", "ch = '3L'\n", "df_tmp = df_res.query(\"ch=='{}'\".format(ch))\n", "segments = df_tmp[['bgn', 'end']].values\n", "\n", "exp1 = '3-4h'\n", "exp2 = 'nuclear_cycle_12'\n", "\n", "mtx_cor = datasets[exp1][ch] - datasets[exp2][ch]\n", "np.fill_diagonal(mtx_cor, 0)\n", "\n", "end = 350\n", "\n", "plt.figure(figsize=[20,20])\n", "sns.heatmap(mtx_cor[0:end, 0:end], \n", " cmap=\"RdBu_r\", \n", " square=True, \n", " cbar=True)\n", "plt.xticks([])\n", "plt.yticks([])\n", "print('')\n", "\n", "for l, seg in zip(df_tmp['cluster'].values, segments):\n", " if seg[0]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "method = method #'modularity' #'armatus' #\n", "\n", "ch = '2R'\n", "df_tmp = df_res.query(\"ch=='{}'\".format(ch))\n", "segments = df_tmp[['bgn', 'end']].values\n", "\n", "exp = '3-4h'\n", "mtx_cor = datasets[exp][ch]\n", "np.fill_diagonal(mtx_cor, 0)\n", "\n", "bgn = 0\n", "end = 1000\n", "\n", "plt.figure(figsize=[20,20])\n", "sns.heatmap(np.log(mtx_cor[bgn:end, bgn:end]+1), \n", " cmap=\"Reds\", \n", " square=True, \n", " cbar=False, \n", " vmax=np.nanpercentile(mtx_cor, 99.9))\n", "plt.xticks([])\n", "plt.yticks([])\n", "print('')\n", "\n", "for l, seg in zip(df_tmp['cluster'].values, segments):\n", " if seg[0]bgn:\n", " plt.plot([seg[0]-bgn, seg[1]-bgn], [seg[0]-bgn, seg[0]-bgn], color=colors2[l])\n", " plt.plot([seg[1]-bgn, seg[1]-bgn], [seg[0]-bgn, seg[1]-bgn], color=colors2[l])\n", " \n", " #plt.plot([seg[0], seg[0]+1], [seg[0], seg[0]], color='blue')\n", " #plt.plot([seg[1], seg[1]], [seg[1]-1, seg[1]], color='blue')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1 import host_subplot\n", "import mpl_toolkits.axisartist as AA\n", "import matplotlib.pyplot as plt\n", "\n", "for method in [method]: #,'armatus' ]: # \n", "\n", " gr_mean = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).mean().reset_index().sort_values(['method', 'gamma'])\n", " #gr_median = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).median().reset_index().sort_values(['method', 'gamma'])\n", " gr_count = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).count().reset_index().sort_values(['method', 'gamma'])\n", " gr_cov = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).sum().reset_index().sort_values(['method', 'gamma'])\n", "\n", "\n", " plt.figure(figsize=[10,5])\n", " host = host_subplot(111, axes_class=AA.Axes)\n", "\n", " par1 = host.twinx()\n", " par2 = host.twinx()\n", "\n", " offset = 70\n", " new_fixed_axis = par1.get_grid_helper().new_fixed_axis\n", " par1.axis[\"left\"] = new_fixed_axis(loc=\"left\",\n", " axes=par1,\n", " offset=(-offset, 0))\n", "\n", "\n", " offset = 120\n", " new_fixed_axis = par2.get_grid_helper().new_fixed_axis\n", " par2.axis[\"left\"] = new_fixed_axis(loc=\"left\",\n", " axes=par2,\n", " offset=(-offset, 0))\n", "\n", " host.set_xlabel(\"Gamma\")\n", " host.set_ylabel(\"Mean\")\n", " par1.set_ylabel(\"Coverage\")\n", " par2.set_ylabel(\"Count\")\n", "\n", " p1, = host.plot(gr_mean.gamma, gr_mean.length, label=\"{} mean\".format(method))\n", " p1, = host.plot([0,200], [expected, expected], color=p1.get_color())\n", " p1, = host.plot([0,200], [6, 6], color=p1.get_color())\n", " p2, = par1.plot(gr_cov.gamma, gr_cov.length, label=\"{} coverage\".format(method))\n", " p3, = par2.plot(gr_count.gamma, gr_count.length, label=\"{} count\".format(method))\n", "\n", " host.set_ylim([0,50])\n", " \n", " host.axis[\"left\"].label.set_color(p1.get_color())\n", " par1.axis[\"left\"].label.set_color(p2.get_color())\n", " par2.axis[\"left\"].label.set_color(p3.get_color())\n", "\n", " plt.title(method)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "expected = 120000/resolution" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1 import host_subplot\n", "import mpl_toolkits.axisartist as AA\n", "import matplotlib.pyplot as plt\n", "\n", "for method in [ 'armatus']: #,'armatus' ]: # \n", "\n", " gr_mean = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).mean().reset_index().sort_values(['method', 'gamma'])\n", " #gr_median = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).median().reset_index().sort_values(['method', 'gamma'])\n", " gr_count = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).count().reset_index().sort_values(['method', 'gamma'])\n", " gr_cov = df.query('method==\"{}\"'.format(method)).groupby(['gamma', 'method']).sum().reset_index().sort_values(['method', 'gamma'])\n", "\n", "\n", " plt.figure(figsize=[10,5])\n", " host = host_subplot(111, axes_class=AA.Axes)\n", "\n", " par1 = host.twinx()\n", " par2 = host.twinx()\n", "\n", " offset = 70\n", " new_fixed_axis = par1.get_grid_helper().new_fixed_axis\n", " par1.axis[\"left\"] = new_fixed_axis(loc=\"left\",\n", " axes=par1,\n", " offset=(-offset, 0))\n", "\n", "\n", " offset = 120\n", " new_fixed_axis = par2.get_grid_helper().new_fixed_axis\n", " par2.axis[\"left\"] = new_fixed_axis(loc=\"left\",\n", " axes=par2,\n", " offset=(-offset, 0))\n", "\n", " host.set_xlabel(\"Gamma\")\n", " host.set_ylabel(\"Mean\")\n", " par1.set_ylabel(\"Coverage\")\n", " par2.set_ylabel(\"Count\")\n", "\n", " p1, = host.plot(gr_mean.gamma, gr_mean.length, label=\"{} mean\".format(method))\n", " p1, = host.plot([0,5], [expected, expected], color=p1.get_color())\n", " p1, = host.plot([0,5], [6, 6], color=p1.get_color())\n", " p2, = par1.plot(gr_cov.gamma, gr_cov.length, label=\"{} coverage\".format(method))\n", " p3, = par2.plot(gr_count.gamma, gr_count.length, label=\"{} count\".format(method))\n", "\n", " host.set_ylim([0,50])\n", " \n", " host.axis[\"left\"].label.set_color(p1.get_color())\n", " par1.axis[\"left\"].label.set_color(p2.get_color())\n", " par2.axis[\"left\"].label.set_color(p3.get_color())\n", "\n", " plt.title(method)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp = '3-4h'\n", "ch = '2R'\n", "mtx_cor = datasets[exp][ch].copy()\n", "np.fill_diagonal(mtx_cor, 0)\n", "\n", "end = 1000\n", "\n", "plt.figure(figsize=[20,20])\n", "sns.heatmap(np.log(mtx_cor[0:end, 0:end]+1), \n", " cmap=\"Reds\", \n", " square=True, \n", " cbar=False, \n", " vmax=np.nanpercentile(mtx_cor, 99.9))\n", "plt.xticks([])\n", "plt.yticks([])\n", "print('')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.785801542546238" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nanmean(mtx_cor)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (distiller-editable)", "language": "python", "name": "distiller-editable" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }