5516 lines (5515 with data), 2.1 MB

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Applications/anaconda3/envs/kidney/bin/python'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys\n",
    "sys.executable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from bs4 import BeautifulSoup\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "import pandas as pd\n",
    "import os\n",
    "import re\n",
    "import json\n",
    "import openslide\n",
    "from matplotlib import pyplot as plt\n",
    "import cv2\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../slideslicer/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from extract_rois_svs_xml import RoiReader, extract_rois_svs_xml, get_threshold_tissue_mask\n",
    "from slideutils import (plot_contour, get_median_color, get_thumbnail_magnification,\n",
    "#                        get_img_bbox, get_rotated_highres_roi, get_uniform_tiles,\n",
    "#                        get_contour_centre, clip_roi_wi_bbox,\n",
    "                        read_roi_patches_from_slide,\n",
    "                       convert_mask2contour, \n",
    "                        get_roi_dict,\n",
    "                       sample_points_wi_contour)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "The histologic slides are huge. Loading a whole slide into memory might be not the best idea. Here we use some tricks to sample tissue based on hand-labelled features as well as grid sampling in combination with color thresholding (to remove blank space)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read XML ROI, convert, and save as JSON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# fnxml  = \"/Users/dlituiev/repos/kidney_histopath/data/raw/f7f931a5cf3185a385e9aa34e6e9a566fc88000c.xml\"\n",
    "fnxml  = \"/Users/dlituiev/repos/kidney_histopath/data/raw/7b1f872d00041bfa4a316bb765e596f9be05931d.xml\"\n",
    "fnsvs = re.sub(\".xml$\", \".svs\", fnxml)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/dlituiev/repos/kidney_histopath/data/raw/7b1f872d00041bfa4a316bb765e596f9be05931d.svs'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fnsvs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/dlituiev/repos/kidney_histopath/data/raw/f7f931a5cf3185a385e9aa34e6e9a566fc88000c.svs\r\n"
     ]
    }
   ],
   "source": [
    "!ls  /Users/dlituiev/repos/kidney_histopath/data/raw/f7f931a5cf3185a385e9aa34e6e9a566fc88000c.svs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/dlituiev/repos/kidney_histopath/data/raw/7b1f872d00041bfa4a316bb765e596f9be05931d'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.sub(\".svs$\", \"\", re.sub(\".xml$\", \"\", fnxml))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counts of roi names\n",
      "infl      14\n",
      "tissue     4\n",
      "dtype: int64\n",
      "counts of roi names after removing empty chunks\n",
      "infl      14\n",
      "tissue     2\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "rreader = RoiReader(fnxml, threshold_tissue=True, save=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(rreader.load_thumbnail())\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x108766048>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rreader.plot(labels=False)\n",
    "plt.legend(loc='upper left')#, bbox_to_anchor=(1, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from shapely.geometry import Point, Polygon, MultiPoint, asMultiPoint, MultiPolygon, box\n",
    "from shapely.affinity import rotate\n",
    "\n",
    "class CentredRectangle(Polygon):\n",
    "    def __init__(self, xc, yc, w, h):\n",
    "        halfw = w/2\n",
    "        halfh = h/2\n",
    "        super(CentredRectangle, self).__init__(\n",
    "                [(xc - halfw, yc - halfh),\n",
    "                 (xc - halfw, yc + halfh),\n",
    "                 (xc + halfw, yc + halfh),\n",
    "                 (xc + halfw, yc - halfh),\n",
    "                ]\n",
    "        )\n",
    "        return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simulate_sampling(points, size, n=None):\n",
    "    '''returns rectangles of given size sampled with centres at given by points'''\n",
    "    if isinstance(size, int):\n",
    "        w = h = size\n",
    "    else:\n",
    "        w, h = size\n",
    "    return MultiPolygon([CentredRectangle(*np.asarray(p.centroid).tolist(), w,h) for p in points[:n]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 711,
   "metadata": {},
   "outputs": [],
   "source": [
    "import slideutils as slu\n",
    "\n",
    "def sample_grid(w,h, n_points=None, spacing=None, angle=None):\n",
    "    if (n_points is None) and (spacing is None):\n",
    "        raise ValueError('either `spacing` or `n_points` must be specified')\n",
    "    ar = w/h\n",
    "    \n",
    "    if spacing is not None:\n",
    "        w_ = h_ = spacing\n",
    "#         n_w = int(np.round(w/dw))\n",
    "#         n_h = int(np.round(h/dh))\n",
    "#         if angle:\n",
    "#             dw *= np.cos(angle)\n",
    "#         if angle:\n",
    "#             fh =  -np.sin(angle)\n",
    "#             fw = (np.cos(angle))\n",
    "#         else:\n",
    "#             fh = 1.0\n",
    "# #             fw = 1.0\n",
    "        \n",
    "#         print('fh', fh)\n",
    "#         print('h_/fh', h_/fh)\n",
    "#         print('fw', fw)\n",
    "#         print('w_/fw', w_/fw)\n",
    "        xs = w_/2 + np.arange(0, w+w_, int(w_))\n",
    "        ys = w_/2 + np.arange(0, h+h_, int(h_))\n",
    "        n_w = len(xs)\n",
    "        n_h = len(ys)\n",
    "    elif (n_points is not None):\n",
    "        n_w = int(np.round(np.sqrt( n_points * ar)))\n",
    "        n_h = int(np.round(np.sqrt( n_points/ ar) ))\n",
    "        print(n_w, n_h)\n",
    "        xs = np.linspace(0, w, n_w)\n",
    "        ys = np.linspace(0, h, n_h)\n",
    "        w_ = w/n_w\n",
    "        h_ = h/n_h\n",
    "        \n",
    "    X, Y = np.meshgrid(xs, ys)\n",
    "    \n",
    "    if angle:\n",
    "        rot = np.asarray([[np.cos(angle), -np.sin(angle)],\n",
    "                   [np.sin(angle), np.cos(angle)]])\n",
    "#         factor_h = dh * np.cos(90-angle)\n",
    "#         print('factor_h', factor_h)\n",
    "        dw =  w_ *(1-np.cos(angle))\n",
    "        dh =  w_ * np.sin(angle)\n",
    "#         fh =  np.sin(angle)\n",
    "# #         print('fw', 1-np.cos(angle))\n",
    "# #         print('w', w_ )\n",
    "        print('dw', dw)\n",
    "#         print('dw', dw, 'fh', fh)\n",
    "# #         np.mod(dw_ * np.arange(n_w), w_)\n",
    "# #         X =  np.mod(dw * np.arange(n_w), w_)[np.newaxis, ...] + X\n",
    "# #         print((dw * np.arange(n_w)))\n",
    "        X =  np.mod(dw * np.arange(n_h), w_)[..., np.newaxis,] + X\n",
    "#         Y =  fh * Y\n",
    "#     print('X', X.shape, 'Y', Y.shape)\n",
    "    points = np.c_[X.ravel(), Y.ravel()]\n",
    "    return points\n",
    "\n",
    "def sample_points(cnt, n_points=None, spacing=None, \n",
    "                  mode='uniform_random', ):\n",
    "    '''efficiently sample point within an oblong contour'''\n",
    "    if (n_points is None) and (spacing is None):\n",
    "        raise ValueError('either `spacing` or `n_points` must be specified')\n",
    "    \n",
    "    if isinstance(cnt, Polygon):\n",
    "        pg = cnt\n",
    "    else:\n",
    "        pg = Polygon(cnt)\n",
    "    center, sz, angle_ = cv2.minAreaRect(np.asarray(pg.boundary, dtype=int))\n",
    "    print('size', sz)\n",
    "    print('angle', angle_)\n",
    "    w, h = sz\n",
    "    \n",
    "    if n_points is None:\n",
    "        n_points = h*w/spacing**2 \n",
    "    \n",
    "    pg_rot = rotate(pg, -angle_)\n",
    "    x0,y0, x1, y1 = pg_rot.bounds\n",
    "    \n",
    "    # calculate area ratio and increment number of sampled points accordingly\n",
    "    area_ratio = pg_rot.area/Polygon([(x0,y0), (x0,y1), (x1,y1), (x1, y0)]).area\n",
    "    n_points = int(np.ceil(n_points/area_ratio))\n",
    "    \n",
    "    if mode == 'grid':\n",
    "        points_rot = sample_grid(w,h, n_points=n_points, spacing=spacing, angle=angle_)\n",
    "        \n",
    "        points_rot = points_rot + np.r_[x0, y0]\n",
    "    elif mode == 'rotated_grid':\n",
    "        points_rot = sample_grid(w,h, n_points=n_points, spacing=spacing)\n",
    "        points_rot = points_rot + np.r_[x0, y0]\n",
    "    elif mode == 'uniform_random':\n",
    "        points_rot = np.random.rand(n_points, 2) * np.r_[w, h] + np.r_[x0, y0]\n",
    "    else:\n",
    "        raise ValueError('unknown mode:%s' % mode)\n",
    "        \n",
    "#     print('len', len(points_rot))\n",
    "    points_rot = MultiPoint(asMultiPoint(points_rot))\n",
    "#     print(points_rot.bounds, pg_rot.bounds)\n",
    "#     return points_rot\n",
    "#     points_rot = points_rot.intersection(pg_rot)\n",
    "    points_rot = (pg_rot) & points_rot\n",
    "#     points_rot = MultiPoint([pp for pp in points_rot if (pp&pg_rot).area>0])\n",
    "#     return points_rot\n",
    "    points = rotate(points_rot, angle_)\n",
    "    return points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 642,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<shapely.geometry.polygon.InteriorRingSequence at 0x1256edf28>"
      ]
     },
     "execution_count": 642,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pg.interiors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 585,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size (14480.4619140625, 3795.40771484375)\n",
      "angle -76.0216293334961\n"
     ]
    }
   ],
   "source": [
    "spacing = 512\n",
    "pg = rreader.df.iloc[-2]['polygon']\n",
    "center, sz, angle_ = cv2.minAreaRect(np.asarray(pg.boundary, dtype=int))\n",
    "print('size', sz)\n",
    "print('angle', angle_)\n",
    "w, h = sz\n",
    "\n",
    "# if n_points is None:\n",
    "#     n_points = h*w/spacing**2 \n",
    "\n",
    "pg_rot = rotate(pg, -angle_)\n",
    "x0,y0, x1, y1 = pg_rot.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 477,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1878.272173369216, 23396.015514303042, 16358.091430184066, 27191.275411818315)"
      ]
     },
     "execution_count": 477,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pg_rot.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 602,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dw 941.6046228871437\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.multipoint.MultiPointAdapter at 0x12344cc18>"
      ]
     },
     "execution_count": 602,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angle = 10\n",
    "points = (sample_grid(14480.4619140625, 3795.40771484375, n_points=None, spacing=512, angle=angle))\n",
    "rot = np.asarray([[np.cos(angle), -np.sin(angle)],\n",
    "           [np.sin(angle), np.cos(angle)]])\n",
    "\n",
    "asMultiPoint(points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 595,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([28,  7])"
      ]
     },
     "execution_count": 595,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(points.max(0)//512).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 603,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_, y_ = np.matmul(rot, points.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 604,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-429.60462288714365"
      ]
     },
     "execution_count": 604,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_[1] - x_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 605,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.multipoint.MultiPointAdapter at 0x123434e10>"
      ]
     },
     "execution_count": 605,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asMultiPoint(np.c_[x_, y_])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "metadata": {},
   "outputs": [],
   "source": [
    "# asMultiPoint(np.c_[np.mod(x_, h), np.mod(y_, w)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 521,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h_ 512\n",
      "h_/fh -687.1439496124566\n",
      "dw 853.4722875659581 fh 0.7451131604793488\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "()"
      ]
     },
     "execution_count": 521,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asMultiPoint(sample_grid(14480.4619140625, 3795.40771484375, n_points=None, spacing=512, angle=40)).bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 472,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6062.86917293233, 17968.58984375, 12125.73834586466, 31988.039062500004)"
      ]
     },
     "execution_count": 472,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rreader.df.iloc[-2]['polygon'].bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 717,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size (14480.4619140625, 3795.40771484375)\n",
      "angle -76.0216293334961\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.multipoint.MultiPoint at 0x124671710>"
      ]
     },
     "execution_count": 717,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points = sample_points(rreader.df.iloc[-2]['polygon'], spacing=512, \n",
    "#                        mode='grid' \n",
    "                      )\n",
    "points\n",
    "# simulate_sampling(points, 512, n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 696,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# pp = points[0]\n",
    "# isinstance(pg & pp, Point)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 722,
   "metadata": {},
   "outputs": [
    {
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16358.091430184066,25139.604020981977 L 16342.172735265302,25075.65478916178 L 16262.38412937807,25027.604507153126 L 16214.628044621777,24835.75681169254 L 16262.57926067148,24755.90863006081 L 16182.985786077661,24436.162470959836 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x123442fd0>"
      ]
     },
     "execution_count": 722,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rreader.df.iloc[-2]['polygon']\n",
    "pg_rot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 661,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5846.467649737013, 18526.645288326075, 11583.68895545652, 32060.53403179242)"
      ]
     },
     "execution_count": 661,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 662,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6062.86917293233, 17968.58984375, 12125.73834586466, 31988.039062500004)"
      ]
     },
     "execution_count": 662,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rreader.df.iloc[-2]['polygon'].bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 649,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "298.6828584986479"
      ]
     },
     "execution_count": 649,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "6062.86917293233- 5764.186314433682"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 650,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "616.7266098331602"
      ]
     },
     "execution_count": 650,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "18585.31645358316 - 17968.58984375"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 655,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5764.186314433682, 31081.448023854686, 5764.186314433682, 31081.448023854686)"
      ]
     },
     "execution_count": 655,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min((p.bounds for p in points))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 663,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" />"
      ],
      "text/plain": [
       "<shapely.geometry.collection.GeometryCollection at 0x1258c0630>"
      ]
     },
     "execution_count": 663,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Point(5764.186314433682, 31081.448023854686) & pg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 741,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_points = 1000\n",
    "pg = Polygon(rreader.df.iloc[-2]['vertices'])\n",
    "\n",
    "\n",
    "center, sz, angle_ = cv2.minAreaRect(np.asarray(pg.boundary, dtype=int))\n",
    "pg_rot = rotate(pg, -angle_)\n",
    "x0,y0, x1, y1 = pg_rot.bounds\n",
    "w, h = sz\n",
    "points_rand = np.random.rand(n_points, 2) * np.r_[w, h] + np.r_[x0, y0]\n",
    "points_rand = asMultiPoint(points_rand).intersection(pg_rot)\n",
    "# points_rand = rotate(points_rand, angle_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 747,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9512.235046731068, 25241.088949270426, 9512.235046731068, 25241.088949270426)"
      ]
     },
     "execution_count": 747,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pg.centroid.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 748,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9405.65234375, 25031.05859375)"
      ]
     },
     "execution_count": 748,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pg.boundary\n",
    "sz\n",
    "center"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 757,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 757,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# points[:100]\n",
    "points = MultiPoint([pp for pp in points if isinstance(pg & pp, Point)])\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from descartes import PolygonPatch\n",
    "fig, ax = plt.subplots(1, figsize=(12,5))\n",
    "# ax.imshow(patch)\n",
    "# for _, pp_ in prois.iterrows():\n",
    "#     print(pp_['name'])\n",
    "#     pp = pp_.polygon\n",
    "\n",
    "# ax.add_patch(PolygonPatch(rreader.df.iloc[-2]['polygon'], fc=(1,0,0,0.05), ec=(1,0,0,1), lw=2))\n",
    "ax.add_patch(PolygonPatch(pg_rot, fc=(1,0,0,0.05), ec=(1,0,0,1), lw=2))\n",
    "ax.add_patch(PolygonPatch(CentredRectangle(*(9100, 25300), *sz), fc=(0,1,0,0.05), ec=(0,1,0,1), lw=2))\n",
    "\n",
    "# ax.add_patch(PolygonPatch(points.buffer(20), fc=(0,1,1,1), ec=(0.2,0.5,0.5,1), lw=2))\n",
    "ax.relim()\n",
    "ax.autoscale_view()\n",
    "ax.axis('equal')\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 689,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size (55685.015625, 4086.0322265625)\n",
      "angle -50.3886604309082\n"
     ]
    },
    {
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x12307e278>"
      ]
     },
     "execution_count": 689,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# points = sample_points(rreader.df.iloc[-2]['vertices'], spacing=512, mode='grid')\n",
    "points = sample_points(rreader.df.iloc[-1]['vertices'], spacing=512, mode='rotated_grid')\n",
    "# print(len(points))\n",
    "# print(points.bounds)\n",
    "simulate_sampling(points, 512, n=50)\n",
    "# points[:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.multipoint.MultiPoint"
      ]
     },
     "execution_count": 436,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# points = sample_points(rreader.df.iloc[-1]['vertices'], spacing=512, mode='grid')\n",
    "# asMultiPoint(points[:500])\n",
    "type(MultiPoint(points))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(422.05764152706956, -289.84711009186833)"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angle = -76\n",
    "dw = dh = 512\n",
    "dw_ =  dw * np.cos(angle)\n",
    "dh_ =  dw * np.sin(angle)\n",
    "dw_, dh_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size (55685.015625, 4086.0322265625)\n",
      "angle -50.3886604309082\n",
      "dw 512\n",
      "624\n"
     ]
    },
    {
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x122ee0cf8>"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points = sample_points(rreader.df.iloc[-1]['vertices'], spacing=512, mode='rotated_grid')\n",
    "print(len(points))\n",
    "simulate_sampling(points, 512, n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 624,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x124e81898>"
      ]
     },
     "execution_count": 624,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points[:10].buffer(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1000: '74.3 ms ± 4.33 ms',\n",
       " 5000: '365 ms ± 20 ms',\n",
       " 10000: '697 ms ± 21.9 ms',\n",
       " 20000: '1480 ms ± 53.3 ms'}"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{1000:'74.3 ms ± 4.33 ms',\n",
    " 2000: '148 ms ± 9.26 ms'\n",
    " 5000: '365 ms ± 20 ms',\n",
    " 10000: '697 ms ± 21.9 ms',\n",
    " 20000: '1480 ms ± 53.3 ms',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\mu$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "148 ms ± 9.26 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "points = sample_points(rreader.df.iloc[-1]['vertices'], n_points=2000)\n",
    "# points.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    # Mac\n",
    "    !brew install spatialindex\n",
    "    !pip install rtree\n",
    "    \n",
    "    # Linux\n",
    "    curl -L https://github.com/libspatialindex/libspatialindex/archive/1.8.5.tar.gz | tar xz\n",
    "    cd spatialindex-src-1.8.5\n",
    "    ./configure\n",
    "    make\n",
    "    sudo make install\n",
    "    sudo ldconfig\n",
    "    \n",
    "    # Linux subsystem / Windows 10\n",
    "    sudo apt install libspatialindex-dev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pg = Polygon(rreader.df.iloc[-1]['vertices'])\n",
    "x0,y0, x1, y1 = pg_rot.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 725,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_points = 1000\n",
    "pg = Polygon(rreader.df.iloc[-1]['vertices'])\n",
    "x0,y0, x1, y1 = pg_rot.bounds\n",
    "\n",
    "center, sz, angle_ = cv2.minAreaRect(np.asarray(pg.boundary, dtype=int))\n",
    "pg_rot = rotate(pg, 90-angle_)\n",
    "w, h = sz\n",
    "points_rand = np.random.rand(n_points, 2) * np.r_[w, h] + np.r_[x0, y0]\n",
    "points_rand = asMultiPoint(points_rand).intersection(pg_rot)\n",
    "points_rand = rotate(points_rand, angle_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Point?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pg_rot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "points_rand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "pg_rot = rotate(pg, -angle_)\n",
    "x0,y0, x1, y1 = pg_rot.bounds\n",
    "w_pg_rot = x1 - x0\n",
    "h_pg_rot = y1 - y0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<shapely.geometry.polygon.InteriorRingSequence at 0x120185198>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pg.interiors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "42.4 ms ± 6.45 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "asMultiPoint(points).intersection(pg)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from rtree.index import Rtree, Index\n",
    "\n",
    "# idx = Index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "698 ms ± 30.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "pg = Polygon(rreader.df.iloc[-1]['vertices'])\n",
    "pt_mask = [Point(pt).within(pg) for pt in points]\n",
    "points[pts].shape\n",
    "# np.mean(pt_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MultiPoint([Point(pt) for pt in points]).within(pg)\n",
    "# pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.multipoint.MultiPointAdapter at 0x12032fe80>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(726, 2)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points[pts].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 616,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "key must be an index or slice",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-616-5ecefd47c9fe>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoints\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoints\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m plt.plot([x[0] for x in rreader.df.iloc[-1]['vertices']],\n\u001b[1;32m      3\u001b[0m         [x[1] for x in rreader.df.iloc[-1]['vertices']], c='r')\n",
      "\u001b[0;32m/Applications/anaconda3/envs/kidney/lib/python3.6/site-packages/shapely/geometry/base.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m    828\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    829\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 830\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgeoms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    831\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    832\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Applications/anaconda3/envs/kidney/lib/python3.6/site-packages/shapely/geometry/base.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    930\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__p__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    931\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 932\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"key must be an index or slice\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    933\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    934\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: key must be an index or slice"
     ]
    }
   ],
   "source": [
    "plt.scatter(points[:,0], points[:,1])\n",
    "plt.plot([x[0] for x in rreader.df.iloc[-1]['vertices']],\n",
    "        [x[1] for x in rreader.df.iloc[-1]['vertices']], c='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "slide = rreader.slide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20.6 ms ± 2.54 ms per loop (mean ± std. dev. of 7 runs, 50 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit -n 50\n",
    "img_ = rreader.get_patch(11880, 21700, 512, target_subsample=30)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "timing_get_patch = \"\"\"1 : 33.3 ms ± 1.56 ms,\n",
    "    2 : 40.6 ms ± 1.47 ms,\n",
    "    4 : 16.9 ms ± 1.17 ms,\n",
    "    6 : 17.2 ms ± 0.74 ms,\n",
    "    8 : 18.3 ms ± 1.53 ms,\n",
    "    10: 17.4 ms ± 0.83 ms,\n",
    "    12: 17.7 ms ± 0.70 ms,\n",
    "    16: 16.4 ms ± 1.25 ms,\n",
    "    20: 18.4 ms ± 2.08 ms,\n",
    "    24: 16 ms ± 1.09 ms,\n",
    "    30: 15.7 ms ± 0.96 ms\n",
    "    32: 17 ms ± 1.43 ms\"\"\"\n",
    "timing_get_patch = [x.strip(',').strip().split(':') for x in timing_get_patch.split('\\n')]\n",
    "timing_get_patch = {int(kk.strip()):vv.strip().split(' ± ') for kk,vv in timing_get_patch}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "timing_get_patch = pd.DataFrame(timing_get_patch,\n",
    "                               ).T.applymap(lambda x: float(x.replace('ms', '').strip()))\n",
    "timing_get_patch.columns = ['mean', 'stderr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10e64e080>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(timing_get_patch.index, timing_get_patch['mean'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "    1: 8.23 ms ± 0.858 ms\n",
    "    2: 8.84 ms ± 1.5 ms\n",
    "    4: 7.96 ms ± 1.2 ms\n",
    "    8: 8.24 ms ± 1.38"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.24 ms ± 1.38 ms per loop (mean ± std. dev. of 7 runs, 50 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit -n 50\n",
    "rreader.get_patch_rois(11880, 21700, 512, target_subsample=8)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "infl\n",
      "tissue\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 432x288 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x10e606b00>,\n",
       " <PIL.Image.Image image mode=RGBA size=256x256 at 0x128D87D30>,\n",
       "     analyze          area   areamicrons  displayid  id  imagefocus  \\\n",
       " 1       1.0   9731.500000  6.922150e+04        2.0   2         0.0   \n",
       " 14      NaN  40961.764688  2.316658e+06        NaN  15         NaN   \n",
       " \n",
       "    imagelocation  inputregionid  length  lengthmicrons    name  negativeroa  \\\n",
       " 1                           0.0  4693.1         1185.0    infl          0.0   \n",
       " 14           NaN            NaN     NaN            NaN  tissue          NaN   \n",
       " \n",
       "     selected  type                                           vertices  \\\n",
       " 1        0.0   0.0  [[0.0, 254.5], [0.0, 256.0], [159.5, 256.0], [...   \n",
       " 14       NaN   NaN  [[0.0, 0.0], [0.0, 256.0], [171.17657444566885...   \n",
       " \n",
       "         zoom                                            polygon  \n",
       " 1   0.144946  POLYGON ((0 254.5, 0 256, 159.5 256, 159.5 254...  \n",
       " 14       NaN  POLYGON ((0 0, 0 256, 171.1765744456688 256, 1...  )"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rreader.plot_patch(11880, 21700, 512, target_subsample=2)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>16 ROIs\n",
       "</h2><p>\tfrom <pre>/Users/dlituiev/repos/kidney_histopath/data/raw/7b1f872d00041bfa4a316bb765e596f9be05931d.svs</pre>\n",
       "</p><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>infl</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tissue</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "16 ROIs\n",
       "\tfrom/Users/dlituiev/repos/kidney_histopath/data/raw/7b1f872d00041bfa4a316bb765e596f9be05931d.svs;\n",
       "        "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rreader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66    [(7831.0, 12866.0), (7820.0, 12866.0), (7759.0...\n",
       "Name: vertices, dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vv['vertices']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 432x288 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x10363c668>)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rreader.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = rreader.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# roir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "roilist = roir.rois"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>area</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>infl</td>\n",
       "      <td>1729228.5</td>\n",
       "      <td>8163.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>open glom</td>\n",
       "      <td>406998.5</td>\n",
       "      <td>2475.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>open glom</td>\n",
       "      <td>434205.5</td>\n",
       "      <td>2431.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>open glom</td>\n",
       "      <td>326631.0</td>\n",
       "      <td>2080.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>infl</td>\n",
       "      <td>1741169.0</td>\n",
       "      <td>9939.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>infl</td>\n",
       "      <td>256747.5</td>\n",
       "      <td>2712.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>open glom</td>\n",
       "      <td>279915.5</td>\n",
       "      <td>1966.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>open glom</td>\n",
       "      <td>140857.5</td>\n",
       "      <td>1411.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>open glom</td>\n",
       "      <td>122101.0</td>\n",
       "      <td>1332.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>open glom</td>\n",
       "      <td>394711.5</td>\n",
       "      <td>2383.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>open glom</td>\n",
       "      <td>169345.0</td>\n",
       "      <td>1544.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>infl</td>\n",
       "      <td>780082.0</td>\n",
       "      <td>7346.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>infl</td>\n",
       "      <td>234818.5</td>\n",
       "      <td>2351.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>infl</td>\n",
       "      <td>604098.5</td>\n",
       "      <td>4240.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>open glom</td>\n",
       "      <td>441412.5</td>\n",
       "      <td>2422.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>open glom</td>\n",
       "      <td>383543.5</td>\n",
       "      <td>2368.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>infl</td>\n",
       "      <td>594184.0</td>\n",
       "      <td>4982.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>infl</td>\n",
       "      <td>74601.0</td>\n",
       "      <td>1723.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>infl</td>\n",
       "      <td>1209974.5</td>\n",
       "      <td>7493.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>infl</td>\n",
       "      <td>1777262.5</td>\n",
       "      <td>6770.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>open glom</td>\n",
       "      <td>351402.0</td>\n",
       "      <td>2184.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>infl</td>\n",
       "      <td>444479.5</td>\n",
       "      <td>3367.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>open glom</td>\n",
       "      <td>346585.5</td>\n",
       "      <td>2164.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>open glom</td>\n",
       "      <td>451061.0</td>\n",
       "      <td>2473.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>open glom</td>\n",
       "      <td>385805.5</td>\n",
       "      <td>2297.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>open glom</td>\n",
       "      <td>155536.5</td>\n",
       "      <td>1447.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>infl</td>\n",
       "      <td>3360655.5</td>\n",
       "      <td>14911.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>open glom</td>\n",
       "      <td>229187.5</td>\n",
       "      <td>1778.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>infl</td>\n",
       "      <td>1266124.0</td>\n",
       "      <td>6515.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>tubular profile excluded from the infl</td>\n",
       "      <td>33782.0</td>\n",
       "      <td>736.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>infl</td>\n",
       "      <td>765323.0</td>\n",
       "      <td>4755.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>infl</td>\n",
       "      <td>1763252.5</td>\n",
       "      <td>6099.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>infl</td>\n",
       "      <td>402446.0</td>\n",
       "      <td>3652.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>infl</td>\n",
       "      <td>208836.5</td>\n",
       "      <td>1943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>open glom</td>\n",
       "      <td>339845.5</td>\n",
       "      <td>2229.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>open glom</td>\n",
       "      <td>340542.0</td>\n",
       "      <td>2405.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>open glom</td>\n",
       "      <td>369650.5</td>\n",
       "      <td>2238.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>open glom</td>\n",
       "      <td>165693.0</td>\n",
       "      <td>1835.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>open glom</td>\n",
       "      <td>272357.0</td>\n",
       "      <td>1970.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>open glom</td>\n",
       "      <td>264586.0</td>\n",
       "      <td>1890.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>infl</td>\n",
       "      <td>1612586.5</td>\n",
       "      <td>6143.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>open glom</td>\n",
       "      <td>452255.0</td>\n",
       "      <td>2472.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>open glom</td>\n",
       "      <td>224303.5</td>\n",
       "      <td>1793.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>open glom</td>\n",
       "      <td>555626.0</td>\n",
       "      <td>2737.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>infl</td>\n",
       "      <td>182393.5</td>\n",
       "      <td>2141.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>open glom</td>\n",
       "      <td>102519.0</td>\n",
       "      <td>1193.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>infl</td>\n",
       "      <td>1152233.0</td>\n",
       "      <td>5500.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>open glom</td>\n",
       "      <td>171123.0</td>\n",
       "      <td>1797.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>open glom</td>\n",
       "      <td>226818.5</td>\n",
       "      <td>1765.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>infl</td>\n",
       "      <td>913903.5</td>\n",
       "      <td>7503.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>infl</td>\n",
       "      <td>1602768.0</td>\n",
       "      <td>10812.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>infl</td>\n",
       "      <td>551183.0</td>\n",
       "      <td>5535.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>infl</td>\n",
       "      <td>270826.5</td>\n",
       "      <td>2812.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>infl</td>\n",
       "      <td>135866.0</td>\n",
       "      <td>2155.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>infl</td>\n",
       "      <td>721835.0</td>\n",
       "      <td>4379.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>infl</td>\n",
       "      <td>246890.0</td>\n",
       "      <td>3082.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>capsular tissue</td>\n",
       "      <td>39428066.0</td>\n",
       "      <td>33977.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>open glom</td>\n",
       "      <td>403412.5</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>tissue</td>\n",
       "      <td>114450052.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>tissue</td>\n",
       "      <td>231526932.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      name         area   length\n",
       "id                                                              \n",
       "1                                     infl    1729228.5   8163.4\n",
       "2                                open glom     406998.5   2475.8\n",
       "3                                open glom     434205.5   2431.2\n",
       "4                                open glom     326631.0   2080.4\n",
       "5                                     infl    1741169.0   9939.7\n",
       "6                                     infl     256747.5   2712.8\n",
       "7                                open glom     279915.5   1966.2\n",
       "8                                open glom     140857.5   1411.2\n",
       "9                                open glom     122101.0   1332.8\n",
       "10                               open glom     394711.5   2383.1\n",
       "11                               open glom     169345.0   1544.0\n",
       "12                                    infl     780082.0   7346.3\n",
       "13                                    infl     234818.5   2351.3\n",
       "14                                    infl     604098.5   4240.1\n",
       "15                               open glom     441412.5   2422.7\n",
       "16                               open glom     383543.5   2368.1\n",
       "17                                    infl     594184.0   4982.2\n",
       "18                                    infl      74601.0   1723.9\n",
       "19                                    infl    1209974.5   7493.5\n",
       "20                                    infl    1777262.5   6770.1\n",
       "21                               open glom     351402.0   2184.8\n",
       "22                                    infl     444479.5   3367.2\n",
       "23                               open glom     346585.5   2164.7\n",
       "24                               open glom     451061.0   2473.6\n",
       "25                               open glom     385805.5   2297.3\n",
       "26                               open glom     155536.5   1447.6\n",
       "27                                    infl    3360655.5  14911.0\n",
       "28                               open glom     229187.5   1778.8\n",
       "29                                    infl    1266124.0   6515.7\n",
       "30  tubular profile excluded from the infl      33782.0    736.1\n",
       "..                                     ...          ...      ...\n",
       "41                                    infl     765323.0   4755.3\n",
       "42                                    infl    1763252.5   6099.3\n",
       "43                                    infl     402446.0   3652.9\n",
       "44                                    infl     208836.5   1943.0\n",
       "45                               open glom     339845.5   2229.7\n",
       "46                               open glom     340542.0   2405.4\n",
       "47                               open glom     369650.5   2238.9\n",
       "48                               open glom     165693.0   1835.2\n",
       "49                               open glom     272357.0   1970.7\n",
       "50                               open glom     264586.0   1890.9\n",
       "51                                    infl    1612586.5   6143.7\n",
       "52                               open glom     452255.0   2472.7\n",
       "53                               open glom     224303.5   1793.6\n",
       "54                               open glom     555626.0   2737.4\n",
       "55                                    infl     182393.5   2141.6\n",
       "56                               open glom     102519.0   1193.7\n",
       "57                                    infl    1152233.0   5500.8\n",
       "58                               open glom     171123.0   1797.3\n",
       "59                               open glom     226818.5   1765.3\n",
       "60                                    infl     913903.5   7503.2\n",
       "61                                    infl    1602768.0  10812.5\n",
       "62                                    infl     551183.0   5535.7\n",
       "63                                    infl     270826.5   2812.0\n",
       "64                                    infl     135866.0   2155.0\n",
       "65                                    infl     721835.0   4379.0\n",
       "66                                    infl     246890.0   3082.4\n",
       "67                         capsular tissue   39428066.0  33977.4\n",
       "68                               open glom     403412.5   2332.4\n",
       "69                                  tissue  114450052.0      NaN\n",
       "71                                  tissue  231526932.0      NaN\n",
       "\n",
       "[70 rows x 3 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roir.df[[ 'id', 'name', 'area', \n",
    "       'length',]].set_index('id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "infl                                      33\n",
       "open glom                                 33\n",
       "tissue                                     2\n",
       "capsular tissue                            1\n",
       "tubular profile excluded from the infl     1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series([roi[\"name\"] for roi in roilist]).value_counts()#.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## load the slide from SVS file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "slide = openslide.OpenSlide(fnsvs)\n",
    "img = np.asarray(slide.associated_images[\"thumbnail\"])\n",
    "\n",
    "median_color = get_median_color(slide)\n",
    "ratio = get_thumbnail_magnification(slide)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61752, 38280)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slide.dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "colordict = {'open glom': 'b',\n",
    "             'glom': 'b',\n",
    "             'scler glom': 'm',\n",
    "             'infl':'r',\n",
    "             'tissue':'k',\n",
    "             'art':'olive',\n",
    "             'fold':'y'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of chunks detected: 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_masks = get_threshold_tissue_mask(img)\n",
    "chunk_countours = convert_mask2contour(chunk_masks, minlen=70)\n",
    "print(\"number of chunks detected:\", len(chunk_countours))\n",
    "\n",
    "plt.imshow(chunk_masks)\n",
    "for cc in chunk_countours:\n",
    "    plot_contour(cc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chunk_rois = [get_roi_dict(cc, name='tissue', id=1+nn+len(roilist), sq_micron_per_pixel=1.0)\n",
    "                          for nn,cc in enumerate(chunk_countours)]\n",
    "len(chunk_rois)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# tissue_rois = [roi for roi in roilist if roi[\"name\"]==\"tissue\"]\n",
    "# feature_rois = [roi for roi in roilist if roi[\"name\"]!=\"tissue\"]\n",
    "# len(tissue_rois), len(feature_rois)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from shapely.geometry import Polygon\n",
    "\n",
    "def _shapely_polygon_from_roi_(roi):\n",
    "    return Polygon(roi[\"vertices\"])\n",
    "\n",
    "def find_chunk_content(roilist):\n",
    "    \"\"\"finds features (gloms, infl, etc) contained within tissue chunks.\n",
    "    Returns a dictionary:\n",
    "    {tissue_chunk_1_id: [feature_1_id, ..., feature_n_id],\n",
    "     tissue_chunk_1_id: [...]\n",
    "    }\n",
    "    Requires `shapely` package\n",
    "    \"\"\"\n",
    "    pgs_tissue = {}\n",
    "    pgs_feature = {}\n",
    "    for roi in roilist:\n",
    "    #     print(roi['id'], roi['name'])\n",
    "        if roi[\"name\"]==\"tissue\":\n",
    "            pgs_tissue[roi['id']] = Polygon(roi[\"vertices\"])\n",
    "        else:\n",
    "            pgs_feature[roi['id']] = Polygon(roi[\"vertices\"])\n",
    "#     print(sorted(list(pgs_feature.keys())))\n",
    "    tissue_contains = dict(zip(pgs_tissue.keys(), [[] for _ in range(len(pgs_tissue))]))\n",
    "    remove_items = []\n",
    "    for idt, pt in pgs_tissue.items():\n",
    "        for idf in remove_items:\n",
    "#             print(\"popping\", idf)\n",
    "            pgs_feature.pop(idf)\n",
    "        remove_items = []\n",
    "        for idf, pf in pgs_feature.items():\n",
    "            if pt.intersects(pf):\n",
    "                remove_items.append(idf)\n",
    "                tissue_contains[idt].append(idf)\n",
    "#         print(idt, remove_items, tissue_contains)\n",
    "    return tissue_contains\n",
    "\n",
    "def remove_empty_tissue_chunks(roilist):\n",
    "    \"\"\"removes tissue chunks that contain no annotation contours within\"\"\"\n",
    "    chunk_content = find_chunk_content(roilist)\n",
    "    empty_chunks = set([kk for kk,vv in chunk_content.items() if len(vv)==0])\n",
    "    return [roi for roi in roilist if roi['id'] not in empty_chunks]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "roilist_ = remove_empty_tissue_chunks(roilist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "infl                                      33\n",
       "open glom                                 33\n",
       "tissue                                     2\n",
       "capsular tissue                            1\n",
       "tubular profile excluded from the infl     1\n",
       "Name: name, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfroi = pd.DataFrame(roilist_)\n",
    "dfroi[\"name\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dfroi['color'] = dfroi['name'].map(lambda x: colordict[x] if x in colordict else 'g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# find_chunk_content(roilist)\n",
    "# [(roi['id'], roi['name']) for roi in roilist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (18,10))\n",
    "plt.imshow(img)\n",
    "for _, roi in dfroi.iterrows():\n",
    "    l = plot_contour(roi[\"vertices\"]/ratio, c=roi['color'], name = roi['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Sample patches based on rois of hand-labelled features (glomeruli, inflammation etc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from slideutils import get_region_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading targeted rois\n"
     ]
    }
   ],
   "source": [
    "print(\"reading targeted rois\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def rectangle_intersection(a,b):\n",
    "    x = max(a[0], b[0])\n",
    "    y = max(a[1], b[1])\n",
    "    w = min(a[0]+a[2], b[0]+b[2]) - x\n",
    "    h = min(a[1]+a[3], b[1]+b[3]) - y\n",
    "    if w<0 or h<0: return None\n",
    "    return (x, y, w, h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# for roi in roilist:\n",
    "#     roi['bbox'] = cv2.boundingRect(np.asarray(roi[\"vertices\"]).round().astype(int))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# rect_list = [roi['bbox'] for roi in roilist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# [roi['id'] for roi in roilist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_img_id(svsname):\n",
    "    imgid = re.sub(\"\\.svs$\",\"\", os.path.basename(svsname)).replace(\" \", \"_\").replace(\"-\",\"_\")\n",
    "    return imgid\n",
    "\n",
    "\n",
    "def get_prefix(imgid, pos, name, tissueid, id, parentdir = \"data\"):\n",
    "    prefix = \"{parentdir}/{typ}/{imgid}-{pos}-t{tissue}-r{roiid}-{typ}\".format(**{\n",
    "                                        \"tissue\":tissueid,\n",
    "                                        \"pos\": \"x{}-y{}\".format(*pos),\n",
    "                                        \"parentdir\":parentdir,\n",
    "                                        \"imgid\":imgid,\n",
    "                                        \"roiid\":id, \n",
    "                                        \"typ\": (name.replace(\" \",\"_\"))})\n",
    "    return prefix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# ind = np.argmax([rr[\"area\"] for rr in rois if rr['name'] !='tissue'])\n",
    "# rois[ind]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tubular_profile_excluded_from_the_infl\n",
      "infl\n",
      "open_glom\n",
      "capsular_tissue\n",
      "tissue\n"
     ]
    }
   ],
   "source": [
    "for nn in set([rr[\"name\"] for rr in  roilist]):\n",
    "    nn = nn.replace(\" \", \"_\")\n",
    "    print(nn)\n",
    "    os.makedirs(\"data/{}\".format(nn), exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'data/infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x0-y0-t39-r1-infl.png'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgid = get_img_id(fnsvs)\n",
    "\n",
    "rr = roilist[0]\n",
    "prefix = get_prefix(imgid, (0,0), rr[\"name\"], \"39\", rr[\"id\"])\n",
    "fnoutpng = prefix + '.png'\n",
    "fnoutpng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def summarize_rois_wi_patch(rois, bg_names = [\"tissue\"]):\n",
    "#     ind = np.argmax([rr[\"area\"] for rr in rois if rr['name'] not in ignore_names])\n",
    "    names = []\n",
    "    areas = []\n",
    "    ids = []\n",
    "    \n",
    "    tissue_info = []\n",
    "    for rr in rois:\n",
    "        if rr['name'] in bg_names:\n",
    "            tissue_info.append(rr)\n",
    "            continue\n",
    "        names.append(rr['name'])\n",
    "        areas.append(rr['area'])\n",
    "        ids.append(rr['id'])\n",
    "        \n",
    "#     assert (len(tissue_info)==1)\n",
    "    tissue_id = \"+\".join([\"%s\"%tt['id'] for tt in tissue_info])\n",
    "#     print(\"tissue_info\", tissue_id)\n",
    "    \n",
    "    dfareas = (pd.DataFrame(dict(area=areas, name=names, id=ids))\n",
    "                     .sort_values(\"area\", ascending=False)\n",
    "               )\n",
    "    areasum = (dfareas.groupby('name')\n",
    "                     .agg({\"area\":sum, \"id\": \"first\"})\n",
    "                     .sort_values(\"area\", ascending=False)\n",
    "              )\n",
    "    if len(areasum)==1:\n",
    "        name = areasum.index[0]\n",
    "        id = areasum[\"id\"][0]\n",
    "    elif areasum[\"area\"][0]/areasum[\"area\"][1] > 3:\n",
    "        name = areasum.index[0]\n",
    "        id = areasum[\"id\"][0]\n",
    "    else:\n",
    "#         name = None\n",
    "        name = '+'.join(areasum.index.tolist())\n",
    "        id = '+'.join(areasum[\"id\"].astype(str).tolist())\n",
    "    return {\"name\":name, \"id\": str(id), \"tissue_id\": tissue_id, \"stats\": dfareas.to_dict(orient='records')}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# roi_cropped_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# for reg, rois in zip(img_arr, roi_cropped_list):\n",
    "#     sumdict = summarize_rois_wi_patch(rois, bg_names = [\"tissue\"])\n",
    "# #     print(sumdict)\n",
    "#     prefix = get_prefix(imgid, sumdict[\"name\"], sumdict[\"tissue_id\"], sumdict[\"id\"])\n",
    "#     print(prefix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# !rm data/infl/*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x2428-y5015-t71-r1-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom+infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x3075-y4585-t71-r2+1-open_glom+infl.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x5669-y5043-t71-r3-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x9548-y6641-t71-r4-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x10706-y7582-t71-r5-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "../slideslicer/slideutils.py:622: UserWarning: multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n",
      "  \"\"\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x12437-y5891-t71-r6+9-infl+open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x12661-y7972-t71-r7-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x12661-y9209-t71-r8-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x12528-y6319-t71-r6+9-infl+open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x15141-y8587-t71-r10-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x15533-y9730-t71-r11-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x17171-y8546-t71-r12-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x16316-y8867-t71-r13-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x17171-y9261-t71-r14-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x18399-y9874-t71-r15-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom+infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x17379-y7929-t71-r16+12-open_glom+infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x21788-y10994-t71-r17-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x22115-y10480-t71-r17-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x23509-y13503-t71-r19-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x25454-y12180-t71-r20-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x32407-y14387-t71-r21-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x33966-y14645-t71-r22-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom+infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x34634-y15144-t71-r23+22-open_glom+infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x36484-y17772-t71-r24-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x38787-y19958-t71-r25-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x40089-y17132-t71-r26-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x41980-y20717-t71-r27-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x42655-y19877-t71-r27+28-infl+open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x47011-y24704-t71-r29-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x46589-y24378-t71-r29-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t29\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x47228-y23449-t71-r31+32-infl+open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x46631-y23180-t71-r32-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x43172-y21670-t71-r33-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x50868-y26515-t71-r34-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x50574-y27243-t71-r34+35-infl+open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x50871-y29205-t71-r36-open_glom.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x52194-y30206-t71-r37-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x54516-y28889-t71-r38-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x54969-y31292-t71-r39-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x57162-y30089-t71-r40-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x56451-y32934-t71-r41-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x45041-y30556-t69-r42-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x45447-y32472-t69-r43-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x36616-y28872-t69-r44+45-infl+open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom+infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x36456-y28400-t69-r45+44-open_glom+infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x35538-y27215-t69-r46-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x33694-y26644-t69-r47-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x30928-y28401-t69-r48-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x28904-y25600-t69-r49-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x28624-y26439-t69-r50-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x28121-y24162-t69-r51-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x25601-y24536-t69-r52-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x26650-y25943-t69-r53-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x23697-y24419-t69-r54-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x23600-y22984-t69-r55-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x21719-y22746-t69-r57-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x21405-y23308-t69-r57-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x22803-y21815-t69-r58-open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x19329-y23437-t69-r60+59-infl+open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl+open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x19132-y23071-t69-r60+59-infl+open_glom.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x18743-y20426-t69-r61-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t66\n",
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x16730-y19991-t69-r62-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x17322-y20484-t69-r63-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x17904-y22385-t69-r64-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x14772-y19777-t69-r65-infl.png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to\t../data/data_1024/fullsplit//infl/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x15834-y19391-t69-r66-infl.png\n",
      "saving to\t../data/data_1024/fullsplit//open_glom/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x25818-y13222-t71-r68-open_glom.png\n"
     ]
    }
   ],
   "source": [
    "parentdir = \"../data/data_1024/fullsplit/\"\n",
    "imgroiiter = read_roi_patches_from_slide(slide, roilist,\n",
    "                        target_size = [1024]*2,\n",
    "                        maxarea = 1e7,\n",
    "                        nchannels=3,\n",
    "                        allcomponents=True,\n",
    "                       )\n",
    "\n",
    "for reg, rois,_, start_xy in imgroiiter:\n",
    "    sumdict = summarize_rois_wi_patch(rois, bg_names = [\"tissue\"])\n",
    "    \n",
    "#     name = sumdict[\"name\"]\n",
    "#     id = sumdict[\"id\"]\n",
    "#     prefix = get_prefix(imgid, sumdict[\"name\"], sumdict[\"tissue_id\"], sumdict[\"id\"] )\n",
    "    prefix = get_prefix(imgid, start_xy, sumdict[\"name\"], sumdict[\"tissue_id\"], sumdict[\"id\"],\n",
    "                       parentdir=parentdir)\n",
    "    fnjson = prefix + \".json\"\n",
    "    os.makedirs(os.path.dirname(fnjson), exist_ok=True)\n",
    "    \n",
    "    with open(fnjson, 'w+') as fhj: json.dump( sumdict, fhj)\n",
    "    fnoutpng = prefix + '.png'\n",
    "    Image.fromarray(reg).save(fnoutpng)\n",
    "    print(\"saving to\\t%s\" % fnoutpng)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26057, 12807)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x,y,w,h = rois[0][\"bbox\"]\n",
    "x + w//2, y + h//2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Visualization with a np array:\n",
    "def visualise_chunks_and_rois_arr(img_arr, roi_cropped_list,\n",
    "                              nrows = 5, figsize=(15,15)\n",
    "                             ):\n",
    "    fig, axs = plt.subplots(nrows,len(img_arr)//nrows, figsize=figsize)\n",
    "    for ax, reg, rois in zip(axs.ravel(), img_arr, roi_cropped_list):\n",
    "        ax.imshow(reg)\n",
    "        for rr in rois:\n",
    "            if rr['name'] == 'tissue':\n",
    "                continue\n",
    "            plot_contour(rr[\"vertices\"], ax=ax)\n",
    "        ax.set_xlabel(\"\\n\".join([\"{}: {}\".format(rr['id'], rr['name']) for rr in rois if rr['name'] !='tissue']))\n",
    "        ax.set_xticklabels([])\n",
    "        ax.set_yticklabels([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Visualization with a generator:\n",
    "def visualise_chunks_and_rois(imgroiiter, numrois,\n",
    "                              nrows = 5, figsize=(15,15)\n",
    "                             ):\n",
    "    fig, axs = plt.subplots(nrows, numrois//nrows, figsize=figsize)\n",
    "    for ax, (reg, rois,_, start_xy) in zip(axs.ravel(),imgroiiter):\n",
    "        ax.imshow(reg)\n",
    "        for rr in rois:\n",
    "            if rr['name'] == 'tissue':\n",
    "                continue\n",
    "            plot_contour(rr[\"vertices\"], ax=ax)\n",
    "        ax.set_xlabel(\"\\n\".join([\"{}: {}\".format(rr['id'], rr['name']) for rr in rois if rr['name'] !='tissue']))\n",
    "        ax.set_xticklabels([])\n",
    "        ax.set_yticklabels([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "adding\tinfl\t1\n",
      "adding\topen glom\t2\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t1\n",
      "adding\topen glom\t2\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t3\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t4\n",
      "adding\tinfl\t5\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t5\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t6\n",
      "adding\topen glom\t9\n",
      "adding\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n",
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "adding\topen glom\t7\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t8\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t6\n",
      "adding\topen glom\t9\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t10\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t11\n",
      "no vertices found\tskipping\tinfl\t13\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t12\n",
      "adding\tinfl\t14\n",
      "adding\topen glom\t16\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t12\n",
      "adding\tinfl\t13\n",
      "adding\tinfl\t14\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t12\n",
      "adding\tinfl\t14\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t15\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t12\n",
      "adding\topen glom\t16\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t17\n",
      "adding\tinfl\t18\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t17\n",
      "adding\tinfl\t18\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t19\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t20\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t21\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t22\n",
      "adding\topen glom\t23\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t22\n",
      "adding\topen glom\t23\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t24\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t25\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t26\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t27\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t27\n",
      "adding\topen glom\t28\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t29\n",
      "adding\ttubular profile excluded from the infl\t30\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t29\n",
      "adding\ttubular profile excluded from the infl\t30\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "adding\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t29\n",
      "adding\tinfl\t31\n",
      "adding\topen glom\t32\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t31\n",
      "adding\topen glom\t32\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "adding\ttissue\t71\n",
      "adding\tinfl\t27\n",
      "adding\topen glom\t33\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t34\n",
      "adding\topen glom\t35\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t34\n",
      "adding\topen glom\t35\n",
      "adding\ttissue\t71\n",
      "adding\topen glom\t36\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t37\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t38\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t39\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t40\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t41\n",
      "adding\ttissue\t71\n",
      "adding\tinfl\t42\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t43\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t44\n",
      "adding\topen glom\t45\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t44\n",
      "adding\topen glom\t45\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t46\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t47\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t48\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t49\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t50\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t51\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t52\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t53\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t54\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t55\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t56\n",
      "adding\tinfl\t57\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t56\n",
      "adding\tinfl\t57\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t58\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t59\n",
      "adding\tinfl\t60\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\topen glom\t59\n",
      "adding\tinfl\t60\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "adding\tinfl\t61\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t62\n",
      "adding\tinfl\t63\n",
      "no vertices found\tskipping\tinfl\t66\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n",
      "multiple pieces after intersection\n",
      "using the largest piece\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t61\n",
      "adding\tinfl\t62\n",
      "adding\tinfl\t63\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t60\n",
      "adding\tinfl\t64\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "adding\tinfl\t65\n",
      "adding\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 65 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maxarea = 1e7\n",
    "imgroiiter = read_roi_patches_from_slide(slide, roilist,\n",
    "                        target_size = [1024]*2,\n",
    "                        maxarea = maxarea,\n",
    "                        nchannels=3,\n",
    "                        allcomponents=True,\n",
    "                       )\n",
    "\n",
    "numrois = sum((1 for roi in roilist if not (maxarea is not None and (roi['area'] > maxarea))))\n",
    "        \n",
    "visualise_chunks_and_rois(imgroiiter, numrois,\n",
    "                              nrows = 5, figsize=(15,15)\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample unspecific tissue rois"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "outdir = \"../data/\"\n",
    "os.makedirs(outdir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def save_tissue_chunks(imgroiiter, imgid):\n",
    "    for ii, (reg, rois,_, start_xy) in enumerate(imgroiiter):\n",
    "        sumdict = summarize_rois_wi_patch(rois, bg_names = [])\n",
    "        prefix = get_prefix(imgid, start_xy, sumdict[\"name\"], sumdict[\"id\"], ii)\n",
    "        fnjson = prefix + \".json\"\n",
    "        fnoutpng = prefix + '.png'\n",
    "        print(prefix)\n",
    "        os.makedirs(os.path.dirname(fnjson), exist_ok=True)\n",
    "        with open(fnjson, 'w+') as fhj: json.dump( sumdict, fhj)\n",
    "        if isinstance(reg, Image.Image):\n",
    "            reg.save(fnoutpng)\n",
    "        else:\n",
    "            Image.fromarray(reg).save(fnoutpng)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_tissue_rois(slide,\n",
    "                    roilist,\n",
    "                    vis = False,\n",
    "                    step = 1024,\n",
    "                    target_size = None,\n",
    "                    maxarea = 1e7,\n",
    "                    random=False,\n",
    "                   ):\n",
    "\n",
    "    target_size = [step]*2\n",
    "\n",
    "    tissue_rois = [roi for roi in roilist if roi['name']=='tissue']\n",
    "\n",
    "    for roi in tissue_rois:\n",
    "        print(\"id\", roi[\"id\"])\n",
    "        cont = roi[\"vertices\"]\n",
    "        points = sample_points_wi_contour(cont,\n",
    "                                      step = step,\n",
    "                                      shift = -step//2,\n",
    "                                      random=random)\n",
    "\n",
    "        pointroilist = [{\"vertices\":[pp], \"area\":0} for pp in points]\n",
    "        \n",
    "#         img_arr, roi_cropped_list, msk_arr, = \\\n",
    "        imgroiiter = read_roi_patches_from_slide(slide, \n",
    "                                        pointroilist,\n",
    "                                        but_list = roilist,\n",
    "                                        target_size = target_size,\n",
    "                                        maxarea = maxarea,\n",
    "                                        color=1,\n",
    "                                        nchannels=None,\n",
    "                                        allcomponents = True,\n",
    "                                        nomask=True,\n",
    "                                       )\n",
    "#         if vis:\n",
    "#             plt.scatter(points[:,0], points[:,1],c='r')\n",
    "#             plot_contour(cont)\n",
    "        # filter for rois with only normal tissue \n",
    "        normal_tissue_only_iter = filter(lambda x: all(roi['name']=='tissue' for roi in x[1]), imgroiiter )\n",
    "\n",
    "#         print(next(normal_tissue_only_iter))\n",
    "        # save\n",
    "        save_tissue_chunks(normal_tissue_only_iter, imgid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading and saving (normal) tissue rois\n",
      "id 69\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t71\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "no vertices found\tskipping\ttissue\t71\n",
      "no vertices found\tskipping\ttissue\t71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x14346-y18717-t69-r0-tissue\n"
     ]
    },
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      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x39697-y18919-t71-r82-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t27\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x40721-y18919-t71-r83-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\tinfl\t27\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x42769-y18919-t71-r84-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x39697-y19943-t71-r85-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x44817-y19943-t71-r86-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x39697-y20967-t71-r87-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\tinfl\t27\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x44817-y20967-t71-r88-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x45841-y20967-t71-r89-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t27\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x40721-y21991-t71-r90-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\tinfl\t27\n",
      "no vertices found\tskipping\ttissue\t69\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x44817-y21991-t71-r91-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x45841-y21991-t71-r92-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x46865-y21991-t71-r93-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x47889-y21991-t71-r94-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x42769-y23015-t71-r95-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x43793-y23015-t71-r96-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x44817-y23015-t71-r97-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x48913-y23015-t71-r98-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x44817-y24039-t71-r99-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\topen glom\t32\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x48913-y24039-t71-r100-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x49937-y24039-t71-r101-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t29\n",
      "no vertices found\tskipping\ttissue\t69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x45841-y25063-t71-r102-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x48913-y25063-t71-r103-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x49937-y25063-t71-r104-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x50961-y25063-t71-r105-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x47889-y26087-t71-r106-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x48913-y26087-t71-r107-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x48913-y27111-t71-r108-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x53009-y27111-t71-r109-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x49937-y28135-t71-r110-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x50961-y28135-t71-r111-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x51985-y28135-t71-r112-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x53009-y28135-t71-r113-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x57105-y28135-t71-r114-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x51985-y29159-t71-r115-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x53009-y29159-t71-r116-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t39\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x53009-y30183-t71-r117-tissue\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no vertices found\tskipping\tinfl\t39\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x54033-y30183-t71-r118-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x53009-y31207-t71-r119-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x56081-y31207-t71-r120-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x57105-y31207-t71-r121-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x58129-y31207-t71-r122-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x58129-y32231-t71-r123-tissue\n",
      "data/tissue/f7f931a5cf3185a385e9aa34e6e9a566fc88000c-x55057-y33255-t71-r124-tissue\n"
     ]
    }
   ],
   "source": [
    "print(\"reading and saving (normal) tissue rois\")\n",
    "\n",
    "get_tissue_rois(slide,\n",
    "                    roilist,\n",
    "                    vis = False,\n",
    "                    step = 1024,\n",
    "                    target_size = None,\n",
    "                    maxarea = 1e7,\n",
    "                    random=False,\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# nrows = 5\n",
    "# nimg = len(roi_cropped_list)\n",
    "# fig, axs = plt.subplots(nrows, nimg//nrows, figsize=(15,15))\n",
    "# for ax, reg, rois in zip(axs.ravel(),\n",
    "#                          img_arr,\n",
    "#                          roi_cropped_normal_list):\n",
    "#     ax.imshow(reg)\n",
    "#     ax.set_xlabel(\", \".join(list(set([roi[\"name\"] for roi in rois]))))\n",
    "#     ax.set_xticklabels([])\n",
    "#     ax.set_yticklabels([])\n",
    "#     for roi in rois:\n",
    "#         plot_contour(roi[\"vertices\"], ax=ax)\n",
    "# #         print(roi[\"name\"], round(roi[\"areafraction\"],2),roi[\"area\"], sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# nn = 17\n",
    "# plt.imshow(img_arr[nn])\n",
    "# for roi in roi_cropped_list[nn]:\n",
    "#     plot_contour(roi[\"vertices\"])\n",
    "#     print(roi[\"name\"], round(roi[\"areafraction\"],2),roi[\"area\"], sep='\\t')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:kidney]",
   "language": "python",
   "name": "conda-env-kidney-py"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}