diff --git a/examples/Spatial_Control.ipynb b/examples/Spatial_Control.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..b369522d3d291a3ed6001f1e5f1c06f70bec465d --- /dev/null +++ b/examples/Spatial_Control.ipynb @@ -0,0 +1,569 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "import os, pvl, itertools\n", + "from shapely.geometry import Polygon, Point, MultiPolygon\n", + "from sklearn.neighbors import KernelDensity\n", + "import numpy as np\n", + "from plio.io import io_controlnetwork\n", + "from plio.io.isis_serial_number import generate_serial_number\n", + "import matplotlib.pyplot as plt\n", + "import knoten\n", + "import pyproj\n", + "import csmapi\n", + "from pysal.explore.spaghetti.analysis import kfunction" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_geometry(geometry, axis=None, **kwargs):\n", + " if geometry.is_empty:\n", + " return\n", + " if geometry.geom_type == 'MultiPolygon':\n", + " for sub_geom in geometry:\n", + " plot_geometry(sub_geom, axis=axis, **kwargs)\n", + " elif geometry.geom_type == 'Polygon':\n", + " plot_geometry(geometry.exterior, axis=axis, **kwargs)\n", + " elif geometry.geom_type == 'GeometryCollection':\n", + " for sub_geom in list(geometry):\n", + " plot_geometry(sub_geom, axis=axis, **kwargs)\n", + " elif hasattr(geometry, \"xy\"):\n", + " x, y = geometry.xy\n", + " if axis is not None:\n", + " axis.plot(x, y, **kwargs)\n", + " else:\n", + " plt.plot(x, y, **kwargs)\n", + " else:\n", + " print(f\"Geometry is of type {geometry.geom_type}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_random_points(geometry, number=1):\n", + " list_of_points = []\n", + " minx, miny, maxx, maxy = geometry.bounds\n", + " counter = 0\n", + " while counter < number:\n", + " coord = np.random.uniform([minx, maxx], [miny, maxy])\n", + " pnt = Point(np.random.uniform(minx, maxx), np.random.uniform(miny, maxy))\n", + " if geometry.contains(pnt):\n", + " list_of_points.append(pnt)\n", + " counter += 1\n", + " return list_of_points" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def back_project_geometry(geometry, sensor):\n", + " if geometry.geom_type == 'Polygon':\n", + " lons, lats = geometry.exterior.xy\n", + " semi_major, semi_minor = knoten.csm.get_radii(sensor)\n", + " ecef = pyproj.Proj(proj='geocent', a=semi_major, b=semi_minor)\n", + " lla = pyproj.Proj(proj='latlon', a=semi_major, b=semi_minor)\n", + " image_coords = []\n", + " for lon, lat in zip(lons, lats):\n", + " x, y, z = pyproj.transform(lla, ecef, lon, lat, 0)\n", + " image_pt = sensor.groundToImage(csmapi.EcefCoord(x, y, z))\n", + " image_coords.append([image_pt.line, image_pt.samp])\n", + " return Polygon(image_coords)\n", + " elif geometry.geom_type == 'MultiPolygon':\n", + " return MultiPolygon([back_project_geometry(sub_geom) for sub_geom in geometry])\n", + " elif geometry.geom_type == 'GeometryCollection':\n", + " return MultiPolygon([back_project_geometry(sub_geom) for sub_geom in geometry if sub_geom.geom_type == 'Polygon'])" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "def compute_distances(points):\n", + " distances = []\n", + " for pt1, pt2 in itertools.combinations(points, 2):\n", + " distance = pt1.distance(pt2)\n", + " distances.append(distance)\n", + " distances.append(distance)\n", + " return np.asarray(distances)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = '/Users/jmapel/ctx_test_data'\n", + "net = 'wTestingGround.net'\n", + "cube_list = 'local_cubes.lis'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "sensors = knoten.bundle.generate_sensors(os.path.join(data_dir, cube_list), clean=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "cnet_df = io_controlnetwork.from_isis(os.path.join(data_dir, net))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "footprints = {}\n", + "for sn, sensor in sensors.items():\n", + " boundary = knoten.csm.generate_boundary([sensor.getImageSize().line, sensor.getImageSize().samp])\n", + " lons, lats, _ = knoten.csm.generate_latlon_boundary(sensor, boundary)\n", + " footprints[sn] = Polygon([[lon, lat] for lon, lat in zip(lons, lats)])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "image_colors = {}\n", + "for sn, footprint in footprints.items():\n", + " image_colors[sn] = np.random.rand(3,)\n", + " plot_geometry(footprint, c=image_colors[sn])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "overlapping = {}\n", + "for sn in footprints.keys():\n", + " overlapping[sn] = Polygon()\n", + "for sn1, sn2 in itertools.combinations(footprints.keys(), 2):\n", + " intersection = footprints[sn1].intersection(footprints[sn2])\n", + " if (intersection):\n", + " overlapping[sn1] = overlapping[sn1].union(intersection)\n", + " overlapping[sn2] = overlapping[sn2].union(intersection)\n", + "for sn, overlap in overlapping.items():\n", + " overlapping[sn] = overlap.simplify(0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for sn, overlap in overlapping.items():\n", + " plot_geometry(footprints[sn], c=image_colors[sn])\n", + " plot_geometry(overlap, c=image_colors[sn])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for sn, overlap in overlapping.items():\n", + " plot_geometry(back_project_geometry(overlap, sensors[sn]), c=image_colors[sn])" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On image MRO/CTX/0905024445:239\n", + "On image MRO/CTX/0906444978:206\n", + "On image MRO/CTX/0907865505:228\n", + "On image MRO/CTX/0916476567:009\n", + "On image MRO/CTX/0918873281:179\n", + "On image MRO/CTX/0924555400:216\n", + "On image MRO/CTX/0929348844:241\n", + "On image MRO/CTX/0932189959:035\n", + "On image MRO/CTX/0933166158:064\n", + "On image MRO/CTX/0934586648:221\n", + "On image MRO/CTX/0946926628:140\n", + "On image MRO/CTX/0950299477:228\n", + "On image MRO/CTX/0950743762:213\n", + "On image MRO/CTX/0951275588:225\n", + "On image MRO/CTX/0953584868:021\n", + "On image MRO/CTX/0954561103:166\n", + "On image MRO/CTX/1024604499:112\n", + "On image MRO/CTX/1027445185:174\n", + "On image MRO/CTX/1036500098:181\n", + "On image MRO/CTX/1048928677:225\n", + "On image MRO/CTX/1056563488:018\n", + "On image MRO/CTX/1062333521:234\n", + "On image MRO/CTX/1062777900:051\n", + "On image MRO/CTX/1066150891:187\n", + "On image MRO/CTX/1068015737:224\n", + "On image MRO/CTX/1072809473:195\n", + "On image MRO/CTX/1073253839:012\n", + "On image MRO/CTX/1075206371:161\n", + "On image MRO/CTX/1075650719:035\n", + "On image MRO/CTX/1076626941:039\n", + "On image MRO/CTX/1077603135:227\n", + "On image MRO/CTX/1078047447:250\n", + "On image MRO/CTX/1080444090:051\n", + "On image MRO/CTX/1080888373:213\n", + "On image MRO/CTX/1081420218:137\n", + "On image MRO/CTX/1081864496:232\n", + "On image MRO/CTX/1082308792:252\n", + "On image MRO/CTX/1084705454:215\n", + "On image MRO/CTX/1085149867:004\n", + "On image MRO/CTX/1085681760:197\n", + "On image MRO/CTX/1086126171:218\n", + "On image MRO/CTX/1086570520:232\n", + "On image MRO/CTX/1086658056:225\n", + "On image MRO/CTX/1087546806:244\n", + "On image MRO/CTX/1089499243:211\n", + "On image MRO/CTX/1090919734:204\n", + "On image MRO/CTX/1091364033:216\n", + "On image MRO/CTX/1092340153:139\n", + "On image MRO/CTX/1092784442:205\n", + "On image MRO/CTX/1094204844:050\n", + "On image MRO/CTX/1095625129:213\n", + "On image MRO/CTX/1097489264:084\n", + "On image MRO/CTX/1100241209:232\n", + "On image MRO/CTX/1102105786:235\n", + "On image MRO/CTX/1105922885:236\n", + "On image MRO/CTX/1107343381:198\n", + "On image MRO/CTX/1109295812:238\n", + "On image MRO/CTX/1116398369:016\n", + "On image MRO/CTX/1124565165:220\n", + "On image MRO/CTX/1125009572:154\n", + "On image MRO/CTX/1125985757:211\n", + "On image MRO/CTX/1131667618:173\n", + " Skipping MRO/CTX/1131667618:173 for having no measures\n", + "On image MRO/CTX/1132643724:102\n", + "On image MRO/CTX/1133619815:201\n", + "On image MRO/CTX/1134064095:254\n", + "On image MRO/CTX/1135040185:198\n", + "On image MRO/CTX/1136016183:218\n", + "On image MRO/CTX/1137880803:165\n", + "On image MRO/CTX/1139745312:086\n", + "On image MRO/CTX/1140721307:239\n", + "On image MRO/CTX/1141165548:092\n", + "On image MRO/CTX/0963171943:219\n", + "On image MRO/CTX/0968409832:213\n", + "On image MRO/CTX/0972227004:071\n", + "On image MRO/CTX/0973647457:108\n", + "On image MRO/CTX/0976044274:126\n", + "On image MRO/CTX/0983678898:087\n", + "On image MRO/CTX/0985099530:125\n", + "On image MRO/CTX/0986075713:217\n", + "On image MRO/CTX/0987496194:040\n", + "On image MRO/CTX/0988916800:237\n", + "On image MRO/CTX/0989892982:199\n", + "On image MRO/CTX/0992734102:226\n", + "On image MRO/CTX/0997971910:216\n", + "On image MRO/CTX/0998948115:161\n", + "On image MRO/CTX/1009423672:108\n", + "On image MRO/CTX/1012264552:074\n", + "On image MRO/CTX/1014661309:117\n", + "On image MRO/CTX/1018922843:051\n", + "On image MRO/CTX/1022739840:103\n", + "On image MRO/CTX/1142585740:122\n", + "On image MRO/CTX/1143029971:125\n", + "On image MRO/CTX/1143561704:250\n", + "On image MRO/CTX/1146402806:091\n", + "On image MRO/CTX/1146847173:027\n", + "On image MRO/CTX/1151640872:021\n", + "On image MRO/CTX/1152085167:213\n", + "On image MRO/CTX/1153061400:227\n", + "On image MRO/CTX/1154037610:252\n", + "On image MRO/CTX/1155013890:223\n", + "On image MRO/CTX/1160252292:144\n", + "On image MRO/CTX/1167443522:039\n", + "On image MRO/CTX/1168419766:233\n", + "On image MRO/CTX/1170816464:217\n", + "On image MRO/CTX/1171260781:138\n", + "On image MRO/CTX/1172681187:208\n", + "On image MRO/CTX/1173657270:074\n", + "On image MRO/CTX/1182712831:002\n", + "On image MRO/CTX/1187506245:178\n", + "On image MRO/CTX/1187950560:197\n", + "On image MRO/CTX/1191323569:224\n", + "On image MRO/CTX/1195585552:218\n", + "On image MRO/CTX/1197538063:137\n", + "On image MRO/CTX/1198958662:068\n", + "On image MRO/CTX/1199934895:222\n", + "On image MRO/CTX/1201355467:215\n", + "On image MRO/CTX/1201799806:065\n", + "On image MRO/CTX/1202331674:098\n", + "On image MRO/CTX/1208013689:225\n", + "On image MRO/CTX/1210854546:227\n", + "On image MRO/CTX/1211830598:167\n", + "On image MRO/CTX/0848651718:215\n", + "On image MRO/CTX/0850427616:214\n", + "On image MRO/CTX/0854244837:207\n", + "On image MRO/CTX/0855665364:054\n", + "On image MRO/CTX/0857085951:213\n", + "On image MRO/CTX/0858062144:060\n", + "On image MRO/CTX/0859482682:217\n", + "On image MRO/CTX/0860903128:232\n", + "On image MRO/CTX/0861879313:227\n", + "On image MRO/CTX/0863299851:238\n", + "On image MRO/CTX/0864720407:226\n", + "On image MRO/CTX/0865696591:011\n", + "On image MRO/CTX/0866140939:234\n", + "On image MRO/CTX/0869958130:226\n", + "On image MRO/CTX/0872354913:228\n", + "On image MRO/CTX/0872799289:051\n", + "On image MRO/CTX/0873775533:238\n", + "On image MRO/CTX/0874751719:217\n", + "On image MRO/CTX/0875196113:218\n", + "On image MRO/CTX/0876172351:226\n", + "On image MRO/CTX/0876616593:228\n", + "On image MRO/CTX/0877592874:104\n", + "On image MRO/CTX/0879989734:038\n", + "On image MRO/CTX/0882386726:124\n", + "On image MRO/CTX/0883363026:231\n", + "On image MRO/CTX/0883807449:235\n", + "On image MRO/CTX/0885760001:053\n", + "On image MRO/CTX/0886204404:107\n", + "On image MRO/CTX/0888157189:054\n", + "On image MRO/CTX/0889577943:082\n", + "On image MRO/CTX/0890554399:154\n", + "On image MRO/CTX/0891086288:218\n", + "On image MRO/CTX/0892951514:222\n", + " Skipping MRO/CTX/0892951514:222 for having too little area\n", + "On image MRO/CTX/0893483524:212\n", + "On image MRO/CTX/0894459935:214\n", + "On image MRO/CTX/0895880853:247\n", + "On image MRO/CTX/0896857352:056\n", + "On image MRO/CTX/0897833778:226\n", + "On image MRO/CTX/0898810231:106\n", + "On image MRO/CTX/0901207077:074\n", + "On image MRO/CTX/0901651434:247\n", + "On image MRO/CTX/0902627660:232\n", + "On image MRO/CTX/0904048228:094\n" + ] + } + ], + "source": [ + "image_k = {}\n", + "image_k_envelope = {}\n", + "num_reps = 100\n", + "k_func_steps = 100\n", + "for sn, overlap in overlapping.items():\n", + " print(f\"On image {sn}\")\n", + " image_geom = back_project_geometry(overlap, sensors[sn])\n", + " if image_geom.area <= 1e-10:\n", + " print(f\" Skipping {sn} for having too little area\")\n", + " continue\n", + " min_line, min_samp, max_line, max_samp = image_geom.bounds\n", + " max_distance = np.sqrt((max_line - min_line)**2 + (max_samp - min_samp)**2)\n", + " upper = np.zeros(steps)\n", + " lower = np.ones(steps) * max_distance * max_distance * max_distance\n", + " count = 0\n", + " measure_points = [Point(measure[0], measure[1]) for measure in cnet_df.loc[cnet_df.serialnumber == sn, [\"line\", \"sample\"]].values]\n", + " if not measure_points:\n", + " print(f\" Skipping {sn} for having no measures\")\n", + " continue\n", + " measure_distances = compute_distances(measure_points)\n", + " measure_intensity = len(measure_points) / image_geom.area\n", + " image_k[sn] = kfunction(measure_distances, max_distance, measure_intensity, k_func_steps)\n", + " while count < num_reps:\n", + " count += 1\n", + " points = generate_random_points(image_geom, len(measure_points))\n", + " distances = compute_distances(points)\n", + " sim_k = kfunction(distances, max_distance, measure_intensity, k_func_steps)\n", + " upper = np.maximum(upper, sim_k[1])\n", + " lower = np.minimum(lower, sim_k[1])\n", + " image_k_envelope[sn] = (upper, lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "dense = []\n", + "sparse = []\n", + "for sn, k_func in image_k.items():\n", + " upper, lower = image_k_envelope[sn]\n", + " diff = upper - lower\n", + " above = (k_func[1] - upper) / diff\n", + " below = (lower - k_func[1]) / diff\n", + " if any(above > 1):\n", + " dense.append(sn)\n", + " if any(below > 1):\n", + " sparse.append(sn)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dense images: ['MRO/CTX/0906444978:206', 'MRO/CTX/0907865505:228', 'MRO/CTX/0918873281:179', 'MRO/CTX/0924555400:216', 'MRO/CTX/0929348844:241', 'MRO/CTX/0932189959:035', 'MRO/CTX/0934586648:221', 'MRO/CTX/0950743762:213', 'MRO/CTX/1027445185:174', 'MRO/CTX/1036500098:181', 'MRO/CTX/1048928677:225', 'MRO/CTX/1056563488:018', 'MRO/CTX/1066150891:187', 'MRO/CTX/1068015737:224', 'MRO/CTX/1072809473:195', 'MRO/CTX/1073253839:012', 'MRO/CTX/1075206371:161', 'MRO/CTX/1075650719:035', 'MRO/CTX/1076626941:039', 'MRO/CTX/1078047447:250', 'MRO/CTX/1080444090:051', 'MRO/CTX/1081420218:137', 'MRO/CTX/1081864496:232', 'MRO/CTX/1082308792:252', 'MRO/CTX/1084705454:215', 'MRO/CTX/1085681760:197', 'MRO/CTX/1086570520:232', 'MRO/CTX/1089499243:211', 'MRO/CTX/1091364033:216', 'MRO/CTX/1092340153:139', 'MRO/CTX/1092784442:205', 'MRO/CTX/1102105786:235', 'MRO/CTX/1107343381:198', 'MRO/CTX/1109295812:238', 'MRO/CTX/1116398369:016', 'MRO/CTX/1124565165:220', 'MRO/CTX/1132643724:102', 'MRO/CTX/1133619815:201', 'MRO/CTX/1134064095:254', 'MRO/CTX/1137880803:165', 'MRO/CTX/1139745312:086', 'MRO/CTX/1140721307:239', 'MRO/CTX/1141165548:092', 'MRO/CTX/0963171943:219', 'MRO/CTX/0968409832:213', 'MRO/CTX/0972227004:071', 'MRO/CTX/0973647457:108', 'MRO/CTX/0976044274:126', 'MRO/CTX/0983678898:087', 'MRO/CTX/0985099530:125', 'MRO/CTX/0986075713:217', 'MRO/CTX/0988916800:237', 'MRO/CTX/0989892982:199', 'MRO/CTX/0992734102:226', 'MRO/CTX/0998948115:161', 'MRO/CTX/1009423672:108', 'MRO/CTX/1012264552:074', 'MRO/CTX/1014661309:117', 'MRO/CTX/1022739840:103', 'MRO/CTX/1142585740:122', 'MRO/CTX/1143561704:250', 'MRO/CTX/1153061400:227', 'MRO/CTX/1160252292:144', 'MRO/CTX/1167443522:039', 'MRO/CTX/1168419766:233', 'MRO/CTX/1171260781:138', 'MRO/CTX/1172681187:208', 'MRO/CTX/1173657270:074', 'MRO/CTX/1182712831:002', 'MRO/CTX/1187506245:178', 'MRO/CTX/1187950560:197', 'MRO/CTX/1198958662:068', 'MRO/CTX/1199934895:222', 'MRO/CTX/1201355467:215', 'MRO/CTX/1201799806:065', 'MRO/CTX/1210854546:227', 'MRO/CTX/1211830598:167', 'MRO/CTX/0848651718:215', 'MRO/CTX/0850427616:214', 'MRO/CTX/0854244837:207', 'MRO/CTX/0855665364:054', 'MRO/CTX/0858062144:060', 'MRO/CTX/0859482682:217', 'MRO/CTX/0860903128:232', 'MRO/CTX/0863299851:238', 'MRO/CTX/0864720407:226', 'MRO/CTX/0865696591:011', 'MRO/CTX/0866140939:234', 'MRO/CTX/0872354913:228', 'MRO/CTX/0882386726:124', 'MRO/CTX/0895880853:247', 'MRO/CTX/0897833778:226', 'MRO/CTX/0898810231:106', 'MRO/CTX/0901207077:074', 'MRO/CTX/0902627660:232']\n", + "Sparse images: ['MRO/CTX/1152085167:213', 'MRO/CTX/0876616593:228', 'MRO/CTX/0879989734:038', 'MRO/CTX/0891086288:218']\n" + ] + } + ], + "source": [ + "print(\"Dense images:\", dense)\n", + "print(\"Sparse images:\", sparse)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "downsample = 100\n", + "fig, axis_list = plt.subplots(1, 4, figsize=(20,5))\n", + "axis_index = 0\n", + "for sn in sparse:\n", + " sensor = sensors[sn]\n", + " num_lines = sensor.getImageSize().line \n", + " num_samples = sensor.getImageSize().samp\n", + " measure_data = cnet_df.loc[cnet_df.serialnumber == sn, [\"line\", \"sample\"]].values\n", + " kde = KernelDensity(kernel=\"gaussian\", bandwidth=0.04)\n", + " kde.fit(measure_data)\n", + " lines, samples = np.meshgrid(np.arange(0, num_lines, downsample), np.arange(0, num_samples, downsample))\n", + " sample_coords = np.vstack([lines.ravel(), samples.ravel()]).T\n", + " scores = kde.score_samples(sample_coords)\n", + " scores = scores.reshape(lines.shape)\n", + " image_geom = back_project_geometry(overlapping[sn], sensor)\n", + " mask = np.array([not image_geom.contains(Point(line, samp)) for line, samp in zip(lines.ravel(), samples.ravel())])\n", + " mask = mask.reshape(lines.shape)\n", + " masked_lines = np.ma.masked_array(lines, mask=mask)\n", + " masked_samples = np.ma.masked_array(samples, mask=mask)\n", + " masked_scores = np.ma.masked_array(scores, mask=mask)\n", + " levels = np.linspace(scores.min(), scores.max(), 25)\n", + " density_plot = axis_list[axis_index].contourf(masked_lines, masked_samples, masked_scores, levels=levels)\n", + " axis_list[axis_index].plot(measure_data[:,0], measure_data[:,1], 'ro')\n", + " fig.colorbar(density_plot, ax=axis_list[axis_index])\n", + " axis_index += 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/knoten/__init__.py b/knoten/__init__.py index fc1595c5b28f24af6fecb4c75ad83cd0b52e27c8..5c73943b7639c062fbcc5eb910362f4fdfc864cc 100644 --- a/knoten/__init__.py +++ b/knoten/__init__.py @@ -4,7 +4,7 @@ from distutils import sysconfig import os import warnings -from . import csm +from . import csm, bundle from csmapi import csmapi