diff --git a/demo/Centrality.ipynb b/demo/Centrality.ipynb index c72fccd..ffa1a68 100644 --- a/demo/Centrality.ipynb +++ b/demo/Centrality.ipynb @@ -9,53 +9,645 @@ "Here are some centrality algorithms with pygraphblas. The first few graphs are of the Zachary Karate graph, and the benchmarks at the end benchmark numerious large SNAP graphs with these algorithms." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Karate Graph" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "" + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "0\n", + "\n", + "1\n", + "\n", + "\n", + "\n", + "1\n", + "\n", + "2\n", + "\n", + "\n", + "\n", + "0--1\n", + "\n", + "\n", + "\n", + "\n", + "2\n", + "\n", + "3\n", + "\n", + "\n", + "\n", + "0--2\n", + "\n", + "\n", + "\n", + "\n", + "3\n", + "\n", + "4\n", + "\n", + "\n", + "\n", + "0--3\n", + "\n", + "\n", + "\n", + "\n", + "4\n", + "\n", + "5\n", + "\n", + "\n", + "\n", + "0--4\n", + "\n", + "\n", + "\n", + "\n", + "5\n", + "\n", + "6\n", + "\n", + "\n", + "\n", + "0--5\n", + "\n", + "\n", + "\n", + "\n", + "6\n", + "\n", + "7\n", + "\n", + "\n", + "\n", + "0--6\n", + "\n", + "\n", + "\n", + "\n", + "7\n", + "\n", + "8\n", + "\n", + "\n", + "\n", + "0--7\n", + "\n", + "\n", + "\n", + "\n", + "8\n", + "\n", + "9\n", + "\n", + "\n", + "\n", + "0--8\n", + "\n", + "\n", + "\n", + "\n", + "10\n", + "\n", + "11\n", + "\n", + "\n", + "\n", + "0--10\n", + "\n", + "\n", + "\n", + "\n", + "11\n", + "\n", + "12\n", + "\n", + "\n", + "\n", + "0--11\n", + "\n", + "\n", + "\n", + "\n", + "12\n", + "\n", + "13\n", + "\n", + "\n", + "\n", + "0--12\n", + "\n", + "\n", + "\n", + "\n", + "13\n", + "\n", + "14\n", + "\n", + "\n", + "\n", + "0--13\n", + "\n", + "\n", + "\n", + "\n", + "17\n", + "\n", + "18\n", + "\n", + "\n", + "\n", + "0--17\n", + "\n", + "\n", + "\n", + "\n", + "19\n", + "\n", + "20\n", + "\n", + "\n", + "\n", + "0--19\n", + "\n", + "\n", + "\n", + "\n", + "21\n", + "\n", + "22\n", + "\n", + "\n", + "\n", + "0--21\n", + "\n", + "\n", + "\n", + "\n", + "31\n", + "\n", + "32\n", + "\n", + "\n", + "\n", + "0--31\n", + "\n", + "\n", + "\n", + "\n", + "1--2\n", + "\n", + "\n", + "\n", + "\n", + "1--3\n", + "\n", + "\n", + "\n", + "\n", + "1--7\n", + "\n", + "\n", + "\n", + "\n", + "1--13\n", + "\n", + "\n", + "\n", + "\n", + "1--17\n", + "\n", + "\n", + "\n", + "\n", + "1--19\n", + "\n", + "\n", + "\n", + "\n", + "1--21\n", + "\n", + "\n", + "\n", + "\n", + "30\n", + "\n", + "31\n", + "\n", + "\n", + "\n", + "1--30\n", + "\n", + "\n", + "\n", + "\n", + "2--3\n", + "\n", + "\n", + "\n", + "\n", + "2--7\n", + "\n", + "\n", + "\n", + "\n", + "2--8\n", + "\n", + "\n", + "\n", + "\n", + "2--13\n", + "\n", + "\n", + "\n", + "\n", + "9\n", + "\n", + "10\n", + "\n", + "\n", + "\n", + "2--9\n", + "\n", + "\n", + "\n", + "\n", + "27\n", + "\n", + "28\n", + "\n", + "\n", + "\n", + "2--27\n", + "\n", + "\n", + "\n", + "\n", + "28\n", + "\n", + "29\n", + "\n", + "\n", + "\n", + "2--28\n", + "\n", + "\n", + "\n", + "\n", + "32\n", + "\n", + "33\n", + "\n", + "\n", + "\n", + "2--32\n", + "\n", + "\n", + "\n", + "\n", + "3--7\n", + "\n", + "\n", + "\n", + "\n", + "3--12\n", + "\n", + "\n", + "\n", + "\n", + "3--13\n", + "\n", + "\n", + "\n", + "\n", + "4--6\n", + "\n", + "\n", + "\n", + "\n", + "4--10\n", + "\n", + "\n", + "\n", + "\n", + "5--6\n", + "\n", + "\n", + "\n", + "\n", + "5--10\n", + "\n", + "\n", + "\n", + "\n", + "16\n", + "\n", + "17\n", + "\n", + "\n", + "\n", + "5--16\n", + "\n", + "\n", + "\n", + "\n", + "6--16\n", + "\n", + "\n", + "\n", + "\n", + "8--30\n", + "\n", + "\n", + "\n", + "\n", + "8--32\n", + "\n", + "\n", + "\n", + "\n", + "33\n", + "\n", + "34\n", + "\n", + "\n", + "\n", + "8--33\n", + "\n", + "\n", + "\n", + "\n", + "13--33\n", + "\n", + "\n", + "\n", + "\n", + "19--33\n", + "\n", + "\n", + "\n", + "\n", + "31--28\n", + "\n", + "\n", + "\n", + "\n", + "31--32\n", + "\n", + "\n", + "\n", + "\n", + "31--33\n", + "\n", + "\n", + "\n", + "\n", + "25\n", + "\n", + "26\n", + "\n", + "\n", + "\n", + "31--25\n", + "\n", + "\n", + "\n", + "\n", + "24\n", + "\n", + "25\n", + "\n", + "\n", + "\n", + "31--24\n", + "\n", + "\n", + "\n", + "\n", + "30--32\n", + "\n", + "\n", + "\n", + "\n", + "30--33\n", + "\n", + "\n", + "\n", + "\n", + "9--33\n", + "\n", + "\n", + "\n", + "\n", + "27--33\n", + "\n", + "\n", + "\n", + "\n", + "23\n", + "\n", + "24\n", + "\n", + "\n", + "\n", + "27--23\n", + "\n", + "\n", + "\n", + "\n", + "27--24\n", + "\n", + "\n", + "\n", + "\n", + "28--33\n", + "\n", + "\n", + "\n", + "\n", + "32--33\n", + "\n", + "\n", + "\n", + "\n", + "14\n", + "\n", + "15\n", + "\n", + "\n", + "\n", + "32--14\n", + "\n", + "\n", + "\n", + "\n", + "15\n", + "\n", + "16\n", + "\n", + "\n", + "\n", + "32--15\n", + "\n", + "\n", + "\n", + "\n", + "18\n", + "\n", + "19\n", + "\n", + "\n", + "\n", + "32--18\n", + "\n", + "\n", + "\n", + "\n", + "20\n", + "\n", + "21\n", + "\n", + "\n", + "\n", + "32--20\n", + "\n", + "\n", + "\n", + "\n", + "22\n", + "\n", + "23\n", + "\n", + "\n", + "\n", + "32--22\n", + "\n", + "\n", + "\n", + "\n", + "32--23\n", + "\n", + "\n", + "\n", + "\n", + "29\n", + "\n", + "30\n", + "\n", + "\n", + "\n", + "32--29\n", + "\n", + "\n", + "\n", + "\n", + "33--14\n", + "\n", + "\n", + "\n", + "\n", + "33--15\n", + "\n", + "\n", + "\n", + "\n", + "33--18\n", + "\n", + "\n", + "\n", + "\n", + "33--20\n", + "\n", + "\n", + "\n", + "\n", + "33--22\n", + "\n", + "\n", + "\n", + "\n", + "33--23\n", + "\n", + "\n", + "\n", + "\n", + "33--29\n", + "\n", + "\n", + "\n", + "\n", + "26\n", + "\n", + "27\n", + "\n", + "\n", + "\n", + "33--26\n", + "\n", + "\n", + "\n", + "\n", + "23--25\n", + "\n", + "\n", + "\n", + "\n", + "23--29\n", + "\n", + "\n", + "\n", + "\n", + "25--24\n", + "\n", + "\n", + "\n", + "\n", + "29--26\n", + "\n", + "\n", + "\n", + "\n" ], "text/plain": [ - "" + "" ] }, + "execution_count": 7, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "# go widescreen\n", - "\n", - "from IPython.core.display import display, HTML\n", - "display(HTML(\"\"))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Karate Graph" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "%pdb\n", "from timeit import repeat\n", "from pygraphblas import *\n", "from pygraphblas.gviz import *\n", "from random import sample\n", "\n", - "karate = list(Matrix.ssget('Newman/karate'))[-1][1]\n", + "karate = dict(Matrix.ssget('Newman/karate'))['karate.mtx'].cast(FP32)\n", "\n", "# get one-based lables\n", "labels1 = karate.cast(INT64).positioni1().reduce_vector(INT64.any_monoid)\n", @@ -71,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -93,616 +685,616 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "10.25\n", + "\n", + "10.25\n", "\n", "\n", "\n", "1\n", - "\n", - "5.769\n", + "\n", + "5.769\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "6.410\n", + "\n", + "6.410\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3.846\n", + "\n", + "3.846\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "1.923\n", + "\n", + "1.923\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "2.564\n", + "\n", + "2.564\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "2.564\n", + "\n", + "2.564\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "2.564\n", + "\n", + "2.564\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "3.205\n", + "\n", + "3.205\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "1.923\n", + "\n", + "1.923\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "0.641\n", + "\n", + "0.641\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "3.205\n", + "\n", + "3.205\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "1.923\n", + "\n", + "1.923\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "3.846\n", + "\n", + "3.846\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "2.564\n", + "\n", + "2.564\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "2.564\n", + "\n", + "2.564\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "1.923\n", + "\n", + "1.923\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "7.692\n", + "\n", + "7.692\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "10.89\n", + "\n", + "10.89\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "1.923\n", + "\n", + "1.923\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "1.923\n", + "\n", + "1.923\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "3.205\n", + "\n", + "3.205\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "2.564\n", + "\n", + "2.564\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "1.282\n", + "\n", + "1.282\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -726,7 +1318,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -748,616 +1340,616 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0.097\n", + "\n", + "0.097\n", "\n", "\n", "\n", "1\n", - "\n", - "0.052\n", + "\n", + "0.052\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "0.057\n", + "\n", + "0.057\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "0.035\n", + "\n", + "0.035\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "0.021\n", + "\n", + "0.021\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "0.029\n", + "\n", + "0.029\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "0.029\n", + "\n", + "0.029\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "0.024\n", + "\n", + "0.024\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "0.029\n", + "\n", + "0.029\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "0.021\n", + "\n", + "0.021\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "0.009\n", + "\n", + "0.009\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "0.029\n", + "\n", + "0.029\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "0.019\n", + "\n", + "0.019\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "0.037\n", + "\n", + "0.037\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "0.024\n", + "\n", + "0.024\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "0.025\n", + "\n", + "0.025\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "0.019\n", + "\n", + "0.019\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "0.071\n", + "\n", + "0.071\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "0.016\n", + "\n", + "0.016\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "0.100\n", + "\n", + "0.100\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "0.021\n", + "\n", + "0.021\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "0.021\n", + "\n", + "0.021\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "0.031\n", + "\n", + "0.031\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "0.014\n", + "\n", + "0.014\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "0.026\n", + "\n", + "0.026\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "0.015\n", + "\n", + "0.015\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1400,10 +1992,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -1420,616 +2010,616 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0.674\n", + "\n", + "0.674\n", "\n", "\n", "\n", "1\n", - "\n", - "0.555\n", + "\n", + "0.555\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "0.644\n", + "\n", + "0.644\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "0.474\n", + "\n", + "0.474\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "0.185\n", + "\n", + "0.185\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "0.2\n", + "\n", + "0.2\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "0.2\n", + "\n", + "0.2\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "0.422\n", + "\n", + "0.422\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "0.481\n", + "\n", + "0.481\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "0.185\n", + "\n", + "0.185\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "0.4\n", + "\n", + "0.4\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "0.755\n", + "\n", + "0.755\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "0.229\n", + "\n", + "0.229\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "0.562\n", + "\n", + "0.562\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "0.229\n", + "\n", + "0.229\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "0.651\n", + "\n", + "0.651\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "0.533\n", + "\n", + "0.533\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "0.577\n", + "\n", + "0.577\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "0.414\n", + "\n", + "0.414\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "0.385\n", + "\n", + "0.385\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "0.466\n", + "\n", + "0.466\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "0.051\n", + "\n", + "0.051\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "0.562\n", + "\n", + "0.562\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "0.125\n", + "\n", + "0.125\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "0.059\n", + "\n", + "0.059\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "0.296\n", + "\n", + "0.296\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "0.274\n", + "\n", + "0.274\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "0.148\n", + "\n", + "0.148\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -2054,7 +2644,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -2080,616 +2670,616 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "111.6\n", + "\n", + "77.57\n", "\n", "\n", "\n", "1\n", - "\n", - "7.821\n", + "\n", + "7.171\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "42.51\n", + "\n", + "40.41\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "7.921\n", + "\n", + "1.993\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "0.333\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5.833\n", + "\n", + "5.0\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "4.5\n", + "\n", + "5.0\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "14.83\n", + "\n", + "21.00\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "20.61\n", + "\n", + "16.70\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "12.61\n", + "\n", + "12.33\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "50.68\n", + "\n", + "37.44\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "9.157\n", + "\n", + "5.123\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "0.238\n", + "\n", + "0.238\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "12.20\n", + "\n", + "5.460\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "0.238\n", + "\n", + "0.571\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "23.15\n", + "\n", + "65.38\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "54.36\n", + "\n", + "112.8\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "1.116\n", + "\n", + "2.472\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "0.0\n", + "\n", + "0.5\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "1.233\n", + "\n", + "4.733\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "0.0\n", + "\n", + "1.0\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "0.0\n", + "\n", + "0.0\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -2768,53 +3358,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading SNAP/wiki-Vote\n", - "SNAP/wiki-Vote has 103689 edges\n", - "Running DC () on SNAP/wiki-Vote 3 times\n", - "DC on SNAP/wiki-Vote took 0.0005946913346027335 average for 3 runs\n", - "Running PR (0.85, 10) on SNAP/wiki-Vote 3 times\n" - ] - }, - { - "ename": "AttributeError", - "evalue": "cdata 'void *' has no attribute 'get_monoid'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'Running {fname} {args} on {name} {R} times'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrandom_seed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrepeat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'{fname}(G, *args)'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrepeat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mR\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mglobals\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlocals\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\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 36\u001b[0m \u001b[0mavg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'{fname} on {name} took '\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mavg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34mf'average for {R} runs'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.8/timeit.py\u001b[0m in \u001b[0;36mrepeat\u001b[0;34m(stmt, setup, timer, repeat, number, globals)\u001b[0m\n\u001b[1;32m 236\u001b[0m repeat=default_repeat, number=default_number, globals=None):\n\u001b[1;32m 237\u001b[0m \u001b[0;34m\"\"\"Convenience function to create Timer object and call repeat method.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 238\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mTimer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstmt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msetup\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mglobals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber\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 239\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 240\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_wrap_timer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.8/timeit.py\u001b[0m in \u001b[0;36mrepeat\u001b[0;34m(self, repeat, number)\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 204\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 205\u001b[0;31m \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimeit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumber\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 206\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 207\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.8/timeit.py\u001b[0m in \u001b[0;36mtimeit\u001b[0;34m(self, number)\u001b[0m\n\u001b[1;32m 175\u001b[0m \u001b[0mgc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 177\u001b[0;31m \u001b[0mtiming\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimer\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 178\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 179\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgcold\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36minner\u001b[0;34m(_it, _timer)\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mPR\u001b[0;34m(A, damping, itermax)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVector\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFP32\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVector\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFP32\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mA\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreduce_vector\u001b[0m\u001b[0;34m(\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 6\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massign_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdamping\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maccum\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFP32\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDIV\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/pygraphblas/matrix.py\u001b[0m in \u001b[0;36mreduce_vector\u001b[0;34m(self, mon, out, mask, accum, desc)\u001b[0m\n\u001b[1;32m 1509\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmon\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1510\u001b[0m \u001b[0mmon\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcurrent_monoid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"PLUS_MONOID\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNULL\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1511\u001b[0;31m \u001b[0mmon\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_monoid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\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 1512\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1513\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVector\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: cdata 'void *' has no attribute 'get_monoid'" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "> \u001b[0;32m/home/jovyan/pygraphblas/matrix.py\u001b[0m(1511)\u001b[0;36mreduce_vector\u001b[0;34m()\u001b[0m\n", - "\u001b[0;32m 1509 \u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mmon\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0m\u001b[0;32m 1510 \u001b[0;31m \u001b[0mmon\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcurrent_monoid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"PLUS_MONOID\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNULL\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0m\u001b[0;32m-> 1511 \u001b[0;31m \u001b[0mmon\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_monoid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0m\u001b[0;32m 1512 \u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0m\u001b[0;32m 1513 \u001b[0;31m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVector\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0m\n", - "ipdb> p mon\n", - "\n", - "ipdb> p self\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "from collections import defaultdict\n", "from pathlib import Path\n", @@ -2861,9 +3405,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", @@ -2904,7 +3446,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -2918,7 +3460,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, diff --git a/demo/Hypersparse-RadiX-Net-with-pygraphblas.ipynb b/demo/Hypersparse-RadiX-Net-with-pygraphblas.ipynb index 69f662e..3c82dd1 100644 --- a/demo/Hypersparse-RadiX-Net-with-pygraphblas.ipynb +++ b/demo/Hypersparse-RadiX-Net-with-pygraphblas.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -42,83 +42,83 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0->3\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "3->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "1->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n", "2->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -156,107 +156,107 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "0->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "1->6\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "2->7\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "3->4\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "1.0\n", + "1.0\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -281,10 +281,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -292,562 +290,562 @@ "\n", "\n", - "\n", "\n", "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0->6\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "0->7\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "6->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "6->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "16\n", + "\n", + "16\n", "\n", "\n", "\n", "6->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "7->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "7->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", "\n", "7->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "1->7\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "1->8\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "2->8\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "2->9\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "3->9\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "3->10\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "4->10\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "4->11\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "5->6\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->11\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "12->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "12->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "20\n", + "\n", + "20\n", "\n", "\n", "\n", "12->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "14->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", "\n", "14->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "22\n", + "\n", + "22\n", "\n", "\n", "\n", "14->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "16->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "24\n", + "\n", + "24\n", "\n", "\n", "\n", "18->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", "\n", "18->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "25\n", + "\n", + "25\n", "\n", "\n", "\n", "19->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "28\n", + "\n", + "28\n", "\n", "\n", "\n", "19->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", "\n", "20->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "20->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -932,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -957,10 +955,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "scrolled": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { @@ -968,958 +964,958 @@ "\n", "\n", - "\n", "\n", "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "0->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "0->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "0->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "0->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "24\n", + "\n", + "24\n", "\n", "\n", "\n", "12->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "25\n", + "\n", + "25\n", "\n", "\n", "\n", "12->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "28\n", + "\n", + "28\n", "\n", "\n", "\n", "12->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "12->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "32\n", + "\n", + "32\n", "\n", "\n", "\n", "12->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", "\n", "12->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "13->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", "\n", "14->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", "\n", "14->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", "\n", "14->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", "\n", "\n", "14->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "34\n", - "\n", - "34\n", + "\n", + "34\n", "\n", "\n", "\n", "14->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "35\n", - "\n", - "35\n", + "\n", + "35\n", "\n", "\n", "\n", "14->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "1->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "2->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "16\n", + "\n", + "16\n", "\n", "\n", "\n", "2->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", "\n", "2->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "3->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "3->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "3->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "3->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "4->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "4->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "4->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "5->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "6->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "6->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "20\n", + "\n", + "20\n", "\n", "\n", "\n", "6->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", "\n", "6->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "7->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "8->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "22\n", + "\n", + "22\n", "\n", "\n", "\n", "8->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "8->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "9->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "10->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "11->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1946,7 +1942,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1960,9 +1956,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/Intro-Prez.ipynb b/demo/Intro-Prez.ipynb index e5faf7d..37d2b60 100644 --- a/demo/Intro-Prez.ipynb +++ b/demo/Intro-Prez.ipynb @@ -35,7 +35,7 @@ "output_type": "stream", "text": [ "Live from SIAM!!!!!\n", - "3278\n", + "2968\n", "For SuiteSparse the biggest index is (2 ** 60): 1152921504606846976\n" ] } @@ -120,156 +120,156 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0->3\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "1->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "5\n", + "5\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "1->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "3->4\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "5->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "5->4\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "4->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -297,9 +297,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAAFfCAIAAABm11jWAAAosElEQVR4nO3deUATZ/4G8G9IQhJCALlEUURRUayrQAVrRasFVKy64l2PrVa73Xp061atdV1dtj9tvWqrq1attahtqaLihYrFG9GCVbwqUkEOEQREDoGEJL8/hk0tfbsBN8NMyvP562WGdh6T8OSdIxOJ0Wgk8ZFIJOIMBtB82AgdAABECu0AAGxoBwBgQzsAABvaAQDY0A4AwIZ2AAA2tAMAsKEdAIAN7QAAbGgHAGBDOwAAG9oBANisux1ycnKmTp3q5uamUqn8/f23b98udKJfiIqKWr169YkTJ8rLy4VNotfr161bFxgYqFarVSpV586d58yZk5eXJ2yq1NTU8ePHe3h4yGQyjUYTHBy8YcOG6upqYVM9LTc3VyqVSiQSiUSSlZUlVIwrV65IfsP9+/d53LBRlBoS7O7duy4uLvX+OYsXL26CeA2xceNGU6odO3YImESv148YMeLXT72bm9udO3eESrV79265XP7rVP3799fr9UKlqmfhwoWmYJmZmULFOHbs2G/9/d6/f5+/7coa2ybi8frrrxcXFxNR9+7de/fuvX37dp1Ot2zZsvHjx/v5+QmbLT4+fvbs2cJmMNm2bVtcXBw3joiIaNeu3b59+x48ePDw4cN58+bt27ev6SOVlZVNmzZNp9MRUYcOHSIiIq5evXr27FkiOn36dGJiYmhoaNOnqic3N3ft2rVCpyAiKiws5Abt27cfO3bs06s0Gg2PG+aveP4XZoOlpaVx+R0cHAoKCoxG49SpU7klc+fObZKMv2n//v0qlerpB1nYucPAgQO5GO+++y635M6dOzY2NkSkUChqamoESZWamurn59e5c+fS0lKj0WgwGIKCgrica9euFSRSPcOGDXv6SRRw7rBq1Souw6hRo5pyu9Z63OH48ePcYMyYMe7u7kTUsWNHbsnp06eFSlVVVTV//vyRI0dWVVUJleHX7t27xw3CwsK4QceOHT09PYmopqaG3x3X3xYQEJCamhoXF+fo6EhEEolErVZzq1xdXQWJ9LTo6OiDBw8KnaKOae7APVZNxlr3LFJTU7lBz549iSgzM3P58uXckrS0tJqaGoVC0cSRysvLAwICMjIyuB+HDBmSk5Nz/fr1Jo7xa+7u7j/99JNarTZ1llarffToETfW6/VCBVMqlV26dOHGiYmJ586dIyK1Wh0eHi5UJE56evrMmTOJqHfv3snJycKGoafaITMzc8mSJXK5nNsdc3Jy4nfDTTlRaTizwXr37s3l37dvn16v79ev39P/KKEmgdOnT+cC9O/fv6KigmsuEnrP4tKlS7du3Xr6UN/69eu5YDKZrKqqSsBsRqNx2bJlYWFhEomEi7R+/Xph8zx+/Jg7biWXy3/44QfBX1RGo3HIkCG//st1dnY+cOAAr9u11nZ4ej9i9erV3HNpmppeuXKlaXLW8/jx4zZt2kyfPr26utpoNPr7+4uhHeq5cOGC6bDI4MGDhY5j9PX1Nb3iFy5cKGwYvV4fERHBhfnoo4+MT936WMB2CAwMZL6129ranj59mr/tWms7eHl5cQ/Qtm3blEolES1btqxdu3bcwgsXLjRNzl8rKSkxjUXYDt9//71pOmpjY5OcnCx0ol+0AxGNGjVKqAOlRqNx7ty5XIzIyEiDwWAURzu8//77dnZ2tra2mzdvLi8vP3PmjIeHB5cqMDCQv+1aazv4+Phwjw73Wu/Tp09tbW2bNm24hdeuXWuanP9dQECAqNrh+PHj9vb2ppf7Bx98IHQio9ForKysvHnz5uLFi00zmpkzZwqSJDo62tSbs2fPXrBgwYIFC0wP15tvvhkdHS1IMKPRWFxcfObMGdOP33zzjSlYfn4+Txu11nYw7dITkb29fUZGhtFoNL0rZmVlNUlMM0wTQjG0wzfffPP01UczZswQOlF9hw8f5rIpFAruNGcTM50I+y0jRoxo+lRMT548MR2pOXv2LE9bsdYzmm5ubqbxmjVrfHx8amtry8rKiEilUpkmEcCJj4+fNGkSd/UREU2cOHHTpk3CRvq1iIgIZ2dnIqqpqUlPT2/6AGFhYS+++GLTb/cZqFQq01TL9LRanLWe0QwKCkpISCCiPn36zJgxg4jS0tIMBgMR9ezZUyqVCpyPiIhM7S6s7OzsV199tba2lvtx+PDh27dv566GEsqdO3e4yzfbtm07btw4bqFer6+pqeHGQl0wwp1VfZrpSczMzPT29m7qQE8pLCzkLu0hooKCgidPnnDjli1b8rRFa22HkJAQbpCdna3T6eRy+eeff84tGTBggHC5fkEk7bBgwYLS0lJuHBAQ8PXXX8tkAj/v+fn58+bNIyJXV9ewsDBuyrBixYrKykruF0zHlYCIrl27tmTJksTExLS0NO54vOmctJubm+maEYuz1nYIDQ319vbOysrKzc0dPHiwu7t7TEwMEclksmnTpgmdTkSqqqr27t1r+tHX1zcqKurpXxgzZsxvnTDjT3BwsLu7e2FhYVFRUZcuXfr27ZuTk5OSksKtHTRoEHcpJxCRTqeLjIzkrrLr1avX6NGjb9++/d1333FrZ82axeM0kKfjGf+jhgRLSEiwtbWt988RyXF4jumDAwIelTT7ueMvvvhCkGB79+5lTmF8fHzy8vIEicRkCibgGc1Lly79+uPIRDRs2DCtVsvfdq31qCQRhYaGJiUlDR8+3NnZWalUBgQE7Ny5c9GiRULn+pkY9iwEvFD6vxs5cuT58+dHjx7N3d/B3t7e399/yZIlKSkprVu3FjqduPTq1evy5cuzZ8/28fFRKBQODg4hISHbt2+Pi4tjfgreUiTGp9pRPCQSkQYDaD6seO4AALxCOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2NAOAMCGdgAANrQDALChHQCADe0AAGxoBwBgQzsAAABAY4j09o3ivK+kRCLJM8wTOkV9njYrxflY5dfOETpFfa1kn4rwsRIt7FkAABvaAQDY0A4AwIZ2AAA2tAMAsKEdAIAN7QAAbIwvQYb/XVpqwcZVly6cyikpeqJUyTv5uYyd0m38tO4KJR7w+nRa/eZPruyPSb97p1SnM7RsZdc/1Ovthb3aejsIHa25E+NFR2TlV0Md3nP7rYmHanWGestf6N/22+/G2dhY+Iu5rfpqKIPBOG7QvnMnc+std2yhOHxurI9vC8umwtVQjYI9CwsrL9POff0oVw3tOjhNnRUQHNKGW3XhdM75xGxB04nOodgMrhrsNbaT33juz+/4d+rqTESPH9UsX3xB6HTNHSa6FqZxsN1zcvycKYdraw1HLk7WOCqMRnrlhZ1XLuUT0e0bRSGh7YTOKCIXz93nBm/9LeCdvwcR0cRp3fp130lEyWfzhEwGaAc+dA9oeTRlSk5WmcZRQUQSCdmp5dwqZ1eVoNFERyavm73evFZUbyCXY2IrsIY+ATk5OVOnTnVzc1OpVP7+/tu3b+czldVTKGUduzhz4/OJ2ZfO5RKRnVreP9xbyFjiM3Bw3UzqUGzG1MhD/3rv3DvTT3BLXo5oL1wuIGrg3CEzM7NXr17FxcXcj1euXJk6derdu3ejoqL4zGb11i1PTjqVc/ZEFncgbNGH/V3c7IQOJS79Q70iJ/ju/fo2ER09cNe03NNLM39pb+FyAVED5w6vv/46Vw3du3efMWOGXC4nomXLlt28eZPfdFZud/SNMwl11TB7Ye/XZvoLnUiMotb0a9/R6eklUqlk5caB7h5oUoGZb4dr166dPHmSiBwcHE6cOLF58+ZJkyYRkV6v//zzz3kP+HuxbnnyG2PidFq90EHEpSC/clDwN5kZpUQklUq44zJ6vXHy8APx+38SOFyzZ74djh8/zg3GjBnj7u5ORB07duSWnD59mr9kvwPHUqecujHtr4tfUKpkRHQ4Nn3p304KHUpc5r2ZmJddTkTOrqrDSeOSbk3p93JbItLrjbP+dLy0pFrogM2a+XZITU3lBj179iSizMzM5cuXc0vS0tJqamp4y2b1VHbyTl1d5v2z75bdI7glX21NK3+MR6xOXnb5iSOZ3Hj9l+E9At0dWyi27h7q6q4ioieVum+jbwkasLkz3w6ZmXXPX5s2bQwGw2uvvVZRUcEt0el0+fn5PKb7vRgY0cHJWUlE2hr9T+mPhI4jFnd+LOEOyrRspR4wqO7khcbBdsTYztw4/VaJUNmAGnLOoqio7vyzs7Pz2rVrz5w5I5fLbW1tKysriejx48f8BrQ2mXceHYvLIKLWbTXDx3XhFur1Rm1N3RGH6qpawcKJjFZbd7G5Xm/45fK6x6q2tv7V6NCUzM8dtFotN/jpp58WLVpERP/85z9dXV25hVVVVfyFs0YF+ZX/mn/qX/NPLZp9wrTbvGHFxSeVOm7s7eMkWDiR8ete9yoqKqw6FJvBjQvyK03HI02/AIIwP3fgzl8S0dy5c6urq/v06TN//vwNGzZwC+3t7XlMZ4UCglu5utsVFT4pKarq1/XzoL6e93PKr6Y84Na+NKi9hycesTpt2mnCX2l//FAmEb35avyg4R1c3FSHYjMeFVcTkYOTYtTELkJnbNbMzx00Gg03KC0ttbe3j46OlkqlpkMPprXAsVVIP9wYLpPZEFHxwyfx++6YqqGdj9OazwcLmk50Pt4a2u0PrkSk1xuP7Ptpx+brXDXYa2y3fhvh4oYLz4Vkvh3c3NxM4zVr1vj4+NTW1paVlRGRSqVq06YNj+ms05CRneLOvTp0tK+7h1oms1Hb2z7n7z53SZ+j309p2RoTh1/gTmQuXRnSI9DdTi2X20q9fRynvvWHk1cmhgxsK3S65s78nkVQUFBCQgIR9enTZ8aMGUSUlpZmMBiIqGfPnlKplO+I1qhnUKvN3w4XOoV1UCilf37H/8/v4EJS0TE/dwgJCeEG2dnZOp2OiEyXSA4YMIC/ZAAgLPNzh9DQUG9v76ysrNzc3MGDB7u7u8fExBCRTCabNm0a/wkBQBjm20EqlW7ZsmXo0KFarTYxMdG0fOnSpT4+PnxmAwAhNegzmqGhoUlJScOHD3d2dlYqlQEBATt37uSufQCA36uG3hsqMDAwLi6O1ygAICq4ORcAsKEdAIAN7QAAbGgHAGBDOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2NAOAMCGdgAANrQDALChHQCATWLkvgVZZCQSMQaTSCRCR4D/FV5XDdfQ+0oCifKFRUQSieS+fq7QKeprLV0jzodLnB7UzhI6Qn0esvXYswAANrQDALChHQCADe0AAGxoBwBgQzsAABvaAQDYcL1Dc3HjysOwwB3MVT/kvNGytX0T54FnUFGu3bD6h4OxGffulikU0s5dncdM8p04vZtczsvbPNqhuSh6+OQ314n1Wj14WvHDqhED9mb8+Ij7UVujT734IPXigyP77+46NIyPgkA7NBdFhXXt4NXecdiYzk+vstfYCpEIGmfhnNNcNShVsj+O61RWWhMfd9dopDPf5Xz28ZVZ8wMsvkW0Q3PxsKCuHbr7uy9aHiJsGGisygpd/P673HhrzODQCG8i2rDqctR7SUT0xaZrfLQDjko2F6a5g8ZRIWwSeAYP7lfqdAYikkolAwe34xbOmNPDyVlJRHnZ5XnZ5RbfaKPnDlFRUWq1ukePHsHBwRqNxuKBgCfF/2mHnMzHq5YmyeTSdh0cXx7S3sEJZWEFXFyV3ECvN+Zklbfr4EBEclvpcz1cz53MJaLLlwo8vSz899i4dti0adOSJUu48Y4dOyZNmmTZNMAf057F+VM550/lcGMnZ+UnXwwOe6WDcLmgQZyclc/39khJfkBEc99I/HjLwBYuypgvbyWfvc/9Qs49y88dGrFnER8fP3v2bIsngKbBPGdRWlI9fczB5DO5TZ8HGusfK17kTkycP5Ub1Cm6k/Pmv79ztrbWwK2trNBafIsNbYe4uLhRo0bV1tZaPAE0jZfCvVV2MrmtdOVnYXcez953apy7h5qIdFr90ndPC50OzAvq0+rLfUNbtlI/vdB0Mrq21vJ30zC/Z1FVVbVkyZJVq1bhZh5W7b0PXnxzbuDtG8XBIZ5EFBziGfXxS29OOExEaakFhQ8qubIAMRs4uN3F9Mkn4u/9eL1YoZD6dnM+lZCz7d9pRKRQSC2+OTPtUF5eHhAQkJGRwf04ZMiQnJyc69evWzwHNAEnZyVXDZzwYT4SCXGdn5VRinawCkqV7JVIn1cifbgfj/znNCcfF62Y2bPQaDQvvfQSN+7fv//u3btlMlwi8TuhVMmUqrpnU/ef3VewLqaDzdxZDMsyf9xh9erVbdq0mT59+rFjx9RqtWjvkAkNYbrqgYgeFjypelJ3IMnN3U6gRNAgOq3+6IHM6eOO/t+iC6aFtbWG75PyuXHX51wsvlHzEwEHB4e0tLQWLVpYfNvQlG5dK1q1NOn8yZzvrkzhTox/8e8fuFUubqqOXZwFTQdmfLb26gfvJxGRg6Pt1De7t25rT0R7v0ove6wlou7+bl7tLT93aNBuwtPVgLmDNdLpDK+PPpCVUUpEQ4J3vTKqU8btR+cSs7m1U2f629jgaRW1yW90+/SjlLLH2rLH2tBe3wwd6VNTrd8Xc4db++e/9uRjo42+khrtYI3kcpsNOyNauCiJqKjwyfaNV03VEPZKh9nvBQmaDsxzdFLsPDhMbS8nopKi6h1bbny740edVk9E4/7UdfREXz42ikOMzUXPXh7HUyZvXJ2SGJ95P7dcoZD69XCbMK37mMl+KHyrENSn1Zm0Vz/75MrphJzc7HKDwejr5/zqNL/JM57jaYuNbgfMHayXp5fmg08G0CcDhA4Cz8jTSxO1uuk+X4s9CwBgwye4AYANcwcAYEM7AABbo49KJicn85EDAMQGxx0AgA3tAABsaAcAYEM7AAAb2gEA2NAOAMCGdgAANrQDALChHQCADe0AAGxoBwBgQzsAABvaAQDY0A4AwIZ2AAA2tAMAsKEdAIAN7QAAbBIj9w3tIiORiDSYCIn2Tp94BhtItM8gvgvL6uGP0NqJ9hnEngUAsKEdAIAN7QAAbGgHAGBDOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYGtQO+j1+nXr1gUGBqrVapVK1blz5zlz5uTl5fEdDgAEZP6D0gaDITIyMi4urt5yNze3pKSkjh078hILn+AGEJr5ucO2bdtM1RAREfGXv/zFw8ODiB4+fDhv3jx+0wGAcMy/Rb/88suJiYlE9O67765cuZKIMjIyfH19DQaDQqEoKyuztbW1fCzMHQCEZn7ucO/ePW4QFhbGDTp27Ojp6UlENTU19+/f5y8cAAjIfDu4u7sTkVqtrqqq4pZotdpHjx5xY71ez184ABCQ+TvHffLJJxqNpnPnzjY2dVWyZcuWiooKIpLJZNwkAgB+fxq9e5+cnDxw4EBuHjF48OD4+HheYuG4A4DQGvdHmJKSEhYWVlpaSkQ2NjZJSUnBwcG8xEI7AAitEddKJiQkDBgwgKsGIoqKiuKpGgBADBr6Fh0TEzN58mSdTsf9OGPGjM2bN/MYC3MHAKE16I8wPj5++PDhtbW13I8TJ06Mjo42HaTkJRbaAUBo5v8Is7Oze/ToYdqhGD58eGxsrEzG79fkoB0ABGf+/X/BggWmaggICPj666/5rgYAEAMzb9FVVVVOTk5arZb7ccKECV5eXk//wpgxYwIDAy0fC3MHAKGZmQUUFhaaqoGIvv7663q/0KVLFz7aAQAEZ2bPAhdKAzRbIp3AY88CQHC4cxwAsKEdAIAN7QAAbGgHAGBDOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2NAOAMCGdgAANrQDALChHQCADfeebwSJRCJ0BDbcZa+BRPsMihPaoXEe1M4SOkJ9HrL1QkewJrnG94SOUF8byYf5+neETlFfK+nH2LMAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2HC9Ay8qyrUbVv9wMDbj3t0yhULauavzmEm+E6d3k8tRx9bn46jzdmq5Xw93/+DW9hpboePUqSjXJhzOvJpS0MJF+fbCID42gXawvOKHVSMG7M348RH3o7ZGn3rxQerFB0f23911aBgKwrrs2PTD6iVnufGnO4ZFTuombB4iKimq+nBx0u4dN6uraonI00vDUzvglWp5C+ec5qpBqZKNf61rxB87cNfvnvku57OPrwibDRrlZPzdxbMThE7xC5cvPujrt33H5jSuGogoL7s8P7eCj21h7mBhlRW6+P13ufHWmMGhEd5EtGHV5aj3kojoi03XZs0PEDAeNNyxuDszJ8TV1hqEDvKz2zeKx4bvqazQEZGtQho2tEP4sA5+3V1d3VV8bA7tYGEP7lfqdAYikkolAwe34xbOmNPj0xWXS0uq87LL87LLPb00gmYEM6qralcvObtp1UVRfbrNYDC+Pe0YVw1du7tu3BXh282F1y02aM8iNTV1/PjxHh4eMplMo9EEBwdv2LChurqa12RWysVVyQ30emNOVjk3lttKn+vhyo0vXyoQJhk0TEW5NvQPn29cWVcNA4Z08H3OTehQRESnjt+7mlJARI4tlN8cjeS7Gqgh7bBnz54XXnghJiamoKBAr9dXVFRcunRp5syZgwcPNhhENOkSCSdn5fO9Pbjx3DcSszPLysu0W9ddTT57n1uYc69cuHRgnr3G9oWXvLhx7/5en+0eKZOJ4vDct1/e5AbTZvZw91A3wRbN/LPLysqmTZum0+mIqEOHDrNmzQoJCeFWnT59OjExkfeAVugfK17kTkycP5Ub1Cm6k/Pmv79z1rT7WlmhFTQdmPeP1QNbtdFMmN7jq2Pj7NRykdwU4uL5PG4gk9mEPb/LS/VpzzabZ005evdOKU9bNNMODg4Op06d8vPz69y58+XLl9etW3f69OmgoLrTJzdu3OApllUL6tPqy31DW7b6RbubXmG1tWLalwUWjYPiRNrrK7cMsVVIhc5S51Fx9YO8uhMTK5deuP5DoU6rL8ivjN11a0jwVz9eL+Zjo+aPSgYEBKSmpmZlZTk6OhKRRCJRq+te966urnxk+h0YOLjdxfTJJ+Lv/Xi9WKGQ+nZzPpWQs+3faUSkEM0LDv4LxxZK01gMd5R6VFxlGstkNoOG+7i1tNv79Y9lpTVlj2sWzUmMTRxj8Y026JyFUqns0qULN05MTDx37hwRqdXq8PBwiwf63VCqZK9E+rwS6cP9eOQ/pznFc7EdNJAIyoEqyn/eIY0+MGLAIG8iGjam86iBu4nowpnc0pJqJ2flb/3nz6YRh1uWL18eHh4eGhrKHYb46KOP3NxEcSzXKjwseMIN2nVwEDYJWCOl6uc38j7925gG3BzHaKS8bMsf7W5EO3z55ZcJCQncDU4XLlw4c+ZMi6f5HdBp9UcPZE4fd/T/Fl0wLaytNXyflM+Nuz7H+4kosDARzB282juaTp3c/8+VkQaDsaa67opJua3lT6w84/9x+fLlo0eP1mpx+L2+z9ZefS3y8KHYjC83XbufU/cs7v0qveyxloi6+7t5tcfcwcqI4biDUiV7oV/dlCEu5jY32LX1Gnc9tVIl8/ZxsvhGG9EOly9fvnnz5uLFi1UqFRHFxsbOnTvX4oGs3eQ3ujk42hJR2WNtaK9v5v3l5JypJ/725klu7Z//2lPIcGDNZi54nhusXHrhL68eeXPCkfdm1l1SMGayHx+nVxrRDnZ2dl27do2KitqzZw+3ZOvWrY8fP7Z4Jqvm6KTYeXCY2l5ORCVF1Tu23Ph2x486rZ6Ixv2p6+iJvkIHhEYTwdSBiKh/aLvZC3oRkcFg3B9zO+7b2waDkYj+ENjyHytC+Njis+xZREREODs7E1FNTU16erqlI1m9oD6tzqS9+sbbPXz9nNX2cpWdrOfz7is2vLR268tCR4NnIYY9C877y/pu/CoisHcrlZ1MZSfr1tNt0fK+B86M5elEmJkzmnfu3ImLiyOitm3bjhs3jluo1+tramq4cVVV1W/+x82Yp5cmajUvdQ5N72DyFKEj/OyP43z/OK6JZqBm2iE/P3/evHlE5OrqGhYWxk0ZVqxYUVlZyf2Cj48P3xEBQBBm2iE4ONjd3b2wsLCoqKhLly59+/bNyclJSUnh1g4aNMjT05P/kAAgADPHHRQKxaZNm2QyGRE9fPhw3759pmrw8fHZtm0b7wEBQCDmj0qOHDny/Pnzo0eP5u7vYG9v7+/vv2TJkpSUlNatWzdBRAAQRIM+ZxEUFLR7926+owCAqIjithYAIEJoBwBgQzsAABvaAQDY0A4AwIZ2AAA2tAMAsKEdAIAN7QAAbGgHAGBDOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYJNw35orNhKJGIOJ51tPrAKeQWvXoPtKAkeEL3cikkgk+fp3hE5RXyvpx0JHYBDnMyha2LMAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2HC9QzNVUa5NOJx5NaWghYvy7YVBQscBMUI7NDslRVUfLk7aveNmdVUtEXl6adAOwIR2aF4uX3wwadi+R8XVpiV52eX5uRWt2tgLmArECe3QjNy+UTw2fE9lhY6IbBXSsKEdwod18Ovu6uquEjoaiBHaobkwGIxvTzvGVUPX7q4bd0X4dnMROhSIWqPPWeTm5kqlUolEIpFIsrKyeIgEvDh1/N7VlAIicmyh/OZoJKoBzGp0O2zYsMFgMPARBXj17Zc3ucG0mT3cPdTChgGr0Lg9i9zc3LVr1/KTBPh18XweN5DJbMKe33X7RrGzi7LvQK+5i3t36OQkaDQQqcbNHd56662qqiqeogB/HhVXP8ir4MYrl164/kOhTqsvyK+M3XVrSPBXP14vFjYeiFMj2iE6OvrgwYP8RQH+PCr+udNlMpuhkZ1e+0sPBycFEZU9rlk0J1G4aCBeDd2zSE9PnzlzJhH17t07OTmZz0hgeRXlWtM4+sCIAYO8iWjYmM6jBu4mogtncktLqp2clULFA3Fq0NyhrKxs5MiRFRUVcrl848aNfGcCi1Oqfn4b6NO/jWng2EJJREYj5WWXC5MMRMx8OxgMhgkTJty8eZOIPvjgg549e/IeCizNq72jTFb3XN/PrTsAYTAYa6prubHcFp/Hg/rMvybmzZt35MgRIoqMjJw3bx7/kcDylCrZC/3qpgxxMbe5wa6t17iPWihVMm8fJ6GygWiZOe6wY8eONWvWEJGNjY2np+fChQufXvvRRx/16dNn8uTJPAYEC5m54PmzidlEtHLphds3io1GOrgnnVs1ZrKfrUIqaDoQIzNfG5GQkBAeHv5ffmHEiBH79++3cCixfp+FODX8jvXL3j+37qPv6y38Q2DL2O9G22tsLZuqlfRjPIPWzsyeRVhY2Isvvtg0UYBv7y/ru/GriMDerVR2MpWdrFtPt0XL+x44M9bi1QC/D8/yFm36QqHMzExvb28LJ/rPJvDO00Ci/bYbPIPWDkeqAYAN7QAAbGgHAGBDOwAA27PcGwpHmwCaA8wdAIAN7QAAbGgHAGBDOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2NAOAMCGdgAANrQDALChHQCADe0AAGwi/doI01dmiI0IHy48Vg2Hx6pRnuW+kk0jzyC6b/T1tFkpdAQGcb6wRCu/do7QEeprJftU6Ahs2LMAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2MR7vUMDpaUWbFx16cKpnJKiJ0qVvJOfy9gp3cZP665QWv0/DQSk0+o3f3Jlf0z63TulOp2hZSu7/qFeby/s1dbbQehoTUe810o25Gqow3tuvzXxUK3OUG/5C/3bfvvdOBsbC18Y52mzUpwPFzSQRCJpyNVQBoNx3KB9507m1lvu2EJx+NxYH98Wlk3VSvapOF9XVrxnUV6mnfv6Ua4a2nVwmjorIDikDbfqwumc84nZgqYDK3YoNoOrBnuN7eQ3nvvzO/6dujoT0eNHNcsXXxA6XdOx4um3xsF2z8nxc6Ycrq01HLk4WeOoMBrplRd2XrmUT0S3bxSFhLYTOiNYpYvn7nODt/4W8M7fg4ho4rRu/brvJKLks3lCJmtaVtwORNQ9oOXRlCk5WWUaRwURSSRkp5Zzq5xdVYJGAysmk9fNqW9eK6o3kMuteLrdWOb/qVeuXJH8hvv37zdBxP9OoZR17OLMjc8nZl86l0tEdmp5/3BvIWOBNRs4uG7WeSg2Y2rkoX+9d+6d6Se4JS9HtBcuV1MzP3coLCz8rVXi+TzsuuXJSadyzp7I4g7uLPqwv4ubndChwFr1D/WKnOC79+vbRHT0wF3Tck8vzfylvYXL1dQa0Q7t27cfO3bs06s0Gg0voRpvd/SNn26XcOPZC3u/NtNf2Dxg7aLW9Pvh+4LMjFLTEqlUsnLjQHePZvSuY74dCgoKuEFAQMCHH37Icx4LWLc8+W56yb93vSK3lQqdBaxSQX7l0Be/zcsuJyKpVOLYQllSVKXXGycPP7AlJmLIH32EDthEzB93MM0dHB0deQ7z7I6lTjl1Y9pfF7+gVMmI6HBs+tK/nRQ6FFireW8mctXg7Ko6nDQu6daUfi+3JSK93jjrT8dLS6qFDthEGtEOmZmZS5Ys+eCDD7766qvS0lJ+czWSyk7eqavLvH/23bJ7BLfkq61p5Y9rhE0F1igvu/zEkUxuvP7L8B6B7o4tFFt3D3V1VxHRk0rdt9G3BA3YdBqxZ3Hy5MmTJ+vekJ2dnbdv3z5s2DAeoz2TgREdnJyVpSXV2hr9T+mPevbyEDoRWJk7P5Zwx7ZbtlIPGFR38kLjYDtibOfP118lovRbJQLGa0rPeM6ipKRk9OjRCQkJ/fr14yFVg2TeeXQsLoOIWrfVDB/XhVuo1xu1NXpuXF1VK1Q2sF5abd2F+Xq94ZfL615XtbX1r9z/vTK/ZzFo0CA7OztbW9vNmzeXl5efOXPGw8ODiLRa7dy5c/lP+JsK8iv/Nf/Uv+afWjT7hGlXcMOKi08qddzY28dJsHBgtfy6u3KDosKqQ7EZ3LggvzJ+/0/1fuF3r0GfwiopKblx40ZISAj3Y0xMzPjx47lxfn4+VxYWjtWAT2Fpa/S92m0qKnxCRC5udkF9Pe/nlF9NecCtfWlQ+13xoy2bCp/CsnYN/BTWn/548PihTCKSSiWDhndwcVMdis14VFxNRA5OiqRbU1zcLHklrmg/hfUsn9GsqqpSq9Xcf3j27Nm+fftaPlbDPqMZv+/Om+MO/Hqm187Had/pCS1b21s2FdrB2jWwHUqKqsaG77uRVlRvub3Gdlvs0JCBbS2bSrTt8CwXjatUKpWqrjt1Op1F8zTOkJGd4s69OnS0r7uHWiazUdvbPufvPndJn6PfT7F4NUDzwZ3IXLoypEegu51aLreVevs4Tn3rDyevTLR4NYhZQ+cOhYWF7u7u3LigoMC0N3Hjxg0/Pz/Lx2rY3KGJYe5g7Ro4d2hiVjx3uHbtWmRkZOfOnbOz6+6YsH79em7g5ubWpUsXHtMBgHDMnNHU6XSRkZEZGRlE1KtXr9GjR9++ffu7777j1s6aNcvGphl9oBWgWTG/Z/H9998PGTKkuLi43vJhw4bFxsbK5XJeYmHPAniAPYtGMf/O36tXr8uXL8+ePdvHx0ehUDg4OISEhGzfvj0uLo6nagAAMbDuu842McwdrB3mDo2CowYAwIZ2AAA2tAMAsKEdAIAN7QAAbGgHAGBDOwAAG9oBANjQDgDAhnYAADa0AwCwoR0AgA3tAABsaAcAYEM7AAAb2gEA2NAOAMCGdgAANvHeOU7oCGzifLiggfC6apT/B7ZfqB40BeRvAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAAFfCAIAAABm11jWAAAIj0lEQVR4nO3cUY7TyBqGYRedRdDAEhHSHAnpLAEJiZZaLHE4zSIafC5KWJnoG+zMJPHv9vNcZa6mlISXv6oc2jiOQz2ttZoLg/14tfYCgKLUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcgOay/gH2qt9RfVfo7RF1ZqVTXfq5qr6kp9iNMb1d1yVZucHY4/vJP3bkWttTqLmZR9r4Z6q+qqracbf7nl/3Srs0NBNb/rRf4CPFFzVcOvHwdX+xCHlcaZTc4OnKvUqNxNo1adVRWMwmSVv3vU4eWr9oewm+bkan8mp/UUWdjtNxQTdXjhpjSUOhYptZjJyd6+SE9XfKM2WYfjv3OKfITDX7/x1b79pRYzVP0Ey1prF1b0H2jzL8fB6jY5OwA3oA5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg5Apg4AwDnaOI5rryForeLCWmvffn5cexWn3r76XPO9enr+sPYqTt0fHgu+V2XZWQCZOgCZOgCZOgCZOgDZYe0FvEBvX33uLwpecFRzf3jsLwpecGB2uLCeht6FKRNEPQ29C1MmqMPscGHmBV4Mdbg8O4uFnp4/3B8ejycISrGzuLxvPz/aWSxhZ1Hc/OzQWusvPIK6xPG5A2zazOzQ09C7MGWC3zieGjTi946nBjuLgpw7XJ4oLCcKlTl3ADJ1ADJ1ALKZOhyfR7qzgF2ZP5UUBdgnOwsgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcgUwcga+M4rr2GoLWKC2utrb0E/i3fq+UOay9gSwp+sYZhaK3978d/1l7FqTd3X2q+XTV9f36/9hJOvT58tbMAMnUAMnUAMnUAMnUAMncWu/Dm7svxfxa842DW68PX/uJmFxzqsCOisF09Dd+f378+fH19+HqbQNhZ7Mibuy8nQwT8hjrsSJ8dBGKL+rAwbS5uw85iF+wpXoDbB2LR7NBaK/soOEuYF7auHzfc+H86MzuIwosxBcIcsUXTeeRQ586i/5BGI7ZOEV6A2/9Sy6kkkKkDkKkDkJ1xKtlf+yc9YCcWnUoCO2RnAWTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGRtHMe11xC0VnRhBbXW1l5C5hNcqOwneFh7Afxb/hBuXdlP0M4CyNQByNQByNQByNQByNQByNQByNQByNQByNQByOafpJ4eAi/7vCdwDTOzQ09D70LZ34oA1zAzO5gXYLcWnTscTxDATszXQRpgn5aeO7TWnDvArpyxswB2xakkkHkaCsjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcjUAcgOay9gS1pray8hG8dx7SVsQ9lPsCZ1OM/35/drL+HU68PXtZewJX+O/117CafetU9PP/5YexWn7u8e7CyATB2ATB2ATB2ATB2AzJ3F5U2XCAUvOFjoXfs0FLvguL976C9udsFhdriwnobeBXeNW/SufeppKKWnoXdhysS1mR3gL/q8UDAQ3S2fjDA7XJipgeu5v3u42eAwqMM1fH9+78SBayi3s5geTfcw/xLH5w6waTOzQ09D74JfsCxxvLPQiC06PpWsc0J5PDXc7OhhZnYwL/wDorBppW4xj93+l1p2FkA2fyo5jqOdBezQ/LmDKMA+zdTheGqws4BdmT93EAXYJ09DAZk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AJk6AFkbx3HtNQStVVxYa23tJWyJT3DrDmsvYEsKft2HYWitPf34Y+1VnLq/e1h7CUHNT7AsOwsgUwcgUwcgUwcgUwcgc2exF9MlQsELDmoyO+xCT0PvQs27RgoyO+yLwYHlzA47cn/3YHBgOXXYETsLzrK0Dq01z6jDriyqgy5s3fHU4OiBheZPJfvPJQVi60SBc83MDqIAu3XezkIsYD9mdhbT7+F7F/w8HvbDjSaQLX1W0tQAe2N2ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ADJ1ALI2juPaawhaa2svISv4dnmvlvNeneWw9gL+1refH9dewqm3rz6vvYSg5herrKfnD2sv4dT94XHtJWR2FkCmDkCmDkCmDkCmDkBW985iiekSoeAFB9s1XSIUvOC4pQ3PDj0NvQs17xrZop6G3oWyd423seHZwbwAV7XhOgx2FlzB0/OH+8Pj8QSxWxveWQzD8O3nRzsLLsvOYjIzO5w8l17qod3jcwfg4hbNDuMv117NWY6nBo3gUo6nhp3vLBadO/QJolodBlHgOnYehcnS2WEo/OtX4BpmZoeC8wJwGzOzg3kBdmv+3GEKhDkCdsXOAsi2/TQUcD3qAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGTqAGRtHMe11xC01tZeQlbz7WIh36uz/B/iyDvLD8/oNAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -331,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" @@ -340,41 +340,41 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 48, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "random.seed(43)\n", - "D = Matrix.random(FP32, 60, 60, 4000)\n", + "D = Matrix.random(FP32, 4000, 60, 60)\n", "del D[3,2]; del D[3,3]; del D[4,2]; del D[4,3]\n", "D[42] = Vector.sparse(FP32, 60)\n", "D[:,42] = Vector.sparse(FP32, 60)\n", - "DR = Matrix.random(FP32, 60, 60, 360)\n", - "DHR = Matrix.random(FP32, 60, 60, 50)\n", - "draw_matrix_op(D, '', DR, DHR, scale=5, axes_labels=True, labels=False, cmap=\"winter\", eqstr='')" + "DR = Matrix.random(FP32, 360, 60, 60)\n", + "DHR = Matrix.random(FP32, 10, 60, 60)\n", + "draw_matrix_op(D, '', DR, DHR, scale=5, axes_labels=False, labels=False, cmap=\"winter\", eqstr='',)" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8351dcc444a84beca293de4db31272aa", + "model_id": "fbe1bd1785f549dca47199712ce49936", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "Cytoscape(data={'directed': True, 'elements': {'nodes': [{'data': {'id': '1'}}, {'data': {'id': '20'}}, {'data…" + "Cytoscape(data={'directed': True, 'elements': {'nodes': [{'data': {'id': '3'}}, {'data': {'id': '23'}}, {'data…" ] }, "metadata": {}, @@ -398,9 +398,8 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "fragment" } @@ -426,175 +425,175 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0->3\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "1->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "5\n", + "5\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "1->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "3->4\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "1152921504606846975\n", - "\n", - "1152921504606846975\n", + "\n", + "1152921504606846975\n", "\n", "\n", "\n", "2->1152921504606846975\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "42\n", + "42\n", "\n", "\n", "\n", "5->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "5->4\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "4->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -622,9 +621,8 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "fragment" } @@ -636,175 +634,175 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "1\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "3\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0->3\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "2\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "1->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "5\n", + "5\n", "\n", "\n", "\n", "5\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "1->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n", "4\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "3->4\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "1152921504606846975\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "2->1152921504606846975\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "42\n", + "42\n", "\n", "\n", "\n", "5->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "5->4\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "4->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -844,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" @@ -857,175 +855,175 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "3\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "0->3\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "2\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "1->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "5\n", + "5\n", "\n", "\n", "\n", "5\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "1->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "9\n", + "9\n", "\n", "\n", "\n", "3->5\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n", "4\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "3->4\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "1152921504606846975\n", - "\n", - "50\n", + "\n", + "50\n", "\n", "\n", "\n", "2->1152921504606846975\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "42\n", + "42\n", "\n", "\n", "\n", "5->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "5->4\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "8\n", + "8\n", "\n", "\n", "\n", "4->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "6\n", + "6\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1062,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1121,9 +1119,8 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -1135,2354 +1132,2354 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "\n", "0->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "0->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "24\n", + "\n", + "24\n", "\n", "\n", "\n", "\n", "12->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", "\n", "12->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "28\n", + "\n", + "28\n", "\n", "\n", "\n", "12->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "\n", "1->13\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "1->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "\n", "2->14\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "2->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "\n", "3->15\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "16\n", + "\n", + "16\n", "\n", "\n", "\n", "3->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "\n", "4->16\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", "\n", "4->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "\n", "5->17\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "5->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "\n", "6->18\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "6->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "\n", "7->19\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "20\n", + "\n", + "20\n", "\n", "\n", "\n", "7->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "\n", "8->20\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", "\n", "8->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "\n", "9->21\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "22\n", + "\n", + "22\n", "\n", "\n", "\n", "9->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "\n", "10->22\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "10->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->12\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11->23\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "36\n", - "\n", - "36\n", + "\n", + "36\n", "\n", "\n", "\n", "\n", "24->36\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "25\n", + "\n", + "25\n", "\n", "\n", "\n", "\n", "42\n", - "\n", - "42\n", + "\n", + "42\n", "\n", "\n", "\n", "24->42\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "13->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", "\n", "13->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "13->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "14->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "14->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", "\n", "14->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "15->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "15->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", "\n", "\n", "15->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "16->28\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "16->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "32\n", + "\n", + "32\n", "\n", "\n", "\n", "16->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "17->29\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "17->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", "\n", "17->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "18->30\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "18->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "34\n", - "\n", - "34\n", + "\n", + "34\n", "\n", "\n", "\n", "18->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "19->31\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "19->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "35\n", - "\n", - "35\n", + "\n", + "35\n", "\n", "\n", "\n", "19->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "20->32\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "20->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "21->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->33\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "21->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->24\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "22->26\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "22->34\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->25\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->27\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "23->35\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "48\n", - "\n", - "48\n", + "\n", + "48\n", "\n", "\n", "\n", "\n", "36->48\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "37\n", - "\n", - "37\n", + "\n", + "37\n", "\n", "\n", "\n", "\n", "49\n", - "\n", - "49\n", + "\n", + "49\n", "\n", "\n", "\n", "36->49\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "25->37\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "43\n", - "\n", - "43\n", + "\n", + "43\n", "\n", "\n", "\n", "25->43\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "38\n", - "\n", - "38\n", + "\n", + "38\n", "\n", "\n", "\n", "26->38\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "44\n", - "\n", - "44\n", + "\n", + "44\n", "\n", "\n", "\n", "26->44\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "39\n", - "\n", - "39\n", + "\n", + "39\n", "\n", "\n", "\n", "27->39\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "45\n", - "\n", - "45\n", + "\n", + "45\n", "\n", "\n", "\n", "27->45\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "40\n", - "\n", - "40\n", + "\n", + "40\n", "\n", "\n", "\n", "28->40\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "46\n", - "\n", - "46\n", + "\n", + "46\n", "\n", "\n", "\n", "28->46\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "41\n", - "\n", - "41\n", + "\n", + "41\n", "\n", "\n", "\n", "29->41\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "47\n", - "\n", - "47\n", + "\n", + "47\n", "\n", "\n", "\n", "29->47\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "30->36\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "30->42\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "31->37\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "31->43\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "32->38\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "32->44\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "33->39\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "33->45\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "34->40\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "34->46\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "35->41\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "35->47\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "60\n", - "\n", - "60\n", + "\n", + "60\n", "\n", "\n", "\n", "\n", "48->60\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "62\n", - "\n", - "62\n", + "\n", + "62\n", "\n", "\n", "\n", "48->62\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "64\n", - "\n", - "64\n", + "\n", + "64\n", "\n", "\n", "\n", "48->64\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "37->49\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "50\n", - "\n", - "50\n", + "\n", + "50\n", "\n", "\n", "\n", "37->50\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "38->50\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "51\n", - "\n", - "51\n", + "\n", + "51\n", "\n", "\n", "\n", "38->51\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "39->51\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "52\n", - "\n", - "52\n", + "\n", + "52\n", "\n", "\n", "\n", "39->52\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "40->52\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "53\n", - "\n", - "53\n", + "\n", + "53\n", "\n", "\n", "\n", "40->53\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "41->53\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "54\n", - "\n", - "54\n", + "\n", + "54\n", "\n", "\n", "\n", "41->54\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "42->54\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "55\n", - "\n", - "55\n", + "\n", + "55\n", "\n", "\n", "\n", "42->55\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "43->55\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "56\n", - "\n", - "56\n", + "\n", + "56\n", "\n", "\n", "\n", "43->56\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "44->56\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "57\n", - "\n", - "57\n", + "\n", + "57\n", "\n", "\n", "\n", "44->57\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "45->57\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "58\n", - "\n", - "58\n", + "\n", + "58\n", "\n", "\n", "\n", "45->58\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "46->58\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "59\n", - "\n", - "59\n", + "\n", + "59\n", "\n", "\n", "\n", "46->59\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "47->48\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "47->59\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "72\n", - "\n", - "72\n", + "\n", + "72\n", "\n", "\n", "\n", "\n", "60->72\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "61\n", - "\n", - "61\n", + "\n", + "61\n", "\n", "\n", "\n", "\n", "78\n", - "\n", - "78\n", + "\n", + "78\n", "\n", "\n", "\n", "60->78\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "49->61\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "63\n", - "\n", - "63\n", + "\n", + "63\n", "\n", "\n", "\n", "49->63\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "65\n", - "\n", - "65\n", + "\n", + "65\n", "\n", "\n", "\n", "49->65\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "50->62\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "50->64\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "66\n", - "\n", - "66\n", + "\n", + "66\n", "\n", "\n", "\n", "50->66\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "51->63\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "51->65\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "67\n", - "\n", - "67\n", + "\n", + "67\n", "\n", "\n", "\n", "51->67\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "52->64\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "52->66\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "68\n", - "\n", - "68\n", + "\n", + "68\n", "\n", "\n", "\n", "52->68\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "53->65\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "53->67\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "69\n", - "\n", - "69\n", + "\n", + "69\n", "\n", "\n", "\n", "53->69\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "54->66\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "54->68\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "70\n", - "\n", - "70\n", + "\n", + "70\n", "\n", "\n", "\n", "54->70\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "55->67\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "55->69\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "71\n", - "\n", - "71\n", + "\n", + "71\n", "\n", "\n", "\n", "55->71\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "56->60\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "56->68\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "56->70\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "57->61\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "57->69\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "57->71\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "58->60\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "58->62\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "58->70\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "59->61\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "59->63\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "59->71\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "84\n", - "\n", - "84\n", + "\n", + "84\n", "\n", "\n", "\n", "\n", "72->84\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "73\n", - "\n", - "73\n", + "\n", + "73\n", "\n", "\n", "\n", "\n", "85\n", - "\n", - "85\n", + "\n", + "85\n", "\n", "\n", "\n", "72->85\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "61->73\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "79\n", - "\n", - "79\n", + "\n", + "79\n", "\n", "\n", "\n", "61->79\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "74\n", - "\n", - "74\n", + "\n", + "74\n", "\n", "\n", "\n", "62->74\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "80\n", - "\n", - "80\n", + "\n", + "80\n", "\n", "\n", "\n", "62->80\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "75\n", - "\n", - "75\n", + "\n", + "75\n", "\n", "\n", "\n", "63->75\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "81\n", - "\n", - "81\n", + "\n", + "81\n", "\n", "\n", "\n", "63->81\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "76\n", - "\n", - "76\n", + "\n", + "76\n", "\n", "\n", "\n", "64->76\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "82\n", - "\n", - "82\n", + "\n", + "82\n", "\n", "\n", "\n", "64->82\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "77\n", - "\n", - "77\n", + "\n", + "77\n", "\n", "\n", "\n", "65->77\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "83\n", - "\n", - "83\n", + "\n", + "83\n", "\n", "\n", "\n", "65->83\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "66->72\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "66->78\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "67->73\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "67->79\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "68->74\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "68->80\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "69->75\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "69->81\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "70->76\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "70->82\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "71->77\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "71->83\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "96\n", - "\n", - "96\n", + "\n", + "96\n", "\n", "\n", "\n", "\n", "84->96\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "98\n", - "\n", - "98\n", + "\n", + "98\n", "\n", "\n", "\n", "84->98\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "100\n", - "\n", - "100\n", + "\n", + "100\n", "\n", "\n", "\n", "84->100\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "73->85\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "86\n", - "\n", - "86\n", + "\n", + "86\n", "\n", "\n", "\n", "73->86\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "74->86\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "87\n", - "\n", - "87\n", + "\n", + "87\n", "\n", "\n", "\n", "74->87\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "75->87\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "88\n", - "\n", - "88\n", + "\n", + "88\n", "\n", "\n", "\n", "75->88\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "76->88\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "89\n", - "\n", - "89\n", + "\n", + "89\n", "\n", "\n", "\n", "76->89\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "77->89\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "90\n", - "\n", - "90\n", + "\n", + "90\n", "\n", "\n", "\n", "77->90\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "78->90\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "91\n", - "\n", - "91\n", + "\n", + "91\n", "\n", "\n", "\n", "78->91\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "79->91\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "92\n", - "\n", - "92\n", + "\n", + "92\n", "\n", "\n", "\n", "79->92\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "80->92\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "93\n", - "\n", - "93\n", + "\n", + "93\n", "\n", "\n", "\n", "80->93\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "81->93\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "94\n", - "\n", - "94\n", + "\n", + "94\n", "\n", "\n", "\n", "81->94\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "82->94\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "95\n", - "\n", - "95\n", + "\n", + "95\n", "\n", "\n", "\n", "82->95\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "83->84\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "83->95\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "108\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "\n", "96->108\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "97\n", - "\n", - "97\n", + "\n", + "97\n", "\n", "\n", "\n", "\n", "114\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "96->114\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "85->97\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "99\n", - "\n", - "99\n", + "\n", + "99\n", "\n", "\n", "\n", "85->99\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "101\n", - "\n", - "101\n", + "\n", + "101\n", "\n", "\n", "\n", "85->101\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "86->98\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "86->100\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "102\n", - "\n", - "102\n", + "\n", + "102\n", "\n", "\n", "\n", "86->102\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "87->99\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "87->101\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "103\n", - "\n", - "103\n", + "\n", + "103\n", "\n", "\n", "\n", "87->103\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "88->100\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "88->102\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "104\n", - "\n", - "104\n", + "\n", + "104\n", "\n", "\n", "\n", "88->104\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "89->101\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "89->103\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "105\n", - "\n", - "105\n", + "\n", + "105\n", "\n", "\n", "\n", "89->105\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "90->102\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "90->104\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "106\n", - "\n", - "106\n", + "\n", + "106\n", "\n", "\n", "\n", "90->106\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "91->103\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "91->105\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "107\n", - "\n", - "107\n", + "\n", + "107\n", "\n", "\n", "\n", "91->107\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "92->96\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "92->104\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "92->106\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "93->97\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "93->105\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "93->107\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "94->96\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "94->98\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "94->106\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "95->97\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "95->99\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "95->107\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "109\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "\n", "\n", "97->109\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "115\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "97->115\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "110\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "98->110\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "116\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "98->116\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "111\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "99->111\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "117\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "99->117\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "112\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "100->112\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "118\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "100->118\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "113\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "101->113\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "119\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "101->119\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "102->108\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "102->114\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "103->109\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "103->115\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "104->110\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "104->116\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "105->111\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "105->117\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "106->112\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "106->118\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "107->113\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "107->119\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", @@ -3498,10 +3495,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -3514,9 +3511,8 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -3524,7 +3520,7 @@ "outputs": [ { "data": { - "image/gif": "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\n", + "image/gif": "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\n", "text/plain": [ "" ] @@ -3543,7 +3539,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "slideshow": { "slide_type": "slide" @@ -3556,267 +3552,267 @@ "\n", "\n", - "\n", "\n", "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "\n", "0->3\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "0->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "0->5\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "\n", "3->6\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "3->7\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "3->8\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1->3\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "\n", "1->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "1->5\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2->3\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "2->5\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "\n", "6->9\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "10\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "6->10\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "6->11\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4->6\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "4->7\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4->8\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->6\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->7\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->8\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "7->9\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n", "7->10\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7->11\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->9\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->10\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8->11\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -3833,9 +3829,8 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "fragment" } @@ -3845,10 +3840,10 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -3859,9 +3854,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -3869,7 +3863,7 @@ "outputs": [ { "data": { - "image/gif": "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\n", + "image/gif": "R0lGODlh9AP0A4cAAP///+T/eAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACH/C05FVFNDQVBFMi4wAwH//wAh+QQIMgAAACwAAAAA9AP0AwAI/wABCBQgsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqVLjARfypxJs6bNmzhz6tzJs6fPn0CDCp0Zc6jRo0iTKl3KtKnTp1CjSh0poKrVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv2kLFlUqIECAwocNI16seKrjx5AjS55MubLlyxUHJ2WcuDNnzZhDix5NurTp06gxgz5qNrXr17Bjy55Nu7bD1UY/K97t2bbv38CDCx9O/CXuobo98z5evLnz59CjSy/NPOjb6diza9/OvbvL6kuTi//3Tr68+fPoyYMnvLx97/Tw48ufT5/0+s1l6+vfz7+//573ISWeewH+Z+CBCCaoIEIF5kYggQtGKOGEFO7XIHJuVajhhhx2+NuFTQ2o3GEelmjiiShOBiJTIn6W4oswxiijTyuGl9+MOOao444i1cjeiOPxKOSQRBaZkI+bPQikkUw26SSMSAqY4ZNUVmklf1FC1eJyV3bp5ZfeZfnUlu+BaeaZaAYnplOtpenmm3CetmaISroY55145vnYnCzWyaWegAYqKHKuXTfooYgmihKfjpG5mKKQRippRoxO5Whjk2aq6aYM+tYmp6CGqmilUl1KoqiopqonqVGZyqqqsMb/euKrY04p6624CklrZK7m6uuvMu4KWa/AFmtsh8LueeOxzDarYLKN+lmms9RWqx+0lkr7qLXcdpsetqXa6u245BYHLmXElqvuuradq6K2mLIr77ypuSvZp/Tmq+9l9vIK76n7BizwntulO/DBCIdXsLgJN+ywTf2GZvDDFFe8UsSq/YuxxRwPvLFl+HYs8sgcfVzZxCSnrLJEJqOr8cowx3zbtwzLbHPHLdv38s0844zlzj0H/XDOo4Us9NECEy0aykg3Ta/SEgPt9NTzQq1azVRnzazVqDGt9de/ci2n1GCX7avYphlt9tqwok0d2WzHjarbOgMJodx4z72goXn3/40o3bB57ffgcQL+muCEJ46m4YUuq/jjbjJeL9yQV+6l5F1TbvnmVGJ+UFfDOs756E96blCQ/N5N+upNmi6Y6iDDzvrsuobIlcS30647j64PJLvLS+4uPI69A4B67MEPr/yLxYN+9VbLR49i8dJXTzH11mePMPbad78v996HLy/44pdPLvnmp28t+uq3v7X78CvOfvz03zp//finen/+/HO6f/8AlNT/AkjAvxXwgEIbIAIXeCcFMvCBaXIgBCf4JQlS8IJVsiAGN8gkDXLwg7UDoQi/N8ISPs2EKFyXB1PIQmS18IXrg6EMm7XCGdrwQDW8oQ6xtMMexiqHPgzit/+ESET/FfGIkwIiEpc4HSUy8YnOcSIUpygcKVLxiu3CohYjuMUugsmKXgwjdcRIxtKV8YxGAiMa1zgsNroxR2p8oxxDNMc6Ts+OePRQHPPIRxr18Y8S2iMgB1kTQRLykN9BpCIttMhGzseQjoxkSCApyUqWzJKY5A4lM8nJiWyyk6CcWShHSZxPkvKUgkGlKrO4ylbGxpSuBCUsY8nJWdISk7a8ZSVzqctI8rKXjfwlMBUpzGEespjGHCQyk/nHZTKTj858Jh6jKc06UrOacrwmNt2ozW2usZvePCM4w0nGcZIzjOY8ZxfTqU4tsrOdV3wnPKcoz3k+sZ72XCI+83n/xH3yk4j+/GcQAyrQHhK0oDo8KEJtqNCFyrChDn0hRCPKwolSFIUWvWgJM6pREXK0ox/8KEg3KNKRXrCkJp0gSlP6wJWydIEufekBYypTAtK0pgC8KU75p9Od4q+nPqUfUIMKv6EStX1GPWr6kqrU8jG1qeF7KlS7J9WpZq+qVq0eVrMava1yVXle/arwwipW3ZG1rLM7K1pXp9a1jq6tbt0cXONaubnS9XF2vWvi8qrXwfG1r337K2DxJtjBxq2whl0bYhNbtsUy9muOfWzWIivZqVG2sk27LGaPptnNBq2znuUZaENrs9GSNmamPe3KUqvalLG2tSN7LWx9Nttn/8q2thW7LW6Htttk6ra3CfstcA8m3OEmzbi9LC5y9aXc5Z7QubFsLnTZJd3pqqu61j1fdleJ3e12q7vejWF4SQne8TqrvOZ9X3pluV72treW74VvfHE5X/rWd5f3xW9+fblf/vY3mP8FcICJOWACF/iYB0ZwgpW5YAY3uJkPhnCEoTlhCld4mhfGcIatuWEOdzibHwZxiLk5YhKX+JsnRnGKxbliFre4nC+GcYzROWMa13idN8Zxjt25Yx73OJ4/BnKQ6TlkIhf5nkdGcpL1uWQmN7mfT4ZylAE6ZSpXeaBXxnKWDbplLnc5oV8Gc5gZOmYyl/mhZ0ZzmiW6Zja3uf+ib4ZznDE6ZzrXeaN3xnOePbpnPvc5pH8GdKBJOmhCF/qkh0Z0olW6aEY3uqWPhnSkYTppSld6ppfGdKZtumlOdzqnnwZ1qHk6alKX+qenRnWqhbpqVre6qK+GdayROmta13qpt8Z1rp26a173Oqq/BnawqTpsYhf7qsdGdrK1umxmN7urz4Z2tME6bWpXe6zXxna2zbptbnc7rd8Gd7jZOm5yl/ut50Z3uuW6bna3u67vhne88Tpvetd7r/fGd779um9+9zuw/wZ4wAk7cIIX/LAHR3jCFbtwhje8sQ+HeMQhO3GKV3yyF8d4xi27cY53PLMfB3nIOTtykpf8syf/R3nKRbtylre8tC+HecxRO3Oa13y1N8d5zl27c573PLY/B3rQaTt0i6G36KxButGVnlumX8/pvIV6w44udT9WfXtXx3rWPbZ1rnc9YFT/+k3CLvZClp25Z88X2dNuHLZXze3jgzt15a5Cul/X7uVaO95Pove9l6TvfqdK4L87eG4BvvAfOTziO6L4xW+k8Y6nVORpOHn1Vr5YkL88RTKveZZ1Hlic//xDQi/6hpC+9As5PeqPtHr7tV5Wqn99KmWvqtjT3vayx/3rdd963q/e96gHfumFL3rif974nUe+5pV/eeZX3vmTh37kpe946i/e+ojHfuG1P3juB977fgf//97Fj3fy2938dEe/3NUPd/a73f1sh3/a5X92+pfd/mLH/9f133X+b93/WQeAVyeAVUeAUmeAUIeATqeATMeASueASAeBRSeBQ0eBQWeBP4eBPaeBO8eBOeeBNweCNSeCM0eCMWeCL4eCLaeCK8eCKeeCJweDJSeDI0eDIWeDH4eDHaeDG8eDGeeDFweEFSeEE0eEEWeED4eEDaeEC8eECeeEBweFBSeFA0eFAWeF/4aF/aaF+8aF+eaF9waG9SaG80aG8WaG74aG7aaG68aG6eaG5waH5SaH40aH4WaH34aH3aaH28aH2eaH1waI1SaI00aI0WaIz4aIzaaIy8aIyf/miMcGicUmicNGicFmib+Gib2mibvGibnmibcGirUmirNGirFmiq+Giq2miqvGiqnmiqcGi6Umi6NGi6Fmi5+Gi52mi5vGi5nmi5cGjJUmjJNGjJFmjI+GjI2mjIvGjInmjIcGjYUmjYNGjYFmjX+GjX2mjXvGjXnmjXcGjnUmjnNGjnFmjm+Gjm2mjmvGjmnmjmcGj2Umj2NGj2Fmj1+Gj12mj1vGj1nmj1cGkFUmkFNGkFFmkE+GkE2mkEvGkEnmkEcGkUUmkUNGkUFmkT+GkT2mkTvGkTnmkTcGkjUmkjNGkjFmki+Gki2mkivGkinmkicGkyUmkyNGkyFmkx//hpMdppMbxpMZ5pMXBpQVJpQTRpQRZpQPhpQNppQLxpQJ5pQHBpUFJpUDRpUBZpX/hZX9pZX7xZX55ZX3BZb1JZbzRZbxZZbvhZbtpZbrxZbp5ZbmBZfjJZfhRZfeZZfbhZfZpZfWxZfT5ZfQBZjOJZjLRZjIZZjGhZjDpZjAxZi95Zi7BZm4JZm1RZmzZZmwhZmtpZmqxZmn5ZmkBZqhJZqeRZqbZZqYhZqVpZqSxZqP5ZqMBZuJJZuGRZuDZZuAhZt9pZt6xZt35Zt0BZxxJZxuRZxrZZxohZxlpZxixZxf5ZxcBZ1ZJZ1WRZ1TZZ1QhZ1NpZ1KxZ1H5Z1EBZ5B/yWePkWeO2WeOIWeNaWeMsWeL+WeLAWfKSWfJkWfI2WfIIWfHaWfGsWfF+WfFAWgESWgDkWgC2WgCIWgBaWgAsWg/+Sg/ASh+SSh9kSh82Sh8ISh7aSh6sSh5+Sh5ASi4SSi3kSi22Si2ISi1aSi0sSitkV7tQej+iOjekOjoeKizISjvmWjN8qjoKKjxgSkwySkwESkyeWjRoSkmmKkusSkt+SktASl0aWkS0qlmSKlroSlraSl3GWlSeSlAgSmkcKlqkSmqGSmp4Sm5CWmkKKmo+SmoQSn7sWmBkSndWqngyKnnaSn8oWngsKnmQSo9uWngSKolmSo+kWogIKokv/EqP6lqKsCqYsqqZFKqXjiqI6EqQJmqYXDqQ3kqZ0Kqm+iqYtEqgYmqlyEqqmqqmdiqojkqgrGqmYCq4REqw4mq1+Eq7Oqq7nKq5fjq78KrFdiq4BErBImrBmErFZirH3ErBamrGYErdEqra1DrU7irHmErRpmrWnErR3krd0KrkSirXZErh4mriGErryjrunKrnDkrjtirnMkryIGr8Rjr++KrzNCr2/EryamrzHir2wksCoGsFBisAGLsAersClCsGjksC7GsLMisXdEsSYCsWWEsTJmsXrEsSWisWIEsjbmsRwisl5ksjpGshuCslvEsj6mshrislgks0IGsxX/QrNUhLNGZrMUorNQ5LNKxrMTArRMRLROJrSBhLRDq7RJy7R747RPC7UJYrRIRLVSJrU4hLUIYrVFxLVWprX/4bVCJLZaBrb+QbY+hLZeZrb9obY75LZixrY8JLdzS7fXYreMhLf1Abc3xLdmprePBLj04bczRLhqJrjxYbgwpLhuhrjwwbgtBLly5rhDRLmVa7nnIbkppLl2hrnmwbkmBLp65rnlIbojZLp+Rrrqobqly7qr67rdgbogJLuCBrsFY7uahLu3q7vZQbsc5LuGxrtNJLzYAbwYZLyKRrzRgbwUxLyOprzQ4bwQJL2SBr3PQb0MhL2WZr1RxL3X673dLAu+5iK+40u+w6G9CIS+mma+asK+VeS+7Qu/HyK/80u/rGS/tKG+BaS//RMQACH5BAgyAAAALAAAAAD0A/QDAAj/AAEIFCCwoMGDCBMqXMiwocOHECNKnEixosWLGDNq3Mixo8ePIEOKHEmypMmTKFOqXMmypUuMBF/KnEmzps2bOHPq3Mmzp8+fQIMKnRlzqNGjSJMqXcq0qdOnUKNKHSmgqtWrWLNq3cq1q9evYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27ePPq3cu3r9+/aQsWVSogQIDChw0jXqx4quPHkCNLnky5suXLFQcnZZy4M2fNmEOLHk26tOnTqDGDPmo2tevXsGPLnk27tsPVRj8r3u3Ztu/fwIMLH078Je6huj3zPl68ufPn0KNLL8086Nvp2LNr3869u8vqS5OL//dOvrz58+jJgye8vH3v9PDjy59Pn/T6zWXr69/Pv7//nvchJZ57Af5n4IEIJqggQgXmRiCBC0Yo4YQU7tcgcm5VqOGGHHb424VNDajcYR6WaOKJKE4GIlMifpbiizDGKKNPK4aX34w45qjjjiLVyN6I4/Eo5JBEFpmQj5s9CKSRTDbpJIxICpjhk1RWaSV/UULV4nJXdunll95l+dSW74Fp5ploBiemU62l6eabcJ62ZohKuhjnnXjm+dicLNbJpZ6ABioocq5dN+ihiCaKEp+OkbmYopBGKmlGjE7laGOTZqrppgz61ianoIaqaKVSXUqiqKimqiepUZnKqqqwxv964qtjTinrrbgKSWtkrubq668y7gpZr8AWa2yHwu5547HMNqtgso36Waaz1FarH7SWSvuotdx2mx62pdrq7bjkFgcuZcSWq+66tp2roraYsivvvKm5K9mn9Oar72X28grvqfsGLPCe26U78MEIh1ewuAk37LBN/YZm8MMUV7xSxKr9i7HFHA+8sWX4dizyyBx9XNnEJKesskQmo6vxyjDHfNu3DMtsc8ct2/fyzTzjjOXOPQf9cM6jhSz00QITLRrKSDdNr9ISA+301PNCrVrNVGfNrNWoMa31179yLafUYJftq9imGW322rCiTR3ZbMeNqts6Awmh3HjPvaCheff/jSjdsHnt9+BxAv6a4IQnjqbhhS6r+ONuMl4v3JBX7qXkXVNu+eZUYn5QV8M6zvnoT3puUJD83k366k2aLpjqIMPO+uy6hsiVxLfTrjuPrg8ku8tL7i48jr0DgHrswQ+v/IvFg371WQ2BFf1Xy1ff7pAtRl+n9nYDbP33h2O/PUPZkz8++Oh3jT315LO/kPTpx0+d+N1XV/7758uvP7/0H39k/v+r3/4GCLL1eWV6B2xfAgnIwGH173efAyCDJNjACrLpgclTyP00SEELenAzBgQMWz5IQhp1aYMB9N8EBVjCFuakeNJB4QpVGEEWuvCGNIFhdOD3Pvdp0Ic4DCJL/3QIHRnWkIan66AQl0gSIj7HiEm0IQelyMQqNvGEQGRQFj+3RSt6sSNOdA4UX0fFGULwi2ik1AmV6LsyHvGMaYwjRcLYHBFiTY54FMydxthGJJLRj3mUIx25w0fjsdGQbgwkHge5sAX+0JFH6qIi48hI7RTykoecpBcrmR1MJvKPcNTkFzmJHR4+0nk9hKQoKbnHQ3oSkKusIimn88pQIhKWsVziLGNoxxHmEoe7NE8tM5hCW/6SgcEszzDthL9PHrOByVSPJAcyTeNV85kDjGaYXMlNZ2Izm5Ba5p+aictvyk+b3TFlJFXJRXaak4DoJGQ3YVnId8YvngWbpy3raf9P9OHTkr1cSz/B90/4iHNaxSTmQIdX0G/pU6FvhOhCdddQ9KhTi+4UzDUnOrqKnueg2yKnMTnKOY8K86HMnGI5SWo5kyqzmhdtJypZStFUgTReKh0pTSHnUvWgdJw5lehOS2rTgKplqI/raX1u6r2EphSpflMqfZhqv0xCtWxSnU9MTwfTjV71a1mVD1W5t9KvZi2s8Rmr+bxpVrAaa6sazSg15dpWtxZLrSIVal3tCiy8BvWpezUbWg1q1MAEtmmD/Y9fnQrUwwYtsf5ZrBn16liYQbY/cJ3rTNe52cre7LI/86ZkPSsz0FropwidLGBJGzPTXqurdM0sa0nm2qX/ojakf23sbC1LrtFGsay7pVhtp1pYtATXYsNNkG9BSdnj7iu5CFpuH3Xq3KolDbadlWnuqtsw6B5IurekLnfX5V0DgZef42VXeRWL3e2e0r3pTVrSbotTxqY2vvpab2Tp21TV6ha/+dIvUGQ74OJuBcAew+BqS8VfASN4Qg6mkVX7JNoJPzi/IYRvo9p74AtXLMIAsvCP6CliD8sLxDxBb3gabGLhZrjDvOKwVlo8NAX/l8EVZiuNraurEguIxTtOGIp34ksb2THI6l2jjilM4iUj+VhD/rGTR7xPHz/5bFikK5tknJUrlyvKrLGyg3IMXC9j+UoqpjJl02zmXIE5/zdeNXJ2uarlNvdVyWWWcpPzbOdYvRk5YgY0mcXbZ1n9GWJ3sZ1dCm2tQ9cEvGwKNKPDZuP7/pbQesb0pO/64hkrcM6tivOmoVxp3NrX1NGa8qg53eNBN5dOql41pXXFZayoSNSynjXvgOyvWOcaV47OIa+HJelfqyrYROmlog1r7DNbCdKw5nOzJYVsCbt6wa0q9rT/lmVQa1bDlsL1tqmN5yr7eszSHneiqh3ia9842+dWN7fRXOur3LrO8p4Uu1M87D1pO9+rKvea/23tdAM8UPsmcr2tcm9vH1zfD4/40iRO8QJW/OK8wrjGG7XxjmvJ4yBnUchHLiCSm1woCf8/OVRTrvKhsrzlNH05zEkq85lPtOY2HyjOc27PnfPcnD7/OTaDLvRjEr3ouTw60lep9KVrsulOVyTUo57HqVNdkFfPesm0znWYdP3rcwS72CFi9bELsexmB2ba194ptrvdeG93O9rj7sG5072Cdr87MvVu9rzzfX9+//s5BQ/2wBPen4fvuuETb73FM355jn88QyV/9chTvqaXd7rlM8+6zXOedJ7/PFFFL/TQk75ypj99UlXP89SznnCuf31UZT/z2NMeb7a/fdxyr/u18b73WAW+yX8vfK0Rv/hUOz7ynab85SOt+c4XGvSj37PpU/+z19e49bPfWu5ffPveVxn/+MNPW/JLfPzm91n6D47+9X/Y/QBvP/wdJv/5C9n+6q4//hO8/2nrv//PBYDN9n8C+DQF+GsEeIBJpoCrloAM+GUPOGoOGIHeMoEUyC0WeIHVkoEa6Cwc2IFbA4J29oEiyGoleGUkeILOpoJBloIseCsu+IJ+JoMtSIM7FoM2qDc5aGI4uIOg0oM+uClAGISZMoRESG5HCGBGmISjwoT4tYROeChQGIWCMoVUCChWeIV5koVauEdd6Fxc+IVvEoZimCZkWIZncoZoCCZquIaX44ak1YZw+GxzWFlyWIelg4eHdYd6yCR82IdF8oeAiD2D2FaCWIg7coiImCOKuIgz/9KIjhgjkBiJzEOJLmeJOzWJmGgimriJHtKJnsghoBiKGjKKpEghpniKEpKKqrg3rdhPrPiK0SWL7xSLtKhYt/hNtpiLWMKLz7SLvrhUwfhLwDiMYmWMsVSMyPgtyyhKytiMwgSNk/SM0hgm1RhI1HiNBaONi8SNWOeNaZSN4BhD44hG4liOT4SOm6SOVnSO7Egc7viOwhGP8ggc9FiPnoKPQXSP+kgb/NiPsvGPABk4A9lCAlmQ9YKQJHSQCpk2DVl3D2lBDBmRE0eRe2eR8ISRGamRgMeRHemRgweS9ySSI0mSiGeSBIWSKamSjceSLemSkAeTMSmTk0eTwjORNv8ZIjm5Ozi5k4Thk7TTk0DJGkPZeUW5OkJ5lNahlB3FlKPnlKgHlS0llVFJlatnlYqTlFiJE1q5lRDjlbAHloPTlWIpE2RZlt+Blnlzlmp5MW0pN2z5losil2wTl3RZEnZ5l1Shl8HHl3zll8kHmMYnmGdFmIFpmMyHmImpmM/HmI3pmNIHmZEpmdVHmZVpmdiHmTaTl5oZEZzZmQ/xmaAZPaPJW6UpfqeJmqlZfqs5MqLZmqcDmyLzmrIJd7WJXLeJm7npYrtZY71Jf78JnMF5f8OJMLQpm8cJm8nZmsu5ms2Zms95mtFZmtM5mtUJmtfZmdmpmduJmd1pmd9JmeH/KZnjCZnl6ZjnyZjpqZjriZjtaZjvSZjxKZjzCZj16Zf3yZf5qZf7eZf9SZf/KZcB+pYD2pYFqpYHipYJWpYLKpYNCpYP6pURupUTipUVapUXSpUZKpUbCpUd6pQfypQhqpQjepQlWpQnOpQpCpQr6pMtupMvmpMxapMzSpM1KpM3CpM56pI7ypI9qpI/ipJBapJDSpJFKpJHCpJJ6pFLypFNqpFPipFRapFTSpFVGpFX+pBZ2pBbqpBdipBfWpBhOpBjCpBl2o9nqo9pio9rWo9tKo9v+o5xyo5zqo51io53Wo55Oo57Co596o1/yo2Bqo2Deo2FWo2HKo2JCo2L/9qMjbqMj4qMkWqMkzqMlRqMl+qLmcqLm5qLnXqLn0qLoSqLo/qKpdqKp6qKqXqKq0qKrRqKr+qJsbqJs4qJtWqJt0qJuRqJu+qIvbqIv4qIwVqIwzqIxQqIx9qHyaqHy4qHzVqHzzqH0QqH0+qG1bqG14qG2VqG2yqG3fqF39qF4aqF43qF5UqF5xqF6eqE68qE7ZqE73qE8UqE8xqE9eqD97qD+ZqD+2qD/UqD/yqDAfuCA8uCBauCB3uCCVuCCyuCDQuCD9uBEauBE3uBFUuBFxuBGfuAG8uAHauAH3uAIVuAIyuAJQuAJ9t/Kbt/K4t/LWt/Lzt/MQt/M+t+Nf+7fjebfjlrfjtLfj0bfj/rfUHLfUObfUV7fUdLfUkbfUvrfE27fE+LfFFbfFMrfFULfFfbe1mre1t7e11Le18re2H7emPLemWremd7emlLemsrem37eW/LeXGbeXN7eXVLeXcreXn7eHvLeH2beH97eIFLeIMreIX7d4fLd4mrd4t7d41Ld48bd5H7dpMrd8VpnJd7MJXLdpu7dp2bdp/bd5nLf6MbgKVruqcbYKmLYatrgK3LY6+7gLFLXrMru7XbW7erLqE7drsrdr1beLkLgcE7Lr/7dcWreMNLvMlbgcvbLcfLdc+rddGbddNbec2LgdfbaNm7gdtLLdVLdd//G3Xhq3nd64Hl2yzju3Tpi3TrW3TtW3rnG4Lx+1bzS7/1e2f3q2v5C2z7u4L9O4P/C4MBLMADDMAFfGwH3DYJjMALrIMNHCrv+3MR3HoPLCoTnHMXbHMZXHsVDMEd/IMfzCkbDHMj3HIlrHInfHIpPHwhLIQtrCkrTHIxPHIzHHI1DHI37HE53HE7vHE9rH0vXIRBDHFDHCk/jHFH/H1FbMRLHE5N3IRPPG9RPChJXHFVTHFXfH5TLIVbTMVdXIVfjHBhjIVjHHBljCdZHHFp/HBrzH5njMZv7IVxDCdtHH9zTMd3PIZ5HDl7bIZ9vDh/nIaBbCZ1nG+FLG+HnH+D/8yGi/wliTxuj7xtkex/jfyGlYxml4zJmVwlkzyAm8zJn9w5oZyHo9w6pWzKp2wknWxsq4yAqazKrxyIsUwkrZxrtSxrt9yAs0yIu8w7vezLv6wjuSyBwSzMxcyIx0w8yfyIyxwszSyJzwwl0VyJ04wiw7xp1zxp2cxo21xo3dxn3zyC1WzN4zwr5cyJ51wi4dxm62xm7exl74yC6fyJ84ws9SyK97wh8fxk+4xk/VyD+Vwh/3yDAS3QBY2KBw1hCb2KCx0hA01jD91iEc2DDe2KFa1cF43RGf1dG83RHY2LHx1ZIS3SI92LJW0hJ43SKS2MKz1VLe3SL32MMZ1WM/9N0zXNjDdtUTmt0zsdjT2tTD8N1EFtjUOdTkVt1Ee9jUltSUvN1E1dSk8N1VFNjlO9Q1Vt1VedjlktRlvN1V1tLl8N1mE9HBPtYWV9YWf9YGmNYGuthGNN1m89j3GtJnNtj3X9IXedj3ldG239hHvN13/tj4E9G30dX4WdXoc9XonNXYtdXY0NhoMdkJEdG499XJUdXJe9W5k9W5vNWp0dh5NNkKFdKKNN2qWtPqctJ6mt2qs9P61tH68N27FdkbOtGrUtMbdt27ltcbuNLr19Mr/t28F9L8NN3MXtQMdNMMnNccttKc3t3M/dKtEt3dM9JtVt3detk9ktctutMN1k/ZPfDULhXXLjTZTlnRvnjd7pjXLrzd7tPWDvDd/xbULzDSD1bd/3TWT5rd/7/UL97d//fROf7VkDbocBLuAH/pUJnkMLzuANbpYPDuERnpYT3hIF7lgXvocVbuEbPkQdjhIBAQAh+QQIMgAAACwAAAAA9AP0AwAI/wABCBQgsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqVLjARfypxJs6bNmzhz6tzJs6fPn0CDCp0Zc6jRo0iTKl3KtKnTp1CjSh0poKrVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv2kLFlUqIECAwocNI16seKrjx5AjS55MubLlyxUHJ2WcuDNnzZhDix5NurTp06gxgz5qNrXr17Bjy55Nu7bD1UY/K97t2bbv38CDCx9O/CXuobo98z5evLnz59CjSy/NPOjb6diza9/OvbvL6kuTi//3Tr68+fPoyYMnvLx97/Tw48ufT5/0+s1l6+vfz7+//573ISWeewH+Z+CBCCaoIEIF5kYggQtGKOGEFO7XIHJuVajhhhx2+NuFTQ2o3GEelmjiiShOBiJTIn6W4oswxiijTyuGl9+MOOao444i1cjeiOPxKOSQRBaZkI+bPQikkUw26SSMSAqY4ZNUVmklf1FC1eJyV3bp5ZfeZfnUlu+BaeaZaAYnplOtpenmm3CetmaISroY55145vnYnCzWyaWegAYqKHKuXTfooYgmihKfjpG5mKKQRippRoxO5Whjk2aq6aYM+tYmp6CGqmilUl1KoqiopqonqVGZyqqqsMb/euKrY04p6624CklrZK7m6uuvMu4KWa/AFmtsh8LueeOxzDarYLKN+lmms9RWqx+0lkr7qLXcdpsetqXa6u245BYHLmXElqvuuradq6K2mLIr77ypuSvZp/Tmq+9l9vIK76n7BizwntulO/DBCIdXsLgJN+ywTf2GZvDDFFe8UsSq/YuxxRwPvLFl+HYs8sgcfVzZxCSnrLJEJqOr8cowx3zbtwzLbHPHLdv38s0844zlzj0H/XDOo4Us9NECEy0aykg3Ta/SEgPt9NTzQq1azVRnzazVqDGt9de/ci2n1GCX7avYphlt9tqwok0d2WzHjarbOgMJodx4z72goXn3/40o3bB57ffgcQL+muCEJ46m4YUuq/jjbjJeL9yQV+6l5F1TbvnmVGJ+UFfDOs756E96blCQ/N5N+upNmi6Y6iDDzvrsuobIlcS30647j64PJLvLS+4uPI69A4B67MEPr/yLxYN+9VkNgRX9V8tX3+6QLUZfp/Z2A2z994djvz1D2ZM/Pvjod4099eSzv5D06cdPnfjdV1f+++fLrz+/9B9/ZP7/q9/+Bgiy9XllegdsXwIJyMBh9e93nwMggyTYwAqy6YHJU8j9NEhBC3pwMwYEDFs+SEIadWmDAfTfBAVYwhbmpHjSQeEKVRhBFrrwhjSBYXTg9z73adCHOAwiS/90CB0Z1pCGp+ugEJdIEiI+x4hJtCEHpcjEKjbxhEBkUBY/t0UrerEjTnQOFF9HxRlC8ItopNQJlei7Mh7xjGmMI0XC2BwRYk2OeBTMncbYRiSS0Y95lCMducNH47HRkG4MJB4HubAF/tCRR+qiIuPISO0U8pKHnKQXK5kdTCbyj3DU5Bc5iR0ePtJ5PYSkKCm5x0N6EpCrrCIpp/PKUCISlrFc4ixjaMcR5hKHuzRPLTOYQlv+koHBLM8w7YS/Tx6zgclUjyQHMk3jVfOZA4xmmFzJTWdiM5uQWuafmonLb8pPm90xZSRVyUV2mpOA6CRkN2FZyHfGL54Fm6ct62n/T/Th05K9XEs/wfdP+IhzWsUk5kCHV9Bv6VOhb4ToQnXXUPSoU4vuFMw1Jzq6ip7noNsipzE5yjmPCvOhzJxiOUlqOZMqs5oXbScqWUrRVIE0XiodKU0h51L1oHScOZXoTktq04CqZaiP62l9buq9hKYUqX5TKn2Yar9MQrVsUp1PTE8H041e9WtZlQ9VubfSr2YtrPEZq/m8aVawGmurGs0oNeXaVrcWS60iFWpd7QosvAb1qXs1G1oNatTABLZpg/2PX50K1MMGLbH+WawZ9epYmEG2P3Cd60zXudnK3uyyP/OmZD0rM9Ba6KcInSxgSRsz016rq3TNLGtJ5tql/6I2pH9t7GwtS67RRrGsu6VYbadaWLQE12LDTZBvQUnZ4+4ruQhabh916tyqJQ22nZVp7qrbMOgeSLq3pC531+VdA4GXn+NlV3kVi93tntK96U1a0m6LU8amNr76Wm9k6dtU1eoWv/nSL1BkO+DibgXAHsPgakvFXwEjeEIOppFV+yTaCT84vyGEb6Pae+ALVyzCALLwj+gpYg/LC8Q8QW94Gmxi4Wa4w7zisFZaPDQF/5fBFWYrja2rqxILiMU7ThiKd+JLG9kxyOpdo44pTOIlI/lYQ/6xk0e8Tx8/+WxYpCubZJyVK5cryqyxsoNyDFwvY/lKKqYyZdNs5lyBOf83XjVydrmq5Tb3VclllnKT82znWL0ZOWIGNJnF22dZ/Rlid7GdXQptrUPXBLxsCjSjw2bj+/6W0HrG9KTv+uIZK3DOrYrzpqFcadza19TRmvKoOd3jQTeXTqpeNaV1xWWsqEjUsp4174Dsr1jnGleOziGvhyXpX6sq2ETppaINa+wzWwnSsOZzsyWFbAm7esGtKva0/5ZlUGtWw5bC9bapjecq+3rM0h53oqod4mvfONvnVje30Vzrq9y6zvKeFLtTPOw9aTvfqyr3mv9t7XQDPFD7JnK9rXLvIi9b3AevTcJLpy0tVTzitFydoyxev/piXIwaF4uWRP7xHWr84pH/7nh/S06ciTtp42NCOcvrGPKwjNzmMwc56WCecjbnPHw7lzmTCf5zidWcwEIZS9HNdXKVE5HnS1dT033Ob6dHfTgub11cfiKXq6vPn0JfsdW9nrb0QX3o8Sb7mMxO8i3jXO1FM3vY1WxwuLNI7mPvOdHtnhu2v/3h+OZ7qfBOdSLPXfD3IvzeZXJ2xKvI70i3Ttsdjy7Fpx0njae8A8Ge92gvXvMphvwdb9J10BOmhZlPUudN3/cSpj7Tl2f9d1A/eRbVXvbWQf3hYV933A9R96sXe+F9P3vX354wxyd+6F2/+zAHX/nLJ+HrnT986Ksk6+tOvpT+bv3of3D66P58//c/gv2/NT/8sR//FY0PF65vXf0XE+T5BV19+GdG/s9Xff3tP5Hyz037rAGA/Ed++Ld/EDN/A1gyBSh+LQF+CaiAlCSAGMJ9DxgS/icqDph0CFiBMLGA6fdoG8iBFnGBoaJ0tUKBIghGHth7B5h/KagRJAgqGWgdIfiCLCNI7wcgOWiDM4NNMzhgNfiCMdhXQdhuBmh/Qxg2Eph0S8iDxvNNP8h1RSiCSXg2U2h4LuiEpwOFTVhgKKiFnwOFV6gTUSiEYpiF6MeCSMiFX7h9kceDVehmY/hCc5iAcQhsdUh6ech/d3grpaeD7WeGSFWGRsiAcNeHjbaHIIiG8IeI1f9igm73htbniNRCiFV3hJRHic5iiViIiY6nic0CiYDnbWs4iIoobIyofqC4NadIFK2IeKsIZV3ofm3Ih1DFiWT4ioIXi2+li9/hi3bHiyUiigoXiIAoidAnjB6Ci3SYimBoQkHnjEAojc9IZEcHccWIjNWIeVNniBcDjNtoEsqILOD4jdQYjqR3jYFHi9qIjjnUjR+Iip7ojicxjhzCjJhXjvQIEva4IcQoZ9i4jw0Ij2ooj94okB7RjxqCj3p4jghZfB21g9k4eg8pjpZXkK7okBUJgQSljynBkBt5f/40izRCkiG5EQo5IyC5iPN4kj3YkRrZiQfpkmE4krUIZzf/SZMJeZGaJpPxqJPRw5OvRoMxCZT9J3rrWJI5aZQwKJTYRn0zaZQpGSweuShVCZRTGSN/mGISyZQRkZWtc5XiKJbVCJZMspIG+ZMbaZZG8o/It5Re2SnMV5TN2JIPyZZFgpYZaZcIiZdE4pb4AZdxuYVzyZdDRJbP6Jel9m5QqZYVqZi0JpjsGJBSCXyGaY6XSY+QuWt0mY+dqZObuSNbOZFtMZgDsYI9mYufWZaoOZTTmJkVGJr0JplK2Y6a2ZpPmYapiY6y+WyISRW/qYo4SJvHSJnh2JtVopeMF5zjh5ydw5z8CJ2TOJy2SYYmuY/OSXGryZJRaYe4yZi66Zp3/0mdFPloXcmbZwibVrmdjZie3TmW7CmcPnidpEmKYJidb6KcxiGdweiejvmL8dmcbFidL0SfsemfGLmcAdp9+Bk5/AlGD6p2DZomgOmGxjmAE7o4EYqSG+p1GXom+gmg6sl6H2omo2mdxkiFt9ihlMKi6laighKiDeii4wajCGegBUqcxGejgCKjh7mgfMejq0KjI0ik0yakeVKhAaijvoekeOKjmPmeReekrQSkM2qlh3iLOIp5W2p6VFo4RjpHYWpsXwonUHp9Y/prZZqfXYpoTIp7a2qaIhOncsoxdFqnH4anHqqnV3enfNpdf7p0fhqoBzOohCpfhzpzhpqoGP/GqCW3qI7KY5EacZA6qeRlqZSKqQdXqZo6Lpzaqd3yqaDaaKP6oqVao6e6baKaqlvDqs22qq7KarEqa7A6q85mq5tWq7jqh7s6arraq20DrJP2q8KqN8XaZ8R6rDKorHaWrMyqKc76rPomrV4WrdQaTtf6ZNaarfPGrTS2rd4ao+H6rePaYuBarkmKrh52rupaOO36YOz6rpEjrwAWr/QKovcaX/aar1+yr/x6Qv/KXf4asMlJsM41sAb7cgkbXAi7sG3psLPVsBCLPRNLWhJbsaKJsZV1sRpLPB17WBz7sVopsnsVsiSbIiZ7srOismaVsiy7jC97VS4bs/5Is4P/aLNDNbM4C2E7S1M627N7A7Qk9bNCG11FO1FEe7SKpbQDlbRMiyVPa09OG7VLRbXmNLVWK1ZZ64Nb+0xY27UWBba/9LViq0xlG0tke7bppLailLZsa0lvO0luG7cZR7d5NLd2W0R5u0h7K0h9y0p/i0Z4G7hYR7ijZLibhLhWNLiK6ymNy0SM+7i0EbmSKxuUW7mBg7nApLk3dLmc+3WfK32h63qjK7ql60Gee7pLo7oWlLqsyz+vi0yxK7uzC061uz+ue7u8orv6k7u82yi/e0/Ba3bD60/FS1DH+z2+m7whwrzVs7zOe3rRy1DTS73VuzvQe72Eor20k73cO2Df/zs73hu+AEK+Gme+O4e+HaW+RMW+LeW+7wu/PCW/80u/ijO+9st4+Zs4+Lu/A+m/UQXAASzAedO/BLwoB4w3BpzAJbHADEwVD8w2DhzB/EjBgmXBWIXBYDPBGoySHaw1HPzBHSjCUxPCJCySJ4w0JpzCN8jCR7PCLvwQMBzDQUnDPTPDNqxBOcwzOLzDNenDrQXEpSXEQUzEK9PDRIzEQqzEQMzEPuzEOwzFOSzFNkzFNGzFMYzFLqzFLMzFKezFJwzGJCzGIkzGH2zGHYzGGqzGGMzGFuzGFAzHESzHD0zHDGzHCYzHB6zHBMzHAuzHAAzI/ivI+0vI+WvI9ovI9P+ryPLLyPDryO4LyewryepLyehryeaLyeSryeHLyd/rydwLytorytdLytVrytOLytGrys7LyszryskLy8cry8VLy8Nry8GLy7+ry7zLy7rry7cLzLUrzLNLzLFrzK+LzKyrzKrLzKfrzKULzaMrzaFLzZ9rzZyLzZqrzZjLzZXrzZILzo8rzo1LzoprzoiLzoarzoTLzoHrzn8Lz30rz3tLz3lrz3aLz3Srz3HLz2/rz2wL0Gor0GdL0GVr0GKL0GCr0F3L0Fvr0FkL0VYr0VRL0VFr0U+L0Uyr0UrL0Ufr0UUL0kIr0kBL0j1r0juL0jir0jbL0jTr0jEL0y8r0yz/S9Mqa9Mni9Mkq9Miy9Mf69MdC9QaK9QYS9QVa9QTi9QQq9QOy9QL69QJC9UGK9UES9UBa9X/itX8qtX5ytX36tX0CtbyKtbvStbtatbqitboqtblytbj6tbhCtfeKtfcStfZatfXitfUqtfSytfP6tfMCtjKKtjHStjFatjCitjAqti9yti76ti4Ctm2KtmzStmxatmuitmsqtmpytmn6tmlCtqjKtqgStqdatqaitqYqtqWytqT6tqRCtuOKtuMStuJatuHituEqtuBytt/6tt8Ctx6Ktx4Stx1atxyitymqdyDydxx6dxeCd1MKd2VacQqQ91Yad3Xrd0pg92g/8ndtAXeI+PdNEneLmneJ4neIaneaynec+rePgPfyCXf803fLmbfNYbfDsPej6nf++3fgArgCMPf4ynghWrgB47giKrgz8XgAUPgfengDS7hAUbhFW7hkorhl6rhScbhG+7hXwbi6gLhAkni2CniIY7inqriK87ioeriLw7jpCrjj0jjNW7jm4jjOa7jrcrjpObjbwXkQS7kd0bkumbkwIbkt6rkfsbkSe7khgblUS7lwUrlx2blV47lxqrlJcjlGOjlXQ7mnGLitynmm0Lm7ojm6Gnm0Mrmbe7m0wrn5CbnkaLmx0nndY7n2Krn68bnfe7nh2Ln2yjorAnog0Loif9p6Ieu6OLK6D3q6I8O6ekq6U9K6ZVu6e6K6Waq6ZvO6fPq6RQK6qEu6vhK6iZq6qeO6v2q6qvO6gDr6mgG67Eu6wVL651j67eO6wqr663D673u6w8L7Hkp7MNO7BRr7LWD7Lyj7MvO7DqC6Pfp7M8u7TkC7Vpo7U6I7XBI7R7L7cHi7d8O7lAi7uNO7ihr7ueO7iur7iai7Tbo7oLI7jAr7/NO7/do78iC7/eu7wvJ7/3u7xQC7yko8CoK8Dxr8BJC8Byo8AeK8BHC8A8I8d7p8EFL8c9i8ReP8Uar8d/F8R3v8UsL8pEl8iNP8lBr8haC8imv8lXL8lPl8i8P81r/K/NpRfM1b/PfgvM5r/MfxfM97/NmC/TqIfRDT/Rra/SEhPRJr/Rwy/Sd5PRPD/V1K/UmR/VVb/VPhPV6q/U6x/VM5/VfD/aFK/ZjT/ZSZ/Znj/YfovbAIfEYyvZrD/fXI/cSR/d1b/ez4fa2iPeWy/d97/eZC/hAJ/j1QviFYviFj/hyoviLz/jz4/j2AfmRL/mrS/lGZ/mqgfmZr/kFxPkn4/mfD/qPJ/qJR/q7a/qbh/rAq/qrz/qD5/qvD/taIvutQvuzb/sXhPvNq/t3x/sK4/vSC/wCIvwgRPysYfzHj/zbq/y5x/zN7/xcB/3gK/3QSP3eZ/0vhP3Xr/0Q/8P9ZOj92Q/+6Sj+3U/+j2b+54/+RKH+68/+xuH+7w///yv/8Uf/9W//H4n/16f/+c//9ej/AAFA4ECCBQ0eRAhAQEKGDR0+hBhR4kSKFS1exJhR40aOHT1+BBlS5EiSJU2eRJlS5UqWLV2+dLgQ5kyaNW3exJlT506ePX3+BBpU6NCPMokeRZpU6VKmTZ0+hRpV6lSMRqlexZpV61auXb1+BRvWoFWxZc2eRZtW7Vq2bYWSdRtX7ly6de3excsUbl6+ff3+BRxYcN29gw0fRpxY8WLGKgs3hhxZ8mTKle8+tpxZ82bOnT33xPxZ9GjSpU2fPhga9WrWrV2/zqsa9ghs2rVt314aEAAh+QQIMgAAACwAAAAA9AP0AwAI/wABCBQgsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqVLjARfypxJs6bNmzhz6tzJs6fPn0CDCp0Zc6jRo0iTKl3KtKnTp1CjSh0poKrVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv2kLFlUqIECAwocNI16seKrjx5AjS55MubLlyxUHJ2WcuDNnzZhDix5NurTp06gxgz5qNrXr17Bjy55Nu7bD1UY/K97t2bbv38CDCx9O/CXuobo98z5evLnz59CjSy/NPOjb6diza9/OvbvL6kuTi//3Tr68+fPoyYMnvLx97/Tw48ufT5/0+s1l6+vfz7+//573ISWeewH+Z+CBCCaoIEIF5kYggQtGKOGEFO7XIHJuVajhhhx2+NuFTQ2o3GEelmjiiShOBiJTIn6W4oswxiijTyuGl9+MOOao444i1cjeiOPxKOSQRBaZkI+bPQikkUw26SSMSAqY4ZNUVmklf1FC1eJyV3bp5ZfeZfnUlu+BaeaZaAYnplOtpenmm3CetmaISroY55145vnYnCzWyaWegAYqKHKuXTfooYgmihKfjpG5mKKQRippRoxO5Whjk2aq6aYM+tYmp6CGqmilUl1KoqiopqonqVGZyqqqsMb/euKrY04p6624CklrZK7m6uuvMu4KWa/AFmtsh8LueeOxzDarYLKN+lmms9RWqx+0lkr7qLXcdpsetqXa6u245BYHLmXElqvuuradq6K2mLIr77ypuSvZp/Tmq+9l9vIK76n7BizwntulO/DBCIdXsLgJN+ywTf2GZvDDFFe8UsSq/YuxxRwPvLFl+HYs8sgcfVzZxCSnrLJEJqOr8cowx3zbtwzLbHPHLdv38s0844zlzj0H/XDOo4Us9NECEy0aykg3Ta/SEgPt9NTzQq1azVRnzazVqDGt9de/ci2n1GCX7avYphlt9tqwok0d2WzHjarbOgMJodx4z72goXn3/40o3bB57ffgcQL+muCEJ46m4YUuq/jjbjJeL9yQV+6l5F1TbvnmVGJ+UFfDOs756E96blCQ/N5N+upNmi6Y6iDDzvrsuobIlcS30647j64PJLvLS+4uPI69A4B67MEPr/yLxYN+9VkNgRX9V8tX3+6QLUZfp/Z2A2z994djvz1D2ZM/Pvjod4099eSzv5D06cdPnfjdV1f+++fLrz+/9B9/ZP7/q9/+Bgiy9XllegdsXwIJyMBh9e93nwMggyTYwAqy6YHJU8j9NEhBC3pwMwYEDFs+SEIadWmDAfTfBAVYwhbmpHjSQeEKVRhBFrrwhjSBYXTg9z73adCHOAwiS/90CB0Z1pCGp+ugEJdIEiI+x4hJtCEHpcjEKjbxhEBkUBY/t0UrerEjTnQOFF9HxRlC8ItopNQJlei7Mh7xjGmMI0XC2BwRYk2OeBTMncbYRiSS0Y95lCMducNH47HRkG4MJB4HubAF/tCRR+qiIuPISO0U8pKHnKQXK5kdTCbyj3DU5Bc5iR0ePtJ5PYSkKCm5x0N6EpCrrCIpp/PKUCISlrFc4ixjaMcR5hKHuzRPLTOYQlv+koHBLM8w7YS/Tx6zgclUjyQHMk3jVfOZA4xmmFzJTWdiM5uQWuafmonLb8pPm90xZSRVyUV2mpOA6CRkN2FZyHfGL54Fm6ct62n/T/Th05K9XEs/wfdP+IhzWsUk5kCHV9Bv6VOhb4ToQnXXUPSoU4vuFMw1Jzq6ip7noNsipzE5yjmPCvOhzJxiOUlqOZMqs5oXbScqWUrRVIE0XiodKU0h51L1oHScOZXoTktq04CqZaiP62l9buq9hKYUqX5TKn2Yar9MQrVsUp1PTE8H041e9WtZlQ9VubfSr2YtrPEZq/m8aVawGmurGs0oNeXaVrcWS60iFWpd7QosvAb1qXs1G1oNatTABLZpg/2PX50K1MMGLbH+WawZ9epYmEG2P3Cd60zXudnK3uyyP/OmZD0rM9Ba6KcInSxgSRsz016rq3TNLGtJ5tql/6I2pH9t7GwtS67RRrGsu6VYbadaWLQE12LDTZBvQUnZ4+4ruQhabh916tyqJQ22nZVp7qrbMOgeSLq3pC531+VdA4GXn+NlV3kVi93tntK96U1a0m6LU8amNr76Wm9k6dtU1eoWv/nSL1BkO+DibgXAHsPgakvFXwEjeEIOppFV+yTaCT84vyGEb6Pae+ALVyzCALLwj+gpYg/LC8Q8QW94Gmxi4Wa4w7zisFZaPDQF/5fBFWYrja2rqxILiMU7ThiKd+JLG9kxyOpdo44pTOIlI/lYQ/6xk0e8Tx8/+WxYpCubZJyVK5cryqyxsoNyDFwvY/lKKqYyZdNs5lyBOf83XjVydrmq5Tb3VclllnKT82znWL0ZOWIGNJnF22dZ/Rlid7GdXQptrUPXBLxsCjSjw2bj+/6W0HrG9KTv+uIZK3DOrYrzpqFcadza19TRmvKoOd3jQTeXTqpeNaV1xWWsqEjUsp4174Dsr1jnGleOziGvhyXpX6sq2ETppaINa+wzWwnSsOZzsyWFbAm7esGtKva0/5ZlUGtWw5bC9bapjecq+3rM0h53oqod4mvfONvnVje30Vzrq9y6zvKeFLtTPOw9aTvfqyr3mv9t7XQDPFD7JnK9rXLvIi9b3AevTcJLpy0tVTzitFydoyxev/piXIwaF4uWRP7xHWr84pH/7nh/S06ciTtp42NCOcvrGPKwjNzmMwc56WCecjbnPHw7lzmTCf5zidWcwEIZS9HNdXKVE5HnS1dT033Ob6dHfTgub11cfiKXq6vPn0JfsdW9nrb0QX3o8Sb7mMxO8i3jXO1FM3vY1WxwuLNI7mPvOdHtnhu2v/3h+OZ7qfBOdSLPXfD3IvzeZXJ2xKvI70i3Ttsdjy7Fpx0njae8A8Ge92gvXvMphvwdb9J10BOmhZlPUudN3/cSpj7Tl2f9d1A/eRbVXvbWQf3hYV933A9R96sXe+F9P3vX354wxyd+6F2/+zAHX/nLJ+HrnT986Ksk6+tOvpT+bv3of3D66P58//c/gv2/NT/8sR//FY0PF65vXf0XE+T5BV19+GdG/s9Xff3tP5Hyz037rAGA/Ed++Ld/EDN/A1gyBSh+LQF+CaiAlCSAGMJ9DxgS/icqDph0CFiBMLGA6fdoG8iBFnGBoaJ0tUKBIghGHth7B5h/KagRJAgqGWgdIfiCLCNI7wcgOWiDM4NNMzhgNfiCMdhXQdhuBmh/Qxg2Eph0S8iDxvNNP8h1RSiCSXg2U2h4LuiEpwOFTVhgKKiFnwOFV6gTUSiEYpiF6MeCSMiFX7h9kceDVehmY/hCc5iAcQhsdUh6ech/d3grpaeD7WeGSFWGRsiAcNeHjbaHIIiG8IeI1f9igm73htbniNRCiFV3hJRHic5iiViIiY6nic0CiYDnbWs4iIoobIyofqC4NadIFK2IeKsIZV3ofm3Ih1DFiWT4ioIXi2+li9/hi3bHiyUiigoXiIAoidAnjB6Ci3SYimBoQkHnjEAojc9IZEcHccWIjNWIeVNniBcDjNtoEsqILOD4jdQYjqR3jYFHi9qIjjnUjR+Iip7ojicxjhzCjJhXjvQIEva4IcQoZ9i4jw0Ij2ooj94okB7RjxqCj3p4jghZfB21g9k4eg8pjpZXkK7okBUJgQSljynBkBt5f/40izRCkiG5EQo5IyC5iPN4kj3YkRrZiQfpkmE4krUIZzf/SZMJeZGaJpPxqJPRw5OvRoMxCZT9J3rrWJI5aZQwKJTYRn0zaZQpGSweuShVCZRTGSN/mGISyZQRkZWtc5XiKJbVCJZMspIG+ZMbaZZG8o/It5Re2SnMV5TN2JIPyZZFgpYZaZcIiZdE4pb4AZdxuYVzyZdDRJbP6Jel9m5QqZYVqZi0JpjsGJBSCXyGaY6XSY+QuWt0mY+dqZObuSNbOZFtMZgDsYI9mYufWZaoOZTTmJkVGJr0JplK2Y6a2ZpPmYapiY6y+WyISRW/qYo4SJvHSJnh2JtVopeMF5zjh5ydw5z8CJ2TOJy2SYYmuY/OSXGryZJRaYe4yZi66Zp3/0mdFPloXcmbZwibVrmdjZie3TmW7CmcPnidpEmKYJidb6KcxiGdweiejvmL8dmcbFidL0SfsemfGLmcAdp9+Bk5/AlGD6p2DZomgOmGxjmAE7o4EYqSG+p1GXom+gmg6sl6H2omo2mdxkiFt9ihlMKi6laighKiDeii4wajCGegBUqcxGejgCKjh7mgfMejq0KjI0ik0yakeVKhAaijvoekeOKjmPmeReekrQSkM2qlh3iLOIp5W2p6VFo4RjpHYWpsXwonUHp9Y/prZZqfXYpoRnV1a8o2rqI5JRenazOnTudxM2engpVoUcenWKUxdPpxgAo2eHqmXlaoYOWnS/+nqFpzqGk6W456VoKapyvHcpNKNXgBpxwIqVjaZpk6NZ46okgWqk6zqX/aqZWKqFdmqoi1qpHKWq6KNAZWFds2q30zqlK6W7iaN7r6n/jVq3iDqs0mrHLzqwmKYMYaN8i6mzu2rHLKqGTal7D6qeMFrXdaraQaXNjap4t2pNRqqYgzad0aqOI6qOTal9KqpuHarJY2auVqqNq6q5KqrgbWqqbJXO4ar+uWr9N1rtb6VfzKU+tKYwObVPMKrHV1sIqzr+CprP5qTd9aqhHrsO96YQybOBaLai2WsYRDrEHmsYOzsXpqYiIbVQmbrIF1srlasB1bsSnrrPXqryR7qR7/xrK+WqvVhbOzU7M82zoRK6YAy6rH9LPqeKKyGrT9F7PiaVZGG40bu7NKyzIuS1pP21FMm5uHdbUllbUPu7JT+5VV61lcuzk+K7Vh+xBn61xl21JjW1ltWzlre1xxy1Nee7GOVbdJpbO3mLYWeLccS1J6uzxzO1SDqzwgu1OHy1CAW7IctbjCU7iK67f8+LYLBbm7I7k0hbkU1bg2O1GcSzuJu7mUS36eG7rRVboJebpXhbqsM7os5boEmbWtq7oQOrSxana2WzJ8+0uye06sW7S7e6VRK7zDezGWm0e/e0/B67vHG6W4q7AWtLxIibSaRL2cV7zO+7wf2by5hL0E/5W8i8S93Ru926o/4Ps9mitK6Ws9sHu95Lue2vu98VuP3htL7Vs9tZq/ssG/HrS+wFS/qjm/uiTAOVoXm2TAnknAQuS/03u/DazApCe+3yfBLcjAQeTAFQTAN6TB0ETB/2vB3Gm+MntPIpyW+5rAJ8x4IDy9K6ygGBzALyyigKvCMzxEvbs/HrxJEGzCN/yaNQxPP+yFCCzEQ1xwQQxOR1yIJNy0mbvExTkXyATFl5jEOkzFPpnCRozFXDqxV8zFC2zF6AvGYdzEWqu/ZDzBXjzGaTzCWqzEbbyXYnxOcZxDOaxxddyYb/y6eRyeyFpTfcyEa7xzgayBZlzCglXIRP8Zw2aryERMF4DsyEy8x3gsyZNMu6JryVFsvY2syVmMyT3ryZ98yJ8rt6KMokUcyqdcxpRMyKvckIzcUq+sxsWVq7NMd6B8rLesf3N8p7tsoVLsq7+sx7nMrMPsxylry8csyKmsy8u8yL2cyM8MxKQcuFg1zY8czMOKzVJYzV+rqdyMxN5cyo8azpt8ntJszgMczdeszus8zjv8e+58wIV1NPFMtz1cWvPsefBsz/tse4NsM/fMrfncWv8sfOzMWwcdmM3MMwPNqwWt0AtNzNXszxO9pA39WRdN0X8sNA8tqRG9Mh8tqy3sMxtNfwkt0ieN0v3s0Z0qOhTyvgYdm+j/yjw1nTIj7Wc3jSLjqjI53TYwTTxBrc80La6L6cTIpapG3WpEqy4/fWxDHSxRLdF2uNOzYtUi89Q2hdXDyNUco9X/RxaddqFCptRNbVtL/VhmnbtP5NVJHZtTDSVx7dNrHbChdda9Vdfnq1Vu/WEvLdaRqaQqvdKXS9iFbdj9BNaIDRyKvdie4tjv1NiQTRuSPdn9a9k+iNnPVNmaXSidvb2fvUqcHdplR9rsa9qnjdqTNNqqbXStHUis/doFJNvjS9uCZNu3jdtpFNu6vXm9bcO/LUvBDdzDHcHFzUS8fdxrp9zGzdwy7NwdDN3PLd2uR90ulNzWzRrZXd3bXcHd/x3C3+3C4b3B403e5T3F573F6c3G683e7e3D7w3f8e1P8y3f9e2+903f+a2++83f/Y3G/024AS7gA85QBW7gB/7ECR7JC87HDa7KD17JEe7KE95RFU7hFy7LGd7JG27KHe7hH55UIc5TIy7iJa6xJ47iKT6yK87iLa7ML77NMS7jM27MNW7jN+7LOa7jO97OPW6oP+7jQX5WQ85XRS6qR07kSY7kS36qTe7kT06rUS7lU+7SVa7WV94z2H3lW17lXT7lXx7lYf7kY97kZb7kZ57kaX7ka17kbT7kbx7kcf7jc97jdb7jd57jeX7je17jfT7jfx7jgf7ig97ihb7ih/+e4ol+4ote4o0+4o8e4pH+4ZPe4ZW+4Zee4Zl+4Zte4Z0+4Z8e4aH+4KPe4KW+4Kee4Kl+4Kte4K0+4K8e4LH+37Pe37W+37ee37l+37te370+378e38H+3sPe3sW+3see3sl+3ste3s0+3s8e3tH+3dPe3dW+3dee3dlu3dtO3d0u3d8O3eHu3OPO3OWu3Od+3Ole3Os+3O0e3O/+2/He2/Ou2/WO2/du2/lO2/su2/3+2v/e2gGv2gOP2gVv2gdP2gkf2gv/2Q3f2Q+v2RGP2RNv2RU/2RcP2Rnv2Bu/2B2P2B9v2CFP2CO/0iV/0ie/0Sl/0Ss/0S2/0C9/0DH//88zv881P8837845r847b849H84/z81Bj81DP81F/8xHv8xJf8xLP8xN/8tPv8tRf8tTP8tV/8pXv8pZf8pbL8pd78lfr8lhb8ljL8ll78hnr8hpX8hrH8ht38dvn8dxX8dzH8d138Z3n8Z5T8Z7D8Z9z8V/j8WBT8WDD8WFv8SHf8SJP8SL/8ONf8OPP8OR/8KTv8KVf8KXL8KZb8GbL8Gdr8Cfb8ChL8CjX7+lH7+nT76pz72r/7ytf7yvP7yxv7uzb7u1r7q3X7q5T7m777e9n7a/H7bBP7XDr7TFH7THX7FZruXL79DNr9HPT9TRT9XTj9PVT/3Xn9XZT9fb/09b3e/936/94W/S4//W5e/X54/+6V9j68/+7d9d7+8wyU+z8Q//9Y8w85+v+W+a+z+Y/R+XACEAwECCBQ0eRJhQ4UKGDR0+hBhR4kSKFS1exJhR40aOHT1+BBlS5EiSJU2eRJlS5UqWLS0KdBlT5kyaNW3exJlT506ePX3+BBpUJkyhRY0eRZpU6VKmTZ0+hRq1JFGpVa1exZpV61auXb1+nUgV7FiyZc2eRZtW7dqmYtm+hRtX7ly6de1adXtX716+ff3+Bew3b2DChQ0fRpxY8czBix0/hhxZ8uS/jSlfxpxZ82bORS13Bh1a9GjSpR9+Np1a9WrWrQGjdh1b9v9s2rWrwradW/du3r1V4vYdXPhw4sULAjeeXPly5qKRN4ceXfr019StX8eeve5z7d29fwfvOfx48uXN7+R+Xv169u0dpncfX/788fDp38efn7l9/f39/6+NPwAHJLBA0AQ0MEEFF0wMQQYfhDBCuhyUsEILL/yKQgw35LBDpjT0MEQRR8wJRBJPRDFFk0xUsUUXX6yIRRhnpLFGgmS0MUcdT8RxRx9/vLBHIIckMkEhi0QyyfyOVLJJJ9dj8kkpp/QuSiqvxDI6K7PkssvhtvQyTDEDHLNMM6s8M001pQNzTTffjKxNOOekszA568Qzz7vu1LNPP9fi809BB82QUEP/D1UsUEQXZVQpRRuFNFKfHpW0UktpovRSTTdFKVNOPwXVI09DJbVUikY1NVVVFUJ1VVddbfVVWUuNdVZbOa31Vl0rzXVXXxnt9VdhCQ12WGP7LPZYZelMdlln12z2WWnLjHZaa7us9lptqcx2W2+b7PZbcYkMd1xzdyz3XHVpTHddd1ts9115SYx3Xns7rPdefS3Md19/H+z3X4ENDHhgg/8r+GCF8Ut4YYfja/hhidWLeGKL67s44ykr1rjj6zj2OGQtRSb5R5BLRpm4k1NmubeVW4bZtpdjpjm2mWvGWbWbc+Z5tJ17Bpqzn4Mm+rKhi0YasqOTZrrBpp/ub2mo/6cWjGqrIb46ayi15ro8qbsGO62vwyabrLHLRrurs9NmG6u124Y7qrfjpvvDuu8Obm689w5Kb77/5slvwAe/SXDCDx8KccVLM3xxx09q/HHJRYp8css7qvxyzTHKfHPPw/o89MM6F710Vk1HvS/SU2d9ddZRd/310mOXPXTaa/f8dtw11313y3v3XXLgg3d8eOIVN/74w5NXfnDmm//7eej3ln76u6u3nm7ss4d7e+7Z9v57tMMXn2zyywf7fPS5Vn/9rNt332r44596fvqftv9+pvPXH2n++yfa/wAINAEOkGcFNCDOEJhAmi2QgTBz4ANZFkEJooyCFSTZBTEYMnwNbrBjHfRgxkAYQouNkIQSM+EJHZZCFSqMhS002AthKDAZztBfNbShvnCYQ3vtkIfy8uEP3RVEIaqLiEU01xGRKC4lLtFbTXSitqAYRWtNkYrSsuIVnZVFLSqLi1001hfBKCwxjtFXZTSjrtCYRlutkY2ycuMbYSVHDwYEACH5BAgyAAAALAAAAAD0A/QDAAj/AAEIFCCwoMGDCBMqXMiwocOHECNKnEixosWLGDNq3Mixo8ePIEOKHEmypMmTKFOqXMmypUuMBF/KnEmzps2bOHPq3Mmzp8+fQIMKnRlzqNGjSJMqXcq0qdOnUKNKHSmgqtWrWLNq3cq1q9evYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27ePPq3cu3r9+/aQsWVSogQIDChw0jXqx4quPHkCNLnky5suXLFQcnZZy4M2fNmEOLHk26tOnTqDGDPmo2tevXsGPLnk27tsPVRj8r3u3Ztu/fwIMLH078Je6huj3zPl68ufPn0KNLL8086Nvp2LNr3869u8vqS5OL//dOvrz58+jJgye8vH3v9PDjy59Pn/T6zWXr69/Pv7//nvchJZ57Af5n4IEIJqggQgXmRiCBC0Yo4YQU7tcgcm5VqOGGHHb424VNDajcYR6WaOKJKE4GIlMifpbiizDGKKNPK4aX34w45qjjjiLVyN6I4/Eo5JBEFpmQj5s9CKSRTDbpJIxICpjhk1RWaSV/UULV4nJXdunll95l+dSW74Fp5ploBiemU62l6eabcJ62ZohKuhjnnXjm+dicLNbJpZ6ABioocq5dN+ihiCaKEp+OkbmYopBGKmlGjE7laGOTZqrppgz61ianoIaqaKVSXUqiqKimqiepUZnKqqqwxv964qtjTinrrbgKSWtkrubq668y7gpZr8AWa2yHwu5547HMNqtgso36Waaz1FarH7SWSvuotdx2mx62pdrq7bjkFgcuZcSWq+66tp2roraYsivvvKm5K9mn9Oar72X28grvqfsGLPCe26U78MEIh1ewuAk37LBN/YZm8MMUV7xSxKr9i7HFHA+8sWX4dizyyBx9XNnEJKesskQmo6vxyjDHfNu3DMtsc8ct2/fyzTzjjOXOPQf9cM6jhSz00QITLRrKSDdNr9ISA+301PNCrVrNVGfNrNWoMa31179yLafUYJftq9imGW322rCiTR3ZbMeNqts6Awmh3HjPvaCheff/jSjdsHnt9+BxAv6a4IQnjqbhhS6r+ONuMl4v3JBX7qXkXVNu+eZUYn5QV8M6zvnoT3puUJD83k366k2aLpjqIMPO+uy6hsiVxLfTrjuPrg8ku8tL7i48jr0DgHrswQ+v/IvFg371WQ2BFf1Xy1ff7pAtRl+n9nYDbP33h2O/PUPZkz8++Oh3jT315LO/kPTpx0+d+N1XV/7758uvP7/0H39k/v+r3/4GCLL1eWV6B2xfAgnIwGH173efAyCDJNjACrLpgclTyP00SEELenAzBgQMWz5IQhp1aYMB9N8EBVjCFuakeNJB4QpVGEEWuvCGNIFhdOD3Pvdp0Ic4DCJL/3QIHRnWkIan66AQl0gSIj7HiEm0IQelyMQqNvGEQGRQFj+3RSt6sSNOdA4UX0fFGULwi2ik1AmV6LsyHvGMaYwjRcLYHBFiTY54FMydxthGJJLRj3mUIx25w0fjsdGQbgwkHge5sAX+0JFH6qIi48hI7RTykoecpBcrmR1MJvKPcNTkFzmJHR4+0nk9hKQoKbnHQ3oSkKusIimn88pQIhKWsVziLGNoxxHmEoe7NE8tM5hCW/6SgcEszzDthL9PHrOByVSPJAcyTeNV85kDjGaYXMlNZ2Izm5Ba5p+aictvyk+b3TFlJFXJRXaak4DoJGQ3YVnId8YvngWbpy3raf9P9OHTkr1cSz/B90/4iHNaxSTmQIdX0G/pU6FvhOhCdddQ9KhTi+4UzDUnOrqKnueg2yKnMTnKOY8K86HMnGI5SWo5kyqzmhdtJypZStFUgTReKh0pTSHnUvWgdJw5lehOS2rTgKplqI/raX1u6r2EphSpflMqfZhqv0xCtWxSnU9MTwfTjV71a1mVD1W5t9KvZi2s8Rmr+bxpVrAaa6sazSg15dpWtxZLrSIVal3tCiy8BvWpezUbWg1q1MAEtmmD/Y9fnQrUwwYtsf5ZrBn16liYQbY/cJ3rTNe52cre7LI/86ZkPSsz0FropwidLGBJGzPTXqurdM0sa0nm2qX/ojakf23sbC1LrtFGsay7pVhtp1pYtATXYsNNkG9BSdnj7iu5CFpuH3Xq3KolDbadlWnuqtsw6B5IurekLnfX5V0DgZef42VXeRWL3e2e0r3pTVrSbotTxqY2vvpab2Tp21TV6ha/+dIvUGQ74OJuBcAew+BqS8VfASN4Qg6mkVX7JNoJPzi/IYRvo9p74AtXLMIAsvCP6CliD8sLxDxBb3gabGLhZrjDvOKwVlo8NAX/l8EVZiuNraurEguIxTtOGIp34ksb2THI6l2jjilM4iUj+VhD/rGTR7xPHz/5bFikK5tknJUrlyvKrLGyg3IMXC9j+UoqpjJl02zmXIE5/zdeNXJ2uarlNvdVyWWWcpPzbOdYvRk5YgY0mcXbZ1n9GWJ3sZ1dCm2tQ9cEvGwKNKPDZuP7/pbQesb0pO/64hkrcM6tivOmoVxp3NrX1NGa8qg53eNBN5dOql41pXXFZayoSNSynjXvgOyvWOcaV47OIa+HJelfqyrYROmlog1r7DNbCdKw5nOzJYVsCbt6wa0q9rT/lmVQa1bDlsL1tqmN5yr7eszSHneiqh3ia9842+dWN7fRXOur3LrO8p4Uu1M87D1pO9+rKvea/23tdAM8UPsmcr2tcu8iL1vcB69NwkunLS1VPOK0XJ2jLF6/+mJcjBoXi5ZE/vEdavzikf/ueH9LTpyJO2njY0I5y+sY8rCM3OYzBznpYJ5yNuc8fDuXOZMJ/nOJ1ZzAQhlL0c11cpUTkedLV1PTfc5vp0d9OC5vXVx+Iperq8+fQl+x1b2etvRBfejxJvuYzE7yLeNc7UUze9jVbHC4s0juY+850e2eG7a//eH45nup8E51Is9d8Pci/N5lcnbEq8jvSLdO2x2PLsWnHSeNp7wDwZ73aC9e8ymG/B1v0nXQE6aFmU9S503f9xKmPtOXZ/13UD95FtVe9tZB/eFhX3fcD1H3qxd74X0/e9ffnjDHJ37oXb/7MAdf+csn4eudP3zoqyTr606+lP5u/eh/cPro/nz/9z+C/b81P/yxH/8VjQ8Xrm9d/RcT5PkFXX34Z0b+z1d9/e0/kfLPTfusAYD8R374t38QM38DWDIFKH4tAX4JqICUJIAYwn0PGBL+JyoOmHQIWIEwsYDp92gbyIEWcYGhonS1QoEiCEYe2HsHmH8pqBEkCCoZaB0h+IIsI0jvByA5aIMzg00zOGA1+IIx2FdB2G4GaH9DGDYSmHRLyIPG800/yHVFKIJJeDZTaHgu6ISnA4VNWGAoqIWfA4VXqBNRKIRimIXox4JIyIVfuH2Rx4NV6GZj+EJzmIBxCGx1SHp5yH93eCulp4PtZ4ZIVYZGyIBw14eNtocgiIbwh4jV/2KCbveG1ueI1EKIVXeElEeJzmKJWIiJjqeJzQKJgOdtaziIiihsjKh+oLg1p0gUrYh4qwhlXeh+bciHUMWJZPiKgheLb6WL3+GLdseLJSKKCheIgCiJ0CeMHoKLdJiKYGhCQeeMQCiNz0hkRwdxxYiM1Yh5U2eIFwOM22gSyogs4PiN1BiOpHeNgUeL2oiOOdSNH4iKnuiOJzGOHMKMmFeO9AgS9rghxChn2LiPDQiPaiiP3iiQHtGPGoKPeniOCFl8HbWD2Th6DymOlleQruiQFQmBBKWPKcGQG3l//jSLNEKSIbkRCjkjILmI83iSPdiRGtmJB+mSYTiStQhnN/9Jkwl5kZomk/Gok9HDk69GgzEJlP0neutYkjlplDAolNhGfTNplCkZLB65KFUJlFMZI3+YYhLJlBGRla1zleIoltUIlkyykgb5kxtplkbyj8i3lF7ZKcxXlM3Ykg/JlkWClhlplwiJl0TilvgBl3G5hXPJl0NEls/ol6X2blCplhWpmLQmmOwYkFIJfIZpjpdJj5C5a3SZj52pk5u5I1s5kW0xmAOxgj2Zi59Zlqg5lNOYmRUYmvQmmUrZjprZmk+ZhqmJjrL5bIhJFb+pijhIm8dImeHYm1Wil4wXnOOHnJ3DnPwInZM4nLZJhia5j85JcavJklFph7jJmLrpmnf/SZ0U+WhdyZtnCJtWuZ2NmJ7dOZbsKZw+eJ2kSYpgmJ1vopzGIZ3B6J6O+Yvx2ZxsWJ0vRJ+x6Z8YuZwB2n34GTn8CUYPqnYNmiaA6YbGOYATujgRipIb6nUZeib6CaDqyXofaiajaZ3GSIW32KGUwqLqVqKCEqIN6KLjBqMIZ6AFSpzEZ6OAIqOHuaB8x6OrQqMjSKTTJqR5UqEBqKO+h6R44qOY+Z5F56StBKQzaqWHeIs4inlbanpUWjhGOkdhamxfCidQen1j+mtlmp9dimhGdXVryjauojklF6drM6dO53EzZ6eClWhRx6dYpTF0+nGACjZ4eqZeVqhg5adL/6eoWnOoaTpbjnpWgpqnK8dyk0o1eAGnHAipWNpmmTo1njqiSBaqTrOpf9qplYqoV2aqiLWqkcparoo0BlYV2zarfTOqUrpbuJo3uvqf+NWreIOqzSascvOrCYpgxho3yLqbO7ascsqoZNqXsPqp4wWtd1qtpBpc2Nqni3ak1GqpiDNp3Rqo4jqo5NqX0qqm4dqsljZq5Wqo2rqrkqquBtaqpslc7hqv65av03Wu1vpV/MpT60pjA5tU8wqsdXWwirOv4Kms/mpN31qqEeuw73phDJs4FotqLZaxhEOsQeaxg7OxempiIhtVCZusgXWyuVqwHVuxKeus9eqvJHupHv/Gsr5aq9WFs7NTszzbOhErpgDLqsf0s+p4orIatP0Xs+JpVkYbjRu7s0rLMi5LWk/bUUybm4d1tSWVtQ+7slP7lVXrWVy7OT4rtWH7EGfrXGXbUmNbWW1bOWt7XHHLU157sY5Vt0mls7eYthZ4txxLUnq7PHM7VIOrPCC7U4fLUIBbshy1uMJTuIrrt/z4tgsFubsjuTSFuRTVuDY7UZxLO4m7uZRLfp4butFVugl5uleFuqwzuizlugSZta2ruhA6tLFqdrZbMnz7S7J7TqxbtLt7pVErvMN7MZabR797T8Hru8cbpbirsBa0vEiJtJpEvZxXvM77vB/ZvLmEvQT/lbyLxL3dG73bqj/g+z2aK0rpaz2we73ku57a+73xW4/eG0vtWz21mr+ywb8etL7AVL+qOb+6JMA5WhebZMCeScBC5L/Te78NrMCkJ77fJ8EtyMBB5MAVBMA3pMHQRMH/a8Hcab4ye08inJb7msAnzHggPL0rrKAYHMAvLKKAq8IzPES9uz8evEkQbMI3/Jo1DE8/7IUILMRDXHBBDE5HXIgk3LSZu8TFORfIBMWXmMQ6TMU+mcJGjMVcOrFXzMULbMXoC8Zh3MRaq79kPMFePMZpPMJarMRtvJdifE5xnEM5rHF13Jhv/Lp5HJ7IWlN9zIRrvHOBrIFmXMKCVchE/xnDZqvIREwXgOzITLzHeCzJk0y7omvJUWy9jazJWYzJPevJn3zInyu3ooyiRRzKp1zGlEzIq9yQjNxSr6zGxZWrs0x3oHyst6x/c3ynu2yhUuyrv6zHucysw+zHKWvLxyzIqazLy7zIvZzIzwzEpBy4WDXNjxzMw4rNUljNX6up3IzE3lzKjxrOm3ye0mzOAxzN16zO6zzOO/x77nzAhXU08Uy3PVxa8+x58GzP+2x7g2wz98yt+dxa/yx87MxbBx2YzcwzA82rBa3QC03M1ezPE72kDf1ZF03Rfyw0Dy2pEb0yHy2rLewzG01/CS3SJ43S/ezRnSo6FPK+Bh2b6P/KPDWdMiPtZzeNIuOqMjndNjBNPEGtzzQtrovpxMilqkbdakSrLj99bEMdLFEt0Xa407Ni1SLz1DaF1cPI1Ryj1f9HFp12oUKm1E1tW0v9WGadu0/k1Ukdm1MNJXHt02sdsKF11r1V1+erVW79YS8t1pHpcHTmaRhF2Ju40oVyRkiksuGE2JMjUYuNyJoC1oU2Z5YNbm/l2JkD2Yot2ZlC2X0W2ZyN1Dal2XKC2ZcNY4dt2m8z2gvG2KPC2q392p1N2noj20WD2rqt2qGI20VT27Rt2xjo20sD3DcG2/1K3M9j2IPdZZzl3JWo3Bnj2sft2fom3alD3ZaG3POG3ej/stvMHVfhTWreDTzBfd7f7Iflbd7Vrd3WfGfrfS93rN7xXdzuXbLcXTj1bd/ovd3WjXD7jTu8Ld7QrV22pmsBfjLG7d/C3dgJjjz9Hbj5baYPDjLgXeDNfeDOVuH3suAS/t89yuHszeAR7rjHJuINh+EEruEGbm8IjuKpVuKXOuH5CeO9JuO4QeORY+OhM+DfxuIZ7uIbzuPwhuO5Rc7DTeTZct8zDuIBp+Th4uMSO95TruKGBuU4ZuSnBt9YHnNMnuNOnqRdfnO1XNpjfuPtreW3feb+9uVH7rGgnW+pTeX2GSlxLm+ireZJzuYxnuZ+jrfkxucbJuVzbuWbcucv/+rh+B3mJirofU7if/7e1+3oUU7nFw7kMkjpWR7pi97gYq7pHKfnlwbodg7qZG7ohY7pnILoNaroTe7pT2rqXi7q+mriky7rAG3phI7Zk43r/Pzhbm7mvo7Lr07rqz7sAPmmt47soc7pxZ7esc7sRe7sYA7rYMLqhHrpQt7iDLfs0v7rnW7s3f3t4P7skE7qT07uo9jthY3qvD4o2I5xeU7tn63uenfuwH7G6W7vb6nr/m7ohxLvETfv+G7rAM7vCF3w5i7pB4/wDO3uuy7lAe/wxF7t4j7xFM974U7v3p7xkhfx/67q4+7x0KzwFg/te0TyfvzmLN/xKn/ORxajL/9f7idv8vA+82iX7xzf8DgPzNse5OzO7bYq8z3Pyza/5URf9Bzd8v6F5Iuj9D4f9EA/9O0u8voN9SuP9E1vqgI/pa5e8wxPoViPkyH/8ytu9tE+9iWv80fP82ovzmwf9wYv9m+fzWhf5SJf509f990s7joeLHzf9zsfUWG/94HPlSAP8VR+9Yc/ymC/8egOoo1fxW1P+HNv+JPfxWW+45lvyH7P6CnS9cH49UxP951v91J/9qn/43f/JaJ/iKSv9aZ/+nAP+XLv9J1D+6hP9UKf4+9+Qrov+JU/6oWf+8F/yQtv+5dv/Mdfn6uP93ev98zf/HU5+MS//KVD/Y5f+tf/j/vZr/30nPfa/vyuD/7VP/y17v0vZ/6srPzJr/5Ay/5uWvbPL/3fL/8o7P6PD/9nif9urP8AAUDgQIECAgQwiPCgAIINHT6EGFHiRIoVLV7EmFHjxowMOX4EGVLkSJIlTZ5EmVLlSpYtXb6EGVPmTJo1HwrAmVPnTp49ff4EalPoUKISPRZFmlTpUqZNnT6FGlXqVKoQE15daHXhVoRaFX49WlXs2LBjzZ5Fm1btWrZt3b41yvWqV6xdb8rNClevzLJ7/f4FHFjwYMKFYwa9+dOqYsONNfZ1HFnyZMqVLV9uWXfuXbB5HWr2jLkyZNGlTZ9GnVr1WdB2P+N13bA1/+nVgGnXxp1b927evRf7/N0zOE/ftosfR55c+XLbsEnPpiuXudvb061fx55du0nonDVHB7udtXjy5c2fJ4/4M+P1wNFLrf5e/nz69Rt3f905NkH89pXG9y9AAQck8Kn++HMOvM0KHApABh+EMEIJR1JPNvYsdG9CvjTksEMPP1QwNAT1ey5BEDM7MUUVV/TvwIFcLMhEFk9ycEYbb8Sxtgr5u5DHDHMMqUYghySySMJgBABJJI2sSEgmn4QySrGUlFG2KqWkyEkst+SyS5qAAjNMMXvcUksvz0QzTZaoJDHE/cpUM04553SJze+8k+5MM+nks08/kySzoEAB/ZHLPf//RDTRLu3MM787vTxUUUknLZLR8PC8FFJKN+VUz0F3fHHQKCPttFRTNbR0QSvb1PNUV1+9MVURX7wSTlhvxdVDUAUtNNResSQ1V2GHxU7WN2NkVVNil2WWPmNLTHbRZqelNr1Pr/1VymCr5bbby551c9sUxfW2XHOPrBXZR1dd19Bz34UXtV0JFS6xbEeNN199KQMXU1Xd3TdggQXr19FGpR04YYWNEtWmMR+GmFwQJV64YmKXZKpgOim2uONbMV5K4zk59rhkU+dtal6U0STZZJcpBfm/dJOcOc2WX8YZ0ZiTElnOm3MGeuOGQ8a2Xj5/Djppm2vOeOadAVY6amH/ny6q5ziRljrrUYf+r2ji+sRaa7ErZTpkp8tWdmy1N6WaKKvVDHttuVlcmehs6057br3BRpvns6MdeW/Bj+4bqbdtHjzxq7nm2eud/IxbcckLbLvBv9v1eXLNyyy86ssPDnxz0Z+MGKeMSy+d5dFXN7Rztz/PFGHWZyfddcsBpxV3YGnn3Ui8G7+b8Up7Jx7IyoU6HMrIi2c+u+Mdhv1fW5un/sTfDXdcJ9Wr515X25GPftbduyd/wudrSp708teH8Pqqs89pe/bnF/D8L8M/Vlv692/xe+h1pxkA8cU/AsrHfW6Dn+laVUAGmsd+M0kfk5bXQArex3/ow98EB6TB/wp2MDAHbFACORigEXrQhHB5IF8yKL8TttA3KTzMChfoQhqeBnXCO8wNjSa7GvbwWzKcCgyHVEIfFtFwQITPBSVoRCZKRmU4ROC9WNhEKhIMiVERovGquEUrAjCLdVKi77g4Rr88UYp222HoyLjGtkTQbwKcIhvlaBY3HhGOM5xjHqckwqqAcIB6BGQQrwiVL+KIiIFEZJYGaaAwDi+Rjzxd8M7YtUnyEJKXvB3m1AU6QjaSSIfEJCbr6Lk75i2Up+QLH6niR+Wh0pUq9KInYVLIWL3SlmCMZSnfqEm43dKXKtEhxCIpTDz+0pgrGeXrdOnIYzYzJcnMJCfH50xqlv/EjGkkJBS1WE1uigSa4FvmJ7s5zo9883+8/CM51WmRa34tiNrMESjXuUZzYjCcQ5xnPidSz/vdc5v6BCiGsMmrgTqFlbUMaEI3GbsRobNp/oynQhXKTwjKclwSTWg7H7dKeBoSowGlKCwdqr6P6jOkMYSoR0uaT41qj6OVZOZK1XnSWVrUejKdJ01fQktd4XSdLY3fSwuaTp8WdW7yNGpSh4VUpTYVVkx1alRLBVWpVnVSVLVqVv+EVa12VY1eBevAuBpWskKtrGd911jRutaYstWt01LrW+VKt7nW9WJ2xSuu4ppXvkZor30FLIH+GljC2mewhUXsew6bWMamp7H/j70aZCVbzMlWlqSWxewSM7tZcXLWsyr9bGhXtFjRlvZbpkVtT1O7WgmRlrWvJRhsZbvB2dbWsLbFrQFzu1sH8ta323Htb4VLyOEWdznBNW5yq6Zc5vIGuc2F7mGiO93UPJe610WJdbG7XQpx17tO/G54DaNd8ZY3S+ZFbxnTu963kJe97HXve9MbX/mal771Fe998ftd/e6Xu/31L3YBHGDqDpjA0TXwgZubYAUrl8ENNu6DITxcCU/4txW2MG8xnOHcbpjDtvXwh2cbYhHDlsQlZu2JUZxaFa/YtC12sWhhHOPPzpjGnLXxjTObYx1blsc9nuyPgQxZIQ+5sUU2/3JikZzkwi6ZyYF18pP7GmUp55XKVbbrlbE8Vy1v+a1d9jJbwRxmtI6ZzGU185nDmmY1e5XNbdbqm+FsVTnPWap1trNT8Zxnpe6Zz0b18599GmhBy5TQhS7poRGNUUUveqKO/nCjIQ1QSU+apZa2cKUxPdNNQ1jTne7mp0FdTVGP2pmlNvUxUZ3qX66a1bd09atfGWtZo5LWtQ7lrXF9SV3v+pG99jUigR1sQA6b2Hk09rHlmGxl07PZ5WX2s7kYbWlXkdrVbuK1sW1EbW/bh932dg3BHW4XjpvcJzT3uT2YbnVXkN3tbuC74V1Aec+bf/W2N/3wnW/27Zvf5fP3v/+7F3CBV4/gBW/ewRFePIUvvHcNdzjtIB5x1k2c4qOz+MU3l3GNT47jHVfcx0E+OJGPfG8lN/lRU27ilb8W5S0f28thrjWZz1xqNbe50nCe86DtnOc58/nPXxZ0oZuM6EX32NGRbjGlL31hTXd6wqAedYFNner7svrV85V1rcOL610/19fBXi6xj71bZTd7tdCedriynbFrd/uy4B73pdK9yXYn7Nzx/rG9A1bvfXfV3wF/ssFbufB4Ffzh2ab4uiae8ZJy/OMTFXnJb7XybqX85Y+m+bVmnvOZ+zyaQy/60a+59KY/vZtTr/rVx7n1rn89nWMv+9nfufa2v72ec6/4+933ufe+/z2ggy/84Q+6+MY/vqGTr/zlJ7r5zn8+o6Mv/ek/uvoZvT72s0/p7XO/+5f+fk7DL/7xc7r85PT8+Vur/nGmn/0Pcv/7KSd/UtOfmvG3Pwnz30z8778+/fe/+QDAAFQsAvSlATTA3krAWVtABmxAW3tACIzAXJtACqxAXrtADMzAX9tADuxAYftAEAzBYhtBEixBZDtBFEzBZVtBFmxBZ3tBMkLAGNSNGaRB3LDBG1yNHNTB6upBa/tBKuLBICyNISRCzDDCI7SMJFRCfmnCb3vCHmLCKHSMKaTC8brCcsvCFrLCLYwtL1w3MAxDMWSggAAAIfkECDIAAAAsAAAAAPQD9AMACP8AAQgUILCgwYMIEypcyLChw4cQI0qcSLGixYsYM2rcyLGjx48gQ4ocSbKkyZMoU6pcybKlS4wEX8qcSbOmzZs4c+rcybOnz59AgwqdGXOo0aNIkypdyrSp06dQo0odKaCq1atYs2rdyrWr169gw4odS7as2bNo06pdy7at27dw48qdS7eu3bt48+rdy7ev379pCxZVKiBAgMKHDSNerHiq48eQI0ueTLmy5csVBydlnLgzZ82YQ4seTbq06dOoMYM+aja169ewY8ueTbu2w9VGPyve7dm279/AgwsfTvwl7qG6PfM+Xry58+fQo0svzTzo2+nYs2vfzr27y+pLk4v/906+vPnz6MmDJ7y8fe/08OPLn0+f9PrNZevr38+/v/+e9yElnnsB/mfggQgmqCBCBeZGIIELRijhhBTu1yByblWo4YYcdvjbhU0NqNxhHpZo4okoTgYiUyJ+luKLMMYoo08rhpffjDjmqOOOItXI3ojj8SjkkEQWmZCPmz0IpJFMNukkjEgKmOGTVFZpJX9RQtXicld26eWX3mX51JbvgWnmmWgGJ6ZTraXp5ptwnrZmiEq6GOedeOb52Jws1smlnoAGKihyrl036KGIJooSn46RuZiikEYqaUaMTuVoY5NmqummDPrWJqeghqpopVJdSqKoqKaqJ6lRmcqqqrDG/3riq2NOKeutuApJa2Su5urrrzLuClmvwBZrbIfC7nnjscw2q2CyjfpZprPUVqsftJZK+6i13HabHral2urtuOQWBy5lxJar7rq2nauitpiyK++8qbkr2af05qvvZfbyCu+p+wYs8J7bpTvwwQiHV7C4CTfssE39hmbwwxRXvFLEqv2LscUcD7yxZfh2LPLIHH1c2cQkp6yyRCajq/HKMMd827cMy2xzxy3b9/LNPOOM5c49B/1wzqOFLPTRAhMtGspIN02v0hID7fTU80KtWs1UZ82s1agxrfXXv3Itp9Rgl+2r2KYZbfbasKJNHdlsx42q2zoDCaHceM+9oKF59/+NKN2wee334HEC/prghCeOpuGFLqv4424yXi/ckFfupeRdU2755lRiflBXwzrO+ehPem5QkPzeTfrqTZoumOogw8767LqGyJXEt9OuO4+uDyS7y0vuLjyOvQOAeuzBD6/8i8WDfvVZDYEV/VfLV9/ukC1GX6f2dgNs/feHY789Q9mTPz746HeNPfXks7+Q9OnHT5343VdX/vvny68/v/Qff2T+/6vf/gYIsvV5ZXoHbF8CCcjAYfXvd58DIIMk2MAKsumByVPI/TRIQQt6cDMGBAxbPkhCGnVpgwH03wQFWMIW5qR40kHhClUYQRa68IY0gWF04Pc+92nQhzgMIkv/dAgdGdaQhqfroBCXSBIiPseISbQhB6XIxCo28YRAZFAWP7dFK3qxI050DhRfR8UZQvCLaKTUCZXouzIe8YxpjCNFwtgcEWJNjngUzJ3G2EYkktGPeZQjHbnDR+Ox0ZBuDCQeB7mwBf7QkUfqoiLjyEjtFPKSh5ykFyuZHUwm8o9w1OQXOYkdHj7SeT2EpCgpucdDehKQq6wiKafzylAiEpaxXOIsY2jHEeYSh7s0Ty0zmEJb/pKBwSzPMO2Ev08es4HJVI8kBzJN41XzmQOMZphcyU1nYjObkFrmn5qJy2/KT5vdMWUkVclFdpqTgOgkZDdhWch3xi+eBZunLetp/0/04dOSvVxLP8H3T/iIc1rFJOZAh1fQb+lToW+E6EJ111D0qFOL7hTMNSc6uoqe56DbIqcxOco5jwrzocycYjlJajmTKrOaF20nKllK0VSBNF4qHSlNIedS9aB0nDmV6E5LatOAqmWoj+tpfW7qvYSmFKl+Uyp9mGq/TEK1bFKdT0xPB9ONXvVrWZUPVbm30q9mLazxGav5vGlWsBprqxrNKDXl2la3FkutIhVqXe0KLLwG9al7NRtaDWrUwAS2aYP9j1+dCtTDBi2x/lmsGfXqWJhBtj9wnetM17nZyt7ssj/zpmQ9KzPQWuinCJ0sYEkbM9Neq6t0zSxrSebapf+iNqR/bexsLUuu0UaxrLulWG2nWli0BNdiw02Qb0FJ2ePuK7kIWm4fdercqiUNtp2Vae6q2zDoHki6t6Qud9flXQOBl5/jZVd5FYvd7Z7SvelNWtJui1PGpja++lpvZOnbVNXqFr/50i9QZDvg4m4FwB7D4GpLxV8BI3hCDqaRVfsk2gk/OL8hhG+j2nvgC1cswgCy8I/oKWIPywvEPEFveBpsYuFmuMO84rBWWjw0Bf+XwRVmK42tq6sSC4jFO04YinfiSxvZMcjqXaOOKUziJSP5WEP+sZNHvE8fP/lsWKQrm2SclSuXK8qssbKDcgxcL2P5SiqmMmXTbOZcgTn/N141cna5quU291XJZZZyk/Ns51i9GTliBjSZxdtnWf0ZYnexnV0Kba1D1wS8bAo0o8Nm4/v+ltB6xvSk7/riGStwzq2K86ahXGnc2tfU0ZryqDnd40E3l06qXjWldcVlrKhI1LKeNe+A7K9Y5xpXjs4hr4cl6V+rKthE6aWiDWvsM1sJ0rDmc7MlhWwJu3rBrSr2tP+WZVBrVsOWwvW2qY3nKvt6zNIed6KqHeJr3zjb51Y3t9Fc66vcus7ynhS7UzzsPWk736sq95r/be10AzxQ+yZyva1y7yIvW9wHr03CS6ctLVU84rRcnaMsXr/6YlyMGheLlkT+8R1q/OKR/+54f0tOnIk7aeNjQjnL6xjysIzc5jMHOelgnnI25zx8O5c5kwn+c4nVnMBCGUvRzXVylROR50tXU9N9zm+nR304Lm9dXH4il6urz59CX7HVvZ629EF96PEm+5jMTvIt41ztRTN72NVscLizSO5j7znR7Z4btr/94fjme6nwTnUiz13w9yL83mVydsSryO9It07bHY8uxacdJ42nvAPBnvdoL17zKYb8HW/SddATpoWZT1LnTd/3EqY+05dn/XdQP3kW1V721kH94WFfd9wPUferF3vhfT9719+eMMcnfuhdv/swB1/5yyfh650/fOirJOvrTr6U/m796H9w+uj+fP/3P4L9vzU//LEf/xWNDxeub139FxPk+QVdffhnRv7PV3397T+R8s9N+6wBgPxHfvi3fxAzfwNYMgUofi0BfgmogJQkgBjCfQ8YEv4nKg6YdAhYgTCxgOn3aBvIgRZxgaGidLVCgSIIRh7YeweYfymoESQIKhloHSH4giwjSO8HIDlogzODTTM4YDX4gjHYV0HYbgZof0MYNhKYdEvIg8bzTT/IdUUogkl4NlNoeC7ohKcDhU1YYCiohZ8DhVeoE1EohGKYhejHgkjIhV+4fZHHg1XoZmP4QnOYgHEIbHVIennIf3d4K6Wng+1nhkhVhkbIgHDXh422hyCIhvCHiNX/YoJu94bW54jUQohVd4SUR4nOYolYiImOp4nNAomA521rOIiKKGyMqH6guDWnSBStiHirCGVd6H5tyIdQxYlk+IqCF4tvpYvf4Yt2x4slIooKF4iAKInQJ4wegot0mIpgaEJB54xAKI3PSGRHB3HFiIzViHlTZ4gXA4zbaBLKiCzg+I3UGI6kd42BR4vaiI451I0fiIqe6I4nMY4cwoyYV470CBL2uCHEKGfYuI8NCI9qKI/eKJAe0Y8ago96eI4IWXwdtYPZOHoPKY6WV5Cu6JAVCYEEpY8pwZAbeX/+NIs0QpIhuREKOSMguYjzeJI92JEa2YkH6ZJhOJK1CGc3/0mTCXmRmiaT8aiT0cOTr0aDMQmU/Sd661iSOWmUMCiU2EZ9M2mUKRksHrkoVQmUUxkjf5hiEsmUEZGVrXOV4iiW1QiWTLKSBvmTG2mWRvKPyLeUXtkpzFeUzdiSD8mWRYKWGWmXCImXROKW+AGXcbmFc8mXQ0SWz+iXpfZuUKmWFamYtCaY7BiQUgl8hmmOl0mPkLlrdJmPnamTm7kjWzmRbTGYA7GCPZmLn1mWqDmU05iZFRia9CaZStmOmtmaT5mGqYmOsvlsiEkVv6mKOEibx0iZ4dibVaKXjBec44ecncOc/AidkzictkmGJrmPzklxq8mSUWmHuMmYuumad/9JnRT5aF3Jm2cIm1a5nY2Ynt05luwpnD54naRJimCYnW+inMYhncHono75i/HZnGxYnS9En7Hpnxi5nAHaffgZOfwJRg+qdg2aJoDphsY5gBO6OBGKkhvqdRl6JvoJoOrJeh9qJqNpncZIhbfYoZTCoupWooISog3oouMGowhnoAVKnMRno4Aio4e5oHzHo6tCoyNIpNMmpHlSoQGoo76HpHjio5j5nkXnpK0EpDNqpYd4iziKeVtqelRaOEY6R2FqbF8KJ1B6fWP6a2Wan12KaEZ1dWvKNq6iOSUXp2szp07ncTNnp4KVaFHHp1ilMXT6cYAKNnh6pl5WqGDlp0v/p6hac6hpOluOelaCmqcrx3KTSjV4AaccCKlY2maZOjWeOqJIFqpOs6l/2qmViqhXZqqItaqRylquijQGVhXbNqt9M6pSulu4mje6+p/41at4g6rNJqxy86sJimDGGjfIups7tqxyyqhk2pew+qnjBa13Wq2kGlzY2qeLdqTUaqmIM2ndGqjiOqjk2pfSqqbh2qyWNmrlaqjauquSqq4G1qqmyVzuGq/rlq/Tda7W+lX8ylPrSmMDm1TzCqx1dbCKs6/gqaz+ak3fWqoR67DvemEMmzgWi2otlrGEQ6xB5rGDs7F6amIiG1UJm6yBdbK5WrAdW7Ep66z16q8ke6ke/8ayvlqr1YWzs1OzPNs6ESumAMuqx/Sz6niishq0/Rez4mlWRhuNG7uzSssyLktaT9tRTJubh3W1JZW1D7uyU/uVVetZXLs5Piu1YfsQZ+tcZdtSY1tZbVs5a3tccctTXnuxjlW3SaWzt5i2Fni3HEtSers8cztUg6s8ILtTh8tQgFuyHLW4wlO4iuu3/Pi2CwW5uyO5NIW5FNW4NjtRnEs7ibu5lEt+nhu60VW6CXm6V4W6rDO6LOW6BJm1rau6EDq0sWp2tlsyfPtLsntOrFu0u3ulUSu8w3sxlptHv3tPweu7xxuluKuwFrS8SIm0mkS9nFe8zvu8H9m8uYS9BP+VvIvEvd0bvduqP+D7PZorSulrPbB7veS7ntr7vfFbj94bS+1bPbWav7LBvx60vsBUv6o5v7okwDlaF5tkwJ5JwELkv9N7vw2swKQnvt8nwS3IwEHkwBUEwDekwdBEwf9rwdxpvjJ7TyKclvuawCfMeCA8vSusoBgcwC8sooCrwjM8RL27Px68SRBswjf8mjUMTz/shQgsxENccEEMTkdciCTctJm7xMU5F8gExZeYxDpMxT6ZwkaMxVw6sVfMxQtsxegLxmHcxFqrv2Q8wV48xmk8wlqsxG28l2J8TnGcQzmscXXcmG/8unkcnshaU33MhGu8c4GsgWZcwoJVyET/GcNmq8hETBeA7MhMvMd4LMmTTLuia8lRbL2NrMlZjMk968mffMifK7eijKJFHMqnXMaUTMir3JCM3FKvrMbFlauzTHegfKy3rH9zfKe7bKFS7Ku/rMe5zKzD7Mcpa8vHLMiprMvLvMi9nMjPDMSkHLhYNc2PHMzDis1SWM1fq6ncjMTeXMqPGs6bfJ7SbM4DHM3XrM7rPM47/HvufMCFdTTxTLc9XFrz7HnwbM/7bHuDbDP3zK353Fr/LHzszFsHHZjNzDMDzasFrdALTczV7M8TvaQN/VkXTdF/LDQPLakRvTIfLast7DMbTX8JLdInjdL97NGdKjoU8r4GHZvo/8o8NZ0yI+1nN40i46oyOd02ME08Qa3PNC2ui+nEyKWqRt1qRKsuP31sQx0sUS3RdrjTs2LVIvPUNoXVw8jVHKPV/0cWnXahQqbUTW1bS/1YZp27T+TVSR2bUw0lce3Tax2woXXWvVXX56tVbv1hLy3WkelwdOZpGEXYm7jShXJGSKSy4YTYkyNRi43ImgLWhTZnlg1ub+XYmQPZii3ZmULZfRbZnI3UNqXZcoLZlw1jh23abzPaC8bYo8Larf3anU3aeiPbRYPauq3aoYjbRVPbtG3bGOjbSwPcNwbb/Urcz2PYg91lnOXclajcGePax+3Z+ibdqUPdlobc84bd6P+y28wdV+FNat4NPMF93t/sh+Vt3tWt3dZ8Z+t9L3es3vFd3O5dstxdOPVt3+i93daNcPuNO7wt3tCtXbamawF+Msbt38Ld2AmOPP0duPltpg8OMuBd4M194M5W4fey4BL+3z3K4ezN4BHuuMcm4g2H4QSu4QZubwiO4qlW4pc64fkJ470m47hB45Fj46Ez4N/G4hnu4hvO4/CG47lFzsNN5Nly3zMO4gGn5OHi4xI73lOu4oYG5Thm5KcG31gec0ye406epF1+c7Vc2mN+4+2t5bd95v725UfusaCdb6lN5fYZKXEub6Kt5knO5jGe5n6Ot+TG5xsm5XNu5Zty5y//6uH4HeYmKuh9TuJ//t7X7ehRTucXDuQySOlZHumL3uBirukcp+eXBuh2DupkbuiFjumcgug1quhN7ulPaupeLur6auKTLusAbemEjtmTjev8/OFubua+jsuvTuurPuwA+aa3juyhzunFnt6xzuxF7uxgDutgwuqEeulC3uIMt+zS/uudbuzd/e3g/uyQTupPTu6j2O2Fjeq8PijYjnF5Tu2fre56d+7Afsbpbu9vqev+buiHEu8RN+/4busAzu8IXfDmLukHj/AM7e67LuUB7/DEXu3iPvEUz3vhTu/envGSF/H/rurj7vHQrPAWD+17RPJ+/OYs3/Eqf85HFqMv/1/uJ2/y8D7zaJfvHN/wOA/M2x7k7M7ttirzPc/LNr/lRF/0HN3y/oXki6P0Ph/0QD/07S7y+g31K4/0TW+qAj+lrl7zDE+hWI+TIf/zK2720T72Ja/zR8/zai/ObB/3Bi/2b5/NaF/lIl/nT1/33SzuOh4sfN/3Ox9RYb/3gc+VIA/xVH71hz/KYL/x6A6ijV/FbU/4c2/4k9/FZb7jmW/Ifs/oKdL1wfj1TE/3nW/3Un/2qf/jd/8lon+IpK/1pn/6cA/5cu/0nUP7qE/1Qp/j735Cui/4lT/qhZ/7wX/JC2/7l2/8x1+fq4/3d6/3zN/8dTn4xL/8pUP9jl/61/+P+9mv/fSc99r+/K4P/tU//LXu/S9n/qys/Mmv/kDL/m5a9s8v/d8v/yjs/o8P/2eJ/26s/wABQOBAgQICBDCI8KAAgg0dPoQYUeJEihUtXsSYUePGjAw5fgQZUuRIkiVNnkSZUuVKli1dvoQZU+ZMmjUfCsCZU+dOnj19/gRqU+hQohI9FkWaVOlSpk2dPoUaVepUqhATXl1odeFWhFoVfj1aVezYsGPNnkWbVu1atm3dvjXK9apXrF1vys0KV6/Msnv9/gUcWPBgwoVjBr3506piw4019nUcWfJkypUtX25Zd+5dsHkdavaMuTJk0aVNn0adWvVZ0HY/43XdsDX/6dWAadfGnVv3bt69F/v83TM4T9+2ix9Hnlz5ctuwSc+mK5e529vTrV/Hnl27SeicNUcHu521ePLlzZ8nj/gz4/XA0Uut/l7+fPr1G3d/3Tk2Qfz2lcb3L0ABByTwqf74cw68zQocCkAGH4QwQglHUk829ix0b0K+NOSwQw8/VDA0BPV7LkEQMzsxRRVX9O/AgVwsyEQWT3JwRhtvxLG2Cvm7kMcMcwypRiCHJLJIwmAEAEkkjaxISCafhDJKsZSUUbYqpaTISSy35LJLmoACM0wxe9xSSy/PRDNNlqgkMcT9ylQzTjnndInN77yT7kwz6eSzTz+TJLOgQAH9kcs9//9ENNEu7cwzvzu9PFRRSSctktHw8LwUUko35VTPQXd8cdAoI+20VFM1tHRBK9vU81RXX70xVRFfvBJOWG/F1UNQBS001F6xJDVXYYfFTtY3Y2RVU2KXZZY+Y0tMdtFmp6U2vU+v/VXKYKvlttvLnnVz2xTF9bZcc4+sFdlHV13X0HPfhRe1XQkVLrFsR403X30pAxdTVd3dN2CBBevX0UalHThhhY0S1aYxH4aYXBAlXrhiYpdkqmA6Kba441sxXkrjOTn2uGRT521qXpTRJNlklykF+b90k5w5zZZfxhnRmJMSWc6bcwZ644ZDxrZePn8OOmmba8545p0BVjpqYf+fLqrnOJGWOutRh/6vaOL6xFprsStlOmSny1Z2bLU3pZooq9UMe225WVyZ6GzrTntuvcFGm+ezox15b8GP7hupt20ePPGruebZ6538jFtxyQtsu8G/2/V5cs3LLLzqyw8OfHPRn4wYp4xLL53l0Vc3tHO3P88UYdZnJ911ywGnFXdgaefdSLwbv5vxSnsnHsjKhTocysiLZz674x2G/V9bm6f+xN8Nd1wn1avnXlfbkY9+1t27J3/C52tKnvTy14fw+qqzz2l79ucX8Pwvwz9WW/r3b/F76HWnGQDxxT8Cysd9boOf6VpVQAaax34zSR+TltdACt7Hf+jD3wQHpMH/CnYwMAdsUAI5GKARetCEcHkgXzIovxO20DcpPMwKF+hCGp4GdcI7zA2NJrsa9vBbMpwKDIdUQh8W0XBAhM8FJWhEJkpGZThE4L1Y2EQqEgyJURGi8aq4RSsCMIt1UqLvuDhGvzxRinbbYejIuMa2RNBvApwiG+VoFjceEY4znGMepyTCqoBwgHoEZBCvCJUv4oiIgURklgZpoDAOL5GPPF3wzti1SfIQkpe8HebUBTpCNpJIh8QkJuvouTvmLZSn5AsfqeJH5aHSlSr0oidhUshYvdKWYIxlKd+oSbjd0pcq0SHEIilMPP7SmCsZ5et06chjNjMlycwkJ8fnTGqW/8SMaSQkFLVYTW6KBJrgW+YnuznOj3zzf7z8IznVaZFrfi2I2swRKNe5RnNiMJxDnGc+J1LP+91zm/oEKIawyauBOoWVtQxoQjcZuxGhs2n+jKdCFcpPCMpyXBJNaDsft0p4GhKjAaUoLB2qvo/qM6QxhKhHS5pPjWqPo5Vk5krVedJZWtR6Mp0nTV9CS13hdJ0tjd9LifmljsrLp0ft4kiRadPRINWpZWQqRnjqxKdW9S0H9WZRbWhVrq5lqk2K6mTk2VWydiSs7DxrZMZaVrZmSatBemtp1tpWuvpLfDtNq2PmWle+LlR6NU2pUfs6WOxFLDOp481eCbtYv94Vl/9KNY1iGUvYryoysGKdbGYLW9A6xVWvmgUtOCH7zLyWMbSnrehlg1TavUgWtWXFKlxhKhrXvrarld0na/VSW9taFbdxUa1aezvcZyIWmcaNLHGV+1hp4jW4f+Htcsn624hQdzzSxS6NPMuR2Bonu9+lkG7DlZrogtep1rVr/ixTXvMetbvl3G5r2zvfx4g3veyFIH31i9bncte+ZNlvgBlm2DUhV7gCRjB/R4sS9Bo0wQ/ObX830uCUQdjC9uLsYWdr2gt3uLHqzcx/K+zhDlO4oc0tDH5JPNH4PqbF110xhE2cuwVzOMYPnvGHVczgG8vYwAz+sY17TOIcB7DGadn/8ZAxWuQib0jJRH6xVKPs4Cd7mMkidliVrYxlGqMYhVou8ZTZKeaMgfnCV5YwFs1sYTQfGS1JXnNOg8ydOb85zjdus5fpeOcY55mhXuXzit/LXTKjL9BE5rKOv3zoEifayHoGMKPPXOh9Ujq/kmazo5vMY0zLWNOOfmanfWtp1Gk4w3sW9VP9/NfiwDnVNVy1Y3vj6le7cNATtnSKa43UWIM4sbt276fT3FRg4/TWLt7wamhd7A72etn/YbZMnT2dZ0ebgaUuMIF3U21rn3Dav+72eYXtZmKH2725Hs5Gt21uXo8b0sllt0+/ve54GxvdGHanbrhd72u7+8864re0//3NatXsO+D8w/ZxtQ3vg4t72FIFNSEbruqBy5pfEz/vvdtzasxiPNgPv8imDeTxj5M7vCBvI8nlrXGB5luuKjd2xX3dcZiXdN4Mr/mS60yShFM15xRHOViDvsqfA93k3oy424qe8WRbk+VlXnrJ303aoQcx6lL/t3OPnvKr27vpPH96yLoe86oDd+tsMfjYES7ztD9G7SvteXEX7t23O/zs5Uz6Tutu9KkzOO912jvTOQ7MsH8p8O0ue3X/jqLDy5vtR2r8yr9OocJfOvJwf/xg2n55+t2c7pzX+dyBLHq1bB70DfQ8oE9v977TaPEUWr3gXZ7DyVM59o5P/Hivev97rBM8xLmfJe8lP3i5E5/owhc48A2WdTsjH/PKZ1fr4eN8uFf+2FWjfvYLov3sm577Jf6+870ffhmTX/jjNz+C0Z/+AK+f/fp1//vnG3/5m5f+9f/u/fGPXf3vf7n99z/iAsAA7K0BJMDXMsADPK0EVEDQYsAGzKwHhEDGksAJpCwLHLsKxEC+0sANpKsO9EC2AsEQnC4SLLoRNEHfSsGcQ8EVPC8XhLkWhEF5m0GSk8EahDscxLgb1MEl68GG48EfzCghDLggJEKTOsJ6M8Ik/CkmZLcldMJxgsIo5KYppEJqssIrbKYs1EJj4sIu9KUvBENbEsMxdKUyNMNTQsP/NBQlNny1NXTDR4LDOESkOaRDQLLDO8yjPNRDOeLDPqQnQDy0PxRELiLEQqyiQ0TEJlLERTSiRnREH4LESIQ1SgSzSbTEFsLETDShTeTEZvtEJfPEUEQ9UuyxUTRFAkLFVNyfVWTF+XHFV1yfWJRF8qHFWuSeW8RF6tHFXWSeXvRF4gHGYOSdYSTG2THGY1ydZFRG0WHGZtScZ4RGyZHGaUycarRGwcHGbNSbbeRGufHGb1SbcBRHsSHHcsyac0THqFHHdUyadnRHoIHHeMSZeaRHl7HHeyyZfNTHjuHHfqyYfwRIhRHIgRyYgjTIgEHIhNSXhWTIeHHIh3yXiJRI7XOhyIr0lovESG7RyI2klo70yGYByZBclpEkyWExyZPMlZRUyY9pybpiyZd0lZiUyZOpSRG8SdjKyRLcSa6iyZ6clJ8ESkURyqHUGaNUNaR8QaV0L6ZsSqc0NqiMSqnMQaq0Oau8Sqz0Qa2UqKLkSlP6SpYKyyEcS4DyyrLUH7QUS7XMKbZsS7ecKbiMS7mUQrqsS7usQrzMS73EQr7sS7/cQsAMTMH0QsIsTMMMQ8RMTMUkQ8ZsTMc8Q8iMTMlUQ8qsTMtsQ8y8pLPUTAnhzM5sH9CUQ9FMpM8kTQIxzdOsH9XEQ9bUo9R0TfkICAAh+QQIMgAAACwAAAAA9AP0AwAI/wABCBQgsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqVLjARfypxJs6bNmzhz6tzJs6fPn0CDCp0Zc6jRo0iTKl3KtKnTp1CjSh0poKrVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv2kLFlUqIECAwocNI16seKrjx5AjS55MubLlyxUHJ2WcuDNnzZhDix5NurTp06gxgz5qNrXr17Bjy55Nu7bD1UY/K97t2bbv38CDCx9O/CXuobo98z5evLnz59CjSy/NPOjb6diza9/OvbvL6kuTi//3Tr68+fPoyYMnvLx97/Tw48ufT5/0+s1l6+vfz7+//573ISWeewH+Z+CBCCaoIEIF5kYggQtGKOGEFO7XIHJuVajhhhx2+NuFTQ2o3GEelmjiiShOBiJTIn6W4oswxiijTyuGl9+MOOao444i1cjeiOPxKOSQRBaZkI+bPQikkUw26SSMSAqY4ZNUVmklf1FC1eJyV3bp5ZfeZfnUlu+BaeaZaAYnplOtpenmm3CetmaISroY55145vnYnCzWyaWegAYqKHKuXTfooYgmihKfjpG5mKKQRippRoxO5Whjk2aq6aYM+tYmp6CGqmilUl1KoqiopqonqVGZyqqqsMb/euKrY04p6624CklrZK7m6uuvMu4KWa/AFmtsh8LueeOxzDarYLKN+lmms9RWqx+0lkr7qLXcdpsetqXa6u245BYHLmXElqvuuradq6K2mLIr77ypuSvZp/Tmq+9l9vIK76n7BizwntulO/DBCIdXsLgJN+ywTf2GZvDDFFe8UsSq/YuxxRwPvLFl+HYs8sgcfVzZxCSnrLJEJqOr8cowx3zbtwzLbHPHLdv38s0844zlzj0H/XDOo4Us9NECEy0aykg3Ta/SEgPt9NTzQq1azVRnzazVqDGt9de/ci2n1GCX7avYphlt9tqwok0d2WzHjarbOgMJodx4z72goXn3/40o3bB57ffgcQL+muCEJ46m4YUuq/jjbjJeL9yQV+6l5F1TbvnmVGJ+UFfDOs756E96blCQ/N5N+upNmi6Y6iDDzvrsuobIlcS30647j64PJLvLS+4uPI69A4B67MEPr/yLxYN+9VkNgRX9V8tX3+6QLUZfp/Z2A2z994djvz1D2ZM/Pvjod4099eSzv5D06cdPnfjdV1f+++fLrz+/9B9/ZP7/q9/+Bgiy9XllegdsXwIJyMBh9e93nwMggyTYwAqy6YHJU8j9NEhBC3pwMwYEDFs+SEIadWmDAfTfBAVYwhbmpHjSQeEKVRhBFrrwhjSBYXTg9z73adCHOAwiS/90CB0Z1pCGp+ugEJdIEiI+x4hJtCEHpcjEKjbxhEBkUBY/t0UrerEjTnQOFF9HxRlC8ItopNQJlei7Mh7xjGmMI0XC2BwRYk2OeBTMncbYRiSS0Y95lCMducNH47HRkG4MJB4HubAF/tCRR+qiIuPISO0U8pKHnKQXK5kdTCbyj3DU5Bc5iR0ePtJ5PYSkKCm5x0N6EpCrrCIpp/PKUCISlrFc4ixjaMcR5hKHuzRPLTOYQlv+koHBLM8w7YS/Tx6zgclUjyQHMk3jVfOZA4xmmFzJTWdiM5uQWuafmonLb8pPm90xZSRVyUV2mpOA6CRkN2FZyHfGL54Fm6ct62n/T/Th05K9XEs/wfdP+IhzWsUk5kCHV9Bv6VOhb4ToQnXXUPSoU4vuFMw1Jzq6ip7noNsipzE5yjmPCvOhzJxiOUlqOZMqs5oXbScqWUrRVIE0XiodKU0h51L1oHScOZXoTktq04CqZaiP62l9buq9hKYUqX5TKn2Yar9MQrVsUp1PTE8H041e9WtZlQ9VubfSr2YtrPEZq/m8aVawGmurGs0oNeXaVrcWS60iFWpd7QosvAb1qXs1G1oNatTABLZpg/2PX50K1MMGLbH+WawZ9epYmEG2P3Cd60zXudnK3uyyP/OmZD0rM9Ba6KcInSxgSRsz016rq3TNLGtJ5tql/6I2pH9t7GwtS67RRrGsu6VYbadaWLQE12LDTZBvQUnZ4+4ruQhabh916tyqJQ22nZVp7qrbMOgeSLq3pC531+VdA4GXn+NlV3kVi93tntK96U1a0m6LU8amNr76Wm9k6dtU1eoWv/nSL1BkO+DibgXAHsPgakvFXwEjeEIOppFV+yTaCT84vyGEb6Pae+ALVyzCALLwj+gpYg/LC8Q8QW94Gmxi4Wa4w7zisFZaPDQF/5fBFWYrja2rqxILiMU7ThiKd+JLG9kxyOpdo44pTOIlI/lYQ/6xk0e8Tx8/+WxYpCubZJyVK5cryqyxsoNyDFwvY/lKKqYyZdNs5lyBOf83XjVydrmq5Tb3VclllnKT82znWL0ZOWIGNJnF22dZ/Rlid7GdXQptrUPXBLxsCjSjw2bj+/6W0HrG9KTv+uIZK3DOrYrzpqFcadza19TRmvKoOd3jQTeXTqpeNaV1xWWsqEjUsp4174Dsr1jnGleOziGvhyXpX6sq2ETppaINa+wzWwnSsOZzsyWFbAm7esGtKva0/5ZlUGtWw5bC9bapjecq+3rM0h53oqod4mvfONvnVje30Vzrq9y6zvKeFLtTPOw9aTvfqyr3mv9t7XQDPFD7JnK9rXLvIi9b3AevTcJLpy0tVTzitFydoyxev/piXIwaF4uWRP7xHWr84pH/7nh/S06ciTtp42NCOcvrGPKwjNzmMwc56WCecjbnPHw7lzmTCf5zidWcwEIZS9HNdXKVE5HnS1dT033Ob6dHfTgub11cfiKXq6vPn0JfsdW9nrb0QX3o8Sb7mMxO8i3jXO1FM3vY1WxwuLNI7mPvOdHtnhu2v/3h+OZ7qfBOdSLPXfD3IvzeZXJ2xKvI70i3Ttsdjy7Fpx0njae8A8Ge92gvXvMphvwdb9J10BOmhZlPUudN3/cSpj7Tl2f9d1A/eRbVXvbWQf3hYV933A9R96sXe+F9P3vX354wxyd+6F2/+zAHX/nLJ+HrnT986Ksk6+tOvpT+bv3of3D66P58//c/gv2/NT/8sR//FY0PF65vXf0XE+T5BV19+GdG/s9Xff3tP5Hyz037rAGA/Ed++Ld/EDN/A1gyBSh+LQF+CaiAlCSAGMJ9DxgS/icqDph0CFiBMLGA6fdoG8iBFnGBoaJ0tUKBIghGHth7B5h/KagRJAgqGWgdIfiCLCNI7wcgOWiDM4NNMzhgNfiCMdhXQdhuBmh/Qxg2Eph0S8iDxvNNP8h1RSiCSXg2U2h4LuiEpwOFTVhgKKiFnwOFV6gTUSiEYpiF6MeCSMiFX7h9kceDVehmY/hCc5iAcQhsdUh6ech/d3grpaeD7WeGSFWGRsiAcNeHjbaHIIiG8IeI1f9igm73htbniNRCiFV3hJRHic5iiViIiY6nic0CiYDnbWs4iIoobIyofqC4NadIFK2IeKsIZV3ofm3Ih1DFiWT4ioIXi2+li9/hi3bHiyUiigoXiIAoidAnjB6Ci3SYimBoQkHnjEAojc9IZEcHccWIjNWIeVNniBcDjNtoEsqILOD4jdQYjqR3jYFHi9qIjjnUjR+Iip7ojicxjhzCjJhXjvQIEva4IcQoZ9i4jw0Ij2ooj94okB7RjxqCj3p4jghZfB21g9k4eg8pjpZXkK7okBUJgQSljynBkBt5f/40izRCkiG5EQo5IyC5iPN4kj3YkRrZiQfpkmE4krUIZzf/SZMJeZGaJpPxqJPRw5OvRoMxCZT9J3rrWJI5aZQwKJTYRn0zaZQpGSweuShVCZRTGSN/mGISyZQRkZWtc5XiKJbVCJZMspIG+ZMbaZZG8o/It5Re2SnMV5TN2JIPyZZFgpYZaZcIiZdE4pb4AZdxuYVzyZdDRJbP6Jel9m5QqZYVqZi0JpjsGJBSCXyGaY6XSY+QuWt0mY+dqZObuSNbOZFtMZgDsYI9mYufWZaoOZTTmJkVGJr0JplK2Y6a2ZpPmYapiY6y+WyISRW/qYo4SJvHSJnh2JtVopeMF5zjh5ydw5z8CJ2TOJy2SYYmuY/OSXGryZJRaYe4yZi66Zp3/0mdFPloXcmbZwibVrmdjZie3TmW7CmcPnidpEmKYJidb6KcxiGdweiejvmL8dmcbFidL0SfsemfGLmcAdp9+Bk5/AlGD6p2DZomgOmGxjmAE7o4EYqSG+p1GXom+gmg6sl6H2omo2mdxkiFt9ihlMKi6laighKiDeii4wajCGegBUqcxGejgCKjh7mgfMejq0KjI0ik0yakeVKhAaijvoekeOKjmPmeReekrQSkM2qlh3iLOIp5W2p6VFo4RjpHYWpsXwonUHp9Y/prZZqfXYpoRnV1a8o2rqI5JRenazOnTudxM2engpVoUcenWKUxdPpxgAo2eHqmXlaoYOWnS/+nqFpzqGk6W456VoKapyvHcpNKNXgBpxwIqVjaZpk6NZ46okgWqk6zqX/aqZWKqFdmqoi1qpHKWq6KNAZWFds2q30zqlK6W7iaN7r6n/jVq3iDqs0mrHLzqwmKYMYaN8i6mzu2rHLKqGTal7D6qeMFrXdaraQaXNjap4t2pNRqqYgzad0aqOI6qOTal9KqpuHarJY2auVqqNq6q5KqrgbWqqbJXO4ar+uWr9N1rtb6VfzKU+tKYwObVPMKrHV1sIqzr+CprP5qTd9aqhHrsO96YQybOBaLai2WsYRDrEHmsYOzsXpqYiIbVQmbrIF1srlasB1bsSnrrPXqryR7qR7/xrK+WqvVhbOzU7M82zoRK6YAy6rH9LPqeKKyGrT9F7PiaVZGG40bu7NKyzIuS1pP21FMm5uHdbUllbUPu7JT+5VV61lcuzk+K7Vh+xBn61xl21JjW1ltWzlre1xxy1Nee7GOVbdJpbO3mLYWeLccS1J6uzxzO1SDqzwgu1OHy1CAW7IctbjCU7iK67f8+LYLBbm7I7k0hbkU1bg2O1GcSzuJu7mUS36eG7rRVboJebpXhbqsM7os5boEmbWtq7oQOrSxana2WzJ8+0uye06sW7S7e6VRK7zDezGWm0e/e0/B67vHG6W4q7AWtLxIibSaRL2cV7zO+7wf2by5hL0E/5W8i8S93Ru926o/4Ps9mitK6Ws9sHu95Lue2vu98VuP3htL7Vs9tZq/ssG/HrS+wFS/qjm/uiTAOVoXm2TAnknAQuS/03u/DazApCe+3yfBLcjAQeTAFQTAN6TB0ETB/2vB3Gm+MntPIpyW+5rAJ8x4IDy9K6ygGBzALyyigKvCMzxEvbs/HrxJEGzCN/yaNQxPP+yFCCzEQ1xwQQxOR1yIJNy0mbvExTkXyATFl5jEOkzFPpnCRozFXDqxV8zFC2zF6AvGYdzEWqu/ZDzBXjzGaTzCWqzEbbyXYnxOcZxDOaxxddyYb/y6eRyeyFpTfcyEa7xzgayBZlzCglXIRP8Zw2aryERMF4DsyEy8x3gsyZNMu6JryVFsvY2syVmMyT3ryZ98yJ8rt6KMokUcyqdcxpRMyKvckIzcUq+sxsWVq7NMd6B8rLesf3N8p7tsoVLsq7+sx7nMrMPsxylry8csyKmsy8u8yL2cyM8MxKQcuFg1zY8czMOKzVJYzV+rqdyMxN5cyo8azpt8ntJszgMczdeszus8zjv8e+58wIV1NPFMtz1cWvPsefBsz/tse4NsM/fMrfncWv8sfOzMWwcdmM3MMwPNqwWt0AtNzNXszxO9pA39WRdN0X8sNA8tqRG9Mh8tqy3sMxtNfwkt0ieN0v3s0Z0qOhTyvgYdm+j/yjw1nTIj7Wc3jSLjqjI53TYwTTxBrc80La6L6cTIpapG3WpEqy4/fWxDHSxRLdF2uNOzYtUi89Q2hdXDyNUco9X/RxaddqFCptRNbVtL/VhmnbtP5NVJHZtTDSVx7dNrHbChdda9Vdfnq1Vu/WEvLdaR6XB05mkYRdibuNKFckZIpLLhhNiTI1GLjciaAtaFNmeWDW5v5diZA9mKLdmZQtl9FtmcjdQ2pdlygtmXDWOHbdpvM9oLxtijwtqt/dqdTdp6I9tFg9q6rdqhiNtFU9u0bdsY6NtLA9w3Btv9StzPY9iD3WWc5dyVqNwZ49rH7dn6Jt2pQ92Whtzzht3o/7LbzB1X4U1q3g08wX3e3+yH5W3e1a3d1nxn630vd6ze8V3c7l2y3F049W3f6L3d1o1w+407vC3e0K1dtqZrAX4yxu3fwt3YCY48/R24+W2mDw4y4F3gzX3gzlbh97LgEv7fPcrh7M3gEe64xybiDYfhBK7hBm5vCI7iqVbilzrh+QnjvSbjuEHjkWPjoTPg38biGe7iG87j8IbjuUXOw03k2XLfMw7iAafk4eLjEjveU67ihgblOGbkpwbfWB5zTJ7jTp6kXX5ztVzaY37j7a3lt33m/vblR+6xoJ1vqU3l9hkpcS5voq3mSc7mMZ7mfo635MbnGyblc27lm3LnL//q4fgd5iYq6H1O4n/+3tft6FFO5xcO5DJI6Vke6Yve4GKu6Ryn55cG6HYO6mRu6IWO6ZyC6DWq6E3u6U9q6l4u6vpq4pMu6wBt6YSO2ZON6/z84W5u5r6Oy69O66s+7AD5preO7KHO6cWe3rHO7EXu7GAO62DC6oR66ULe4gy37NL+651u7N397eD+7JBO6k9O7qPY7YWN6rw+KNiOcXlO7Z+t7np37sB+xulu72+p6/5u6IcS7xE37/hu6wDO7whd8OYu6QeP8Azt7rsu5QHv8MRe7eI+8RTPe+FO796e8ZIX8f+u6uPu8dCs8BYP7XtE8n785izf8Sp/zkcWoy//X+4nb/LwPvNol+8c3/A4D8zbHuTszu22KvM9z8s2v+VEX/Qc3fL+heSLo/Q+H/RAP/TtLvL6DfUrj/RNb6oCP6WuXvMMT6FYj5Mh//MrbvbRPvYlr/NHz/NqL85sH/cGL/Zvn81oX+UiX+dPX/fdLO46Hix83/c7H1Fhv/eBz5UgD/FUfvWHP8pgv/HoDqKNX8VtT/hzb/iT38VlvuOZb8h+z+gp0vXB+PVMT/edb/dSf/ap/+N3/yWif4ikr/Wmf/pwD/ly7/SdQ/uoT/VCn+PvfkK6L/iVP+qFn/vBf8kLb/uXb/zHX5+rj/d3r/fM3/x1OfjEv/ylQ/2OX/rX/4/72a/99Jz32v78rg/+1T/8te79L2f+rKz8ya/+QMv+blr2zy/93y//KOz+jw//Z4n/bqz/AAFA4ECBAgIEMIjwoACCDR0+hBhR4kSKFS1exJhR48aMDDl+BBlS5EiSJU2eRJlS5UqWLV2+hBlT5kyaNR8KwJlT506ePX3+BGpT6FCiEj0WRZpU6VKmTZ0+hRpV6lSqEBNeXWh14VaEWhV+PVpV7NiwY82eRZtW7Vq2bd2+Ncr1qlesXW/KzQpXr8yye/3+BRxY8GDChWMGvfnTqmLDjTX2dRxZ8mTKlS1fbll37l2weR1q9oy5MmTRpU2fRp1a9VnQdj/jdd2wNf/p1YBp18adW/du3r0X+/zdMzhP37aLH0eeXPly27BJz6Yrl7nb29OtX8eeXbtJ6Jw1Rwe7nbV48uXNnyeP+DPj9cDRS63+Xv58+vUbd3/dOTZB/PaVxvcvQAEHJPCp/vhzDrzNChwKQAYfhDBCCUdSTzb2LHRvQr405LBDDz9UMDQE9XsuQRAzOzFFFVf078CBXCzIRBZPcnBGG2/EsbYK+buQxwxzDKlGIIckskjCYAQASSSNrEhIJp+EMkqxlJRRtiqlpMhJLLfkskuagAIzTDF73FJLL89EM02WqCQxxP3KVDNOOed0ic3vvJPuTDPp5LNPP5Mks6BAAf2Ryz3//0Q00S7tzDO/O708VFFJJy2S0fDwvBRSSjflVM9Bd3xx0Cgj7bRUUzW0dEEr29TzVFdfvTFVEV+8Ek5Yb8XVQ1AFLTTUXrEkNVdhh8VO1jdjZFVTYpdllj5jS0x20WanpTa9T6/9Vcpgq+W228uedXPbFMX1tlxzj6wV2UdXXdfQc9+FF7VdCRUusWxHjTdffSkDF1NV3d03YIEF69fRRqUdOGGFjRLVpjEfhphcECVeuGJil2SqYDoptrjjWzFeSuM5Ofa4ZFPnbWpelNEk2WSXKQX5v3STnDnNll/GGdGYkxJZzptzBnrjhkPGtl4+fw46aZtrznjmnQFWOmph/58uquc4kZY661GH/q9o4vrEWmuxK2U6ZKfLVnZstTelmiir1Qx7bblZXJnobOtOe269wUab57OjHXlvwY/uG6m3bR488au55tnrnfyMW3HJC2y7wb/b9XlyzcssvOrLDw58c9GfjBinjEsvneXRVze0c7c/zxRh1mcn3XXLAacVd2Bp591IvBu/m/FKeyceyMqFOhzKyItnPrvjHYb9X1ubp/7E3w13XCfVq+deV9uRj37W3bsnf8Lna0qe9PLXh/D6qrPPaXv25xfw/C/DP1Zb+vdv8XvodacZAPHFPwLKx31ug5/pWlVABprHfjNJH5OW10AK3sd/6MPfBAekwf8KdjAwB2xQAjkYoBF60IRweSBfMii/E7bQNyk8zAoX6EIangZ1wjvMDY0muxr28FsynAoMh1RCHxbRcECEzwUlaEQmSkZlOETgvVjYRCoSDIlREaLxqrhFKwIwi3VSou+4OEa/PFGKdtth6Mi4xrZE0G8CnCIb5WgWNx4RjjOcYx6nJMKqgHCAegRkEK8IlS/iiIiBRGSWBmmgMA4vkY88XfDO2LVJ8hCSl7wd5tQFOkI2kkiHxCQm6+i5O+YtlKfkCx+p4kflodKVKvSiJ2FSyFi90pZgjGUp36hJuN3SlyrRIcQiKUw8/tKYKxnl63TpyGM2MyXJzCQnx+dMapb/xIxpJCQUtVhNbooEmuBb5ie7Oc6PfPN/vPwjOdVpkWt+LYjazBEo17lGc2IwnEOcZz4nUs/73XOb+gQohrDJq4E6hZW1DGhCNxm7EaGzaf6Mp0IVyk8IynJcEk1oOx+3SngaEqMBpSgsHaq+j+ozpDGEqEdLmk+Nao+jlWTmStV50lla1HoynSdNX0JLXeF0nS2N30uJ+aWOysunR+3iSJFp09Eg1allZCpGeOrEp1b1LQf1ZlFtaFWurmWqTYrqZOTZVbJ2JKzsPGtkxlpWtmZJq0F6a2nW2la6+kt8O02rY+ZaV74uVHo1TalR+zpY7EUsM6njzV4Ju1i/3hWX/0o1jWIZS9ivKjKwYp1sZgtb0DrFVa+aBS04IfvMvJYxtKet6GWDVNq9SBa1ZcUqXGEqGte+tquV3Sdr9VJb21oVt3FRrVp7O9xnIhaZxo0scZX7WGniNbh/4e1yyfrbiFB3PNLFLo08y5HYGie736WQbsOVmuiC16nWtWv+LFNe8x61u+XcbmvbO9/HiDe97IUgffWL1udy175k2W+AGWbYNSFXuAJGMH9HixL0GjTBD85tfzfS4JRB2ML24uxhZ2vaC3e4serNzH8r7OEOU7ihzS0Mfkk80fg+psXXXTGETZy7BXM4xg+e8YdVzOAby9jADP6xjXtM4hwHsMZp2f/xkDFa5CJvSMlEfrFUo+zgJ3uYySJ2WJWtjGUaoxiFWi7xlNkp5oyB+cJXljAWzWxhNB8ZLUlec06DzJ05vznON26zl+l45xjnmaFe5fOK38tdMqMv0ETmso6/fOgSJ9rIegYwo89c6H1SOr+SZrOjm8xjTMtY045+Zqd9a2nUaTjDexb1U/381+LAOdU1XLVje+PqV7tw0BO2dIprjdRYgzixu3bvp9PcVGDj9NYu3vBqaF3sDvZ62f9htkydPZ1nR5uBpS4wgXdTbWufcNq/7vZ5he1mYofbvbkezka3bW5ejxvSyWW3T7+97ngbG90YdqduuF3va7v7zzrit7T//c1q1ew74PzD9nG1De+Di3vYUgU1IRuu6oHLml8TP++923NqzGI82A+/yKYN5PGPkzu8IG8jyeWtcYHmW64qN3bFfd1xmJd03gyv+ZLrTJKEUzXnFEc5WIO+yp8D3eTejLjbip7xZFuT5WVeesnfTdqhBzHqUv+3c4+e8qvbu+k8f3rIuh7zqgN362wx+NgRLvO0P0btK+15cRfu3bc7/OzlTPpO6270qTM473XaO9M5Dsywfynw7S57df+OosPLm+1HavzKv06hwl868nB//GDafnn63ZzunNf53IEserVsHvQN9DygT2/3vtNo8RRaveBdnsPJUzn2jk/8eK96/3usEzzEuZ8l7yU/eLkTn+jCFzjwDZZ1OyMf88pnV+vh43y4Vz6YU6I+np1jcbFnX9Dbnzm0vQ9lMGF//FsmEffFf/4zg1/Fpmd/M8Vk/vh7Ov3h51n9M33/9+vfx6TPP/9DP5EzCgEcwNf7DAMMs/IbOQXcPwKsLgd8QASUDQn8v2PjNAtEsNlQvyzTwA10P4n7QAGLuwYZwfbjv/U7wQTjQPzTuxXEsTBRQRgMsBZcK/ijQVuywRnMQfqavwDswf3aQSAMQh8MQSIswvYqwcNIQhw7QkNrQhBMQQ+MwhqUQSqsQv0aQijMQi18QsPrQi28Qi4MQyX8QssrQ/PaQv8wTEM13DkaaUMSPMM1icManENkqkMhHEPAy0MjnMIX7EMz/EM+DEQ3ZEBALMTvWkPGS0RFvENgakTwWkKei0QvHEQ4rMT5WkTuyERN3ENM7ERJfETYC0VRvEROLEVF/ERUTEXs2kRrasXsekVKjEXpmsQJq0VB/CIczMVEmkVc7EVVPERvCkZHPMVyKkZZHEW3S0ZbXEVkbMbl+kVmjEbimsaOqEblusUsyUZjtB9e7EY9usYCDEdnHEZsLEdpXMZ9Skd1PEZ2akdtfEZ4jMfhGscIrMfeukeryEd9fEP+6EdbXEeADEhtHMgXKUh5PEdyTEh9PMiCaEh7fMgkiUj/f1xIfKxI1NpHisxIjZxIcOxIKrpFkAzJMfpFkizJLTrJlLRIlEFJlmyilYRJj3xHjpzJ0PrBm7jJ05LJndSsnvTJyUq4lwxKJtpCoizKIjrKpNTIMURKpoS1J3xKqLQ1qaRK0MrJqbxKE1rKrRRKq/RKX5y9KFIPrQzLjrm731sQszzLiknLNWkUtmxLhTE+h3EnuZzLgXnLpcoUvMzLgNlLYIrLv8yjukSfuyTMOQpMqlvLxJSjxfS7vnRMNjJMolI3v5zMZstMntxMnOxMrPzMnwzNzMLM0UQ402Ss0kTN+VHN1Vyf1nRN8oHN2OSe2aRN6rHN22Se3NRN4uHN5t7knd8EztkRzuFcneI0TtFBzuTUnOVkTslxzudMnOiUTsGhzurUm+vETrnRzu1Um+70TrEBz/DMmvEkz6gxz/NMmvRUT6Bhz/bEmfeET5eRz/ksmfq0T7TMz4naz4zqT5D6T4DCzwDVSwJlKQPNKQT9KQWdKQYlpwF1UHiB0Ag9lwml0HKx0AvtlgzV0Grh0A6dlg8FUWYR0RG9GBM1phJF0VxR0RX9GBe9pRaFUVeR0Rk9GRt1pRrFUU7R0R2FGR8NpR4FUkUR0iHVGSOFpCJFUrBZUl9sUkRS0ifNHCkVRyqVo4AAADs=\n", "text/plain": [ "" ] @@ -3890,9 +3884,8 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -3901,7 +3894,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4fd3198aa44b458ba81f7467596be673", + "model_id": "26dade545d4a4de29d264f84e27dcece", "version_major": 2, "version_minor": 0 }, @@ -3934,7 +3927,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" @@ -3947,100 +3940,100 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "0->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.0\n", + "0.0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.0\n", + "0.0\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.0\n", + "0.0\n", "\n", "\n", "\n", "1->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.0\n", + "0.0\n", "\n", "\n", "\n", "1->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.0\n", + "0.0\n", "\n", "\n", "\n", "2->2\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.0\n", + "0.0\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -4053,7 +4046,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "slideshow": { "slide_type": "fragment" @@ -4062,12 +4055,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -4078,7 +4071,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "slide" @@ -4099,9 +4092,8 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "fragment" } @@ -4116,12 +4108,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -4134,9 +4126,8 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -4146,17 +4137,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "[33, 22, 15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1]\n" + "[]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -4169,7 +4160,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "scrolled": true, "slideshow": { @@ -4180,12 +4171,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c969870d8b394646b330398ac0c1e4b9", + "model_id": "3dbaf7c446684b03b984e450e2432e38", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "Cytoscape(data={'directed': True, 'elements': {'nodes': [{'data': {'id': '0'}}, {'data': {'id': '5'}}, {'data'…" + "Cytoscape(data={'directed': True, 'elements': {'nodes': [], 'edges': []}}, layout_name='cose', visual_style=[{…" ] }, "metadata": {}, @@ -4209,7 +4200,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "slideshow": { "slide_type": "fragment" @@ -4218,12 +4209,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -4236,7 +4227,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "slideshow": { "slide_type": "slide" @@ -4253,12 +4244,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuMAAALjCAIAAAA3H5zzAAAXm0lEQVR4nO3cXa7jOpKF0VJVz6in0sOsqdSQGrcfLnBgGLLbh5SUn6m1HhlIJkM/zg0IGdtff/31jxe2bXtTBQA42z//9AEAAF6SVACALkkFAOiSVACALkkFAOiSVACALkkFAOiSVAAAAAB+790U2m3b/vff/71b+tf//EdJSUlJSUlJ6eySrz8AQJekAgB0SSoAQJekAgB0SSoAQJekAgB0SSoAQNf/M0/lyqMAADz5r/flN5NYXkWc4XlxNrShDW1oQxva0IZPf8rXHwCgS1IBALokFQCgS1IBALokFQCgS1IBALokFQCgy+Q3AKBrfPKbkpKSkpKSktLZJV9/AIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAIAuk98AgK6rJ7+9CUYDtm2LzKXR8mNJy5O0/PkxtHxqScuTtPz5MUx+AwC+kqQCAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBA19WT3w7/f9sH7nYSLU/ScpOWJ2m5ScuTzmh5fPLbq97eT3351eE+cfgJtTy/4e76DC0//l1a/qHlpz+l5fkNd9dnaPnx7xo7oa8/AECXpAIAdEkqAECXpAIAdEkqAECXpAIAdEkqAECXyW+n0/IkLTdpeZKWm7Q8qTX5baz0q8N94vATanm+tLs+I9KXlh9Lu+szIn1p+bG0uz4j0peWH0u76zMOP6GvPwBAl6QCAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBA19WT3wAAPnf15DclJSUlJSUlpc9Lvv4AAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQJakAAF0mvwEAXeOT315FnG3bxka72NCGNrShDW1oQxs+/SlffwCALkkFAOiSVACALkkFAOiSVACALkkFAOiSVACALpPfAICu8clvSkpKSkpKSkpnl3z9AQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoEtSAQC6TH4DALpMfnsuvYluS9q2LXLllU4tebB/dG6K0nzJg/2jc1NMfgMAbkRSAQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoMvkt2c3/N/5f/oIXMGDzZI82HcwPvnt1fMxPJcmsuHu+tr6N8WG8xvurq+tf1NsOL/h7vra+jfl8A19/QEAuiQVAKBLUgEAuiQVAKBLUgEAuiQVAKBLUgEAukx+e2aOEEvyYLMkD/YdjE9+W7W0u762yJVXOrW0u762yJVXOrW0u762yJW/suTrDwDQJakAAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQZfLbM3OEWJIHmyV5sO/g6slvxz5V27aZIzTvhnf5hi0fdrjvccO7fMOWDzvc97jhXfb1BwDoklQAgC5JBQDoklQAgC5JBQDoklQAgC5JBQDounry2+H/b/vA3f5mjtC8/l0+XL9lD/a8/l0+XL9lD/a8/l0en/z2qrf3U19+dbhP9E/Y17+Gh5/whi0fdrLv0b+GHuzHvytywr7+NTz8hL7+AABdkgoA0CWpAABdkgoA0CWpAABdkgoA0CWpAABdJr89M0doXv8uH67fsgd7Xv8uH67fsgd7Xv8uj09+Gyv96nCf6J+wr38NDz/hDVs+7GTfo38NI0/vV7d82Mm+R/8aHn5CX38AgC5JBQDoklQAgC5JBQDoklQAgC5JBQDoklQAgK6rJ7/1mSPEkjzYLMmDfQdXT37rl3bX1xa58kqnlnbX1xa58kqnlnbX1xa58leWfP0BALokFQCgS1IBALokFQCgS1IBALokFQCgS1IBALpMfntmjhBL8mCzJA/2HYxPfnv1fGzbNjbaJbLh7vra+jfFhvMb7q6vrX9TbDi/4e762vo35fANff0BALokFQCgS1IBALokFQCgS1IBALokFQCgS1IBALpMfntmjhBL8mCzJA/2HYxPflu1tLu+tsiVVzq1tLu+tsiVVzq1tLu+tsiVv7Lk6w8A0CWpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0GXyGwDQZfKbkpKSkpKSUrfk6w8A0CWpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0GXyGwDQNT757VXE2bZtbLSLDW1oQxva0IY2tOHTn/L1BwDoklQAgC5JBQDoklQAgC5JBQDoklQAgC5JBQDoMvkNAOgan/ympKSkpKSkpHR2ydcfAKBLUgEAuiQVAKBLUgEAuiQVAKBLUgEAuiQVAKDL5DcAoOvqyW9vgtGAbdsic2m0/FjS8iQtf34MLZ9a0vIkLX9+DJPfAICvJKkAAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQdfXkt8P/3/aBu51Ey5O03KTlSVpu0vKkM1oen/z2qrf3U19+dbhPHH5CLc9vuLs+Q8uPf5eWf2j56U9peX7D3fUZWn78u8ZO6OsPANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXZIKANBl8tvptDxJy01anqTlJi1Pak1+Gyv96nCfOPyEWp4v7a7PiPSl5cfS7vqMSF9afiztrs+I9KXlx9Lu+ozDT+jrDwDQJakAAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQdfXkNwCAz109+U1JSUlJSUlJ6fOSrz8AQJekAgB0SSoAQJekAgB0SSoAQJekAgB0SSoAQJfJbwBA1/jkt1cRZ9u2sdEuNrShDW1oQxva0IZPf8rXHwCgS1IBALokFQCgS1IBALokFQCgS1IBALokFQCgy+Q3AKBrfPKbkpKSkpKSktLZJV9/AIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAIAuk98AgC6T35TuWHoT0OFLbdsWeb+UlI4t+foDAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBAl6QCAHSZ/MYdmafCevxis6rxyW+vfuuHpw/Z0IaXbbi7Dt+u/+rZ0IYDG/r6AwB0SSoAQJekAgB0SSoAQJekAgB0SSoAQJekAgB0mfzGHZn8xnr8YrOq8clvSkrfW9pdh28Xeb+UlI4t+foDAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBAl6QCAHSZ/MYdmfzGevxis6qrJ78d+y/Etm2RuTRafiz1Wz7scFByw3dZy/Olfsu+/gAAXZIKANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXVdPfjv8/20fuNtJtDyp/xxCQf9N8fPV1G95fPLbq97eT3351eE+cfgJtTy/4e76jP4JoaD/pvj5evy7tPzj/Ql9/QEAuiQVAKBLUgEAuiQVAKBLUgEAuiQVAKBLUgEAukx+O52WJ/WfQyjovyl+vpr6LY9Pfhsr/epwnzj8hFqeL+2uz+ifEAr6b0rkN0rLj6Xd9RmHn9DXHwCgS1IBALokFQCgS1IBALokFQCgS1IBALokFQCg6+rJb1Bg8hvr8YvNqq6e/KakVCjtrsO3i7xfSkrHlnz9AQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoEtSAQC6TH7jjkx+Yz1+sVnV+OS3V7/127aNjXaxoQ0v23B3Hb5d/9WzoQ0HNvT1BwDoklQAgC5JBQDoklQAgC5JBQDoklQAgC5JBQDoMvmNOzL5jfX4xWZV45PflJS+t7S7Dt8u8n4pKR1b8vUHAOiSVACALkkFAOiSVACALkkFAOiSVACALkkFAOgy+Y07MvmN9fjFZlUmvz2X7vZv2LZtkStv8htMirxffrHPc89fbF9/AIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAIAuk9+e3fB/5//pI/wBd7vL3IF3+Q7ueZfHJ7+9ej6G59JENtxdX1v/prjL8In+q+ddnte/KYdv6OsPANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXZIKANBl8tszc4Tu4G53mTvwLt/BPe/y+OS3VUu762uLXHl3GSZF3i/v8qkiV/7Kkq8/AECXpAIAdEkqAECXpAIAdEkqAECXpAIAdEkqAECXyW/PzBG6g7vdZe7Au3wH97zLV09+O/ap2rbNHKF57jKswbt8Bze8y77+AABdkgoA0CWpAABdkgoA0CWpAABdkgoA0CWpAABdV09+O/z/bR+429/MEZrnLsP1+m9K/4R9/Wt4xgnHJ7+96u391JdfHe4T/RP29a9h/4RQ0H9T+ifs61/Dw0/o6w8A0CWpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0GXy2zNzhOa5y3C9/pvSP2Ff/xq2Jr+NlX51uE/0T9jXv4b9E0JB/03pn7Cvfw0PP6GvPwBAl6QCAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBA19WT3/rMEbqDu91l7sC7fAf3vMtXT37rl3bX1xa58u4yTIq8X97lU0Wu/JUlX38AgC5JBQDoklQAgC5JBQDoklQAgC5JBQDoklQAgC6T356ZI3QHd7vL3IF3+Q7ueZfHJ7+9ej62bRsb7RLZcHd9bf2b4i7DJ/qvnnd5Xv+mHL6hrz8AQJekAgB0SSoAQJekAgB0SSoAQJekAgB0SSoAQJfJb8/MEbqDu91l7sC7fAf3vMvjk99WLe2ury1y5d1lmBR5v7zLp4pc+StLvv4AAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQJakAAF0mv3FHd5sWxR34xWZVJr8p3bG0uw7fLvJ+KSkdW/L1BwDoklQAgC5JBQDoklQAgC5JBQDoklQAgC5JBQDoMvmNOzL5jfX4xWZV45PfXv3Wb9s2NtrFhja8bMPddfh2/VfPhjYc2NDXHwCgS1IBALokFQCgS1IBALokFQCgS1IBALokFQCgy+Q37sjkN9bjF5tVjU9+U1L63tLuOny7yPulpHRsydcfAKBLUgEAuiQVAKBLUgEAuiQVAKBLUgEAuiQVAKDL5DfuyOQ31uMXm1VdPfnt2H8htm2LzKXR8mOp3/Jhh4OSG77LWp4v9Vv29QcA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6Lp68tvh/2/7wN1OouVJ/ecQCvpvip+vpn7L45PfXvX2furLrw73icNPqOX5DXfXZ/RPCAX9N8XP1+PfpeUf70/o6w8A0CWpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0GXy2+m0PKn/HEJB/03x89XUb3l88ttY6VeH+8ThJ9TyfGl3fUb/hFDQf1Miv1Fafiztrs84/IS+/gAAXZIKANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXVdPfoMCk99Yj19sVnX15DclpUJpdx2+XeT9UlI6tuTrDwDQJakAAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQZfIbd2TyG+vxi82qxie/vfqt37ZtbLSLDW142Ya76/Dt+q+eDW04sKGvPwBAl6QCAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBAl8lv3JHJb6zHLzarGp/8pqT0vaXddfh2kfdLSenYkq8/AECXpAIAdEkqAECXpAIAdEkqAECXpAIAdEkqAECXyW8AQJfJb0pKSkpKSkrdkq8/AECXpAIAdEkqAECXpAIAdEkqAECXpAIAdEkqAECXyW8AQNf45LdXEWfbtrHRLja0oQ1taEMb2tCGT3/K1x8AoEtSAQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoMvkNwCga3zym5KSkpKSkpLS2SVffwCALkkFAOiSVACALkkFAOiSVACALkkFAOiSVACALpPfAICuqye/vQlGA7Zti8yl0fJjScuTtPz5MbR8aknLk7T8+TFMfgMAvpKkAgB0SSoAQJekAgB0SSoAQJekAgB0SSoAQNfVk98O/3/bB+52Ei1P0nKTlidpuUnLk85oeXzy26ve3k99+dXhPnH4CbU8v+Hu+gwtP/5dWv6h5ac/peX5DXfXZ2j58e8aO6GvPwBAl6QCAHRJKgBAl6QCAHRJKgBAl6QCAHRJKgBAl8lvp9PyJC03aXmSlpu0PKk1+W2s9KvDfeLwE2p5vrS7PiPSl5YfS7vrMyJ9afmxtLs+I9KXlh9Lu+szDj+hrz8AQJekAgB0SSoAQJekAgB0SSoAQJekAgB0SSoAQNfVk98AAD539eQ3JSUlJSUlJaXPS77+AABdkgoA0CWpAABdkgoA0CWpAABdkgoA0CWpAABdJr8BAF3jk99eRZxt28ZGu9jQhja0oQ1taEMbPv0pX38AgC5JBQDoklQAgC5JBQDoklQAgC5JBQDoklQAgC6T3wCArvHJb0pKSkpKSkpKZ5d8/QEAuiQVAKBLUgEAuiQVAKBLUgEAuiQVAKBLUgEAukx+AwC6TH57Lr2Jbkvati1y5ZVOLXmwf3RuitJ8yYP9o3NTTH4DAG5EUgEAuiQVAKBLUgEAuiQVAKBLUgEAuiQVAKDL5LdnN/zf+X/6CFzBg82SPNh3MD757dXzMTyXJrLh7vra+jfFhvMb7q6vrX9TbDi/4e762vo35fANff0BALokFQCgS1IBALokFQCgS1IBALokFQCgS1IBALpMfntmjhBL8mCzJA/2HYxPflu1tLu+tsiVVzq1tLu+tsiVVzq1tLu+tsiVv7Lk6w8A0CWpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0GXy2zNzhFiSB5slebDv4OrJb8c+Vdu2mSM074Z3+YYtH3a473HDu3zDlg873Pe44V329QcA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6Lp68tvh/2/7wN3+Zo7QvP5dPly/ZQ/2vP5dPly/ZQ/2vP5dHp/89qq391NffnW4T/RP2Ne/hoef8IYtH3ay79G/hh7sx78rcsK+/jU8/IS+/gAAXZIKANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXSa/PTNHaF7/Lh+u37IHe17/Lh+u37IHe17/Lo9Pfhsr/epwn+ifsK9/DQ8/4Q1bPuxk36N/DSNP71e3fNjJvkf/Gh5+Ql9/AIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAICuqye/9ZkjxJI82CzJg30HV09+65d219cWufJKp5Z219cWufJKp5Z219cWufJXlnz9AQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoEtSAQC6TH57Zo4QS/JgsyQP9h2MT3579Xxs2zY22iWy4e762vo3xYbzG+6ur61/U2w4v+Hu+tr6N+XwDX39AQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoEtSAQC6TH57Zo4QS/JgsyQP9h2MT35btbS7vrbIlVc6tbS7vrbIlVc6tbS7vrbIlb+y5OsPANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXZIKANBl8hsA0GXym5KSkpKSklK35OsPANAlqQAAXZIKANAlqQAAXZIKANAlqQAAXZIKANBl8hsA0DU++e1VxNm2bWy0iw1taEMb2tCGNrTh05/y9QcA6JJUAIAuSQUA6JJUAIAuSQUA6JJUAIAuSQUA6DL5DQDoGp/8pqSkpKSkpKR0dsnXHwCgS1IBALokFQCgS1IBALokFQCgS1IBALokFQCgy+Q3AKDr6slvb4LRgG3bInNptPxY0vIkLX9+DC2fWtLyJC1/fgyT3wCArySpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0HX15LfD/9/2gbudRMuTtNyk5UlabtLypDNaHp/89qq391NffnW4Txx+Qi3Pb7i7PkPLj3+Xln9o+elPaXl+w931GVp+/LvGTujrDwDQJakAAF2SCgDQJakAAF2SCgDQJakAAF2SCgDQZfLb6bQ8SctNWp6k5SYtT2pNfhsr/epwnzj8hFqeL+2uz4j0peXH0u76jEhfWn4s7a7PiPSl5cfS7vqMw0/o6w8A0CWpAABdkgoA0CWpAABdkgoA0CWpAABdkgoA0HX15DcAgM9dPflNSUlJSUlJSenzkq8/AECXpAIAdEkqAECXpAIAdEkqAECXpAIAdEkqAECXyW8AQNf45LdXEWfbtrHRLja0oQ1taEMb2tCGT3/K1x8AoEtSAQC6JBUAoEtSAQC6JBUAoEtSAQC6JBUAoMvkNwCga3zym5KSkpKSkpLS2SVffwCALkkFAOiSVACALkkFAOiSVACALkkFAOiSVACALpPfAICu/wNCSG51AuMr6QAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -4289,7 +4280,7 @@ "metadata": { "celltoolbar": "Slideshow", "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -4303,9 +4294,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/K-Truss.ipynb b/demo/K-Truss.ipynb index 6d4f0dc..46ba9ce 100644 --- a/demo/K-Truss.ipynb +++ b/demo/K-Truss.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -27,10 +27,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -38,616 +36,616 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "28\n", + "\n", + "28\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "32\n", + "\n", + "32\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "16\n", + "\n", + "16\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "25\n", + "\n", + "25\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "24\n", + "\n", + "24\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "20\n", + "\n", + "20\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "22\n", + "\n", + "22\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -672,38 +670,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 3\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 4\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n", - "Warning: no position for edge with label 2\n" + "Warning: no position for edge with label 4Warning: no position for edge with label 4Warning: no position for edge with label 4Warning: no position for edge with label 4Warning: no position for edge with label 4Warning: no position for edge with label 4Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 3Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 4Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 2Warning: no position for edge with label 2" ] }, { @@ -712,226 +686,226 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0--1\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0--2\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0--3\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "0--7\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "0--13\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "1--2\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "1--3\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "1--7\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "1--13\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "2--3\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "2--7\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "2--13\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "3--7\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "3--13\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", "\n", "8--30\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "32\n", - "\n", - "32\n", + "\n", + "32\n", "\n", "\n", "\n", "8--32\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", "\n", "8--33\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", @@ -944,19 +918,19 @@ "\n", "30--32\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "30--33\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", @@ -976,40 +950,40 @@ "\n", "32--33\n", "\n", - "\n", + "\n", "\n", "\n", - "4\n", + "4\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "32--23\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "32--29\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", @@ -1036,19 +1010,19 @@ "\n", "33--23\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "33--29\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", @@ -1068,10 +1042,10 @@ "\n", "23--29\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", @@ -1098,10 +1072,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1120,7 +1094,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1134,9 +1108,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/Louvain.ipynb b/demo/Louvain.ipynb index 15beb0c..6949c49 100644 --- a/demo/Louvain.ipynb +++ b/demo/Louvain.ipynb @@ -125,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -142,7 +142,7 @@ " \n", " start = time()\n", " G = A.T + A\n", - " k = A.reduce_vector()\n", + " k = A.reduce()\n", " m = k.reduce_int() / 2.0\n", " k = (-k) / m\n", " kI = set(k.I)\n", @@ -168,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "scrolled": true }, @@ -179,170 +179,170 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "2\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0->2\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "7\n", + "\n", + "5\n", "\n", "\n", "\n", "0->3\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0->6\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "2->6\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "2->4\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "1\n", - "\n", - "7\n", + "\n", + "5\n", "\n", "\n", "\n", "3->1\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "7\n", + "\n", + "5\n", "\n", "\n", "\n", "3->5\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "1->2\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "5\n", "\n", "\n", "\n", "7->3\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7->1\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "4->0\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4->6\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "5->6\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "5->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5->7\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -365,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -398,9 +398,21 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'community'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_22910/561067630.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mcommunity\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnetworkx\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtime\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"louvain_data/simulated_blockmodel_graph_{}_nodes\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'community'" + ] + } + ], "source": [ "import community\n", "import networkx as nx\n", @@ -431,10 +443,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "\n", @@ -448,34 +458,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded 5000 nodes.\n", - "5000 Took 2.809 Correct? True\n", - "Loaded 20000 nodes.\n", - "20000 Took 24.72 Correct? True\n", - "louvain_data/simulated_blockmodel_graph_5000_nodes took 1.9976747035980225\n", - "louvain_data/simulated_blockmodel_graph_20000_nodes took 10.215775966644287\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", @@ -511,7 +496,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -525,9 +510,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/PageRank.ipynb b/demo/PageRank.ipynb index 56c7157..e667dde 100644 --- a/demo/PageRank.ipynb +++ b/demo/PageRank.ipynb @@ -29,176 +29,176 @@ "\n", "\n", - "\n", "\n", "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "1->2\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "3->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "3->0\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "4->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4->3\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "4->5\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "5->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "6->1\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "6->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "7->1\n", - "\n", + "\n", "\n", "\n", "\n", "7->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "8->1\n", - "\n", + "\n", "\n", "\n", "\n", "8->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "9->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "10->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -231,176 +231,176 @@ "\n", "\n", - "\n", "\n", "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "1\n", - "\n", - "32.4\n", + "\n", + "32.4\n", "\n", "\n", "\n", "2\n", - "\n", - "28.9\n", + "\n", + "28.9\n", "\n", "\n", "\n", "1->2\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3.29\n", + "\n", + "3.29\n", "\n", "\n", "\n", "3->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "0\n", - "\n", - "2.76\n", + "\n", + "2.76\n", "\n", "\n", "\n", "3->0\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "6.82\n", + "\n", + "6.82\n", "\n", "\n", "\n", "4->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "4->3\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "3.29\n", + "\n", + "3.29\n", "\n", "\n", "\n", "4->5\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "5->1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "1.36\n", + "\n", + "1.36\n", "\n", "\n", "\n", "6->1\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", "6->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "1.36\n", + "\n", + "1.36\n", "\n", "\n", "\n", "7->1\n", - "\n", + "\n", "\n", "\n", "\n", "7->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "1.36\n", + "\n", + "1.36\n", "\n", "\n", "\n", "8->1\n", - "\n", + "\n", "\n", "\n", "\n", "8->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "1.36\n", + "\n", + "1.36\n", "\n", "\n", "\n", "9->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "1.36\n", + "\n", + "1.36\n", "\n", "\n", "\n", "10->4\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -458,7 +458,22 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "OSError", + "evalue": "[Errno 14] Bad address", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_21934/661247538.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpathlib\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'~/.ssgetpy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mwikipedia\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMatrix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mssget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Gleich/wikipedia-20070206'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbinary_cache_dir\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\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 4\u001b[0m \u001b[0mW\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwikipedia\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'wikipedia-20070206.mtx'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/pygraphblas/matrix.py\u001b[0m in \u001b[0;36mssget\u001b[0;34m(cls, name_or_id, binary_cache_dir)\u001b[0m\n\u001b[1;32m 558\u001b[0m \u001b[0mM\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_mm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmm_path\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 559\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbinary_cache_dir\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 560\u001b[0;31m \u001b[0mM\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_binfile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMbin\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 561\u001b[0m \u001b[0mM\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 562\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mM\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/pygraphblas/matrix.py\u001b[0m in \u001b[0;36mbinwrite\u001b[0;34m(self, filename, comments, opener)\u001b[0m\n\u001b[1;32m 869\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msuitesparse_graphblas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mio\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mbinary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 870\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 871\u001b[0;31m \u001b[0mbinary\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbinwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_matrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcomments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopener\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 872\u001b[0m \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 873\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/venv/lib/python3.8/site-packages/suitesparse_graphblas/io/binary.py\u001b[0m in \u001b[0;36mbinwrite\u001b[0;34m(A, filename, comments, opener)\u001b[0m\n\u001b[1;32m 298\u001b[0m \u001b[0mfwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbuff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mAb\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAb_size\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 299\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 300\u001b[0;31m \u001b[0mfwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbuff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mAx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAx_size\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\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 301\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 302\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mby_col\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mis_hyper\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mOSError\u001b[0m: [Errno 14] Bad address" + ] + } + ], "source": [ "from pathlib import Path\n", "c = Path('~/.ssgetpy')\n", @@ -468,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -479,20 +494,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.002556494902819395" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pr.reduce_float(FP32.max_monoid)" ] @@ -500,7 +504,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -514,9 +518,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/Sierpinski-Graph.ipynb b/demo/Sierpinski-Graph.ipynb index 7f062e2..aec6254 100644 --- a/demo/Sierpinski-Graph.ipynb +++ b/demo/Sierpinski-Graph.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -43,64 +43,64 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "0->0\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.40853587925449375\n", + "0.40853587925449375\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.5419720091045962\n", + "0.5419720091045962\n", "\n", "\n", "\n", "1->1\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "0.8620366164792732\n", + "0.8620366164792732\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": { "scrolled": true }, @@ -127,10 +127,10 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -150,17 +150,17 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -183,10 +183,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "scrolled": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -194,443 +192,443 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "0--9\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "0--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "0--15\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--5\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--9\n", - "\n", + "\n", "\n", "\n", "\n", "1--11\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--15\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--6\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--10\n", - "\n", + "\n", "\n", "\n", "\n", "2--11\n", - "\n", + "\n", "\n", "\n", "\n", "2--14\n", - "\n", + "\n", "\n", "\n", "\n", "2--15\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--11\n", - "\n", + "\n", "\n", "\n", "\n", "3--15\n", - "\n", + "\n", "\n", "\n", "\n", "4--5\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--7\n", - "\n", + "\n", "\n", "\n", "\n", "4--12\n", - "\n", + "\n", "\n", "\n", "\n", "4--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--14\n", - "\n", + "\n", "\n", "\n", "\n", "4--15\n", - "\n", + "\n", "\n", "\n", "\n", "5--7\n", - "\n", + "\n", "\n", "\n", "\n", "5--13\n", - "\n", + "\n", "\n", "\n", "\n", "5--15\n", - "\n", + "\n", "\n", "\n", "\n", "6--7\n", - "\n", + "\n", "\n", "\n", "\n", "6--14\n", - "\n", + "\n", "\n", "\n", "\n", "6--15\n", - "\n", + "\n", "\n", "\n", "\n", "7--15\n", - "\n", + "\n", "\n", "\n", "\n", "8--9\n", - "\n", + "\n", "\n", "\n", "\n", "8--10\n", - "\n", + "\n", "\n", "\n", "\n", "8--11\n", - "\n", + "\n", "\n", "\n", "\n", "8--12\n", - "\n", + "\n", "\n", "\n", "\n", "8--13\n", - "\n", + "\n", "\n", "\n", "\n", "8--14\n", - "\n", + "\n", "\n", "\n", "\n", "8--15\n", - "\n", + "\n", "\n", "\n", "\n", "9--11\n", - "\n", + "\n", "\n", "\n", "\n", "9--13\n", - "\n", + "\n", "\n", "\n", "\n", "9--15\n", - "\n", + "\n", "\n", "\n", "\n", "10--11\n", - "\n", + "\n", "\n", "\n", "\n", "10--14\n", - "\n", + "\n", "\n", "\n", "\n", "10--15\n", - "\n", + "\n", "\n", "\n", "\n", "11--15\n", - "\n", + "\n", "\n", "\n", "\n", "12--13\n", - "\n", + "\n", "\n", "\n", "\n", "12--14\n", - "\n", + "\n", "\n", "\n", "\n", "12--15\n", - "\n", + "\n", "\n", "\n", "\n", "13--15\n", - "\n", + "\n", "\n", "\n", "\n", "14--15\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -651,17 +649,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -674,19 +672,17 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -722,10 +718,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "scrolled": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { @@ -733,4521 +727,3666 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", - "\n", + "\n", + "\n", "\n", - "7\n", - "\n", - "7\n", + "23\n", + "\n", + "23\n", "\n", "\n", "\n", "247\n", - "\n", - "247\n", + "\n", + "247\n", "\n", - "\n", + "\n", "\n", - "7--247\n", - "\n", + "23--247\n", + "\n", "\n", "\n", - "\n", - "255\n", - "\n", - "255\n", - "\n", - "\n", - "\n", - "247--255\n", - "\n", - "\n", - "\n", "\n", - "10\n", - "\n", - "10\n", + "255\n", + "\n", + "255\n", "\n", - "\n", + "\n", "\n", - "10--255\n", - "\n", - "\n", - "\n", - "\n", - "11\n", - "\n", - "11\n", - "\n", - "\n", - "\n", - "11--255\n", - "\n", - "\n", - "\n", - "\n", - "14\n", - "\n", - "14\n", - "\n", - "\n", - "\n", - "14--255\n", - "\n", - "\n", - "\n", - "\n", - "15\n", - "\n", - "15\n", - "\n", - "\n", - "\n", - "15--255\n", - "\n", - "\n", - "\n", - "\n", - "63\n", - "\n", - "63\n", - "\n", - "\n", - "\n", - "15--63\n", - "\n", - "\n", - "\n", - "\n", - "127\n", - "\n", - "127\n", - "\n", - "\n", - "\n", - "15--127\n", - "\n", - "\n", - "\n", - "\n", - "191\n", - "\n", - "191\n", - "\n", - "\n", - "\n", - "15--191\n", - "\n", - "\n", - "\n", - "\n", - "239\n", - "\n", - "239\n", + "23--255\n", + "\n", "\n", - "\n", - "\n", - "15--239\n", - "\n", - "\n", - "\n", - "\n", - "63--255\n", - "\n", - "\n", - "\n", - "\n", - "63--127\n", - "\n", - "\n", - "\n", - "\n", - "63--191\n", - "\n", - "\n", - "\n", - "\n", - "127--255\n", - "\n", - "\n", - "\n", - "\n", - "191--255\n", - "\n", - "\n", - "\n", - "\n", - "239--255\n", - "\n", - "\n", - "\n", - "\n", - "23\n", - "\n", - "23\n", - "\n", - "\n", - "\n", - "23--247\n", - "\n", - "\n", - "\n", - "\n", - "215\n", - "\n", - "215\n", - "\n", - "\n", - "\n", - "23--215\n", - "\n", - "\n", - "\n", - "\n", - "215--247\n", - "\n", - "\n", - "\n", - "\n", - "215--255\n", - "\n", - "\n", - "\n", - "\n", - "223\n", - "\n", - "223\n", - "\n", - "\n", - "\n", - "215--223\n", - "\n", + "\n", + "\n", + "247--255\n", + "\n", "\n", "\n", - "\n", + "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", - "\n", + "\n", "26--255\n", - "\n", - "\n", - "\n", - "\n", - "26--223\n", - "\n", - "\n", - "\n", - "\n", - "223--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", - "\n", + "\n", "27--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "27--191\n", - "\n", + "\n", + "\n", + "29\n", + "\n", + "29\n", "\n", - "\n", - "\n", - "27--223\n", - "\n", + "\n", + "\n", + "29--255\n", + "\n", + "\n", + "\n", + "\n", + "253\n", + "\n", + "253\n", + "\n", + "\n", + "\n", + "29--253\n", + "\n", + "\n", + "\n", + "\n", + "253--255\n", + "\n", "\n", "\n", - "\n", + "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", - "\n", + "\n", "30--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "30--191\n", - "\n", + "\n", + "\n", + "223\n", + "\n", + "223\n", "\n", "\n", - "\n", + "\n", "30--223\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "223--255\n", + "\n", "\n", "\n", - "\n", + "\n", "31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", "\n", - "\n", + "\n", "31--255\n", - "\n", - "\n", - "\n", - "\n", - "31--63\n", - "\n", - "\n", - "\n", - "\n", - "31--127\n", - "\n", - "\n", - "\n", - "\n", - "31--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "31--223\n", - "\n", - "\n", - "\n", - "\n", - "95\n", - "\n", - "95\n", - "\n", - "\n", - "\n", - "31--95\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "159\n", - "\n", - "159\n", + "\n", + "159\n", "\n", "\n", - "\n", + "\n", "31--159\n", - "\n", - "\n", - "\n", - "\n", - "95--255\n", - "\n", - "\n", - "\n", - "\n", - "95--127\n", - "\n", - "\n", - "\n", - "\n", - "95--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "159--255\n", - "\n", - "\n", - "\n", - "\n", - "159--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "159--223\n", - "\n", - "\n", - "\n", - "\n", - "35\n", - "\n", - "35\n", - "\n", - "\n", - "\n", - "35--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "38\n", - "\n", - "38\n", + "\n", + "\n", + "191\n", + "\n", + "191\n", "\n", - "\n", - "\n", - "38--255\n", - "\n", + "\n", + "\n", + "159--191\n", + "\n", "\n", "\n", - "\n", + "\n", "39\n", - "\n", - "39\n", + "\n", + "39\n", "\n", "\n", - "\n", + "\n", "39--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "39--255\n", - "\n", - "\n", - "\n", - "\n", - "40\n", - "\n", - "40\n", - "\n", - "\n", - "\n", - "40--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "41\n", - "\n", - "41\n", + "\n", + "41\n", "\n", "\n", - "\n", + "\n", "41--255\n", - "\n", - "\n", - "\n", - "\n", - "253\n", - "\n", - "253\n", - "\n", - "\n", - "\n", - "41--253\n", - "\n", - "\n", - "\n", - "\n", - "253--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "42\n", - "\n", - "42\n", + "\n", + "42\n", "\n", "\n", - "\n", + "\n", "42--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "43\n", - "\n", - "43\n", + "\n", + "43\n", "\n", "\n", - "\n", + "\n", "43--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "43--63\n", - "\n", + "\n", + "\n", + "127\n", + "\n", + "127\n", "\n", "\n", - "\n", + "\n", "43--127\n", - "\n", - "\n", - "\n", - "\n", - "43--191\n", - "\n", - "\n", - "\n", - "\n", - "43--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "251\n", - "\n", - "251\n", + "\n", + "251\n", "\n", "\n", - "\n", + "\n", "43--251\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "127--255\n", + "\n", "\n", "\n", - "\n", + "\n", "251--255\n", - "\n", - "\n", - "\n", - "\n", - "44\n", - "\n", - "44\n", - "\n", - "\n", - "\n", - "44--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "45\n", - "\n", - "45\n", + "\n", + "45\n", "\n", "\n", - "\n", + "\n", "45--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "45--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "46\n", - "\n", - "46\n", + "\n", + "46\n", "\n", "\n", - "\n", + "\n", "46--255\n", - "\n", - "\n", - "\n", - "\n", - "46--63\n", - "\n", - "\n", - "\n", - "\n", - "46--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "46--191\n", - "\n", - "\n", - "\n", - "\n", - "254\n", - "\n", - "254\n", - "\n", - "\n", - "\n", - "46--254\n", - "\n", + "\n", "\n", - "\n", - "\n", - "254--255\n", - "\n", + "\n", + "\n", + "191--255\n", + "\n", "\n", "\n", - "\n", + "\n", "47\n", - "\n", - "47\n", + "\n", + "47\n", "\n", "\n", - "\n", + "\n", "47--255\n", - "\n", - "\n", - "\n", - "\n", - "47--63\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "47--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "47--191\n", - "\n", - "\n", - "\n", - "\n", - "47--239\n", - "\n", - "\n", - "\n", - "\n", - "111\n", - "\n", - "111\n", - "\n", - "\n", - "\n", - "47--111\n", - "\n", - "\n", - "\n", - "\n", - "111--255\n", - "\n", - "\n", - "\n", - "\n", - "111--127\n", - "\n", - "\n", - "\n", - "\n", - "111--239\n", - "\n", - "\n", - "\n", - "\n", - "50\n", - "\n", - "50\n", - "\n", - "\n", - "\n", - "50--255\n", - "\n", - "\n", - "\n", - "\n", - "51\n", - "\n", - "51\n", - "\n", - "\n", - "\n", - "51--255\n", - "\n", - "\n", - "\n", - "\n", - "51--191\n", - "\n", - "\n", - "\n", - "\n", - "51--251\n", - "\n", - "\n", - "\n", - "\n", - "52\n", - "\n", - "52\n", - "\n", - "\n", - "\n", - "52--247\n", - "\n", - "\n", - "\n", - "\n", - "52--255\n", - "\n", - "\n", - "\n", - "\n", - "53\n", - "\n", - "53\n", - "\n", - "\n", - "\n", - "53--247\n", - "\n", - "\n", - "\n", - "\n", - "53--255\n", - "\n", - "\n", - "\n", - "\n", - "54\n", - "\n", - "54\n", - "\n", - "\n", - "\n", - "54--247\n", - "\n", - "\n", - "\n", - "\n", - "54--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "183\n", - "\n", - "183\n", + "\n", + "\n", + "63\n", + "\n", + "63\n", "\n", - "\n", - "\n", - "54--183\n", - "\n", + "\n", + "\n", + "47--63\n", + "\n", "\n", - "\n", - "\n", - "183--247\n", - "\n", + "\n", + "\n", + "63--255\n", + "\n", "\n", - "\n", - "\n", - "183--255\n", - "\n", + "\n", + "\n", + "63--127\n", + "\n", "\n", - "\n", - "\n", - "183--191\n", - "\n", + "\n", + "\n", + "63--191\n", + "\n", "\n", "\n", - "\n", + "\n", "55\n", - "\n", - "55\n", - "\n", - "\n", - "\n", - "55--247\n", - "\n", + "\n", + "55\n", "\n", "\n", - "\n", + "\n", "55--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "55--127\n", + "\n", "\n", "\n", - "\n", + "\n", "55--191\n", - "\n", - "\n", - "\n", - "\n", - "55--183\n", - "\n", - "\n", - "\n", - "\n", - "119\n", - "\n", - "119\n", - "\n", - "\n", - "\n", - "55--119\n", - "\n", - "\n", - "\n", - "\n", - "119--247\n", - "\n", - "\n", - "\n", - "\n", - "119--255\n", - "\n", - "\n", - "\n", - "\n", - "119--127\n", - "\n", - "\n", - "\n", - "\n", - "56\n", - "\n", - "56\n", - "\n", - "\n", - "\n", - "56--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "57\n", - "\n", - "57\n", + "\n", + "57\n", "\n", "\n", - "\n", + "\n", "57--255\n", - "\n", - "\n", - "\n", - "\n", - "57--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "58\n", - "\n", - "58\n", + "\n", + "58\n", "\n", "\n", - "\n", + "\n", "58--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "58--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "58--191\n", - "\n", - "\n", - "\n", - "\n", - "58--251\n", - "\n", - "\n", - "\n", - "\n", - "58--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "59\n", - "\n", - "59\n", + "\n", + "59\n", "\n", "\n", - "\n", + "\n", "59--255\n", - "\n", - "\n", - "\n", - "\n", - "59--63\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "59--127\n", - "\n", - "\n", - "\n", - "\n", - "59--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "59--251\n", - "\n", - "\n", - "\n", - "\n", - "60\n", - "\n", - "60\n", - "\n", - "\n", - "\n", - "60--255\n", - "\n", - "\n", - "\n", - "\n", - "60--191\n", - "\n", + "\n", "\n", - "\n", - "\n", - "60--253\n", - "\n", + "\n", + "\n", + "59--191\n", + "\n", "\n", - "\n", - "\n", - "60--254\n", - "\n", + "\n", + "\n", + "59--63\n", + "\n", "\n", "\n", - "\n", + "\n", "61\n", - "\n", - "61\n", + "\n", + "61\n", "\n", "\n", - "\n", + "\n", "61--255\n", - "\n", - "\n", - "\n", - "\n", - "61--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "61--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "61--127\n", + "\n", + "\n", + "\n", + "\n", + "61--191\n", + "\n", "\n", "\n", - "\n", + "\n", "125\n", - "\n", - "125\n", + "\n", + "125\n", "\n", "\n", - "\n", + "\n", "61--125\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "189\n", - "\n", - "189\n", + "\n", + "189\n", "\n", "\n", - "\n", + "\n", "61--189\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "125--255\n", - "\n", - "\n", - "\n", - "\n", - "125--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "125--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "125--127\n", + "\n", "\n", "\n", - "\n", + "\n", "189--255\n", - "\n", - "\n", - "\n", - "\n", - "189--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "189--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "189--191\n", + "\n", "\n", "\n", - "\n", + "\n", "62\n", - "\n", - "62\n", + "\n", + "62\n", "\n", "\n", - "\n", + "\n", "62--255\n", - "\n", - "\n", - "\n", - "\n", - "62--63\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "62--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "62--191\n", - "\n", - "\n", - "\n", - "\n", - "62--254\n", - "\n", - "\n", - "\n", - "\n", - "126\n", - "\n", - "126\n", - "\n", - "\n", - "\n", - "62--126\n", - "\n", - "\n", - "\n", - "\n", - "190\n", - "\n", - "190\n", - "\n", - "\n", - "\n", - "62--190\n", - "\n", - "\n", - "\n", - "\n", - "126--255\n", - "\n", - "\n", - "\n", - "\n", - "126--127\n", - "\n", - "\n", - "\n", - "\n", - "126--254\n", - "\n", - "\n", - "\n", - "\n", - "190--255\n", - "\n", - "\n", - "\n", - "\n", - "190--191\n", - "\n", - "\n", - "\n", - "\n", - "190--254\n", - "\n", - "\n", - "\n", - "\n", - "67\n", - "\n", - "67\n", + "\n", "\n", - "\n", - "\n", - "67--255\n", - "\n", + "\n", + "\n", + "62--63\n", + "\n", "\n", "\n", - "\n", + "\n", "71\n", - "\n", - "71\n", - "\n", - "\n", - "\n", - "71--247\n", - "\n", + "\n", + "71\n", "\n", "\n", - "\n", + "\n", "71--255\n", - "\n", - "\n", - "\n", - "\n", - "71--119\n", - "\n", - "\n", - "\n", - "\n", - "74\n", - "\n", - "74\n", - "\n", - "\n", - "\n", - "74--255\n", - "\n", - "\n", - "\n", - "\n", - "74--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "75\n", - "\n", - "75\n", + "\n", + "75\n", "\n", "\n", - "\n", + "\n", "75--255\n", - "\n", - "\n", - "\n", - "\n", - "75--127\n", - "\n", - "\n", - "\n", - "\n", - "75--239\n", - "\n", - "\n", - "\n", - "\n", - "75--111\n", - "\n", - "\n", - "\n", - "\n", - "76\n", - "\n", - "76\n", - "\n", - "\n", - "\n", - "76--255\n", - "\n", - "\n", - "\n", - "\n", - "77\n", - "\n", - "77\n", - "\n", - "\n", - "\n", - "77--255\n", - "\n", - "\n", - "\n", - "\n", - "77--127\n", - "\n", - "\n", - "\n", - "\n", - "77--253\n", - "\n", - "\n", - "\n", - "\n", - "77--125\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "78\n", - "\n", - "78\n", + "\n", + "78\n", "\n", "\n", - "\n", + "\n", "78--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "78--127\n", - "\n", - "\n", - "\n", - "\n", - "78--239\n", - "\n", - "\n", - "\n", - "\n", - "78--111\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "79\n", - "\n", - "79\n", + "\n", + "79\n", "\n", "\n", - "\n", + "\n", "79--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "79--127\n", - "\n", - "\n", - "\n", - "\n", - "79--239\n", - "\n", - "\n", - "\n", - "\n", - "79--223\n", - "\n", - "\n", - "\n", - "\n", - "79--95\n", - "\n", - "\n", - "\n", - "\n", - "79--111\n", - "\n", - "\n", - "\n", - "\n", - "207\n", - "\n", - "207\n", - "\n", - "\n", - "\n", - "79--207\n", - "\n", - "\n", - "\n", - "\n", - "207--255\n", - "\n", - "\n", - "\n", - "\n", - "207--239\n", - "\n", - "\n", - "\n", - "\n", - "207--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "83\n", - "\n", - "83\n", + "\n", + "\n", + "86\n", + "\n", + "86\n", "\n", - "\n", - "\n", - "83--255\n", - "\n", + "\n", + "\n", + "86--247\n", + "\n", "\n", - "\n", - "\n", - "83--127\n", - "\n", + "\n", + "\n", + "86--255\n", + "\n", "\n", - "\n", - "\n", - "83--95\n", - "\n", + "\n", + "\n", + "86--127\n", + "\n", "\n", "\n", - "\n", + "\n", "87\n", - "\n", - "87\n", + "\n", + "87\n", "\n", "\n", - "\n", + "\n", "87--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "87--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "87--223\n", + "\n", "\n", "\n", - "\n", + "\n", "87--127\n", - "\n", + "\n", "\n", - "\n", - "\n", - "87--215\n", - "\n", + "\n", + "\n", + "95\n", + "\n", + "95\n", "\n", - "\n", - "\n", - "87--223\n", - "\n", + "\n", + "\n", + "87--95\n", + "\n", + "\n", + "\n", + "\n", + "119\n", + "\n", + "119\n", "\n", "\n", - "\n", + "\n", "87--119\n", - "\n", + "\n", "\n", - "\n", - "\n", - "89\n", - "\n", - "89\n", + "\n", + "\n", + "215\n", + "\n", + "215\n", "\n", - "\n", - "\n", - "89--127\n", - "\n", + "\n", + "\n", + "87--215\n", + "\n", "\n", - "\n", - "\n", - "89--253\n", - "\n", + "\n", + "\n", + "95--255\n", + "\n", "\n", - "\n", - "\n", - "90\n", - "\n", - "90\n", + "\n", + "\n", + "95--223\n", + "\n", "\n", - "\n", - "\n", - "90--255\n", - "\n", + "\n", + "\n", + "95--127\n", + "\n", "\n", - "\n", - "\n", - "90--127\n", - "\n", + "\n", + "\n", + "119--247\n", + "\n", "\n", - "\n", - "\n", - "90--223\n", - "\n", + "\n", + "\n", + "119--255\n", + "\n", "\n", - "\n", - "\n", - "90--95\n", - "\n", + "\n", + "\n", + "119--127\n", + "\n", "\n", - "\n", - "\n", - "91\n", - "\n", - "91\n", + "\n", + "\n", + "215--247\n", + "\n", "\n", - "\n", - "\n", - "91--255\n", - "\n", + "\n", + "\n", + "215--255\n", + "\n", "\n", - "\n", - "\n", - "91--127\n", - "\n", + "\n", + "\n", + "215--223\n", + "\n", + "\n", + "\n", + "\n", + "89\n", + "\n", + "89\n", + "\n", + "\n", + "\n", + "89--255\n", + "\n", + "\n", + "\n", + "\n", + "89--253\n", + "\n", + "\n", + "\n", + "\n", + "89--223\n", + "\n", + "\n", + "\n", + "\n", + "89--125\n", + "\n", + "\n", + "\n", + "\n", + "89--95\n", + "\n", + "\n", + "\n", + "\n", + "221\n", + "\n", + "221\n", + "\n", + "\n", + "\n", + "89--221\n", + "\n", + "\n", + "\n", + "\n", + "221--255\n", + "\n", + "\n", + "\n", + "\n", + "221--253\n", + "\n", + "\n", + "\n", + "\n", + "221--223\n", + "\n", + "\n", + "\n", + "\n", + "90\n", + "\n", + "90\n", + "\n", + "\n", + "\n", + "90--255\n", + "\n", + "\n", + "\n", + "\n", + "90--223\n", + "\n", + "\n", + "\n", + "\n", + "90--127\n", + "\n", + "\n", + "\n", + "\n", + "90--95\n", + "\n", + "\n", + "\n", + "\n", + "91\n", + "\n", + "91\n", + "\n", + "\n", + "\n", + "91--255\n", + "\n", "\n", "\n", - "\n", + "\n", "91--223\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "91--127\n", + "\n", + "\n", + "\n", + "\n", + "91--251\n", + "\n", "\n", "\n", - "\n", + "\n", "91--95\n", - "\n", + "\n", "\n", - "\n", - "\n", - "92\n", - "\n", - "92\n", + "\n", + "\n", + "123\n", + "\n", + "123\n", "\n", - "\n", - "\n", - "92--127\n", - "\n", + "\n", + "\n", + "91--123\n", + "\n", + "\n", + "\n", + "\n", + "219\n", + "\n", + "219\n", + "\n", + "\n", + "\n", + "91--219\n", + "\n", + "\n", + "\n", + "\n", + "123--255\n", + "\n", + "\n", + "\n", + "\n", + "123--127\n", + "\n", + "\n", + "\n", + "\n", + "123--251\n", + "\n", + "\n", + "\n", + "\n", + "219--255\n", + "\n", + "\n", + "\n", + "\n", + "219--223\n", + "\n", + "\n", + "\n", + "\n", + "219--251\n", + "\n", "\n", "\n", - "\n", + "\n", "93\n", - "\n", - "93\n", + "\n", + "93\n", "\n", "\n", - "\n", + "\n", "93--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "93--127\n", - "\n", + "\n", + "\n", + "93--253\n", + "\n", "\n", "\n", - "\n", + "\n", "93--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "93--253\n", - "\n", + "\n", + "\n", + "93--127\n", + "\n", "\n", "\n", - "\n", + "\n", "93--125\n", - "\n", + "\n", "\n", - "\n", - "\n", - "221\n", - "\n", - "221\n", + "\n", + "\n", + "93--95\n", + "\n", "\n", "\n", - "\n", + "\n", "93--221\n", - "\n", - "\n", - "\n", - "\n", - "221--255\n", - "\n", - "\n", - "\n", - "\n", - "221--223\n", - "\n", - "\n", - "\n", - "\n", - "221--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "94\n", - "\n", - "94\n", + "\n", + "94\n", "\n", "\n", - "\n", + "\n", "94--255\n", - "\n", - "\n", - "\n", - "\n", - "94--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "94--223\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "94--127\n", + "\n", "\n", "\n", - "\n", + "\n", "94--95\n", - "\n", + "\n", "\n", - "\n", - "\n", - "94--254\n", - "\n", + "\n", + "\n", + "126\n", + "\n", + "126\n", "\n", "\n", - "\n", + "\n", "94--126\n", - "\n", + "\n", "\n", - "\n", - "\n", - "98\n", - "\n", - "98\n", + "\n", + "\n", + "254\n", + "\n", + "254\n", "\n", - "\n", - "\n", - "98--127\n", - "\n", + "\n", + "\n", + "94--254\n", + "\n", "\n", - "\n", - "\n", - "99\n", - "\n", - "99\n", + "\n", + "\n", + "126--255\n", + "\n", "\n", - "\n", - "\n", - "99--255\n", - "\n", + "\n", + "\n", + "126--127\n", + "\n", "\n", - "\n", - "\n", - "99--127\n", - "\n", + "\n", + "\n", + "126--254\n", + "\n", + "\n", + "\n", + "\n", + "254--255\n", + "\n", + "\n", + "\n", + "\n", + "101\n", + "\n", + "101\n", + "\n", + "\n", + "\n", + "101--255\n", + "\n", + "\n", + "\n", + "\n", + "101--127\n", + "\n", "\n", "\n", - "\n", + "\n", "102\n", - "\n", - "102\n", + "\n", + "102\n", "\n", "\n", - "\n", + "\n", "102--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "102--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "102--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "102--119\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "239\n", + "\n", + "239\n", + "\n", + "\n", + "\n", + "102--239\n", + "\n", + "\n", + "\n", + "\n", + "239--255\n", + "\n", "\n", "\n", - "\n", + "\n", "103\n", - "\n", - "103\n", + "\n", + "103\n", "\n", "\n", - "\n", + "\n", "103--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "103--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "103--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "103--119\n", - "\n", - "\n", - "\n", - "\n", - "104\n", - "\n", - "104\n", + "\n", "\n", - "\n", - "\n", - "104--255\n", - "\n", + "\n", + "\n", + "103--239\n", + "\n", "\n", - "\n", - "\n", - "104--127\n", - "\n", + "\n", + "\n", + "111\n", + "\n", + "111\n", "\n", - "\n", - "\n", - "105\n", - "\n", - "105\n", + "\n", + "\n", + "103--111\n", + "\n", "\n", - "\n", - "\n", - "105--255\n", - "\n", + "\n", + "\n", + "231\n", + "\n", + "231\n", "\n", - "\n", - "\n", - "105--127\n", - "\n", + "\n", + "\n", + "103--231\n", + "\n", "\n", - "\n", - "\n", + "\n", + "\n", + "111--255\n", + "\n", + "\n", + "\n", + "\n", + "111--127\n", + "\n", + "\n", + "\n", + "\n", + "111--239\n", + "\n", + "\n", + "\n", + "\n", + "231--247\n", + "\n", + "\n", + "\n", + "\n", + "231--255\n", + "\n", + "\n", + "\n", + "\n", + "231--239\n", + "\n", + "\n", + "\n", + "\n", + "105\n", + "\n", + "105\n", + "\n", + "\n", + "\n", + "105--255\n", + "\n", + "\n", + "\n", + "\n", "105--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "105--127\n", + "\n", "\n", "\n", - "\n", + "\n", "105--125\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "105--239\n", + "\n", + "\n", + "\n", + "\n", + "237\n", + "\n", + "237\n", + "\n", + "\n", + "\n", + "105--237\n", + "\n", + "\n", + "\n", + "\n", + "237--255\n", + "\n", + "\n", + "\n", + "\n", + "237--253\n", + "\n", + "\n", + "\n", + "\n", + "237--239\n", + "\n", "\n", "\n", - "\n", + "\n", "106\n", - "\n", - "106\n", + "\n", + "106\n", "\n", "\n", - "\n", + "\n", "106--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "106--127\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "106--254\n", + "\n", "\n", "\n", - "\n", + "\n", "106--239\n", - "\n", - "\n", - "\n", - "\n", - "123\n", - "\n", - "123\n", - "\n", - "\n", - "\n", - "106--123\n", - "\n", - "\n", - "\n", - "\n", - "123--255\n", - "\n", - "\n", - "\n", - "\n", - "123--127\n", - "\n", + "\n", "\n", - "\n", - "\n", - "123--251\n", - "\n", + "\n", + "\n", + "106--111\n", + "\n", "\n", "\n", - "\n", + "\n", "107\n", - "\n", - "107\n", + "\n", + "107\n", "\n", "\n", - "\n", + "\n", "107--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "107--127\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "107--251\n", + "\n", + "\n", + "\n", + "\n", + "107--123\n", + "\n", "\n", "\n", - "\n", + "\n", "107--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "107--111\n", - "\n", - "\n", - "\n", - "\n", - "107--123\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "108\n", - "\n", - "108\n", + "\n", + "108\n", "\n", "\n", - "\n", + "\n", "108--255\n", - "\n", - "\n", - "\n", - "\n", - "108--127\n", - "\n", - "\n", - "\n", - "\n", - "108--126\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "109\n", - "\n", - "109\n", + "\n", + "109\n", "\n", "\n", - "\n", + "\n", "109--255\n", - "\n", - "\n", - "\n", - "\n", - "109--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "109--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "109--127\n", + "\n", "\n", "\n", - "\n", + "\n", "109--125\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "109--239\n", + "\n", + "\n", + "\n", + "\n", + "109--237\n", + "\n", "\n", "\n", - "\n", + "\n", "110\n", - "\n", - "110\n", + "\n", + "110\n", "\n", "\n", - "\n", + "\n", "110--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "110--127\n", - "\n", + "\n", "\n", - "\n", - "\n", - "110--239\n", - "\n", + "\n", + "\n", + "110--126\n", + "\n", "\n", "\n", - "\n", + "\n", "110--254\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "110--239\n", + "\n", "\n", "\n", - "\n", + "\n", "110--111\n", - "\n", + "\n", "\n", - "\n", - "\n", - "110--126\n", - "\n", + "\n", + "\n", + "238\n", + "\n", + "238\n", + "\n", + "\n", + "\n", + "110--238\n", + "\n", + "\n", + "\n", + "\n", + "238--255\n", + "\n", + "\n", + "\n", + "\n", + "238--254\n", + "\n", + "\n", + "\n", + "\n", + "238--239\n", + "\n", "\n", "\n", - "\n", + "\n", "113\n", - "\n", - "113\n", + "\n", + "113\n", "\n", - "\n", - "\n", - "113--127\n", - "\n", + "\n", + "\n", + "113--255\n", + "\n", + "\n", + "\n", + "\n", + "113--253\n", + "\n", "\n", "\n", - "\n", + "\n", "114\n", - "\n", - "114\n", + "\n", + "114\n", + "\n", + "\n", + "\n", + "114--247\n", + "\n", "\n", "\n", - "\n", + "\n", "114--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "114--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "115\n", - "\n", - "115\n", + "\n", + "115\n", "\n", "\n", - "\n", + "\n", "115--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "115--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "115--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "115--251\n", - "\n", - "\n", - "\n", - "\n", - "115--119\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "115--123\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "243\n", + "\n", + "243\n", + "\n", + "\n", + "\n", + "115--243\n", + "\n", + "\n", + "\n", + "\n", + "243--247\n", + "\n", + "\n", + "\n", + "\n", + "243--255\n", + "\n", + "\n", + "\n", + "\n", + "243--251\n", + "\n", "\n", "\n", - "\n", + "\n", "116\n", - "\n", - "116\n", + "\n", + "116\n", + "\n", + "\n", + "\n", + "116--247\n", + "\n", "\n", "\n", - "\n", + "\n", "116--255\n", - "\n", - "\n", - "\n", - "\n", - "116--127\n", - "\n", - "\n", - "\n", - "\n", - "116--119\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "117\n", - "\n", - "117\n", + "\n", + "117\n", "\n", "\n", - "\n", + "\n", "117--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "117--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "117--253\n", + "\n", "\n", "\n", - "\n", + "\n", "117--127\n", - "\n", - "\n", - "\n", - "\n", - "117--119\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "117--125\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "117--119\n", + "\n", "\n", "\n", - "\n", + "\n", "245\n", - "\n", - "245\n", + "\n", + "245\n", "\n", "\n", - "\n", + "\n", "117--245\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "245--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "245--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "245--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "118\n", - "\n", - "118\n", + "\n", + "118\n", "\n", "\n", - "\n", + "\n", "118--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "118--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "118--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "118--119\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "118--126\n", + "\n", + "\n", + "\n", + "\n", + "118--254\n", + "\n", + "\n", + "\n", + "\n", + "246\n", + "\n", + "246\n", + "\n", + "\n", + "\n", + "118--246\n", + "\n", + "\n", + "\n", + "\n", + "246--247\n", + "\n", + "\n", + "\n", + "\n", + "246--255\n", + "\n", + "\n", + "\n", + "\n", + "246--254\n", + "\n", "\n", "\n", - "\n", + "\n", "120\n", - "\n", - "120\n", + "\n", + "120\n", "\n", "\n", - "\n", + "\n", "120--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "120--127\n", - "\n", - "\n", - "\n", - "\n", - "120--126\n", - "\n", + "\n", + "\n", + "120--254\n", + "\n", "\n", "\n", - "\n", + "\n", "121\n", - "\n", - "121\n", + "\n", + "121\n", "\n", "\n", - "\n", + "\n", "121--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "121--253\n", + "\n", "\n", "\n", - "\n", + "\n", "121--127\n", - "\n", + "\n", "\n", - "\n", - "\n", - "121--253\n", - "\n", + "\n", + "\n", + "121--251\n", + "\n", "\n", "\n", - "\n", + "\n", "121--125\n", - "\n", + "\n", "\n", - "\n", - "\n", - "121--123\n", - "\n", + "\n", + "\n", + "249\n", + "\n", + "249\n", + "\n", + "\n", + "\n", + "121--249\n", + "\n", + "\n", + "\n", + "\n", + "249--255\n", + "\n", + "\n", + "\n", + "\n", + "249--253\n", + "\n", + "\n", + "\n", + "\n", + "249--251\n", + "\n", "\n", "\n", - "\n", + "\n", "122\n", - "\n", - "122\n", + "\n", + "122\n", "\n", "\n", - "\n", + "\n", "122--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "122--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "122--251\n", - "\n", + "\n", "\n", - "\n", - "\n", - "122--254\n", - "\n", + "\n", + "\n", + "122--123\n", + "\n", "\n", "\n", - "\n", + "\n", "122--126\n", - "\n", + "\n", "\n", - "\n", - "\n", - "122--123\n", - "\n", + "\n", + "\n", + "122--254\n", + "\n", "\n", "\n", - "\n", + "\n", "124\n", - "\n", - "124\n", + "\n", + "124\n", "\n", "\n", - "\n", + "\n", "124--255\n", - "\n", - "\n", - "\n", - "\n", - "124--127\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "124--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "124--127\n", + "\n", "\n", "\n", - "\n", + "\n", "124--254\n", - "\n", - "\n", - "\n", - "\n", - "124--125\n", - "\n", - "\n", - "\n", - "\n", - "124--126\n", - "\n", - "\n", - "\n", - "\n", - "252\n", - "\n", - "252\n", - "\n", - "\n", - "\n", - "124--252\n", - "\n", - "\n", - "\n", - "\n", - "252--255\n", - "\n", - "\n", - "\n", - "\n", - "252--253\n", - "\n", - "\n", - "\n", - "\n", - "252--254\n", - "\n", - "\n", - "\n", - "\n", - "131\n", - "\n", - "131\n", - "\n", - "\n", - "\n", - "131--255\n", - "\n", - "\n", - "\n", - "\n", - "134\n", - "\n", - "134\n", - "\n", - "\n", - "\n", - "134--247\n", - "\n", - "\n", - "\n", - "\n", - "134--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "135\n", - "\n", - "135\n", + "\n", + "135\n", "\n", "\n", - "\n", + "\n", "135--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "135--255\n", - "\n", - "\n", - "\n", - "\n", - "137\n", - "\n", - "137\n", + "\n", "\n", - "\n", - "\n", - "137--255\n", - "\n", + "\n", + "\n", + "135--239\n", + "\n", "\n", "\n", - "\n", + "\n", "138\n", - "\n", - "138\n", + "\n", + "138\n", "\n", "\n", - "\n", + "\n", "138--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "139\n", - "\n", - "139\n", - "\n", - "\n", - "\n", - "139--255\n", - "\n", - "\n", - "\n", - "\n", - "139--191\n", - "\n", + "\n", + "139\n", "\n", "\n", - "\n", + "\n", "139--239\n", - "\n", - "\n", - "\n", - "\n", - "139--223\n", - "\n", - "\n", - "\n", - "\n", - "139--251\n", - "\n", - "\n", - "\n", - "\n", - "139--207\n", - "\n", - "\n", - "\n", - "\n", - "140\n", - "\n", - "140\n", - "\n", - "\n", - "\n", - "140--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "141\n", - "\n", - "141\n", + "\n", + "141\n", "\n", "\n", - "\n", + "\n", "141--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "141--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "141--237\n", + "\n", "\n", "\n", - "\n", + "\n", "142\n", - "\n", - "142\n", + "\n", + "142\n", "\n", "\n", - "\n", + "\n", "142--255\n", - "\n", - "\n", - "\n", - "\n", - "142--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "142--239\n", - "\n", - "\n", - "\n", - "\n", - "142--223\n", - "\n", - "\n", - "\n", - "\n", - "142--254\n", - "\n", - "\n", - "\n", - "\n", - "142--207\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "143\n", - "\n", - "143\n", + "\n", + "143\n", "\n", "\n", - "\n", + "\n", "143--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "143--191\n", - "\n", + "\n", + "\n", + "143--223\n", + "\n", "\n", "\n", - "\n", + "\n", "143--239\n", - "\n", - "\n", - "\n", - "\n", - "143--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "143--159\n", - "\n", + "\n", + "\n", + "207\n", + "\n", + "207\n", "\n", "\n", - "\n", + "\n", "143--207\n", - "\n", - "\n", - "\n", - "\n", - "175\n", - "\n", - "175\n", - "\n", - "\n", - "\n", - "143--175\n", - "\n", + "\n", "\n", - "\n", - "\n", - "175--255\n", - "\n", + "\n", + "\n", + "207--255\n", + "\n", "\n", - "\n", - "\n", - "175--191\n", - "\n", + "\n", + "\n", + "207--223\n", + "\n", "\n", - "\n", - "\n", - "175--239\n", - "\n", + "\n", + "\n", + "207--239\n", + "\n", "\n", "\n", - "\n", + "\n", "146\n", - "\n", - "146\n", + "\n", + "146\n", "\n", - "\n", - "\n", - "146--223\n", - "\n", + "\n", + "\n", + "146--255\n", + "\n", "\n", "\n", - "\n", + "\n", "147\n", - "\n", - "147\n", + "\n", + "147\n", "\n", "\n", - "\n", + "\n", "147--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "147--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "149\n", - "\n", - "149\n", + "\n", + "149\n", "\n", "\n", - "\n", + "\n", "149--247\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "149--255\n", + "\n", + "\n", + "\n", + "\n", + "149--223\n", + "\n", + "\n", + "\n", + "\n", + "149--215\n", + "\n", + "\n", + "\n", + "\n", + "149--221\n", + "\n", + "\n", + "\n", + "\n", + "149--245\n", + "\n", "\n", "\n", - "\n", + "\n", "150\n", - "\n", - "150\n", + "\n", + "150\n", "\n", "\n", - "\n", + "\n", "150--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "150--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "150--223\n", + "\n", "\n", "\n", - "\n", + "\n", "150--215\n", - "\n", + "\n", "\n", - "\n", - "\n", - "150--223\n", - "\n", + "\n", + "\n", + "150--254\n", + "\n", + "\n", + "\n", + "\n", + "222\n", + "\n", + "222\n", + "\n", + "\n", + "\n", + "150--222\n", + "\n", + "\n", + "\n", + "\n", + "222--255\n", + "\n", + "\n", + "\n", + "\n", + "222--223\n", + "\n", + "\n", + "\n", + "\n", + "222--254\n", + "\n", "\n", "\n", - "\n", + "\n", "151\n", - "\n", - "151\n", + "\n", + "151\n", "\n", "\n", - "\n", + "\n", "151--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "151--255\n", - "\n", - "\n", - "\n", - "\n", - "151--191\n", - "\n", - "\n", - "\n", - "\n", - "151--215\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "151--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "151--183\n", - "\n", + "\n", + "\n", + "151--159\n", + "\n", "\n", - "\n", - "\n", - "152\n", - "\n", - "152\n", + "\n", + "\n", + "151--191\n", + "\n", "\n", - "\n", - "\n", - "152--223\n", - "\n", + "\n", + "\n", + "151--215\n", + "\n", "\n", "\n", - "\n", + "\n", "153\n", - "\n", - "153\n", + "\n", + "153\n", "\n", "\n", - "\n", + "\n", "153--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "153--253\n", + "\n", "\n", "\n", - "\n", + "\n", "153--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "153--253\n", - "\n", + "\n", + "\n", + "153--251\n", + "\n", "\n", "\n", - "\n", + "\n", "153--221\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "153--249\n", + "\n", "\n", "\n", - "\n", + "\n", "154\n", - "\n", - "154\n", + "\n", + "154\n", "\n", "\n", - "\n", + "\n", "154--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "154--223\n", + "\n", + "\n", + "\n", + "\n", + "154--159\n", + "\n", + "\n", + "\n", + "\n", + "154--251\n", + "\n", "\n", "\n", - "\n", + "\n", "154--191\n", - "\n", + "\n", "\n", - "\n", - "\n", - "154--223\n", - "\n", + "\n", + "\n", + "154--219\n", + "\n", + "\n", + "\n", + "\n", + "154--254\n", + "\n", + "\n", + "\n", + "\n", + "154--222\n", + "\n", "\n", "\n", - "\n", + "\n", "155\n", - "\n", - "155\n", + "\n", + "155\n", "\n", "\n", - "\n", + "\n", "155--255\n", - "\n", - "\n", - "\n", - "\n", - "155--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "155--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "155--159\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "155--251\n", - "\n", + "\n", "\n", - "\n", - "\n", - "219\n", - "\n", - "219\n", + "\n", + "\n", + "155--191\n", + "\n", "\n", "\n", - "\n", + "\n", "155--219\n", - "\n", - "\n", - "\n", - "\n", - "219--255\n", - "\n", - "\n", - "\n", - "\n", - "219--223\n", - "\n", - "\n", - "\n", - "\n", - "219--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "156\n", - "\n", - "156\n", + "\n", + "156\n", "\n", "\n", - "\n", + "\n", "156--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "156--223\n", - "\n", - "\n", - "\n", - "\n", - "222\n", - "\n", - "222\n", - "\n", - "\n", - "\n", - "156--222\n", - "\n", - "\n", - "\n", - "\n", - "222--255\n", - "\n", - "\n", - "\n", - "\n", - "222--223\n", - "\n", - "\n", - "\n", - "\n", - "222--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "157\n", - "\n", - "157\n", + "\n", + "157\n", "\n", "\n", - "\n", + "\n", "157--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "157--253\n", + "\n", "\n", "\n", - "\n", + "\n", "157--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "157--253\n", - "\n", + "\n", + "\n", + "157--159\n", + "\n", + "\n", + "\n", + "\n", + "157--191\n", + "\n", + "\n", + "\n", + "\n", + "157--189\n", + "\n", "\n", "\n", - "\n", + "\n", "157--221\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "158\n", - "\n", - "158\n", + "\n", + "158\n", "\n", "\n", - "\n", + "\n", "158--255\n", - "\n", - "\n", - "\n", - "\n", - "158--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "158--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "158--159\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "158--191\n", + "\n", "\n", "\n", - "\n", + "\n", "158--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "158--222\n", - "\n", - "\n", - "\n", - "\n", - "160\n", - "\n", - "160\n", - "\n", - "\n", - "\n", - "160--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "161\n", - "\n", - "161\n", + "\n", + "161\n", "\n", "\n", - "\n", + "\n", "161--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "162\n", - "\n", - "162\n", + "\n", + "162\n", "\n", "\n", - "\n", + "\n", "162--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "163\n", - "\n", - "163\n", - "\n", - "\n", - "\n", - "163--247\n", - "\n", + "\n", + "163\n", "\n", "\n", - "\n", + "\n", "163--255\n", - "\n", - "\n", - "\n", - "\n", - "163--191\n", - "\n", - "\n", - "\n", - "\n", - "163--239\n", - "\n", - "\n", - "\n", - "\n", - "163--251\n", - "\n", - "\n", - "\n", - "\n", - "243\n", - "\n", - "243\n", - "\n", - "\n", - "\n", - "163--243\n", - "\n", - "\n", - "\n", - "\n", - "243--247\n", - "\n", - "\n", - "\n", - "\n", - "243--255\n", - "\n", - "\n", - "\n", - "\n", - "243--251\n", - "\n", - "\n", - "\n", - "\n", - "164\n", - "\n", - "164\n", - "\n", - "\n", - "\n", - "164--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "165\n", - "\n", - "165\n", + "\n", + "165\n", "\n", "\n", - "\n", + "\n", "165--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "165--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "165--253\n", + "\n", "\n", "\n", - "\n", + "\n", "165--245\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "166\n", - "\n", - "166\n", + "\n", + "166\n", "\n", "\n", - "\n", + "\n", "166--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "166--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "166--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "166--254\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "166--246\n", + "\n", + "\n", + "\n", + "\n", + "183\n", + "\n", + "183\n", "\n", "\n", - "\n", + "\n", "166--183\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "183--247\n", + "\n", + "\n", + "\n", + "\n", + "183--255\n", + "\n", + "\n", + "\n", + "\n", + "183--191\n", + "\n", "\n", "\n", - "\n", + "\n", "167\n", - "\n", - "167\n", + "\n", + "167\n", "\n", "\n", - "\n", + "\n", "167--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "167--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "167--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "167--239\n", - "\n", - "\n", - "\n", - "\n", - "167--183\n", - "\n", - "\n", - "\n", - "\n", - "231\n", - "\n", - "231\n", + "\n", "\n", "\n", - "\n", + "\n", "167--231\n", - "\n", - "\n", - "\n", - "\n", - "231--247\n", - "\n", - "\n", - "\n", - "\n", - "231--255\n", - "\n", - "\n", - "\n", - "\n", - "231--239\n", - "\n", - "\n", - "\n", - "\n", - "168\n", - "\n", - "168\n", - "\n", - "\n", - "\n", - "168--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "168--254\n", - "\n", + "\n", + "\n", + "167--183\n", + "\n", "\n", "\n", - "\n", + "\n", "169\n", - "\n", - "169\n", + "\n", + "169\n", "\n", "\n", - "\n", + "\n", "169--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "169--253\n", + "\n", "\n", "\n", - "\n", + "\n", "169--191\n", - "\n", + "\n", "\n", - "\n", - "\n", - "169--253\n", - "\n", + "\n", + "\n", + "169--189\n", + "\n", "\n", - "\n", - "\n", - "169--251\n", - "\n", + "\n", + "\n", + "169--239\n", + "\n", + "\n", + "\n", + "\n", + "169--249\n", + "\n", "\n", "\n", - "\n", + "\n", "170\n", - "\n", - "170\n", + "\n", + "170\n", "\n", "\n", - "\n", + "\n", "170--255\n", - "\n", - "\n", - "\n", - "\n", - "170--191\n", - "\n", - "\n", - "\n", - "\n", - "170--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "170--251\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "170--191\n", + "\n", "\n", "\n", - "\n", + "\n", "170--254\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "170--239\n", + "\n", "\n", "\n", - "\n", + "\n", "171\n", - "\n", - "171\n", + "\n", + "171\n", "\n", "\n", - "\n", + "\n", "171--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "171--251\n", + "\n", "\n", "\n", - "\n", + "\n", "171--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "171--239\n", - "\n", + "\n", "\n", - "\n", - "\n", - "171--251\n", - "\n", + "\n", + "\n", + "187\n", + "\n", + "187\n", + "\n", + "\n", + "\n", + "171--187\n", + "\n", + "\n", + "\n", + "\n", + "235\n", + "\n", + "235\n", + "\n", + "\n", + "\n", + "171--235\n", + "\n", + "\n", + "\n", + "\n", + "187--255\n", + "\n", + "\n", + "\n", + "\n", + "187--251\n", + "\n", "\n", - "\n", + "\n", "\n", - "171--175\n", - "\n", + "187--191\n", + "\n", + "\n", + "\n", + "\n", + "235--255\n", + "\n", + "\n", + "\n", + "\n", + "235--251\n", + "\n", + "\n", + "\n", + "\n", + "235--239\n", + "\n", "\n", "\n", - "\n", + "\n", "172\n", - "\n", - "172\n", + "\n", + "172\n", "\n", "\n", - "\n", + "\n", "172--255\n", - "\n", - "\n", - "\n", - "\n", - "172--191\n", - "\n", - "\n", - "\n", - "\n", - "172--253\n", - "\n", - "\n", - "\n", - "\n", - "172--254\n", - "\n", - "\n", - "\n", - "\n", - "172--252\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "173\n", - "\n", - "173\n", + "\n", + "173\n", "\n", "\n", - "\n", + "\n", "173--255\n", - "\n", - "\n", - "\n", - "\n", - "173--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "173--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "173--191\n", + "\n", "\n", "\n", - "\n", + "\n", "173--189\n", - "\n", + "\n", "\n", - "\n", - "\n", - "237\n", - "\n", - "237\n", + "\n", + "\n", + "173--239\n", + "\n", "\n", "\n", - "\n", + "\n", "173--237\n", - "\n", - "\n", - "\n", - "\n", - "237--255\n", - "\n", - "\n", - "\n", - "\n", - "237--239\n", - "\n", - "\n", - "\n", - "\n", - "237--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "174\n", - "\n", - "174\n", + "\n", + "174\n", "\n", "\n", - "\n", + "\n", "174--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "174--191\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "174--254\n", + "\n", "\n", "\n", - "\n", + "\n", "174--239\n", - "\n", + "\n", "\n", - "\n", - "\n", - "174--254\n", - "\n", + "\n", + "\n", + "174--238\n", + "\n", "\n", - "\n", - "\n", - "174--190\n", - "\n", + "\n", + "\n", + "175\n", + "\n", + "175\n", "\n", - "\n", - "\n", - "176\n", - "\n", - "176\n", + "\n", + "\n", + "175--255\n", + "\n", "\n", - "\n", - "\n", - "176--255\n", - "\n", + "\n", + "\n", + "175--191\n", + "\n", + "\n", + "\n", + "\n", + "175--239\n", + "\n", "\n", "\n", - "\n", + "\n", "177\n", - "\n", - "177\n", + "\n", + "177\n", "\n", "\n", - "\n", + "\n", "177--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "177--253\n", - "\n", - "\n", - "\n", - "\n", - "177--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "178\n", - "\n", - "178\n", - "\n", - "\n", - "\n", - "178--247\n", - "\n", + "\n", + "178\n", "\n", "\n", - "\n", + "\n", "178--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "178--251\n", - "\n", + "\n", + "\n", + "178--191\n", + "\n", "\n", "\n", - "\n", + "\n", "179\n", - "\n", - "179\n", + "\n", + "179\n", "\n", "\n", - "\n", + "\n", "179--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "179--255\n", - "\n", - "\n", - "\n", - "\n", - "179--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "179--251\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "179--191\n", + "\n", "\n", "\n", - "\n", + "\n", "179--243\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "180\n", - "\n", - "180\n", - "\n", - "\n", - "\n", - "180--247\n", - "\n", + "\n", + "180\n", "\n", "\n", - "\n", + "\n", "180--255\n", - "\n", - "\n", - "\n", - "\n", - "180--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "181\n", - "\n", - "181\n", + "\n", + "181\n", "\n", "\n", - "\n", + "\n", "181--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "181--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "181--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "181--191\n", + "\n", + "\n", + "\n", + "\n", + "181--189\n", + "\n", "\n", "\n", - "\n", + "\n", "181--245\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "181--183\n", + "\n", "\n", "\n", - "\n", + "\n", "182\n", - "\n", - "182\n", + "\n", + "182\n", "\n", "\n", - "\n", + "\n", "182--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "182--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "182--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "182--254\n", - "\n", - "\n", - "\n", - "\n", - "182--183\n", - "\n", - "\n", - "\n", - "\n", - "246\n", - "\n", - "246\n", + "\n", "\n", "\n", - "\n", + "\n", "182--246\n", - "\n", - "\n", - "\n", - "\n", - "246--247\n", - "\n", - "\n", - "\n", - "\n", - "246--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "246--254\n", - "\n", + "\n", + "\n", + "182--183\n", + "\n", "\n", "\n", - "\n", + "\n", "184\n", - "\n", - "184\n", + "\n", + "184\n", "\n", "\n", - "\n", + "\n", "184--255\n", - "\n", - "\n", - "\n", - "\n", - "184--253\n", - "\n", - "\n", - "\n", - "\n", - "184--251\n", - "\n", - "\n", - "\n", - "\n", - "184--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "185\n", - "\n", - "185\n", + "\n", + "185\n", "\n", "\n", - "\n", + "\n", "185--255\n", - "\n", - "\n", - "\n", - "\n", - "185--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "185--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "185--251\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "185--191\n", + "\n", "\n", "\n", - "\n", + "\n", "185--189\n", - "\n", - "\n", - "\n", - "\n", - "249\n", - "\n", - "249\n", + "\n", "\n", "\n", - "\n", + "\n", "185--249\n", - "\n", - "\n", - "\n", - "\n", - "249--255\n", - "\n", - "\n", - "\n", - "\n", - "249--253\n", - "\n", - "\n", - "\n", - "\n", - "249--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "186\n", - "\n", - "186\n", + "\n", + "186\n", "\n", "\n", - "\n", + "\n", "186--255\n", - "\n", - "\n", - "\n", - "\n", - "186--191\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "186--251\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "186--191\n", + "\n", "\n", "\n", - "\n", + "\n", "186--254\n", - "\n", + "\n", "\n", - "\n", - "\n", - "187\n", - "\n", - "187\n", + "\n", + "\n", + "186--187\n", + "\n", "\n", - "\n", - "\n", - "187--255\n", - "\n", + "\n", + "\n", + "190\n", + "\n", + "190\n", "\n", - "\n", - "\n", - "187--191\n", - "\n", + "\n", + "\n", + "186--190\n", + "\n", "\n", - "\n", - "\n", - "187--251\n", - "\n", + "\n", + "\n", + "190--255\n", + "\n", + "\n", + "\n", + "\n", + "190--191\n", + "\n", + "\n", + "\n", + "\n", + "190--254\n", + "\n", "\n", "\n", - "\n", + "\n", "188\n", - "\n", - "188\n", + "\n", + "188\n", "\n", "\n", - "\n", + "\n", "188--255\n", - "\n", - "\n", - "\n", - "\n", - "188--191\n", - "\n", - "\n", - "\n", - "\n", - "188--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "188--254\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "252\n", + "\n", + "252\n", "\n", "\n", - "\n", + "\n", "188--252\n", - "\n", - "\n", - "\n", - "\n", - "194\n", - "\n", - "194\n", - "\n", - "\n", - "\n", - "194--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "195\n", - "\n", - "195\n", - "\n", - "\n", - "\n", - "195--255\n", - "\n", - "\n", - "\n", - "\n", - "195--239\n", - "\n", - "\n", - "\n", - "\n", - "195--223\n", - "\n", - "\n", - "\n", - "\n", - "195--251\n", - "\n", - "\n", - "\n", - "\n", - "196\n", - "\n", - "196\n", - "\n", - "\n", - "\n", - "196--255\n", - "\n", - "\n", - "\n", - "\n", - "197\n", - "\n", - "197\n", - "\n", - "\n", - "\n", - "197--255\n", - "\n", - "\n", - "\n", - "\n", - "198\n", - "\n", - "198\n", + "\n", + "\n", + "252--255\n", + "\n", "\n", - "\n", - "\n", - "198--247\n", - "\n", + "\n", + "\n", + "252--253\n", + "\n", "\n", - "\n", - "\n", - "198--255\n", - "\n", + "\n", + "\n", + "252--254\n", + "\n", "\n", "\n", - "\n", + "\n", "199\n", - "\n", - "199\n", + "\n", + "199\n", "\n", "\n", - "\n", + "\n", "199--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "199--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "199--239\n", - "\n", - "\n", - "\n", - "\n", - "199--215\n", - "\n", - "\n", - "\n", - "\n", - "199--223\n", - "\n", - "\n", - "\n", - "\n", - "199--231\n", - "\n", - "\n", - "\n", - "\n", - "200\n", - "\n", - "200\n", - "\n", - "\n", - "\n", - "200--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "201\n", - "\n", - "201\n", + "\n", + "201\n", "\n", "\n", - "\n", + "\n", "201--255\n", - "\n", - "\n", - "\n", - "\n", - "201--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "201--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "202\n", - "\n", - "202\n", + "\n", + "202\n", "\n", "\n", - "\n", + "\n", "202--255\n", - "\n", - "\n", - "\n", - "\n", - "202--239\n", - "\n", - "\n", - "\n", - "\n", - "202--223\n", - "\n", - "\n", - "\n", - "\n", - "202--251\n", - "\n", - "\n", - "\n", - "\n", - "202--254\n", - "\n", - "\n", - "\n", - "\n", - "202--207\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "203\n", - "\n", - "203\n", + "\n", + "203\n", "\n", "\n", - "\n", + "\n", "203--255\n", - "\n", - "\n", - "\n", - "\n", - "203--239\n", - "\n", - "\n", - "\n", - "\n", - "203--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "203--251\n", - "\n", + "\n", "\n", - "\n", - "\n", - "203--207\n", - "\n", + "\n", + "\n", + "203--239\n", + "\n", "\n", - "\n", - "\n", - "204\n", - "\n", - "204\n", - "\n", - "\n", - "\n", - "204--255\n", - "\n", - "\n", - "\n", - "\n", - "204--254\n", - "\n", - "\n", - "\n", - "\n", - "205\n", - "\n", - "205\n", + "\n", + "\n", + "205\n", + "\n", + "205\n", "\n", "\n", - "\n", + "\n", "205--255\n", - "\n", - "\n", - "\n", - "\n", - "205--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "205--253\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "205--239\n", + "\n", "\n", "\n", - "\n", + "\n", "205--207\n", - "\n", - "\n", - "\n", - "\n", - "205--221\n", - "\n", - "\n", - "\n", - "\n", - "205--237\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "206\n", - "\n", - "206\n", + "\n", + "206\n", "\n", "\n", - "\n", + "\n", "206--255\n", - "\n", - "\n", - "\n", - "\n", - "206--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "206--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "206--254\n", - "\n", + "\n", + "\n", + "206--239\n", + "\n", "\n", "\n", - "\n", + "\n", "206--207\n", - "\n", - "\n", - "\n", - "\n", - "206--222\n", - "\n", - "\n", - "\n", - "\n", - "238\n", - "\n", - "238\n", - "\n", - "\n", - "\n", - "206--238\n", - "\n", - "\n", - "\n", - "\n", - "238--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "238--239\n", - "\n", + "\n", + "\n", + "209\n", + "\n", + "209\n", "\n", - "\n", - "\n", - "238--254\n", - "\n", + "\n", + "\n", + "209--255\n", + "\n", "\n", "\n", - "\n", + "\n", "210\n", - "\n", - "210\n", + "\n", + "210\n", "\n", "\n", - "\n", + "\n", "210--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "210--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "211\n", - "\n", - "211\n", + "\n", + "211\n", "\n", "\n", - "\n", + "\n", "211--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "211--255\n", - "\n", - "\n", - "\n", - "\n", - "211--215\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "211--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "211--251\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "211--215\n", + "\n", "\n", "\n", - "\n", + "\n", "211--219\n", - "\n", - "\n", - "\n", - "\n", - "212\n", - "\n", - "212\n", - "\n", - "\n", - "\n", - "212--255\n", - "\n", - "\n", - "\n", - "\n", - "212--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "213\n", - "\n", - "213\n", + "\n", + "213\n", "\n", "\n", - "\n", + "\n", "213--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "213--255\n", - "\n", + "\n", "\n", - "\n", - "\n", - "213--215\n", - "\n", + "\n", + "\n", + "213--253\n", + "\n", "\n", "\n", - "\n", + "\n", "213--223\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "213--215\n", + "\n", "\n", "\n", - "\n", + "\n", "213--221\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "213--245\n", + "\n", "\n", "\n", - "\n", + "\n", "214\n", - "\n", - "214\n", + "\n", + "214\n", "\n", "\n", - "\n", + "\n", "214--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "214--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "214--223\n", + "\n", "\n", "\n", - "\n", + "\n", "214--215\n", - "\n", + "\n", "\n", - "\n", - "\n", - "214--223\n", - "\n", + "\n", + "\n", + "214--254\n", + "\n", + "\n", + "\n", + "\n", + "214--246\n", + "\n", + "\n", + "\n", + "\n", + "214--222\n", + "\n", "\n", "\n", - "\n", + "\n", "216\n", - "\n", - "216\n", + "\n", + "216\n", "\n", "\n", - "\n", + "\n", "216--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "216--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "217\n", - "\n", - "217\n", + "\n", + "217\n", "\n", "\n", - "\n", + "\n", "217--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "217--253\n", + "\n", "\n", "\n", - "\n", + "\n", "217--223\n", - "\n", + "\n", "\n", - "\n", - "\n", - "217--253\n", - "\n", + "\n", + "\n", + "217--251\n", + "\n", "\n", "\n", - "\n", + "\n", "217--221\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "217--219\n", + "\n", + "\n", + "\n", + "\n", + "217--249\n", + "\n", "\n", "\n", - "\n", + "\n", "218\n", - "\n", - "218\n", + "\n", + "218\n", "\n", "\n", - "\n", + "\n", "218--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "218--223\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "218--251\n", - "\n", - "\n", - "\n", - "\n", - "218--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "218--219\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "218--254\n", + "\n", "\n", "\n", - "\n", + "\n", "218--222\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "220\n", - "\n", - "220\n", + "\n", + "220\n", "\n", "\n", - "\n", + "\n", "220--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "220--223\n", - "\n", - "\n", - "\n", - "\n", - "220--253\n", - "\n", - "\n", - "\n", - "\n", - "220--254\n", - "\n", - "\n", - "\n", - "\n", - "220--221\n", - "\n", - "\n", - "\n", - "\n", - "220--222\n", - "\n", - "\n", - "\n", - "\n", - "224\n", - "\n", - "224\n", - "\n", - "\n", - "\n", - "224--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "225\n", - "\n", - "225\n", + "\n", + "225\n", "\n", "\n", - "\n", + "\n", "225--255\n", - "\n", - "\n", - "\n", - "\n", - "225--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "226\n", - "\n", - "226\n", + "\n", + "226\n", "\n", "\n", - "\n", + "\n", "226--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "226--255\n", - "\n", - "\n", - "\n", - "\n", - "226--239\n", - "\n", - "\n", - "\n", - "\n", - "226--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "227\n", - "\n", - "227\n", + "\n", + "227\n", "\n", "\n", - "\n", + "\n", "227--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "227--255\n", - "\n", - "\n", - "\n", - "\n", - "227--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "227--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "227--243\n", - "\n", - "\n", - "\n", - "\n", - "227--231\n", - "\n", - "\n", - "\n", - "\n", - "235\n", - "\n", - "235\n", - "\n", - "\n", - "\n", - "227--235\n", - "\n", - "\n", - "\n", - "\n", - "235--255\n", - "\n", - "\n", - "\n", - "\n", - "235--239\n", - "\n", - "\n", - "\n", - "\n", - "235--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "228\n", - "\n", - "228\n", + "\n", + "228\n", "\n", "\n", - "\n", + "\n", "228--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "228--255\n", - "\n", - "\n", - "\n", - "\n", - "228--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "228--246\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "229\n", - "\n", - "229\n", + "\n", + "229\n", "\n", "\n", - "\n", + "\n", "229--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "229--255\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "229--253\n", + "\n", "\n", "\n", - "\n", + "\n", "229--239\n", - "\n", + "\n", "\n", - "\n", - "\n", - "229--253\n", - "\n", + "\n", + "\n", + "229--237\n", + "\n", "\n", "\n", - "\n", + "\n", "229--245\n", - "\n", - "\n", - "\n", - "\n", - "229--231\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "230\n", - "\n", - "230\n", + "\n", + "230\n", "\n", "\n", - "\n", + "\n", "230--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "230--255\n", - "\n", - "\n", - "\n", - "\n", - "230--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "230--254\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "230--239\n", + "\n", "\n", "\n", - "\n", + "\n", "230--231\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "230--238\n", + "\n", "\n", "\n", - "\n", + "\n", "230--246\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "232\n", - "\n", - "232\n", + "\n", + "232\n", "\n", "\n", - "\n", + "\n", "232--255\n", - "\n", - "\n", - "\n", - "\n", - "232--239\n", - "\n", - "\n", - "\n", - "\n", - "232--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "232--254\n", - "\n", - "\n", - "\n", - "\n", - "232--252\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "233\n", - "\n", - "233\n", + "\n", + "233\n", "\n", "\n", - "\n", + "\n", "233--255\n", - "\n", - "\n", - "\n", - "\n", - "233--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "233--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "233--251\n", - "\n", + "\n", "\n", - "\n", - "\n", + "\n", + "\n", + "233--239\n", + "\n", + "\n", + "\n", + "\n", "233--237\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "233--249\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "234\n", - "\n", - "234\n", + "\n", + "234\n", "\n", "\n", - "\n", + "\n", "234--255\n", - "\n", - "\n", - "\n", - "\n", - "234--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "234--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "234--254\n", - "\n", + "\n", "\n", - "\n", - "\n", - "234--238\n", - "\n", + "\n", + "\n", + "234--239\n", + "\n", "\n", "\n", - "\n", + "\n", "234--235\n", - "\n", - "\n", - "\n", - "\n", - "250\n", - "\n", - "250\n", - "\n", - "\n", - "\n", - "234--250\n", - "\n", - "\n", - "\n", - "\n", - "250--255\n", - "\n", - "\n", - "\n", - "\n", - "250--251\n", - "\n", - "\n", - "\n", - "\n", - "250--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "236\n", - "\n", - "236\n", + "\n", + "236\n", "\n", "\n", - "\n", + "\n", "236--255\n", - "\n", - "\n", - "\n", - "\n", - "236--239\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "236--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "236--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "236--252\n", - "\n", - "\n", - "\n", - "\n", - "236--237\n", - "\n", - "\n", - "\n", - "\n", - "240\n", - "\n", - "240\n", - "\n", - "\n", - "\n", - "240--247\n", - "\n", - "\n", - "\n", - "\n", - "240--255\n", - "\n", - "\n", - "\n", - "\n", - "240--251\n", - "\n", - "\n", - "\n", - "\n", - "240--254\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "241\n", - "\n", - "241\n", + "\n", + "241\n", "\n", "\n", - "\n", + "\n", "241--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "241--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "241--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "241--251\n", - "\n", - "\n", - "\n", - "\n", - "241--245\n", - "\n", - "\n", - "\n", - "\n", - "241--243\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "241--249\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "242\n", - "\n", - "242\n", + "\n", + "242\n", "\n", "\n", - "\n", + "\n", "242--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "242--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "242--251\n", - "\n", - "\n", - "\n", - "\n", - "242--254\n", - "\n", - "\n", - "\n", - "\n", - "242--243\n", - "\n", - "\n", - "\n", - "\n", - "242--250\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "244\n", - "\n", - "244\n", + "\n", + "244\n", "\n", "\n", - "\n", + "\n", "244--247\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "244--255\n", - "\n", - "\n", - "\n", - "\n", - "244--253\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "244--254\n", - "\n", - "\n", - "\n", - "\n", - "244--245\n", - "\n", - "\n", - "\n", - "\n", - "244--252\n", - "\n", - "\n", - "\n", - "\n", - "244--246\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "248\n", - "\n", - "248\n", + "\n", + "248\n", "\n", "\n", - "\n", + "\n", "248--255\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "248--253\n", - "\n", - "\n", - "\n", - "\n", - "248--251\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "248--254\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "250\n", + "\n", + "250\n", "\n", - "\n", - "\n", - "248--252\n", - "\n", + "\n", + "\n", + "250--255\n", + "\n", "\n", - "\n", - "\n", - "248--249\n", - "\n", + "\n", + "\n", + "250--251\n", + "\n", "\n", - "\n", - "\n", - "248--250\n", - "\n", + "\n", + "\n", + "250--254\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 30, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -5259,15 +4398,13 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -5287,17 +4424,17 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -5311,15 +4448,13 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -5334,10 +4469,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "scrolled": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { @@ -5345,1210 +4478,1150 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "0--18\n", - "\n", - "\n", - "\n", - "\n", - "20\n", - "\n", - "20\n", - "\n", - "\n", - "\n", - "0--20\n", - "\n", - "\n", - "\n", - "\n", - "24\n", - "\n", - "24\n", - "\n", - "\n", - "\n", - "0--24\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "54\n", - "\n", - "54\n", + "\n", + "54\n", "\n", "\n", - "\n", + "\n", "0--54\n", - "\n", - "\n", - "\n", - "\n", - "56\n", - "\n", - "56\n", - "\n", - "\n", - "\n", - "0--56\n", - "\n", - "\n", - "\n", - "\n", - "60\n", - "\n", - "60\n", - "\n", - "\n", - "\n", - "0--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "2--6\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "2--18\n", - "\n", - "\n", - "\n", - "\n", - "2--20\n", - "\n", - "\n", - "\n", - "\n", - "2--24\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "2--54\n", - "\n", - "\n", - "\n", - "\n", - "2--56\n", - "\n", - "\n", - "\n", - "\n", - "2--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", - "\n", + "\n", "2--8\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "20\n", + "\n", + "20\n", + "\n", + "\n", + "\n", + "2--20\n", + "\n", + "\n", + "\n", + "\n", + "24\n", + "\n", + "24\n", + "\n", + "\n", + "\n", + "2--24\n", + "\n", "\n", "\n", - "\n", + "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", - "\n", + "\n", "2--26\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "56\n", + "\n", + "56\n", + "\n", + "\n", + "\n", + "2--56\n", + "\n", + "\n", + "\n", + "\n", + "60\n", + "\n", + "60\n", + "\n", + "\n", + "\n", + "2--60\n", + "\n", "\n", "\n", "\n", "62\n", - "\n", - "62\n", + "\n", + "62\n", "\n", "\n", - "\n", + "\n", "2--62\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "6--18\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "6--54\n", + "\n", + "\n", + "\n", + "\n", + "6--8\n", + "\n", "\n", "\n", - "\n", + "\n", "6--20\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "6--24\n", - "\n", - "\n", - "\n", - "\n", - "6--54\n", - "\n", + "\n", "\n", - "\n", - "\n", - "6--56\n", - "\n", + "\n", + "\n", + "6--26\n", + "\n", "\n", "\n", - "\n", + "\n", "6--60\n", - "\n", - "\n", - "\n", - "\n", - "6--8\n", - "\n", - "\n", - "\n", - "\n", - "6--26\n", - "\n", + "\n", "\n", - "\n", - "\n", - "6--62\n", - "\n", + "\n", + "\n", + "18--54\n", + "\n", "\n", "\n", - "\n", + "\n", "18--20\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "18--24\n", - "\n", - "\n", - "\n", - "\n", - "18--54\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "18--56\n", - "\n", - "\n", - "\n", - "\n", - "18--60\n", - "\n", - "\n", - "\n", - "\n", - "78\n", - "\n", - "78\n", - "\n", - "\n", - "\n", - "18--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "72\n", - "\n", - "72\n", + "\n", + "72\n", "\n", "\n", - "\n", + "\n", "18--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "74\n", - "\n", - "74\n", + "\n", + "74\n", "\n", "\n", - "\n", + "\n", "18--74\n", - "\n", + "\n", "\n", - "\n", - "\n", - "20--24\n", - "\n", + "\n", + "\n", + "54--56\n", + "\n", + "\n", + "\n", + "\n", + "54--60\n", + "\n", + "\n", + "\n", + "\n", + "54--62\n", + "\n", + "\n", + "\n", + "\n", + "78\n", + "\n", + "78\n", + "\n", + "\n", + "\n", + "54--78\n", + "\n", + "\n", + "\n", + "\n", + "54--72\n", + "\n", + "\n", + "\n", + "\n", + "54--74\n", + "\n", + "\n", + "\n", + "\n", + "1\n", + "\n", + "1\n", + "\n", + "\n", + "\n", + "1--2\n", + "\n", + "\n", + "\n", + "\n", + "8--18\n", + "\n", + "\n", + "\n", + "\n", + "8--54\n", + "\n", + "\n", + "\n", + "\n", + "8--20\n", + "\n", + "\n", + "\n", + "\n", + "8--24\n", + "\n", + "\n", + "\n", + "\n", + "8--26\n", + "\n", + "\n", + "\n", + "\n", + "8--56\n", + "\n", + "\n", + "\n", + "\n", + "8--60\n", + "\n", + "\n", + "\n", + "\n", + "8--62\n", + "\n", + "\n", + "\n", + "\n", + "80\n", + "\n", + "80\n", + "\n", + "\n", + "\n", + "8--80\n", + "\n", "\n", "\n", - "\n", + "\n", "20--54\n", - "\n", + "\n", "\n", - "\n", - "\n", - "20--56\n", - "\n", + "\n", + "\n", + "20--24\n", + "\n", "\n", "\n", - "\n", + "\n", "20--26\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "20--56\n", + "\n", + "\n", + "\n", + "\n", + "20--60\n", + "\n", "\n", "\n", - "\n", + "\n", "20--62\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "20--80\n", + "\n", "\n", "\n", - "\n", + "\n", "20--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "20--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "20--74\n", - "\n", - "\n", - "\n", - "\n", - "80\n", - "\n", - "80\n", - "\n", - "\n", - "\n", - "20--80\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "24--54\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "24--26\n", + "\n", "\n", "\n", - "\n", + "\n", "24--56\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "24--60\n", - "\n", + "\n", "\n", - "\n", - "\n", - "24--26\n", - "\n", + "\n", + "\n", + "24--62\n", + "\n", + "\n", + "\n", + "\n", + "24--80\n", + "\n", "\n", "\n", - "\n", + "\n", "24--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "24--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "24--74\n", - "\n", + "\n", "\n", - "\n", - "\n", - "24--80\n", - "\n", + "\n", + "\n", + "26--54\n", + "\n", "\n", - "\n", - "\n", - "54--56\n", - "\n", + "\n", + "\n", + "26--56\n", + "\n", "\n", - "\n", - "\n", - "54--60\n", - "\n", + "\n", + "\n", + "26--60\n", + "\n", "\n", - "\n", - "\n", - "54--72\n", - "\n", + "\n", + "\n", + "26--62\n", + "\n", + "\n", + "\n", + "\n", + "26--80\n", + "\n", + "\n", + "\n", + "\n", + "26--78\n", + "\n", + "\n", + "\n", + "\n", + "26--72\n", + "\n", + "\n", + "\n", + "\n", + "26--74\n", + "\n", "\n", "\n", - "\n", + "\n", "56--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "56--62\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "56--80\n", + "\n", "\n", "\n", - "\n", + "\n", "56--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "56--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "56--74\n", - "\n", - "\n", - "\n", - "\n", - "56--80\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "60--62\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "60--80\n", + "\n", "\n", "\n", - "\n", + "\n", "60--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "60--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "60--74\n", - "\n", - "\n", - "\n", - "\n", - "1\n", - "\n", - "1\n", - "\n", - "\n", - "\n", - "1--2\n", - "\n", - "\n", - "\n", - "\n", - "1--20\n", - "\n", - "\n", - "\n", - "\n", - "8--18\n", - "\n", - "\n", - "\n", - "\n", - "8--20\n", - "\n", - "\n", - "\n", - "\n", - "8--24\n", - "\n", - "\n", - "\n", - "\n", - "8--54\n", - "\n", - "\n", - "\n", - "\n", - "8--56\n", - "\n", - "\n", - "\n", - "\n", - "8--60\n", - "\n", - "\n", - "\n", - "\n", - "8--26\n", - "\n", - "\n", - "\n", - "\n", - "8--62\n", - "\n", - "\n", - "\n", - "\n", - "8--78\n", - "\n", - "\n", - "\n", - "\n", - "26--54\n", - "\n", - "\n", - "\n", - "\n", - "26--56\n", - "\n", - "\n", - "\n", - "\n", - "26--60\n", - "\n", - "\n", - "\n", - "\n", - "26--62\n", - "\n", - "\n", - "\n", - "\n", - "26--78\n", - "\n", - "\n", - "\n", - "\n", - "26--72\n", - "\n", - "\n", - "\n", - "\n", - "26--74\n", - "\n", + "\n", "\n", - "\n", - "\n", - "26--80\n", - "\n", + "\n", + "\n", + "62--80\n", + "\n", "\n", "\n", - "\n", + "\n", "62--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "62--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "62--74\n", - "\n", - "\n", - "\n", - "\n", - "62--80\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", - "\n", + "\n", "3--6\n", - "\n", - "\n", - "\n", - "\n", - "3--60\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", - "\n", + "\n", "5--6\n", - "\n", - "\n", - "\n", - "\n", - "5--24\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "5--8\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", - "\n", - "\n", - "\n", - "7--20\n", - "\n", + "\n", + "7\n", "\n", "\n", - "\n", + "\n", "7--8\n", - "\n", - "\n", - "\n", - "\n", - "7--26\n", - "\n", - "\n", - "\n", - "\n", - "78--80\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", - "\n", + "\n", "9--18\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", - "\n", + "\n", "11--18\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "11--20\n", - "\n", - "\n", - "\n", - "\n", - "11--26\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", - "\n", + "\n", "15--18\n", - "\n", - "\n", - "\n", - "\n", - "15--20\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "15--24\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", - "\n", + "\n", "17--18\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "17--20\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "17--24\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "17--26\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "17--78\n", + "\n", + "\n", + "\n", + "\n", + "78--80\n", + "\n", + "\n", + "\n", + "\n", + "72--80\n", + "\n", "\n", "\n", - "\n", + "\n", "72--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "72--74\n", - "\n", - "\n", - "\n", - "\n", - "74--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "74--80\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "74--78\n", + "\n", "\n", "\n", - "\n", + "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", - "\n", + "\n", "19--20\n", - "\n", - "\n", - "\n", - "\n", - "19--74\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", - "\n", + "\n", "21--24\n", - "\n", - "\n", - "\n", - "\n", - "21--78\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", - "\n", + "\n", "23--24\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "23--26\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "23--62\n", + "\n", "\n", "\n", - "\n", + "\n", "23--80\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "25\n", - "\n", - "\n", - "\n", - "25--56\n", - "\n", + "\n", + "25\n", "\n", "\n", - "\n", + "\n", "25--26\n", - "\n", - "\n", - "\n", - "\n", - "25--74\n", - "\n", - "\n", - "\n", - "\n", - "25--80\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", - "\n", + "\n", "27--54\n", - "\n", - "\n", - "\n", - "\n", - "27--60\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", - "\n", + "\n", "29--54\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "29--56\n", - "\n", - "\n", - "\n", - "\n", - "29--62\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", - "\n", + "\n", "33--54\n", - "\n", - "\n", - "\n", - "\n", - "33--56\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "33--60\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "33--78\n", + "\n", "\n", "\n", "\n", "35\n", - "\n", - "35\n", + "\n", + "35\n", "\n", "\n", - "\n", + "\n", "35--54\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "35--56\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "35--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "35--62\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "35--78\n", + "\n", + "\n", + "\n", + "\n", + "35--72\n", + "\n", "\n", "\n", "\n", "45\n", - "\n", - "45\n", + "\n", + "45\n", "\n", "\n", - "\n", + "\n", "45--54\n", - "\n", - "\n", - "\n", - "\n", - "45--56\n", - "\n", - "\n", - "\n", - "\n", - "45--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "45--72\n", - "\n", + "\n", "\n", "\n", "\n", "47\n", - "\n", - "47\n", + "\n", + "47\n", "\n", "\n", - "\n", + "\n", "47--54\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "47--56\n", - "\n", + "\n", "\n", - "\n", - "\n", - "47--62\n", - "\n", + "\n", + "\n", + "47--80\n", + "\n", + "\n", + "\n", + "\n", + "47--78\n", + "\n", "\n", "\n", - "\n", + "\n", "47--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "47--74\n", - "\n", + "\n", "\n", "\n", "\n", "51\n", - "\n", - "51\n", + "\n", + "51\n", "\n", "\n", - "\n", + "\n", "51--54\n", - "\n", - "\n", - "\n", - "\n", - "51--56\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "51--60\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "51--80\n", + "\n", "\n", "\n", - "\n", + "\n", "51--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "51--72\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "51--74\n", + "\n", "\n", "\n", "\n", "53\n", - "\n", - "53\n", + "\n", + "53\n", "\n", "\n", - "\n", + "\n", "53--54\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "53--56\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "53--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "53--62\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "53--80\n", + "\n", "\n", "\n", - "\n", + "\n", "53--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "53--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "53--74\n", - "\n", - "\n", - "\n", - "\n", - "53--80\n", - "\n", + "\n", "\n", "\n", "\n", "55\n", - "\n", - "55\n", + "\n", + "55\n", "\n", "\n", - "\n", + "\n", "55--56\n", - "\n", + "\n", "\n", "\n", "\n", "57\n", - "\n", - "57\n", + "\n", + "57\n", "\n", "\n", - "\n", + "\n", "57--60\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "57--62\n", + "\n", "\n", "\n", "\n", "59\n", - "\n", - "59\n", + "\n", + "59\n", "\n", "\n", - "\n", + "\n", "59--60\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "59--62\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "59--80\n", + "\n", "\n", "\n", "\n", "61\n", - "\n", - "61\n", + "\n", + "61\n", "\n", "\n", - "\n", + "\n", "61--62\n", - "\n", + "\n", "\n", "\n", "\n", "63\n", - "\n", - "63\n", - "\n", - "\n", - "\n", - "63--78\n", - "\n", + "\n", + "63\n", "\n", "\n", - "\n", + "\n", "63--72\n", - "\n", - "\n", - "\n", - "\n", - "63--74\n", - "\n", + "\n", "\n", "\n", "\n", "65\n", - "\n", - "65\n", + "\n", + "65\n", "\n", "\n", - "\n", + "\n", "65--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "65--74\n", - "\n", - "\n", - "\n", - "\n", - "65--80\n", - "\n", + "\n", "\n", "\n", "\n", "69\n", - "\n", - "69\n", + "\n", + "69\n", "\n", "\n", - "\n", + "\n", "69--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "69--72\n", - "\n", - "\n", - "\n", - "\n", - "69--74\n", - "\n", + "\n", "\n", "\n", "\n", "71\n", - "\n", - "71\n", + "\n", + "71\n", + "\n", + "\n", + "\n", + "71--80\n", + "\n", "\n", "\n", - "\n", + "\n", "71--78\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "71--72\n", - "\n", + "\n", "\n", "\n", - "\n", + "\n", "71--74\n", - "\n", - "\n", - "\n", - "\n", - "71--80\n", - "\n", + "\n", "\n", "\n", "\n", "73\n", - "\n", - "73\n", + "\n", + "73\n", "\n", "\n", - "\n", + "\n", "73--74\n", - "\n", + "\n", "\n", "\n", "\n", "75\n", - "\n", - "75\n", + "\n", + "75\n", + "\n", + "\n", + "\n", + "75--80\n", + "\n", "\n", "\n", - "\n", + "\n", "75--78\n", - "\n", + "\n", "\n", "\n", "\n", "77\n", - "\n", - "77\n", - "\n", - "\n", - "\n", - "77--78\n", - "\n", + "\n", + "77\n", "\n", "\n", - "\n", + "\n", "77--80\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "77--78\n", + "\n", "\n", "\n", "\n", "79\n", - "\n", - "79\n", + "\n", + "79\n", "\n", "\n", - "\n", + "\n", "79--80\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -6559,13 +5632,13 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "26202b7e39f841d49380b7bcea0a2ac2", + "model_id": "70f2561e012a43bd9b179d2e582ab3db", "version_major": 2, "version_minor": 0 }, @@ -6585,7 +5658,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6599,7 +5672,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, diff --git a/demo/SuiteSparseMatrixMarket.ipynb b/demo/SuiteSparseMatrixMarket.ipynb index fbb6da2..59ec170 100644 --- a/demo/SuiteSparseMatrixMarket.ipynb +++ b/demo/SuiteSparseMatrixMarket.ipynb @@ -2,19 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -23,17 +21,14 @@ "from pygraphblas import *\n", "from pygraphblas.gviz import *\n", "\n", - "prob = dict(Matrix.ssget('Newman/karate'))\n", - "M = prob['karate.mtx']\n", + "M = dict(Matrix.ssget('Newman/karate'))['karate.mtx']\n", "draw_matrix(M, scale=20, cmap='plasma', labels=False)" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -41,616 +36,616 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "11\n", + "\n", + "11\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "27\n", + "\n", + "27\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "28\n", + "\n", + "28\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "32\n", + "\n", + "32\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "16\n", + "\n", + "16\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "25\n", + "\n", + "25\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "24\n", + "\n", + "24\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "20\n", + "\n", + "20\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "22\n", + "\n", + "22\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -662,7 +657,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -676,7 +671,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, diff --git a/demo/Triangle-Counting.ipynb b/demo/Triangle-Counting.ipynb index 77973cb..55d6b53 100644 --- a/demo/Triangle-Counting.ipynb +++ b/demo/Triangle-Counting.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -33,7 +33,7 @@ "45" ] }, - "execution_count": 16, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -56,7 +56,7 @@ "45" ] }, - "execution_count": 17, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -70,16 +70,13 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "scrolled": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "156\n", "45\n" ] }, @@ -89,493 +86,493 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "2--0\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "3--0\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "3--1\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "6--0\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "7\n", - "\n", - "7\n", + "\n", + "7\n", "\n", "\n", "\n", "7--2\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "7--0\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "7--1\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "8\n", - "\n", - "8\n", + "\n", + "8\n", "\n", "\n", "\n", "8--0\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "10\n", - "\n", - "10\n", + "\n", + "10\n", "\n", "\n", "\n", "10--0\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "12\n", - "\n", - "12\n", + "\n", + "12\n", "\n", "\n", "\n", "12--0\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "13\n", - "\n", - "13\n", + "\n", + "13\n", "\n", "\n", "\n", "13--2\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "13--0\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "13--1\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "16\n", - "\n", - "16\n", + "\n", + "16\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "16--5\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "17\n", - "\n", - "17\n", + "\n", + "17\n", "\n", "\n", "\n", "17--0\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "19--0\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "21\n", - "\n", - "21\n", + "\n", + "21\n", "\n", "\n", "\n", "21--0\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", "\n", "\n", "24\n", - "\n", - "24\n", + "\n", + "24\n", "\n", "\n", "\n", "31--24\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "32\n", - "\n", - "32\n", + "\n", + "32\n", "\n", "\n", "\n", "32--2\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "32--8\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "23\n", - "\n", - "23\n", + "\n", + "23\n", "\n", "\n", "\n", "32--23\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "33\n", - "\n", - "33\n", + "\n", + "33\n", "\n", "\n", "\n", "33--8\n", "\n", - "\n", + "\n", "\n", "\n", - "2\n", + "2\n", "\n", "\n", "\n", "33--31\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "33--23\n", "\n", - "\n", + "\n", "\n", "\n", - "3\n", + "3\n", "\n", "\n", "\n", "14\n", - "\n", - "14\n", + "\n", + "14\n", "\n", "\n", "\n", "33--14\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "15\n", - "\n", - "15\n", + "\n", + "15\n", "\n", "\n", "\n", "33--15\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "18\n", - "\n", - "18\n", + "\n", + "18\n", "\n", "\n", "\n", "33--18\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "20\n", - "\n", - "20\n", + "\n", + "20\n", "\n", "\n", "\n", "33--20\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "22\n", - "\n", - "22\n", + "\n", + "22\n", "\n", "\n", "\n", "33--22\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "26\n", - "\n", - "26\n", + "\n", + "26\n", "\n", "\n", "\n", "33--26\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "28\n", - "\n", - "28\n", + "\n", + "28\n", "\n", "\n", "\n", "33--28\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "29\n", - "\n", - "29\n", + "\n", + "29\n", "\n", "\n", "\n", "33--29\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n", "30\n", - "\n", - "30\n", + "\n", + "30\n", "\n", "\n", "\n", "33--30\n", "\n", - "\n", + "\n", "\n", "\n", - "1\n", + "1\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -584,7 +581,6 @@ "def sandia(A, L):\n", " return L.mxm(L, mask=L)\n", "\n", - "print(M.nvals)\n", "S = sandia(M, M.tril())\n", "print(S.reduce_int())\n", "draw(S, directed=False, graph_attr=dict(layout='sfdp'))" @@ -592,14 +588,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "24.5 µs ± 109 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "21.1 µs ± 579 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -609,14 +605,14 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "47.5 µs ± 629 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "39.4 µs ± 1.44 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -626,25 +622,25 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "39.3 µs ± 319 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "32.9 µs ± 1.01 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], "source": [ - "%timeit cohen(M, M.tril(), M.triu())" + "%timeit cohen(M, M.triu(), M.tril())" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -658,9 +654,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/TriangleCentrality.ipynb b/demo/TriangleCentrality.ipynb index b633d79..4cbdb97 100644 --- a/demo/TriangleCentrality.ipynb +++ b/demo/TriangleCentrality.ipynb @@ -19,29 +19,6 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from IPython.core.display import display, HTML\n", - "display(HTML(\"\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, "outputs": [ { "data": { @@ -49,109 +26,109 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "3--2\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "3--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "4--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "6\n", + "\n", + "6\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -198,10 +175,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { @@ -209,116 +184,116 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0.55\n", + "\n", + "0.55\n", "\n", "\n", "\n", "1\n", - "\n", - "0.66\n", + "\n", + "0.66\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "1.0\n", + "\n", + "1.0\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "0.55\n", + "\n", + "0.55\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "3--2\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "1.0\n", + "\n", + "1.0\n", "\n", "\n", "\n", "3--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "0.33\n", + "\n", + "0.33\n", "\n", "\n", "\n", "4--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "0.33\n", + "\n", + "0.33\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", - "def triangle_centrality(A):\n", + "def TC1(A):\n", " I = Matrix.identity(A.type, A.nrows)\n", " T = A.mxm(A, mask=A)\n", " y = T.reduce_vector()\n", @@ -327,14 +302,14 @@ " X = (3 * A) - (2 * T_hat) + I\n", " return (1/k) * (X @ y)\n", "\n", - "draw(A, label_vector=triangle_centrality(A), directed=False, label_width=4, show_weight=False, graph_attr=dict(layout='sfdp')) " + "draw(A, label_vector=TC1(A), directed=False, label_width=4, show_weight=False, graph_attr=dict(layout='sfdp')) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Version 3 (faster)\n", + "# Version 2\n", "\n", "More improvements from Tim Davis:\n", "\n", @@ -346,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "scrolled": true }, @@ -357,115 +332,115 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0.55\n", + "\n", + "0.55\n", "\n", "\n", "\n", "1\n", - "\n", - "0.66\n", + "\n", + "0.66\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "1.0\n", + "\n", + "1.0\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "0.55\n", + "\n", + "0.55\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "3--2\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "1.0\n", + "\n", + "1.0\n", "\n", "\n", "\n", "3--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "0.33\n", + "\n", + "0.33\n", "\n", "\n", "\n", "4--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "0.33\n", + "\n", + "0.33\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "def triangle_centrality3(A):\n", + "def TC2(A):\n", " T = A.plus_pair(A, mask=A, desc=descriptor.ST1)\n", " y = Vector.dense(FP64, A.nrows)\n", " T.reduce_vector(out=y, accum=FP64.PLUS)\n", @@ -473,7 +448,159 @@ " return (1/k) * (3 * A.plus_second(y) - 2 * T.plus_second(y) + y)\n", "\n", "\n", - "draw(A, label_vector=triangle_centrality3(A), label_width=4, show_weight=False, directed=False, graph_attr=dict(layout='sfdp')) " + "draw(A, label_vector=TC2(A), label_width=4, show_weight=False, directed=False, graph_attr=dict(layout='sfdp')) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "# Version 3 (Lower Triangular)\n", + "\n", + "Tim Davis also proposed a variant that does less work by processing only the lower triangular portion of the matrix.\n", + "\n", + "```\n", + "M = tril (A,-1), the lower triangular part (excluding the diagonal, if any)\n", + "T = A*A'\n", + "y = reduce (T) + reduce (T')\n", + "k = 2 * reduce (T)\n", + "c = (3 *A*y - 2 * (T*y + T'*y) + y) / k\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "0\n", + "\n", + "0.55\n", + "\n", + "\n", + "\n", + "1\n", + "\n", + "0.66\n", + "\n", + "\n", + "\n", + "0--1\n", + "\n", + "\n", + "\n", + "\n", + "3\n", + "\n", + "1.0\n", + "\n", + "\n", + "\n", + "0--3\n", + "\n", + "\n", + "\n", + "\n", + "1--3\n", + "\n", + "\n", + "\n", + "\n", + "2\n", + "\n", + "0.55\n", + "\n", + "\n", + "\n", + "1--2\n", + "\n", + "\n", + "\n", + "\n", + "3--2\n", + "\n", + "\n", + "\n", + "\n", + "4\n", + "\n", + "1.0\n", + "\n", + "\n", + "\n", + "3--4\n", + "\n", + "\n", + "\n", + "\n", + "5\n", + "\n", + "0.33\n", + "\n", + "\n", + "\n", + "4--5\n", + "\n", + "\n", + "\n", + "\n", + "6\n", + "\n", + "0.33\n", + "\n", + "\n", + "\n", + "4--6\n", + "\n", + "\n", + "\n", + "\n", + "5--6\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def TC3(A):\n", + " M = A.tril(-1)\n", + " T = A.plus_pair(A, mask=M, desc=descriptor.ST1)\n", + " T_T = T.T\n", + " y = T.reduce() + T_T.reduce()\n", + " k = y.reduce_float()\n", + " return (3 * A.plus_second(y) - (2 * (T.plus_second(y) + T_T.plus_second(y))) + y) / k\n", + "\n", + "\n", + "draw(A, label_vector=TC3(A), label_width=4, show_weight=False, directed=False, graph_attr=dict(layout='sfdp')) " ] }, { @@ -497,15 +624,13 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -533,12 +658,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "196 µs ± 45.4 µs per loop (mean ± std. dev. of 10 runs, 10 loops each)\n" + "135 µs ± 11.7 µs per loop (mean ± std. dev. of 100 runs, 100 loops each)\n" ] } ], "source": [ - "%timeit -n 10 -r 10 triangle_centrality(karate)" + "%timeit -n 100 -r 100 TC1(karate)" ] }, { @@ -550,12 +675,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "252 µs ± 90.2 µs per loop (mean ± std. dev. of 10 runs, 10 loops each)\n" + "109 µs ± 4.98 µs per loop (mean ± std. dev. of 100 runs, 100 loops each)\n" ] } ], "source": [ - "%timeit -n 10 -r 10 triangle_centrality3(karate)" + "%timeit -n 100 -r 100 TC2(karate)" ] }, { @@ -578,10 +703,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -603,622 +726,622 @@ "\n", "\n", - "\n", "\n", "\n", - "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0.674\n", + "\n", + "0.674\n", "\n", "\n", "\n", "1\n", - "\n", - "0.555\n", + "\n", + "0.555\n", "\n", "\n", "\n", "0--1\n", - "\n", + "\n", "\n", "\n", "\n", "2\n", - "\n", - "0.644\n", + "\n", + "0.644\n", "\n", "\n", "\n", "0--2\n", - "\n", + "\n", "\n", "\n", "\n", "3\n", - "\n", - "0.474\n", + "\n", + "0.474\n", "\n", "\n", "\n", "0--3\n", - "\n", + "\n", "\n", "\n", "\n", "4\n", - "\n", - "0.185\n", + "\n", + "0.185\n", "\n", "\n", "\n", "0--4\n", - "\n", + "\n", "\n", "\n", "\n", "5\n", - "\n", - "0.2\n", + "\n", + "0.2\n", "\n", "\n", "\n", "0--5\n", - "\n", + "\n", "\n", "\n", "\n", "6\n", - "\n", - "0.2\n", + "\n", + "0.2\n", "\n", "\n", "\n", "0--6\n", - "\n", + "\n", "\n", "\n", "\n", "7\n", - "\n", - "0.422\n", + "\n", + "0.422\n", "\n", "\n", "\n", "0--7\n", - "\n", + "\n", "\n", "\n", "\n", "8\n", - "\n", - "0.481\n", + "\n", + "0.481\n", "\n", "\n", "\n", "0--8\n", - "\n", + "\n", "\n", "\n", "\n", "10\n", - "\n", - "0.185\n", + "\n", + "0.185\n", "\n", "\n", "\n", "0--10\n", - "\n", + "\n", "\n", "\n", "\n", "11\n", - "\n", - "0.4\n", + "\n", + "0.4\n", "\n", "\n", "\n", "0--11\n", - "\n", + "\n", "\n", "\n", "\n", "12\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "0--12\n", - "\n", + "\n", "\n", "\n", "\n", "13\n", - "\n", - "0.755\n", + "\n", + "0.755\n", "\n", "\n", "\n", "0--13\n", - "\n", + "\n", "\n", "\n", "\n", "17\n", - "\n", - "0.229\n", + "\n", + "0.229\n", "\n", "\n", "\n", "0--17\n", - "\n", + "\n", "\n", "\n", "\n", "19\n", - "\n", - "0.562\n", + "\n", + "0.562\n", "\n", "\n", "\n", "0--19\n", - "\n", + "\n", "\n", "\n", "\n", "21\n", - "\n", - "0.229\n", + "\n", + "0.229\n", "\n", "\n", "\n", "0--21\n", - "\n", + "\n", "\n", "\n", "\n", "31\n", - "\n", - "0.651\n", + "\n", + "0.651\n", "\n", "\n", "\n", "0--31\n", - "\n", + "\n", "\n", "\n", "\n", "1--2\n", - "\n", + "\n", "\n", "\n", "\n", "1--3\n", - "\n", + "\n", "\n", "\n", "\n", "1--7\n", - "\n", + "\n", "\n", "\n", "\n", "1--13\n", - "\n", + "\n", "\n", "\n", "\n", "1--17\n", - "\n", + "\n", "\n", "\n", "\n", "1--19\n", - "\n", + "\n", "\n", "\n", "\n", "1--21\n", - "\n", + "\n", "\n", "\n", "\n", "30\n", - "\n", - "0.533\n", + "\n", + "0.533\n", "\n", "\n", "\n", "1--30\n", - "\n", + "\n", "\n", "\n", "\n", "2--3\n", - "\n", + "\n", "\n", "\n", "\n", "2--7\n", - "\n", + "\n", "\n", "\n", "\n", "2--8\n", - "\n", + "\n", "\n", "\n", "\n", "2--13\n", - "\n", + "\n", "\n", "\n", "\n", "9\n", - "\n", - "0.577\n", + "\n", + "0.577\n", "\n", "\n", "\n", "2--9\n", - "\n", + "\n", "\n", "\n", "\n", "27\n", - "\n", - "0.414\n", + "\n", + "0.414\n", "\n", "\n", "\n", "2--27\n", - "\n", + "\n", "\n", "\n", "\n", "28\n", - "\n", - "0.385\n", + "\n", + "0.385\n", "\n", "\n", "\n", "2--28\n", - "\n", + "\n", "\n", "\n", "\n", "32\n", - "\n", - "0.466\n", + "\n", + "0.466\n", "\n", "\n", "\n", "2--32\n", - "\n", + "\n", "\n", "\n", "\n", "3--7\n", - "\n", + "\n", "\n", "\n", "\n", "3--12\n", - "\n", + "\n", "\n", "\n", "\n", "3--13\n", - "\n", + "\n", "\n", "\n", "\n", "4--6\n", - "\n", + "\n", "\n", "\n", "\n", "4--10\n", - "\n", + "\n", "\n", "\n", "\n", "5--6\n", - "\n", + "\n", "\n", "\n", "\n", "5--10\n", - "\n", + "\n", "\n", "\n", "\n", "16\n", - "\n", - "0.051\n", + "\n", + "0.051\n", "\n", "\n", "\n", "5--16\n", - "\n", + "\n", "\n", "\n", "\n", "6--16\n", - "\n", + "\n", "\n", "\n", "\n", "8--30\n", - "\n", + "\n", "\n", "\n", "\n", "8--32\n", - "\n", + "\n", "\n", "\n", "\n", "33\n", - "\n", - "0.562\n", + "\n", + "0.562\n", "\n", "\n", "\n", "8--33\n", - "\n", + "\n", "\n", "\n", "\n", "13--33\n", - "\n", + "\n", "\n", "\n", "\n", "19--33\n", - "\n", + "\n", "\n", "\n", "\n", "31--28\n", - "\n", + "\n", "\n", "\n", "\n", "31--32\n", - "\n", + "\n", "\n", "\n", "\n", "31--33\n", - "\n", + "\n", "\n", "\n", "\n", "25\n", - "\n", - "0.125\n", + "\n", + "0.125\n", "\n", "\n", "\n", "31--25\n", - "\n", + "\n", "\n", "\n", "\n", "24\n", - "\n", - "0.059\n", + "\n", + "0.059\n", "\n", "\n", "\n", "31--24\n", - "\n", + "\n", "\n", "\n", "\n", "30--32\n", - "\n", + "\n", "\n", "\n", "\n", "30--33\n", - "\n", + "\n", "\n", "\n", "\n", "9--33\n", - "\n", + "\n", "\n", "\n", "\n", "27--33\n", - "\n", + "\n", "\n", "\n", "\n", "23\n", - "\n", - "0.296\n", + "\n", + "0.296\n", "\n", "\n", "\n", "27--23\n", - "\n", + "\n", "\n", "\n", "\n", "27--24\n", - "\n", + "\n", "\n", "\n", "\n", "28--33\n", - "\n", + "\n", "\n", "\n", "\n", "32--33\n", - "\n", + "\n", "\n", "\n", "\n", "14\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--14\n", - "\n", + "\n", "\n", "\n", "\n", "15\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--15\n", - "\n", + "\n", "\n", "\n", "\n", "18\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--18\n", - "\n", + "\n", "\n", "\n", "\n", "20\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--20\n", - "\n", + "\n", "\n", "\n", "\n", "22\n", - "\n", - "0.214\n", + "\n", + "0.214\n", "\n", "\n", "\n", "32--22\n", - "\n", + "\n", "\n", "\n", "\n", "32--23\n", - "\n", + "\n", "\n", "\n", "\n", "29\n", - "\n", - "0.274\n", + "\n", + "0.274\n", "\n", "\n", "\n", "32--29\n", - "\n", + "\n", "\n", "\n", "\n", "33--14\n", - "\n", + "\n", "\n", "\n", "\n", "33--15\n", - "\n", + "\n", "\n", "\n", "\n", "33--18\n", - "\n", + "\n", "\n", "\n", "\n", "33--20\n", - "\n", + "\n", "\n", "\n", "\n", "33--22\n", - "\n", + "\n", "\n", "\n", "\n", "33--23\n", - "\n", + "\n", "\n", "\n", "\n", "33--29\n", - "\n", + "\n", "\n", "\n", "\n", "26\n", - "\n", - "0.148\n", + "\n", + "0.148\n", "\n", "\n", "\n", "33--26\n", - "\n", + "\n", "\n", "\n", "\n", "23--25\n", - "\n", + "\n", "\n", "\n", "\n", "23--29\n", - "\n", + "\n", "\n", "\n", "\n", "25--24\n", - "\n", + "\n", "\n", "\n", "\n", "29--26\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "tc = triangle_centrality3(karate)\n", + "tc = TC3(karate)\n", "draw_graph(karate, directed=False, label_vector=tc, size_vector=tc, size_scale=5, log_scale=True, show_weight=False, label_width=5, graph_attr=dict(layout='sfdp'))" ] }, @@ -1242,37 +1365,58 @@ }, { "cell_type": "code", - "execution_count": 58, - "metadata": { - "scrolled": false - }, + "execution_count": 63, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Loading SNAP/com-Amazon\n", + "SNAP/com-Amazon has 1851744 triangles\n", + "com-LiveJournal-TC3 on SNAP/com-Amazon took 0.10545975765368591 average for 3 runs\n", + "Loading SNAP/com-Amazon\n", + "SNAP/com-Amazon has 1851744 triangles\n", + "com-LiveJournal-TC3 on SNAP/com-Amazon took 0.09826420499787976 average for 3 runs\n", + "Loading SNAP/com-Youtube\n", + "SNAP/com-Youtube has 5975248 triangles\n", + "com-LiveJournal-TC3 on SNAP/com-Youtube took 0.691771880335485 average for 3 runs\n", "Loading SNAP/com-Youtube\n", - "SNAP/com-Youtube has 5975248 edges\n", - "SNAP/com-Youtube on SNAP/com-Youtube took 0.5898323959942596 average for 3 runs\n", + "SNAP/com-Youtube has 5975248 triangles\n", + "com-LiveJournal-TC3 on SNAP/com-Youtube took 0.43804903033499915 average for 3 runs\n", "Loading SNAP/as-Skitter\n", - "SNAP/as-Skitter has 22190596 edges\n", - "SNAP/as-Skitter on SNAP/as-Skitter took 2.246945543331094 average for 3 runs\n", + "SNAP/as-Skitter has 22190596 triangles\n", + "com-LiveJournal-TC3 on SNAP/as-Skitter took 2.23327697297403 average for 3 runs\n", + "Loading SNAP/as-Skitter\n", + "SNAP/as-Skitter has 22190596 triangles\n", + "com-LiveJournal-TC3 on SNAP/as-Skitter took 1.4994719883349414 average for 3 runs\n", + "Loading SNAP/com-LiveJournal\n", + "SNAP/com-LiveJournal has 69362378 triangles\n", + "com-LiveJournal-TC3 on SNAP/com-LiveJournal took 10.504229484397607 average for 3 runs\n", "Loading SNAP/com-LiveJournal\n", - "SNAP/com-LiveJournal has 69362378 edges\n", - "SNAP/com-LiveJournal on SNAP/com-LiveJournal took 10.023965455339445 average for 3 runs\n" + "SNAP/com-LiveJournal has 69362378 triangles\n", + "com-LiveJournal-TC3 on SNAP/com-LiveJournal took 6.759752101652945 average for 3 runs\n" ] }, { "data": { "text/plain": [ "defaultdict(dict,\n", - " {'com-Youtube': {'edges': 3056386, 'time': 0.5898323959942596},\n", - " 'as-Skitter': {'edges': 28769868, 'time': 2.246945543331094},\n", - " 'com-LiveJournal': {'edges': 177820130,\n", - " 'time': 10.023965455339445}})" + " {'com-Amazon': {'tcount': 667129,\n", + " 'TC2': 0.10545975765368591,\n", + " 'TC3': 0.09826420499787976},\n", + " 'com-Youtube': {'tcount': 3056386,\n", + " 'TC2': 0.691771880335485,\n", + " 'TC3': 0.43804903033499915},\n", + " 'as-Skitter': {'tcount': 28769868,\n", + " 'TC2': 2.23327697297403,\n", + " 'TC3': 1.4994719883349414},\n", + " 'com-LiveJournal': {'tcount': 177820130,\n", + " 'TC2': 10.504229484397607,\n", + " 'TC3': 6.759752101652945}})" ] }, - "execution_count": 58, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -1286,7 +1430,7 @@ "graphs = [\n", " #'Newman/karate',\n", " #'SNAP/wiki-Vote',\n", - " #'SNAP/com-Amazon',\n", + " 'SNAP/com-Amazon',\n", " 'SNAP/com-Youtube',\n", " 'SNAP/as-Skitter',\n", " 'SNAP/com-LiveJournal',\n", @@ -1299,9 +1443,10 @@ "\n", "ssgetpy_cache = Path('/home/jovyan/.ssgetpy')\n", "\n", - "def TC(A):\n", + "def tcount(A):\n", + " \"Return the triangle count\"\n", " L = A.tril()\n", - " return L.mxm(L, mask=L).reduce_int()\n", + " return L.plus_pair(L, mask=L).reduce_int()\n", "\n", "\n", "results = defaultdict(dict)\n", @@ -1310,28 +1455,38 @@ "for name in graphs:\n", " mname = name.split('/')[1]\n", " fname = mname + '.mtx'\n", - " print(f'Loading {name}')\n", " G = dict(Matrix.ssget(name, binary_cache_dir=ssgetpy_cache))[fname].cast(FP64)\n", - " results[mname]['edges'] = TC(G)\n", - " print(f'{name} has {G.nvals} edges')\n", - " result = repeat(f'triangle_centrality3(G)', repeat=R, number=N, globals=locals())\n", - " avg = sum(result) / len(result)\n", - " print(f'{name} on {name} took ', avg, f'average for {R} runs')\n", - " results[mname]['time'] = avg\n", + " _tc = tcount(G)\n", + " results[mname]['tcount'] = _tc\n", + " print(f'{name} has {_tc} triangles')\n", + " for f in [TC2, TC3]:\n", + " print(f'Loading {name}')\n", + " result = repeat(f'f(G)', repeat=R, number=N, globals=locals())\n", + " avg = sum(result) / len(result)\n", + " print(f'{tname} on {name} took ', avg, f'average for {R} runs')\n", + " results[mname][f.__name__] = avg\n", "\n", "results" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 84, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.10545975765368591, 0.09826420499787976, 0.691771880335485, 0.43804903033499915, 2.23327697297403, 1.4994719883349414, 10.504229484397607, 6.759752101652945]\n", + "[1, 2, 3, 5, 6, 7, 9, 10]\n" + ] + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAEvCAYAAABi0oiiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAqN0lEQVR4nO3de5hlVX3n//cHmrbbVq4qQwAFDeqgMS0wgBoVJUE0Kl6IgqO0SERHTVCTGTE3CCYTNaPOGBXSKgFMAqKiIj8JEgQ1JlyaS7iKtIihOwgqCNoI2vD9/bFXwaGsrjpVfeqc093v1/Psp/Zee93qcPrwrXXWXitVhSRJkjSONht1ByRJkqR1MViVJEnS2DJYlSRJ0tgyWJUkSdLYMliVJEnS2DJYlSRJ0thaMOoO9GOzzTarxYsXj7obkiRJM7r77rurqhwQHJANIlhdvHgxa9asGXU3JEmSZpTkZ6Puw8bEqF+SJEljy2BVkiRJY8tgVZIkSWPLYFWSJEljy2BVkiRJY8tgVZIkSWPLYFWSJEljy2BVkiRJY2vegtUkJya5LcnVPWnbJjk3yQ3t5zbz1b4kSZI2fPM5snoScOCktKOB86pqN+C8di1JkiRNad6C1ar6OnD7pOSDgJPb+cnAy+arfUmSJG34hj1ndfuquqWdfx/YfsjtS5Lmyz33jLoHG517flaj7sJGZVzeouuYKvnpJFe046YkV7T0XZL8rOfeCT1l9kxyVZKVST6cJC19ymmX6Xy45b8yyR49dS1r+W9IsmyubcyHkT1gVVUFrPNfYZIjk6xIsmLt2rVD7JkkaU4WLYLEY4DHosUZdRc2qmPRolH/I3nASUyaKllVr66qpVW1FPgccEbP7e9M3KuqN/ekHw+8EditHRN1rmva5Qt78h7ZypNkW+AYYB9gb+CYnuBztm0M3LCD1VuT7ADQft62roxVtbyq9qqqvRYsWDC0DkqSJM2ndUyVBKCNXL4KOHW6OloctWVVXdgGAE/hwemV65p2eRBwSnUuBLZu9bwAOLeqbq+qO4BzgQPn2MbADTtYPROYGFpeBnxxyO1LkiSNs2cDt1bVDT1puya5PMnXkjy7pe0IrOrJs6qlwbqnXe4I3DxFmenSZ9vGwM3bkGWSU4H9gEclWUU3vPxe4PQkRwDfo/vLQZIkaWOyIMmKnuvlVbW8z7KH8tBR1VuAx1bVj5LsCXwhyVP67UhVVZJ5nfw8323MW7BaVYeu49b+89WmJEnSGFhbVXvNtlCSBcArgD0n0qrqXuDedn5pku8ATwRWAzv1FN+ppUGbdllVt0yadrka2HmKMqvpBhh70y+YYxsD5w5WkiRJ4+E3gW9V1QNfvSd5dJLN2/nj6R5yurF9BX9Xkn3bPNfDeHB65bqmXZ4JHNZWBdgXuLPVcw5wQJJt2oNVBwDnzLGNgfPJJUmSpCGaaqpkVX0SOIRffrDqOcBxSX4B3A+8uaomHs56C93KAouBs9sB6552+WXgRcBK4G7gcICquj3Je4BLWr7j1qONgUv3cNd4W7JkSa1Zs2bU3ZAkzSQZdQ82LlW+pAM0rJAnyd1VtWQ4rW38nAYgSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSpLFlsCpJkqSxZbAqSZKksWWwKkmSNERJTkxyW5Kre9KOTbI6yRXteFHPvXcnWZnk+iQv6Ek/sKWtTHJ0T/quSS5q6Z9OsrClP6xdr2z3dxl0G/PBYFWSJGm4TgIOnCL9Q1W1tB1fBkiyO3AI8JRW5mNJNk+yOfBR4IXA7sChLS/A+1pdvwrcARzR0o8A7mjpH2r5Bt3GwBmsSpIkDVFVfR24vc/sBwGnVdW9VfVdYCWwdztWVtWNVfVz4DTgoCQBng98tpU/GXhZT10nt/PPAvu3/INsY+AMViVJkgZrQZIVPceRfZZ7W5Ir2zSBbVrajsDNPXlWtbR1pW8H/Liq1k5Kf0hd7f6dLf8g2xg4g1VJkqTBWltVe/Ucy/soczzwBGApcAvwgfns4IbEYFWSJGnEqurWqrqvqu4HPk73FTzAamDnnqw7tbR1pf8I2DrJgknpD6mr3d+q5R9kGwNnsCpJkjRiSXbouXw5MLFSwJnAIe1J/l2B3YCLgUuA3dpT+QvpHpA6s6oKOB84uJVfBnyxp65l7fxg4Kst/yDbGLgFM2eRJEnSoCQ5FdgPeFSSVcAxwH5JlgIF3AS8CaCqrklyOnAtsBZ4a1Xd1+p5G3AOsDlwYlVd05p4F3Bakr8ALgc+2dI/CXwqyUq6B7wOmYc2Bi5dcDzelixZUmvWrBl1NyRJM0lG3YONS5Uv6QANK+RJcndVLRlOaxs/pwFIkiRpbBmsSpIkaWyNJFhN8o4k1yS5OsmpSRaNoh+SJEkab0MPVpPsCPw+sFdVPZVuwu4hw+6HJEmSxt+opgEsABa39bkeDvzniPohSZKkMTb0YLWqVgP/B/gPuh0a7qyqrwy7H5IkSRp/o5gGsA1wELAr8CvAkiSvnSLfkRN76q5du3bybUmSJG0CRjEN4DeB71bVD6rqF8AZwDMnZ6qq5RN76i5Y4N4FkiRJm6JRBKv/Aeyb5OFJAuwPXDeCfkiSJGnMjWLO6kXAZ4HLgKtaH5YPux+SJEkaf263KkkaHPcGHSy3Wx0ot1vdMLmDlSRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwaokSdIQJTkxyW1Jru5J++sk30pyZZLPJ9m6pe+S5GdJrmjHCT1l9kxyVZKVST6cJC192yTnJrmh/dympaflW9na2aOnrmUt/w1Jls21jflgsCpJkjRcJwEHTko7F3hqVT0N+Dbw7p5736mqpe14c0/68cAbgd3aMVHn0cB5VbUbcF67BnhhT94jW3mSbAscA+wD7A0c0xN8zraNX5Lw/oQtE7ZIOC/hBwmvne4F6mWwKkmSNERV9XXg9klpX6mqte3yQmCn6epIsgOwZVVdWFUFnAK8rN0+CDi5nZ88Kf2U6lwIbN3qeQFwblXdXlV30AXOB86xjakcUMVdwIuBm4BfBf7ndL9fL4NVSZKk8fIG4Oye612TXJ7ka0me3dJ2BFb15FnV0gC2r6pb2vn3ge17ytw8RZnp0mfbxlQWtJ+/DXymijunybvOwpIkSRqMBUlW9Fwvr6rl/RRM8sfAWuAfWtItwGOr6kdJ9gS+kOQp/XakqipJ9Zt/Lvpo46yEbwE/A/5HwqOBe/qt32BVkiRpsNZW1V6zLZTk9XRfle/fvnanqu4F7m3nlyb5DvBEYDUPnSqwU0sDuDXJDlV1S/sq/7aWvhrYeYoyq4H9JqVfMMc2fkkVRye8H7izivsS7qabRtAXpwFIkiSNWJIDgf8FvLSq7u5Jf3SSzdv54+kecrqxfQV/V5J92xP6hwFfbMXOBCae6F82Kf2wtirAvsCdrZ5zgAOSbNMerDoAOGeObUzxu/Fw4C20B7qAXwH6DubTAvextmTJklqzZs2ouyFJmkm3qo0GpcqXdICGFfIkubuqlkxz/1S6kcxHAbfSPYn/buBhwI9atgur6s1JXgkcB/wCuB84pqq+1OrZi25lgcV0c1x/r30lvx1wOvBY4HvAq6rq9hZwfoTuif67gcOrakWr6w3AH7W2/7Kq/m4ubUz9+/Jp4FLgsCqe2oLXf61iaR8vp8GqJGmAjKwGy2B1oMYlWN3UJKyoYq+Ey6t4ekv79yp+vZ/yTgOQJEnSfPp5wmKgABKeQJuH24/ZPWDVzWPYmaorZ1VOkiRJm6pjgH8Cdk74B+BZwOv7LTzzNIDkAuCldIHtpXRPe32TqnfOqbtz4DQASdpA+J31YDkNYKCcBjA6CdsB+wIBLqzih/2W7WdkdSuq7iL5XeAUqo4hcWRVkiRJ65Swx6SkiU0EHpvw2Cou66eefoLVBXTrZ70K+ONZ9FGSJEmbrg9Mc6+A5/dTST/B6nF062/9C1WX0K3xdUM/lUuSJGnTVMXzBlGPS1dJkgbHCZaD5ZzVgXLO6mgkvGKK5DuBq6rWvfPVhHWPrCZ/Q1tiYEpVv99H/yRJkrRpOwJ4BnB+u96P7qH9XROOq+JT0xWebp3VFa2iRcAedF/93wAsBRauV5clSZK0qVgA/NcqXlnFK4Hd6QZE9wHe1U/hqVWdDEDyP4DfoGptuz4B+Mb69lqSJEmbhJ2ruLXn+raWdnvCL2Yq3M8DVtsAWwIT+70+oqVJkiRJM7kg4SzgM+36lS1tCfDjmQr3E6y+F7ic5Hy6hVyfAxw7p65KkiRpU/NWugD1We36FOBzVRTMvGJAf6sBJP+Fbl4BwEVUfX9OXZ0jVwOQpA2Ej64PlqsBDJSrAWyYpnvAqtfmwA+AO4Ankjxn/rokSZKkjUXCKxJuSLgz4a6EnyTc1W/5macBJO8DXg1cA9zfUgv4+lw6LEmSpE3K+4GXVHHdXAr3M2f1ZcCTqLp3Lg1IkiRpk3brXANV6C9YvRHYAjBYlSRJ0mytSPg08AV64skqzuincD/B6t3AFSTn9TbgDlaSJEnqw5Z08eQBPWkFgwtWz2zHwCTZGvgE8FS6zr6hqv5tkG1IkiRp9Ko4fH3KzxysVp1MshB4Yku5nqoZdxuYwf8D/qmqDk5X98PXsz5JkiSNoYRFwBHAU4BFE+lVvKGf8jMvXZXsB9wAfBT4GPDt9Vm6KslWdBsLfBKgqn5eVT+ea32SJEkaa58C/gvwAuBrwE7AT/otPPOmAMmlwGuour5dPxE4lao959LbJEuB5cC1wK8DlwJHVdU6V/13UwBJ2kC4gv1guSnAQLkpwGgkXF7F0xOurOJpCVsA36hi337K97MpwBYPBKoAVd+mWx1grhYAewDHV9XTgTXA0ZMzJTkyyYokK9auXbsezUmSJGmEJqaP/jjhqcBWwGP6LdxPsLqC5BMk+7Xj48CKWXfzQauAVVV1Ubv+LF3w+hBVtbyq9qqqvRYs6Oc5MEmSJI2h5QnbAH9K99D+tXQbBfSln2kADwPeCvxGS/kG8LH12SQgyTeA362q65McCyypqv+5rvxOA5CkDYTfWQ+W0wAGymkAG6Z+gtUlwD1U3deuNwceRtXdc260m7f6CWAh3aYDh1fVHevKb7AqSRsII6vBMlgdKIPV4Up4bRV/n/DOqe5X8cF+6unn+/XzgN8EftquFwNfAZ7ZTwNTqaorgL3mWl6SJEljbyJgf+T6VNLPnNVFVP30gavu3HVRJUmS5iDJiUluS3J1T9q2Sc5NckP7uU1LT5IPJ1mZ5Moke/SUWdby35BkWU/6nkmuamU+nHTj88Noo1cVf5uwOXBXFX8++ej39eonWF1DT6dJ9gR+1m8DkiRJeoiTgAMnpR0NnFdVu9F9qz2xUtILgd3acSRwPHSBJ3AMsA+wN3DMRPDZ8ryxp9yBQ2zjIaq4Dzi0r1dlHfoJVt8OfIbkGyT/AnwaeNv6NCpJkrSpqqqvA7dPSj4IOLmdnwy8rCf9lOpcCGydZAe6BfbPrarb23M/5wIHtntbVtWF1T2YdMqkuua7jal8M+EjCc9O2GPi6Pf16me71UtIngw8qaUMYrtVSZIkPWj7qrqlnX8f2L6d7wjc3JNvVUubLn3VFOnDauMBCV+p4gBgaUs6rud2Ac+fXGYqMwerycOBdwKPo+qNJLuRPImqs/ppQJIkaROzIEnvmvTLq2p5v4WrqpLM69oFw2gDeHTXFs9bn0r6WQ3g7+i2RH1Gu14NfAYwWJUkSfpla6tqtqse3Zpkh6q6pX3NfltLXw3s3JNvp5a2GthvUvoFLX2nKfIPq41eWyW8YupfF6o4Y133evUzZ/UJVL2fia2yuvVVXfVNkiRpcM4EJp62XwZ8sSf9sPbE/r7Ane2r/HOAA5Js0x56OgA4p927K8m+7Qn9wybVNd9t9NoKeDHwkimOF/f7wvQzsvpzksV0cwsgeQIw592rJEmSNmVJTqUbsXxUklV0T9y/Fzg9yRHA94BXtexfBl4ErATuBg4HqKrbk7wHuKTlO66qJh7aegvdigOLgbPbwZDa6PW9Kt4wi5dmSv3sYPVbwJ8Au9NtBvAs4PVUXbC+jffLHawkaQPhdkuD5Q5WA+UOVsOVcHkVT1/vemYMVrvWtgP2pfv6/0Kqfri+Dc+GwaokbSCMrAbLYHWgDFaHK+GpVVw9c87prXvOavI4kq0AqPoR3bDwbwGHkSxc34YlSZK08RpEoArTP2B1OhN7uiZL6VYA+A/g14GPDaJxSZIkaTrTBauLqfrPdv5a4ESqPkA36Xbvee+ZJEmSNlgJ57Wf71ufeqZbDaB3lszzgXcDUHW/E2gkSZI0gx0Sngm8NOE0Ji19WsVl/VQyXbD6VZLTgVuAbYCvAtAtIvvzufRYkiRJm4w/A/6UbtOAD0661/d2q+teDaBb5PXVwA7A6VStbulPBx5D1Tlz6fVcuBqAJG0g/OZtsFwNYKBcDWA0Ev60ivfMuXxfS1eNmMGqJG0gjKwGy2B1oAxWRyfhpcBz2uUFVZzVb9l+tluVJEmS5iThr4CjgGvbcVTC/+67vCOrkqSBcRhwsBxZHShHVkcj4UpgaRX3t+vNgcureFo/5R1ZlSRJ0nzbuud8q9kUnG41gE7yLOBY4HEtf4Ci6vGzaUiSJEmbpL8CLk84ny6OfA5wdL+FZ54GkHwLeAdwKXDfA+ndFqxD4TQASdpA+J31YDkNYKCcBjA6CTsA/61dXlzF9/stO/PIKtxJ1dlz6pkkSZI2eVXcApw5l7L9BKvnk/w1cAZwb0+rfe06IEmSJM1VP8HqPu3nXj1pfe86IEmSJM3VzMFq1fOG0A9JkiRtZNoyVddU8eS51rHuYDV5LVV/T/LOKe9XTd7jVZIkSXpAFfclXJ/w2Cr+Yy51TDeyOvEU2yPnUrEkSZIEbANck3Ax8MDyTlW8tJ/C7mAlSRoc11kaLJeuGiiXrhqNhOdOlV7F1/op388DVpIkSdKcVPG1hMcBu1XxzwkPBzbvt7zbrUqSJGneJLwR+Czwty1pR+AL/ZY3WJUkSdJ8eivwLOAugCpuAB7Tb+GZg9Vke5JPkpzdrncnOWJOXZUkSdKm5t4qfj5xkbCAbs3+vvQzsnoScA7wK+3628Db+++fJEmSNmFfS/gjYHHCbwGfAb7Ub+F+gtVHUXU6cD8AVWuB++bQUUmSJG16jgZ+AFwFvAn4MvAn/RbuZzWANSTbMTFcm+wL3DnrbkqSJGmTU8X9CScDF9HFk9dX9T8NoJ9g9Z3AmcATSL4JPBo4eC6dlSRJ0qYl4beBE4DvAAF2TXhTFWf3U37maQBVlwHPBZ5JN3T7FKqunHOPJUmSNmFJnpTkip7jriRvT3JsktU96S/qKfPuJCuTXJ/kBT3pB7a0lUmO7knfNclFLf3TSRa29Ie165Xt/i5zbWMWPgA8r4r9qngu8DzgQ32/XjPuYJVsDvw2sAu9I7FVH5x9X+fGHawkaQPhdkuD5Q5WAzWOO1ili7NWA/sAhwM/rar/MynP7sCpwN50D7z/M/DEdvvbwG8Bq4BLgEOr6tokpwNnVNVpSU4A/r2qjk/yFuBpVfXmJIcAL6+qV8+ljf5fDy6p4r/1XAe4uDdtOv1MA/gScA/dpNj7++2YJEmSZrQ/8J2q+l7W/ZfJQcBpVXUv8N0kK+mCSoCVVXUjQJLTgIOSXAc8H3hNy3MycCxwfKvr2Jb+WeAj6RqeVRvAjMFqwiva6YqELwOn081Z/R26oLcv/QSrO1H1tH4rlCRJUt8OoRvRnPC2JIcBK4A/qKo76HZ8urAnz6qWBnDzpPR9gO2AH1e3gtPk/DtOlKmqtUnubPln20Y/XtJzfivdtFLoVgZY3GcdfQWrZ5McQNVX+q1UkiRpE7YgyYqe6+VVtXxypjaP9KXAu1vS8cB76EYf30M31/MN89zXeVPF4YOop59g9ULg8ySbAb+ge4qrqNpyEB2QJEnayKytqr36yPdC4LKquhVg4idAko8DZ7XL1cDOPeV2ammsI/1HwNZJFrTR1d78E3WtSrIA2Krln20bfUvYFfg9Jj3/VMVL+ynfz6YAHwSeATycqi2peuQgAtUkmye5PMlZM+eWJEna6BxKzxSAJDv03Hs5cHU7PxM4pD3JvyuwG3Ax3bzP3dqT/wvpphScWd3T8+fz4FKjy4Av9tS1rJ0fDHy15Z9VG7P8Pb8A3AT8Dd1o8cTRl35GVm8GrmbGZQNm7SjgOsARWkmStElJsoTuCfs39SS/P8lSumkAN03cq6pr2tP91wJrgbdW1X2tnrcB5wCbAydW1TWtrncBpyX5C+By4JMt/ZPAp9oDVLfTBZ9zbaNf91Tx4VmWeUA/S1edBDweOBu494H09Vi6KslOdE+m/SXwzqp68XT5XbpKkjYQrrM0WC5dNVDjuHTVpiDhNXQjtV+hJ5as4rJ+yvczsvrddixsxyD8X+B/AY8cUH2SJEkaT78GvI5uOa2JZVCrXc9o5mC16s/n2rOpJHkxcFtVXZpkv2nyHQkcCbBw4aBiZEmSJA3Z7wCPr+Lncym87mkAyUeoehvJl+ii34eq6usJrl+uNn9FF12vBRbRzVk9o6peu64yTgOQpA2E31kPltMABsppAKOR8AXgyCpum1P5aYLVu6jakuS5U96v+tpcGnxoE9kP+EPnrErSRsLIarAMVgfKYHU0Ei4Anka3skDvnNW+Bj6nmwbwnVbTegelkiRJ2mQdsz6FpxtZXUW3xurU1mM1gNlyZFWSNhAOAw6WI6sD5cjqhmm6kdXNgUfQ7VglSZIkzVrCT3jw+aeFwBbAmqr+1tqfLli9harj1rN/kiRJ2oRVPbhUaUKAg4B9+y0/3XarjqhKkiRpYKqoKr4AvKDfMtONrO6/3j2SJEnSJi3hFT2XmwF7Aff0W37dwWrV7XPvliRJkgTAS3rO1wI30U0F6Es/261KkiRJc1LF4etT3mBVkiRJA5fwZ9Pcrire0089BquSJEmaD1Mtkr8EOALYDgxWJUmSNCJVfGDiPOGRwFHA4cBp8OC9mRisSpIkaV4kbAu8E/jvwMnAHlXcMZs6DFYlSZI0cAl/DbwCWA78WhU/nVM9NayNctfDkiVLas2aqaY9SJLGihvZD1aVL+kADSvkSXJ3VS0ZTmvjK+F+4F665ap6X/3QPWC13tutSpIkSXNSNe1OqX0bSCWSJEnSfDBYlSRJ0tgyWJUkSdLYMliVJEnS2DJYlSRJ0tgyWJUkSdLYMliVJEnS2DJYlSRJ0tgyWJUkSRqyJDcluSrJFUlWtLRtk5yb5Ib2c5uWniQfTrIyyZVJ9uipZ1nLf0OSZT3pe7b6V7ayGXQbw2KwKkmSNBrPq6qlVbVXuz4aOK+qdgPOa9cALwR2a8eRwPHQBZ7AMcA+wN7AMRPBZ8vzxp5yB85DG0NhsCpJkjQeDgJObucnAy/rST+lOhcCWyfZAXgBcG5V3V5VdwDnAge2e1tW1YVVVcApk+pa7zbm4XdfJ4NVSZKk4SvgK0kuTXJkS9u+qm5p598Htm/nOwI395Rd1dKmS181Rfog2xiaBcNsTJIkaROwYGIearO8qpZPyvMbVbU6yWOAc5N8q/dmVVWSms9ODqONQTBYlSRJGqy1PfNQp1RVq9vP25J8nm4+6K1JdqiqW9pX8Le17KuBnXuK79TSVgP7TUq/oKXvNEV+BtjG0DgNQJIkaYiSLEnyyIlz4ADgauBMYOJp+2XAF9v5mcBh7Yn9fYE721f55wAHJNmmPfR0AHBOu3dXkn3bKgCHTaprvdsY+IsyDUdWJUmShmt74PNtNakFwD9W1T8luQQ4PckRwPeAV7X8XwZeBKwE7gYOB6iq25O8B7ik5Tuuqm5v528BTgIWA2e3A+C9A2xjKNI9JDbelixZUmvWrBl1NyRJM+n+56tBqfIlHaBhhTxJ7q6qJcNpbePnNABJkiSNLYNVSZIkjS2DVUmSJI0tg1VJkiSNLYNVSZIkjS2DVUmSJI0tg1VJkiSNLYNVSZIkjS2DVUmSJI0tg1VJkiSNLYNVaUNxzz2j7sHGx9dUksbeglF3QFKfFi1y3/VBG9ZG4ZKkORv6yGqSnZOcn+TaJNckOWrYfZAkSdKGYRQjq2uBP6iqy5I8Erg0yblVde0I+iJJkqQxNvSR1aq6paoua+c/Aa4Ddhx2PyRJkjT+RvqAVZJdgKcDF42yH5IkSRpPI3vAKskjgM8Bb6+qu6a4fyRwJMDChQuH3DtJkiSNg9QInoZNsgVwFnBOVX1wpvxLliypNWvWzH/HpHHnagCD5WoAg+d7dLCqfEkHaFj/5JPcXVVLhtPaxm8UqwEE+CRwXT+BqiRJkjZdo5iz+izgdcDzk1zRjheNoB+SJEkac0Ofs1pV/wL4pYYkSZJm5HarkiRJGlsGq5IkSRpbBquSJEkaWwarkiRJGlsGq5IkSRpbBquSNln33DPqHmxcfD0lzYeRbbcqSaO2aJEbLg2SG4JJmg+OrEqSJA1Rkp2TnJ/k2iTXJDmqpR+bZPVUmyYleXeSlUmuT/KCnvQDW9rKJEf3pO+a5KKW/ukkC1v6w9r1ynZ/l7m2MSwGq5IkScO1FviDqtod2Bd4a5Ld270PVdXSdnwZoN07BHgKcCDwsSSbJ9kc+CjwQmB34NCeet7X6vpV4A7giJZ+BHBHS/9QyzfXNobCYFWSJGmIquqWqrqsnf8EuA7YcZoiBwGnVdW9VfVdYCWwdztWVtWNVfVz4DTgoCQBng98tpU/GXhZT10nt/PPAvu3/LNqY71fhFkwWJUkSRqsBUlW9BxHritj+xr+6cBFLeltSa5McmKSbVrajsDNPcVWtbR1pW8H/Liq1k5Kf0hd7f6dLf9s2xgag1VJkqTBWltVe/Ucy6fKlOQRwOeAt1fVXcDxwBOApcAtwAeG1eFx5moAkiRJQ5ZkC7pA9R+q6gyAqrq15/7HgbPa5Wpg557iO7U01pH+I2DrJAva6Glv/om6ViVZAGzV8s+2jaFxZFWSJGmI2hzRTwLXVdUHe9J36Mn2cuDqdn4mcEh7kn9XYDfgYuASYLf25P9CugekzqyqAs4HDm7llwFf7KlrWTs/GPhqyz+rNgb1WvTDkVVJkqThehbwOuCqJFe0tD+ie9J+KVDATcCbAKrqmiSnA9fSrSTw1qq6DyDJ24BzgM2BE6vqmlbfu4DTkvwFcDldcEz7+akkK4Hb6YLPubYxFKkNYBXnJUuW1Jo1a0bdDWn0XMF+sKp8SQeoCt+jg+Z7dKCGFfIkubuqlgyntY2f0wAkSZI0tgxWJUmSNLYMViVJkjS2DFYlSZI0tgxWJUmSNLYMViVJkjS2DFYlSZI0tgxWJUmSNLYMViVJkjS2DFYlSZI0tgxWJUmSNLYMViVJkjS2DFYlSZI0tgxWJUmSNLYMViVJkjS2DFYlSZI0tgxWJ9xzz6h7sPHxNZUkSetpwag7MDYWLYJk1L3YuFSNugeSJGkD58iqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksaWwarmjRtYDZavpyRpUzSSYDXJgUmuT7IyydGj6IPm38SmYB6DORYtGvV/UUnSIBgHzc7Qg9UkmwMfBV4I7A4cmmT3YfdDkiRp2IyDZm8UI6t7Ayur6saq+jlwGnDQCPohSZI0bMZBszSKYHVH4Oae61UtTZIkaWNnHDRLC0bdgXVJciRwZLusJD8bZX/GyAJg7ag70Zdk1D3YqGxgL+eG8T7dwF7UcbeBvZy+RzdBQ3w5FydZ0XO9vKqWD631jcwogtXVwM491zu1tIdo/1H9DztJkhVVtdeo+yFNx/epxp3vUY1QX3GQHjSKaQCXALsl2TXJQuAQ4MwR9EOSJGnYjINmaegjq1W1NsnbgHOAzYETq+qaYfdDkiRp2IyDZm8kc1ar6svAl0fR9kbAqRHaEPg+1bjzPaqRMQ6anVTVqPsgSZIkTcntViVJkjS2DFbHSJKnJPl2ksU9af9fkkNnWc9+SZ7ZZ76z5tJXbbqS/HGSa5JcmeSKJPu09JuSPGqK/P/afu6S5DU96UuTvGh4PdfGZF2fX0k+MdfdgNb1Hh6G9u/j6lG0LY07g9Ux0iZYnwH8MUCSlwFbVNWps6xqP2DGYFWarSTPAF4M7FFVTwN+k4cubv1LqmrivbgL8JqeW0uBWQWrScZ2bWiNh6r63aq6dpR98H0qDZbB6hwlOayNLP17kk+1v4q/2tLOS/LYlu+kJMcnuTDJjW004MQk1yU5aYqqjwN+J8lS4L3AW5Psn+TyJFe1sg9rdT8wCpBkryQXJNkFeDPwjjbq9ezWh4N7+v7Tnva2bKO31yc5IclmLc8BSf4tyWVJPpPkEYN/FTVKSb6Q5NI2Snpkks3be+Xq9l57xxTFdgB+WFX3AlTVD6vqPyfVuzjJ2Une2K4n3m/vBZ7d3pfvonuvv7pdvzrJkvb+vri93w9q5V+f5MwkXwXOm6eXQ/NgHj8np2vzgvZ5+OYkf92T/vokH2nnr23vsyuS/G26vdon1/PO9m/h6iRvb2kPGf1M8odJju1p9/+mWwj+qHb9vtbOt5M8u6eOb7TP1svSx7dg0iavqjxmeQBPAb4NPKpdbwt8CVjWrt8AfKGdn0S372/o9v69C/g1uj8ULgWWTlH/S1q+Y4FFdCNXT2z3TgHe3s5v6unDXsAF7fxY4A976jsJOLjn+qft537APcDj6ZbPOBc4GHgU8HVgScv3LuDPRv26ewz8fbxt+7kYuBrYEzi35/7WU5R5BHBFe/9/DHhuz72b6EZP/xk4rCe99/12Vk/664GP9Fz/b+C1E223Npa0fKsm+uuxYRxD+Jx8yPupJ/2C9nn4aLr91yfSzwZ+A/ivrR9btPSPTbxfJz5T27+Fq9r77xHANcDT2/v76p46/xA4tqfdj03qxwfa+YuAf27nDwcWtfPdgBXt/CF1e3h4PHg4sjo3zwc+U1U/BKiq24FnAP/Y7n+K7kNxwpeqqug+/G6tqquq6n66D8BdJldeVV8Cfkz3Ifok4LtV9e12+2TgOQP8XS6uqhur6j7g1NbvfYHdgW8muQJYBjxugG1qPPx+kn8HLqTbTWUh8Pgkf5PkQLqA4SGq6qd0/yM/EvgB8Okkr+/J8kXg76rqlDn05wDg6Paeu4DuD7XHtnvntn9n2nDM6+fkTKrqB8CNSfZNsh3wZOCbwP507+FL2nttf7o/2Hv9BvD5qlrT3vNnAM/uo9lPT7o+o/28tOd32AL4eJKrgM/QfdZKmobzaobj3vbz/p7ziesFSV4OHNPSfreqVrR7989Q71oenMqxqJ987Wv+hT33Jq9dVnSjG+dW1awe7NKGI8l+dPNNn1FVdye5AHgY8OvAC+imkrwqyTF0o1AAJ1TVCe0PmwuAC9r/cJfRjYxBFwwcmOQfW+Axq24Br6yq6yf1dR9gzSzr0oZnVp+TfdZ5GvAq4Ft0wWclCXByVb17Dn3s/cyFX/7cnfw+nfg97uPB/9++A7iV7t/aZnTfbkmahiOrc/NVunml2wEk2Rb4V7ot0wD+O/CNfiurqs9X1dJ2rJh0+3pglyS/2q5fB3ytnd9EN0IA8MqeMj8BHtlz3ZvvpXR/2U/YO92Wb5sBrwb+hW6k7VkTbba5hE/s9/fRBmEr4I4WqD6ZbjT9UcBmVfU54E/oHqK6uee9eUKSJyXZraeepcD3eq7/DLgD+OgUbU5+X06+Pgf4vRZMkOTp6/crasSG+Tm5Lp+nm1ZwKF3gCt2854OTPGaiX0kmf3P0DeBlSR6eZAnw8pZ2K/CYJNule3bgxf32v8dWwC1t1Ph1dFOwJE3DYHUOqntq/y+Br7WvUT8I/B5weJIr6T6AjhpQW/cAhwOfaaNY9wMntNt/Dvy/NqH/vp5iXwJe3h4eeDbwceC5ra/P4KF//V8CfAS4Dvgu3ejDD+jmCZ7afp9/o/sKTRuPf6IbrbqO7sGnC4Ed6UZLrwD+Hphq5OkRwMlJrm3vjd3p5kj3OgpYnOT9k9KvBO5rD9u8Azgf2H3iASvgPXR/SF2Z5Jp2rQ3UkD4n90+yqud4xqQ+3EH32fa4qrq4pV1L98fYV1o/zqV7cBC60c97q+oyum8LLgYuAj5RVZdX1S/oHgy8uJX71hz6/DFgWXtNnozfGkgzcgcrSdImL8mjgSuqasdR90XSQzmyKknapCV5Kd3X/HOZxyppnjmyKkmSpLHlyKokSZLGlsGqJEmSxpbBqiRJksaWwaokSZLGlsGqJEmSxpbBqiRJksbW/w+djoGGa8DvrgAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1342,35 +1497,37 @@ ], "source": [ "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "from operator import itemgetter as i\n", " \n", - "plt.rcParams['figure.figsize'] = [10, 5]\n", - "barWidth = 0.5\n", - "\n", - "labels = results.keys()\n", - "edges = list(map(i('edges'), results.values()))\n", - "times = list(map(i('time'), results.values()))\n", + "plt.rcParams['figure.figsize'] = [20, 10]\n", + "barWidth = 1\n", "\n", - "r1 = np.arange(len(times))\n", - "r2 = np.arange(len(edges)) + barWidth\n", + "labels = ['-'.join([g, f]) if f != 'tcount' else g + '_' + f for g in results for f in results[g]]\n", + "counts = [results[g]['tcount'] for g in results]\n", + "times = [results[g][f] for g in results for f in results[g] if f != 'tcount']\n", + "print(times)\n", + "r1 = [i for i in range(11) if i % len(results) != 0]\n", + "print(r1)\n", + "r2 = np.arange(len(counts)) * len(results) * barWidth\n", "\n", "fig, ax1 = plt.subplots()\n", "ax2 = ax1.twinx()\n", "\n", "ax1.bar(r1, times, color='red', width=barWidth, edgecolor='white', label='Time')\n", "ax1.set_ylabel('Time in Seconds', color='red')\n", - "ax2.bar(r2, edges, color='blue', width=barWidth, edgecolor='white', label='Edges')\n", + "ax2.bar(r2, counts, color='blue', width=barWidth, edgecolor='white', label='Triangle Count')\n", "ax2.set_ylabel('Number of Triangles', color='blue')\n", "ax2.ticklabel_format(style='plain') \n", "\n", - "plt.xticks([r for r in range(len(labels))], labels)\n", + "plt.xticks(list(range(len(labels))), labels)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1384,7 +1541,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, diff --git a/demo/User-Defined-Types.ipynb b/demo/User-Defined-Types.ipynb index fdcb6f4..ee1a474 100644 --- a/demo/User-Defined-Types.ipynb +++ b/demo/User-Defined-Types.ipynb @@ -11,16 +11,23 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from pygraphblas import *\n", + "from pygraphblas import lib\n", + "from pygraphblas.types import Type, binop\n", + "import numpy as np\n", + "\n", + "UINT64_MAX = np.iinfo(np.uint64).max\n", "\n", "class BF(Type):\n", " \n", + " _base_name = \"UDT\"\n", + " _numpy_t = None\n", " members = ['double w', 'uint64_t h', 'uint64_t pi']\n", - " one = (lib.INFINITY, lib.UINT64_MAX, lib.UINT64_MAX)\n", + " one = (float('inf'), UINT64_MAX, UINT64_MAX)\n", " \n", " @binop(boolean=True) \n", " def EQ(z, x, y):\n", @@ -47,7 +54,7 @@ " def TIMES(z, x, y):\n", " z.w = x.w + y.w\n", " z.h = x.h + y.h\n", - " if x.pi != lib.UINT64_MAX and y.pi != 0:\n", + " if x.pi != UINT64_MAX and y.pi != 0:\n", " z.pi = y.pi\n", " else:\n", " z.pi = x.pi" @@ -55,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "metadata": { "scrolled": true }, @@ -94,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -103,144 +110,144 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", "\n", "0\n", - "\n", - "0\n", + "\n", + "0\n", "\n", "\n", "\n", "1\n", - "\n", - "1\n", + "\n", + "1\n", "\n", "\n", "\n", "0->1\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(9.0, 1, 0)\n", + "(9.0, 0, 0)\n", "\n", "\n", "\n", "3\n", - "\n", - "3\n", + "\n", + "3\n", "\n", "\n", "\n", "0->3\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(3.0, 1, 0)\n", + "(3.0, 0, 0)\n", "\n", "\n", "\n", "2\n", - "\n", - "2\n", + "\n", + "2\n", "\n", "\n", "\n", "1->2\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(8.0, 1, 1)\n", + "(8.0, 0, 0)\n", "\n", "\n", "\n", "5\n", - "\n", - "5\n", + "\n", + "5\n", "\n", "\n", "\n", "1->5\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(7.0, 1, 1)\n", + "(7.0, 0, 0)\n", "\n", "\n", "\n", "3->5\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(1.0, 1, 3)\n", + "(1.0, 0, 0)\n", "\n", "\n", "\n", "4\n", - "\n", - "4\n", + "\n", + "4\n", "\n", "\n", "\n", "3->4\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(6.0, 1, 3)\n", + "(6.0, 0, 0)\n", "\n", "\n", "\n", "5->4\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(2.0, 1, 5)\n", + "(2.0, 0, 0)\n", "\n", "\n", "\n", "4->2\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", - "(4.0, 1, 4)\n", + "(4.0, 0, 0)\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from pygraphblas.demo.gviz import draw\n", + "from pygraphblas.gviz import draw\n", "draw(A)" ] }, @@ -255,149 +262,24 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [ { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "%3\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "(0.0, 0, 0)\n", - "\n", - "\n", - "\n", - "1\n", - "\n", - "(9.0, 1, 0)\n", - "\n", - "\n", - "\n", - "0->1\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(9.0, 1, 0)\n", - "\n", - "\n", - "\n", - "3\n", - "\n", - "(3.0, 1, 0)\n", - "\n", - "\n", - "\n", - "0->3\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(3.0, 1, 0)\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "(10.0, 4, 4)\n", - "\n", - "\n", - "\n", - "1->2\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(8.0, 1, 1)\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "(4.0, 2, 3)\n", - "\n", - "\n", - "\n", - "1->5\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(7.0, 1, 1)\n", - "\n", - "\n", - "\n", - "3->5\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(1.0, 1, 3)\n", - "\n", - "\n", - "\n", - "4\n", - "\n", - "(6.0, 3, 5)\n", - "\n", - "\n", - "\n", - "3->4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(6.0, 1, 3)\n", - "\n", - "\n", - "\n", - "5->4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(2.0, 1, 5)\n", - "\n", - "\n", - "\n", - "4->2\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "(4.0, 1, 4)\n", - "\n", - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" + "ename": "DomainMismatch", + "evalue": "b''", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mDomainMismatch\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_22282/4057103135.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel_vector\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mshortest_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/tmp/ipykernel_22282/349998814.py\u001b[0m in \u001b[0;36mshortest_path\u001b[0;34m(matrix, start)\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0mv\u001b[0m \u001b[0;34m@=\u001b[0m \u001b[0mmatrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miseq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m)\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 18\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/pygraphblas/vector.py\u001b[0m in \u001b[0;36miseq\u001b[0;34m(self, other, eq_op)\u001b[0m\n\u001b[1;32m 189\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 190\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 191\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEQ\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 192\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 193\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0misne\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/pygraphblas/vector.py\u001b[0m in \u001b[0;36mall\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnvals\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnvals\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 166\u001b[0;31m \u001b[0mC\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0memult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcast\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtypes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBOOL\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 167\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mC\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnvals\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnvals\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pragma: nocover\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/pygraphblas/vector.py\u001b[0m in \u001b[0;36memult\u001b[0;34m(self, other, mult_op, cast, out, mask, accum, desc)\u001b[0m\n\u001b[1;32m 682\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 683\u001b[0m \u001b[0mmult_op\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmult_op\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_binaryop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 684\u001b[0;31m self._check(\n\u001b[0m\u001b[1;32m 685\u001b[0m lib.GrB_Vector_eWiseMult_BinaryOp(\n\u001b[1;32m 686\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_vector\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/dev/pygraphblas/pygraphblas/vector.py\u001b[0m in \u001b[0;36m_check\u001b[0;34m(self, res)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0merror_string\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mffi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"char**\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 78\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGrB_Vector_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merror_string\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_vector\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 79\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0m_error_codes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mffi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstring\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merror_string\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\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 80\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvec\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtyp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDomainMismatch\u001b[0m: b''" + ] } ], "source": [ @@ -408,7 +290,7 @@ "metadata": { "celltoolbar": "Slideshow", "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -422,9 +304,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demo/animated_from_images.gif b/demo/animated_from_images.gif index 3b65723..6bb50d3 100644 Binary files a/demo/animated_from_images.gif and b/demo/animated_from_images.gif differ diff --git a/docs/imgs/bfs_step.png b/docs/imgs/bfs_step.png index 8f6ff73..84ca161 100644 Binary files a/docs/imgs/bfs_step.png and b/docs/imgs/bfs_step.png differ diff --git a/docs/imgs/binary_op_A.png b/docs/imgs/binary_op_A.png index 27a5878..424da2d 100644 Binary files a/docs/imgs/binary_op_A.png and b/docs/imgs/binary_op_A.png differ diff --git a/docs/imgs/binary_op_B.png b/docs/imgs/binary_op_B.png index 71c965b..951e88e 100644 Binary files a/docs/imgs/binary_op_B.png and b/docs/imgs/binary_op_B.png differ diff --git a/docs/imgs/select_op_A.png b/docs/imgs/select_op_A.png index af98b20..5029fe5 100644 Binary files a/docs/imgs/select_op_A.png and b/docs/imgs/select_op_A.png differ diff --git a/docs/imgs/unary_op_A.png b/docs/imgs/unary_op_A.png index 1e553bf..f05c228 100644 Binary files a/docs/imgs/unary_op_A.png and b/docs/imgs/unary_op_A.png differ diff --git a/doctest.sh b/doctest.sh index 10f33d7..b8600fe 100755 --- a/doctest.sh +++ b/doctest.sh @@ -1,11 +1,2 @@ #!/bin/bash -if [ "$1" = "build" ] -then - SS_COMPACT=1 ./docker_build.sh v4.0.1 test minimal -fi -docker run --rm \ - -v `pwd`/pygraphblas:/pygraphblas/pygraphblas \ - -v `pwd`/demo:/pygraphblas/demo \ - -v `pwd`/docs:/docs \ - -it graphblas/pygraphblas-minimal:test \ - python3 -c 'import pygraphblas; pygraphblas.run_doctests()' +python3 -c 'import pygraphblas; pygraphblas.run_doctests()' diff --git a/ipython.sh b/ipython.sh deleted file mode 100755 index 5fa527b..0000000 --- a/ipython.sh +++ /dev/null @@ -1,9 +0,0 @@ -BASE_NAME=${1:-minimal} -shift -BASE_PATH="/pygraphblas" - -if [ "$BASE_NAME" = "notebook" ] - then - BASE_PATH="/home/jovyan" -fi -docker run --rm -v $HOME/.ssgetpy:/root/.ssgetpy -v `pwd`/demo:/demo -v ~/GAP/:/GAP -v `pwd`/gap:/gap -v `pwd`/tests:${BASE_PATH}/tests -v `pwd`/pygraphblas:${BASE_PATH}/pygraphblas -it graphblas/pygraphblas-${BASE_NAME}:latest ipython -i -c 'from pygraphblas import *' $@ diff --git a/minimal-requirements.txt b/minimal-requirements.txt index ee6169b..33f7a82 100644 --- a/minimal-requirements.txt +++ b/minimal-requirements.txt @@ -11,4 +11,4 @@ coveralls ssgetpy matplotlib graphviz -mmparse==0.4 +mmparse diff --git a/notebook.sh b/notebook.sh deleted file mode 100755 index cc0a354..0000000 --- a/notebook.sh +++ /dev/null @@ -1,6 +0,0 @@ -docker run --rm --user root -e NB_UID=$(id -u) -e NB_GID=$(id -g) -p 8888:8888 \ - -v `pwd`/pygraphblas:/home/jovyan/pygraphblas \ - -v `pwd`/demo:/home/jovyan/demo \ - -v $HOME/.ssgetpy:/home/jovyan/.ssgetpy \ - -it graphblas/pygraphblas-notebook:5.1.3.1 - diff --git a/pygraphblas/gviz.py b/pygraphblas/gviz.py index 4408364..ac6360f 100644 --- a/pygraphblas/gviz.py +++ b/pygraphblas/gviz.py @@ -260,6 +260,8 @@ def draw_matrix( font = ImageFont.truetype( str(font_path / "FantasqueSansMono-Bold.ttf"), int(scale * 0.5) ) + else: + font = ImageFont.load_default() if isinstance(M, Vector): return draw_vector( @@ -355,35 +357,38 @@ def draw_matrix_op( op, right, result, - font_path=Path("demo"), + font_path=None, filename=None, eqstr="=", **kwargs, ): # pragma: nocover scale = kwargs["scale"] - cosmic_font = ImageFont.truetype( - str(font_path / "FantasqueSansMono-Bold.ttf"), int(scale * 0.5) - ) + font = None + if font_path is not None: + font = ImageFont.truetype( + str(font_path / "FantasqueSansMono-Bold.ttf"), int(scale * 0.5) + ) + else: + font = ImageFont.load_default() + kwargs["font_path"] = font_path left = draw_matrix(left, **kwargs) right = draw_matrix(right, **kwargs) result = draw_matrix(result, **kwargs) - op_width = cosmic_font.getsize(op)[0] + op_width = font.getsize(op)[0] spacer = int(scale * 2) width = left.size[0] + op_width + spacer + right.size[0] + spacer + result.size[0] height = max(op_width + spacer, left.size[1], right.size[1], result.size[1]) im = Image.new(left.mode, (width, height), color="white") d = ImageDraw.Draw(im) im.paste(left, (0, 0)) - d.text( - (left.size[0] + int(spacer / 2), height / 2), op, fill="black", font=cosmic_font - ) + d.text((left.size[0] + int(spacer / 2), height / 2), op, fill="black", font=font) im.paste(right, (left.size[0] + op_width + spacer, 0)) d.text( (left.size[0] + right.size[0] + op_width + (spacer * 1.5), height / 2), eqstr, fill="black", - font=cosmic_font, + font=font, ) im.paste(result, (left.size[0] + right.size[0] + op_width + spacer + spacer, 0)) if filename is not None: diff --git a/pygraphblas/matrix.py b/pygraphblas/matrix.py index f1a4d43..adf208e 100644 --- a/pygraphblas/matrix.py +++ b/pygraphblas/matrix.py @@ -267,6 +267,50 @@ def from_lists(cls, I, J, V, nrows=None, ncols=None, typ=None): m[i, j] = v return m + @classmethod + def from_diag(cls, v, k=0, desc=None): + """ + GxB_Matrix_diag constructs a matrix from a vector. Let n be the length of + the v vector, from GrB_Vector_size (&n, v). If k = 0, then C is an n-by-n + diagonal matrix with the entries from v along the main diagonal of C, with + C(i,i) = v(i). If k is nonzero, C is square with dimension n+abs(k). If k + is positive, it denotes diagonals above the main diagonal, with C(i,i+k) = + v(i). If k is negative, it denotes diagonals below the main diagonal of C, + with C(i-k,i) = v(i). This behavior is identical to the MATLAB statement + C = diag(v,k), where v is a vector, except that GxB_Matrix_diag can also + do typecasting. + + >>> v = Vector.from_lists([0, 1, 2], [1, 2, 3]) + >>> print(Matrix.from_diag(v)) + 0 1 2 + 0| 1 | 0 + 1| 2 | 1 + 2| 3| 2 + 0 1 2 + >>> print(Matrix.from_diag(v, 1)) + 0 1 2 3 + 0| 1 | 0 + 1| 2 | 1 + 2| 3| 2 + 3| | 3 + 0 1 2 3 + >>> print(Matrix.from_diag(v, -1)) + 0 1 2 3 + 0| | 0 + 1| 1 | 1 + 2| 2 | 2 + 3| 3 | 3 + 0 1 2 3 + """ + l = v.size + abs(k) + C = cls.sparse(v.type, l, l) + if desc is None: # pragma: nocover + desc = current_desc.get(NULL) + if desc is not NULL: # pragma: nocover + desc = desc.get_desc() + C._check(lib.GxB_Matrix_diag(C._matrix[0], v._vector[0], k, desc)) + return C + @classmethod def from_mm(cls, mm_file): """Create a new matrix by reading a Matrix Market file. @@ -296,8 +340,6 @@ def from_mm(cls, mm_file): typ = get_mm_type_converter(mm_type) m = cls.sparse(typ, nrows, ncols) for l, i, j, v in row_iter: - i -= 1 - j -= 1 m[i, j] = v if symmetric: m[j, i] = v @@ -382,11 +424,11 @@ def from_csv( return M @classmethod - def binread(cls, bin_file, compression=None): # pragma: nocover + def binread(cls, bin_file, opener=Path.open): # pragma: nocover """Create a new matrix by reading a SuiteSparse specific binary file.""" - from suitesparse_graphblas.io import binread + from suitesparse_graphblas.io import binary - matrix = binread(bin_file, compression) + matrix = binary.binread(bin_file, opener) return cls(matrix) from_binfile = binread @@ -511,11 +553,11 @@ def ssget(cls, name_or_id=None, binary_cache_dir=None): # pragma: nocover for m in mm_path.glob("*.mtx"): Mbin = mm_path / (m.name + ".grb") if binary_cache_dir and Mbin.exists(): - M = cls.from_binfile(bytes(Mbin)) + M = cls.from_binfile(Mbin) else: M = cls.from_mm(mm_path / m) if binary_cache_dir: - M.to_binfile(bytes(Mbin)) + M.to_binfile(Mbin) M.wait() yield m.name, M @@ -822,11 +864,11 @@ def S(self): """ return self.pattern() - def binwrite(self, filename, comments="", compression=None): # pragma: nocover + def binwrite(self, filename, comments="", opener=Path.open): # pragma: nocover """Write this matrix using custom SuiteSparse binary format.""" - from suitesparse_graphblas.io import binwrite + from suitesparse_graphblas.io import binary - binwrite(self._matrix, filename, comments, compression) + binary.binwrite(self._matrix, filename, comments, opener) return to_binfile = binwrite @@ -1601,23 +1643,23 @@ def reduce_float(self, mon=None, mask=None, accum=None, desc=None): ) return result[0] - def reduce_vector(self, mon=None, out=None, mask=None, accum=None, desc=None): + def reduce(self, mon=None, out=None, mask=None, accum=None, desc=None): """Reduce matrix to a vector. >>> M = Matrix.sparse(types.FP32, 3, 3) - >>> print(M.reduce_vector()) + >>> print(M.reduce()) 0| 1| 2| >>> M[0,1] = 42.0 >>> M[0,2] = 42.0 >>> M[2,0] = -42.0 - >>> print(M.reduce_vector()) + >>> print(M.reduce()) 0|84.0 1| 2|-42.0 - >>> print(M.reduce_vector(types.FP32.MIN_MONOID)) + >>> print(M.reduce(types.FP32.MIN_MONOID)) 0|42.0 1| 2|-42.0 @@ -1627,9 +1669,27 @@ def reduce_vector(self, mon=None, out=None, mask=None, accum=None, desc=None): 0|84.0 1| 2|-42.0 + + >>> M = Matrix.sparse(types.BOOL, 3, 3) + >>> print(M.reduce()) + 0| + 1| + 2| + + >>> M[0,1] = True + >>> M[0,2] = True + >>> M[2,0] = True + >>> print(M.reduce()) + 0| t + 1| + 2| t + """ if mon is None: - mon = current_monoid.get(getattr(self.type, "PLUS_MONOID", NULL)) + if self.type is types.BOOL: + mon = current_monoid.get(getattr(self.type, "lor_monoid")) + else: + mon = current_monoid.get(getattr(self.type, "plus_monoid")) mon = mon.get_monoid(self.type) if out is None: out = Vector.sparse(self.type, self.nrows) @@ -1641,6 +1701,8 @@ def reduce_vector(self, mon=None, out=None, mask=None, accum=None, desc=None): ) return out + reduce_vector = reduce # deprecated + def max(self): """Return the max of the matrix. @@ -1993,6 +2055,53 @@ def diag(self, offset=None): """ return self.select(lib.GxB_DIAG, thunk=offset) + def vector_diag(self, k=0, desc=None): + """ + GxB_Vector_diag extracts a vector v from an input matrix A, which + may be rectangular. If k = 0, the main diagonal of A is + extracted; k > 0 denotes diagonals above the main diagonal of + A, and k < 0 denotes diagonals below the main diagonal of A. + Let A have dimension m-by-n. If k is in the range 0 to n-1, + then v has length min(m,n-k). If k is negative and in the + range -1 to -m+1, then v has length min(m+k,n). If k is + outside these ranges, v has length 0 (this is not an error). + This function computes the same thing as the MATLAB statement + v = diag(A,k) when A is a matrix, except that GxB_Vector_diag + can also do typecasting. + + >>> from pygraphblas import UINT8 + >>> A = Matrix.dense(UINT8, 2, 2, fill=1) + >>> print(A) + 0 1 + 0| 1 1| 0 + 1| 1 1| 1 + 0 1 + >>> print(A.vector_diag()) + 0| 1 + 1| 1 + >>> print(A.vector_diag(1)) + 0| 1 + >>> A.vector_diag(2) + + >>> print(A.vector_diag(-1)) + 0| 1 + >>> A.vector_diag(-2) + + """ + n, m = self.shape + if k in range(0, n): + l = min(m, n - k) + elif k in range(-1, -m, -1): + l = min(m + k, n) + else: + l = 0 + v = Vector.sparse(self.type, l) + + _, _, desc = self._get_args(desc=desc) + + self._check(lib.GxB_Vector_diag(v._vector[0], self._matrix[0], k, desc)) + return v + def offdiag(self, offset=None): """Select the off-diagonal Matrix. diff --git a/setup.py b/setup.py index 40b5f6c..fa8e079 100755 --- a/setup.py +++ b/setup.py @@ -3,7 +3,7 @@ setup( name='pygraphblas', - version='5.1.5.0', + version='5.1.5.1', description='GraphBLAS Python bindings.', author='Michel Pelletier', packages=['pygraphblas'], diff --git a/test.sh b/test.sh index eb0bc1b..9665574 100755 --- a/test.sh +++ b/test.sh @@ -1,12 +1,2 @@ #!/bin/bash -if [ "$1" = "build" ] -then - SS_COMPACT=1 ./docker_build.sh master test minimal -fi -docker run --rm \ - -v `pwd`/pygraphblas:/pygraphblas/pygraphblas \ - -v `pwd`/demo:/pygraphblas/demo \ - -v `pwd`/docs:/docs \ - -v `pwd`/tests:/pygraphblas/tests \ - -it graphblas/pygraphblas-minimal:test \ - python3 -m pytest --cov=pygraphblas --cov-report=term-missing --cov-branch $@ +python3 -m pytest --cov=pygraphblas --cov-report=term-missing --cov-branch $@