diff --git a/.gitignore b/.gitignore index cd79ecf..c2f75a8 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ *.yml *.ipynb_checkpoints +notebooks/*.py diff --git a/notebooks/adaptive-search.ipynb b/notebooks/adaptive-search.ipynb new file mode 100644 index 0000000..58a22dd --- /dev/null +++ b/notebooks/adaptive-search.ipynb @@ -0,0 +1,619 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:919dced0e38f7562afbd14f95efc8a4a31aa0d52a6b7c050e805fde79e2191c5" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Adaptive Search: Changing `search_range` on the Fly\n", + "\n", + "As discussed in the tutorial on \"Advanced Linking,\" a basic limitation of the tracking algorithm involves the selection of `search_range`. If it is too small, many valid trajectories will be unlinked or linked incorrectly. If it is too large, `trackpy` will become overwhelmed with candidate features, and will either be bogged down by those possibilities or will give up entirely, raising a `SubnetOversizeException`. \n", + "\n", + "The tutorial on \"Advanced Linking\" identifies some ways to ease this dilemma, including prediction, which lets `trackpy` select candidate features more intelligently. Still, \"perfect\" tracking is often computationally impossible. One is then faced with the task of finding a `search_range` that allows linking to finish in a reasonable amount of time while merely *minimizing* linking errors. The usual method for optimizing `search_range` is to repeatedly adjust it and run the linker, searching for the largest value that does not halt or intolerably slow the algorithm. This search can be time-consuming and frustrating, especially for long movies. Perhaps worse, one must choose the `search_range` for all particles in all frames, even if the failure is being caused by a single large subnet spanning just two successive frames.\n", + "\n", + "This difficulty is addressed by the \"adaptive search\" functionality that is built into `trackpy` starting with version 0.3. Instead of specifying a single `search_range` for all particles in all frames, one gives `trackpy` a *maximum* value. `trackpy` then automatically reduces `search_range` *only* when and where it encounters difficulty. \n", + "\n", + "## How it works\n", + "\n", + "When it encounters a large subnet, the algorithm repeatedly attempts to link *only those particles*, using smaller and smaller values of `search_range`. As `search_range` is reduced, some of the possible track assignments are eliminated from consideration. The original large subnet is thereby broken up into smaller pieces, some of which may be small enough to solve directly (by considering all possible track assignments). This process continues until no oversize subnet(s) remain, or a minimum `search_range` is reached. In the latter case, a `SubnetOversizeException` is raised and linking is aborted.\n", + "\n", + "## How to use it\n", + "\n", + "To any of the `link` family of functions, supply the `search_range` argument as usual, along with an `adaptive_stop` argument, and optionally an `adaptive_step`. When `trackpy` encounters a large subnet, it will locally reduce `search_range` by multiplying it by `adaptive_step`. (`adaptive_step` must be greater than 0 and less than 1; the default is 0.95.) This multiplication will be applied repeatedly if necessary. `adaptive_stop` (note the single-letter difference!) tells `trackpy` when to give up. When `search_range` has become less than or equal to `adaptive_stop`, `trackpy` aborts linking by raising a `SubnetOversizeException`.\n", + "\n", + "For example, at the high end, you might consider 10.0 to be a generous but reasonable `search_range` for your movie. At the low end, you feel that a `search_range` of 2.0 \u2014 the radius of one of your particles \u2014 is unreasonably small and would be a sure sign of trouble. Finally, you decide that `search_range` should be reduced carefully \u2014 just 5% at a time. The values you should specify are then" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "{'search_range': 10.0,\n", + " 'adaptive_stop': 2.0,\n", + " 'adaptive_step': 0.95}" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1, + "text": [ + "{'adaptive_step': 0.95, 'adaptive_stop': 2.0, 'search_range': 10.0}" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The maximum subnet size, and a word of caution\n", + "\n", + "There is one more parameter that you *may* wish to adjust, but the reason is a little technical. \n", + "\n", + "Under normal circumstances, if you have a movie that does *not* cry out for adaptive search, large subnets will be rare, and to get the most accurate linking you will want the computer to solve them all, even ones that take a few minutes. This favors a default maximum subnet size, stored in `trackpy.linking.Linker.MAX_SUB_NET_SIZE`, that is rather generous.\n", + "\n", + "This situation changes when adaptive search is enabled. As it reduces `search_range`, `trackpy` is searching for the largest computable subnet(s) embedded within the original oversize, non-computable subnet. If you are lazy (and who isn't?), you will want to choose a generous (but reasonable) maximum `search_range` and let `trackpy` do the hard work of optimizing it downward. The result is that `trackpy` will frequently be solving subnets that are just below the maximum size. This favors a *small* maximum size, corresponding to a subnet that can be solved in well under a second.\n", + "\n", + "Because a different behavior is desired in each case, there is a different default subnet limit for adaptive search, stored in `trackpy.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE`. As with the regular default, you may wish to adjust this value depending on your patience and the speed of your computer.\n", + "\n", + "The default values in the current version of `trackpy` are" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import trackpy\n", + "import pandas as pd\n", + "\n", + "trackpy.linking.Linker.MAX_SUB_NET_SIZE" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 2, + "text": [ + "30" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "trackpy.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "15" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since subnet computation time scales very roughly as $N!$, this is actually a *huge* difference in speed:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import math\n", + "float(math.factorial(trackpy.linking.Linker.MAX_SUB_NET_SIZE) / \\\n", + " math.factorial(trackpy.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "2.0284320493172736e+20" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The difference in maximal subnet size is the primary drawback of adaptive search. Solving a large subnet may be slow, but at least you are getting the best possible set of trajectories, ones that minimize the total displacement over all particles. (For details, see the original paper by Crocker & Grier, referenced in the introduction to the `trackpy` documentation.) Depending on the details of your movie, if you insist on solving smaller subnets you may instead get results that are less than fully correct.\n", + "\n", + "**In other words,** adaptive search can abolish a lot of headaches, tedium, and gut-wrenching decisions, but it cannot magically clean up problematic data, and it cannot abolish the possibility of shooting yourself in the foot. Proceed accordingly." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example\n", + "\n", + "This is a highly contrived example, but it illustrates how adaptive search can greatly ease the problem of choosing `search_range`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As example data, we define a grid of points that has contracted in the second frame. It is visualized below, using a function we define." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def contracting_grid(scale=0.95):\n", + " \"\"\"Two frames with a grid of 441 points.\n", + "\n", + " In the second frame, the points contract, so that the outermost set\n", + " coincides with the second-outermost set in the previous frame.\n", + "\n", + " This is a way to challenge (and/or stump) a subnet solver.\n", + " \"\"\"\n", + " pts0x, pts0y = np.mgrid[-10:11,-10:11]\n", + " pts0 = pd.DataFrame(dict(x=pts0x.flatten(), y=pts0y.flatten(),\n", + " frame=0))\n", + " pts1 = pts0.copy()\n", + " pts1.frame = 1\n", + " pts1.x = pts1.x * scale\n", + " pts1.y = pts1.y * scale\n", + " return pd.concat([pts0, pts1], ignore_index=True)\n", + "\n", + "cg = contracting_grid()\n", + "cg_original = cg.copy()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def trshow(tr, first_style='bo', last_style='g.', style='b.'):\n", + " frames = list(tr.groupby('frame'))\n", + " nframes = len(frames)\n", + " for i, (fnum, pts) in enumerate(frames):\n", + " if i == 0:\n", + " sty = first_style\n", + " elif i == nframes - 1:\n", + " sty = last_style\n", + " else:\n", + " sty = style\n", + " plot(pts.x, pts.y, sty)\n", + " if 'particle' in tr.columns:\n", + " for pid in tr.particle.unique():\n", + " plot(tr.x[tr.particle == pid], \n", + " tr.y[tr.particle == pid], 'r-')\n", + " axis('equal'); ylim(-11, 11)\n", + " xlabel('x')\n", + " ylabel('y')\n", + "\n", + "figure(figsize=(6, 6))\n", + "trshow(cg_original)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 383, + "width": 393 + } + }, + "output_type": "display_data", + "png": 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WEjmTxUKisRI+Emknlo6Ycnmk69vMzMx57PpsMzMzM3M+uj7bzJztzM3Eve4snP5gdJhC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\nB3UEh0/4hkOK+ez5OGq1mqlURk0Q7DR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7bo7aXJZGO8o5xXXX5jzmqu3jOsiVuNedhdMf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+ "text": [ + "" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the preceding plot, the large blue dots are the first frame, and the small green dots are the second frame.\n", + "\n", + "### Linking without adaptive search\n", + "\n", + "Next, we perform linking with a \"small\" `search_range` of 0.65. The computation finishes quickly but fails to link the particles with the largest displacements, in the corners." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%time\n", + "tracks_toosmall = trackpy.link_df(cg, 0.65)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 1: 441 trajectories present\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "CPU times: user 188 ms, sys: 7.54 ms, total: 195 ms\n", + "Wall time: 199 ms\n" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "figure(figsize=(6, 6))\n", + "trshow(tracks_toosmall)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 383, + "width": 393 + } + }, + "output_type": "display_data", + "png": 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JF4Bgv3Lprer+J3cCcBdDKCXJqbuy9xauogFFPMkZfEMXr97t+I2v2YObGObU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\nruhOY4t+pK0EmrTvUaXOCWHRZ0SkfbntBelWbpBADxyeUMaZV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rljZS5bRIxnquBdX7x9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IR4ikQSQaYcaCGaytWEuf9n2sOjPDESodOGO+SDRCbjmUBd1lTIqzKkJuhVtnoCJCUFCBO2d6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\nmfc02OGcK0y+2plyuczV2u1ozo9onjGSWawJjuZcNSt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+ "text": [ + "" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seeing this problem, we increase `search_range` to 0.8. This computation also finishes quickly \u2014 by raising a `SubnetOversizeException`!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%time\n", + "try:\n", + " tracks_toobig = trackpy.link_df(cg, 0.8)\n", + "except trackpy.SubnetOversizeException:\n", + " print 'Failed!!'" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 0: 441 trajectories present\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Failed!!\n", + "CPU times: user 21.7 ms, sys: 2.56 ms, total: 24.3 ms\n", + "Wall time: 24 ms\n" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By trial and error (or some trigonometry), we *can* find a value of `search_range` that works for this movie. But it requires more than a little patience:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%time\n", + "# Warning: takes several minutes!\n", + "tracks_regular = trackpy.link_df(cg, 0.75)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 1: 441 trajectories present\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "CPU times: user 4min 32s, sys: 769 ms, total: 4min 33s\n", + "Wall time: 4min 35s\n" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "figure(figsize=(6, 6))\n", + "trshow(tracks_regular)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 383, + "width": 393 + } + }, + "output_type": "display_data", + "png": 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KLCTsZt6EOiTABvhNNPPDuIsEOAljRDP7CtW/kRqksWUvsxN53ICGJBCkgWk3\n82SMJAEuRjeW7Pyx5+2CDBJgDlxsge/FtnUVZHIj6pEAp2GY2LZ2IN9/jvobqayHjWKZfUUE4etQ\nlcncHD9yK2qRAH/AGayJbVYzB0MLiQgjPCMS5tEP7/II3CTAt3FZQQ+u/Z7E0osJuz09gJcv4ToS\n4E5UL9RLbz/zxfiABJgHJ7sWmSdpN3NV7ObfSCUB/gtPWfGW5n4TV5AAX8a1xT4Hu5mvxiwSvh56\nO6NtwbzVsIu5iGIOXMUKZPvb+ku0JQFegIWi29o38nQ/7rXmLc3te1KyAWAvsxN5zIGLBKyOeAVz\nL0MnEggyomo380O4m4TpcLLpLe72jcD8jvpBp3PZylwfvzMb0cyHI0hvsT1vAg7wd9QnAd6HCWLb\n2oF8zkdvEuBKtGFMscLZZmZfcbwfiWyJ1WKZj15E2MncCcv8nYpL0TnodEEdkVDKTbjWSPgeHfGp\nf8dehk5MiUkTmdscrJiwP4eddCGHH6EXCXADGrIGdojN556EMSRQZLhcIvMleJ8Eikxxkshc+IRc\n+CRhO3M0sv09Pj2wQMwLkJ/gfBJFpzdJbOsncHvQBojtzNfjvyTAGRhizVua2/ek+GdgM3NNbPN/\nh216i7tdyOEhxJEAq2GXYGYzrYkAO2OpaGZf4fRv/F/Qc5etzLNxOYlgHSB2vb4pTd/iLLqQI7at\n78MEEuAuVOMpQTocbWX2TVvLgStIB4i9zENd3Y+hiAh95oGunkE6bu1nDoYWEhFGRbhqU3P8yD9R\nmwT4k9PFPWvWiLiLFhONWDepBrOysqx7E3CA3+BsEuDXOJU1Q+gty+1Enr+h+SXaMhofMzk5VSRz\n0SlOn4TUW5bbN0VgCbrSjA4sFsl8Fx4mAS5Aj4LXZLwlpzeF1luaewDeIgF+jJ6F3o/9zD2wgAS4\nCN2teUtz+54U3dftZm6DlSTAVWhl1Vvc3QqrSIDr0TjIMdxe5rKnNdnLfDamkgD3IjnIfH17mdvi\nPyRKm5Jpz9sZT/gb1SWnNNnb1v3jKjEfDubDUWpj3kbmq2OT/Y35a/CKiJckD0ydyvwCQVlFRKjd\nBx97zO99GreUMsJmJ3MwtJCIMOTvI7E46A58Cl7jOkeU+UedOuTatSJuU0yYImZ/o0ZkCC97VpY3\nBdv5O04iAe4+5xwyJydk3rLc1bGTm3EKCXCqK9bitaqLegtPcRoVnWD5+twBd2VkMRNVSIB9MMny\n9bkD3ioyDKo6AAAgAElEQVTI5EHEkwBPx3/FvEWnN70ncC10466NP0mAe1CpYC3MYpHMzbCGBPgL\nTvWfCKUylywk7Gfuj3dIgO/jEuvewu5bcCsJ8BVcU6LhYTPzQ7iSRLBpTXYzvxllem4fwx1BG1tW\nMi9ZwhVOM20t+EUi7Hg/nT+fGx1OEqVNabK0rTduZE5SEglwLK4rtWEbcvfy5cyLjiYB3oM0Oe/M\nmaTDFC/jo+NLbQuF1O31kmPH+v/4fdHxRJArR9r+ThVHC4kIQ/rO1snJqXS7h7PoXRWHMzk5lZ/N\nmUO2a1fQ8qxKfvmliLtJYnUeOvlk423ZMuTFRGnelgnVmJ2cbLxpaeZLH0JKc3eI7s9s39Fj1qyQ\nOsvyXuYyU7ry3G5yw4aQe0tzj8B9JMB1ziguXbRIzPs0rjWNr+jQF2xleT9BBxJgemyy9buzFnZv\nKSjIz4weyOTkVJHMyfiJBHgQcXTH3GzVW9wdKCQCxzDbmUdGtS/oVbxZxOtzz3bFkgBvxqQSx21r\nmZcs4caCzqXOeFPMyy1bmB8VxVyAjWIGBz1XWXG//TYJcIfDyWox18t5bzFTmn5wupgQM0zGe+QI\n2cpclGJX27aslJRSarsgpO61a8kqpmNp6yWXMFnKW6iI4KRJR20LhcSdm2vaFQAZFUW++KKM9xjQ\nQiLCkCwkSDOsmJZmbsfudLqYlJTCtLT0wA1QDh0iL77Y7PxxceTcuTLurVvJxo2tFBNlelesMDkB\ncvz4kDmP5j74+OPGGR9P/vSTmNczYIDxduxI5ueH3BvMXTWxBrcnFRRszz1nxRnMe1ZCVeYD9Lrd\n5PbtYt5b3aaXL7t7d2vOYO63CqYKvNShi/UbGhX27ito0P9rUJp1b2G3r5AocQyz6F3Q/EwS4N0O\np5iXJPPq1iUBnhdfJfhx2warzbSmvXFxrJRYQ847ejQJ0NOvX9nnqlCSnU02MGtBDk6eLOddutTs\nxy4X9y5bJue9/nrjbdCAzMo6ersgFGzbZmY7AOSll5J5eTLeYkWED6vuQ4fIiy4K2o4SyXwUtJCI\nMKQLiWMiNzdwoImKIl94QcZrsZgokw8+IJ1maJnPPy/j9HrJa8x9B9i4Mbl3r4x3924y1Uxx4lNP\nyThJf28fU1LIffvkvJdcYq1ILJVdu8z3xuWS24dJ8sknTdbrr5dzkmTTpsb7ww+yXt+oniQDB1ob\nSSyV7duNMyHBHJuluNtcrYnpdhd+FuHAAbJyZeNduVLO6/vuNG0qt40PHCDrm6s0ccIEGSdpzucA\nGRtLfvedjHPfPrJFC+Nt1840tCUopYiwyu7dRWd2rFgh4y0HWkhEGBWykCBNQ3fcuMDJ+oEHQj71\nJyjhKiamTQsUTiEchSmTQ4cCB9d+/WS2L0m+/36gp8TSFKcSeL2Bg+vYsTJOkly2zDhr1DDD+VKc\nbxbV88UX5Zxffmmcp58u5yTJHuamdJw/X9YbjkKivZnaxGXL5Jy+72vXrnJOr5dsaO7hwKVL5bxP\nmyv5sH17OWdmpn+6DefNk/Peata98KyzQr5Gr1RWrSLdZv0JZ8yQcWZnk927G2eTJqahLUE4iohN\nm8jTTjPOOnXIdetkvOVEC4kIo8IWEj6mTg18GdPTybw8+85wFRP33huYbiTVG7ZhA1nJXH6Xjz4q\n4yTJq682zk6drE1xKoGvoRsbS27ZIuP0ev1zgcVG1kgzsgWQvXrJOT0eMibGfF+lRrjIwDzgadPk\nnGR4Cgnf1Izff5dz3mWutc8xY+ScBdOamJoqc8wnjcdXvLzzjoyTJEeaK8uxWze5zpxCU5rERgUy\nM8l69Yx32DAZZ34+OWhQYF/auFHGG44i4scfyVrmsuM84wwzlauCooVEhFHhCwmSfPfdQC/GZZfJ\n9OyGo5jwesnrrjPO6tXleus/MDero9NJLlki4wzXFKcrzE3qeO21cs5Z5gZ1bNZMrqEQrulNbc2N\n6bhwoZxz/HjjvPdeOScpX0jk5ZnPEzBFmxSdzP0UxEZKyfBMa5pjbkDH+vXlipfffyejo02j89tv\nZZzhmNKUn0/2NjedY5s2cvuvrwhOTDTFqQThKCKWLQt0CHbuTO7ZI+M9TrSQiDBOiEKCJD/91P9F\n+e2Mk5k61k1MAGMnxXLUwlF2nIWKiT8bpbDmGAFnTo7pRQb4W1UHa9xh2edjTMHN6hLA2rcLOQtO\n3IeiwYb/EnL+/jtzXU7mO8CWw4Sc2dncUz2RBNhjsJCT5PqWpvd66CVyzmX9zf1R7usi55x92wUk\nwBlnyjlHLRzlLySknBNfv4kEuD1Bznnn/Nt4KNrkrH2PW2bbLhjJ36qahtgFadHWnaMWjmLspFgu\nq2tyzrnZ/hQun/PN043z6wvsTwf0Of9zjnFubVDDTPsRcN7XxTgPJseSmzeLOG/pbZx5UU7rHRs+\n5+B+YL4DIkWEz9n/CvCIq8A5YIDsFNrjRAuJCOOEKSRI8scfubeaaZD9kALWGglignnYLCZ21jbz\nV1efBFYZbd95z/v/4jc1C04wtcCEeyxnJHnHR7fzkwbG+eXJYPS99p2jFo7irDOMc1ld0HGfjHNy\nO+NcUg/EeBnnXd2Nc0FDgX22wHnDxcb5USM554DLjfNjwZw9BhvnovpyTkyAv5CQcra5wfhW1ZRz\nthpmnL9WlXO2LHD+nQA6LR8TfJ/l2Tca5143mHiPzP7T9nrjPOwynTcSzs5DjDPHCZ55k4yz5yAw\nH+ZxwWAZZ78r4L8B2zV9ZZyD+wWcY7rJOG++MOB8ug14x0e3W3OGkuNtdzoK/rNSwXA4HACAE+Xj\nOfXOWHzwcjaa7ga+qg20uwGAA4h1xeLI2CNWnA3visXHL2Tj1CzggyZA36vM67accQ/GIXmvByte\nABrsBZ5vBdx0id2McQ/GIXGfB6unA3X2A/d3AsZ3s++M3+/Bz88CJx0Cbr4QmN7GvjNuvwe//Qeo\n6gEuugqY30TG+ecUICEXaD4c+DnVvjNhnwfbJwN0AKl3AHvi7TurZXqwdQqw1w1UvQug076zwV8e\n/DwVWF8NOO1f5nXbTk+eB5xg/u2YIOPs86MH774FvN8E6Gf5GORzXv+FB898DMxsAQzpL+O8b4EH\n93wOPNsGuPVCu07fZznrXWDQT8DkdsCdPQX2n1wPPn8JaP8nMKkjMK67fWe+x4N1zwIN9wDjuwD3\nd7HvdB/w4Pf/ANWOAPd2BR7sbN9ZPdODX58G4vKAMd2AhzvZdzbe6sH30wAngLHdgIcEnO1+9SBj\npvn3mG7Awx2B2Gh7zlByvO1Ol403o/zz2JCYjQ5pwKz3gLvPB2D2R3jyPNacG+Oz0fU64JU5wMie\ngddtOT15HngSgV6DgWc+AsZ3tevzOxOAAVcAY5cDT7UVcsYDN18EXLoeeLO5nHNcN6DuXuDzOnLO\nx88D8p3A30lCzgRgahtgW7IpJiSc2yoBM84yjfqYfCDbad+5pRLwYkvgt6pFX7fpLM/roXL+URl4\nsi2wJkXO+W1N4OlzgKX15JwfNwJOOgi8foZ9p+/v/rcVkJQNPH2uXZ//bzuAe7sBo78AHu0g5HQB\n6RcCt34NPCzk9MQBwy4GLlsLPNRRxrm1EjCiF3DGTtO4lnD+dBIwoYs5vj/USca5tD4wtTWwqhYw\no5V9Z0VACwklJMS6YpEV70GfwSVft+n8K9mDC4bIOGNdsfDkebChOtDzWvu+ws5vTg6MuEg5P2gK\nfNBU1jn1nJKv23ZO7CrvHNFH3pnWV9Z5EB7ccKms05Pn8Y9ESDm/q+XBd7VknSvqeLCijqxzeT0P\nlteTcfo+y0/rA5/Wt+8r7FxWH1gm7PykEfBJI1nne82A95rJOv/buuTrtp0PdJF33nKRnLMi4Az3\nG1Aig1va3FKu109E5z8hozrVqU51htv5T8ioTnVGClETJkyYEO43oZRk4sSJAIAT5ePp0bAHDuYc\nxHfbv0OeNw+xrliMOHcEJveYHDHOf0JGdapTneoMt/OfkFGd6qxoHG+7UxdbV1BOtMXWiqIoiqIo\nyonJ8bY7dWqToiiKoiiKoijlRgsJRVEURVEURVHKjRYSiqIoiqIoiqKUGy0kFEVRFEVRFEUpN1pI\nKIqiKIqiKIpSbrSQUAAAWVlZSEtLR3JyKqKiopGcnIq0tHRkZWVFrFsza+ZI9IbTrZk1s23+aZl1\nW2vmCg+VCgkASn08GRkZTEpKodudTmAzAQ+BzXS705mUlMKMjIyIc2tmzRyJ3nC6NbNm1syR4Q2n\nWzPLZi7M8bY7tZCooEgVEhkZGYyPr05gCQEGeSxhfHx1KztyuNyaWTNHojecbs2smTVzZHjD6dbM\nspmLo4VEhCFRSGRmZjIpKaWMHdj3WMzk5FRmZmae8G7NrJkj0RtOt2bWzJo5MrzhdGtm2czB0EIi\nwpAoJIYOHV4wlFZ0p3Uir8RrbvdwpqWlW3UH84barZnDn9mB/LBlBrxh8trNG063ZtbM4clc8rss\nkTmcxy89T2lmm2ghEWFIFBKmEt5cZGftggz+iOY8Fb8U25E3MykpxZrbjSNcis68DU8G+fKGzh0s\n81V4jV+jNasgUzRzKv7m12jNAXhLNLMD+bwTj3IZOtGFHNHMrfE1V6MluwbtgbGXuTKyOBkj+T4u\nCcv+9SXa8lysEN3W9bCRMzCELyBNPPNoPMIF6MGWWC2aGaD/iXTmJ3A7Z+NyNsXPopnPxHf8FB15\nK/4jnvkVXMPpuJEnY4to5jZYyW9xFvtgnnBmLz9CLz6IexiHQ6LbugcW8FucJX5ujsVhfoYOvAVP\ni+9fgzGTX+EcVkaWaOaa2MZVaMV+eFd8/7oHD3IRujMKuVYzB0MLiQhDopBwOl00i3oCO3EGupAA\n9yKZF+HDQj/z0Ol0WXNfgvf935jJGFms1yd07uLeaGRzLU4jAa5Gy2LFhN3MN2MqCfAI3GyP5cUO\nGvYyV0YW/0RtEuAjGG3NG8w9BpNIgOvRmG4cEctcBZnci2QSEN3WAPk4RpEAp+Jm0W1dE9tIgPuR\nGKRgtJv5TVxBArwas0Qzo8xCwm7mNWhGAmyB70Uz344nSIAvYqho5hRsZy6imAMXa2CHaOZ56EMC\nfAh3i2YehFdJgLtRldWxU8xbC1u5E9VJgPfgQbFt7UQe30F/EuAm1GES9ollHoyZzIeDBDgUL4pl\nPg1ruQl1SIDfo0WQ0QE7mROx37+t8+HgBVhoNXMwtJCIMMI1IpGAA3wLA/wvjMPEgka9/Z7EqzGL\n2YgmAb6BgYzxH1Ts9nrUwlauR+MgxYTtzF4+g3T/ialoT5PdzO2xnLmIIoFivXp2M0cjmz+jKQlw\nAu4rdqC0m3kixpEAP8H5ot7m+JEEuAeVihVP9r9Tv+BUEuA5+Eo08yMYTQIcg0nWvKW5fU9KNjDt\n9iQeRDwJsBL2iGb+ABeTAK/BK6KZb8OTJGB9lK+4uw1WkgAPIIHVsEssc1Xs9jfmr8NLYt4o5HIZ\nOpEAF+KCIA1be9v6CdzuP3Y1wxqxzIWLiJLHEHuZz8PnzEQVEuCXaCu2fzXEBn9HxF4k80LMtZ45\nGFpIRBjhXCMBeHk3HvJ/kefgUlaPuV5knm93LOI+JJEAM9CFlbBHZE5isGJCYh5mFHL9DYHfUZ8p\n2E5AZh7maDziL2J8UxMkMnfAZyTAbESzCdb5X7edubRRCYlt/Q3OJgFegTeteEtzT8MwEuBoPFLk\ndduZfaNtz+MGa97S3L4nxT8Dm5mrYycJMAuVrXqLu53I4x5UIgHWwSbBzF7+gDNIgH3xnmjmskcj\n7GX+L64nAS5DJ0qutXoAY0mA21AzyMiPvW39b/yf/zjdBRli2/roRYSdzJe7evEwYkmY4rjk1DU7\nmS92XcgsVCYB/oymbIz1IpmDoYVEhFERrtrUCx/5d/BfnFHcu3KliPtMfMdtqEkC/BH1eFpidWZl\nZVn3Fi0mGrFuUo2Qectyx+Mgv0ZrEuBKtGE85jI5OdV6ZgfyOR+9SYCf4zy6sCCk3rLcz+OGYifl\nxSKZS45KyHhvwdMkwI/Qy4q3NPeVeL2YVyZzL3xUbDvLZfY9Kfr9tpu5Nb4mAX6Ls6x6i7tbYjUJ\n0wlR8hhuL/NZ+JYEuAvVGI1sscxt8CyJskYj7GTuiCn+RnXhzg/b3h54hPlwMA9OdsZS616f+6rY\nSv7GfMnpifYy3xibdNQiwkbmg488wvwCwVTcHGR9ggW318tDY8f6ve+hb5CpY/YyB0MLiQhD/j4S\ni4PuwA3xCn92mCkwTE4mP/xQxF0Hm7i2YJ7ikRo1yJ9+EvGaYsKsH9jfqBEZ4sutleZOwXZuRD0S\n4LyoGGYsWiTirYZd/vUST7jiLF+fO+CugkzuQA0S4HW4w/L1uYt6A6MSU8S8VbGb2YhmHpyshTcF\nroVu3CfhL7Mv+9dJLBbJfBrWkgB/RSP/iVAqc8lCwn7mAXjL3xiw7S3svh03kwi2PsJu5v9DPxLg\n/+HfIl6f+2OnmfoafDTCjnvpggVcV3AOLDkd057389mzubOgUT0WD4h5uWIF82JiSID3BL1QgyX3\nzJn0OnxFRLD1Pha8+fnkXXf5BfdFxxNYZN994AB52WUkQK/DwYnR8XTgE7ltXQpaSEQY0ne2Tk5O\npds9nEXvqjicycmp/HT+fHJAYN0EJ040X0DL7rpJNbineXPjrFSJXLYsJM6jeZskVuehk0823pYt\nrRQTwdxnRF/JrIITB9PTSa9XxNs1ui9zfZ/tvHkhdZblvrpg6DzT4eDy994T807Ev0mAGVExVu9U\nWtz7dsHoz33uROt3Zy3sXlewTqJDdH8mJ6eKZI7DLyRMD25szM1WvcXdgUIicAyznfnuqLYkwCfx\nLxGvzz3fZRp81+DJEsdtW+6lCxdyd0GD7yzMF/NypW9thIO1Yq4Leq6y4n7gARLgBmcUk2NulPHm\n5pKdzLqIJVExjIu5Sca7YQNZ3awD2XbhhUxOSim1XRDqIoIF+9TvaWlltkdC5s3OJgcPNscLl4uc\nMeOobaGQuDdsIE8/PdA5O3eujPcY0EIiwpAsJEgzrJiWZm7H7nS6mJSUwrS09MANULxe8qGH/F92\nXnopuW+ffffhw2R/cyUDxsSQs2eHxHlU79atZOPG1oqJ0tz75s0zOQHy8cdD6izLe+i++wq6zquS\nW7aE3BvUnViDa2oVFGzXXmvFGcxbJ7E6D0UXbOPly8W8l8eZuex5jRuHvEgsyz2toDh9u3Vb6zc0\nKuzdXtCgHznwWuvewm5fIVHiGGbRu+Q00+ExwuEU8zIvj/nJZnStWUK14MdtG7z7LglwS5VqTEqs\nIeftY9ZGHB4xouxzVSj59VfS7SYB7pszR857771mP65Zk1m//CLj3bWLbNTIeHv1InNzj94uCAWF\nighOmkTyGNoj/yv79pHnn2+cCQnkggX+H1l1f/QRWdlMF2fTpuT69TLeY0QLiQhDupA4Zgp/EU47\njfzlF/vOvDzy1lsDIyJPPmnfSVovJkrlzTcDWUNYOJVJfj7Z2/SY87zzyJwcGe+GDf4TNZcskXGS\n5DizVoLnny/nzMkhU1ON96uv5LxvvBFoHEhyzjnG+/nnsl7fd0eSgkYu339fzrnarI9g/fpyTpK8\n+GLZ4zDpH41gQoJp8Erg9ZLdu1vv6CjBwoWmYe10kkuXyjgPHybbtQuc6/bvl/EGKSKss20beeaZ\nxpmaSq5aZd/p9ZIPPhjI2rdvyDpiQ4kWEhFGhS0kyJJDcyFcN1EqXi/56KOBRsLIkSGbXlUm4Som\nHnssMArz2Wcyzl27yNpmvQRHj5ZxkuYEApjtfOSIjDMz0+y7lkclSjDK3FOCN98s5/zLrJNgYqJc\ngUiSV5h7SXDWLDknGZ5Copm5dCO//17O+YS5fwSHDpVzbt9ORkWZqSA7dsh5fYXa3XfLOV99NTBK\nu3OnjHPbNrKGWTvGBx6QceblBUb969Qx70GCcBQRa9eajAB56qnkxo32nYXWQ9DhIO+/X6btchxo\nIRFhVOhCgjRfjmLrJu74eCRjJ8USE8DYSbEctXBU6L2zZpHRZsEdBw7k6Lkj7DsLFRN/NkphzTFu\nuz7SFE7pZprGocRYnjEixr6TNI3qKLOwsO810TLO7GwzzAvwga5RMk7SPyqxuKFTzvljwT0lYkH3\nWCEnyR0nm2ujn3ODnDPj8jYkwDHd5JyjFo7yH5PEnAtG8mC0caaOdYvlnHuakwSYdlm0mHN0bxcJ\n8MPTnNadoxaOYuykWLa5wWxbT2y09dEIn7PKaHBHQsG57aWXRJxR48BP6xU0rC+4wDTwLTsxAXzq\nvKjAOsQ1a0ScQy+LZr4D1ouIws6uN8bwUKK5vCvbtrW2LxV2Nrs9hn/XrVZkPURFRguJCKPCFxJk\niXUTc5qASXeDmBB4WDnZLFpEJhXca6IeWOkuAefWrdxZ2zTGVp8EVhlt2UeSublc07aBWYBWGUy5\nQ8BJcl5aRxLg7jjw5NtlnM9OHmgaC1Fgk1tknPe+nc69bnMyaz9Uxjlq4Sh+U9M4rxgg53zubOMc\nfb6c8+YLjfP5VnJOTAhc7kTKWf1O48uKlXM67wP3FOy7dW4T2rbjwR9TjLPvQLtO32eJCeC8xsb5\nUAeZ/QcTzD5LgMvqgqMWjBRx3t/JOLclguNnDxdx/ruXcWY7wamPXi7iHNwP/kuefjSkvYiz70Dw\nsMs4f2rbkDx0yLqz1yBzTCDA7XWqFlkPUVE53nanE4pyvDgcwD33APPnY08s0Hc9sPIF4NTdgV95\n9ptnQ+89/3zgs8/wdxLQdROwfAZQe59lZ+3aaDvoMH6tCrTaDiyeCVQ5bNEHAC4XOvXYhm9qAQ32\nAnNfB+JzLDsBXF7va3zUCKh2BHjzHcCVb985yvMBXmgJuPOBafNgDmeWnZPXv4SnzjXPx38aeN2m\n89lvnsWMlub5dd/LOZfVM8+7bJJzbqpsntfbK+csz+uhcvry+fJKOM/cDlTOBjZWBrZUlnG2/Bs4\nYyewKx6Y39iu0/d322wFLtwAHIwGnmgns/902Azc+C2Q4wRuugh4dtVU684LfgPGfgbkO4CrLwMe\n3TDDurPvOmDKAvPa0L7AyNy51p2DfwBemQM4AYztBvRvvNq685aVwLuzgbg84LnWQNveW4H4eHtO\nAvd8Bsx/DajiAeacBpxx7SHg1FOtOCsCWkgo/zu9e6PNjcCaGkDT3cDL78PfEPTkeew4zzoLba8H\n1lU3J7ep8wM/suXcGJ+NrtfBX0w8tsiuDwCynNm46Grgj8rAOX8B935m33nEm41r+wFbk4D2fwLp\n39h3evI8GH0BsDMe6LIZuPxnGef/tQX2uYELNgLttsg432wOZEcBPX4Hau2XcX5azzzvsCVQGNp2\nBiskbDvL83qonMEKCdtOX0HoKxAlnL7C97UzgFyXXafv795XUOA/fS6QmSCw/xB4+iPz74c7Autr\n2HdG5wEvfmgaY+O7AJ/Wt++sdMScp50AxnQDXm9h33nyPuDFDwJFxEOd7DvP2A4883EgZ/qFwCFm\nW3V22QQ8lGH+Pa4rcNkVwC6XPWdFwBXuN6BEBttSY9H2Bg+e/hh4uAMAh3k91hVrzbmzeizapxnn\nqB6B1205Y12x+CvZg67XAY9/AtzRw67P97d3JnrQexBw1xfAA51knJkJHgy8HBiw1vTiSDj3xHvw\n796m4TmnqZzz3m5AThSwqpaMMyveg0mdgC2VgD2xMs7tSR482h5YWwNwUsa5uZJxbqha9HWbTk+e\nB44JJV+36VyT4sHd3YGNVeScixp6MK4r8NXJcs7prT3IiQJmnmnf6fss7+gB7EowoxE2fYWdgy4D\n7vq84Dwm4YQHfa8Ebl5lihcJ5744D/oNNKM9Us6tlTy4pj/QYA/wiJDzp5M8GNHLdBa90lLGuay+\nB5M6mu/m/Cb2nRUBHZFQQsItbW7BITeQ1hfYUL3o6zade+KBwZcBO5LsO31/969kYNAAYF+cXV/h\nv72+htm2R2LknF/WAUb2CvQ+SjhnnwE82hHIi5JzPnMu8Hxr2ZyTOgMzz5L9PO++wDhzhHIeiTHO\nF88u+V5sOcvzeqicv9Qw++zbzeWca1LNPrS4oZxzbQpwZ0/gp5PsO4sf9zIT7PoK/+21KcCQ/kB2\ntJzz21rAsEsAr1POubQBcEdP+Dv9JJxvNQ8UEVLO/7QNFBFSznHdA0WEbWdFIGrChAkTwv0mlJJM\nnDgRAHCifDw9GvbAwZyD+G77d8jz5iHWFYsR547A5B6TI8b5T8ioTnWqU53hdv4TMqpTnRWN4213\nOgpWaisVDIfDdBPox6MoiqIoiqLY5HjbnTq1SVEURVEURVGUcqOFhKIoiqIoiqIo5UYLCUVRFEVR\nFEVRyo0WEoqiKIqiKIqilBstJBRFURRFURRFKTdaSCiKoiiKoiiKUm60kFAURVEURVEUpdxoIaEo\niqIoiqIoSrnRQkIBAGRlZSEtLR3JyamIiopGcnIq0tLSkZWVFbFuzayZI9EbTrdm1sy2+adl1m2t\nmSs8VCokACj18WRkZDApKYVudzqBzQQ8BDbT7U5nUlIKMzIyIs6tmTVzJHrD6dbMmlkzR4Y3nG7N\nLJu5MMfb7tRCooIiVUhkZGQwPr46gSUEGOSxhPHx1a3syOFya2bNHInecLo1s2bWzJHhDadbM8tm\nLo4WEhGGRCGRmZnJpKSUMnZg32Mxk5NTmZmZecK7NbNmjkRvON2aWTNr5sjwhtOtmWUzB0MLiQhD\nopAYOnR4wVBaYIetjCwOxYsEvEVed7uHMy0t3ar7SrzOmthW4ksUSncw70n4i1fhNave0tzX4SVW\nQaZ45jrYxAF4KwyZvbwe/2US9olnboDfeAneF/fGwMPBmMlk7BXf1mfiO16AheKZ62Ej+2Aeq2GX\n+HeqtIftzO2xnO3wBeNxUDRzJezh5ZjNysgSz9wLH7EpfhY/jsTjIK/HfxmFXPHMl2IOG2KDuDcJ\n+2Ec0fUAACAASURBVHgjpofl3DwAb7EONolnroZdvBYvh+XcPAivMgXbxTPXxp+8Am9azxwMLSQi\nDIlCwlTCm4vsrK/jShLgXFxY7Eu0mUlJKdbcnbGUeXDyb6SyE5YV+xKFzl3cG41srkIrEuBEjCt2\nkLab+UZMJwGuRssgxYS9zFWxm3/hJOYiiufjE2veYO7HMYoE+AquCdLYs5e5ITYwG9Hch6QgJwd7\nXoB8B/1JgCMwRXRbn4sVJMDf0KBE48N25gXoQQK8CB+KZgbofyK5fwHkl2hLAlaPX8Hcl2M2CXAx\nuolmdiGHW1GLBHg2vhHNPAH3kQBnYrBo5iZYx0OI434kBmlY2/NGIZcfoRcJ8D5MEN3WgzGT+XDw\nd9QP0gFkL3MD/Mb1aEwCHIg3xDK7cYTTcSMJcCk604k8scwD8QazUJk5cLEVVlnNHAwtJCIMiULC\n6XTRLOoJ7KxX4E1moTIJcCeqF+rB9dDpdFlz18AOLkFXEmAuojgSkws1fkLnDpZ5GKYxD04S4Mu4\nltHIFslcC1v9B8qSxYTdzA/hbhLgXiTzdPxkxRvMfSp+4UHEkwCvxOvFDpR2M89DHxLgNAwT9V6K\nOSTADWhIB/LFtrUTedyNqiTAxlgvmvlp3EICvB1PWPOW5vY9KdnAtJt5F6qRQJBRVbuZZ2AICfAO\nPCaa+Qq8SQJcg2YsWajay3wKNvMwYkmA5+Fzscwx8HA1WpIorSPE1rb28lkMJwHuQA3Wx+9i29pX\nRBDgGEwSy3wOvuIO1CABfouzxL5TdbCJ3+BsEuARuAtmZ9jPXAl7OAtX+yUlO3JDnzkYWkhEGOEa\nkQDM0NoidPe/8F9czwSstd6TGIVcPoy7/C+8hQFMxH7a7kkEyD6YxwNIIGF69sw0FPu9p6UXE3Yz\nO5DP2bicBPgH6hY6aNnPfAOe9xcxdfFHoZ/ZzdwE65gDF/PgZAt8L+Z1Io9/oC4JsA/mWfGW5vaN\nMP4b/1dsn7ebeQSmkACfxXBr3tLcviclGwD2MldGFgnwIOJpc/SnuNuBfP6NVBIo1iFgP/PnOI8E\nOAzTrHqLu1/DVSTANzAwiNde5sdwBwkzwhdsaqYt72140t+wbYsvxbb10YsIO5kvxRweQhwJ8CP0\nKmgD2M/cAzP9HS8bUY8tsVokcxe8wc04xX/8MN+n4seQ0GcOhhYSEUa41kgUbmiOwBQegbvg4JnM\nBy/qL+K+FHO4F8kkwHVowjOjB1qdk+h7tMIq/0n5RzRnw5hrROZzBysmbM/DBMhYHOYKnEsC/Arn\nMA6HhOawe/ku+pEAl6O9f56zROYpGEECzEAX/8FawnsHHiMBLkAP/2sS2/oavEIC/Bg9i7xuO3Mf\nzCMBfoLzrXlLc/ueFP8MbGZuja9JgN+jhVVvcXdLrCYBbsHJQRsftjKfjW9IgFmoXGJNiM3M7fAF\nCfAwYoPO2beVuTsWkTCj5cEb83a8l2KOvzEfbN68rW091NX9GIqI0Ge+zdXB730eN9CFHPuZ8/P5\nXss2zC/44/PQJ+i6xZC7PR5+1PxMv3cl2gQZObb3OQdDC4kIo6Jctel0/MTv0JAE6HU6yXHjyJwc\n6+5G+JU/ojkJ8AAcPPDCCyFIfHRvXfzBn9GUBLjN4eS+Tz8Nifdo7qLFRCPWTarBrKws694a2MGN\nqEcCfBsdWSkpJWTestxVsds/v3ocJtJ3VQrbmasg09/rdCnmiHp9vWxNsC7k3tLcKdhOwvRmxuFQ\nwev2MzfGehJmtCuwHWQy+54U3dftZr4Sr5MA30F/q97i7jGYRAKcjhuDHM/sZX4Z15IAH8co616f\nOzmxBleiCQnwftxbyjkr9JnrJlbn1oJpa+ZYJePtGF+FBwumcN2DB0W8JHlg6lR/47asIiKk7vx8\nHk5P9/9x4w3WKx9ib1YWeeGFJMB8gOMwpNj0U0vuH38kW7QgAeYBnIBrSi2abH3OwdBCIsKQv4/E\n4lJ34Mpx1bh54EDSYXoK2KYNuX69dXc85vKNKHfghdtuC0kRczRvZczhp06X+UdiIrlgwf/sPBa3\nKSZqkwD3N2pEhvBSb2V5m+Jn7imY1rXpyitD5jyauxsWMx8O5sLJLu5KFq/PXdR7C54mAW5ALVaO\nqybmnYZhJMCncanAtdADbt+c396YT2Cx5WuhG280spkHJ/PhYAw81rzB3L7ghY9htjOPw0QS4MO4\ny7q3sHs5TicB9sV7JY7btjLXjatKD6KZDwfrYaOIlyR/vtus69qGakzAgaDnqpC7vV7ubN+eBLgc\npwe9SpQV7+bN9FQ1HR4voWcpjWoL3pkz/ef58dHxZbYLQuY+fJi87DLTmHe5mBaTKOP99luyfn3z\nh6tW5fePPHLUttD/7M7PJ594goyJMX+0YUOueuYZ+95jRAuJCEP6ztbJyal0u4ez6F0VhzM5OTWw\nAy9bRtapU9DKjyefe470eu26lywhn3mGjI423vbtyW3brGdeumABeZWZi8uoKPL/2Tvv8KbK/o3f\nSdMmHSm0lJYtyFIEGbJkg4CCiqKCyhApQ6miYBVlt1gnuOV178Hrq/7cCCrFgeICHIgiIHsItMxC\n2qa9f3+cNqNNR9rzPMH6/VxXris9Sc8n98k5z/N8z3OSPPdctZ2VcbeOSWBOo0aGt2NH04uJsrzD\nomqzICzM8D79tGnOityLwjqQAE/Ur08eOaLFa8NmbrDEGcXE5MmmO8vytsVyEsYM2xfvv6/EG8i9\noOiD9Yutbf2PZ8XezTA66bPDr1LqLen2FhIB2jBF3tesrUiAyXhCi5ckv3zvPboB5sFKJ9aX3W6b\nzJbx40mA71ublt9fmMnx42QDYwbzOkdsxX2VWTxlfLNefnQ028Yk6PEeOUK2a0cCzO7QgXWciXq8\nPkUEMzIqPy6oDgcOkD2Mz9qwVi1yxQo93uefJx3GbA/POYfcupVkEGOhqrBzJzlggLdCmDiRPHZM\nvTcIpJCoYegsJEhjKjU52fg5dqvVRqczkcnJKaV/AOXwYXLMGO/BcOGF5L596t3ffEM2NM7WMynJ\nKGqqSYXeggJy5kxv1rlzq104Vcq9axfZsqWSYqJc77PPegunTz4xzVmee9K465jfvr3hHTPGdGdZ\n3gcGX2Q4nc5q77/BeDfUL9qHH3pIiTOQu4fFKBD3OWOV/6CRr3d50bXOjwwcqtzr6y4+XstswxR4\nN9c1PlvVzxKmzcs3jK993VC/YcXttlnk5ZH165MAF14wTJ937lzjfe3cmVkHDlSur6ouv/9ORhqX\nI/L11yvfR1aH/HzyAuNrXtm6NZmdrcdboogoRql782ZvP9e4Mbl+vXrvyZPkpEnePn3SJGOZD0rc\nS5aQtY1vw2TduuR775V6ipb3uQKkkKhh6C4kguaNN8i4OL8DI3V5Kh0ZDiINdGQ4mLo81Vzn33+T\n/ft7B7uLFjF12S1qnST55JOk1fh62B/Oa0Nnml2tj/QrJna2SGT9WRqcJFl0+cCJqAh2nBqhx+nT\nYY8bEa7HSZJDja+DfaZzmD7nO8ZXwW6Ot9AyT5PT7eZxp3H2rcVUTU6Sqy42ZpumD9bnTF2e6hkk\n6HQeiDKczWbYtTlf7mi0STPPt2lzjh1pzAz/lmhh6rJblPscGQ42ngaesBUN/Fat0uKMmAOurV80\nsB47VosT88EnuxbNCickkFu2qHemgeMvD2eBBaWKCJXO3tdF8FitoiKtQwdTrjKoyNkq1c4dLY2C\nn3a7MSuh2Jk0284fB5xp6olXlUghUcM45QsJ0hjsDhzoOUie7gRGzwSR5r2Z3sHl55O3+3xFbBsw\nRrWTJD/8kC6H0Yl+1gyMvUOxjyR37eL+hkaxtqYeGDdDg7OggD/1Ni7T2FoLTLxVg5Pk/24eRAI8\nbAeb3qzHee8z1zLPCrot4NnX63HeunQ6t9Yy9t2ho/Q4U5en8vW2hnPqBfqcN59vOBd31udEmvfi\nYl3O2rcbvuPhIObrcVrmgXujDe9ZU/Rt268bGc7rLlTrLPYhDXytaN9dcpaejEgD7+9hODfHgbP+\n70YtzmlFx8vJMPDRB83/rFog55jh8Hyweum4nlqcl1wJ5hQVhr93bkoeParcOXgMeDDScGYlxZJr\n1ih39h0Hbo81nLl2m3FC0qQrGlRR1XGnpeifhVMMi8UCADjl357CQuDRR+G6bTocbmBzHDD2MuDb\nxsbDDpsDJ2efNN/77rs4ctVw1MoF/qgDXHYl8HuiWmePFDv+7+U81MsBfk0Eho4GdtVSmBFA89sd\n+PjZXLTKBtbWAwZeAxyKUuuMSzOc3XcD3zUE+o8DTkaodUZmOPDaa7m47A9gVWOg37VAQZhi512R\nuOcDF6Z9B6xsCgwYB8Ci3nnjFy4s/BRY3hy4YKyxXLVzxI8uvPwu8HELYOgYPc4BG1z46HXg09OB\nwdfocbrcLjDN+NuSpsfZdrsLPzwD/JwEdJiix3nmDhfWPg3sjAWaTIeW/fas7S78+Axw2A40TAVO\nKGwTit/Lc3cA3zwPnLQBZ9wI7E9Qv/+ctwX47BXAbQF6JQM/N1PvvOR34P/eAKwArroceK+jeueY\nn4GX3jGcswcADw5Q77zxO+CRjw3nM52AWy6x49g8lzJnbp4Ls78C0lcazo9aApNG2LHnLnXOQpcL\nGZlA6jeG8/sGwISREfj1oVwlTjOp6rjTquLFCP8irFZg2jR0ngT8lAS0OATctQJGXQvA5VZzwOLS\nS9F5sjGgPyMLSP/c+5Aq5+qkPHSfCGxIANrtB2Z/qdYHAH9F5aL/tcCf8UCnfcAtq9U7D1tyMexq\nYGttoNtuYNJa9U5XQS4mDQN2O4FeO4ERGzQ43S4s6AtkRQL9twH9tulxPtcROGEDzt8CtDyox7m8\nhXG/3zbAka/HuSneuN8yy3+5Smcwy81ytsg27m+O1+ccstm4/3ELABY9zht+MO4/28koIlQ6i9e7\nYKXx96IewI7aGvYfAg8uN/5O7wd811i9M8INPPaxd0D/Rjv1zlonvQP62QOAu/uodzY6Atz7mdc5\n+WLgONUNrl1uF848CMz9wvh7bn/g4quBvRFqnefsMYqIQguQ3hfoOQFYXztPmfNUwBbqFyDUDLY0\ndKDbJBfmfmF0NMWdm8PmUObcleRA94kuLFgJ3NXbu1yV02FzYHucCz0nAPM/B2YOVOsrXveeWBf6\nXwtM+xZI66fHeSDGhQtHGQP6x7rqcWZHuXDNcGPg+d+2epyHolyYOgRw2YDPm+pz3joY2BLvHXyq\ndu6PceG2QcAvSYDbqse5rbYLMwYCGxP8l6t0utwuz0yELufqRi4kDwP2OPU5X27vQnYk8FM9fc7b\nB7qwOR54vZ16Z/F7OepyYMbXwH091fp8nUPGANNXA/f00uSEC+ddA1zzM3B3bz3OI5EuXDAG6LMd\neEDTtt1Vy4WrrgBquYDX2utxbkh0YcpFwK5Y4JMWepyrmxjt+zeNjUJUtfNUQGYkBFO4ocsNyLMB\nc88Dtsf5L1fpPBEB3Hq+cbmPamfxeg9HAtOHAK5wtT7fde+JBWYMNi730eX8PRFY0A+gVZ8z83Tg\nqS7wFKI6nEvOBt5po9f5RFejY9O5bRf1NJxuTftQvg1Y2At4/4zSr0WVM5jlZjm3xwEvdAKWt9Tn\n3FULeLKL9xJSHc4DMcaZ620a2vfi9R6IAW47H8ixq/X5rntPrOHU2dZuSjD6Tp1t0A+NvEWELueH\nrb1FhC7n8528RYQu50M9vEWEauepQFhaWlpaqF+EUJr09HQAwD/l7RncfDCO5x3Hun3r4C50w2Fz\n4OZuN2PR4EU1xvlvyChOcYpTnKF2/hsyilOcpxpVHXfKh61PUf4xH7YWBEEQBEEQ/tHIh60FQRAE\nQRAEQdCGFBKCIAiCIAiCIASNFBKCIAiCIAiCIASNFBKCIAiCIAiCIASNFBKCIAiCIAiCIASNFBKC\nIAiCIAiCIASNFBKCIAiCIAiCIASNFBKCIAiCIAiCIASNFBKCIAiCIAiCIASNFBICACA7OxvJySmI\njU1CWFg4YmOTkJycguzs7BrrlsySuSZ6Q+mWzJJZNf+2zLKtJfMpD4VTEgDU9fZkZmbS6Uyk3Z5C\nYDsBF4HttNtT6HQmMjMzs8a5JbNkroneULols2SWzDXDG0q3ZNab2ZeqjjulkDhF0VVIZGZmMioq\ngcAKAgxwW8GoqAQlO3Ko3JJZMtdEbyjdklkyS+aa4Q2lWzLrzVwSKSRqGDoKiaysLDqdieXswMW3\nzxgbm8SsrKx/vFsyS+aa6A2lWzJLZslcM7yhdEtmvZkDIYVEDUNHITF+/JSiqTTfHbaQkcgptSPb\n7VOYnJyi1B2NYwEPIjPdgbwWFAR068jsxJGQZAYKGYOj/7rMqt/nwF7SgRMh2dYAaYU7JJlVv8eh\ndJ9amQsDvsc6Mgfar2t6f2G0m4Uh2b8CtZ26tnWo2pFQ9VORyAlZ5igcV545EFJI1DB0FBJGJbzd\nb2cdg5e5HY15Gd4q0Vhup9OZqMwdjWPcjNP5GG4I0EGY5w6U+Xbcwz/QimfjJ2XeQO7TsJW7UZ+p\nWBigY1KZuZCLMYVr0JFxyNKauQ8+534kcDjeDjAIUJc5Afv5Fi7j5+hDCwq07l8peJz7kcCe+Err\ntj4DG7gC/fkhhmrd1gD5AKZzM05nd3yjNTNAzx3dmZfgSn6LrjwHP2jN3AFruRdJTMdc7Zk/xFAu\nw2Cejs1aM/fFSh5AHV6N17RmjoCLX6EnX8dVAYootdt6DF7m36jL9lindVs3wg7+hLO5EKlat7UV\nbqZjLnehAROxT2vmXviSm9CcN+Mh7f3Us0jmRrSkHSeVZg6EFBI1DB2FhNVqo/GhHu/O+gEu9Pyx\nHIPYCn8U/emi1WpT5r4AS5kHGwlwC5qxL1b6vC7z3CW9NuRxDTqSAE/Czkl4it5BvdrM4/GcZ1s/\nicm0IU9L5jhkcSNakkCAYkJt5ltxPwnwOKLYAWtLNJTqMsfjIPciiQQ4FY9o8wJkOuaSAD/BQGXe\nQO46OMB8hDEPtgAFo9rML2MMCXAintaaufxCQm3mv9CUBHgGNmjNfDfuIAE+jkAzJOoyd8F3JMBj\niGYC9mvLHIXj3IJmJMD5mK8xcyFfxDUkwB1oxCTs1batx+BlFsBCApyOB7Rt6074kbtRnwT4O1oH\nmBFRk7ke9jAT/UiABbBwFF7VkjkSOXwIN3u29Wp0C3DiyfzMVrg5BYuZjdokwFyEsx8ylWYOhBQS\nNYxQzUhY4eZ1eIJZiPPs0HfjDkbhd+VnEs/GT1yLDp4F3tkJtWd6IpHDpzHRs+A1XF00nar+7Onl\neJMn4PAUbrE4XPSY2swNsKuMYkJ15kK+gHGezrge9vg8pjbzJXiHBJiDSDbHJm3eOGTxMGJJoMSs\nhPr9azkGkQDH47kSnZL6WT4CfBDTlHnLchffKT3AVJc5Gsc87aX/CQHVmQu5Cc1JoMTJF/WZP8RQ\nEuA9uF2pt6T7UdxIAlyH9gxHrrbMt+E+EmWdBFHn9S0iZiFD27a+GO/xOKJIgJnox9rI1pJ5ID7h\nPiSSAPciif0Dfn7A/My98KbnWMpHGBdgjpb9qxve4Y/o5BEsw2C2xEblmQMhhUQNI3SfkTBudXDA\nb3C9AzFcPOB8srBQqduGPM5Dmt/sxKDwYVqubR6FV3kM0STAP9CKncNHaLmeuxtWexrOX3EWm2Cb\nluswAxUTOq49Lb48gDDO+BRP4erI/CpGkYDfJU46vIFmJXRs64l4mgT4Mc73W64688V4j4RRHKvy\nluUuvlPyPVCZuTO+9xy/Kr0l3R2w1jPg0nk9d/mzEeoy98VKEmAebAEu8VGX+WK85xnMB74sU423\n4iJCwba+9nqmhvX0eF/AuDIG1Oa6k8ddx7vCOnu8n+K8ALM+CjLn5PCTNu1YULTyn9GOHbEmoNdU\n9/79/LLlGZ4Vb0fjon2r9OdvVLzPgZBCooZxqnxrUzes5o9Fg00C5KBB5B9/KHeXnJ04OXEieeyY\ncm9r/M5f0NZwAjz+4IOmFU/luZviL/6GM4sGBXHsFx3P7Oxs5V7/YqIFT3PWNc1bnrsu/uZWnEYC\nfBWjCHzK2Ngk5ZlLX+L0mRZv6VkJc71luQNf3qQ+8+nYTALchQY+20FP5uI7/vu62szX4EUS4H8x\nUqm3pLv8y5rUZS5/NkJN5qSYutxSdJlN4Eua1GTuHhXPo4gsdzCvwjvJ4aywiDB9W+fn82Ryskdg\neAMPbE1179nDvF69SBiXMs1FeplfIGCq98svyebFsxDgAowps2gyze12k4sXk7WLL2MCMzAq4Aes\nVR5TgZBCooah/3ckPitzB46JrMM/pk0j44zLnRgeTt5xB3n8uFK3Dct4Z3gUC8LCjAXNmpErVyrP\nHIkP+XyY3bvg6qvJo0er7a3IXQuH+GnR5zXcdjv51lumOCvyGsVEQxLg0RYtSJO/Yq4sdzv8zKOI\nMQYG4VEKv5/b3zsM75IAc2BnW0ecNq93VqKThu9C97r9L2/6TPF3oRteK9zMKRp81cIhZd5A7uLg\nvm2Y6sz34TYS4FykK/d63JF1uAkNSAS6rEld5t72WiTKmo1Ql3nnpZeSANeheRmDPQXuv//myURj\ntvhVDChjUK3A+/LLLLQUFxHjy+ybTfUeOUIOGWL0P+HhvCbCWe64wDT3p5+SRdvYFRfHIfZY9d6c\nHPLmm8mibcx27fj9k09WOBaqtnv1arKT9zImDh7M1S+9pN5bSaSQqGHo/mXr2Ngk2u1T6P+rilMY\nG5vk3YEPHCAnei93YuPGxmC3GmfsK+X+6Seyg3d2gjfcUO3ZiUp5X32VjDYudWKrVsbrMIHy3PHO\nRO4eOtSb9f77TZsRKc/bOiaBOY0aGc6OHZUUE4Hcw21DPFPKfPttU53leZdYjVmYQ+3akQUFWrxx\n+JmHEUECXPPoo6Y7y3JPxGIS4HJLY//jWbF3TdGMYt/w4Uq9Jd3eQiJAG6bI+5H1NBLg5Xhdi5ck\nv3/qKRLgXkTSir/KbrdN5mC3biTA+8M6lt9fmMnKlSTAgrAw9oyOr7ivMgOXi+xpXIJ55IwzmOhM\n1ON9+WXPAHdLcnLl+ubqsmMH2a6dcewkJJCrVlV+XFBV3G5y7lzvYP6888i9e9V7fWYhGBZGzplD\n5uaSDGIsFCz795M+Mz1s3Njo74r6duWZK4kUEjUMnYUEaUylJicbP8dutdrodCYyOTkl8A+glKyq\niy53Sl2eSkeGg0gDHRkOpi5PNc+dl0empZE2m9/sRFWdlfb+/ru3gbXb+b+bB9Fxp71Kvkq7CwvJ\ne+/1bN9vhp7NmPTqOyv07tpFtjQG2DtbJLL+LHOcFblz5s8nAebabeyWEmGqsyzv1FHJLCg6C3bL\nhTbTnWV53+vQmQT4aXOrEmcgd11LGPMtYJ4VjJuhzlnS+3J9Y/+deDFov9OuzOnrPmt6e28hMQds\nO7298h9xSnk3hX/VNpxnXAeGXxhZdttpEqnLU3l/H2OmdnFnC8MvjKy43TbB2et6oxA+FgH2vu6s\nyvUX1fA5MhyMmgX+FVc02Jw/P7i+qopOzAdf6WA1nI0akXv2KPP69mHjLw9ngaWoX83IIBlk31wF\n57lTIng4vuiEWevW5ObNnueZ6fZ1Nr3dzk1nNzacFguZnm4UFiZ7fZ3x8+z88tKOfrMQXLOm1P9U\n1+3rjFpg59s3nue5jInh4eSsWQGv5lC5X1cWKSRqGLoLiaBxu8knnvBc7pRvs/LuXmDULBBp3pvp\ng4cSsxOPdQGjZyp2njhBTprkcb7WFoyZqdBXzJtvMi/CKJyWnw7G3qHBuWsX9zc03tM19YyBp3Jn\nYSG/H3QWCXBHLFgvVYOT5PPzLyEB5tjA5lP1OOe8mcLDdmM/6pGsx5m6PJXLTzec44fpc95+nuF8\nsLs+J9K81wTockbPNHy5VtA2V1PO+eCmOMPbd5y+bfthS8N5T0+1zmIf0sBHuxrOdUngjA+nKfGV\ndN420HAeDwcfWDxGi3PMcHhmZ5eO66nFOewqIyMBY2Cv6Bp8X+d5Y8F90YbzSFwUuWKFcmev8d7j\nxW21GDMhRbMQqpzdJoA/1ve5RmnwYHLjRtOdZlLVcael6J+FUwyLxQIAOOXfnoMHgZkzgWefBQDs\niAWmXwD8XxvjYYfNgZOzT5rrzM8H7r4b+QvSEF4I/FUbSL4E+KKZQieA8SMi8Nh7+YjJBzbWAUaO\nAH6pp84HAH2vt+N/r+YhKQdYXxe4aBSwPU6ts/ntDnz8bC5aZQNr6wEDrwEORal11kp34KPnctFr\nJ/BtQ6DftUBuuFpn5F2ReOYNF8b8CnzZxHDSqt458xMX5n0JfHI6cP41xnLVzjHfufDMB8Cy5sCQ\nsXqcg9a78P5/9eZ0uV1gmvG3JU2P86ztLvz4jHF8trtBj/OMnS6sewrYFw00TAUKNey37ba58P2z\nwPFwoNk04GC0Omfxe9l3K/D5S0C+FegyCdjYWP3+c/EfwLv/BawALhsJfHy2eueYn4GX3jGcswcA\nDw5Q7Mx3Ydq3wAPLDeeL7YGbhttxdL5LmTMvz4X5nwNzvjScnzUDJo60Y9u96pzWEy7cvQKY+p3h\n/CURuO6KCKxenKvMGXPEhXs/AyasM5btiAVmXBiO/76WCxSN605VqjrutKp4McK/iIQE4Jln0H0C\nsKY+0OQocNV678Mut4JGIjwcmD8fnScD6+oBpx8Gxvyi2Angxbb56DzZaIxaZ3mdqnwA8GX9PHSf\nCGxIANoeAEb9qt75V1Qu+l8L/BkPdNoHjNig3nkUubjsSmBbLaD7buDiP9U7XW4Xbh5iDMb67AD6\nbtfjfLg7cMQODP4LOHO/Huc7ZwBuC3DeVqD2ST3O3xKN+2cd8F+u0hnMcrOcxfmK8+pwjvjNuP92\nG6OI0OGc+r1x//GuRhGh0lm83llfGX/f1Rv4ub76jJZCYP4XxsBoTn/gnTbqnRFuYN4X3iLixP0X\n3wAAIABJREFU7j7qnbVcQOo3Xuf4S4FjUDO4LnYm5gApPxh/z+sHnD8W2B6p1pl0HJi4Fii0AAv6\nAJ0nA98m5il1JuYA434C8qzGfnvmjcAbrfNP+SKiOthC/QKEmsHPzRzoOsmFSWuApS29yx02hzLn\nn40M57RvgafPUe902BzYWNeFbpNgnM05V62veN3b4lzoMQG4bg2wsIce555YF/pfC1z2O/B0Zz3O\nAzEuXDwKOPtv4K2z9Dizo1wYN9w44/m5z4yWSuehKBeuuwj4sw7we6IeZ1a0C5OGGcX+YYce59ba\nLiQPAzbU9V+u0ulyuzwzEbqcS1u6cNHVwKFIfc67e7vwUz3gjwR9zskXu/BDA2BJO/XO4vdy+FXG\n2eQHNbW1LrcLg8Yag8+FPTU54cJ51xgnT/7TVY/zSKQLF40CzjgIvNFOj3Of04VRlwNuK7DydD3O\nrfEuJF8CbIoH1jXQ49yQ6MLki4FVTYBNCeqdpwIyIyGYwg1dbkChFXiqC7Cztv9ylU53GLCoJ3DU\n4b9clQ8AXOHAvb2BfJtan++6j0QC9/cyLr3R5dwTCzzerfRylc71ScDrZ+t1ftLC27Hpcr7Rztux\n6XK+2BH4tR4Aix4nrcALnYDvGpd+LaqcwSw3y3kwGvioNfBNE33OHDvwZtui91OT0xUOPNbdOxuh\n0lm83hMRwH2a29pDUcDCXtB2nABGn1lcROhy/lzfW0Tocn4agrb2f231t7UvdPIWEaqdpwJhaWlp\naaF+EUJp0tPTAQD/lLdncPPBOJ53HOv2rYO70A2HzYGbu92MRYMX1RjnvyGjOMUpTnGG2vlvyChO\ncZ5qVHXcKR+2PkX5x3zYWhAEQRAEQfhHIx+2FgRBEARBEARBG1JICIIgCIIgCIIQNFJICIIgCIIg\nCIIQNFJICIIgCIIgCIIQNFJICIIgCIIgCIIQNFJImMh1110Hq9Va4e3qq68O9UsVBEEQBEEQhGoh\nhYSJrF27tlLPs9Tgn0oXBEEQBEEQ/h3YQv0Cagputxvr168HAMTFxWHChAllPrdjx466XpYgCIIg\nCIIgKEEKCZPYsGEDcnNzAQA9evTA/fffH+JXJAiCIAiCIAjqkEubTML3siaZcRAEQRAEQRBqOlJI\nmMS6des896WQEARBEARBEGo6UkiYRPGMhMViQYcOHbBz5048+eSTmD17NhYuXIjPP/8cBQUFIX6V\nZZOdnY3k5BTExiYhLCwcsbFJSE5OQXZ2do11S2bJXBO9oXRLZsmsmn9bZtnWkvmUh0K1KSwspNPp\npMViYUxMDGfOnEmbzUaLxeJ3a9WqFb/88stKrRMAdb09mZmZdDoTabenENhOwEVgO+32FDqdiczM\nzKxxbsksmWuiN5RuySyZJXPN8IbSLZn1ZvalquNOKSRMYOPGjaWKBqvV6rn5Lnc4HFy1alWF69RV\nSGRmZjIqKoHACgIMcFvBqKgEJTtyqNySWTLXRG8o3ZJZMkvmmuENpVsy681cEikkQsiSJUv8ioUx\nY8bw559/Zl5eHg8cOMAnn3yStWvX9jzeokULFhQUlLtOHYVEVlYWnc7Ecnbg4ttnjI1NYlZW1j/e\nLZklc030htItmSWzZK4Z3lC6JbPezIGQQiKEPPHEE+zcuTO7dOnCUaNGBXzOsmXL/IqNpUuXlrtO\nHYXE+PFTiqbSvDtsG6znLVjEKBz3W263T2FycopS9yxk8Cz8WuogMtMdyNsNq3kDHqMVbq2ZLSjg\nXZjJxtiuPXNfrGQynlXqDeQORy7vx62Mx0Htmc/DpxyHF7R7ayOb9+B2OnFE67YOQz6H4V2Oxiva\nM3fFt5yGB5mEvdrbkbJuqjNfjjd5FV5nHRzQmjkGR5mOuTwNW7VnHoVXeSE+0N6OxOAoFyKV0Tim\nPfMYvMzBWKbdm4D9vA+30YY8zcdUIZPxLPshU3vmZtjCOzGbQKHWzDbk8QY8xi74TnvmDljLGbhX\n+TEVCCkk/gF06dLFU0jcfvvt5T5XRyFhVML+g9j/YiQJcB8SSxQU2+l0Jipz98HnJEA3rHwKk0oM\nQMxzl/SGIZ8/ox0J8Dt0YXusU+IN5E7B4yTAbNTmFfhfiYZDXeZ4HORBxJMAH8D0EgWU2syPYCoJ\ncC06BCgm1GVujd/phpW5CGcPrNLmBcj3cREJcCFSlXkDuXviKxLgHtQrNfhQnXkZBpMAh+NtrZkB\neu6U7IhVZ/4RnUiAvfGF1syT8BQJ8HP00Zo5Eft4CLVIgOfia22ZLSjg2xhOAnwDI7RmHoOXWQAL\nT8LOZtiizXsWfuVfaEoCzMAsbds6Dll8E5eTAHeiIWNwVEtmG/J4O+7hCThIgKPwqqbMhbwE73Aj\nWpIAv0JPlixiVGXugLV8B5d4RB2wVmnmQEgh8Q/g+uuv9xQSo0ePLve5xW9oebf58+dX6/VYrTYa\nH+rx7qwXYCm/QxfPAm9BkUWr1VYtX3nuBOzno7iR+QgjAR5DNOcivaiQcZnmLp25kJfi/7gTDUmA\n+QjjQqSa7g3kTsB+zyCTAJ/DeJ8zbCozk8l4lrkIJwF+hCGMxWHTvYHc9bHb00iXLibUZn4Q0zwD\n6/rYrc3bEWtYAAvzEcY2WK/EG9hdyN9wJgnwUvxfiU5JbeYMzCpj0KM6M8spJNRljoCLuQhnASwB\nBltqM/+Ac0gg4MyTyswvYBwJ8EMMDTDYUpd5Nu4kAR5CLbbAn9oyFxcRBDgLGdq8F+IDHkUMCeNk\nVz3s0bKt+yHT0y8egVPb/nUuvuYvaOuRvILRTMQ+5Zk7YxW/QG+PZCNa8hK8o3Tftlpt7IBv/QqI\nHERyEW5hXfytxDt//nxWNLYMFikkNHLrrbf6fY6iPEI1I1E8ABmCj0oUFAmcaY8hjx9X6m6FP/wO\nql1owGuxkLVi6ir1OnGED+MmT0exDU14IZ5XfvYUKOQULPacefkTLYqmU9WePQXI3viCB1CHBPgb\nzuTp2Gyqtyx32cWE2sxhyGcm+pEAv0F3RngGReq39WJMIQFmop9Px6R+W9+Mh0iAH+P8Eq9Jbebh\neJsEuAyDlXnLchffKd2uqcvcCT+SADfgDKXeku5ibxbiaMdJbZl7YBUJ8CTsRe2GnsxD8SELYGEB\nLByKDwN41WSuuIhQ4d3GW3G/x/s6rqIDJ5Rv6/iYurwHUzzer3FugNkX892NYxL4BEZ7Vr4JzTkQ\nnyj3cutW/s9m96z8AOrwBjwWYBbXZPfatfzAFlGqgCh5Oaiq9zkQUkiEkM6dO7Nhw4Zs1KgRP/jg\ngzKfd+WVV3oKiblz55a7zlB9RqLkILdkQcHERHLRomoXFBW5++Bzfo/OngU74uqQn3yiPHNnfM81\n6OhZ8EPT5uTu3dX2VuRug/X8CWeTAPNg49ywrpxw7fXKvc2whevRxtOADgy/RMs17IGKCdXXngLG\nLNA2NCEBPo2JBAq1eOOQxf1IIAFehdcJ6Pm8QByyeBJ2FsDCpvjLs1x15ibY5tmnfM/o6chcfKfk\ne6Ay82Q8ScI4e6rSW9L9JCaTAB/EtIDHt4rMYcjnOrQnAaZjrnJvsbtN+CjPpVSzcWeZbbjZmcfb\nzqtEEWGud9I1k/mS9QzPyo28Jc+MK9jWGzdya526JIzLjOdjPsOQrzZzYSG5ZAkPR0Z6+r8MzCqj\naDLRe+gQOWMGaTeKiJMI4z243Wd2XpF77VryEt8ZCFsFBYSaYyoQUkiEkF69enkKhOTk5IDPOXny\nJJOSkjzPW7lyZbnrPLW+telTXh5Zm/mdOplWUFTGbUEBr8ZMbrdYvQuHDCF//VVp5jDkcxqu57Gi\nzoNOJ/n446TbXWVvZdx2nOQDmO5ZkNezJ7ljR7WclfE6cYQfYUhRIw4ef/jhajsr4/YvJprztJi6\nzM7OVu7tiDWeGaDJmMbY2CQt3mQ8SwLcjfp04j1TveW5X8YYEr6XGX2mIXOhZ7arCbYp8ZblLr7j\nv/3VZn4Kk0iA0/CgUq+vO8bnkpczsCHAsa0m8424kQT4F5oyEjnKvSSZtW0bN1iNy17fxnBaUFBG\n+22u+9h//sOCopWXV0SY6v37b+Z17140yLTzMryl3ltYSD77LBkVRQLcZrGyBx6pYFxggnvLFvL8\n8z0r/SYsnG3wnFpvXh752GNknTqelbquuIJtouuUOy6otrtEAcHISJ5ISWFz1d4gkEIihDzyyCN+\nvx+xZMkSv8fz8vI4fvx4z3Patm1b4Tr1/47EZ2XuwJ7vMC4sJD/6iOwSeIYidXkqHRkOIg10ZDiY\nujzVFPfny5aR991HxsYaD1it5KRJ5N69QTuD8X69ZAl58cXeB7p25QP/GRu0L1j3MHssXXFxxoLa\ntfnS7Iuq5ayM14rlfNTm8Cz4YngnRi2wV8tZGbdRTBjX4f7VuDYbzDLHWZF3NF4hAeZawL4TbKY5\ny/NaUMDV6EYCXNgdpjrLc/fClyTAPdGgbS6IOeDIZ0aa5izLu6zOaSTA4SNBzI6gbYhD8fe/f0YM\nSvUWErMdxKBU/zZMhXfQFfyxnnHSoffYiCInlXlJcsQzIzhxaNGx2tji4wzQbptE6vJUNpoRzsN2\nQ3Jx+0vK7y9M8DkyHLTMA99tY5xM+s0Sxhi8X3FfVU0n0sDxl4ezwGKsfH54VOX6yGo6z7kxgllJ\nRj93MiGBPRy1lXh9nfVn2flzr5beFY8axS/ef7/y44IqOGPS7fwwuRfpcHj6OT7zDDM/+8xUr9/4\n4E47n58/jGzpk7VPH/L770kGORaqrDPDwQcWjylVQPCWW8i9e031moEUEiEkLy+PZ599tt/Xu3bt\n2pWTJ0/mhAkTeNppp/n9IN3q1asrXKfuX7aOjU2i3T6F/r+qOIWxsUmld+AABcXR2lG8ZTAYNcsY\nIBXfKlNMVNq9fz95442kzUYCdDnCObdf8M6gvIWF5P/9H9mw6MPYFvD+Hv7OqhQTFbr37ycv8vkg\ndgcwembVnZX2Pvss821Gp/1RCzD2juo5K+NuFZPA3YnGmdW19cD4GeY4K/I+0szYj/bEgPVvMc9Z\nnvecHi1ZULQftUkx11mme+BN/C0B3kG9Amcp76BJzOhtODN6q3P6uiMuiiLSvD1wsTPiwihlnfCI\nZ0YwYg6YawULAMYUHaPWC9oHbjtNIHV5KpEG/lDfyDl6eFHWQdPKb7dNcL7Q3nB+2BLEfBCDJlfc\nX1TDhzRw1gDDecgO3pQxJLi+qorOMcPhmYlYOq5n8H1kFZwXXQ0ejTCc21vVI/fsUeL1dfYbB+50\nGs6TURHkK694nmem29d5bjL4S6LvWZ3R5L59pnt9nZ0ngV808XG2akW++67Rv/tQXbevs8N14Dut\nfZwlCggzvWYhhUSI2bdvH88999xSv3Dte6tTpw6XLVtWqfXpLCRIY9o6Odn4OXar1UanM5HJySnl\n/wBKgIJiXzQ49QJvJ+7IcJjv/uMPvwp/l9OnM62kM2jv0aN87NwwuovOUG2rBV4wOjhf0O7CQt50\nsY0nbIbzz3ijQayqs7Le8yZE8ECk4fwtATz9puo5K+NuNsPOjfEoVUxU11meNzotgplNDec3jcCI\nOeY5y/KGzQvj4s6GM7Np0WDMRGcgN2aDN59vOD9uHvxxUhUv5hhFCwEuU+wsxn6nPWAhYb/Trszp\nyHCw02TDtyHB6wybF6bsx6N8nVkO0D67yDsblWu3q+jsOb5owBnmbRMwB5XvL4L0IQ0cOsoY0BfA\nuO/IcFStrwrC6VtEzBrg3WdVeB0ZDmI+eOsgr/P1tmDt+d591myvI8PB8DngPT29zq8bgWfcElHq\nuWa5HRkOOu8AnzjHe3xuigOHXhse8PlmeB0ZDialgq+28zoPRILTLrIZlzeVQXXcjgwHm93kX0Dk\n2MCHe4YFLCDMzlxdqjrutBT9s2ACJPHmm2/i9ddfx9q1a3HgwAE4HA40bdoUw4YNw9SpU5GQkFCp\ndVksFs86T3lIDB1jRdrnQNc9wFPnANdf7PPwfDUZ+o63YNEnQJc9wN29gNkD1Tot6Racsxt4+gOg\n0z7g1kHAAz3V+YqdbfYDr78NtP8bmHQx8Ow56p3NsoEPlgBnHQCuuhx4o516Z/2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Hy/P25mkklmMnPn3knY+L3Pc59k7pw573y3nHO+e2buTD81Ol8s7g/nzRO5807Zklr1ZLHXSGLM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\nPJu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p2okH43gT7K6okG67reqez7mBoHpxh33v7+ALiUaGi0KisLBQubkFcTvUu/C1PqdL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\nzz5SWZkb75NPVp83Tz/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tyB0lBQhYdTeUOXne+rjY1y7cPrM7bzLdW1bmAPHO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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As printed above, it took several minutes to track just 441 particles in 2 frames. However, the result is correct, as shown by the plot, and by checking the duration of all the computed tracks:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tracks_regular.groupby('particle').particle.count().value_counts()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "2 441\n", + "dtype: int64" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This result indicates that there are 441 tracks that last for 2 frames, and no tracks that last for 1 frame, which would represent unlinked particles. So linking was successful, but at great cost." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linking with adaptive search\n", + "\n", + "Since we know this movie is tricky, we choose a very fine `adaptive_step` \u2014 just 1% per iteration. But we can choose an irresponsibly large `search_range` of 0.95 \u2014 almost the spacing between particles!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%time\n", + "tracks_adaptive = trackpy.link_df(cg, 0.95, adaptive_stop=0.56, adaptive_step=0.99)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 1: 441 trajectories present\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "CPU times: user 169 ms, sys: 3.16 ms, total: 172 ms\n", + "Wall time: 172 ms\n" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With adaptive search enabled, we can obtain the correct results more than an order of magnitude faster than we could with the single value of `search_range` we found by hand. Almost as importantly, this computation was not preceded by rounds of trial and error to select `search_range`." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "figure(figsize=(6, 6))\n", + "trshow(tracks_adaptive)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 383, + "width": 393 + } + }, + "output_type": "display_data", + "png": 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KLCTsZt6EOiTABvhNNPPDuIsEOAljRDP7CtW/kRqksWUvsxN53ICGJBCkgWk3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Hy/P25mkklmMnPn3knY+L3Pc59k7pw573y3nHO+e2buTD81Ol8s7g/nzRO5807Zklr1ZLHXSGLM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\nPJu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p2okH43gT7K6okG67reqez7mBoHpxh33v7+ALiUaGi0KisLBQubkFcTvUu/C1PqdL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\nzz5SWZkb75NPVp83Tz/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tyB0lBQhYdTeUOXne+rjY1y7cPrM7bzLdW1bmAPHO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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Both the plot and our check of track lengths show that the result is correct." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tracks_adaptive.groupby('particle').particle.count().value_counts()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "2 441\n", + "dtype: int64" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Seeing adaptive search at work\n", + "\n", + "We can use linking diagnostics, also new in `trackpy` v0.3, to see what adaptive search did. (See the separate tutorial on diagnostics for a more complete overview.) Let's re-run linking with diagnostics, and look at the `search_range` that was used to link each particle in the second frame. (It's not recorded for the first frame because those particles have no preceding frame.)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tracks_adaptive = trackpy.link_df(cg, 0.95, adaptive_stop=0.56, adaptive_step=0.99, diagnostics=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 1: 441 trajectories present\n" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "scatter(tracks_adaptive.x, tracks_adaptive.y, c=tracks_adaptive.diag_search_range.astype(float), \n", + " s=20, linewidth=0, cmap=plt.cm.GnBu, vmin=0.7)\n", + "colorbar(label='diag_search_range')\n", + "axis('image');" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 255, + "width": 362 + } + }, + "output_type": "display_data", + "png": 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PgmH/88PL+PFXL1Cyt6FrmD9b/QJpZ+Jz09ES5d7PnkwsWPlzk3Jc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h8weYVluESTDWORrNfU76nD4qrRnkJRGvnYhBr58up5csg5ZigdjuWPiDQWxuBxpFodBkSYvv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\nKZu+qW8PjsQ0HyEEr43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j7Bvxfp+fefUgr+4dKJuezOT54ZPbPNuzHJcfvXS4Yp77Xujx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\nDOxMQ+cD60/nH//PFYSD8oPQx18f4KuPvc7hxNFrPnN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+ "text": [ + "" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we might have guessed, adaptive search worked by reducing `search_range` in the trouble spots at the corners." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A final note\n", + "\n", + "As discussed above, adaptive search is not magic, and it may create the false impression that bad data are trackable. Until you are confident that you're using adaptive search properly, it's a good idea to pay attention to diagnostic output, especially `diag_search_range`, to get a sense of where and how often it's used." + ] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/linking-diagnostics.ipynb b/notebooks/linking-diagnostics.ipynb new file mode 100644 index 0000000..8849c3f --- /dev/null +++ b/notebooks/linking-diagnostics.ipynb @@ -0,0 +1,974 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:87b7273340f9d60395becf28e7c7e913303018716d2b6f9e4ca46b200a058c3c" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Obtaining Diagnostic Information from Linking\n", + "\n", + "Beginning with version 0.3, `link_df()` and `link_df_iter()` can include diagnostic data in their output, to give you clues about what the linking algorithm did while linking each particle. This information may help to diagnose errors or bad results from linking, or to verify that the linking algorithm is working properly.\n", + "\n", + "## How to use it\n", + "\n", + "Pass the optional keyword argument `diagnostics=True` to `link_df()` or `link_df_iter()`. The linker will add the \"particle\" column as usual, along with extra columns whose names begin with \"`diag_`\". Not all types of diagnostic data may pertain to every particle, so that many entries in these diagnostic columns will have the placeholder value of `NaN` (not a number).\n", + "\n", + "We'll discuss the individual columns and their meanings below, by way of an example: the `bulk_water` movie that was tracked in the walkthrough tutorial.\n", + "\n", + "### Details\n", + "\n", + "1. Diagnostics typically slow down linking by a few percent and consume significant additional memory, so they are turned off by default.\n", + "2. If you already ran linking with diagnostics turned on, but no longer want the extra columns cluttering up your results, you can use the `strip_diagnostics()` function to automatically remove all columns whose names start with \"`diag_`\".\n", + "3. The set of diagnostic of columns, and the order in which they appear, is not fixed. Each column is added only if that diagnostic datum was recorded. For example, below we will encounter the `diag_remembered` column that gives information about the `memory` feature. If you did not specify the `memory` option for linking, this column will never be present in your results.\n", + "3. For performance reasons, `link_df()` ordinarily does *not* make a copy of its input DataFrame, instead modifying it in-place. For practical reasons, however, with diagnostics enabled `link_df()` must work on a copy. Depending on how it was written, your program may therefore behave differently when diagnostics are turned on! If you suspect a problem, you can instruct `link_df()` to behave more consistently by supplying `copy_features=True`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example\n", + "\n", + "We'll track the `bulk_water` movie much as in the walkthrough, but with `diagnostics=True`. We'll then examine the data we get back. First, we set up our environment:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# For the IPython notebook\n", + "%matplotlib inline\n", + "\n", + "\n", + "from __future__ import print_function # For compatibility with both Python 2 and 3\n", + "import numpy as np\n", + "import pandas as pd\n", + "from pandas import DataFrame, Series\n", + "\n", + "import pims\n", + "import trackpy as tp" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4 frames should be enough for this demonstration." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "frames = pims.ImageSequence('../sample_data/bulk_water/*.png', as_grey=True)\n", + "\n", + "f = tp.batch(frames[:4], 11, minmass=2000, invert=True, meta=False)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 3: 454 features\n" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll link with a larger `search_radius` than in the tutorial, because we want to generate a lot of subnetworks (more on that below)." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "t = tp.link_df(f, 13, memory=3, diagnostics=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Frame 3: 454 trajectories present\n" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we look at the columns in the resulting tracks DataFrame, we see some new names:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "list(t.columns)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "[u'x',\n", + " u'y',\n", + " u'mass',\n", + " u'size',\n", + " u'ecc',\n", + " u'signal',\n", + " u'ep',\n", + " u'frame',\n", + " u'particle',\n", + " u'diag_search_range',\n", + " u'diag_subnet',\n", + " u'diag_subnet_iterations',\n", + " u'diag_subnet_size',\n", + " u'diag_remembered']" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the first 5 rows in the results. Because there are so many columns, we'll transpose the data so they fit on the page." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "t.head().T" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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01234
x 295.1748 295.3752 296.3342 296.0958 309.7269
y 5.537289 5.242568 5.641714 5.86064 6.88456
mass 3741 3801 4061 4248 2798
size 2.624754 2.56081 2.720502 2.772655 3.342227
ecc 0.1650543 0.19938 0.2037625 0.2161286 0.0592067
signal 35.44475 55.57995 43.54474 38.58652 -112.5553
ep 0.07923014 0.05308473 0.0617964 0.06639387-0.01616131
frame 0 1 2 3 0
particle 0 0 0 0 1
diag_search_range NaN 13 13 13 NaN
diag_subnet NaN NaN NaN NaN NaN
diag_subnet_iterations NaN NaN NaN NaN NaN
diag_subnet_size NaN NaN NaN NaN NaN
diag_remembered NaN NaN NaN NaN NaN
\n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + " 0 1 2 3 \\\n", + "x 295.1748 295.3752 296.3342 296.0958 \n", + "y 5.537289 5.242568 5.641714 5.86064 \n", + "mass 3741 3801 4061 4248 \n", + "size 2.624754 2.56081 2.720502 2.772655 \n", + "ecc 0.1650543 0.19938 0.2037625 0.2161286 \n", + "signal 35.44475 55.57995 43.54474 38.58652 \n", + "ep 0.07923014 0.05308473 0.0617964 0.06639387 \n", + "frame 0 1 2 3 \n", + "particle 0 0 0 0 \n", + "diag_search_range NaN 13 13 13 \n", + "diag_subnet NaN NaN NaN NaN \n", + "diag_subnet_iterations NaN NaN NaN NaN \n", + "diag_subnet_size NaN NaN NaN NaN \n", + "diag_remembered NaN NaN NaN NaN \n", + "\n", + " 4 \n", + "x 309.7269 \n", + "y 6.88456 \n", + "mass 2798 \n", + "size 3.342227 \n", + "ecc 0.0592067 \n", + "signal -112.5553 \n", + "ep -0.01616131 \n", + "frame 0 \n", + "particle 1 \n", + "diag_search_range NaN \n", + "diag_subnet NaN \n", + "diag_subnet_iterations NaN \n", + "diag_subnet_size NaN \n", + "diag_remembered NaN " + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### `diag_search_range`\n", + "\n", + "`trackpy` didn't record every kind of diagnostic data for every feature. We do notice, however, that there is a `diag_search_range` for everything past the first frame. This column is the value of `search_range` that was used to find a particle and link it. Since the particles in the first frame did not need to be found, `diag_search_range` is null there. But for the second and third frames (numbers 1 and 2), it is the same as the `search_range` we told `link_df()` to use, because those particles were successfully linked.\n", + "\n", + "`diag_search_range` would be a nearly pointless column except that it reveals the workings of adaptive search when that feature is turned on. See the tutorial on adaptive search for a more meaningful look at `diag_search_range`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### `diag_remembered`\n", + "\n", + "When a particle seems to disappear, `memory` allows its \"ghost\" to stick around for a few more frames in case that particle reappears. In that event, the `diag_remembered` column records the number of frames for which the particle was missing. Let's look in the 4th frame to see whether this actually happened. Again, we show just the first 5 entires and transpose to fit on the page:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "remembered_frame3 = t[(t.frame == 3) & (t.diag_remembered > 0)]\n", + "\n", + "print(len(remembered_frame3), 'remembered particles in frame number 3.')\n", + "remembered_frame3.head().T" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "6 remembered particles in frame number 3.\n" + ] + }, + { + "html": [ + "
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y 7.843685 14.99186 167.9982 249.6216 51.09198
mass 2399 2212 2173 2738 2707
size 2.875998 3.393431 3.399264 3.222399 3.466767
ecc 0.2319915 0.1556412 0.04222345 0.07553068 0.05677761
signal -125.4135 -111.4135 -106.4135 -125.4135 -100.4135
ep-0.01908911-0.01611284-0.01682275-0.01560399-0.01727066
frame 3 3 3 3 3
particle 4 15 179 278 459
diag_search_range 13 13 13 13 13
diag_subnet NaN NaN NaN 99 103
diag_subnet_iterations NaN NaN NaN 3 7
diag_subnet_size NaN NaN NaN 2 4
diag_remembered 1 1 1 2 1
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 6, + "text": [ + " 15 54 684 1062 \\\n", + "x 275.6707 122.9928 263.8891 296.0939 \n", + "y 7.843685 14.99186 167.9982 249.6216 \n", + "mass 2399 2212 2173 2738 \n", + "size 2.875998 3.393431 3.399264 3.222399 \n", + "ecc 0.2319915 0.1556412 0.04222345 0.07553068 \n", + "signal -125.4135 -111.4135 -106.4135 -125.4135 \n", + "ep -0.01908911 -0.01611284 -0.01682275 -0.01560399 \n", + "frame 3 3 3 3 \n", + "particle 4 15 179 278 \n", + "diag_search_range 13 13 13 13 \n", + "diag_subnet NaN NaN NaN 99 \n", + "diag_subnet_iterations NaN NaN NaN 3 \n", + "diag_subnet_size NaN NaN NaN 2 \n", + "diag_remembered 1 1 1 2 \n", + "\n", + " 1753 \n", + "x 329.874 \n", + "y 51.09198 \n", + "mass 2707 \n", + "size 3.466767 \n", + "ecc 0.05677761 \n", + "signal -100.4135 \n", + "ep -0.01727066 \n", + "frame 3 \n", + "particle 459 \n", + "diag_search_range 13 \n", + "diag_subnet 103 \n", + "diag_subnet_iterations 7 \n", + "diag_subnet_size 4 \n", + "diag_remembered 1 " + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One of these particles has a `diag_remembered` value of 2, which means that it was present in the first frame, went missing for 2 frames, and then seemingly reappeared in the fourth frame.\n", + "\n", + "If you are not sure whether memory (or a specific value of the `memory` option) is appropriate for your movie, `diag_remembered` shows you which trajectories and frames to spot-check." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### `diag_subnet`\n", + "\n", + "As you may have also learned in other `trackpy` tutorials (including the one devoted to the topic), how easily subnetworks arise, and how they are resolved, can be crucial to the feasibility and correctness of linking. `trackpy` records diagnostic data whenever it encounters a subnetwork. (If there were no subnetworks at all, the columns discussed here will not be present.) As with memory, these data can help you focus on potential trouble spots.\n", + "\n", + "In our example data, we can see what subnetworks were encountered when linking frames 0 and 1:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "subnet_particles = t[(t.frame == 1) & ~(t.diag_subnet.isnull())]\n", + "\n", + "print(len(subnet_particles), 'particles involved in subnets between frames 0 and 1.')\n", + "subnet_particles.head().T" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "66 particles involved in subnets between frames 0 and 1.\n" + ] + }, + { + "html": [ + "
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3240210218263
x 540.9631 552.7497 20.6954 339.6487 346.1563
y 8.498964 11.44873 54.82698 56.97173 67.19563
mass 2896 3160 4803 3077 2469
size 2.882721 2.319087 3.103194 3.017014 2.577043
ecc 0.04712119 0.05773689 0.1552015 0.1415368 0.1224707
signal -125.4201 44.57995 -100.4201 -125.4201 -125.4201
ep-0.01882312 0.08029512-0.02059843-0.01733468-0.02324033
frame 1 1 1 1 1
particle 9 11 56 58 70
diag_search_range 13 13 13 13 13
diag_subnet 13 13 15 14 14
diag_subnet_iterations 3 3 1 3 3
diag_subnet_size 2 2 1 2 2
diag_remembered NaN NaN NaN NaN NaN
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + " 32 40 210 218 \\\n", + "x 540.9631 552.7497 20.6954 339.6487 \n", + "y 8.498964 11.44873 54.82698 56.97173 \n", + "mass 2896 3160 4803 3077 \n", + "size 2.882721 2.319087 3.103194 3.017014 \n", + "ecc 0.04712119 0.05773689 0.1552015 0.1415368 \n", + "signal -125.4201 44.57995 -100.4201 -125.4201 \n", + "ep -0.01882312 0.08029512 -0.02059843 -0.01733468 \n", + "frame 1 1 1 1 \n", + "particle 9 11 56 58 \n", + "diag_search_range 13 13 13 13 \n", + "diag_subnet 13 13 15 14 \n", + "diag_subnet_iterations 3 3 1 3 \n", + "diag_subnet_size 2 2 1 2 \n", + "diag_remembered NaN NaN NaN NaN \n", + "\n", + " 263 \n", + "x 346.1563 \n", + "y 67.19563 \n", + "mass 2469 \n", + "size 2.577043 \n", + "ecc 0.1224707 \n", + "signal -125.4201 \n", + "ep -0.02324033 \n", + "frame 1 \n", + "particle 70 \n", + "diag_search_range 13 \n", + "diag_subnet 14 \n", + "diag_subnet_iterations 3 \n", + "diag_subnet_size 2 \n", + "diag_remembered NaN " + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The subnet columns are as follows:\n", + "\n", + "**`diag_subnet`** sequentially numbers each subnet as it is encountered. This allows you to count subnets, and identify particles that are in the same subnet. Note that the numbering is sequential over the *entire movie*. Therefore, to count the subnets in a particular frame, use" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "len(subnet_particles.diag_subnet.unique())" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": [ + "33" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also take this opportunity to show these subnet particles. This would be the starting point for more in-depth spot checks of how subnets were solved." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tp.annotate(subnet_particles, frames[1], plot_style={'markersize': 10});" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 258, + "width": 375 + } + }, + "output_type": "display_data", + "png": 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g05JuNUk0eb7vB2KKy7IlaU8pDGn11coo8/F935wuCsxZF8jdKyo97R7tHco0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eey82bdpkHknuMtGEERs54ZNqkuIgyQTSWrUwX/soprwd6EWZxP/dMmeFjb/+TS/wdgUG2XZ5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\nYyJuPV3nAoOErrxksje2f2trK0zTRCwWs8x1OkaYruuSUTl9l+XRmMrIQ6p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7/B7YsAEV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DKZDNLMFS8UCpmUWdyqmO8cLRXkWJObQMA5gddliKGy6X/ZNnq30gqmgt16JzXr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\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WWTSfKL88XUsEn2va+bHxfC3nc5vXS1lsVIKF7r3rnpm3KZ1OW4IPV3pIF5/hghTaaExk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WMGQqEQJk6ciJNPPhnf+MY3sHv3bst3/XYaedxzzz2ora01/lnBb5/hxWWXXWZqC92/5cuXK9/3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\nznFcXNxNz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+ "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Like `diag_subnet`, the columns `diag_subnet_size` and `diag_subnet_iterations` also pertain to the entire subnet; all members of a subnet have the same values. It would be nice to consolidate these data into a shorter table of the subnets and their properties. To do this, we can use the powerful grouping and aggregation features of Pandas:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "subnets = subnet_particles.groupby('diag_subnet')[['diag_subnet_size', 'diag_subnet_iterations']].first()\n", + "\n", + "# Count how many particles in the *present* frame are in each subnet,\n", + "# and include it in the results.\n", + "subnet_current_sizes = subnet_particles.diag_subnet.value_counts()\n", + "subnet_current_sizes.name = 'current_size'\n", + "subnets = subnets.join(subnet_current_sizes)\n", + "\n", + "subnets.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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1 1 1 2
2 2 3 2
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + " diag_subnet_size diag_subnet_iterations current_size\n", + "diag_subnet \n", + "0 2 3 2\n", + "1 1 1 2\n", + "2 2 3 2\n", + "3 2 3 2\n", + "4 3 21 2" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each subnet involves a set of trajectories in the past (generally the previous frame), and a set of candidate particles in the present (the frame in which the diagnostic info was recorded). **`diag_subnet_size`** gives the number of particles in the past, and in this example, we computed the `current_size` column to see the number in the present. You can see that some subnets necessitated the ending of a trajectory (e.g. 3 particles to 2), while others required creation (e.g. 1 to 2).\n", + "\n", + "Finally, the **`diag_subnet_iterations`** column counts the number of possible solutions that were explored by the subnet-solving algorithm before it decided which was best. It is therefore roughly proportional to the time spent solving each subnet. These data are recorded by the numba linker only (`link_strategy='numba'`), which is used by default if `numba` is installed. Almost all of the subnets we're examining are small and were solved quickly:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "subnets.diag_subnet_iterations.hist()\n", + "xlabel('Time to solve subnet (arbitrary units)')\n", + "ylabel('Number of occurrences');" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": { + "png": { + "height": 277, + "width": 392 + } + }, + "output_type": "display_data", + "png": 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UkJCgMmXK6IEHHtCSJUuKcgoA4Dj0fYcJcQET4gJO4bd9Ivr27aupU6eqc+fO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\na2uLwMBAzJs3D/fv39c6DgXGGDZt2oThw4ejffv2aNGiBSw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+ "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, a subnet of $\\sim$ 25 particles can easily take $10^9$ iterations or more to solve." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/subnets.ipynb b/notebooks/subnets.ipynb new file mode 100644 index 0000000..4d1f023 --- /dev/null +++ b/notebooks/subnets.ipynb @@ -0,0 +1,141 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:adc67bd82b47888a62703cbe272cb69a67f39c4a2e7873e604de0472935f0362" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Advanced Linking: Subnetworks and `search_range`\n", + "\n", + "## Introduction\n", + "\n", + "The goal of the linking step is to find the most likely set of assignments that match each feature in the previous frame with its counterpart in the current frame. This is not always trivial: the correct match for a feature is not always the one closest in distance, and some particles disappear or are introduced with each new frame, leaving features dangling. In theory, doing this for $N$ particles involves evaluating all $N!$ possible sets of assignments, and choosing the best set. \n", + "\n", + "Such a computation is time-consuming \u2014 infeasibly so for more than a few dozen particles. Instead, for each particle in the previous frame, `trackpy` restricts its search of the current frame to a circular region of radius `search_range`, centered on the particle's most likely new position. One supplies an appropriate `search_range` as an arugment to the `link` family of functions, so that for each particle, there will be at most a few candidate features to consider.\n", + "\n", + "The `search_range` technique usually speeds up linking, but it does not solve the basic problem. Consider the following (admittedly pathological) example, in which a grid of points in the first frame (large blue dots) mysteriously shifts and loses particles in the second frame (small green dots)." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import trackpy\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "x0 = np.mgrid[-4:5,-4:5].astype(float)\n", + "x0[x0 == 0] = np.nan\n", + "x0 += np.random.normal(scale=0.05, size=x0.shape)\n", + "pts0 = pd.DataFrame(dict(x=x0[0].flatten(), y=x0[1].flatten(), frame=0)).dropna()\n", + "\n", + "x1 = np.mgrid[-4:4,-4:4] + 0.5\n", + "x1[x1 == 0.5] = np.nan\n", + "x1 += np.random.normal(scale=0.05, size=x1.shape)\n", + "pts1 = pd.DataFrame(dict(x=x1[0].flatten(), y=x1[1].flatten(), frame=1)).dropna()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plot(pts0.x, pts0.y, 'bo')\n", + "plot(pts1.x, pts1.y, 'g.')\n", + "axis('equal')\n", + "ylim(-5, 5)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 2, + "text": [ + "(-5, 5)" + ] + }, + { + "metadata": { + "png": { + "height": 254, + "width": 368 + } + }, + "output_type": "display_data", + "png": 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4ZRKbTSxW6/vycmFjU3vbug+mUikTj7eMWHc/Hm8J3HraNvUFhE8xuTNUaZUA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\nACQNhu9Fi65VJtOhbHaDpNmSXEmzlc1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+ "text": [ + "" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Thanks to a judicious choice of `search_range` (roughly 0.9 would be appropriate), instead of evaluating $\\sim N!$ possibilities for the entire frame, we are now left with 4 independent *subnetworks* (or \"subnets\") of $n$ particles and their $\\sim n!$ possibilities. But \n", + "`trackpy` must still decide how to form trajectories within each subnet \u2014 how to link the blue and green dots, and which unlucky features from the first frame must go unlinked. If we intuitively assume that particles are unlikely to move by large distances, there is an optimal, most-likely solution. But the problem is generally non-trivial \u2014 just try to do it by eye! (For details, see the original paper by Crocker & Grier, referenced in the introduction to the `trackpy` documentation. In general not all $n!$ possibilities are explicitly evaluated, but very many are.)\n", + "\n", + "The preceding example is a little extreme, but non-trivial subnets do arise in many practical tracking applications. Solving subnets is usually the most time-consuming part of the linking process, and can sometimes even make `trackpy`'s algorithm unusable. With certain types of movies, controlling the size of subnets is the central challenge of the linking step.\n", + "\n", + "## Techniques for limiting subnetwork size\n", + "\n", + "In light of this example, there are several `trackpy` features related to this problem at the heart of tracking:\n", + "\n", + "### `search_range`\n", + "\n", + "The `search_range` radius can be adjusted, causing subnets to include more or fewer particles. \n", + "\n", + "Ideally, `search_range` should be larger than the largest displacement of any particle between successive frames, but smaller than the smallest separation between any two particles. `trackpy` will then typically find just one candidate for each particle's next position, avoiding complex subnetworks altogether. Sometimes this arrangement is possible: the two length scales are very different, and so choosing a `search_range` between them is easy.\n", + "\n", + "When those two scales are closer to each other, or when they vary significantly across the image, there can be problems. To avoid unbearably large subnetworks, one's options for `search_range` are not always practical (or even possible):\n", + "\n", + "- Reduce `search_range` so much that many particles are left untracked or incorrectly tracked.\n", + "- Lower the density of particles in the frame.\n", + "- Increase the camera framerate (to have smaller displacements between successive frames).\n", + " \n", + "Such a dilemma often arises for dense packings of particles.\n", + "\n", + "### Subnetwork size limit\n", + "\n", + "When faced with a subnetwork of $n$ particles, is may be simply unreasonable to consider those $\\sim n!$ possibilities. In order to avoid taking hours, days, or weeks to link a single pair of frames, `trackpy` sets a limit on the number of particles $n$ involved in a single subnet computation; if this limit is exceeded, the linking step aborts by raising a `SubnetOversizeException`. This limit is an integer number of particles, stored in `trackpy.linking.Linker.MAX_SUB_NET_SIZE`. Depending on your patience and the speed of your computer, you can adjust this limit, keeping in mind that the time required for these computations generally scales as $n!$.\n", + "\n", + "### Accelerated subnetwork solver\n", + "\n", + "In the tutorial on performance, we briefly discuss how to measure the time spent on subnet computations, and how `trackpy` can use the `numba` package to greatly speed them up. In most cases, you already have `numba` and `trackpy` is using it, but it is worth checking if you are unsure.\n", + "\n", + "### Prediction\n", + "\n", + "The region of radius `search_range` is centered on what `trackpy` guesses as the most likely future position for the particle. Improving this guess may allow one to use a smaller `search_range`. This is called *prediction* and is the subject of one of the tutorials.\n", + "\n", + "### Adaptive search\n", + "\n", + "Rather than having to choose a single value of `search_range` for the entire image (with its attendant tradeoffs), one can specify a *maximum* value, and let `trackpy` reduce it where necessary. This essentially gives `trackpy` license to ignore some potentially valid candidates, but only when the alternative is to halt with a `SubnetOversizeException`. It is a \"scalpel\" approach, as opposed to the usual hatchet of repeatedly cutting the global `search_range` and retrying linking until a `SubnetOversizeException` is no longer raised. This feature is called *adaptive search* and is discussed in its own tutorial." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file