{ "cells": [ { "cell_type": "markdown", "id": "bfb8e00c", "metadata": {}, "source": [ "# alluvial tutorial: how modules change\n", "\n", "This tutorial draws alluvial diagrams of [Infomap](https://www.mapequation.org/infomap/) partitions with\n", "`alluvial`. It covers how to:\n", "\n", "1. compare the partitions of several Infomap runs,\n", "2. choose a coloring,\n", "3. show sub-modules,\n", "4. highlight groups of nodes, with a legend,\n", "5. draw state networks (multilayer and memory networks),\n", "6. read Infomap output files,\n", "7. make a multi-panel figure for a paper and save it as PDF, and\n", "8. restyle single artists.\n", "\n", "You need `pip install \"alluvial[infomap]\"`. Every network is built in the notebook and every Infomap run is\n", "seeded, so the figures come out the same each time." ] }, { "cell_type": "code", "execution_count": 1, "id": "39138d8c", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:32.035101Z", "iopub.status.busy": "2026-10-23T09:44:32.034976Z", "iopub.status.idle": "2026-10-23T09:44:32.561583Z", "shell.execute_reply": "2026-10-23T09:44:32.560702Z" } }, "outputs": [], "source": [ "import random\n", "\n", "import infomap\n", "import matplotlib.pyplot as plt\n", "\n", "import alluvial" ] }, { "cell_type": "markdown", "id": "a2d9aa30", "metadata": {}, "source": [ "## A small temporal network\n", "\n", "Here 36 people work in teams of six, and teams that share a department collaborate. Over three years the\n", "departments reorganize. In 2022 one team moves to another department, and in 2023 three departments become two.\n", "For each year, links are drawn at random: dense within teams, sparser within departments, and rare between them.\n", "`infomap.run` finds the modules of each year's network and returns an immutable `Result`. The network is an\n", "`infomap.Network`, which carries the people's names." ] }, { "cell_type": "code", "execution_count": 2, "id": "07a6d916", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:32.563391Z", "iopub.status.busy": "2026-10-23T09:44:32.563209Z", "iopub.status.idle": "2026-10-23T09:44:32.938202Z", "shell.execute_reply": "2026-10-23T09:44:32.935878Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021: 4 top modules, 3 levels, codelength 3.614 bits\n", "2022: 4 top modules, 3 levels, codelength 3.787 bits\n", "2023: 4 top modules, 3 levels, codelength 4.093 bits\n" ] } ], "source": [ "NAMES = [\n", " \"Ada\",\n", " \"Ben\",\n", " \"Cy\",\n", " \"Dee\",\n", " \"Eli\",\n", " \"Fay\",\n", " \"Gus\",\n", " \"Hal\",\n", " \"Ivy\",\n", " \"Jo\",\n", " \"Kai\",\n", " \"Lea\",\n", " \"Max\",\n", " \"Ned\",\n", " \"Ola\",\n", " \"Pia\",\n", " \"Quin\",\n", " \"Rex\",\n", " \"Sam\",\n", " \"Tia\",\n", " \"Uma\",\n", " \"Vic\",\n", " \"Wes\",\n", " \"Xia\",\n", " \"Yan\",\n", " \"Zoe\",\n", " \"Abe\",\n", " \"Bea\",\n", " \"Cal\",\n", " \"Dot\",\n", " \"Eve\",\n", " \"Fin\",\n", " \"Gil\",\n", " \"Hana\",\n", " \"Ike\",\n", " \"Jan\",\n", "]\n", "TEAMS = [range(k, k + 6) for k in range(0, 36, 6)] # six teams of six people\n", "YEARS = [\"2021\", \"2022\", \"2023\"]\n", "DEPARTMENTS = { # the teams of each department, per year\n", " \"2021\": [[0, 1], [2, 3], [4, 5]],\n", " \"2022\": [[0, 1], [2, 3, 4], [5]],\n", " \"2023\": [[0, 1, 2], [3, 4, 5]],\n", "}\n", "\n", "\n", "def collaborations(departments, seed):\n", " \"Random links: dense within teams, sparser within departments, rare between departments.\"\n", " rng = random.Random(seed)\n", " team = {u: t for t, members in enumerate(TEAMS) for u in members}\n", " dept = {t: d for d, teams in enumerate(departments) for t in teams}\n", " links = []\n", " for u in range(36):\n", " for v in range(u + 1, 36):\n", " if team[u] == team[v]:\n", " p = 0.7\n", " elif dept[team[u]] == dept[team[v]]:\n", " p = 0.12\n", " else:\n", " p = 0.01\n", " if rng.random() < p:\n", " links.append((u, v))\n", " return links\n", "\n", "\n", "links = {year: collaborations(DEPARTMENTS[year], seed=i) for i, year in enumerate(YEARS)}\n", "\n", "\n", "def run_infomap(links):\n", " \"One seeded Infomap run on a named network.\"\n", " network = infomap.Network().add_nodes(enumerate(NAMES)).add_links(links)\n", " return infomap.run(network, seed=42, num_trials=10)\n", "\n", "\n", "results = [run_infomap(links[year]) for year in YEARS]\n", "for year, result in zip(YEARS, results):\n", " nf = alluvial.read(result) # the partition as alluvial reads it\n", " paths = [node.path.split(\":\") for node in nf.nodes] # \"1:2:3\": module 1, sub-module 2, node 3\n", " top_modules = {path[0] for path in paths}\n", " levels = max(map(len, paths))\n", " print(f\"{year}: {len(top_modules)} top modules, {levels} levels, codelength {nf.codelength:.3f} bits\")" ] }, { "cell_type": "markdown", "id": "d2e25bd9", "metadata": {}, "source": [ "## One diagram for several runs\n", "\n", "Pass the Infomap results from left to right. Each column is a network, and each block a module, with its height\n", "proportional to the module's flow. A streamline joins two modules and is as thick as the flow of the nodes they\n", "share. Nodes are matched across networks by node id. Modules carry the names of their largest nodes (by flow) on the\n", "first and last network." ] }, { "cell_type": "code", "execution_count": 3, "id": "55cea23b", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:32.943378Z", "iopub.status.busy": "2026-10-23T09:44:32.943123Z", "iopub.status.idle": "2026-10-23T09:44:33.176944Z", "shell.execute_reply": "2026-10-23T09:44:33.174855Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = alluvial.plot(results, names=YEARS)" ] }, { "cell_type": "markdown", "id": "39ae49a9", "metadata": {}, "source": [ "Without `ax=`, `plot` makes its own figure, sized by its content: taller with more modules, wider with more\n", "networks and longer labels. For anything you publish, give it an axes. The shapes then stretch to fill the axes,\n", "while every font size and gap stays in points." ] }, { "cell_type": "code", "execution_count": 4, "id": "22799b43", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:33.179226Z", "iopub.status.busy": "2026-10-23T09:44:33.179094Z", "iopub.status.idle": "2026-10-23T09:44:33.259709Z", "shell.execute_reply": "2026-10-23T09:44:33.258641Z" } }, "outputs": [ { "data": { "image/png": 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3vzlMSSc0JFnirMc+WxVcakiy8wZiB5M+CIvDBqvD24unhVYNacb5AjNpJl1rVQs/jUaDpO6pSOubidS+GUjqlgKNLqgVzijWg7eMnw/eJEiz1fqCs1pru0BN9l1WBmtEnSIYy8vLU1vJbusvGC6k1IAEZFIwfNSoUaG+DIpiDS4LttvL0OS2+XJ8RUYQdiSSG83idKjyS/W+fGJ6rQ7xEpjFmZE+KAddBuej56DuMMWbw325FMP0CQbVEromH/a80+KE3Res2aot3lbVAmu1HLPAw/zeRB0TjJWWlgbqPx2pYDjR8XB4nNhuL0eJsy6iesKOR3WcFauzK7E/swkOjxueTR5ot2iRnZiKvOR0dE3OQH5SBrokZaBbcia6JGao0k1E4aSP00Mfl4T4/KRDznlcHtWr5g/Q2gZr0qvGeWsUS0IejEm5o8zMTFXuaMmSJYctGO4fciE62kSr+1012O4oh8vjitogzKX1oDS9BXtzmlCbaIN3wKd1YrUMxxY3VqOoqRorS7cHqg9I02g1yIxLRn5iOlKM8UgyxiHZ5N2qff8x3/FEg+RFi4dZrfI8PLvLgQ0V3rpu9MuGZRfAeJjhZUJgha45M1419M9o92WRVaX2ehts1S2w11i9Q6E1rcOfjnqbf1EqUVQIWTBWXV2tVlM++uijePbZZ9U8MUlzcaSC4dnZ2aqAJ1Nb0M8FYXvd1Sh0VsLisXvLDEXhl6vJ7ERRVguKM5th17tV6afjSuvRUq/asZC8aEadHlqNBlqN1rfVQKfRITs+Be9sYUmyozW+y0CkmRPVH5rqe9W3lb875WsrWo95/6SQ4WiZHyhzBs06o3erNx6079secp+Dj3v3/a8VSeSPCUm9Iu1wpFfNXu+bp9YuUJNjFtjrbKwbS7EdjPlXRBqNRowYMUJN2PfPE5MC4bKacsaMGRg2bFigYLh44IEHVLAmKTBef/11/PrXvw72pVGEB2E/uUthcTsCNSKjTVWKDUXZzahJdnhrcfrqeHb0alRphyO/2OnoVVkaYHHaw/4lk+Ba0qekmhJUcCgt3beVY/59f0sxxXf6AE561WRlqLQkpB1yXnrWZOWnWgHqXxHqT99xyD5TeVCUBWPSs/VLgdqGDRsOe+6SSy5Rjaht784uTzW2uEvQonrConNeWFO8E3vym1CX6AhLAEbRze5ywu5qQq21CXvqy3/x/hKISUCmgjNTItLjWrfSO5qbkKaGv3PiU2HopFUlpGdN8ulJO+5UHv4cbM0ObyLdgxPuHpxclx9dOgGd85NEMc3pcWMXKrHJU4omj00NRUZjEGY3unEgz4LqVDuDMOo0pFqFBG7Sfilok3mJeYlpyPMFaP5ATW7L8UiZM3e0qTx+jtt5hCoJB1dR8AdvTrd3KFX93yMTPgN/hHqnhvrO+W97oIZmG3fWBu19U+fBYIw6jRq04CeUYaenCg44IZOlJCFqtHHLxPxsK8ozbXDp+Oc0RW7QVtFSp9oG7DnkvMyDkx41Cc6kdUlMVyt9uyZlomtiBrLiU6Jq4ZZWr1UNxx/P/SIJ5LLGdg3dC0SZxIJURAoGYxRWTrhRiApsQRnK4c2aLwFY9PyIbiUT8WvS7SjLtsFpYL1Aim7So1NjbVRtc9W+Q87LAgMVoCVleYO0RG9alq5JGaqHrbPPWwsHKWOW3Dc93JdBsRyMSYQ74rmzw30ZEUO6v2WSq+rmVl3hHrVVhYitLjgtDrgsTrisTrU93G25X6j6barQjA2aYmzTVMDmcUbtyki/5kQXyvJssJndKvUEUayzOu3YVVem2uFW9UpvmgRn+QnpasizdfgzXc1nI4omEROM8S+CjieBm0xslZw+KhljjS8pY7UF1poWtNS2qHkPR/Vc8KBE04BCbSV2aatRhoZAABad/WCtvWHV2Q7UZjjgjt63SRRUsqJ3X0OFaocjpcJyE1J989XS281Tk/10c1JUDYFS9IuYYIzCsyJJH2dQLS438bDDEPYGG6zVLbDWWmCpaUFzWSMaiupgabDABid2aCuxXVuJndpKNGvs0Hh8eZVioHPIbvKgsosDdpNbIk4iChKL06ZWhh5pdaik85ChTllg0DaVh3eFaELEpfKg6MdgjI6b/OVpSjGrluI7dqC+EluLWrBsVyE2FO2G0+oIrB7yrxaKehqgMd2N2izncSVsJaITT+exv6FStWNN5ZFmltxrSUhVW28utsMl05X9ON++TqvjPxmdEAZjdNwrqfY3VKGwpgSF1SXYVVOqWm1Lo3f4UaIQkw4mk661J0yWftu8y7tdVu8S72jjMgB1uS7Y4r1BGRFFRyqPnyOVE46tOoJBVVqQQFB+TKitxjtlQ/7IPbgyg/9+EvTJcCxFX0kyBmN0VBNtC2tLsKOmBNtri9V2d20Z7E7Jhg9oPVoVbP3SKkitXgedTu8N1pIBj1MWEzjhlEUDNkllEdn/GNZkDxqy3HDzU0UUU5xuF5rsFjTBEtLXkaBsdVlhSF8jmqya8WeMyut71EnrBwwYAKvVinCImF8bLFIc3L8I5K/BOmszqq2N6i/Caot3CXqNtQk1liZUWxtQK+ctjaqsi9w/wBd4nWgOMK1OC0OCCeYEswrmXDaXGtaU4Mzj9JbFjhTN2YA1RaVuJCKiTq53797IzMzEypUr0RlETDC2oWIvRv/jt+G+jIhxSd+xyIhLUn+xSW1Hl8etmtyW4Kve1tI+wAo3DWAw6WE06aFJ1qhVmo4WBxwW+1Gv2AwHjw5ozgWcIUz0SEREwbNs2TJUVlZi//792LlzJ/r06YNw4xKSKLW1ej/Wlu/Cxsq9KuHiT9UHsKOmGLvrylQw1qkCscPQ6XWIS4pDanYKUjKTvb1n2s717eo2atDcRQtXHCeHERFFirlz56pa2FIvW/bbevHFF5GVlYWePXti0aJFgeM1NTW46qqrkJ2djV69euGdd94J6jV1rt9uRIehN+iRkBKP9JxUJGckwRRnCnsOIXe8BtYuWngMDMSIiCKFw+HAhx9+iMsvv1y1tsGY3W7Hli1bcODAAbz66qu4+uqrVQ+auOaaa9CtWzd17ssvv8SDDz6IDRs2BO26GIxR5NAARpMRSWkJKjBLTI5XPWgdzZWihT1HK7NpO/y1iYjo+P3zn/+E2+3Gueeei4svvlhN3F+9enUgd+bjjz8Os9mMSZMm4dRTT1WBV1lZGb777js8/fTTMJlMaqK/9JLNnz8fwcJgjCKS9IzFJZiRnpWK5PQkGI3GDnhRwJ2hhytDJxcQ+tcjIqKg+sc//qGGKA0GA9LS0nDeeecFese0Wi3y8vIC95WesNLSUjW3rLm5GRkZGUhNTVVt9uzZKC8/fNLhTjuB//rrr1eR5O9///uOeDmKMSaTEWajSa3AtDRbYbPYVS3OoJJesCwDPHHy9wvXTBIRRZrGxkY1D0yv1+Ozzz5Tx5qamrBmzRrcddddqsdMgq/8/Hx1ToYkzzzzTHTp0kUFYNXV1SG7tpD2jBUUFGDFihWhfAmiABmyTEpJQGZ2GpKSE6DTBWcIU6PXArkmwMws20REkWr+/PkqncX27duxfv161bZu3apyiy1ZskSNuDz11FOw2WxYvHixil8mT56sgrFRo0bhscceQ0tLC5xOJ9auXaseG3OpLYiOpaZmfEIcEuLjYbc5YG2ywGF3HtcXUGvSQZ9pglsnw5LsESMiilRz587FTTfd1G4o0j85//vvv1fTXQYOHIiuXbsiISEB7777rlo96X/sfffdp1ZSykT/wYMH44UXXojcYEy6ACdOnIi7774bt956K7755hv1Bnft2oWTTz4Zc+bMUcnYiE6UxjeEGW80wulwoaXJApvVftSP1ycYoE8zsawREVEU+Ne//nXY4y+99JLa/v3vf1dbiU8OJvPFgp3OImwT+GX8dcKECbj//vtVICaT4i677DL89a9/VWOxl156qVpqKisaiILJYNAjNTUZmZlpiDebfvH+xiQTjGlxYU+hQURE0a/DgjFZPioJ1h599FHccMMN6ti8efMwffp0jB8/Xs3vkQl0+/btU/clCgWDXo+U1GRkZ6YjIc582FWRcclxMKUwpT4REUVZMCYT55KTk1VPmJ/0jL311luBpaLSZPloSUlJR10WxfBk/5SURORkpSMhobUHLD41HqYkc7gvj4iIYkiHBWP33HMP+vXrhyuvvBIul7cItKxQuP3221FXVxdoslJh3LhxHXVZFOMkr0xKUiK65GZj/GmnIDUjOdyXREREMUbbkb/0ZHKcLBmV1QwyL0wy2H7wwQf44YcfVH4PyQHy8ccfd9QlESmS/O+qSyfj6ksn43e3XItJp49FYkI8vzpERFFk+vTpuPfee9sd+/Of/6xyiYV7rrq2o3/pSbAl88JmzZqlCnHKvDGZ0J+enq4Swy5YsKAjL4liXJzZhGt+fQF69+ymbpuMRpwxegQeuPlaTDvnLGSmpYb7EomIKAhk1aSkq5AcYf6pUs8884zKph/uxVoaT7jDwaO0urQQo//x23BfRsQYkN4FCYYQzX3ySBSvUU2+fbUeLTS+Y7KVo1qPnNFA0qTK7dbz6ha0cj+PnPfe9j6PdyvH/ffVBo63eS11H981+M/57ut9Ve/xwDX4rinwvL7nSo5PwPXTL0ROVsaR36rHg+179+Hb9euxbd9euOGBW+OB93+AW+7juy3H5by8rDqnkVtoc857X+99fI/3beW/Lt9xt3q8bz/wfHLe+8UPvL6UZ/Jvfa+lrk/2QvBzpXtyFj4tZBLnTvEZpJik1Wixuqww3JcRMVbN+DNG5fVtd+y1117Dm2++iZUrV6qySCNGjMDnn3+uEsFKeaTf/va3ajGheOKJJ7B7925YLBZ8/fXXGDRokBrN69GjR9CvlbUpKSalpyTj1qsu+dlATMhfSwN6FuDWi6fhweuuw/hhw2AydEAdTCIiCrrbbrtNFQKXQKywsBC/+tWvVM+YzFn/5JNP8Mgjj2DdunXtFh9K3rHa2lo17/3JJ58M/kUxAz/FotzMdFx/6VQkJyYc0+Oy0tIwfcLZuGDcOCzfsgXfblyP8rrakF0nEREFl/yB/frrr6terqVLl2L06NGBcyNHjlTlj2Qe+/Dhw9UxKSR++umnq/0rrrhClUQKBZZDopjSPT8X1118AeLNxz98JEXJJwwfgTOHnYwt+/Zg6Ya1+Gk/c+MREUWCk046SW2l9NGWLVtUtgepUylljqROpcxf9/OXQxLx8fGqsHjEB2MyWU7GZ6uqqjryZYmUvgXdce3UyTAaDEFbITykZ2/VSmuq8cNPm7Byx1bUNDfyK05EFAHuvPNOnHXWWVi0aBHi4uJU+q1wTKUPaTBWUFCAiooK9UtLSLV0BmIUDkP79cUVvzoPep0sKQi+vPQMTB93Fi4Zewa2Fx/Asu2bsWb3drQ4bCF5PSIiOnGSUislJUXNI/vuu+/wxRdfoH///uhoIe8ZkzHZMWPGhPpliI5o7LChmDbhzMAfBaEkrzGwWw/VrnGeh7V7CrFsx2ZsOLAbbrd3PSQREXUOzz33nKqVLaUaZX7Y1KlTw3IdHTpMKTUnZSxWxmT9E+lkFYPk+ZDo9He/+x0eeOCBjrwkimLy/TXtzDNx+vCTw/L6Rr0BY/qepFqjpQXr9u3E+gM7VWDWaG8JyzURERECQ5G5ubnYtWvXYb8kktqiLRnO3LZtW3RO4P/vf/+LzZs3Y8+ePRg1ahQuv/xyNbxJdCJkkv31kydjQCf5XkqKi8cZA4aqJtUmdlQUY93+Qqw9sBO7qkrDfXlERBRGIQ/GJk6cCJ1vno7k8zjY73//eyQkJGDw4MEYMmSICswYjNGJyExJxa0XXoTcjJ/PIRYuMpQ5ILebaleOPhu1LU1Ye8AbmG2t2I+K5vpwXyIREUVTMLZ48eLAnDEZpvz000/bne+oZaMUG/p06Yqbp0xFQlwcIkVafCLO6T9cNVHb0ojtlcXYXlmEHVVF2FZZhAYOaxIRRa2wD1MSBcvYQUNwxYRzAj2xkSotPgljegxQza+koVoFZT9VHcCO6mIcaKhCtUVSaERENTMiIvoZDMYoKibqXzr+TJwzYiSiVX5yhmpn9x4WOGZzOlDSWIPipmqUNFajuKkGBxqrUNQk+9WwuRxhvWYios5m7ty5qiRSWzKPV+pPfvPNNzjjjDPCcl0MxiiimYxG3Hz+BSrxaqwx6Q3omZaj2uFWClVZGlDaVKuGOBvtFtWaHFY02Nrf9u/L/ZrsVrg9UtKciCj6XH311aodnPh148aNGDduXNiuK6TBmMwRa0sm5vvTWoiDs9zKykqio5WRnII7L7gEXTKy+EU7TG9hVnyKasFidzmwoYJln46Gy+NCz5RcGLQ6eOCB2+NRP+/kJ54Eu7InP/785+A77nK7VY+mVZrTDqtT9n1bue1yqB7RQ44ddH/vfVqPOdxOfkaIDkMKgX/wwQeqOLhMcZE45N5771UZHk4++WSVfsufBFaqCN1+++1YsWKFmu/+wgsvYNKkSQgG9oxRROqT1xV3TL4YSfHx4b6UmGHUGTAqr2+4L4OOg8PlRJ2tGbXWpsDW25pRa2tCnW/rPyY9pewhpWi3d+9e3HzzzXj33XfRtWtXVSFo2rRpeOedd1TB8L/85S+46KKLVP1K+QP3wgsvVAliFy5ciNWrV6vbkgFCcpWdKAZjFFG0ksh19HhMPmVMh2TUJ4oGBp3+mHpKJRCrt7W0C95qrE2obKlHaXMtyppr1RB4RUs9gzaKSA6HA1dccQVuvPFGTJkyRR378ssvccopp6gATNx///0qIFu7di1cLpd6zB133KHOjR07ViWB/eqrr3DDDTec8PUwGKOIkZOSjpkTp6JnTl64L4Uoqmk1WqSZE1X7OS63SwVkbQM02S9tqgkcs7s4REqdz0MPPaSmDkgFIL+SkhJ07949cFv+4O/WrZs6brPZUFhYiNTU1MB5p9Opgrdg6BTBWGJiInbv3q3GYCXSnDlzpopYifzOHjwCV5x2NkwGA78oRJ2ETqtDXmK6akdSY2lUQVlRY7Va6VskK35lv7EalZb6Q+YOE4Wa9IDNmTMHP/74Iwxtfqfk5+er3Kh+8r154MABddxut6vE9NJLFgodFozJG3/xxRcDkaW8KalFee655zLRKx1RclwCbjv7Agzr0YdfJaIIlB6XpNpJma09Dm0XhRQ31qCoqQrFvgDNH7CVNNWwV42Crri4GNdddx1ef/119OzZs905qRJ011134bPPPlP7f/3rX1Vn0fDh3oTcMkwpj7v++uvV7ZUrV6JHjx7tetM6dTD21FNPqRUJ8iYmTJgAvV6vViz885//VMEY0eGM7NkPt5w1RdV1pPDzyAq+8g3hvoyIYc4ZBo3OGO7L6PSLQnqm5qh2uHlrlS0NKmeefwhUbdvsM5ceHU/HkEzUl4DKH1T5SZwiVYJkNeWMGTMwbNgwdVtiFvH5559j1qxZePjhh1Wv2ciRI/Haa68hGDSeEPcR19bWqi6+Dz/8UK08OOxFaDQoLS1VKxKONEy5urQQo//x21BealQZkN4FCQZzaJ7cA2ihUU0j4+oeLTS+Y7KVo1qPnNFAcuHL7dbz6ha0cj+PnPfe9j6Pdyt/RV815hyc0X9oaK4/Snk8britdXBZ69XWbauHy9YAj9PqbS6b2rqdsrUFbnu3vn3ZelzyZN5/aEnD4PsRoYvLQMPGd8L9NiOGuds46Mxp6uebfAqg8S04ka3G912v8R+XrdzUQaM3Q6M3qa1WJ/v+ZvRudWZoA8f89zUddF/f49X9ozcg9A+B+gO00uYab6DWUqeOS069aJvLt7qsMNyXETFWzfhzxKwAD3nPmOTjkEluskyU6OeY9EZMPXkspg4bC7Mhen+BHCu3vQnOxlI4m8pUczWXwWXxBVsSdEnwZZPbjSpvVchoO8UU04jhaqmCx2kJ92VAo9FCY0iAzpwKrTnVt02DLk7207z75hTfMe9trd6ESB8C9Q+DtqbtaE3p0Zreo31qD0npwTlsFA4h/+laXV2NzMzMdvUCpQdMSg/IX4x1dXWhvgTq5OT74Ox+J+PKUROQnpCEWOzRctbvh712D5yNxd6Ayxd4OZtKVTBGdCLfXx57I9z2RqDhwFE9RnrUvEGaP4DzBmq6+CzoEnOhl5aUp8539mHQ7IRU1Y6GrA71p/TwB3ASuFkctiMk13X6EvC2OeZyBm7L/ZmvjTpFMJaRkaHGZyVHhz8gKysrU8nWBgxoLYRMsWlY1164fsx5KMg48aR5kUACLHvtLjhqdsFRuxt22dbvVfOxiDoLtwxnN0lvbOnP3k+rj/MFZznQJ+aprU5t5VgedAlZqmcuklaH+nvbgkV659pWS5CtBGmS8sPlmwbgr8wgVLWGdhUa3IF9+X+yiXNoj9aw7AJEipAHY2PGjFGT32Qp6ZHmjFHs6Z6WjRtPPR+ndI+M8fxjJXO1HNU7YK/drQIvFYDV7obb0RzuSyMKGrfTAnfdHjjq9hz2vMyB0yVk+3rSukCf3AWG5K6+/a5qeDTaSe+cNAZRFNZgLC0tTSVXk3pO0jMmqyklr8eqVatC/dLUCQ3M6YYpA0fjrD5D1WTUaOFqqYa1dC2sZethK1unAq+Qzt8iigCyGMTp72ErW3fIea0xUQVmKkBL7gJ9UlcYkn2BWkJ2RPWqEZ2IDpmR++ijjyIvLw8PPvhguzxjskyUol+83oRz+pyMKQNGo1eUDEfKcKO1dJ0KwGxl6+Fo2B/uSyKKODIf0l69XbWDySpQNfSZlO8b9ozsIVCisKa2CBamtoi81BZ9MvIwdcAYnN17GOINkbE660gc9ftV8CW9XtaydSoYizX65O5o3r4g3JcRMQwZ/aE1JoT7MqJWuyHQxFzf3DUJ3nKhT/DejpRVoURcq05BZdQbcE7PYZja/1SclH3iWYnDxdlYAkvRClhLfoS1fL1KU0BEnXQI9Ai0xiRf+o4U72pQte9P6ZGq0nu0rhqNnJQeFH0YjNEJSzUnqMR6o/L74vTugyJyoqrb0aICLxWAFa+E4yhTABBR5+UOpPQ4uvvL6tBA3rVA8JbSmmQ3kFjX5DtmOsyxNi3Iw6isghG9VTAYjNExM+r0GJ7dC6fm9cOp+f3RLz3fl2U8csjovL1qG6zFK2ApWglbxSZ43M5wXxYRhXt1aJMFzqaSoDyfBAIa3cFBmgRw3qoJ3mCtfSWG9pUZvBUb/Mec1lrUr34lKNcWC7rftAxx+aMQCRiM0S9KNyehf3oX1Ubk9MIpOX1g0rdWuo8UzpYqWIu8wZe1ZJXKXk9EFCrSkyVN9c4Fg6Y1eTpFFwZjpEiaicy4ZOQlpiEvIQ29UnPRP62L6vXKik+J2FxfstJRpZwoXg177c5wXxIREdEhGIxFqT6peaoEiFajgVGrR6IxDokGM5JkazT79uORFZ+M/MR05MSnwqCL7G8Hl6WmNddXqeT62sVcX0RE1OnpI6msgVRgp6P/eknW52jmbCr35fmSfF/rmOuLiIgiUsQEYxJYyIo9il0q15ev18ub6+vn6+YRERFFgogJxih2SJoJe81OVVLIW0zbu++y1ob70oiIiIKOwRiFjawyctTthb1Gimh7C2lLYW1XUxnnehERUdBJGqbS0lLk5raW5ps5c6a6/cQTTyBcGIxRyFc0uholS3ZZIFu2zPVy1O6Bs+GAyqJNREQUyxiM0THzuBwqR5fbWgeXTbYNvv16VTZIAi5XYxmczWVqyJGIiCgSPPHEE9i1axcaGxvx73//G2PHjsXcuXNx55134uuvv8Zpp52Gjz76CElJSaiursbVV1+NNWvWqB63iy++GC+99BJMJlP0BmMsA3H03PZm6OOzoJHVlB4PPB63t7q31IT3uOFx2+F2WuFx2uFRW19z2VRrd05u25u8wZa1Hm4JvhhgERFRlFqwYAH+9a9/Yd68eTjzzDMxfvx4zJkzB3//+99x7rnn4m9/+xtmzZoFt9utgrSJEyeipqYGU6ZMwauvvop77rkneoMxa/kG7J9zWrgvI2IYMvpDa0wI92UQERFFlIkTJ6oeMTF58mTV83X66aer2xJwbdy4Ue1nZWXhggsuUPt5eXm47bbbsHjx4ugOxoiIiIhOhE6ng8PhaHdMbhsMrXk5s7OzA/txcXEq6Gp7u7m5We3LUOYdd9yBpUuXoqGhAS6XC6NHjz6u6wpuSXkiIiKiTqpbt27Yt29fu2N79uxB9+7dj/m5nn/+eTU8uX79ehWMyW2PTAc6DgzGiIiIKCb8+te/xpNPPony8nI4nU7Mnz8f69atw6RJk475uaRnTHrKUlJSVID3yiuvHPd1MRgjIiKimPD4449j0KBBGDVqFDIzM/G///u/+Oyzz9oNRR4tmcRfXFyMtLQ0XHrppWo15fHSeI63T62DWUpWcwL/MeAEfgo2fXJ3NG9fwC8sP4MULhodbCWr+fU/St1vWoa4/FGIBOwZIyIiIgojBmNEREREYcRgjIiIiGJeYmIiKioqwvJ1YDBGREREUa+hoQFdunRRZY78Nm3ahPT0dBQVFaGpqaldjrGOxGCMiIiIol5ycjL+8pe/4Pbbb4fValXljG699VY89thj6Nq1a1ivjcEYERERxYTLLrsM/fv3xx/+8AeVF8xut+Ouu+5S56TYd1lZmdp/44030LdvX1UQfOjQofjvf/8b0utiOSQiIiKKGS+//DJOPvlktS9DllIi6WD5+flYsmSJ6jGTIuFXXHGFSuxqMplCck3sGSMiIqKY0aVLF1XYW9qIESMOex8pCC4lkrRaLW655RbVa1ZYWBiya2IwRkRERDHjhRdeUNn3jUYj3nzzzcPeZ8GCBSpQS01NVU1WWVZXV0dXMHbWWWfh/fffD8dLExERUYzau3cvnn76acyePVu1hx56CJWVle3uY7PZcOWVV+LZZ59VAVhdXZ1aZRnKgkXaUI7JyiQ5KaJZUFCAJ554Ai6XK1QvR0RERPSzfvOb3+DOO+/EwIEDceqpp6oJ/ffff/8hwZhM7PfXq/zrX/96SMAWEcGYrFJ45pln1GoEqWq+cOFCfPzxx5g5c2YoXo6IiIjoZ8mInMz7evjhhwPHJFZZvHgx/vOf/7RLgSEFxCdOnIjc3FzVO9anTx+EUtALhUt3nqxCkDc9derUwPH169er8deffvoJt912mwrMZHXC8uXLcffdd2P79u2q8vlvf/vbwDLTtlgo/NiwUDgFGwuFHxtT7nBoTSmyXh7yP9mqBi00OiM0OoN3q9UDWr13q9GqYtAyWRi+x8gPaI3HDY/LAY+zBS5rHVyWWnhcNn6TxxoWCo/aQuFBT20hwZXD4VArEdqSZaQ9evQ4JFeHwWBQ47Zyfu3atTjnnHMwfvx4DB8+PNiXRkTUYdyOFl/wFTwanQn6+CwYs06CJi4DWkMiNIY4b1CnkeX5HsBpgau5DM7GEjgbS+G2Nwb1GogoAoIx6c6TVQqHy9uRk5ODqqqqdsdGjhzZbn/y5Mn44YcfGIwRER1EesMcjUVAYxFc0MED6TnTwgWtb6uBRm+GMaUHjGlDYO51AYyJ2dAbzNC6rHA1lcLRWOLd1u6Fs7EYHtX3RkRRFYxlZGSogEsm6x8ckJWXl6tAra0tW7bgnnvuUcOYMmFOShQMGDAg2JdFRBQzAZulZheaa3arAM0NDdzQqSDNnNYd5tQCxOWdjsQhNyE+NR+uhv1wVBfCXiNtJxy1u7y9ekQUucHY2LFj1dDjF198ccicMcleK2kt3nvvvcBxWdUgxxYtWqRWXspy0lAuHyUiikVupw1NlTvRULlH9YVJgAatAfEZvZCc0x8pXc9G+im3w2hOhrOhyBuY1exQW3v1TjibSsL9FoiiVtCDMUmOJnk7ZPmo7J922mnYunUrZsyYgRtvvFGlu2hLVlumpKTAbDbju+++U0HcwfchIqLgc7udaKzchfrK3di/5WsVoJmTs5GS3R+pOf2Q1X86UhMzvPe1N8FWvhHWkjWwlKyBo6YQHo+b/ywUUf7nf/4HO3bswNy5cwMxiCwefOqpp/Dggw+qY6tWrcL555+Pmpoa32Ka0AtJbcpHHnlEBWI333wz9u/fr+aK3XDDDer4wZ577jlVNf3RRx/Feeed1643jYiIOlZLQwWaG6pRtHO5mpOWkNoVWd2GIrvrEGR0ORVx3U5DGgCXrQG20nUqOJNmr9vNfyrq9MaPH4+//e1vgdsrVqxA79698f333weOybx16UjqqEAsJKktQoWpLY4NU1tQsDG1Ref6DB5pAr+s4JQeLpkr1nbOmNy3dR9t7uPbBh4nazL953zHfOf0xjhk5g1EbrfByO1yEuLik1uvx1IDa8mPsJb+qIIzR8OBkL33mMXUFiec2qK5uVl1Fu3evRvdunXD448/rkbnpESSdB5JAHbppZdi1KhRatrVfffdh127dqmMD1IwXAI3i8WiRvq+/vprNa1q0KBBKoDrdD1jREQUfRx2C4r3bcCBfRtVvrSM3D7o3nMEuhUMgzkuHQm9J6omnE3lgV4zCdCczeXhvnwiJCQkqMBKesJkjroEUTJC99lnn2Hz5s0YMmQIli1bhlmzZmH69OmYP3++CspeeeUVXH755Vi9ejXeeecdFdSVlJSoOfKS0utEMRgjIqJjJikxKsp2o6x8D1avXIic/H4o6DUC3bufBIPBBH1iDhL7TVFN2Gt3w7L/B1iKlsFWtgEeD8vjUfiGKr///nv8+te/VgHYsGHD1LCkHJOFhLW1tSojvwRjcl8hyeiffPJJVdtSAjApjyS9a9Irdvrpp5/wNTEYIyKiEyIT+YuLt6OoeCe0Oj3yuw5Er57D0K1bf+h13l8zxrReqqUMu0YtBrAUrYTlwDIVnMkQJ1FHkQBLAivJ8iDBlF6vV8HYvHnzEB8fr4YoJRXXW2+9pY75Sfot6Q275pprVHaIiy++GC0tLWrBoixcPBGcMxalOGeMgo1zxjrXZzAcc8baP671HHyvLY+T4/59ndGMHt0Gok/PIejapRe0Uu7pIDLnxl71EywHflA9Z/aqbUxEeyScMxaUckgVFRXIy8tT88WcTqcKzGTl5CmnnKLqUUo+VBnOlCT2zz///M++xrZt21R6ro8++uiEeshOqFD4t99+izFjxqjJb5LsdcKECdizZ8+JPCUREUUJu8OGwt0b8cWSefj7Ry9h2Y//QW1D+14wmTBtyjoJqSNuQd60t9H16i+RecZjSOh5LrTGxLBdO0Wv7Oxs9OrVCy+//DLGjRunjqWnp6shyoULF6qes6uuugoffPCBmlPmdrtVCoyPP/5Y3VeGMCVhvRyXouLSs3a4qkMdMkxZX1+PadOmqW68Cy+8UHXVSeXzE70gIiKKPs2WJqzdvAxrNq9AXk4PDOozFH0L+sOgN7S7ny4uPTDXzON2wVa5BbbSH1VuM8lz5nHZw/YeKHqcfvrpaiK+dCj5yUT9t99+Ww1ZyopLGaK8//77Ve+X9JRJh5PMIystLVUpuWQrnVEzZ85UjwnLMKWsKJDx0qKiokPOycqCu+++G9u3b1fJ1H7729+qyW/iiSeeUMtEJcr897//rd68JF+TTPyyTFTekHT3JSUltXtOprY4NhympGDjMGXn+gxGwjCly3eu/evKbbleDQyGOPTtOQBD+gxBflbuL75nCcRU4llf+gxb5VZ43E7EDA5TBmWYsjM67mHKfv36qd4wiQ4liGpoaAick5UGs2fPRl1dHT755BOV7HXdunWB8wsWLMADDzygxm3lPtIlKMGa3G5qamqXkI2IiKKTzWHHxh2b8O6XH+DNhf/Ayi3r0Gy1HPH+Gp0R5vyRSD3lNuRe+Aa6XfNv5Jz/AlKGzoApcyA0h5mTRhQJjnuYUrrmZM6Y5Oe4/vrr1VLQyy67DK+++ipGjhwZuJ/sT548WY27Dh8+XB2TCXLSIybk3Jo1awIT36ZMmYKNGyWHDRERxYrqumosWfM9lq5dib7dCjC0z0D06dId2p/Jgq41xKmKANKE29YIa5m/KsCPcNTtZskmiggnlNpi8ODBePfdd9X+jz/+qIKxP/7xj2rZ5z333KOWjcpSUKvVigEDBrSbPOcnE+aysrLa3ZZkakREFHvcbhe27d+NLfv3ISk+EYN79sHggt7Iz8j8xcdqTUmI73GGauq5nFY4pNC5rzmqvYXP3Q7+jqHOJWh5xmRJ6CWXXKISqMn8L1nquWjRIhVcSZbbCKm6REREnURDSzN+2LIR323ZjPTkVAzt2RtDC3oiKyXlqB6v1Zthyh6smp/8LnI1lXoDNF9w5qguhLOxmCk1KPKCMVld8NVXX6nyAPn5+aoKupQTuPrqq1UQJsOYZrMZ3333Hb744gv0798/uFdOREQxo6qhAUs2bMDijRuRm56JYQUFOLmgB9ISjm2RhKTS0Cflq+bvQRNuR4sKzJwNRSowczaWwtlYAmdTKVzNFRzupM4ZjMlqR6nf9Kc//UlN3pc8Y7Lk8/e//73K2yET+x999FGcd955mDp1anCvmoiIYlZJTS2KaurwxdoN6J6VjeEFPXByj65IijMf93NqDfEw5wwFpB1EVmw6m8q8wZkEaU0lcFtq4bLWwm2tg8tSB7dNWiN71+i4MAN/lGJqCwo2prboXJ/BaEht4X8u2Xrfk/d9yLW0vj9Nm8doA9fivwb/+5eVlD2zszCwSx4Gd8lBfmoyOprkRVPBmT9Is9aprdthgcdlhcdphdtpU9u2Tea2efzH5X6SrsPjljFVbxVQ2Xrcams98H2Hv69I1T2CUluwNiUREUU8twfYWVGF7RW1WLBuK1ITEjAwPwdDumRjYE4GTIbQ/7rTaHXQxWeoFgqSZ81aviEkzx2NzDnDECkYjBERUdSpabbgu8L9+LbwALRaA/rmpOOkvEz0yUpBz/RkGHSRl5NM8qxFSk8PHRsGY0REFNUcbje2lFVjU1mdGirVafXokZ6CvlnJ6J+din6ZSUg2ty/LRNSRGIwREVHMBWc7quqxvaoBi34qUfPOcpPj0E96zdIS0C0lHt1TzUhlgEaREowVFBSgpqYG5eXlKqeYkNWVOTk56NGjh0qBQURE1JmVNFhR1GCHB9VqQQCgQYLJiG6pceiRYkZ337YgxYRkk3fBAVGn6hnLzc1VucUk55iYP38+unXrFoynJiIiCosGmxObK5qxqaKldaUnNGpIMyvBhMx4PTLjDL6tHjlqq0NOvA4m/ZHLOBGFJBiTDPtz584NBGOyf9VVV+H9999Xt5966im8+eabqn7loEGDVBHxoUOHoqqqCkOGDMFHH32kioXv2bMHo0aNUoliBw4cGIxLIyIiCqo6qws1Viu21bSm3fCn6/Cn2pDes+w4LbLjdUg0aJBg0CBe37qN12sPPSb302tg1GmglSwlkhhE492X5nR7sKnayX/NozQs06C+ljETjEnh7zlz5qjhSqlFWVhYiAcffDAQjJ100kmqGHhaWhqefPJJXHvttapuZWZmJl5++WXccMMNWLduHW688Ub8v//3/xiIERFRRGuwu1XbWR+84EkGT1dXOIL2fNFu1eXZGJVjRCQIytpevV6PadOmqR4uCcCkYLhW2/rUl156qSoGLvd76KGHsHHjRjQ1NalzUs9SesNOPfVUWCwW3H///cG4JCIiIqKIELREK1KTct68earJfltvvPGGGp6UepUyv0yyCFdXVwfO33TTTdi6dasqMK7TcWIkERERxY6gBWNjx45FcXGx6vE6+eSTA8f37t2L++67D++++y7q6upQWlqqes1UeQcANpsNs2bNwnXXXYfHHnss0GNGREREFAuCmoJYVlF++OGH7Y5JcKXRaFQhcYfDgccffzwQiAkJwHr37o23334bp512mpozRkRERBQrghqMyQrJwYMHtzsmt2+99VZ1TnKS9ezZE0ajd0LdihUr8NZbb6nVleLFF1/EggULsGTJkmBeFhEREVGnpfG07abqxCwlq7F/zmnhvoyIYcjoD60xIdyXQVFEn9wdzdsXhPsyIkaoP4Mu6NqlUvBuJR+CpFvQwe07J1u3776t+2hzH9828Di0HvPd36053ONaz8H32vI4Oe7fd/nOtX/d1jQQ/ueSrfc9+XJ5aTRt3l9r+gj1ftq9v/bv3/84HPQ66rk0R7oG3/O22fcnfVXPq/E/R2uescDjNUdObSH/DsHG1ZTHJuZWUxIRERHR8WEwRkRERBRGDMaIiIiIwojBGBEREVGkl0Mios5Bo9FCozd7m062Jmj1Jmh0Jt9x2ZdzRt8EY416jH9fbeW294x3X81D1sDjsnMC/zFI6H0+DCldAY8HHo9bbSFbeOBxWOB2NMPtaIHH0dJm26zOedQ0cyKKFQzGiMJMo9VDa06FzpwGrTkFOlMqtHFp0JlToDUmtQmufIGV/3bgmC/Ikq02dB9pCcbie04I2fNHG3POMG/Qe4xkgbvHaYHb3hwI0Ny2ejibK+FqroCruRLO5nLYW6rhaK6Cy8ZE2USRjsEYUZBptAboE7KhjUuHzpzqC7RSoDWlQhcnAVcqdKYUX8CVCq0xMSL+DSSwiMsfFe7LiHqSJFtjiIfWEH9U93c7bSpQc7RUqeDM3lgKa+1+tNTth7W+GHBLbxwRdWYMxoiOkfRg6RNzoEvMhT4ht82+bHOgi8tQv1CJOoL0lhpTuqp2MI/bBWt9ESy1B2CpkwDtAJpqi2FpKJVkW0TUSTAYI2pD5k/p4jOhT+ria96AS4IsfWIudAk56pcfUSTQaHWIS+uhWltulwPNNXtRX74Ddapth83aGLbrJIp1DMYo5sjwjzfQyve1LjAk+4OvvOOa50MUSbQ6A5Ky+qrWdfAUdayloRx1FYWoLd+B2vJdaKgvk7UGRNQBGIxRdAZbbXqzZBixNfjqouZtEVF78ck5quX3Ga9u223NqCregvIDm1Be8hMs1hZ+yYhChMEYRRSNRgddQpZvfpYMIWZ7hw99c7ZkX2tKQqRyezxwuDxwuj1wuL1b/773NtR5hwfquN0FONW+PFrq5MlqPKmP5yVblVGhTbIE7+3WLQ4+7tv3Pl7SMniPpZm0SDExNeHRaLC5UWFxwaDVQCsT8iVLiPyh4NuadBrVzHrArLaa9ls5rw/vvEOjKQH5vUarJqk5aqv2o6xoM0qLfkJNVRE7zYiCiMEYhZ2sJlTpHCStg6w2NPlWH5p9qw1VS/EGYAlZ3rxYQeZ0OeFw+lpg3wW72nfB7nTC7pKtHHOrfafL7Q2QfMGTUwIpFSy5VXBkd3vgUlv4gqm2W43at6ut/z4auDyaTlukuHuiDp/utgb9eaPVgDQdEgzH/73aNmhLNGiQZtaqgFhaqknj3fcdS21zPP4EXvOI16LRIj2rQLWThl8Aq6URpUVbsX/vRpSUFsLt5ngm0YlgMEbHRSUE1Rlb816pBKPSjGqr9ScZla0x4aDUDim+nFoSdKWqxKKy6svtcsLtdrZu5ZjbBaf/XFMDXA116pzL5YLLd97tdsPldsOpAiiHCqZkXwIp7zFvIKXOOV2wOV3qPiqoUoGWW/VIBQIejQQ/Ol9w0yb4ka0KgHRw+875g5+2jxNtAyT1XL7HeQ46F3he374vwyqR+l6xujyq1duB4mbXUX1V4vUa5CfoVOuSqEOebOV2olZtgxGsmeOS0LPvqarZrM3Yv28Tdu/ZgPLyfYFeVSI6egzGopQhtQC6+Ay17/317v8lLwGExx9O+Q/5/qPxJg3V6tUqLP9Wo5FjOkk05T2v08Oj0fsSivuCJukpUoGR97bL6YLHZoHL3QSXu0Kdd3ncKohye9yqV0mCKZdLAiEEghVvfvLWYEcdaxfIHHpOqnq51DFvAOXfd/nOeQOdwwVC3ueSLVG0aHF6sLPeqdrhJBu9QVnPFB36pujRL02PvqkGpJuPL0gzmRPQt/8Y1VpaGrBnz0bs2r0RFdVlJ/hOiGIHg7Eo5ajbC1dLZciev7XnqLVnSIIgGR5rDZjaBkKyPTSoggqE2BtE1FEa7G7Vfqp1tDueYdaib6oe/VL1vq0BBck66GSi21GKj0/GoEHjVWtoqMHOvZuxc/dmVNdXheCdEB27goICVFRUQKvVwmQyYfjw4bj77rsxdepUhJM+kkqLdL9pWbgvI+pLsVD4SBkc6dVotHvQ6HCjye69bZcJ+745aGrCvppr5t33z0Hz3qf1fg6Xb+ubp+Z/Dkeb5/AcxaT9tudl+IuiV7XVjeoyO1aU2QPHZAFCz2SdCtD6pRkwNNOAk9L1alHCL0lOTseIoWeoVl1bjm07N2Hbrs1otllC/E6Ift7SpUsxZswYVFZWYsGCBbjmmmvw3HPPYebMmQiXiAnGWIqFOjuZdyYBVKPDgyaH2xtU2d2+2+2PyW05Hti3e9Cs5q6h00o2MBiLNRK876hzqoa93sUbCXoNRmQbMSrHiJHZBtWL9ksVJzLScjBuVA7GnDIBew4UYkvhZuwp2cM8ZhRWWVlZuOWWW2CxWPDII4+o/a1bt+KOO+7Apk2b0KtXL8yePRsjR45U99+/fz9uv/12rFixAtnZ2XjhhRcwadKk2ArGiDqa9CZVWdyosrpQbXF7ew7atHqbN9CSQEoCLYuzNX0EUbRqdnrwXYlNNSErOUdkGVRwJq0g+ci/VnRaHfr0GKBaY3Mjtu7agk27tqK6gdn/KXwuvPBCzJo1C5s3b8aUKVPw0ksvqWHLzz77DBdffDEKCwthNBrV/W699VYsXLgQq1evVrflMbm5uSd8DQzGKOZ6r2p9wVSVbA8KsiT48m5d6pcOEf28OpsbS4tsqolMsxYjJTDz9Z7lJx5+gUxSQhJOHToGo4eciqLyYmzYuRU/7dulVjcTdaS8vDy1/fzzzzF06FAVgIlp06bhD3/4A5YvX464uDg4HA7VaybGjh2Ls846C1999RVuuOGGE74GBmMUFXOtZKiv5qCAqn2Q5VLH6+ydeyiQKNLJHzlf77OqJiTFhgRlY3ONGJNrRKKx/apNGeLslttVtYmj7diytxDrd/6EA1XVYXoHFGtKS0vVVlb7L1myBKmpqYFzEoDJeb1er3rI2p6T1EmnnHJKUK6BwRiFncvtm2dlbz/s559LJZPZ/ce829YJ7rKVSe4MsIg6p5JmFxbutqim0wDDMo0Yny/NhF4p7X8FmYxGjOg3SLWK2hqs3bkdG/fsQqPV2+tGFArSI5aZmYnevXurYcr58+cfcp8ffvgBQ4YMwdq1a0NyDfpImr+zoar9Umw6smGZBhjlJ98J9Da1rtJrXZEnmeK9q/laV/Aduqqv/Qo+SVrpn8jedqWgP6iSuVZEFP1cHmBtpV21Fzc0IS9eh3G+wEyGNduWgMpOS8ekUWNx3sgx2FNWgg179mDL/gNodvD3AAVHdXW1Wk356KOP4tlnn8UFF1yABx98EIsWLVJBmd1uxzfffKOGJE899VTVS/b666/j+uuvV49fuXIlevToge7du5/wtWg88ls3Aqwut2P0BxXhvoyIcXq+UU2sxVGmLxASE6mgStU7jIhvC+pALIfUseWQYo1Rq1FzzcbneYOzw801c7pc2FFSgnV792FzUYmqoBHsKhiBkmKdsCSZXNXqCgajR2vV5dlqiPxIecZkUv6IESNw11134aKLLlLnN27ciHvvvRfr1q2DwWDAuHHj8NZbbyElJQX79u1TE/2ll0xCJ1ll+dprr6nnPFEMxqIUfxFQsDEY42ewI/VM1qvhzNE5RgzPMqoi6m3ZHE5sLSrG2r37sbWkQvXCMxijXwrGOquIGaYkIqLYsafBqdq721pU8tlB6fpA+owhGQaYDHoM79lDtRabHRsOFGP9/lJsK6+Gw8UVmRRZGIwREVGnJtMn1lc5VHtjSzNMOo2aFzvSlz5jUIYBY/v0VE2GLneUV2FzcQU2FFehqpkZ/6nzYzBGREQRxebyYFW5XTVs8lYFGJ7trQiggrP8bAzukoMrZDVnfRM2FVdiQ0k1tlc2qMCOqLNhMEZERBFNEjR/X2JTTaQYtTglW+poGlRNzREF3XH+ST3V8OXu6gbsqKzH9spG1RpkOThRmDEYIyKiqFJvb18VQMjqcil43idFip5nY+qwfBQk6VDZbMX2qkb8VCmtGSWNdtbMjGIFbVZTCskvtnfv3nBfFoMxIiKKjbJNgaFNH71Gg4JkHfqmmtE3NREzeuiRE6eBzWFHUYMN++pt2Ntgw946G8pb2IMWLZYuXYoxY8agM2HPGBERxSTJp7iz3qnaV/taj2s1QG68DnkJceiSkIgzM3XIMEuCMhdsTidqLE6UtbhRaXGpIK3SyiogkZz49eqrr8aaNWtUaS6pSymFwk0mEyZOnIgZM2bguuuuU/dtbGxEfn4+du3ahezs7KBeB4MxIiKiNmSOv5RxkvbjYb4ykmojzaRHqsmA3BQtBmRp1ApPCeLcHo9KoG1zQVUXkUojspVFB80OjyrfJlVJqHNwu9248847VeBVU1OjMu+/+uqruOeee1Qg9t577wWCsU8//RSnnXZa0AMxwWCMiIjoGMiKzAqLCxXHkDVDUtZKiTqzToMUk1ZtzXp4t2rfG9DJvlHnvb/01MhWgjzZVlldzMAfBBJ46XTeSg233347nnnmGbWfl5eH2267DYsXL1bB2CWXXIK7774blZWVyMrKUoHZVVddhVBgMEZERBRi0hcmvWPS6lunrR0TFtcKDgm2/HPGZOjx2muvVfPIGhoa4HK5MHr0aHUuKSkJkydPxscff4zp06erMkgffPABQoH/tkRERBSTnn/+eTU8uX79ehWMye22JbtlPpn0iH300Uc4//zzkZycHJLrYDBGREREMamxsRFxcXGBQuCvvPJKu/OTJk3C9u3b1aT+UA1RCgZjREREFJNmzZqF4uJipKWl4dJLL1WrKdvS6/W47LLLUFpaqoYsQ4VzxoiIiCgm7D0owWu3bt2wbNmyn31Mly5dVKAm6S5ChcEYERER0WHU1dVhzpw5eOeddxBKHKYkIiIiOsiCBQtUuosJEyZg3LhxCCX2jBEREREdZNq0abBYjiGZ3AlgzxgRERFRGDEYIyIiophQUFCAFStWIGaDsTfeeANDhgxBQkICunfvrmo9HbyqgYiIiCjWdEgw9oc//AGPPfYYnnvuOVUhfevWrWoynJQfICIiIgoXycAvCV2lAHivXr3arZxctGiR6kiS0kh9+/ZVmfgjMhiTZaFPP/20qoIuCdPMZjMSExNx6623qpwdskqhLSk9IOUIiIiIiELtmmuuUfnGDhw4gC+//BIPPvggNmzYoM5J+SOpTVlfX48XX3wRN9xwA8rKyiIvGFu+fDnsdjsuuOCCQ85Jptu1a9eipKRE3W5pacHnn3+Oyy+/PNSXRURERDGurKwM3333neo0kg6iAQMGqF6y+fPnq/NnnXUW+vfvD61Wi1/96leql2zNmjWRF4zJsGRmZqYqKXCw+Ph4TJ06NVAF/bPPPsOIESNUtlsiIiKiUNq/fz+am5uRkZGB1NRU1WbPno3y8nJ1/vvvv1fTqtLT09U5CcQkrom4YEzeYFVVFZxO52HPz5gxA++//77anzdvXkgLcRIRERH5SeePBFkypcrfpHj4a6+9FhjCvPHGG1VwJudGjhwJj8eDiAvGxo4dC4PBgC+++OKw588991wVmf74449qQv/06dNDfUlEREQUo+x2O6xWq2rSYXTKKaeoRYYyVUo6jmT6lCw0FBKYSa+YjO598sknKlYJhZAHYxJxPvzww/jNb36Dr7/+GjabTb3hN998E3/729+g0+nUHDGJPs8++2xVOZ2IiIgoFM4880zExcUF2k033YR9+/aplZSyovKee+4JZN5/6aWXcOedd6rY5J///Kd6bChoPKHobzuM119/Xb2pXbt2qUhUAq8nn3wSPXr0UGOwo0aNUsOVR5q8v7rcjtEfVHTEpUaFAWk6JBiY05eCp3uiDp/utvJLys8ghYn8RF9d4eDX/yitujwbo3KMiAQdVptSUllIO9KYreTwuPDCCzvqcoiIiIg6hbB3nbjdbrzwwguqR0xWVxIRERHFkg7rGTuSnJwcNTlu8eLF4b4UIiIiotgLxiorK8N9CURERERHJLW0JSGsrMCMymFKIiIioo5QUFCAFStWtDs2c+ZMPPHEEwgnbTDemMz1knqTskpS8oZJYU0iIiIi6qCeMUnW2tTUhG3btgVyhvmz1xIRERF1dtXV1Zg0aZIq4ZiVlaUyQEhu1I4Q1GFKufhbbrkFTz31FB555BG4XC5s2rQJZ5xxhkqYJllu2xbYlMz7U6ZMUT1qAwcOVElhiYiIiMKR3UESvBYXF2Pjxo0qXnn11Vc75LVDMmdM8oVJhLl582ZV5fzee+9V9SkfffRRXHzxxWoCnLxpud/kyZNVzSfJxi91KqWCOhEREVEoTJw4MVAUXNpbb70V6FC64IILYDKZkJeXh9tuu00VCo/YYEzehPj8888xdOhQFYBJ2aNp06apVBbLly/HqlWr4HA4cMcdd6iaT1LD8qyzzsJXX30ViksiIiIigqTSalsY/IYbbgjUobz22mvRtWtXJCcn47777lMdSxGb2qK0tFRtZZhyyZIlKvL0kwBMzksAVlhY2O6cFOiUoUwiIiKijvT888+jpqYG69evV/PGZs+ejffeey9ygzHpEZM30rt3bzUnbP78+Yfc54cffsCQIUNUdXQiIiKicJKeMSkcnpKSogqHv/LKK2q+e8QNU0p33pw5c9TcMJnEL2OvMgFOUl1IL5lUQZdJ+vX19Tj11FNVL5kUELfb7ap99913alI/ERERUUeaNWuWmrwvAdill16qplh1FI3H4/GcaJ6xiooKaLVaGI1GjBgxAnfddRcuuugidV5WJMgE/nXr1sFgMGDcuHFqspw/8pQ3L71kchkjR45UKTHkOQ+2utyO0R9UnMilxpQBaTokGJjTl4Kne6IOn+4OTfbpaMTPIAWb/ERfXeHgF/Yorbo8G6NyjIgE+mCUCPg5MoFf5o0dTo8ePbBgwYITvQQiIiKiiMWuEyIiIqIwYjBGREREFEYMxoiIiIhiORi7/vrr8eyzz6r9uXPndujqBSIiIoodBQUFWLFiBWI2GJMvQHx8PBITEwNN0mC0dfXVV+PTTz/tqEsiIiIiiq2esaVLl6KpqSnQbrrppo58eSIiIopxdrsdSUlJKvep35tvvqlyo0qqrV69erW7/8MPP4y77747uocp23r77bcxadKkcF8GERERRSmj0agqAH3xxReBYx9++CEuv/xylQtVo9G0G8p8//33ceWVV8ZOMEZEREQUahJ4SQAmqqqqsHz58kCy+quuuipQk3LlypUqKf3YsWOjJxibOHGiKgzub51xEh0RERFFt8suuwxfffUVWlpa8Mknn+Dcc89FcnKyOjdjxgx89NFHcLvdmDdvXsh7xTo8GFu8eDHq6uoCbcyYMR358kRERETIz89X5RtlqNI/ROnXv39/dV6qB8k56Snr9OWQiIiIiCLN5Zdfjpdffhlr167FokWL2p2T3jGpnZ2dnY1BgwaF/Fo4Z4yIiIhizvTp0/H999/j/PPPR0JCQrtzMjS5Y8eODukV6/CesbPPPhtabWv898ADD3TkyxMREVEM27t3b2Bfer2cTudh7yfz2iUfakfMF+vQYKztF+DnsvFLIyIiIgoXyTs2atQodO/evUNej3PGiIiIiHwkCCstLT1kHlkoMRgjIiIi8lm9ejU6GifwExEREYURgzEiIiKiMGIwRkRERBRGDMaIiIiIwojBGBEREVEYMRgjIiIiCiMGY0RERERhxGCMiIiIKIwYjBERERGFEYMxIiIiojBiMEZEREQURgzGiIiIiMKIwRgRERFRGDEYIyIiIgojBmNEREREYcRgjIiIiCiMGIwRERERhRGDMSIiIqIwYjBGREREFEYaj8fjQQSwuzzYUOUI92VEjGGZBhh1mnBfBkURfgaPDT+DxM9geA2LoN+DEROMEREREUUjDlMSERERhRGDMSIiIqIwYjBGREREFEYMxoiIiIjCiMEYERERURjFdDD2zDPPYNSoUUhKSkJ2djamTZuG7du3t7uPLDZ94oknkJ+fj7i4OJx11lnYsmVL4HxNTQ3uuusu9O/fH/Hx8ejevTvuvvtu1NfXt3ueP/7xjzjttNPUfVJTUzvsPRJ1dh31Ody7dy9uuukm9OzZUz1H79698fjjj8Nut3fo+yWK5d+FU6dOVefMZjPy8vJwzTXXoKSkBLEupoOxb775BnfccQdWrFiBxYsXw+l04rzzzkNzc3PgPn/605/w/PPP4//+7/+wevVq5ObmYuLEiWhsbFTn5ZtI2p///Gds2rQJb7/9Nr7++mv1Q78t+YF/2WWX4fbbb+/w90nUmXXU53Dbtm1wu92YPXu2+iXywgsv4LXXXsNDDz0UlvdNFIu/CydMmIAPP/xQBXuffPIJdu3ahenTp3f4e+50JM8YeVVUVEjONc8333yjbrvdbk9ubq7n2WefDXyJrFarJyUlxfPaa68d8cv24YcfeoxGo8fhcBxy7q233lKPJ6LwfQ79/vSnP3l69uzJfwqiMH0GFy5c6NFoNB673R7T/wYx3TN2MH93anp6utru2bMHZWVl6i8EP5PJhDPPPBPLli372edJTk6GXq/vgKsmii4d+TmU+/hfh4g69jMoQ5tz585VU3gMBkNMf/kZjLUZD7/vvvswfvx4DB48WB2Tbz6Rk5PT7osmt/3nDlZdXY2nnnoKt912W2j/5YiiUEd+DmV45KWXXsLMmTOD+h6IIllHfAYfeOABJCQkICMjA/v378fChQsR6xiM+dx5553YuHEj3nvvvUO+SBqN5pBv1oOPiYaGBkyZMgUnnXSSmhhMRJ3zcyhzWyZNmqTmcd588838ZyLqwM/g7373O6xbtw7/+te/oNPpcO2116rnimUcRwPUCpBFixbh22+/RdeuXQNfHJmgKCTyl1UffhUVFYf8hSCTGOWHe2JiIj799NOY73Il6qyfQwnEZBLx2LFj8frrr/MfiqiDP4OZmZmq9evXDwMHDkS3bt3U4gH5TMaqmO4Zk0hc/gqYP38+li5dqpa8tyW35ZtQVpe0XRUpK09kjLvtXwEylm40GtU3sizZJaLO9zksLi5WS/JHjBiBt956C1ptTP8IJAr770J/j5jNZovpf42Y7hmTpbzz5s1T49WSX8U/9p2SkqLyqEj36z333IOnn34affv2VU32JYfKVVddFfgrQL75Wlpa8I9//EN9M0oTWVlZqgtWyLi4TFaUrcvlwvr169XxPn36qL8giGJVR30OpUdMAjHJcSTL7ysrKw/5y58oFnXUZ3DVqlWqyXy0tLQ07N69G4899pjK+RfLvWKKJ4bJ2z9ck/QTfrKk9/HHH1fLek0mk+eMM87wbNq0KXD+P//5zxGfZ8+ePYH7XXfddYe9jzyeKJZ11OdQnu9I9yGKZR31Gdy4caNnwoQJnvT0dPUcBQUFnpkzZ3qKioo8sU4j/wl3QEhEREQUqzhhgoiIiCiMGIwRERERhRGDMSIiIqIwYjBGREREFEYMxoiIiIjCiMEYERERURgxGCMiIiIKIwZjRERERGHEYIyIiIgojBiMEREREYURgzEiIiKiMGIwRkRERBRGDMaIiIiIwojBGBEREVEYMRgjIiIiCiMGY0RERERhxGCMiIiICOHz/wNnS9oayeMsDAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 3), layout=\"constrained\")\n", "alluvial.plot(results, ax=ax, names=YEARS);" ] }, { "cell_type": "markdown", "id": "8058c016", "metadata": {}, "source": [ "## Colors\n", "\n", "`colors=` picks how modules are colored. Every option is an operation of the web app:\n", "\n", "- `\"module_id\"` (the default) gives each module id one color, the same in every network,\n", "- `\"similarity\"` gives matching modules in neighboring networks the same color,\n", "- `\"nodes\"` colors every node by its module in one network, so you can see where each module goes,\n", "- `\"hierarchy\"` gives sub-modules colors close to their parent's (see the next section), and\n", "- `None` leaves everything gray.\n", "\n", "A module id is a number, not a name. Infomap numbers the modules by flow, largest first, so the numbers change\n", "when modules change size. Here the two teams at the top, labeled Cal and Ike, swap numbers between 2021 and 2022:" ] }, { "cell_type": "code", "execution_count": 5, "id": "3a8e9cc8", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:33.261428Z", "iopub.status.busy": "2026-10-23T09:44:33.261232Z", "iopub.status.idle": "2026-10-23T09:44:33.467479Z", "shell.execute_reply": "2026-10-23T09:44:33.466881Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021: Cal's team is module 4, Ike's team is module 3\n", "2022: Cal's team is module 3, Ike's team is module 4\n", "2023: Cal's team is module 3, Ike's team is module 4\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for year, result in zip(YEARS, results):\n", " module = {node.name: node.path.split(\":\")[0] for node in alluvial.read(result).nodes}\n", " print(f\"{year}: Cal's team is module {module['Cal']}, Ike's team is module {module['Ike']}\")\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(8, 2.8), layout=\"constrained\")\n", "for ax, colors in zip(axs, [\"module_id\", \"similarity\"]):\n", " alluvial.plot(results, ax=ax, names=YEARS, colors=colors)\n", " ax.set_title(f\"colors={colors!r}\", fontsize=\"medium\")" ] }, { "cell_type": "markdown", "id": "9702fb4b", "metadata": {}, "source": [ "\n", "With `\"module_id\"`, the two teams swap colors in 2022, and their streamlines change color on the way. With\n", "`\"similarity\"`, each team keeps its color, because modules are matched by the nodes they share.\n", "\n", "`\"nodes\"` paints every node by its module in one network, the *color network*, and keeps that color in every\n", "network. `color_network=` picks it, as selecting a network does in the web app: an index, a network id, or a name\n", "given with `names=`. The default is the first network. Coloring by the first network shows where each module goes;\n", "coloring by the last shows where each module came from.\n", "\n", "`scheme=` picks one of the web app's color schemes (`alluvial.SCHEMES`), and `palette=` recolors at draw time with\n", "a list of colors or a matplotlib colormap, for example `palette=\"tab10\"`.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "b1cc2ef5", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:33.469437Z", "iopub.status.busy": "2026-10-23T09:44:33.469218Z", "iopub.status.idle": "2026-10-23T09:44:34.532784Z", "shell.execute_reply": "2026-10-23T09:44:34.524859Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(8, 2.8), layout=\"constrained\")\n", "alluvial.plot(results, ax=axs[0], names=YEARS, colors=\"nodes\")\n", "alluvial.plot(results, ax=axs[1], names=YEARS, colors=\"nodes\", color_network=\"2023\")\n", "axs[0].set_title('colors=\"nodes\" (the first network)', fontsize=\"medium\")\n", "axs[1].set_title('colors=\"nodes\", color_network=\"2023\"', fontsize=\"medium\");" ] }, { "cell_type": "markdown", "id": "b16b14a0", "metadata": {}, "source": [ "## Sub-modules\n", "\n", "Infomap finds a hierarchy of modules: here, departments with teams inside. `module_level=2` opens every module that\n", "has sub-modules (the same as clicking it in the web app). Pass one level per network to open only some of them, for\n", "example `module_level=[2, 1, 1]`. Gray boxes behind the sub-modules mark their parent module, as in the web app.\n", "`hierarchy=\"outline\"` draws a solid dark gray line around each parent instead, and `hierarchy=False` draws nothing.\n", "\n", "Sub-modules are colored like any other module. With the default `\"module_id\"`, a sub-module's color follows its\n", "path, such as `\"1:2\"`, so the same path has the same color in every network. `colors=\"hierarchy\"` gives sub-modules\n", "colors close to their parent's. `colors=\"similarity\"` pairs modules one at a time, as the web app does, and a\n", "module it cannot pair stays gray." ] }, { "cell_type": "code", "execution_count": 7, "id": "c61bc267", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:34.575730Z", "iopub.status.busy": "2026-10-23T09:44:34.574276Z", "iopub.status.idle": "2026-10-23T09:44:35.134149Z", "shell.execute_reply": "2026-10-23T09:44:35.133369Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(8, 3), layout=\"constrained\")\n", "alluvial.plot(results, ax=axs[0], names=YEARS, module_level=2)\n", "alluvial.plot(results, ax=axs[1], names=YEARS, module_level=2, hierarchy=\"outline\")\n", "axs[0].set_title(\"module_level=2\", fontsize=\"medium\")\n", "axs[1].set_title('hierarchy=\"outline\"', fontsize=\"medium\");" ] }, { "cell_type": "markdown", "id": "3c330aa8", "metadata": {}, "source": [ "`expand=[(network, module_id), ...]` opens single modules instead. `network` is an index (or a network id), and\n", "`module_id` is a module path such as `\"1\"` or `\"1:2\"`. Here we open module 2 of 2021 only, the department whose\n", "two teams Infomap tells apart. Expanding a module without sub-modules raises `ValueError`." ] }, { "cell_type": "code", "execution_count": 8, "id": "a093ab8c", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.135952Z", "iopub.status.busy": "2026-10-23T09:44:35.135809Z", "iopub.status.idle": "2026-10-23T09:44:35.229029Z", "shell.execute_reply": "2026-10-23T09:44:35.228354Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 3), layout=\"constrained\")\n", "alluvial.plot(results, ax=ax, names=YEARS, expand=[(0, \"2\")]);" ] }, { "cell_type": "markdown", "id": "77a95bcf", "metadata": {}, "source": [ "## Highlighting groups of nodes\n", "\n", "`highlight=` colors chosen nodes wherever they go and leaves the rest gray. It takes `{label: node ids}`, and\n", "`legend=True` adds a legend. The label lines take the color of their node. Here we follow two teams." ] }, { "cell_type": "code", "execution_count": 9, "id": "a58bafca", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.232653Z", "iopub.status.busy": "2026-10-23T09:44:35.232505Z", "iopub.status.idle": "2026-10-23T09:44:35.344748Z", "shell.execute_reply": "2026-10-23T09:44:35.343862Z" } }, "outputs": [ { "data": { "image/png": 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ap0XUZVC2bdu6tqDsJ7jd2wdlcuy3377BDz8shd3ezEeRiChJlJaWqv6nt9xyC84991x1TJJIJ554IqZOnaqSSVdccQU2bdqk7pswwZjH48Gpp56qhihDi4G/9957Kt0nAZgskSTRp6xFuXr1aqxYsUJ9zWWXXaaWupFllCRz9v7770fztIh2Sj4YyPCjBGUbN/6oasLkU5AsX/TNN0tU93wiIkou8+fPR1ZWlsqEhUhm7Nlnn1UjeaHNbrejrKwscWZT3njjjepN7J577gkfk19g4MCB4et6vR4DBgxQx2WdyrVr16pfNkS680vwRqTFIt5lZRtQVrYeOp0Bfr8XOl1MRvKJiEhjV111Fb7//nu1Xvarr76qMmH9+vVTKwPdf//9vXouUXunkQzYvHnz1JRRyYCF9O3bV0WaIRKsyRitHJdfeuzYsWhoaAhvUvx/ww03ROu0iLpN/jalfsxub0Jzc52aKSkd9SVIIyKi5KLX6/HCCy+oxND555+v3gNOP/10VfP+1VdfqVIqGcl7/fXXY38u0fgm27Ztw9lnn61mIgwZMqTDbUcddRRWrVqFhQsXqqyXRJvS+kIK+vfff381TClfJ4uHy/bFF190CN6IeoM86ZxOO1wuR7hQMxicuVVQ5nS2wOfrWUsMIiKKLyaTSQVbUhc2Z84cFcNI3ZiUVOXl5anGsAsWLEiMtSll8e/bbrsNNpttu9uefPJJlJSU4Oqrr1YFcOPGjcMTTzyBvfbaS90eegAkCpVT2XfffdXt0pgtEtem3DVcF6975G/O63WH68R+j15vgMlkacv+9s5SS/GCa1PuGj4HKdq4NmXyrk3JhcKTFN8IupcNk2HI3VnGSGrJTCazCsx6a/1LrTEY2zV8DlK0MRhL3mCMyyFRSpLasO5mw3bUAFa+Xr6PLLEkQZlkzYiIiHYVgzFKKT3JhnUlVFcmmyxGLoGZ0WhOmWwZERH1HIMxShk9zYb9HgnwZJOfIYGZDGMaDNFbmJyIiJITgzFKetHOhnVvUoBHbcHasmC2jMOYREQU82BMZkBWVVWp3h0Wi0W1r7jyyitxzDHHdOtrpUfZ5MmTo3lKlMJCfcNki/W6YjuvLZOMnEsFY7LShGTLJHOmleDzMw0WSzqs1nSYzWkqYJTzCp2fDLfKOcoWGnKVx7ClpVGz804sAWRkZHdoGhzZMiV0n+DF9uOySV872YJLxvm6vL6z2yKvRx7X6jlARL8v6u8IS5YsUQGVrEMpvTnOPPNM3Hvvvbjkkkui/aOIdkh6grlczrhq2Crn4nbL+bhUgBOqMZPgJxY1ZhL82WyZalafbOnpmSr46skM0ESZmURdZ2uDH07cHfbS2mX7Yx4Gb0S9KGYfzwsLC3HhhRfC4XDg5ptvVpeloav0G9u4cSPGjx+vepCNGDFCLSwujV5lwU751C6d/GWVdKLdGZJ0ux3qzSSedRzKlMApmIWSTYKo3QmWzGYLsrMLVcCUkZGDtLQMTiQgRf6egq1YzLvw9xkK0kKBWrDmUhojO52tau/xSA0mH2Sinor5WMnRRx8dbup63HHH4fnnn8eMGTPw4IMPqsXDf/zxRzz99NP46KOPOExJUZjVGLsC/ViR0w0V/4feOGV4S9ZJCwZphi7bZsixrKw85ORIAFYImy1Lg7On5A3epLmx5XezvRKUBbdWOJ3tl2UfywkzRMkk5sGYdN8Xn3zyiVoAXAIwIUsNSEC2evVqTJo0KdanQUlMghh54Y+nIcmeCNYOBet8AHf4zVGCL8l+5eWVID+/GAUFfX/3zZIoluRvUjKwsu0sUx3MptlVRs3hsIcv99akGiKkejBWXl6u9lIgPHDgwPBxGY4cMGAAysrKYn0KlKSCL/RONZyS7ILLMMmMTCMaG2vUtmHDDyoYkzow6Y4f2qelBS8zUCOtyet88G/Thuzs7esNZWJLMDBrD9BkLwFbvJcaECVUMPbOO++goKAA/fr1w8cff9zh0/+WLVvQt29fdZ1NMikVhiR3hTwnpCVGMAjrurt/qJanubl+u9uk/kyCsmAj2tBsyc6bOTxzMnRZ3kC7Ipm6pqbtfw51LSsrl+1MfodkemWT4fbt/7bdbbVprRFDoMHhT9mYVaNkErNgrLa2Vs2mvOWWW/C3v/1N1YlJm4uFCxfiqKOOwkMPPYSMjAzV/kIUFRWphcTZ2oJ+f1FvaVXhT9oHKjIw6smHFHmzstubdvnrgj9SF/7Zwb1OBXbl5Rt3+3xSTVZWfkTBvDyeHffq/xH/vsFaweBwdGgL1Qt25/qOL7e3J0kkoQkHmZk5Xd4uwVooOAtNKGgP1lrh9XIIlFI4GAvNiDSbzZgwYYIq2A/Vib355ptqNuUZZ5yBcePGqevS10hcd911KliTFhhPPfUUTj755GifGiWoVAnCglkwi3oj1VKo91XnrKP0rKLui6fMTWiYO7S4fSjjGizS336vZR+87gr9PjJzuCsyzBlcP9Ydfv0IzhDtqr0HW3mQtnSBBBnnaWiowbJl72h9GglD+kolwgvqzqRKECb/TtJ4Vesg7PdI3U9V1WatTyNhJPJzsD14CwVpwctms1U1DG5vFty9VhnxrmMrj47BmhzvfsPd2L5OSYKzsbE2pj8jmUyZMitheiMm5isFJbX2F0ZXzF/ctBScHWlVw5FE8SSyZcXOyMiGrOQQWtEhMlCzWtMSZrZvx1Yembv9fUIrKHQ3eOtqNYb29Ejkig3B4zL8ymAsOTEYo7ga1pEgLNmHDKSHmBQty1BRItbyEIVIXZbX27TD2kTJ9kYGaaGZlaHLO5oskqhCK2vEKiMqAVxRUXtXAvr9STSJgsEYxc3wQLL0CevOp28GYZQKJAvU2tqsts7kOSCZ4WArlvYALXQ5UYd4Y51NT5RhN0rSmjFOq+8+ySzJi1zwDT/QIc0ttVfBDFRwKR5ZwzH46TZ0OfK47GMTIKVKFixEhiJl6CaRMwGsGUudmjGtyUuXyRQM1DoPgco+0Z9LRJ0lzCsFPxFo21g12OcntAWbM8oxyWjtSi1FMMDzJn0WrOOn/+QpdCbqDfL5TF53ZNvx88rSoV5NatTar0uwFt8TYogSMhgjLTtoywtdOrKzt79dgqvIQE1qR1paGuB0tqhATrJukmWTACwVMmCRJCvCNwWi6JPXEpdLPiQ6d5JZC87+lA9CRqMl4Vt5UHLjXyD17A9IdXHPVkMy8gJptzeivr4KtbUVaGqSKdj+8CfZ1AnGgp/aWRtGpGVmzaW2nrTyCAZy5p021Y28TrS7GIzRbpFhRrtdCnMbVTYstEU2ugzNKjK1dW4I1quFpncHhyqTLUCTF2TJhvGTNlHytfLYmcjVE7oTuAVr3na0IsOOVmzQIz1991tvpJqsBFqSjMEY/S7p99UecAWDL4ejZZcDKXkhMRrlBSgYncnXh4YwZTgz0Ru7hoZFOFOSKPUEX8+kLMMLT4zWOGfT113Dpq8xwNmU0f1EIC8YksIPLTTd3nE6mNrvvFRILBfCls1ikX/jYFAWzJpJcIaEIL+HZMPk9yAiovh04oknYsCAAXjggQfCx/7xj3+oNbM//fRTTT9IJ0xmrKmpnssh7YLCwn4qUyOf1to3f7ivVzyuM6jXy7JAwT9JOddgm434PNfIbB97IhERxb9HHnkEY8eOxZlnnqnWzt68eTPuuecefPXVV5qPaLBRS5JqbW1BS0twSFEaLsqwYrAdhSOug5vIIEeCybS0TFUjIcN/8dZXSGo/0tIyWB9GRJQASkpKcNddd+Giiy5S74NXXHEFrrzyShWcZWVlYdCgQSpgC5k7dy7OOussnHTSScjMzMTkyZOxadOmmJxbfL27Ee1kDcf09CwV/MTDLEWZRWq1ZsRdgEhERDt28cUXw2q14k9/+hPWrl2Lo446Ck8++SQaGhrwxhtv4Oabb8Y333wTvv/8+fNVwFZfX48999wTd9xxB1J6mJIocoamxWJVw5hS09bbmb5g7yLtA0IiIto18rr91FNPYfTo0ViyZAn222+/8G377rsvZsyYoYYt99lnH3XsiCOOwEEHHaQun3rqqbj11lsRCwzGKEG1F/8HZy+5Yt5Ylt30iYgS31577aX2o0aNwo8//oirrroKa9asgdvthtPpxMiRI8P3LSoqCl9OT09HS0tLTM6pV8ZYzjnnHPztb3/rjR9FKUgyZbJuYrC2LDYZq2Chvo3LGhERJZHLL78cU6dOVcX8jY2NavhSi/6XMQ3GBg8ejOXLl8fyRxB1CJhkHUibLUutURetZn/yfVioT0SUfJqbm5Gdna3qyL744gu8++67mpwHq48pCelUBksyZRJESbH97ibL5Gvle7BQn4go+dx7771qBqXMpnzwwQdxzDHHaHIevV4zVl5ejunTp6vZCTK99LPPPsM111yD9evXY/z48Zg3bx6GDRvW26dFSV7wL02DQw1su5uCZkd9IqLkFGh7HyguLlbxR1ektUWkadOm4Zdffkn8zNiWLVtw6KGH4tprr1WBmIzRSv+Ohx56CLW1tTjhhBNwyimnJN16hRQva0amq2xZd2ZCyoxJ6arPGZNERBRrvRaMlZaW4rDDDsMtt9yCc889Vx176aWX1PIEUjwnDTSlAZs0VJP7EsWqrkyCrJ0V+8vtEowRERElVTAmjdNkTFYyYSGSGXv22WeRk5MT3ux2O8rKynrrtCjFi/2lkWz74t46tbSRZM6IiIiSLhiTPh7Svfa0004LN+ns168fLr30UtX5NrS1trbiwAMP7K3TohQX7B1mRWZmLoYMGaUyZkRElFpKS0vVjMqkD8ZkNtoLL7wAl8uF888/X9WFnX766XjllVdUt1u/36+mmL7++uu9dUpEitFoxF57Tcaee07ExIl/wNChY1WGjIiIktOwYcOw//77I170agG/yWRSwZbUhc2ZMwdDhgxRdWNS0J+Xl6e63i5YsKA3T4lSnAxJjh59ALKz88OF/iUlgzFhwqHYY4/xqmcZERElj6VLl6K6uhqrV6/GunXrEA90gQSZutjQUINly97R+jQShs2WrVo60I5Jof7o0ZNVH7GdaWysRXn5RtTVVaT0TF9ZgaCqarPWp5Ew+BykaJPSVnk9ou6ZMmUWcnIKtjt+2WWXqfp0abV1wAEH4LbbblPDlJIQuu+++3DnnXciIyNDdXoI9R2rq6tT3fo/+ugjdZt8zdlnn41o4bs1paT09Aw1NCkB2e+RrJlsLpcD5eWlKiDxeNy9cp5ERBQ9Ho8Hr776qiqbkmBMlmqUwErI2pSyVqW04fr000/VhMMNGzagsLAQZ555JsaMGaNu27hxo+oOIb1Rx40bF5XzYgd+SjkZGTkYM+aAbgVikeT+gwePwsSJh2P48L1hs7HYn4gokXzwwQeqRv3www/H8ccfrzJiK1euVLfJyIcEZlLIf+SRR6qasvfeew8VFRVqqaS7774bFotFZdCk5l26REQLgzFKKZLhGjNmSo/aV0hPvD59BmH8+Gnqe+XnF7M5LBFRAvjPf/6jFgOXGvbc3FwcccQRePHFF8MTDUtKSsL3HTBggMqeSRsuGdbMz88Pt+F68sknUVlZmZjDlPILTZgwATU1Nb35Y4mUvLxijBgxIWoLiIvs7AK1OZ2tqKragpqabXA47HzEiYjiTHNzM95++201g37hwoXqWEtLC1atWqWazkvGTIKvvn37qttkSPKQQw5RbbgkAJOVgmIlppmxwYMHIz09XRW7yXbwwQczECNNFBX1x8iR+0Y1EIskrTAGDhyBCRMOw957T1UzMmWxciIiig/z589HQUEBfv31V6xZs0ZtP/30E5xOJz7++GM1wiHF+9KCa/HixVi+fDlmzJihgrFJkybh1ltvVb1QvV6vmokpX5swmbElS5Zg8uTJsf4xRDvUr98wDBo0qteGEqWBbLCJ7GjU11ejunor6uoq1WLlRESkjRdffFH1OY0cihRSnP/ll1/CbDZj1KhR6N+/P2w2G/7973+jqKgo/LXXXHMNhg4dqgr9pZj/gQceSIzWFpIZe/nll8PBWGjqqESh6ofrdGrc9Z577lHpw7/85S+47rrruvxebG2xazitPvj3NWzY3ujTZyC05vN5UV9fpbaGhiq43S4kGra22DV8DlK0sbVFdFpbxCPNW1vI9NEffvhBTRWVNOApp5yigjiinpAhwhEj9g03c9Wa9HwrKOirNmG3N4aDs+bm+pTuX0ZElOpiHoxNnz5dzT4TRx111Ha3X3/99SodKCm/sWPHqsCMwRj1tIfYyJH7IS3NFtdZE9n6998DXq8HDQ3V4cDM6WwBYzMiotQR82BMiuAihynffPPNDreHxmOFFPvLzAai3ZWbW6jWmDQaTQnzIMq5RmbNJDhraWlES0s9Wloa1OZyBYf2iYgo+Wg+TEkULSUlQ1TRfG8V6scyOJM6h8haB7fbiebmYGAmQ5xOp1210+DwJhFR4mMwRglPgq+hQ8eguDh5aw3NZqtqLitbiARiskSTBGUuVzA4a9/sKsNGRETtZFbkxRdfHHEEqr+Yw+HAZ599plpwaYHBGCV8FmnEiInIySlEKgah0t9MNmD7GUMSjEmw5vW61WXpjePzyT64bX/Zqy6HWnAw60ZEyWb27NlqiyQLgH/33Xc48MADNTuvmAZjUiMWSQrzQ20tunqxl5mVRN0lBfqjRkmhfgYftB0Eqj2tnQs+RwNqL0FaS0sTH+vuPXKw2bJUk+HQ61z76508nuh0uf0+8jj7fD61j9wij+38dv92x6S1CoNroq4bwb7yyiv45ptv1GRDiUOuvvpq1eFBFgKX9lsjRowIryJ06aWXqmawUu8ufcZkDctoYGaMEpLUU0mhPrvcx1aw/k6n+htJYJEoPXtoe5L19Hhc8HjcavN62y93dZ1NiinZlZaW4oILLlDNXaXRqyzVeNxxx+H5559XnfcffPBBHHvssfjxxx/Va+HRRx+Niy66CG+99ZZaXFyuSweI4uL28pHdxWCMEoos5Dpw4Ej07Ts04Qv1ibTIlKalde/+kk2LDNSk67hMJHG5WuF2S62iQw2DM2ijROTxeHDqqafivPPOw8yZM9Wx9957DxMnTlQBmLj22mtVQCZLH0mWWb7msssuU7dNmTIF06ZNw/vvv49zzz23x+fDYIwShs2WiT32mKCGf4go9o2KZQvWJO6YZNskMAsGaDKZJBikSdAWrFnkRBKKPzfeeKMaupcVgELKysowcODADh/+BwwYoI7LepVr165VC4aHSJ2tBG/REBfBmCwivmHDBjUGK5HmJZdcoiJWIiEJsJKSoRg0aGTMFvomot1jMlnUBrS/SXXOsAVn/YZm/Lbvg5k1Px966lWSAZs3bx6+/vprmEztdbV9+/ZVvVFDJFjbsmWLOi6ZYWlML1myWOi1YEx+8YcffjgcWcovJWtRHn744Wz0SjtksaRhjz3GIzubtUpEiUiya+npmWrrrOv2LO17yTwQRdO2bdtw9tln46mnnsKQIUM63CarBF1xxRVYuHChuvzQQw+pZNE+++yjbpdhSvm6c845R13/3//+h0GDBnXIpsV1MHbnnXeqGQnySxx66KEwGo1qxsIHH3yggjGirhQW9sPQoWMTqpt+Mgv43HBWfqv1aSQMa59x0BnMWp9GQrdnkXo1CcxCQ6CyDwZvwWFQDoHS7iSGpFBfAqpQUBUicYqsEiSzKc844wyMGzdOXZeYRbzzzjuYM2cObrrpJvVBYt9998UTTzyBaNAFYjzfub6+XqX4Xn31VTXzoMuT0OlQXl6uZiTsaJiyoaEGy5a9E8tTTSqy7qF8Ik1E8sI8aNCo8PJA1D1+Tyv8zgb4nI3wu0L7JgS8zuDmc8HvdbVdd6nroePquldud0rUFWy1EJC2CzKEFHyJMNiK0Pz9S/zn6CZL30kwWHOg0+kBvQl6s61ty4DelAGd7M02GNILYMwoVptBNgtrIrsrNAQqgVloQkGoVk0CN7fblVQtPaRko7GxVuvTSBhTpsxKmBngMX+3ln4ckmqWaaJEO/1jNBrVwtmyrBFrw4LkjcTnqIWvuRzelorgZq+E31EPv6sxIvBqUJmrWNKZ2M9tV0ggHAxsd43elA6jrRjGnIEw5w2HOX+E2hsz+eFkV4ZAQ8+fYGNjmRW681YeoeusYaOkDMZqa2tRUFCgmqmFSAZMlh6QjFhDQ0OsT4HinPwdFBcPwoABe7YVAqcWCaLc9Rvgqd8Ib/M2FXD5IgKvWAdZFH8ZTnfDBrW1lrY3wtabM1VQZukzFta+k2AtHs9h0G68tkgvQtm62xw62NKjc881b7ih7u815N3+uj+psnOUoMFYfn6+Gp+VP85QQFZRUaGarY0cOTLWP57iXF5eMQYPHpUSXfRlyM/buBnuuvXw1K8PBmB16+Ft3to2HEi0Y353M5wV36it8dsXVCAmdWnWfpNUcGYuGBkcEqUotfSwRe2R7CpAk313V2WIPM5Rg+7LyspFooh5MDZ58mQ1/CRTSXdUM0apJyMjG4MH75W0syS99mq4a3+Fpy3gUoFXYymzXBQ1kjF1lK1Um5BaM0vJRKQPngbbkMOYNYsjEkAxiCJNg7Hc3FzVXE3Wc5LMmMymlL4eK1asiPWPpjgsPs3KKkBJyWCVEUumDvqepm1wla+Gs2INXBXfwNO8TetTohTjczWhtfQTtdUv+/9gGz4DGSOPhTl3qNanRkS/o1em291yyy0oKSnBDTfc0KHPmEwTpeQnrSmKigaourBkGY5012+Eq2INnOWr4apcA6+9SutTIuoQmDX9+LLaLEVjkTnyOKQPPRx6o5WPElEcinlri2hha4vEa22RmZmL4uLBKCgoSegUvdRzeerWwVkerNdxVX4Ln6MOqcaYNRD2XxdofRoJw5Q/QrWuiBfSUsM27EhkSrYsf0+tT4eIIiRmIyqKWxIASrNWCcISeQ1JKbJ3bvsfnOVfw1X5nco0ECUyv7sFzT+/rjZL4V7IHn8e0gcdpPVpERGDMYrWkkVSiJ+TU4i8vD6aZ+R2h/Trcm5bAcfW5XCWreCwIyU1V/VPqFr8f6o9Ru6ky1W7DIp/MgOzqale69NIqNmU+gQZlUm8d03SnARb2dn54QBsRw0X41nA71UZL4dkv7b+T818ZHsJSjUy4aR84QVIH3wocif9Gabsnq+xRzvuX9Z5k4bo7dc9qv2F7Nt7k3Vsc+F2O7Fly298iLuJHfgp6TJf0opC6tCysvJVLZhen3j9jDxNW+HcujwYgJWtUs01iQhqBqZj0+fIGHEsciZcAEN6Ph+WXchWuVzOtnUzneGlmIJ7Oe5UqwBEozw7iSagUyfMjJEiwZUEXRZLutpLtktqvtLTs1T36kTt9SVtJlTh/bYV8DRv1fqUiOJWIOBD8y/zYV/3PrLGno6svc9QSzNRsPGq02mH3d6E1tZmtYXWwJQO/UQ9xWAsSUkWy2pNk89SKtAyGEyqxYQMMcpeGvHKMbPZqhbmlmWIEr3vl7e5TLWaUL2+yqXXF4Mvol3l9zrQ8M08NP+yAPlTb0i5In/JZEmw1R54Bfdcs5JiyZhIhXgy/kvJV7i4uzwNpe3tJiqk11el1qdElDRkgXop8s/YYybyplyjWmMkY8ZLAq2mpjo0NdWqvQRjRL0tYYIxCSxycpJz6Rzq3oump25tOOvlrFyTkr2+iHpby9p3VY1l/sE3I63ffgn/OtLS0hgOvJqb6zjMSHEhYYIxSh0+Rz3c9evUmo6ytqO7PrhnwT2RNiTrXPX+lcgYdQJy978ioTr5u90u1NdXoq6uAo2NtWrmIlG8YTBGmpHgyl23LriYtgRdbZd9TvbRIYo3AQRUw1hphpx/yK2w9tkb8UrqverqKlFfX4GWloa29hBEULXR5eXlKC4uDj8cl1xyibo+d+5czR4iBmMUM9K3y9daA29LBXwtFfC2lMPbHNxLvZcckxd4IkocnqYtqHznYmSNnY2cSX+GTqePi+FHGXKsqSlXWTCnk21rKLEwGKPdWlbF52yA39kQ3LuagpddjfDZJfgqDwZf9krVXJWIku+DVuN3/4a75hcU/OFuGCzaLH3mcLSgunorqqu3MQCjqJDs2Pr169Hc3IyPPvoIU6ZMwYsvvojLL78cixYtwgEHHIDXXnsNmZmZqK2txezZs7Fq1SqVcTv++OPxyCOPwGKxJG8wFvC54az8VuvTSAh+VwsM1hwgNJsy4JdXz2AX54BfPZZ+rwsBrzO4+VwRe1fwttAxr1MFX35nI3yuYODFAIuIhKNsJSoWnIvCI/4Oc+7QXnlQPB4XamrKVBDW3NzAfwiKugULFuDDDz/ESy+9hEMOOQRTp07FvHnz8MILL+Dwww/HM888gzlz5qh2JxKkTZ8+HXV1dZg5cyYef/xxXHXVVckbjEkgtnneAVqfRsIw5Y+A3mzT+jSIKMlJP7+Kt89HwSFzkT74kJh1uZcaMAnA6uurotLNnmhHJLiSjJiYMWOGynwddFCw354EXN999526XFhYiFmzgi23SkpKcPHFF2Px4sXJHYwREVH8Tsap/ug6ZE+4ANn7nB+1BtLSfqKqagtqa8vUOo5EPWUwGODxeDock+smkyl8vaioKHw5LS1NBV2R1+12u7osQ5mXXXYZlixZgqamJrW26H777V77F+0rL4mIKOHJZJyG1f9Czcc3wu9x7Pb3kXUcy8s34ptvPsX333+FysrNDMQoagYMGIBNmzZ1OLZx40YMHDhwl7/X/fffr4Yn16xZo4Ixub67WVsGY0REFDX20iWoWHiRWp5sVzQ312Pt2jVYtWoxNmz4QXXGJ4q2k08+GXfccQcqKytVkD9//nx88803OPLII3f5e0lmTDJl2dnZKsB77LHHdvu8GIwREVFUuet+Q/lb58JZ/nU3smClWLPmM3z33ZdqSFKGeohi5bbbbsPo0aMxadIkFBQU4O9//zsWLlzYYSiyu6SIf9u2bcjNzcUJJ5ygZlPuLl0gQSohZdYOC/i7jwX8FG3GrIGw/7qADyyfg92m0xnUupaZe53Y4bjMgqys3ISamm0MvnaBlOLJKgLUPbKedaIso8gCfiIiiolAwIfapX9Xq2tk7381amorVBAm60MSUTsGY0REFDOyFmTNty9h67oVaBk6GzCY+WgTdcKaMSIiiipphul2O9Fqb4bDYYfH44ah4Sdk/PokdN5gWwAiasdgjIiIekzKj6U7vqO1Rc2EdLtd8MvqHxEM9s3I+PlR6Fz1fMRJE7fffrtawihyRqTRaMQ999wTPrZixQpVlN+bJfUMxoiIaPcEgjMinQ47Wu1NcLmc8Pl3PhtS76xG5i+PQt9awUedet3UqVPx5Zdfhq8vX74cw4YN63Dsq6++UmtQRqt5cXcwGCMiol0OwFzOVtjtTWqBbq/PK4e7TeduRMYvj8HQvJGPPPWqyZMno6ysDFu2bFHXJQiTZYxkiaNQJkyOyfJHn332GSZOnIicnBxMmzZNLSAuHA4HTjvtNJU9k9sOPPDAHp8XgzEiItqpgN+v6r4kA2a3N6oAzOP1qK77u0vncyDj16dgrP+Rjz71GpvNhvHjx4czYZIFk8XAhw8fjh9++EEdW7p0qcqMnXTSSXjooYdQW1ur+oidcsopKmB7/vnn1ZJIEtTV1NTgb3/7W4/Pi8EYERFtx+/zqSJ8qQGztzbD5XLscgbsdwW8sK17Hubq5fwXoF4fqpQGwxKAjRs3TgVfcmzdunWor6/HJ598ghNPPFHdV9azvOKKK1SX/dLSUrWOZXV1NTZs2KDqzUKLiPcEgzEiolQXCLag8LhdwexXSyNaHS2qCP/3asCi8cPTSt+ApWxxjH8OUcdgTNaUlG78ElCFgjHJlEl3flku6dlnn1XDkKEtlA0788wzMX36dNVxv3///rj77rvRU+zAn6TYgZ+ijR34k+c5KEMtkvny+b3web3w+33RzXjtJnfhFDgGHQfomCfoCjvwR6cDf1VVFUpKStTSSLI+paxVKQt+S32YBFmyTJIMZ8rwpCz+vTO//PKLqid77bXXepQh69Ff/Oeff66K4WSRzPz8fBx66KFq9XMiIooDAen55YPX44Hb5QzPepTCe4fTHs58xUMgJszVy5C+/j+A36P1qVASKyoqwtChQ/Hoo4+Gi+/z8vLUot9vvfWWypydfvrpeOWVV1SmTPrmSQuM119/Xd1XhjB//PFHdTwrK0tl1mQosyd2OxhrbGzEcccdhxtuuEGNr8pY6pVXXtnjEyIiol0vsJdMl8xylKFGmekovb6k2L61tQVOVyvcHpeq+fLH+XLEpvrvYfvtacDr0PpUKIkddNBBqvheEkohU6ZMUcdkyHLIkCF46aWXcO2116pAbeTIkViwILg2b3l5uYp/JBCTIU2ZjSlfo8kw5cqVK9V46datW7e7bdmyZSow+/XXX9XUz//7v/9TxW9i7ty5anqoRJkfffSR+uVffPFFXH755Vi0aJH6hSTdl5mZ2eF7cqHw5BkiocTEYcpefg4G5D/5XyA4rBjwIyCbv+2yv+263I7k40vvC/se5yNgztL6VOIGhyl3TUosFL7nnnuitbUVF110Ef70pz+pIEqiRCEzDZ588kk1fXT16tX4wx/+oNJ+++yzj7pdossPP/xQRZ0ypVRumzdvHl544QUcfvjheOaZZzBnzpzo/ZZEKUsHnTENOlM6YExr29IR0Jvb63LUXhfeB9Tl9uvB+xjgRcdu6rRz/qL9obP1QUAeN78XAU8rAh474G1FwG2HXy7LMa8jIuiKCMBS/AE2tJYh45d/wr7HefCnFWt9OkTxGYxJnZjUjN17770455xz1FCl9OR4/PHHse+++4bvJ5dnzJihxl1DwZgUyElGTMhtq1atChe+zZw5UzVfIyIddOYM6Ew2FUDBaEXAkAYYZG+FX/Z6C/wGC/w6M3x6M3wwwacLbh4Y4YchGFxFgdVsRuOo3X7JSDnGgjEwmKy/f0efC3p3A/TueuhdbXvZnDUwOMpVIJeq9K56ZP70T9iHngZv7mitT4coZnr0yjpmzBj8+9//Vpe//vprFYz99a9/VdM+r7rqKjVt1O12w+l0qvHWyOK5ECmYKyws7HBdpo8SJT2dHnprLpBWiIAlDz5zLnzGLLiNmXDrbXDCqoKpuKE3wWUbovVZJAyjvpsvrxJMp/VR23YC/mBQ1loGg6MsuG/ZrBqmpgy/C7Z1z8HZ7wi4Sg4PZm2JkkzUPubKlFAZrpQGalL/JVM93377bRVcybIBvbngJlE80OkM0KUVAGn58Jvz4LfkwmvMhMeQCZcEWwErApzCTzv9I9LDn1akNg/GB48F/DC0boOx8TcYm9fB2FyqmqcmO+u2D2FoLUfrkFNUAEsUbRkZGaqRa2TCKO6DMemt8f7776vlAfr27YvffvsNCxcuVKuhSxAmw5hWqxVffPEF3n33XYwYMSK6Z04UTxkuWzECtv7wphXDbS6Aw5CrMls7HSLkB3zazb83n22A2lz4g2oDYWzeCGPTWhib1qlATVX/JyGZaZnhqoV9+Nkqm0y0K5qamjBq1Ci1nJHUp4vvv/9e1a5LeVRLSwu0stvBmMx2lPWb7rvvPvULSp8xWTrg+uuvV307pLD/lltuwRFHHIFjjjkmumdNpBGdKQO6zIHwp5fAY+2jgq5WfRZ88TScSKlFb4I3e0+1CZ2rDpaalTDXrFQLcicbGarN/Olh2IefCV/mMK1PhxJIVlYWHnzwQVx66aUqCDObzSpWufXWW1UnfS2xA3+SYmuLntJBn9EXgYwB8Fr7wBWR7UpVVqsNVVWbtT6NhGGzZcNg0HDCQ8APY8PPsNT8D8aGX5IvW6bTwzHwWLiLetbfKZGwtUV0WlvMmjVLdXsoLi5WSx6tWLFC9UjV6XSqh5gc/9e//qWSTRUVFarn2MMPP6zKr2KFU6OIJLmQ3geBrMHwpvWD01yIZn0ufHx6UCLT6dUMRNl07gaYq1fCUrNCXU4KAT/SNr2pMmWOgccDemanqXuk874EY0L6nXbVrF7Krz7++GOVMZPWW6eeeqpqbm+xxKZekZmxJMXM2I7prfnBwCu9P1yWIrTo8+CBqRf/dRITM2MJlhnbUbas6TeYq5bD1PBT0mTLfBlDYB9+FgKmDCQzZsaikxmT9Sj33ntvdVmWNZKMmIjMjHUma1kuXrxYdZGIhTh7pSCKLn1aPiBDjen94LIUw27IhSuFhxopxUm2LHuk2vSt5Ujb+h6MjTKEmdgMLRuR+dNDsA89Hb5Mtl+hnXvggQfUYuBS7/7000/jwgsv3O4+0pxeFhCX2ZVCVg2ShcNjRZNgbPMLf0DOhIuQNeYULX48JSGd3gxd5gAEbP3gsRbBZcqHXZ/DjBfRDsgkFPue58PQtB5pW9+Bwb790naJRIZfM355HK7iQ1RPMpnYQNRZaWkp7r77bjUBUYIxqR+TdSYj+526XC7VkksWDZcVhGQYUzJjsWzRFbNgrH7lY6hf8Si8TZthsPVB9rizkH/QTdBxXJ96SC+9uzIHwptWAo+5AK2GXDh0tqh1midKJb6sYWgZdSVM9d/CunUR9K7YffqPvQAsFZ/C1PgzWoecBp+tn9YnRHHmz3/+s+qFKi0uhDSrl8XAZTnGyGBMGtaHArSHHnoI1dXVMT2vmARjtV/cjYavn0LJ8f9G2oApcFX9iPIFZ8PbvA3Fs56MxY+kpKKD3pIDpBUgYJWGqTnwmrLhMubCrs+Gl/VdRFF+yungyRsPT85YmKuXw1q2GDpv4q6EondUIuPnh+EsORyuvoeptVWJXn75Zaxduxbz588PPxj33HOPWiHok08+6dAC4+9//7taulHqyKQVxvDhw2P6AEa9gN/nbMD6Bwai759eRMaIo8PHnRVrsOlf+2HIpd+j4r0/h4cpHVuXoWrR1XDX/gZ9Wi7yJl+N3P0u3+77OspWYvO81JnCnNQF/KFlgKzBYCvulwEihQX8SVDA310+F6zlS1SWSYr+E5nP1h+tQ07termpBMMC/ugU8MejqL9SOLYuR8DvgW2PGR2OW4vHw5QzCK2bPutwXKc3oc/Mx2ApHg9X+Wps+c8fkTbgQFhLgouKUwLQ6aEzprctaG1tW9Q6DQGDRS1s7Tfa2pYByoBLn8FlgIjincECZ/+j4M4bB9uG/0LvqECiklq4zB8fhLPfH+EqPli9XhElfTDma62FIb2gy9owg61I3R7J2nffDpdtw4+CY+vS7YKxgD+xP531OqMNenOWWvtQJy8+auquLvhCpC637dULU9teCl6NaYDBqoIoCab8Biv8ejMCegv80ulbZ4FfZ4RPZ4IXZnhh2PV+XCztIkoI/vS+aN5rDqxlH8JS/mnitsIIeGHd+i7Mtavg6D8T3pxgvRBR0gZjhvR8+FprEPD7tgvIfPYqdXskqSer+vBauCq/RcDnRsDrhDl/+3UsXWkDsG3UjdE+3aRlLBgDg4ktHIioh/RGOPvPgCdnL6RvfAV6Z01C15LZ1j4DX+ZQFZT5MgZqfUpEsQnG0vpPVkOP9rXvbVcz5mnYhPRBh6Dpx1fCxysXzVHH+p3yJvSmNJTNP6PLT186gxkuG/vHdJdRn6C1KkQUl3wZg9G819WqN5m56iskMkPzBmT8/Ag8uXur4Vi/NTHqiih5RX3w3GDNQf7U61H5/hVo3fQFAn4vnJXfoXzBOcgefw7MBR2zXn53M/TWLOiMVrRu/lIFcUREFIcMZjgGHQf7iIsQMOcg0Znqv0PmD39XyyrpPM1anw6lsJikT/IPuhF6azYq3rkY3sbNMGRIn7Gz1fHOCv9wDyrfvRQ1n86Fbeh02PacFYtTIiKiKPFm7YGm0dfAtuFFGBt/TezHNeCHuWopzDVfw1l8MNxFByIgk5GIelHCrE3Z0FCDZcve0fo0EkZCT6unuMTWFrsmJZ6DAT+sW98PtsBIFjojPLmj4S7cH97M4W0Tnnrxx+t0atJV8MeG1kwMXQ6grq6yV88nkU1J5dYWRESUInR6OAfMhC+9BOmlrwF+LxJewAtT3bdq81vyVVDmLtgXAVPmdneVIMlgMMFoDG3mLi/r9Ya2Tf87e0N40equ+P0+NDXVx/gBSB5ZWblIFAzGiIioRzz5E9BiLYJt3XPQuRsT/tEMJqJ0MHkaYK5YDH3VJzCW7AfrsJlIHzgFFktaONjaWfAUbRKsJUqmh3YNgzEiIopKp3vpSWZb9zwMLZvi/hFVnRdlNZCI7JROLod7M3b6gto1cNeugf+nvsCeM6EfcABQMJKNEykqWDOWpFKiXoV6FWvGdk3KPgf9XqRtmg9zzUrEA9XiOmIoUAVcKugy9LgBtcGSBUvJRKT1nQRrv0kwZbNvGWnQ2uL222/H7Nmzw9ebm5thNBrVwpshK1asQG5uLhJkngAREfWE3gjHkJPhGHhsry89JEOGRoMRZrMFaVYbbOlZsGVkIy09AxZrOkxmS7iGKxorgfhcTWgt/QS1S+/DttdOwtaXj0XN53fBvu4DeBo3832Puq1HH9umTp2KZ555Jnx9+fLlGDZsGL788svwsa+++goHHHBAr46rExGRttx9pqrFudPX/wc6b2uMMl566A1GGCTzZTCq61rytlSg5beFahN6UzpMucNgzt8T5rw9YM4bDmNWPxjS8jQ9T0qyYUq73Y6cnBxs2LABAwYMwG233Ybs7Gw88MAD2Lx5swrATjjhBEyaNAlTpkzBNddcg/Xr12P8+PGYN2+eCtwcDgfOO+88LFq0SH2KGD16tArgOmNri12TskMkFDMcptw1fA4G6V11agkiWYqoJ+T9xGAwwKA3Qt+2T9R1bmVFGaOtGMaMPjBkyL5YNUzXmTOgl80kawsHL+vMNujUkKpOtRJx1fys9eknDGufceqxTgQ9ere22WwqsJJM2GmnnaaCqHvvvRcLFy7EDz/8gLFjx2Lp0qWYM2cOTjzxRMyfP18FZY899hhOOeUUrFy5Es8//7wK6srKymAymbBs2bLo/XZERKQpvyUPzaOugG3dCzA2/db94nq9Xg05hjJfcj1ZyDrMnqbNatslOgNcZfFRi5cIBp6/VNXzJYIe/3XLUKUEYz6fTwVg48aNU8OScmzdunWor6/HJ598ooIxua98srniiiuwadMmlJaWqgCsurpaZdek3uyggw6Kzm9GRETxwWCBfY/z4MnbZ4fBlwRcZpMZadZ0pNuykJ6eCbNqIWFKqkCMKKbB2Jo1a9QQowRUoWBMMmUyRFlZWYlnn31WDWmGtlA27Mwzz8T06dNx/PHHo3///rj77rt7ekpERBRv9Aa0Dj0Nrj4HRQRflnDwJUX2EnwZerl3F1FStLaoqqpCSUmJqhfzer244447UFdXh4kTJ6ogq6CgQA1n1tbW4v7779/p9/rll18wbdo0vPbaa9tlyFgztmtYr0LRxpoxPgd3lwRXNlsWsrLykZ2dD92mRWj6+gkEwFn2u/ZAcpgyWYcpe1zhXVRUhKFDh+LRRx/FCy+8oI7l5eUhLS0Nb731lsqIjRo1SmXQpJhfasYkK/bBBx+ooUsZwpTvIffJyspSmTUZyiQiosRkMlmQmZmDzMxctWVk5HScUJR3DkwZRaj9/C4EAj4tT5UoLkRlup1ksaQQf/LkyeFjEnQ999xzashShiVfeuklXHvttSr7JZmyQw89VAVj5eXluOiii9ReZmJecskl6muIiCj+STsJyXplZAQDL9ms1vTf/bqMPWaoGYTVH98Iv9fRK+dKFK/YgT9JcZiSoo3DlHwOClmXMTLjlZGRHWyiuptcVT+g6oNr4HMl/pqWMcdhyl2SUsOURESUfEwyszEto8MmgZfZbI3qz7EUjUHx0f9C5aI58LaUR/V7EyUKBmNERClcWC9Dip2DLtkkGOstppxBKiCrWnQV3PXreu3nEsULBmNERElKiuYtFivM5jSV0ZJNhhllL0GYDD1rvYRQiNFWiOJZT6Bq8V/grPhG69Mh6lUMxoiIEoBaBNtogtFobtt3vCyZrODeEg685Hoi0Vsy0eeoh1H9yS1oLf1U69Mh6jUMxoiShPTJlDXsJNMh7WGkqLrj1vF4+9eFGmzq1PeIXPAvdJvsZZWNqqpdXL4lhRUVDVDDfZGPaejxVAtcyxI/uuA+dH1He8lwpcpas7KWYOEf7kHdV/eh+Zc3tT4dol6RGs9uojgmAZJkOCSzEcxuyN4Sznp0DKxCb87bB1rBN/fYdS73+33IyyuO2fdPNllZuT2aZZjKJEjNn3o9DOn5aFj9tNanQxRzDMaIokwCpWCNTjCgag+wurpsSZgmxxJY5OQUaH0alEJyJlwIU9ZA1HzxVwR8Lq1PhyhmGIwR7QLJPEmQJcGWFEJHbqFjvTkLjSjZ2Yb/Ecbsgaj+6P/Ba6/S+nSIYoLBGFGnYEsCqtBMs85BlxRFx8vsM6JUYSkchZJjn0PVR9fBVfW91qdDFHUMxijlSB2WBFrBgCsdFktwL8ck4Ipl3RUR7R6pHyue+Thqv7oPLb+9zYeRkgqDMUo6MkzYOaMVGXQl2nR/IgrSGUwoOPgmmPP3QP3yB7nIOCUNBmOUUGSIMNS4sqt6LdlSpQXAzvgDATi8O97c/uB9Auq+wQ3bXQ6oy3JVtlyLDnnWxJhsoLVGlx/ldh9MBh30obYj8verC7YPsRhk08Eqm7FtH76M8DGDnlnarmSNPhmm3CGo+fhG+FxNvf7vSxRtfNeiuGlkuf1sw46zEaWTuBxL5mHEVo8fNU4/ah1+1Ln8aHD50eoJwOELwBkZUPlkjy6OBe/nDkVUUTQww4A3Nzij/n2T1chcA2ymntUXGqWG0QBkmPXItcimQ65Vjxy5bg0ey5Fjclvb8SxLatQ0ygLQxcc+h+rFf4G7fr3Wp0PUIwzGaLdIQBTqcdW5D1bnHliSqdpxawdzUgdXwuUNoNYpQZYPdRJohTZHcC9BV40EX04/nL7oB1GUuLyBALxewO71obLV162vkYxbSboBfTMM6GfTo8RmQL8MA/rK3mZIqmDNlNUPxcc8jZpP56J102danw7RbmMwlqSk87dkkoJd1YObXI7s6B1sKCqdvWWv7xBgdQymOjYWDV2moCaXH1tbfB22bXYfqh0+FWS1ehlgUe9x+QIobfaqrSs2o04FakOyjNgjx4g9c4L7ovTEHILWm9JRePi9aFz9LzR+8wyCg+9EiYXBWJJyOFrgdnd/SEmCssisVWT2Sgrf09MzYTZnpGQQJrVTla3BgGtb56CrxYdmj1/rUyTqNrs3gLUNXrV9GLG6VbZZ3yE42zPXqAI2syH+M9fyQTJn4kWwlOyD2s/vgrelQutTojg1+NlyVDn8kHJMySLvU2jCleMycMzQNE3Py5hIS4tMmTJL69NICIGAD2lpmW3ZsAACgY6bx+OGx+OC1+uG2x3cy/XQcaezBV4ZG+lEvp+0f5DALHKTY8kQpNU6fNjU7ENpk2xedXlLixfldj88MajBIoonjW4/VlW51RYicdigzGBgJkHa3gUmjMk3wRinEwukjqzvn15C3fIH0PLbQq1Ph+LUkuMLMLnEgupWHxZscODMD+tw74HZuGRshmbnlDDBGJdi6V1+vz8coDmddrS2NqG1tRl2exPq6spRW1veIUiTYdH09AxkZuYhO7tABWnxWAvm9gVURkuCLQm6NjW371s8DLiIIkkJ44Ymr9oWbQoeSzPqML7AhEl9zNi3yIyReUY1SzRe6M02FBx8M9IHT0PtF3fD56jV+pQoThWmG3DhmAw18enmZU24cLQNP9V5cdmn9fi+1oOhWUY8eVgu9u0TXFVlc7MXl37SgOUVbhSl6fHAQTk4crCUA6VQMEa9SzJdoVYRGRnZAPqGb/P5vCook+BMgrT2y82oqQkGaTLrMTs7X61lmJ1dqPp79RaPL4Dy1rahxObgXrJcEnCV2X3h1g1EtOvkjWtZhVttItOkV0M9EpzJNiw7tgvWd1f6wKmwnPgy6r66D/YNi7U+HYpjRw9Jw5zPG/FDrQcz367FI9NycMwQKxZudOL4d2ux9qximA3A0QtrcdFoG96alY+VlW51/YfZfVBs63m9JYMx2mVSX5aVlae2SC6XA01NtWhoqEZ9fTVqasrUJiQYk4yZbBKgSbDWEy3urovmJfiqdDDgIuotUjP5eZlLbULabEwsksAsGKANzNTubcZgyULhYXchfdAhqFv6d/hcjZqdC8WvkrZg6p1SpxqKP35YsH7suGFpuGtlE5aVu1RGWD7oXzYuOJQ5pcSCaf0seH+TE+fuZevxOTAYo6iRLFphYX+1SW2aZMwaGqpUcNbUVIfKys1qk0/NWVn56n4FBSXbNWltdm/f/kE2yWqFAq8m6VpKRHGn3uXHR1ucahNFaQYVmE0ptuCAErMmrTVsw6bDWjIB9SsegX39BwgE+PpB7aRBs/D5gY+3OJHzxLbwbTI/q7zVD6MOWNvo7XCbTJSfWBSdFV0YjFFMSMAlw5uy9e+/B5qdHmysqsGmmjpsq29CVa0XTeu2otlXCZcxEw59BuwBM+qcsWlYSkTaqHL48G6pbE41g00mAEwtsWBqXzP2zDX16tqWBdPmImvs6ahf+SgcW5f32s+m+PZOqRMFVj2GZRsxc4gV82cWbHefr8pcGJtvwurT+sTkHBImGJPC629rPFqfRsIYV2DarSnp8jirru6+QLDzu3R0b+vsHrltd6zLDvFyLDiMIZehFoaRP/IC+Hw+eNWMTk9bVyA7dLpW1fvMZDRDb0jMnkdEtGPyOeu7Go/aHvs+mDWTbJkEZvv1MSO9hysWdIc5f0/0OfIhOLatQP2Kf8Jd+yv/yVJUrUNmUzpxy7JG/O3AbMwaYsUNSxvx9gYHZg62qmXjPtvqwpQSM/YvNqtZ9U/90IJzRgWHJf9X4cagLENUhuJ1ARlPSgBSLLffK1Van0bCmFJsRrZFB/nXjVxfUF1W19vXHQwdk27fvZ6UklYbXo9qryEBWuQEAqkrk8BMLepHmuNySL2/HFIqMemDPZ+m9g1mzXqj1kze/lo3LEb9ysfhbQnWt8Y1nQGuspVan0XCGHj+UtXuZEd9xsx6YEKRGVfsnYFj2+rEvqtx4+rPG/FNtVv9TR7Y14xnD89DtkWPTU1ezPm8AV+VudV7575FJjxxWC4GZzEYoyR6I5B2Gl7pdeZ1qxfJ0HBnaJ3KeJihlcoYjCX/czCeDMgwqMBMMmZSlxPLrFnA50Hzz2+gcc2z8DkbELcYjPU4GItXCTNMSclPsmFmi1VtMnzpcbvg8/tUY1q5bGwLypKhwSwR7dyWFh/++1ur2qTiYlSeCZPULE2zKsOwSEV1lOgMJmSNORUZex6NlrXvoeXXt+CuW8t/Iuo1DMYoLkntmGzS00yCMdkHVwhwwyhLN5mtas1MIkqN5rPSA0q2Z3+2w6zXqYkAofYZ0VoVQBrGZo0+SW2uqh/R/MsCNYzp9zqi8nsQ7QiDMYpr0vYiLc0Iv08yZE54fd7g5mhRQZlk0WR1BiJKHTLjenW1W21P/mBXPaAkW6Yaz0ZpVQBL0Wi1+adcDfu6D9Dy6wK4an6J2u9AFInBGCUEmV1pTbPB3zZsKcOYKihrbYHJaILZbIWOw5dEKUlma8sSNbJFrgowOt8UXvx8d7uk603pyBx1vNokGGv55S3Vq8zvsUf5t6B4VlpaipEjR8LpDPbPizYGY5RQJAsm3fyl2N/tcqiALDgb0xOcfWlmoT9Rquu8KoDIMusxPNsYDs5kPzzHuEstgCwFI2GZOhJ5U66Gs2INnNtWwFm2Eu7a39hINkEMHjwYL7/8MiZPnhw+dskll6C4uBhz587V7LwYjFFCkiJ+yZT5vF643I5gcCYLm3vdMEtQJsstcfIlEbWRVTtCQ5vh1xEdMCgzGJiFgrQBmQaUpBtg2kmQpjOYkdZvP7UJn6sJzrKvw8GZp2kLH3faJQzGKKEZjEakGzLh8bpUTZm0xHC5nfB4XKrIX9piEBF1Rfoqbmzyqu3DzegQpBVYDehr06NvhgH9bAa1fmG/DDlmQJ90fYeaNFkD0zbkULUJb0sFXNU/w1P3G9y1a9XMTDlG8a22thazZ8/GqlWrVCul448/Ho888ggslp6tpdwdDMYo8emgMmFGo1kFZDLj0i9BmcuhgjKLOU0FbURE3Q3SZBkn2dZ0sfKLBGs5Zj1yLHrkWvVqcfRci05dDh7PQW76gcjNPQg5e+mQa9TB7GuGr349vE3b4LVXwNtSCW9LOXzNFfDaKxHw//4KM94A2/rsCm97H/FukRGWyy+/HNOnT0ddXR1mzpyJxx9/HFdddRVije9QlDTkk4wsVi7ZMAnEpKO/PLkcTruaeSm3scifiKIRrNW5/GpDU/e/zqjrD6uxP6wGHaxGXXCfp4O1AMjQO2CDHRmBVqQFWmHy2WH02mHy26GHLGwewFZ3Jl5sYra/u54xjEJXLV8l2IpsjeRwOHDDDTegsLAQs2bNUsdKSkpw8cUXY/HixQzGiHa3yD8tLUMV9btdTvgDflXo72ttVgX+ZpOV9WRE1OtkybkWD9DiCewgN5LdtnVN8mI/GLlGc7cZug5cJcDqXMAvmpubcdlll2HJkiVoampSH+j32y9YFxhrzHlS0pKmsenpmcG2F21rc0pbjNbWZhWoERERhdx///1qeHLNmjUqGJPrvbV8N4MxSm6yGKzZgrT0TNVAVkimzOlshdNhR8Av6X8iIkp1zc3NSEtLQ3Z2NjZt2oTHHnus1342gzFKmVYYaWm2YN1Y2ywoGbqULJkU/au0GRERpaw5c+Zg27ZtyM3NxQknnKBmU/YWFvBTSpHifhm+lAJ/GaoMDV16PR61tJLcRkREydtJv7MnnngifHnp0qXYUbPYWHXfF8yMUcqRzJh08bdabeFeQRy6JCIirTAYo5RllIax6ZkdGsNy6JKIiHobgzFKbW29ydLTMlRdmeCsSyIi6k0MxojkiWAwID1N2mBYwktahoYuHa0t8Pm8fJyIiCgmGIwRdWiDYW1rg9Hendnn98HhsKvN79vF9TWIiChuDB48GMuXL0e80SQYi9cHg6i9DUZGhzYYQrJjrY4WlS1jfzIiIooWZsaIdkAK+zsX+AtpiSH9yaQ9Rm91ZyYiouhwu93IzMxUa1KGPP3002pdyq+++gpDhw7tcP+bbroJV155JZI2GJMH4tJLL0VxcTEGDhyIv/71r3xzo7hcfDw9ooO/kBDM43Gj1d7U1jSWQRkRUSIwm80YO3Ys3n333fCxV199FaeccgoOPPBA9bofOXr38ssv47TTTkveYOyOO+7Ab7/9hp9//hlffPEFnn/+ebz44otanhLRTjv4S3+y0KzLyJmX9tZmeNwufpggIkoAp5xyigrARE1NDZYtW4Zjjz1WXT/99NPx3//+V13+3//+p17Xp0yZkrzB2CuvvIK5c+eqpQcGDRqEa6+9NvwAEMXt4uNpmbDI4uPt5WTqyepyO1WmTA1fcs1LIqK4ddJJJ+H9999Ha2sr3njjDRx++OHIyspSt51xxhl47bXX4Pf78dJLL8U8K6b5ckhlZWVqeDJEAjI5RhTXdIDJbIHRZIbb5YTH695u+FI2CdzMJotqm0FERPGjb9++mDBhghqqlAzZhRdeGL5txIgR6vaPP/5Y3fbRRx/F/Hw0zYzJL7t58+bwdbksx4gSpp7MKvVkGR1aYXQo9He0wOFogdfLPmVERPE2VPnoo49i5cqVOProozvcJtkxWTi8qKgIo0ePTu5gTNKEUjfW0NCgArH7778fp556qpanRLTL9HqDaoUhNWVdBWU+nw9Opx12KfZ3OeH3s1cZEZHWTjzxRHz55Zf44x//CJvN1uE2GZqUmnapH+sNRi2zCrfddhuuvvpqlRKU2Q2SJpw9e7ZWp0TUIzLbUoIyCb48bqda5zKS1JW5PS61ySQAo9EMk9EEXcSEACIiip3S0tLwZcl67WjUIicnBxkZGb1SL6ZZMNbS0oK8vDykp6fjySefVBtRspDsmCHNprr1S+Alw5WdSWGotMSQTe4vgZnUmEU2mSUiIm1I37FJkyZ1qGtPqmDsk08+CRfrEyUzKdy3GtLDgZfP61EF/p1JJs3nc8DtcqivMRhMMBqMLPwnItKABGHl5eV4++23e+1n9mowdvHFF+ODDz7AU089pYYliVKBDElKfzIZpvR6gzMtJUDrLBAOzHyQ+ZmSJDPojTAYjSpAi+xvRkREsSEF/b2tV4MxDkdSKpMhSJPJojYZwpSWGDKEuaMlleSw1J0Fa8+c6uulLk1tekMwOOOwJhFRwourj9p33303rrrqKq1PgyjmZDhSllmypWeprFnkUks7EsyseVRTWWmZ0WJvUk1mnQ57sN+ZZNx8Pi7NRES0A4MHD+6w1FHSB2Odf+Hbb78dw4cPx9atW3f4NTfeeCMefPDBWJ0SUfzRBbv6S1sMW3qmCtCkXqy7Zfx+CdB8XjVRoGOQ1qyCNDkmyzRJoCaBnAyByhApFzgnIoofvTJMKb3EXnjhBXz66afo379/b/xIooQjLS5MejNMJrMqIPP5vfDLEKXfA53fC4MuAAMCwb3Uk6l96FjEdV0Axi6OySevyMt6uV0mDOiDkwXUrE6DATqdHnqdri0g1KmRUBki9emMeDO+kulx7ZD8VvSz6YNryLdF18ER6fZQW652uF0F2Dr4ZGu77IcOPj/U3hsIHQN8bZdl75VjgbZj6rbg18j3UPsA4PQDbkmcavNwEMWturo6XH755arTvrSzkLZbZ599trpNivhvuukm1RKjuLhYjeBJj9SEC8buvPNOPPfccyoQGzBgwE5/MVmnsqKiAk888USsT4soqiwGHdKMOqQbdbCGLpt0SGu7HL6tbR861uE2Q9vXGNu/ziQRlVqM3ImGhurwJpmu3mYw25A3oKHXf26iGpOuh9UYf0th+WCAF0Z4dEa198o+oFeX3XJbwABPQO6jh1tdlr0+uPfr1N4V0MHj18PlBzx+HVxtW6sXaPUBLvY1pgRy5plnYsyYMdiyZQs2btyIww47DOPHj8e4cePUepWvv/469thjDzUBUeKVgw46SMUvCROM3Xffffjmm29UIBbq1dFbvxjRrjDrdcgyy6bvYh9x2dJ+W3pEgCWZpFgym60oKhqgNuFyOdHa2qQ2u71Z7WXZpa5maUaLSQ/saW2K2fdPNiZ9NuKRQYVjPlgCruCBrlJloT/n3fyzliyeB2a4dWa4YIYTJrhhgjNghCtgUHun3wCHbD4DnBLI+fRo9UlAJ5cBuzeY0SOKJUkAffHFFypRJKMDI0eOVF3358+fr4KxadOmhe971FFHYezYsVi1ahVmzZqVOMHY4sWL1dpPkT3FeusXo9Qjw26ZJn33gqpOe4sxsZqtWixWteXmFoWPSSAmAVlkgNba2gyPxxXTII2oMz0CsMClAr7Mzjfq2rZujHgHs3US1JlUUNce0JnghAFuv0Fl7dx+PTzQqb070Lb3yx5qrzJ3bRk7Ga718OlAbWQpRrvdjvz8/NAhVVsbWg1Ilku67rrr8PPPP6vXUblvbW0toi2mwdi8efNw7bXX4tZbb1V1Y735i1H8ktdhySZ1GMIztQ3TdTF8t91wXufjbcN7ciyVO9hLqwubLUtthYUdb/NJkb8q5A8V87vgdgf3cj10XPbyQiTpEinyDxb6y16r34pSWdtAKtI7//2FnuY9GAX2wAi/zghP27CtGrqFQR33yl4N3Qb3PkhNXmgfzPyF6/na9qpmr+14h3o/VcsXqulruw6dek4Fn11Bah/xewYv6trrCqXBjdeP3u+Albj83VgHuF+/fmrpox3FITKEefPNN+Oss86CyWTClClTYjIBKqbBmAxNSnbs4IMPRm5urlqHcnd/MS6uvGvGZ3vQJ10f/BAqBdidblfHAh1vk8tGKf7WB7NMkiwyhPfB43JZ3aaPuF0faD8eun/E7TK8lWYIwGqQ2irAul17rI7//qG/h46BQMTeEwA8wesBBGAPAPa24KGrrwsd2/nx0M/Y0c+OPP57t+/4eOT36Pg7d/WvuOPnxc6fM6Gfs5O7dPG92+/fflswuJUtwJZmlFRM8AIBLyy/d8ceDtlGk0zUOMTf+/WiiWqI+SAAadsdlw+iTqdTXZaM2MSJE1XS6Prrr1cN6b/77jtYrVbstddeaG5uVss3Go1GvPHGG/j6669jcq4xL+CX8ddFixapgjiJPnf3FxtibsGDA1bE+nSTxpgsPaymKBUPh+KI3Uzty5e2tm2UuJgdI9KWSR9g3eYuMLdNgOrskEMO6XD95ZdfxnvvvYehQ4eqQE2K+R944AF12yOPPKJmWp577rk4+eSTt/vahGptMWHCBCxcuBAzZsxQMyV35xeTB5XFw4lfPExERKSV0tLSLo9LfXtXTjvtNLXFmi6QIN0fGxpqsGzZO1qfRsKw2bK71dWdqLusVhuqqjbzAeNzkDQiVQONjayx7q4pU2YhJ6cAiYAdHImIiIg0xGCMiIiISEMMxoiIiIg0xKIiIiIiSgmDny1HlcOvWjGJAqsepeeWJFcwNnjwYDVFdPLkydH8tkRERERRseT4Akwu+d0Oc72Kw5RERESUkmodPhy5oBoFT5Wh8KkyXPRxPVzeYJOJ6W9W4/mf7eH7Nrv9yHx8G6pk8dREC8bq6urUoptFRUWqodrzzz8fvk0W5pS1KTMzM9XC4a+99lqsT4eIiIhIkWWqLh+XgW3nleC72X2wqsqNx79vUbedMTId//21vV35m+sdOKDEjKL0KDVU781gTJY/GjBgALZs2aI63N5www349ttv1W1ZWVl4/fXX0djYiIcfflg1gpUV1ImIiIhiYfqCGuQ8sU1t93/TgllD0mAx6lBiM+DiMTZ8WRZccupPw9KwrMKN6rZM2H9/a8XpI9ITr4BfAqsvvvhCZcAMBoNaGkmyZPPnz8e4ceMwbdq08H2POuoolSVbtWoVZs2aFcvTIiIiohS1+Lj2mjEZejzrwzos2eJCk9uvFnLfr49Z3ZZp1mPGYCteX+fAicPT8FWZG68cmZ94wdjmzZtht9vVQpwhPp8Ps2fPVpe//PJLXHfddfj555/h9/vVfXe0cjoRERFRNElmrM7px5rTi1CQZsCT37eoDFjI7BHpuO/rZrXG8h8HWZFlic2AYkyHKfv166cWB29oaAhvslC4rE8ZGsI877zzUFlZqW7bd999kSCrMxEREVGCa3b7kWbUIdusx6YmLx77vr1gXxw5yIpf67145NuWmA1RxiQYkxXPnU6n2iQjNnHiRNx6661obW2F1+vF6tWr8dNPP6n7SmCWl5cHo9GIN954A19//XW0T4eIiIioS3PGZ2Bbiw+5T5XhhPdqcfxQa4fbjXodTtojDeV2H2YM6nhbXA9THnLIIR2uS98xKdyXmZQSqI0ZMwYPPPCAuu2RRx7B5Zdfrgr3Tz755O2+loiIiChaOjd4HZBpxNKTi3b6Nf1sBpwwPFjkHyu6QIKMCzY01GDZsne0Po2EYbNlw2DgAgsUPVarDVVVm/mQ8jlIGtHpgMZG1lV315Qps5CTU4CeaHD5se/LlXh+eh4O7Bu7RrFs+kpERETUyYL1DpQ8XYZD+1tjGogJpk6IiIiIOjluWBocl/VHb2BmjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDDMaIiIiINMRgjIiIiEhDukAgEEAC8Pt9aGqq1/o0EkZWVi70eoPWp0FJhM/BXcPnIPE5qK2sBHofTJhgjIiIiCgZcZiSiIiISEMMxoiIiIg0xGCMiIiISEMMxoiIiIg0xGCMiIiISEMpHYzdc889mDRpEjIzM1FUVITjjjsOv/76a4f7yGTTuXPnom/fvkhLS8O0adPw448/hm+vq6vDFVdcgREjRiA9PR0DBw7ElVdeicbGxg7f569//SsOOOAAdZ+cnJxe+x2J4l1vPQ9LS0tx/vnnY8iQIep7DBs2DLfddhvcbnev/r5EqfxeeMwxx6jbrFYrSkpKcOaZZ6KsrAypLqWDsc8++wyXXXYZli9fjsWLF8Pr9eKII46A3W4P3+e+++7D/fffj3/+859YuXIliouLMX36dDQ3N6vb5Y9Itn/84x/4/vvv8dxzz2HRokXqRT+SvOCfdNJJuPTSS3v99ySKZ731PPzll1/g9/vx5JNPqjeRBx54AE888QRuvPFGTX5volR8Lzz00EPx6quvqmDvjTfewPr163HiiSf2+u8cd6TPGAVVVVVJz7XAZ599pq77/f5AcXFx4G9/+1v4IXI6nYHs7OzAE088scOH7dVXXw2YzeaAx+PZ7rZnn31WfT0Rafc8DLnvvvsCQ4YM4T8FkUbPwbfeeiug0+kCbrc7pf8NUjoz1lkonZqXl6f2GzduREVFhfqEEGKxWHDIIYdg6dKlO/0+WVlZMBqNvXDWRMmlN5+Hcp/QzyGi3n0OytDmiy++qEp4TCZTSj/8DMYixsOvueYaTJ06FWPGjFHH5I9P9OnTp8ODJtdDt3VWW1uLO++8ExdffHFs/+WIklBvPg9leOSRRx7BJZdcEtXfgSiR9cZz8LrrroPNZkN+fj42b96Mt956C6mOwVibyy+/HN999x3++9//bvcg6XS67f5YOx8TTU1NmDlzJvbaay9VGExE8fk8lNqWI488UtVxXnDBBfxnIurF5+Bf/vIXfPPNN/jwww9hMBhw1llnqe+VyjiOBqgZIG+//TY+//xz9O/fP/zgSIGikMhfZn2EVFVVbfcJQYoY5cU9IyMDb775ZsqnXIni9XkogZgUEU+ZMgVPPfUU/6GIevk5WFBQoLY999wTo0aNwoABA9TkAXlOpqqUzoxJJC6fAubPn48lS5aoKe+R5Lr8EcrskshZkTLzRMa4Iz8FyFi62WxWf8gyZZeI4u95uG3bNjUlf8KECXj22Weh16f0SyCR5u+FoYyYy+VK6X+NlM6MyVTel156SY1XS3+V0Nh3dna26qMi6derrroKd999N/bYYw+1yWXpoXL66aeHPwXIH19rayv+85//qD9G2URhYaFKwQoZF5diRdn7fD6sWbNGHR8+fLj6BEGUqnrreSgZMQnEpMeRTL+vrq7e7pM/USrqrefgihUr1Cb1aLm5udiwYQNuvfVW1fMvlbNiSiCFya/f1SbtJ0JkSu9tt92mpvVaLJbAwQcfHPj+++/Dt3/yySc7/D4bN24M3+/ss8/u8j7y9USprLeeh/L9dnQfolTWW8/B7777LnDooYcG8vLy1PcYPHhw4JJLLgls3bo1kOp08j+tA0IiIiKiVMWCCSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiINMRgjIiIi0hCDMSIiIiJo5/8HNdpgK4czMt0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teams = {\"Ada's team\": TEAMS[0], \"Max's team\": TEAMS[2]} # node ids\n", "fig, ax = plt.subplots(figsize=(6, 3.2), layout=\"constrained\")\n", "alluvial.plot(results, ax=ax, names=YEARS, highlight=teams, legend=True);" ] }, { "cell_type": "markdown", "id": "a58b0d80", "metadata": {}, "source": [ "With `identifier=\"name\"`, nodes are matched by name, and `highlight` takes names too. `highlight` also accepts a\n", "function that gets an `alluvial.NodeInfo` (network, id, name, flow, module path, metadata) and returns a label or\n", "`None`. `alluvial.legend(ax, ...)` replaces the legend and takes the keywords of `Axes.legend`. `other=` adds an\n", "entry for the gray nodes." ] }, { "cell_type": "code", "execution_count": 10, "id": "3e501e52", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.346163Z", "iopub.status.busy": "2026-10-23T09:44:35.346048Z", "iopub.status.idle": "2026-10-23T09:44:35.451845Z", "shell.execute_reply": "2026-10-23T09:44:35.450492Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def first_letter(node):\n", " return \"A–F\" if node.name[0] <= \"F\" else None\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(6, 3.2), layout=\"constrained\")\n", "alluvial.plot(\n", " results,\n", " ax=ax,\n", " names=YEARS,\n", " identifier=\"name\",\n", " highlight=first_letter,\n", " highlight_colors=[\"tab:orange\"],\n", ")\n", "alluvial.legend(ax, other=\"others\", title=\"name starts with\", ncols=2);" ] }, { "cell_type": "markdown", "id": "d7a85b96", "metadata": {}, "source": [ "## State networks: multilayer and memory\n", "\n", "The three years can also be one multilayer network, with one layer per year. A single Infomap run then finds\n", "modules that span the years. A multilayer network is a *state network*: each person has one state node per layer.\n", "`alluvial` reads the state nodes and labels them by their physical names. `split_layers=True` draws one network per\n", "layer and matches the layers by physical node, as the web app's \"split layers\" does." ] }, { "cell_type": "code", "execution_count": 11, "id": "c40a3cc1", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.456234Z", "iopub.status.busy": "2026-10-23T09:44:35.456073Z", "iopub.status.idle": "2026-10-23T09:44:35.724496Z", "shell.execute_reply": "2026-10-23T09:44:35.723141Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5 modules across 3 layers\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "network = infomap.Network().set_names(dict(enumerate(NAMES)))\n", "for layer, year in enumerate(YEARS, start=1):\n", " for u, v in links[year]:\n", " network.add_multilayer_intra_link(layer, u, v)\n", "ml = infomap.run(network, seed=42, num_trials=10) # relax rate: Infomap's default, 0.15\n", "top_modules = {node.path.split(\":\")[0] for node in alluvial.read(ml).nodes}\n", "print(f\"{len(top_modules)} modules across {len(YEARS)} layers\")\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(8, 3), layout=\"constrained\", width_ratios=[1, 2.2])\n", "alluvial.plot([ml], ax=axs[0], names=[\"all years\"])\n", "alluvial.plot([ml], ax=axs[1], split_layers=True, names=YEARS)\n", "axs[1].set_title(\"split_layers=True\", fontsize=\"medium\");" ] }, { "cell_type": "markdown", "id": "5ddf8155", "metadata": {}, "source": [ "Memory (higher-order) networks work the same way. Their nodes are state nodes too.\n", "\n", "Matching state networks with each other needs care. With the default `identifier=\"id\"`, state nodes are matched by\n", "state id. That is right only if the state ids mean the same thing in every network. Use `identifier=\"name\"` to match\n", "by physical node name instead. Do not mix state networks and ordinary networks under `identifier=\"id\"`: a state id\n", "would be compared with a node id. `alluvial` warns when you do." ] }, { "cell_type": "markdown", "id": "dc48efa7", "metadata": {}, "source": [ "## Reading Infomap output files\n", "\n", "Infomap's output files work as inputs: `.tree`, `.ftree`, `.clu`, the state versions `.stree`/`*_states.tree`, and\n", "`-o json`. The format comes from the suffix. The default network name is the file name. Below we write the three\n", "runs from Python, which gives the same files as the command line `infomap net.net out/ -o tree,ftree,json`." ] }, { "cell_type": "code", "execution_count": 12, "id": "d4cd925a", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.730251Z", "iopub.status.busy": "2026-10-23T09:44:35.730089Z", "iopub.status.idle": "2026-10-23T09:44:35.845185Z", "shell.execute_reply": "2026-10-23T09:44:35.844645Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pathlib import Path\n", "\n", "out = Path(\"tutorial_output\")\n", "out.mkdir(exist_ok=True)\n", "for year, result in zip(YEARS, results):\n", " result.write_flow_tree(out / f\"team_{year}.ftree\")\n", "\n", "paths = [out / f\"team_{year}.ftree\" for year in YEARS]\n", "fig, ax = plt.subplots(figsize=(6, 3), layout=\"constrained\")\n", "alluvial.plot(paths, ax=ax);" ] }, { "cell_type": "markdown", "id": "fe0b9e78", "metadata": {}, "source": [ "`alluvial.read` returns the parsed `NetworkFile`, which is useful for checking what was read. `alluvial.layout`\n", "returns the geometry without drawing it: every module's position, flow and label, in a frozen dataclass." ] }, { "cell_type": "code", "execution_count": 13, "id": "894fb431", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.847146Z", "iopub.status.busy": "2026-10-23T09:44:35.847008Z", "iopub.status.idle": "2026-10-23T09:44:35.858448Z", "shell.execute_reply": "2026-10-23T09:44:35.857847Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "team_2021.ftree ftree 36 nodes, codelength 3.61403\n", "first node: 'Cy', module path 1:1, flow 0.0328947\n", "module 1: flow 0.329, label ('Cy', 'Dee', 'Eli', 'Fay', 'Gus', 'Jo', 'Kai', 'Lea', 'Hal', 'Ada', 'Ben')\n", "module 2: flow 0.289, label ('Ola', 'Sam', 'Max', 'Ned', 'Quin', 'Xia', 'Wes', 'Pia', 'Uma', 'Tia', 'Rex')\n", "module 3: flow 0.204, label ('Ike', 'Fin', 'Gil', 'Hana', 'Eve', 'Jan')\n", "module 4: flow 0.178, label ('Cal', 'Zoe', 'Dot', 'Abe', 'Bea', 'Yan')\n" ] } ], "source": [ "nf = alluvial.read(paths[0])\n", "print(nf.name, nf.format, len(nf.nodes), \"nodes, codelength\", nf.codelength)\n", "node = nf.nodes[0]\n", "print(f\"first node: {node.name!r}, module path {node.path}, flow {node.flow}\")\n", "\n", "geom = alluvial.layout(paths, names=YEARS)\n", "for module in geom.networks[0].modules:\n", " print(f\"module {module.id}: flow {module.flow:.3f}, label {module.largest_leaf_names}\")" ] }, { "cell_type": "markdown", "id": "244b9439", "metadata": {}, "source": [ "## Naming and ordering modules\n", "\n", "For a figure you usually want named modules in a fixed order. `module_names` replaces a module's node-name label\n", "by your own name, and `module_order` stacks modules bottom to top. Both refer to modules by network and module id.\n", "A network is its index (`0`, `1`, ...), its network id, or the name given with `names=` (as a string). A module id is a string,\n", "`\"3\"`, or `\"3:1\"` after `module_level=2` or `expand`. Get the ids from a plain `layout` first:" ] }, { "cell_type": "code", "execution_count": 14, "id": "878eee11", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.862483Z", "iopub.status.busy": "2026-10-23T09:44:35.862333Z", "iopub.status.idle": "2026-10-23T09:44:35.870535Z", "shell.execute_reply": "2026-10-23T09:44:35.869860Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 net0 2021 ['1', '2', '3', '4']\n", "1 net1 2022 ['1', '2', '3', '4']\n", "2 net2 2023 ['1', '2', '3', '4']\n" ] } ], "source": [ "geometry = alluvial.layout(results, names=YEARS)\n", "for network in geometry.networks:\n", " print(network.index, network.id, network.name, [module.id for module in network.modules])" ] }, { "cell_type": "markdown", "id": "71561516", "metadata": {}, "source": [ "Module ids are per network: module `\"1\"` of 2021 and module `\"1\"` of 2022 are unrelated. To name the same\n", "group consistently across years, pass a callable. It gets a `ModuleInfo` for every module (`node_names`,\n", "`flow`, `id`, `network_index`, ...) and returns a name, or `None` to keep the node names. Here a module is named\n", "after the teams with at least four of their six members in it.\n", "\n", "`module_order={network: [module_id, ...]}` lists modules bottom to top. `...` stands for the modules you do not\n", "list, which keep their order, so `[m, ...]` puts module `m` at the bottom and `[..., m]` at the top. Below, the\n", "module with Ada is at the bottom in every year, and each network gets its own id from Infomap's partition." ] }, { "cell_type": "code", "execution_count": 15, "id": "e17be4e7", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.872519Z", "iopub.status.busy": "2026-10-23T09:44:35.872390Z", "iopub.status.idle": "2026-10-23T09:44:35.944544Z", "shell.execute_reply": "2026-10-23T09:44:35.943890Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{0: ['1', Ellipsis], 1: ['1', Ellipsis], 2: ['1', Ellipsis]}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "LEADERS = {NAMES[team[0]]: team for team in TEAMS} # each team by its first member\n", "\n", "\n", "def team_name(module):\n", " \"Name a module after the teams that have at least four of their members in it.\"\n", " members = set(module.node_names)\n", " teams = [leader for leader, team in LEADERS.items() if sum(NAMES[u] in members for u in team) >= 4]\n", " return \" + \".join(teams) or None\n", "\n", "\n", "def module_of(result, name):\n", " \"The top module of the node with this name.\"\n", " node = next(node for node in alluvial.read(result).nodes if node.name == name)\n", " return node.path.split(\":\")[0]\n", "\n", "\n", "ada_at_bottom = {i: [module_of(result, \"Ada\"), ...] for i, result in enumerate(results)}\n", "print(ada_at_bottom)\n", "\n", "fig, ax = plt.subplots(figsize=(6, 3), layout=\"constrained\")\n", "alluvial.plot(results, ax=ax, names=YEARS, module_names=team_name, module_order=ada_at_bottom);" ] }, { "cell_type": "markdown", "id": "9d254171", "metadata": {}, "source": [ "Some things to know:\n", "\n", "- Names are drawn as labels on the first and last network only, as in the web app. Names of middle networks\n", " are kept (`ModuleGeometry.name`) but not drawn.\n", "- Only visible modules can be ordered. A module below `flow_threshold` raises an error.\n", "- `module_order` reorders all listed modules with one layout, so it stays fast with hundreds of sub-modules.\n", " \"Move up/down\" in the web app gives the same order.\n", "- `save_diagram` stores the names and the custom order, and `layout` of the saved files restores them.\n", "\n", "Wrong ids raise an error that says what is wrong:" ] }, { "cell_type": "code", "execution_count": 16, "id": "9b74e6e2", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.945752Z", "iopub.status.busy": "2026-10-23T09:44:35.945649Z", "iopub.status.idle": "2026-10-23T09:44:35.962105Z", "shell.execute_reply": "2026-10-23T09:44:35.961620Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a year as an int (an int is an index):\n", " ValueError: module_order: no network 2021 (the diagram has 3 networks; to refer to the network named '2021', pass the string '2021')\n", "a module id as an int:\n", " TypeError: module_order[0]: module ids are strings like '1' or '1:2' (or ...), got 1\n", "a top module after module_level=2:\n", " ValueError: module_names: no module '2' in network 'net0' (it is already expanded: its sub-modules are shown)\n", "a hidden module:\n", " ValueError: module_order: module '4' in network 'net0' is not shown (its flow is below the flow threshold, or zero); only visible modules can be placed\n" ] } ], "source": [ "mistakes = {\n", " \"a year as an int (an int is an index)\": dict(module_order={2021: [\"1\"]}),\n", " \"a module id as an int\": dict(module_order={0: [1]}),\n", " \"a top module after module_level=2\": dict(module_level=2, module_names={(0, \"2\"): \"Department\"}),\n", " \"a hidden module\": dict(flow_threshold=0.19, module_order={0: [\"4\"]}),\n", "}\n", "for what, kwargs in mistakes.items():\n", " try:\n", " alluvial.layout(results, names=YEARS, **kwargs)\n", " except (TypeError, ValueError) as error:\n", " print(f\"{what}:\\n {type(error).__name__}: {error}\")" ] }, { "cell_type": "markdown", "id": "d386a427", "metadata": {}, "source": [ "## A figure for a paper\n", "\n", "Set your paper's font in `rcParams`; every font size in the diagram follows `font.size`. Pass your own axes, use\n", "`layout=\"constrained\"`, and save as PDF. Labels and limits are fitted again whenever the figure is drawn, so text\n", "keeps its point size and stays inside each panel. Long names are cut with an ellipsis, and a label that would\n", "collide with its neighbor loses lines." ] }, { "cell_type": "code", "execution_count": 17, "id": "8c3f2363", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:35.963647Z", "iopub.status.busy": "2026-10-23T09:44:35.963537Z", "iopub.status.idle": "2026-10-23T09:44:37.432543Z", "shell.execute_reply": "2026-10-23T09:44:37.431921Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "figure.pdf: 20 KiB\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"font.family\": \"serif\", \"font.size\": 8, \"pdf.fonttype\": 42}):\n", " fig, (a, b) = plt.subplots(1, 2, figsize=(7, 2.4), layout=\"constrained\")\n", " alluvial.plot(results, ax=a, names=YEARS, max_label_lines=3)\n", " alluvial.plot([ml], ax=b, split_layers=True, names=YEARS, colors=\"nodes\", palette=\"tab10\")\n", " a.set_title(\"(a) one Infomap run per year\", loc=\"left\")\n", " b.set_title(\"(b) one multilayer run\", loc=\"left\")\n", " fig.savefig(out / \"figure.pdf\")\n", " fig.savefig(out / \"figure.png\", dpi=300)\n", "\n", "print(f\"figure.pdf: {(out / 'figure.pdf').stat().st_size / 1024:.0f} KiB\")" ] }, { "cell_type": "markdown", "id": "3473fd39", "metadata": {}, "source": [ "The PDF stays vector. A streamline between two colors is a small gradient image clipped to its outline, and\n", "`gradient=False` makes it a single color. `rasterized=True` rasterizes only the shapes of a very large diagram and\n", "keeps the text as vector.\n", "\n", "## Tweaking artists\n", "\n", "`plot` and `draw` return the axes. `alluvial.get_artists(ax)` returns the matplotlib artists they created, for any\n", "change the keyword arguments do not cover. Every artist has a `gid` (`module:::`,\n", "`streamline:`, ...), and SVG output keeps it as the element id." ] }, { "cell_type": "code", "execution_count": 18, "id": "e7ebe891", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:37.435897Z", "iopub.status.busy": "2026-10-23T09:44:37.435752Z", "iopub.status.idle": "2026-10-23T09:44:37.565798Z", "shell.execute_reply": "2026-10-23T09:44:37.564813Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12 module rectangles, 10 streamlines\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 3), layout=\"constrained\")\n", "alluvial.plot(results, ax=ax, names=YEARS, streamline_kw={\"alpha\": 0.5})\n", "art = alluvial.get_artists(ax)\n", "print(len(art.modules), \"module rectangles,\", len(art.streamlines), \"streamlines\")\n", "\n", "for text in art.network_labels:\n", " text.set_fontweight(\"bold\")\n", "for rect in art.modules:\n", " if rect.get_gid().startswith(\"module:net1:\"): # the middle network (networks get ids net0, net1, ...)\n", " rect.set(\n", " hatch=\"///\", edgecolor=\"white\"\n", " ) # hatches take the edge color, which is the face color by default" ] }, { "cell_type": "markdown", "id": "3133378d", "metadata": {}, "source": [ "## Open in the web app\n", "\n", "`alluvial.save_diagram` takes the same arguments as `layout` and saves the diagram for the\n", "[web app](https://www.mapequation.org/alluvial), where you can fine-tune it by hand: move and name modules, recolor,\n", "change the layout. It writes the web app's \"Download diagram\" format, one Infomap JSON file per network in a `.zip` (or loose files\n", "with `loose=True`): drop the zip on the web app's load dialog. The files keep the networks, their names, the colors,\n", "the expanded modules, the layout options, the color scheme, module names and custom module orders.\n", "\n", "`alluvial.read` loads the `.zip` back as one network per file, and `layout`/`plot` restore the diagram from them.\n", "(The 2019 saved-diagram format, one `.json` with all networks, is no longer supported.)" ] }, { "cell_type": "code", "execution_count": 19, "id": "5e0d827a", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:37.567826Z", "iopub.status.busy": "2026-10-23T09:44:37.567689Z", "iopub.status.idle": "2026-10-23T09:44:37.847013Z", "shell.execute_reply": "2026-10-23T09:44:37.843134Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['2021', '2022', '2023'] palette ['#0091e3', '#d88204', '#008a4e']\n" ] }, { "data": { "image/png": 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InyVstDC3ZSCRQDCRgMUEXMxiZpHglCTY9kAoCZIIe2MDnPNmwTF/NuxzZnArF0EIFgmW0hKAjVHChJgRiWYEW1qkDRFuKVHHBZ2vH3okSi82QYxnMVZXV8dnVt2WNQBnAozBWg0wQcb6Ui5dujTXyyAmICwSbBsfJo8RYyJsvAux4bB1hxUFkYTJAzglCHCKIpySCIfFAqcoMU/hUNj5xga45s6Ea95MOGeT+CKyB3OzSm4XH/IoDaJGQoHW2wfN1w+trz+53ZvcZmKNHWfXEASRJzHW0dGR6f80ZcqUzHHmjmxoaEB7e3uul0BMQDoEAesFAYmUNyV/UVjZF2cRTUVMBQQzwYvSOkQBVrcL9gMWoWa/BZi873x4S9z5XipBZBBtVlgn1fKxM5glLS3QMsKNWdX4fvK4qVOyC1Gc5FyMsd6TlZWVmDRpEl577bUhpvDt27ejvr4+82uMIL6IHlHABklCv8DEStKaNFExBaCzpgobZjaieUo9NIsFhq8Pxpvvwm21YLLbjXqXE5NdTjS4XWhwOtHgcqBElvO9dILYgbS1zdY4ecRXhyUy6IFQUqgxgeZLiTRfUrhxC1sgmEqKIIiJRc7EmM/n49mUN998M37xi1/wOLHrrrsOL7zwAr785S/j7rvv5iUwFi9ezK+vrq7mDTwpZowYDvvsbZNErLdY4BcELsImsnSP2e3YOq0Bm2dORcjths6y84Y94ZCqYZ0/gDWBIH99TEGAkfJnMjHW4HTAK8sotcrwWCz8WHKkty3wyBaUyuy8DOsuMjwV3cAnfn+un/aEYJHXu8vXkviCTN+yUj6AaSNeY+p6KmYtlZAwKOkgk5CQPpaJc6OEBKIIxVg6I9JqtWLJkiU8YD8dJ/bMM8/wbMqLLroIixYt4vuWVGHMH/zgB1yssRIYDzzwAL7yla9ke2lEgcFExjaLhHVWGX5R4EVbWVPvCYkgoKO2Clsbp6BtUg0MUdxBgI2WoKpibUDdrdvYU8kDoiAkY9fYnBqVNise3sKi84gv4qyGehgsk5dZbvl/u94W2bYAWNlnpijyvwETc6y9lk0ShxxP77NzVlGALfU3sw45x7bZeRFOi8SzdtnfcKLAyqzsUUJCNDaQkJBKQsgIt7SoG7TPy4Kw8iCaRpY4ovDEGLNsfZFQ++STT0Y8d+aZZ/JBECxqZLNVxhqbFSFBTAmwiSnCDElES2MDNs+ahpjTDt6sKQ9fnnFd52MkqL3T6Olh3R7GsMjwF8HEHqtvl7aS8jm1zWZv+lhqPz0mknWPJyS4nHzINVW7fXtDTdd3UwbVdWNj0H6q9hu/NnNMGbg2JexMptTTn2fpOnS8/lzqGDvPSNWh04IhxD/fmP0XhRh3UL8WYtwQEEVscNix0WZFlLkjWcHWianBeN5n++RabJozHTGXEwYrsEoQWcaAyS2lbGA3qk+wIsXDRRoXbsNEG9uvsdtRZpUnbNyvyGIw2XA6xvyxmbgrP/PEMX/cQsQ2ZwYKGRJjRF7RAGyw27DOaUe7LKeC8k0IEzipylddgaY5MxAu8UCfmN9fRIET03U+OuLxUV3P3KJVNhtq7DbUOuyotdu5SEvvs9lDiSV7JAQdC+bu/g2JgsNSSKp3+qP/m+9lFASsBQqLrWDZSWCtVrhpnG2b/JwRiUCPxPhs8DnKizYag47x2+aQNquMT11ObHDaoILFKSVN9hNZmwS9pdg2ezr6y70wdygeRhCFi2IYaIvF+ED/yNc4JcsQcZYRa3Z75hiLdyOIYqRgxBj9QhhbjFicCzTdH4Ta1Q2tqxdqZw8S3b1QunqgBkO7dX/M29hulbHJ5cBnLid8sgViqlo+s4ZNZOIuJ1pnNsJXVTmx1SZB7IKormFrhI3ITq9hrs+kVS0t2piVzYaalFirttkh0Q8ZYgJSMGKMGFt402iHHXJlOewzG0cUawoTZt29XKAlun2ItnYg2tIGXWfORyAkSdjgdmKj24nNDjuikshjwFhAPosHm+iwchOdUyejY1oDz44kCGLXBFSVjw2hkX/ssUhSliE6ELtmySQmeK3WVHJCsmTLQIKCdUIlJBATExJjxB7BhJp96mQ+0uiGgU+7e/HfDU34sLUNW1ndH+Yy1bRUz8iJL8DSxN1ObJ8zAzG3Oy/ZkQQxETFhIqSpfGzfzdItQwXa8AxSJvCsGZHHEhjSZUVIyBFjAYkxYo9QdB1bQhE0BYPYEgxjSzCEjX39iKkqt35JdjusdhvfFjQdZjwOM5GAGVdgsKDgCarLWG2wvsn16J5SD4PiXwhiXJAu3dI1yoSE4dY4WRS4oBu57lu61tuOdd/YGHw7MV1njs+pwTPHB7bTNrz0drnNmvXXYyKyqMALLpMYI3YJq3/TEYtjUyjMR1MohKZgCK3hGATTSFbDT7keRbY/wn0IkgjJ4eDWNC7ODJ27OVmigM4CfsdRXaa9QXE60DWzEXEPs4blezUEQWTLGqcYbOQnxfujPup+MRpWfukoLK0oR6FSMGKMWrJk7xcCE1ghTUO/oqAvofK5X1HRx+eh252xBA+8TcOD7lPtiPY074n94rM47Nx6BtPLLWZGNA4tlrSeFR4CAvXV6GuoI2sYQRAEMXHFGOuNd+C/3sj3MgqC0yfVocxm5cWcddPMDMNMFoD0qyrfHw/wljBWK6ysBlGJB9A13rpEDUdhFIAw060yfDOmIsGtYWQOIwiCICawGCNGz/pQCK5YYf5pRdZ7zu2C3emEoanQwlForAYa6xE3zlBcTvTPnAqdilkSBEEQe0FhfmMTRYFksUAu9UD0uKElElyYqSzGTM+/VS9eUY4QawpdwAGjBEEQxPiAxBgx/hEEyDYbbFYrBKMEaiSKeDjCG/LmYy2RybVcjJFbkiAIgsgGY/Kz/tJLL8UvfvGLsXgoYoLDgv9tLie8NZUoqSiHPIZp36bFgsj0BiQqysbsMQmCIIiJT07FWGNjI1asWJHLhyCKFgGy3YaSynJ4qythczpyWk3CcNgRmzEVusuZw0chCIIgihFyUxIFj0W2wFpWCnjcSIQjiEeirB1A1u7fKPVAq62GaaEmxgRBEET2GfPo446ODixYsAAPPPAA33/rrbew//77w+v14sgjj0RTU9NYL4mYILBMTJfHg4qaKnhKPbBY9v63hlldCb2+BqDekgRBEMREEGPbt2/HUUcdhe9+97u48sor0dLSgnPOOQd33303fD4fzjrrLJx77rm8KClB7E1cmcPlRHl1BUrLvNxyttv3wbIkJ9XCZBY3giAIgpgIYqy5uRlHH300br75Znzta1/jxx577DGcffbZOPTQQyFJEq699lps27aNX0sQ2cBmt6O8sgLeci/kUYoyQZYhTq4HnA76IxAEQRATR4w9/fTTKCkp4ZawNMwy9vDDD3MXZXpEIhG0t7eP1bKIIsFmt6GcBftzUSbv9DrRZoWlvgbCHljTCIIgCGJci7EbbrgBs2fPxvnnnw9dTzaGnjRpEq6++mr4/f7MiEajOOSQQ8ZqWUSRYbNZUVFRjrLy0mQLpkFYHA5Ya6shSBSoTxAEQUxAMSaKIv785z8jkUjg8ssv53FhF1xwAZ588km8++67MAwDoVAIf//738dqSUQRY7PZUFFRhvIyL2SrDKvbCXtlOQSR+ksSBEEQEziAn7mHmNhicWHXX389pk2bxuPGWEB/eXk55s6di2effXYsl0QUOVabFaed8WV8/RuXYMrkunwvhyAIgsgRLEb929/+9pBjv/zlL3HEEUfkPXEwp4Ex6UD8ZcuWZY7Z7Xa88cYbmX32IlBhWCIfCKKIE750FPZdNJ/vT29swJZtrXhjxUdobuukPwpBEMQE4re//S0WLlyIiy++GEuWLOFx63fccQf3zrEs/HxCXY6JooRZac8666SMEEszfepkXH7uabjsK6dg7vSpeX+DEgRBENmhrq4Ot912Gy+txWLXWQWH6667joszlmA4depULtjS3Hrrrbjkkkt44qHH4+GGJebZywUkxoiiw+l04MLzT8eMGY07vWba5HpcfNoJ+PYlX8GyfeeNuiwGQRAEMX75xje+wT10Z555JjZt2oQvf/nLuP/++3kC4T/+8Q/cdNNN+Pjjj4dUgmCCrb+/nych/uxnP8vJuugbhigqykpLcP7Zp6Ci3Duq6yvLSnH6UYfiuGUHYMVn6/HOms8RiMVyvk6CIAgi+zBvB+sAtM8+++D111/HgQcemDl3wAEH4MQTT+Ruy8WLF/Njxx9/PA477DC+fd555+GWW24pfMsY889WVlaO5UMSRIa6mipceuFZoxZig3E57Dhm6X646atfwflHH4b6yjJ6ZQmCIAqQ+fOT4Snz5s3D2rVrcdxxx6GqqgqlpaXcEsY6AqWprq7ObDudToTD4cKzjDU2NqK7u5uXtWAwIdbb25vLhySIEZnR2ICvnHI8bFbrXr1CFknCgfNm8bF+ezte/3Qd1m1vBzXwIgiCKDyuueYa3hf7+eefh8Ph4LVQ85FZmXM3JTMDDs6mJIixZr/5s3Ha8UfwllvZZG5DPR/d/iDe37gZ72/air4ouTAJgiAKhVAoxC1iLI7snXfewUsvvYQ5c+aM+TrG1E3JSl2wJzzcd8vqjTGr2Z133jmWyyGKgMMP3A9nfvnorAuxwVR7S3DagUtw+wVn4oYvH4ODZjTCSlX8CYIgxj133nknz6Bk2ZS/+c1vcOqpp+ZlHXkP4H/zzTfx2WefYevWrVi6dCnOPfdc7t4kiL1Btlhw1nGHY985M8fshRQFAfMn1/FxoaLig+YWvLNpKzb0kGueIAhiPGGmXJG1tbVoamoa8RpW2mIwzJ25fv36whRjLDAubZVgKaTD+eEPfwiXy4UFCxbwYmxMmJEYI/YGb4kbl5x8POqrKvL2QjqsMg6fPYOP3nAEH7e2Y1VrB9Z29UA3jLytiyAIghh/5FyMvfLKK5mYMeamfOaZZ4acH6tMBaI4mMGsUicew7MfxwuVbheOmzuLj7iqYU1nFz5q68Sqtk70JuL5Xh5BEASRZ/LupiSIbHHoon1w8qEHQkpl745H7LIFSxsm8cHM5E19fnzY3olPunuxud+PmE5WM4IgiGKDxBhR8LByE1854mAsnTcLhQRLYJlZUcbHeQB3XzYHgtjQ58e6vn583udHaySS72USBEEQOYbEGFHQlLqduPyEozGlpgqFDrPozSjz8nFiqlVTWFHxeb+fj3X9fmwNR9EZj0PP92IJgiCIwhBjLEZsMCwwPx4fiJEZXliNZVYSxGiZXleNy790FDxOx4R90dxWGUtrqvhIoxkGOqIxtGZGFNujMWyPxdEWi0GhBAGCIIiCgixjREFy6PzZOOeQgyBJ4zc+LFdYRBENbhcfwzFMEz3xBBdlfkVFUGVDQ0jT+HZITc2aNmRbz0PFaYIgCCIJiTGioLDKFnxl+VIcXGDxYWNZ66zGYecjWyi6gU/8/qzd30SmymbjM5O2JvvPTG2bbG+kbcCACdUwkNANbtVMGMlZGXJM53+HwefT53Z2LKbrXGyT0CaI8Q+JMaJgmFVXg68ecTAqS9z5XkpRYZVELK0oz/cyiD0komkIKCr83Eqq8u2AqiHAtjP7A4NbUlWNi0mCIIpIjLndbmzZsoXXHGMVbq+66iqcdx7LLyMIwGqRcOYB++HofebwDESCIEaPy2Lhox6jj61k7u60i5u5u5MiLTkn3d9JMedXFPQkFHTF49wSRxDEOBdjDz30EO655x5s2rQJXq+XV9v//ve/j2OPPZYKvRI7ZUZ1FS4/fBlqSkvoVSKIMXR3e61WPqbsGJo4IiFVRVc8ge54gmf8spmJtPQxEmwEkWcx9vOf/xz3338/bwp+1FFHwWKx8MzJf/3rX1yMEcRwZEnCmUsW4ksL5vIvBoIgxjceWeZjpse9R4KtK7VPFjaiGMm5GOvv78ftt9+Op556CieeeOKQnpVsMJjrqaOjgzfsJIgZlRW44tADUe8tpReDIIpMsDF3aPdOBBvLFPan4txY4gNBTBRyLsZWrFgBTdOGCDGCGIkajxtfWbwAyxobKDZsHMGzKbspm3I0LKr28oQHYs8pkWU+diXYWEZqmJdrSceuDcS0BYYnKQxKUIhoOiUmEMUpxnw+HyorKyFJUuYYs4DFYjH+heunlPmip9Ruw1kL5+GY2TN4DS0CuxVoHVI0BBMqgoqGAJ9Vfiym6slyBxoreaAnyx7oyfIHA9sDxzUjmT/H7hODyi6U22X86bMW+rOMgjNm1fPXT2D/pbzrbGKu9oH95DbbZZ+B7F+8LImwiiJsluTMBJ1NGjont6WhxwbdZvhtHRYJJTYZdsvAZ+9Egb1uaSvbpN1MTEgLNJ6coCqZbS7qUokKMU3fRZmR1DHdIOscUThirKKiAr29vdB1PSPIOjs7eXX+uXPn5vrhiXGM3WLBafNn4eS5s3kDbWLgC6MvqqA3GkdPJIHuSIJvs7k/JbaY6AooyRIErLU4G2aOQutIHo8eXyyBiDq+sgqZOPPaZC7MSq0ySm3pYRm0nTxXYrPAa7PyeSL+MGKiuMxq5SMbsG4YGYGm76JGXOp8+sdO2sE6fD+9na7BzPamj1DcmdiRRV4vCpmcfwMuW7aMB+z/3//9H0455ZRcPxxRALAP+RNnTcdZ8+egxJ4skllshBMq2vxRtPoj2O6PoisUQ080ge5wnH+hq6nrMkKLzUJScKWFF//QptwG4gtgIqCb/duKJnbrtXLKTJglhVqJNSncMqIuJeaYcKtyWlHjtPPjxfhZxoYz3wshCp6ci7GysjLceOONuPrqq7lljGVTyrKMlStX5vqhiXFoCTtyymScNW8Waorg155hmPCF42jzR9DWH03OKQHWH1cHxNYwgcX2uQ+LIPJIVNX4aA/HRnU9c4tWOW2oddlR7bShhg2Xnc/VLlvRCjaCGA1j4hu6+eabUVdXhx/96EdD6oy9+OKLY/HwRJ6ZW1GGExqn4LCGSXBMUHdkQtXR3B3E5q4AWnpCXHS1+6OpuJIBwYVBM0FMJFicVUswyseuBFv1YJE2aJvNbJ8EG1GMCCZLSykAPvD14cB/vZHvZRQEc0vcvOJ2LhANk/2j4VpCYjMfgGiaEE0js18qW3D8lElchDVOwIKt3f1RbOkMoKkzgC1dAWz3haGZg6xb6d6DKfE1XIxx69cuLGNDzu/CTcmP5ThmrMHjwLObO3Jz5xOMwydXjLuYsUJjuGBLizRmcWMuUeYaZW5SylolJhIT00xB5AWmBRZXVeKkqQ04tL4G1kEZtIVMLKFhW2cAzUx4dQTR3B1AOKZx8cO/dsnaRRDZe79pOrYFo3zsCpYlOpB8kIxpY1a1dJxbOtYtKd4smVg3KiJNjEdIjBF7hdtiwb7lXiyuKMfhddWY5Cr8WLAeZvVq7ce29gCau4Lo7I/AMIdaocY77IvKzsobyGyWMqUQZFHkGVvJAehshsnj29jzEjKlF5JZXSIEfluCGG/ENZ2Prkh8t0piuGUmzCw8e9RrZ4Jtx8xS9p7ZeXmRoWVGcgnV+CueGn8kxojdwmWRsLjMiyXlZdi/ogxzSksK/pdmjy+Cra392LK9H1va/AiElYwbUE+5BscSUQDKnFa4rBZYJBGiJEBkBwUBppAUTboJni6vGgbihomYZiCq6by2GBNY6S8qfyKdl7l3bkqCmAiwqJwQr8Onog2jS0z4InEni8IINd+kVM039mNmQNgl68sNqjM3rOZcch44zjKsf/PR5qw894nOyouOwtK6chQqJMaIXcJiz5j42r+cjTLMLfEUvvjqDWPbdj8XX82tfoSiSsbqNVYBlF6HjCqPAy6HBaIswBBMxE0dQU1Fr5JAWziMaCRtg0u/3uk0y5H2C/tvQhCFKu4UnY1CsJcT4xkSYwQqrFZMcjpQ72DDntq2Y5LDgVqHvaDFF/uw9Pki2LatH83b+9HS6kc4qg4EzbOLcvD0XDYLKkrsqCxxwGaT+DstIRgIGwr6VQXt0SjeC/kRC7GoMxJYBEEQxQyJsQnIIZUVmOR0QhIEPphrkcV2scG35eR2pc3GRRczo08UFEVDZ1sQHR0BtLUH0NYWRDTOmgoPivXKoviSJQH1lW5MqnTD4bYgJmnwaXF0xqPYFOzDm31R7i4c2aqV5cUQBEEQBYmlkFodrPzSUfleRsG8VoUcyLg7Vq/+3gi6mPhqD6CjLYDe3oFg+7TrMVt6x22XUV/lxqRqD9weGWFRQbsawTpfH17rbUGwTRnBhZjFBRAEQRATkoIRY0xcLK0o3OA8Yu9JxFR0twXQ1RrgAqyzPYC4kqzplO3+jOVeBxdeddUeeL02hCQFzbEA1vb68FJnE3q2xHZh7SIIgiCICSjGiOJB1wyE+qII9kbh743A74uipy2AQH9siOjKViV7p0NGfV0JJteWYFJtCaI2FRuDffistwfPdmzE9o2hVONeEl4EQRCFjCAI6OjoQG1tbebYVVddxfdvvfXW4hFjLS0tWLJkCXp7e8f6oYlxhhJTEeqOcNEV7GVzBIHeKEL+GC/dkKk2P6ia/d6KL8kioL62hIsvNiqrnGhVQ1jd3Yl/dH+Oz/7bw/vxjexuJAiCIIgCEWNutzuzHYlE4HQ6uRplrFu3joRYkaBGVcQDccSDCcQCCcSCye2QL2n1isfUjNAa3OInW65G9k+uvNyJ2voS1NaVor6+BLYSC9b4uvBxVwce3/oZ1n/UC40FmSVvQeKLIAiiiLn11lvR1NSEUCiEV199FcuXL8ejjz6Ka665Bi+//DIOPvhg/O1vf4PH44HP58OFF16IDz/8kGucM844A7/97W9hs9nGhxgLh8OZbbvdjrVr16KxsTEXD0WMIVpMgx5ToUVVvs3ElpraV2MalIjCRVciEEc0mICmsdruQ3soDu7VmE2Dk0UWUV7tRmWNG1U1HlTWeFBV7UZPIoLV3e34V/cmfPzfDjQH/eRyJAiCIHbKs88+i3//+9947LHHcMQRR+DQQw/FQw89hD//+c849thj8cc//hHXX389DMPgIu24445DX18fTjrpJPz+97/HDTfcgHHvpmxubsbcuXMRjydbWPz85z/HH/7wB/T392OfffbB/fffj3333XeH2xmqgXCzf6yXW5DEe6MQJRFmxuLDUw+5CDE1g7+WfNb0gW2VjWH7bE5oGRFmGgNV6RmZchGDBNbgRtm58u45XDLKaz0or3GjsjYpvErLnQgqcazt7cQKXyvWru/Cune70R+nQHuCIAhi9DBxxSxijBNPPJFbvg477DC+zwTXp59+yrerqqpw8skn8+26ujp84xvfwCuvvFIYYmw48+fP50+0rKwMP/vZz3DJJZdg9erVO1zHhNiqH7yelzUWGo5JHkj2vP9p9xq7U4bT64C73I6yag/K69wor/HA6bEhqipY7+vCCt92rF3biXW93WiPBKmOF0EQBLFTJEmCqg5tE8f2ZVnO7FdXV2e2HQ4HF12D91n4FYO5Mr/1rW/h9ddfRzAYhK7rOPDAA7En5P0b+6yzzsps33jjjbjtttu4m3Nw3BkxMZFtEpxlDjjKHHCW2eFis9cON58dkK3JYrSaoWNTfzdW9LZg3ZoufNbbgeZAH4y0+Y1Z4JhJroA7BRAEQRC5p6GhAdu2beNzmq1bt+LII4/c7fv61a9+xd2TzIBUWVnJPXuPP/54YYqxBx98EL/5zW/Q2trKA+CS7Wt8JMb2gmAgBDMyVJiUV3gxlgisea7DAtlthb3MDns5E132lPBKblsdA79EdMNAW7gfzcF+bPdtxfbmfmwP+bE92I+OSBAaV14769FIEARBEF/MV77yFe6F+8tf/oKKigo8//zz+Pjjj/Hkk09id2GWMWYpKy0t5QLvd7/7HffyFZwYY/Fj3/nOd/DWW29h8eLFPI6MWcSYICPyBzMwMTcnHw7LkG3Rnhx83znonN0CS+oaPss7tlhiFq62UD82h9qxfWsfWkNMcPWhJdSHzkgQOo9x21mfRoIgCILYO37yk5/gxz/+MZYuXcpdi/PmzcMLL7wwxBU5WlgQ/7nnnssFGIuFZ9mUb7755h6tSzBzrHxYNuX69esz2ZSDA/g/++wznia6Zs0aHvx200034Ze//CW2bNmyQ/blSAH8L7/8Vi6XXrCoXgEQhwqYCy88LWePF1UT8CciCCZiCCSiyaEkt32xMFqCPi66mOAy+D+3kUTW4GM7E2PDjqcLjw1xU+7k2t253xGv3dn23ly7s7XszbXZp8HjwLObO3J2/xOJwydXIKImu0IQRDb4qIsS10bDyouOwtK6wu3Sk1fL2IIFC3DllVfy7EmXy4Wbb74ZVqt1xGs1UccGt2/IsfXD9okkU4VyWDBy82/DNKDoGh8JXR0yp7cHH49pCgKJCBdWQSUKfzyCYEpoBRIxvj3gQhytwCEIgiAIYswsY9nig45NOPCv38v3MgqCKZZy2EVLqp4WKzVhoqKyjM8sNmvvyZa1iSxjZBmbWJBljMg2ZBkbHWQZI8YdmqlDHVbGnsVrEQRBEAQx/hDzvQCCIAiCIIhihsQYQRAEQRBFwU9/+lPeT3JweQqLxYI77rgjc2zlypU8Q3Iso7hIjBEEQRAEURQceuih+M9//pPZX7FiBWbMmDHk2LvvvssrPbDap2MFiTGCIAiCIIqCZcuWob29Hdu3b+f7TISxnpKs32TaEsaOsV6UrAbq/vvvD6/Xyyv0NzU18fOxWAznn38+t56xc4cccsher4vEGEEQBEEQRYHL5cJ+++2XsYQxK9gRRxyBmTNn8tqnjPfee49bxs455xzcfffdvCsQa93ICrwywfbII4/w/pRM1PX29uIXv/jFXq+LxBhBEARBEEXnqtR1nQuwRYsWcfHFjm3evBn9/f144403cPbZZ/NrWXPxa6+9lrc8YoXrWVPxnp4eXqCexZsxK9reQmKMIAiCIIiiE2OrV6/GPvvswwVVWowxSxlrldTV1YWHH36YuyHTI20Nu/jii3Hcccfx9keTJ0/G7bffvtdrIjFGEARBEETRcNhhh3GL2EsvvZSJ91q+fDl3TzIxxs5PmjQJV199Nfx+f2ZEo1F+PesUxJqNb9y4Ea+++iruuecevPPOO/kTY2+//TYPhmMdy1n386OOOgpbt27dqwURBEEQBEHkiurqakyfPh333ntvRoyVl5fD4XDgueee45azCy64AE8++SQXZ4Zh8BIYf//73/m1zIW5du1afrykpIRb1pgrMy9iLBAI4PTTT8ePfvQj7l9lvtTrrrturxdEEARBEASRS5j1iwXfM4NSGmYdY8eYy3LatGl47LHH8N3vfpcLtblz5+LZZ5/l13V0dHD9w4QYc2mybEx2m7z0pvzggw+4v7S1tXWHc++//z4XZhs2bOCpn9/73vd48Bvj1ltv5emhTGUy8x578o8++iiuueYavPzyy/wJ/e1vf4PH4xn6eNSbctTUS6WwiUN7wJeXe5E9qDflrl+DnW1/Ue/ObFybfRo8Djy7uSNn9z+RoN6URLah3pSjo2h7U86ePZv7T6+88kqceeaZXEQxlchgmQb3338/Tx9dtWoVjjnmGG72W7x4MT/P1OW///1vrjpZSik799BDD+HPf/4zjj32WPzxj3/E9ddfn71nSRATFFEQ4LRIsFkssIoiZEmEJAh8WCQBspjaFwVuBmeSTTdNqIYJLTMMPnj3UjPZWF5gVwrgadxueY8/JoqOMpsVZXb20gkQky8hLxzJakdaBIH/fdjfySIKQ/5W7O8oCMnXPfnr2ISqmwgoGgIJNTOMMawIThDE2LHHn7IsTozFjN1555249NJLuauS1eT4/e9/jwMOOCBzHds+8cQTud81LcZYFgKziDHYuQ8//DCTGnrSSSfx4msEUWyU2qyoczlR63Ki3G7lX9IqE0qagYSuI6bpSGgG4nzfQFQ1EFZ1hFUVUUWHkaNq0ZJn7KpQFzr9CQURlcvavcYmSahz21HvtmP/Gi/qXHaU2WUujh0pgexPKAgkNPTFFHRF4+iMsJFAdzTBBTZBEIXBXv3kXbBgAf7yl7/w7Y8++oiLsf/5n//haZ833HADTxtVFAXxeJz7WwcHz6VhAXNVVVVD9ln6KEFMJJjlo8rpQK3LxQVXtdMBG9M4hgFVVZFQVQQTCfRGYtjW0Y+1qs4tJAZEPga2BT6YDcWECD21TUw8mABvDkT4YAgmC/JN/q2ZBc1hSYo1JtIaS104uK4Ss8vdaPQ6+TU+JtC4OIujK5rgc0swii2BCBdsY9l3jyCIXZM1/wNrGcDclSxdlMV/sdYBzz//PBdXrG0AvfGJiY7bKmOG14vGkhLUuZnocsFlESFoGuJKAt2hENqDAbR2+7A5EoVhAjoXWkJGVCW3mUORqs4Qu4ZZSbf5o3ysbOvPCDW7JGFmmRuzK9yYVeHG7HIXjpxSBYs48G8qpurYGohwYbbFH+HbTf4IOiJx+qwmiha3280LuQ42GI17MbZ+/Xr885//5O0B6uvreb2NF154gXdDZyKMuTHtdjuvvcFqecyZMye7KyeIPCGJIqaWlGJWWRlmessws4wJMA+UWBRbervQ4utFx7ZWfBQIIK5pSWuWkLRqMbGVtnDlMuieKF6YC/vz3hAf7F8YE2ksTm1amQsLq0uwpL4UC2tKML8yOQYT15LWuLRIY+Oz3iD64kreng9BZItgMIh58+bxdkYsPp2xZs0aHrvOwqPC4TDyxR6LMZbtyAqk3XXXXfwJsjpjrHXAD3/4Q163gwX233zzzTj++ONx6qmnZnfVBDFGVDtdmJkRXeVcgDWWlMIfDqK5twNbezrxfvMaPNXvg2YwS1dSZJHgIsYTLGFjky+Mzb4Invu8k4uzuZVuLK4vxX71pZhV6eKudLtFwtyKEj4Gsz0YxepuP1Z3B/BJTyDjOiWIQqKkpAS/+c1veDFXJsJY8VamVW655RZeST+f7HFpi7GGSluMHiptgVGUihi6zzLepni8mF9ZhXnllZhbUYmZ3nKU2GyIJmLY3tOOlp4ObOvtRHNPF6JKPOVaHOxmFHcQY0lL2M4tYztzUybvd/QxY2w7VwH8VNpifJS2GB4zxrbTf3G2Pfxccjt5Lvnf0Nux+0ufcVsl7FtbisWTSnHQFC+8DnmXa/HHFS7KPukOcJH2uS/Ek02I7EOlLbJf2uLkk0/m1R5qa2t5y6OVK1fyGqnse4DVEGPHH3zwQW5s6uzs5DXHWJV9Fn6VKyhnnSg62BuuwVOK+RXVmFdRxcfc8ko4ZSuPl+nu70Zz13b8e8NKLsK6g4GUGEqLKornIiYWEUXHipZ+rGzx4w8rtmGfGg8ObizHQY1elNp3FGZeuxVHNFTxwVB0A2t7gynrmR+f9gQRUtQ8PBOC+GJY5X0mxhis3ulIxepZ+NVrr73GLWas9NZ5553Hi9vbbDbkAhJjRBEILy/mMeFVXo35ldWYU1YFl9XKzxumge6+TqzZ+CFaOrehuasFkUQ8ZY1KWqGSwfQU30UUByyx5LPOENZ2hvHH/27HgloPljeW4cCpXnjsI39lWCURi2u8fDDYjxoWb7aysx8fdPRx605E1cb4mRDEyLC+k3V1dXx7yZIlI17DymylueKKK7grc9OmTbyKRC4gMUZMGNxWG2Z6KzGzrBKzUjPbTwsvhmHo6Optw9qurWjpbEZrdwuiijLIRUiB9QSReb+YJtZ0hLC2PYyH32/FvvUeHDm7AvtPKeWFhHf1I2hGmZuP8+c1QDdMbjlb2dmHlR19WNMTJLcmkTd+/etfo7Kykse7/+EPf+BiazisOD1rBs6yKxmsa5DP58vZmkiMEQWHRZQwtaQcM71VmFlWhVllVVx01bqHBh0zdF1DR9dWtHY2YXvnVnR0b0NcVZPxVzzGKm35Igjii4TZJ20hfNoWQplDxhGzK3DU7HJUuAd+7OwMJtz2rS7l4+v7TuNZmx93+VPirB8b+8NUUoMYE5qbm3H77bfzBEQmxlj8GOszObjeaSKR4CW5WNNw1kGIuTGZJS2XIfYkxohxC4vhqnWVot7txfTSSswqq+biq7GkAvJOGtKHw33o6mlGV882dPW0oMfXBoWXlxgIoCeXI0HsHf6Yiuc/6cJLn3Zj30keHDmnAosaPDwjczSwrM3lkyr44PcXV/BhZz93azLLWWsoRn8iIid885vf5LVQWYkLBitWz5qBs3aMg8UYK1ifFmh33303enp6kEtIjBF5o9zu4mKLjTo3a/fiRZ27lM+1rhKU2By7vL2qxuHr2Yaenq3oYQKsdxsi0dBABmMq7ovEF0HkLr7s09YQ1rSGUe6Ucfjschw2uwxlrl1nY46UEHBsYw0fDF8skSyjkSqnsaE/xF2dBLE3PPHEEzzu6+mnn84cu+OOO3iHoDfeeGNICYz/9//+H2/dyFzurBTGzJkzkUuotMUEJJ+lLdg/XIfFCpdsh1t2oIwLrrKk4HKVZUQX27dZRv+BbZoGgv52+Lq3oLdnK3p7tqC/vxM6b2zNhghdGCg1MViMGSOVmhjkpkyXlxhcYmL4bYeWqEi6Nam0BTFRSlvscC61nzluDmwPPZ9uQJ/6j61RELiV7Ii5Zdhnkpt/JuwtrGPAZ72BVJ2zZLZmtEgSAqi0RfZLW4xHyDJGZLBJclJEWZmQsme22eySbVxc8dnqGLKdPGeHi19rgyjseQwWE12xcC/CgXaEAx0IBToR8Hegv7cZiqoMczdSliNBjDdYXM0nLSF82hJCvdeOY/Ypx0EzSyFLe/654JAl/kWb/rJl8Wub+8NcnKXLabDm6ARRqJAYm4CUSg64RfvAr1pBwLTySZAEEXZutRosooaLKscQMVZmd8MpZ7+uiqbGEPW3IhJoQzTQwYVX2N+OcLATmq6nBNfQoqcUaE8QhUWnP4HH3u3Ei6t6cfjcMhw21wuPY++/dthn2uxyDx9fmZusnN4RjvEszUwrp0AE20NRcm8SBQGJsQlIiehAiWTnvx4ZBgwuqHTDQEiJoSPSz+eIOrqmwB6rA3XuctQ6mXuxjLsba9k+i/FylaHC4RniimDWLTXqgxLphRLxQYn6kIikRrQPkUA74jF/xv030Bx7cF0vgiAmCqGYjv/7uBevftqHpTNKcNSCMtR6s/sjr87NPqeGxpmquoGWYJQLs3QzdDa3BGPQqGMAMY4oGDG2b0U93j7hsiHH3n/v47ytZzxT65wHSbQPOXbhl07b4TpW8JQJsrAS5+IsrKZmvh9FSImjPxZEb6ANfcFOtPasRYcaxwZDhd3Q4DCTsxMavJKEchHwQoXTUGCVZEgSiwkbaAU0tJAqFVEliGJD0w28vzGAlRuDmDvJxUXZ7EnOnD0ec42m650NWYeRFGlbA1FsC0bRGYnz0RVJ8JkK1BJjTcGIMaN3HaqfPXvIsR3lBcHoKjkJiqWSh7UnB+B7b1PyxdEVmFoChp7g23zWEnDrCly6gmotAVNnQ8nMg2FRWwnTgGLqSOgmEoYBRdeTs2EgABGBlPACJFgtMmSLDbLFCqtk4/vIUQ9FgiAKA2aQX98awYbWKCZV2HDEPl4snuHZZSHZbGIRRUz3uvkYibCioSst0KJJgeaLKQgkVAQVFf6EyrcDCY0sbERxiTFi9JREP4YxzDIWWrc2awVXRVGGY1Bz7HQWom6aiGo6YprGB9uOayqfDcSTLklB5FYzm2yHXbbDJlshCCPXDCMIYuLT7lPwxNvdePnDPhw8vxTL5pbAacvvZ4LbaoHbuqNFbSRYVueAOEuOmMZ+rBpIaAbi+sA2n3X2uZick/sGd6emfzqz0BFWxcOEybNIieKAxBiRNVgWJct6csi2TNajZgIxPSnMYilxFudiLQI9xgo7irBarFycsdsxcUYeTIIoPoJRjQuyN1b7se80Nw6a68GU6qE/KscjTtnCR/2weLVswBqws1prxBezqDqb5ZvGHhJjRE6RBIEnD9jlgZgx9oswrGoIKyqiqpqxnvXHoknLmWyD0+qA02qDKFIwP0EUE6pmYtWmED7eFEZ9hQ1L57ixaIYbdmvxfRawBuyFXDuLGD0kxogxR5YsKJVkeOwuHjvChFgoI8x0xFS2rcOMhHmsWVqYSXtRp4ggiMKjw6fghff68O+Vfuw73YWl89yor8x+qR2CyDckxoj8wir2yzK3hlVAgGqY3GoWVBREFQUJTUNci8AXjcIiyXBY7XDYHFzQEQRRHKiagY82hvHxxqS17IC5biyY4YRVph9oxMSAvtGIcYUkivDY7HDZHDwhgImyYEJFXNWg6BoSsSj6YnHIFhlum4MLs2y0WyEIonCsZS++249X/uvHghkuLsoaaq2jblJOEOMREmPEuIV9uLJm4W6bi6ePM1EWUhTENAOKpsGnRWBE4nBarXDZHbBarfleMkEQY4Simfh4QwSrN0TgcUiY2+jAvGkOTK5lGdokzIjCgsQYUTAWs1KHAx6Hi6eCB+IJBBMKTwOPKAmeDCBIFm5Rc9lZ4D/90yaIYiEc07FqXQQfr4uixCVhTqMDc6bbUV8tF7QwMzUF6rZP8r2MgkCeugiCpXB/kNM3FlFwyJKECpcLXqebuzEDsQRPAWfWM38sBj93YzJrmR0Oq42KzBJEERGK6PhobQSr1jJhJmJqvQ1TJlkxdZINTsfYx5gZ0SCMQCd0fyeMQBcf6W090A0j2A3o2oi3ZXXHtK0fjfmaC5HK2/4L64ylKFRIjBEF7cZk8WVum53XMPPHFUQUjRdMZDFmMTUKQYzDyWLQHA6IIhWXJYhiIhQxsG5TDJ9vivPyhVXlMhdmDfVW1Nex7iDZs5oZIR+UraugbVsNracZBhNagS6YCqunSBDjUIwdeeSRuOqqq3Deeefl4+GJCYjdIqPKY0WZAQTjybYlmg4YholgLIFAXIVNluF22GFlhWUJgig6evs0+Pp0rP40BlkSUFcjo75WRmWlBVWVFrhco7ec6f3tXHypTIA1r4bu257TtRO75uWX30LI2z7k2IUXFk7TxJyJsXvvvRf33HMPWlpaUFNTg0svvRQ333wzJImsE0RuY8u8Tgc8Tie3kgVjCqKqwZvhxVgtM0XjDcxdDjscdju1ySSIIoX9WGtrV9HernGrmQABLofIhVlFhZScKyV4PEmBpnZvgdL8MZTmVVCbP+aWL347M3lbghh3Yuy2227Dfffdh8ceewwHH3ww1q5diwsvvBBtbW148MEHc/GQBDEE9tHIsixZzBjLvgzEFN78lwVhaLqO/nAM/VEFTpsVTocdEtUtI4iiJxYz0bpd40NEAtZEF2qC/0JN8N+wJzogCQCzJ0iSwLeFbIWgiRIEuxuiowSCzcX3IYowExGKGSsSsi7G/H4/br/9djzxxBM4/PDD+bFFixbhr3/9K5YsWYLvfe97Q65///33cd1112HDhg0oKyvj56+99tpsL4soYmwWCZUeFzy6wS1l4URSlBmmiXBcQTCucdely2GD1Srne7kEQeQRwUjA638LVb6X4QmthsBbdgNxU+BWMAZv7MYsYkyciQIsSe2U1FBsMKEmCFysic4SWCrqIZVPgljG5smQyuohuisgMPHl8EC0OXeeTXny0O/MtEuOGEq4pBGFTNbFGBNXqqripJNOGnJ8v/32w9SpU/Hmm28OOS7LMu6//35+ftWqVTjmmGNw6KGHYvHixdleGlHksCzMcrcTJU7wGLJgXOXB/gwW8B9XdQiSBKfdBjsrj1HAKfEEQewershaVPW9jLL+NyEZ0Yzw2iXsR51uQtWTu6pchZhrDqLOeal5DnS5jJ+zxAHZJ0AOAXKHABa6arGmZovKzfnCsMGEXUX1kh0e1m8P0593GKIQ4sK5UMm6GPP5fKisrBwxNozFjvX29g45dsABBwzZPvHEE/Huu++SGCNyhigKKHXa4XY6uGUsENNgGMlzOqthFknAH1Vht8pw2G2QqeUKQUxIJD2MKt9LqOx7GY74dh77tTs/wRRrFcIlByHChmcRNLlip9dqKhsmYhG2NzrRwGxyvR3qCGcO3I1VFgeuySsh2YMoVLIuxioqKrjg0nV9B0HW1dXFhdpgWDzZDTfcgNWrV0NRFMTjccydOzfbyyKIHWC/PD0OVnvIjnBCRzCqQNGTH5K8gXlCQyRhQBAVOOwyHDYbBCoGQxAFj6hHUeN7FrU9f4esMYvKKBFEhD2LES5ZxkVYwjGNyzeRAviJvSTrXy3Lly/nrseXXnoJp556auY4E1vbtm3jZS0ef/zxzPFrrrmGH3v++efhcDhw/vnn86rqBDF2CHDZZB7MH1F0BGMqYurAv0HdMBCKKghGNVi4tczKrWb0+UsQhYVgKKjxvYDanidgVQOjfgtHnXMRKDsW/rJjufWLxe2TACPGtRjzer248cYb8c1vfpNvs2zKdevW4aKLLsJll12GOXPmDLk+FAqhtLQUdrsd77zzDhdxw68hiLHCbrXAZpUR10yEYqwUBiuLMXBeUXXE1QQEQYXNJsNuZ4UjyVxGEOMZwdRQ1fdP1Hc/DqvqG5UI0yxl8FWcAn/ZcVDsU7j4ohIWRK7IybfITTfdxIXY17/+9Uydsa997Wv8+HDuvPNOXHnllbwG2fHHHz/EmkYQ+cJqkVDusaDEAEIJHZGYBlauLA2z3kbjKsJxHRZJgmyVuTgTWVoVQRDjA9NAhf9VTOp+FDalc1RiKm5vRHfV2VyEQbClapARE4XGxkZ0d3dDZOmvrI1SZSWam5snbtFX5n5kYyQGZ1Sy7MmmpqZcLYMg9jrY3+Owwu2wcStZKM6yLpOp7mk03UAipiIU0yGIEmxWC6w2CyR5fFjMWIq9wyLBaZFgt4g8SzQ5ksUqedYWS8PH0Dmdnu8mgTlqppW6+GvH/n2w0iksW5fNvDSCpvNad2FV471Uidziiq7DtPbfwBnfNioxFfQsQW/VVxDyHMQDStlX9agyKomC4/XXX8eyZcswnhgf3xYEUQDYrRKsNpmnsYfjGreKDU+K0g0TkfQ5QYPNZoFslXgK++6U+3dZLXDKVt7CySZb4bBYYJdl2FOzQ7akjrHrktsuNstScrawWeIzG0xU7SlMOFy0z5Q9vn0xsajaC6skjuo1TQuznc3+uIqOSBxt4Rg6IwnEWNFi4gsRjRgauh5BTd8LEMxdi14TIvrLjkZ31TmIO2aRK7II8fl8vCj9hx9+yD8nzzjjDPz2t7+FzWbDcccdx0OsvvrVr2bCqurr67kBqbq6OqvrIDFGELuJJIkodVnhcgqIJgwuvvQRvieZRSQa12DGdRiCBomJJ6sF5R4Har0lKHe7UOZkw4lypxMVfHbwwUTXeIGJi6V15flexoSCvablDisfo8UfV9AejnOB1hGOoyucQAcTamwOxaGlMoGLmZLwx5jWcTfsStcXVo8IO+ejddJ1XISRK7J4MQyDe/GY8Orr6+M1Un//+9/zKg9MiLGEw7QYe+aZZ3gcfLaFGGP8fOITRIHBjE1Ou4WXvVB0IJYwYeg2iLodVtEBWbDDLjpgE218dggO2AQrxLgIS7eIGtOBBo8Tk8odqK62QrZkq7cKMRHx2q18zK8sGVH4b/VHsckXTo6+CLb0RRBjDRiLpF5YY+cfUOV/5Qtdi5rFi7bar6PP+6WMW54oLo477rhM6a2rr74ad9xxB9+uq6vDN77xDbzyyitcjJ155pm8Q1BPTw+qqqq4MLvgggtysiYSYwSxmzhkKypLy1FZUo7q0grUlJajxluGSk8pZMmCLl8M65v8WL8lgFCYNSFm8SfpXKzkRz8LGerojKGzM4GPEOBfCqUlMqoqbKiosKKiQkZ5uQyXixICiC+G/fuZUebi44SZNRmB1hqMYbMvkhx9EWzoCUOdYBa0suB7aOz8HWxq/xdcKaK74jR01HwVhuimzMgi5pVXXsnEjDHX4yWXXMLjyILBIK+ReuCByaK6Ho+HF6L/+9//jrPPPpsXpH/yySdzsiYSYwQxAix2oNTlRWVpJSq8lagqrUBlSQWqvBUocbh2+ZrVVDj4OHxpLdq7Y9i0NYht2yPoD4xUSTsJK60XCGgIBgxs3RLj8o2F1zsdEirKrCivsKC8QoanRILLLcLhZIH39Jue2LVAm1Lq5OPo6VX8mKob+LwnjNXtAXzcFsCWvij/t1eosWHTO36LysBbqZ84O38/hJ37Ynv9txC3T0/+JCrQ50xkn1/96lfcPclqobLMStaecXAtVBZPdtddd/EM+i996UsoKdnRMp0NSIwRRY/H6UFlWS2q+KhGdVkNqrxVsEh79/ZgYmlSjZMPLAOCYRXbWiPY3hpFa3scSuKLM+riMQPtUQUdbSoExDMWNpblyaxmbrcEp1uE2y3y2ekR4HQnh8VCYo0YiiyJ2Le2hI9LljQglNCwpiOI1e1BfNIeRE9YKYiXzJ5owZzW2+FQtu/yOlUuR1vNFej3HkNxYcSIMMsYKzjP6p2ywvS/+93vUFaW7CfKOOGEE3D55ZfzoP7bb78duYLEGFE0WGUbysvqUJEaVeW1qCyrgcPmHJPHL3HLWDjXywdzIXV1J7C9NYbW1hh6etTRtqvjsF6akZCBWIjvZVyhg2FNhi0yIKebEcvJOb0vywIsg/ZFKelEFVJ3k25WzO7DKI7Qo72molaEJBWOCPbYLDi4sZwPRmcwjhXb/HivuR9bfVGMR8qD72BG5z2w6LFdXucvWY7mSd+FKXkoLozYKddffz3OPfdcLsBYK0aWTTm4/JbFYsE555yDv/71r9xlmStIjBETDqvVDk9pLUpLa+EtrUkKsPI6lLjLx5ULqa7GzseB+5dB1Qz4fCp6exT09qjw9WoIBHYsnbE7MAHFEguUePpO9uzOXCUCmjeQGhsNdVNE3hD6i2BCOSOMbQKsmW327zc52+wCXB6Bv/7M0jkWbunaEjtOX1jLR2cwgfeb+/nY7osj75g6pvQ8jPq+53YprkxBwvaay9FdcVayZt4YLpEY/zQPK/Da0NCA9957b5e3mTRpEs466yxe7iJXkBgjChJBYG65CnhK61DirUUJm0truABzOnPj088lLJOytsbGRxpVNbgo8/UkR1+vjkiIVRHN61KJLMCEciLGhjkqkcyslU6PCZcHXKC5S5hIE+EuEfksy9mXHLUlNpyxby0fHYE4VjT7sWKLH23+sRdmstaHWe13oTS6bpfXJeQabJn8I0Qdc8kaRmQFv9+Phx56CI888ghyCYkxYlwLLrvDC5urAu6SOrhK6+Dx1nMB5imtgSTJmMiwL9jaOisfaVgQaSRsIBwyEA2ZiARNLtDYiIUExNmXOwUn543u7l6Y5tCP1Ypy717fL6tdGg4YfCT/wGxOb+twuASUVUkor5JRVmXls9WWvUzculI7zlhUy8em7ghe3+DDB1sDY5KZ6Yl+htkdd8Gq+nd5Xb9nOZrrvwNDYpmSBLH3PPvsszj//PN5vbFDDjkEuYTEGJEXLBYHLK4KWJ2VsDorYHVVwM73y2F3lcPGZqeXCzJiAN6eyCPxMRK6xsSayYVaIm5CVQBVMaEmUrMCKIlBx1PHKCassIlFDcS2qWjfFoPJYggFA+4SyyBxZkdZpY0XLN5bZlW7+LjwQA3vNfnx1oY+dPgTyAV1/c9gau8jEFmQ5E4wBBmtNZejp+w0auVNZJXTTz8dsdiuYxOzBYkxYu8QRIgWB0TZBUF2ArITouyEwPYtTkj2EsjOSsiuSsgp0WV1VcIiO+iV3wmGYSKRADTNhK4zgQXoOisomxRb7Fhym82pfW3HY8nbpfbZtpHcTpcyYDUPRYcAmz1lTEsb1VLn2XVsWO30pyo02N8tFFARCsSxbbMBCAZYX+SKahtqJ7tQ1+CBt2Lv3oNumwXHz6/kY0NnBG9v6MOq5mBWOgGwshWzOu9BRfj9XV6XkGvRNOmHiDpmQySLMJEljjzySFx11VU477zzMFaQGJuAsLgJTUq6Rkwe9CugvraRCyduaeJpcsk6Vsl9ERAtEC12LqJE2cGFVVJUJWe+bXFAsDKR5YBodXERJrDbUL2rncJEVCxuIp5Iz0AivR1PWq+Y8Epktk1oipl0s5jpamMDI9m8OOmEYdtpO0fyXG6cM/T3nTgiv6czgp7OMNZ82A67U04JsxLUTCqB1brnXwdzal18hA/S8N5mP95Z34/u4J6VyWDlKuZ0/ALOROsua4eFHHOxseFWGFIJuSWJ3ebee+/FPffcg5aWFtTU1ODSSy/FzTffnKnMP9YUjBiz1yzClMuHZjy8/M+387ae8UzMNhWmMDSe6tCTT8vbeiYSkbiBUMRENMH6TiZFVnoeLLqYqGJiS1UHiahUze/hg/2iHy64CCLXxKIqtm70YevGHogCUFHjRF1DKaZMr4TLs2fmULfdguMXVPKxvj2M19f24bPWyKjjGEujH2Nux/+Dxdh1WY1+94Foqv8BTNFBQozYbW677Tbcd999eOyxx3ivybVr1/Lirm1tbXjwwQeRDwpGjAmSFY76pUOORe3teVsPMfFQNRP+iMFHIJLcDoTZMBGIJEUYc8FkrFXmjuIqbbkafIwgxjus7l1PVwg9XX6s+bAZlTUeTJ1ZhYZpVbDa9ixRZm69m4+uQAKvf9aPlU0B7mbfGdWBf2N6zwMQzV2XUekuPR7Ntddyqz69v4g9yY5kxVufeOIJHH744fzYokWLeB2xJUuW4Hvf+96Q699//33en3LDhg28Fhk7f+2116JoxdhIXHghWXuI0X/ZBKIm+lNiKz37M6KLWbuMjFVqiHswJa7IYkUUA0wu9XQF0NPVj1Xvb0R9QzmmzKhB/ZTKPXLh1JTacP4htThl/0r8Z70f73weQCQ6SHCZJqb0/QWT+5/5QnHVWnk+2isvpL6SxB7DxJWqqjjppJOGHN9vv/0wderUIQVfGbIs8xZJ7PyqVatwzDHH4NBDD8XixYuRTQpajBFEmphiwhfR4UsJrb5IUnhlRFfU4OUBBsdWDRVcZMUiiOEYhoHWbT1o3dYFq03E5Gk1mDVvCrzlJXvkwjxhv0ocs7Acq5pCeOOzfvT4IpjdfQ8qw7suusliX5trvole7wlkDSP2Cp/Px3tQjvTDgsWO9fb2Djl2wAEHDNlmVfhZw3ASY8SEh9UuCiXYMPgczszJ7XA8eS6SMPlg+wk1GfQ+3Jo1EK9FYosg9gYloWHL+hZsWb8NVbVlmLVPIyZPrdvtBA/WH/Og2aVYMtnAB4/fgj7lE+yqMIYhWNFU93343cvIOk3sNRUVFVxw6bq+gyDr6uriQm0wLJ7shhtu4I3EFUVBPB7nbZOyDVnGiJyi6CYCCQPBRHpOCqtg3ERYSR4fEFsGQkxYacOEVUpcDc8sJBciQeSHnk4fejp74HTbMXPeNMyY0wirbaA48RcR69uG9c9eBzHQhqoSmf8AY67LWGJovJgmebCh/iZEHfNy8CyIYmT58uXc9fjSSy/h1FNPzRxnYos1CmdlLR5//PHM8WuuuYYfe/7553lDcVYElhXfLloxxr7UP+kdRdM3AoJpwiIJMNL1onjMVLL2UDp+Kt2EhdeSSp1P6CZ/ndnnId9m9a5S+8njSaGkGsnz7ANUTZ1TNEA1ksdYP0QW6M62DWMg3mpooPvImYXMXUixWQRRGETDMXz6wRqsXb0WU2c0YNb8mfCW7brjQKB1FTa+8D3o8WDmmCwJKPNYUOqSEInpiMUNxMQqrJ/0UySsk+kzgcgaXq8XN954I775zW/ybZZNuW7dOl5l/7LLLsOcOXOGXB8KhVBaWgq73Y533nmHi7jh1xSVGGNC7MAnu/O9jIJgbpkEVw561WGYWBosstI1sYafIwhi4qNrOrZsaELThs2orqvC7PmzMWnK5B1cmN2f/x+aXvk5oKsjxn5JooBSpwW1U2dDP/AOhLfZsKVtHDQpJyYUN910ExdiX//61zN1xr72ta/x48O58847ceWVV/IaZMcff/wQa1o2Ecxc2NtywAddComxQhRj5p5ZxvbETTmamLEvCuAfTTbl7pa22JM6Y+Op6KurREDzhl2XGyCSSPa+nPSmZJhgf4ORe1Pyf8D8PLN6DzvHtoXB+8k5+cE/6D75Nenz6fsY/nj6Lh/fHHTO5XFh7oJ5mD57Fo/NaVnxALaveCDzXkv+G0/ddNC/8ZLJB2Dm6f8fJJuLH/cFVXy4PozVmyKIxfXU+yj9Xhr0PjeHHx/82TDsOF+DsMO55OfSoM8Hc+fn0u+39LlcwF7P3o6C+IrOO67JKyHZB6ythVZxoWAsYwRBEEThEAmF8dH7/8Xa1R+iWnsHuu/DLxQtJVOXYdbpv4JoGYg/qyiR8aUDy3DM/l6sb45yYdbSuWfV/QlivEJijCAIgsgNegzmlsfhi2/jLku73QGH3TFiBmZp43LMOu3/GyLEhnxZSQIWzHDx0etXsWpDBGs2RRFP7LyJOEEUCiTGCIIgiKwjqH2wdf8VotrD91lETCwaQSIa5cHQDocTIu+RC3inHYxZp/5yp0JsOJVeGccf5MXRB5Ria1scn2+JYfO2BFSVXHpEYUJijCAIgsgqYmwjrL1/h6DHdjjHRFk8FkUiHoPdZkf17KN2S4gNt5bNmuLgg2Vwb21NYMOWGJpamDDL0pMhJjwtLS28FdLwgq9jCYkxgiAIIjuYBqTA67AEXh+opbPTa02ExTp0R2ch9O5rmL9oKUq9Qwtu7rYwm2rngwuz7Qls2hpHSxsr1EkWMyJJY2Mjuru7IYoiSkpKcO655+KXv/xlXoUYg8QYQRAEsffoUVh8T0KKbUwmWX4BqmsGorWn8HzE5i2fo3nrWkxqmI599l2Giqr6vVoKF2aNdj6YJa63T8O2VgWt7So6OlXo2l7dPVHgvP7661i2bBk2btzIm4WzumFXXXVVXtdEpaAIgiCIvSOxHZbO/+XuydGgumYhWnsaIAxtR9O2fRP+/dIjfGzb8hkMY+9LqrBkgaoKGQcscuH0L3txxSWVOO3EUixZ5EBlpYX6pBUxs2fPxmGHHYYXX3yRxzGm+fnPf86bhjPLGavY/+mnn+Z8LWQZIwiCIPYYIbwCkv95CMbozE2aaxZitacylZSqSbYjvp42vNezHY4PX8HMOUswc/b+sDvcWfkrMatZwyQrHwxFNdHbq8HXqyeHT0fAb4zKukcUNuvXr+dV9Zn4evXVVzPH58+fjw8//BBlZWX42c9+hksuuYS3S8olVPR1AkJFX6noazahoq+jp6iKvpoJCP3/gBhdmSyiyu8w2VeW311qm88pYaM7ZyNecyrMjBAzRnj8oY/JnpEkCZjSuA/mzF+G8opJyDWaZqLPlxRnfb0G+nt1hAImDI2KvhZ60dfGxkb4fD5eiLi8vJzHjF1xxRVcgLEm4MNhx5xOJ4LBINzu7PwgGAmyjBEEQRC7h+aD4PsjRLV99DdxzUGi+vSUW3D3aoPpuoatW1Zj65aPUFk1BXPmLUfD1AUQxaFuzmxhsQiorrHwMZhYzEAkZPIR5bOBaBiIsf2wSbFoBcIrr7zCY8bSNDc3Dzn/4IMP4je/+Q1aW1u5m5vFHTIBR2KMIAiCGB/EP4PQ9ygEIzrqm2iuuUhUn7FHQmw4vT0t6O3ZCqfTg5mzD8K0GfvD5S7HWOBwiHA4gMrqkc/HY0mhpsRNqAobSM4JDN0fNrOEgsJoTDjxaW5uxne+8x289dZbWLx4MbeMMRGW686RZBkjCIIgvhhTBYIvAuFRlK0YhObcB0r1abuMEdsTotEAPl39L6xZ/U9UVk9F44wDMGXqfrClelrmA9kK2HgcuABWz1YcPKShQ7IMjLQYY1/4yTnpqTV4H1pSaWNJOBzm1rCKigqoqoqf/OQnORdiDBJjBEEQxC4xlS0Q/H8F1M7deqV01wIolUyI8XvJyavM7rWnewu6u5vw0cq/oX7SPDROX4pJkxdCkuSsPpaumYiEjZR7krkq2TYQCwt8Px5NiqlskWy8TowlCxYswJVXXol9990XLpcLN998M6zW3S9IvLtQAP8EhAL4KYA/m1AAf/EG8JvMFRl6Foi8DYEH7SdvxQP208H6qQD94QH8hntfqBVMiKXve3BQvrFbAfxDn+OwdacSC5LXDdyn1WpHw5T9UD95Ierq5kO2Okb9WhuGiWC/iv5eFX4fGzpCfgOJWDIlIVkVSsxsC8hN7Bp7Tr0dJMiyGcA/XiHLGEEQBLEDZmIdjMBfIOh9XHjtDnrJwdDKjh8moMYWRYmiafO7aNr8NkRJQFXVTNRPWoj6SfvCWzYlc52mGvD74uj3KfD3Kuj3qVyIGQYTWWnBJQHcZZgb0UUQJMYIgiCIDKYRgRF8Amb8vUxJitEjQCs7AXrJ8pTVanxYdVjx2K6u9ejqWodVHz0BizgdTusiGNpkKDF3SmylrV1McCVtfgQxVpAYIwiCIJLB44mVMEKPA/pQd8+oECRoFWfDcC3IaqD+3sI8q7rqhZ6ogKZUQVcrIZgS/Fx4dbGIM4iSFRbJAYvFmRySDTwCnyDGCBJjBEEQRY6R+Bh65B+A2rJnNiHRBq3yIhj26eNCiJmGBC1RBTXOxFc5TCMdgJ22fg3F0FUomgYlEUmeF0RIkh0yF2dJkSaKNrKXEYUvxlgRtXvuuQdbtmzhKaNHHXUUfvrTn/JquARBEMTYoyufQY/8DabalKqWvweIJdCqLgOs1Xl1SzIBpibKocXLoCllgJl2N+6Bhctktb8S0DUVQCAVpC9CFK3JIdkgiXZuUWOzJNkgCrv+OrXIrPSFANmWnK2pmZXDsMgCr/yRHkjNrCRGWeWO63/55bd3/zlNcERbCIXMmIix2267Dffeey8eeughHH300dA0DY899hjvnH7ZZZeNxRIIgiCIFLq6AWr0bzCVdQMZkHuAaamGUXkZIHvzEqjPguy1RAmUeCl0xZOK+9pjWfmFmY26oUJnzcs11jaHffmbEKUgRIsPFmsADrcOd4kFDqcFVocVDocVTqcDdocdNrsHVmtyyHJy/qLSG7quoKdn1Y7PW/oo68+v0BHBDDvZLWUyocSY3+/H7bffzsXXiSeemDnO6ng8+uij3EL2xhtvZI5feOGF2H///XkFXIIgCCJ76NoWqNEnYSgf8/29kSymtREmE2KibUwtYiwGTFPsUGIl0BRWGT0ZfC/k0IkoWnr5ECz9XHgJFh9Eie37IAhqqiwHwOxo/dHkGA3MomaVPdwVKggiH8xFmt7WtTg2bX46Z89rIlFR/v8gy7NQqORcjL3//vtQFAUnn3zyDufOOOMMfPOb30R7ezvq6+sRjUbx4osv4q677sr1sgiCIIoC01SgKe9DS7wOXfk0O3Yjxz4wyy8CuGtubCxihi5CiTuhxFwwdGYBSVvBsosghSFZOyHJnRCtHRDldghiLFWmY4T6aHuBricQ0xM7PU8tkoqHnIsx1lyzsrISFsuOD8U6oZ966ql48skn8e1vfxsvvPAClixZgkmTJuV6WQRBEBMaTVsPNfEqNPU/gBHJnmxxHQyz9MycVtUfLEZUxcJFmJpgfYaynOEoaJCsPZDk5BCtnRClcKaYbLI47fgoz0FMbHIuxliwfm9vL48TG0mQXXTRRbjlllu4GGOuzAsuuCDXSyIIgpiQGEYfEsqrUJVXoButwyrl7y0CUHIS4Dl2kGUoN+g6oMSZCJNhGNmt+yVagrDYOmGxtUOydifdjJkOAPnPBCWKk5yLseXLl0OWZbz00ks47bQdWxMce+yxuPTSS/HRRx/xgP4//elPuV4SQRDEhMEwI1C1D5FQXoamrYJg5kBQSKWA96uAbXruekyaJljyYiImQlUGtxvaOwRB59Yvi60bFlsXRAuzfGFQ6yeCKAIx5vV68eMf/5jHhtlsNh6wr+s6t4KJosizKc8991xcfPHFPNOyrKws10siCIIoWAzTD1VfnRproOtNrK5DKhYsB+LCNg8ovQSQXDmJD2MiTEloiMd0HheWFQEm6lx4yfZuSFYf3x/oY0kQRVra4qabbkJ1dTW+//3vo6mpibsumfD62c9+lnFV3n333fjJT34yFsshCIIoGHSjE4qxGgkuvj6GbmwfIrxyIsA4IgTPKRBcx0PIBK9nD0M3EI/HuRBLGvP2Mh5MMHl5CdnRC4uNZTmmBRhZv4jxz5gVfWWlLNgYCRaw7/F4cMopp4zVcghiXMOLQUoCLBJgkQRIEiBLLBVegEVM7rMQTEkEJEvyOnaOHRcHb1uShSPZNXw/ZXjgX+bD0uqSBScHH0iVzJRM7H/Y0Po9VHRyZExBS5VYSL2OpoDDv3xEsiWPxppSm1AVFpSedMmxme0r8Tii8S7E452IJ7qQUNhohaKvhm6ylj1pXZGt+K8vQPRC8l4OwToj64JGVRXE41GoipJqvr131jCLHIVs90O290MQWfwXBd0ThUfe2yEZhoFf//rX3FXJsisJYqLAdI3dJsBpE+CwAQ6ryPcdNoHPdhsy+7bUYPs22zBRlGeShSc/GXKMik6OjCTVp18hViKUuw/t7jYYhgZFCUIxuxBXuhBROxGNdCIS7eJzQmFV3lPIgCADdidgNZMlHQwDMDQTpi7AMNic3GYuvmwj2BZALP0aBNGVNWsYd0UqYcRjIZ7MJeylABMEA1ZHEFaHH5KFlYbQeVFWgihU8i7GampqUF5ejldeeSXfSyGIncK+Nlx2AaUuESVOAQ4rE1kiF1J82y5kttNiy2bduahStQQUNQZFjSLBhhJBOBCFokWhqlEoagSGrsAw2FD5l7nJtlPHTH5MgaknUtcoAK8Ozo6nhq7CMDU+p4+b5u7H/LjdDWhqepb+dYwCWZ4P0xxaN+r5F+7ds9eOtcNJtcThWIVkqStme+NZksnSD0yYGRoTbWw2oKspsbbbj2eH6D4VovPYrLkl2b/bRKIP8XgIBqtcv5ciTLKosDoisNpDg+LACGL0sBaM3d3dPGadxbEvXrwY1113HS+zVdRirKenJ99LIIoc9oXndYoodYrwugS+7U2JLrZdktqWRIG3QokmooirMSSUOBJaalZjCIeZuEpuM4GlKJGk4GICS2EiK8KPa2oUpplMpxfBAq/Tg7mgDH4MqX0ReiomKH1tcn/kayk4udjg/QtT7mwu0licV0pH6Rrrr2hwgWaktnemXUT7cljcX4EgebLiltS0KOKJXm4N5Ma7TJuiPUO2KrA64rBYY0n3OokwYi9glRuWLVvG9cezzz7LEwjvvPNOXHXVVShaMUYQucRqAcqdIspSg4msMoeIMhcTXwJKnOwLLY5IIopwPIown8MIxyPo6okgEg8hEg8jkggjGg9xC9aAGGLCKBmfImb2kyJpJIE1cG0y840gcgUTLKz5tMxVmpSxpDFhpikGNFWHphoQpMmQ3RdDlGen6mzpe2cFU3qQSPRAy1SVT5eo2LPnYLUzS5gCSWIth8gKRmSXqqoqXHHFFYjFYjzRkG2vW7cO3/rWt7BmzRpMnz4d999/Pw444AB+fUtLC66++mqsWLGCJyWyEKsTTjhhfIix8WryIya2JcspC3DbRLhlESV2YUBwOQTYZQ2ypEIU49CMGELxWEpkRdEViaKpL8L3I7EwokqM12UaEE76oJl9jSRdIUlBNUbB0wSRIySLCItFhCx7MWfJVSirORk9nWF0dwTR0xmAqu6+GFM1P+KJDiRUX6p/z54LMAZLQLE7dFjtCR4bRrFgRK5hyYPXX389PvvsM5x00kn47W9/yzUM6wrE2jZu2rQJVquVX8cSEZ977jl88MEHfJ/dpra2dnxYxsajyY8Y/7CPa49NgMcqoMQm8pmJK5tkwsqHDotoQBK1pCgSNMBMwDBVxDUVcVVBTE0gpqrY2BdDuCOKSCIG09zRMjV4Py2wRDMpuAiieBAwZdYpmL/0Gtgc5fxIeZUbcxbW8iD7/t4w2lr60Nbcg4A/XRx1R1iMIsv2jCut0I1YVrIiWcYvS1qQrXoqZo0gxoa6ujo+s97Y++67LxdgjNNPPx233XYb77HtcDigqiq3mqUL2h955JH45z//ia997Wvjy005nkx+RPasUDZJgFUUIIuARWDbgEUEZCF5TGIuEUGARTD5PneRCCYkmDzOirnlJNGAYLKMJw2mqUE3NWg6E1U6oqqCzqiKLQENqq5C5On7SaE0kusvHRvFziW30/FSZL0iiJ1RWbsE+yy9FuXVC0c8z5JNyqs8fCzcfypCgSham3vQtq0bvh4//5GjaiwbtAWK2jlIeO1dfTCLLMHusEC2CWPWdJwgBtPR0cFnVpD+tdde48Xq0zABxs6zdo7MQjb4HMsM3n///TFuY8bGg8mvmJnptaDKwSN6k9lWg+Yhx9h/qYOGCSiGCRbjqxomVDbryTmhm4hpqQKTQ1x6O24nA875PaZio9jtmGjaUWANdQGmBRZBENlCECVMbjwWs/a5EGVV83frtp5SJ+YsnIzSygi2bFqPrU2fIKpEeLxZNloVyVYZdocNFvYLjqrjE3mEWcQqKysxY8YMrlmefvrpHa559913sXDhQqxatSona7BMVJNfMbPZr6EjQpl1BFGsWGQXps0+A7Pmnwene/d+3Oq6hs6Oz9GybTXatq9BIhHneZqSRYKn1MVLaCQSGpS4zutE7hbM0m61w+5w8fi1XDccJ4hd4fP5eGjVzTffjF/84hc4+eST8aMf/QjPP/88F2WKouCtt97i+uSggw7imuWBBx7g/bQZ//3vfzF16lRMmTIF41KMjQeTH0EQRLHhctdj1tzzMG326ZDl0RfRjkR8XIB1daxHW+tnUJT4oED8oW5IURLhcNrhcIjQNB2JuMZbGu2q2gRzgVptbjgcJZAkZicnEUbkj6OPPponHTIP3ZIlS/DII4/gtNNOyxiRvv3tb3PBJcsyDjnkEC7GmGZh55jXj/XbZjGWLOTqvvvuy8qaLBPV5EcQBFEM2OxeNEw9Fo3Tv4yKqn1H1b0hkQijq3MdOjvWoqtzPYLBrlQtMBbekA7G/wJYnKhsgUW2wekClIQOJaGm3JjpS1iWfRkcjlKILE2SRBiRZ5qbm3d5nnnzmBFpJJgVjFnScoFlopr8CIIgJio2mxf1k5ZjSuPxqKtfDpE1Id0F0YgPfX1b0N29AZ0dn6G/f3uqDIWUlfgvJgBtdhvsdjt01gnAkCDCA1FwQ2RZQLyGGWVIEkROxdh4NPkRBEFMFARBQlXVvqivW466umUor5jLrU7DYRmPoWA7+vqb0NfXhP6+rejv24ZEPJwSXGnLVzLBJ9tUVE7C7HkHoqFxPv9OaN3Wgs2fr0NXZ1tOHo8gJgqWiWryIwiCKFSczhpUlM9HecU8PldVLYQss8bdSRKJICKRLj7C4U6EQu1cfPn9zdDVxCBrV9rytXflJ3YFcz9OmboAs+ctQ2XV5CHnGhqn8hHo78em9evQ3LQBGl8fQRCDoXZIBEEQeUCSbHC7Jw0ZHj43QJKsUJQAwpEO+P2b0Nr2NqIp4cUEmKrGhgbYmwNWL1bZbyyw292YNecgzJxzIBwO1tNy55SWleGA5Ydg0f5LsbVpAzZ9/imCgb4xWSdBZANmeJo7dy7icZbckn1IjBEEQWQJUSxLuQ+FpEASLKitmQXJYuciidf2M7RUjT8DqhpGKNgCn28d39YzPR1HgAfYpy1eYyO4RqKisgGz5x6GKY0LIUm79xUiW62YPW8hH53t27Hp80/Qtn0zD1MhiLGAtXB84okneNegNKxbEKtveuuttyJfkBgjCILIEobRD9McKqg6u/wF//raHR5Mnbo/ps04AOWVDVm5z9r6Bj4i4SA2r/8ETZs+5VmeBFGM5O/nVQoW2M8yLxmPPvpopkAsQRAEkT9YyYpp05fiqGOvwuln/xT7H3RG1oTYYFzuEiw64DCc9pVvYNmhJ6GiMlk0nCDGGlYRgrVkZKW5WHtH1iEokUhMLMsYMw12d3fzDJs0d99995BrLrzwQj4IgiCIsYeVqKir3weN0w5Cw5TFXJCNFczlOW3mAj4C/h5s2fQJmps+QYxnghJE7mEdJa655hocd9xx6Ovr4yW5fv/73+OGG26YWG7K119/fYiflvHOO++M5RIIgiCIQdjtJairX4j6+n1RW78P7PZdB+OPBaXeKixeeiwW7X802ls3YsumVWhr2wDTpEbixN7DxJYkDZR3icVivCYqs4ax+qjpto7f+MY38Morr0w8MfZF/OlPf+KBdS+//HK+l0IQBDExEURUVMxA/aT9+KiomDZizbLxAPOkTJ4yl494LIzmLavRtPlDBPzJlnsEsScwgTU8gJ8RCoV4v2xmOAoGg7yl44EHHoixYFyJMYIgCCLLCCK83qmoqJiFmrqFqKtbxK1hhYbd4cbcfQ7lw9e7HVs2f4BtWz+GokTyvTRigvCrX/2KuydXr17N48buv/9+PP744xNPjA03DZIFjCAIIru4PfWoqJiDiso5qKyYjbLyGbBYxi72a6zKa7CxZOmp6OrYhNbtn2L79k8QjwXzvTSigAmFQnA4HCgtLcW2bdvwu9/9DmVlZRNPjA03DTKo/RFBEMTuY7eXwe2eDI9nEkpKGpMCrGIObLb8x3yNZdB//eR5fCxddg56ureitWU1tresQjjck+/lEQXG9ddfj3PPPZcLMFbglVV3ePPNN8fksclNSRAEMQ4RRSvc7vpB1fmZ8GrIHLNY7Ple4riCxb1V18zgY8nSs9Dftx2t21ejs2MdfL7N0HUl30skxgHNI7RwHGwUeu+993ZaESJX1fcZJMYIgiCyhCA4koNVyU9V4i/xTOZCgbU4kq1uyLIbVjk1W9nwQLZ6YLOWwmZjw5saJeM2sL4QKCtv4GPholOgaQp6ezajq2sdujvXore3CYZBmZnE+GFMxdjRRx89pM7YD37wg7F8eIIgiJximrEdKvAHQ9pe3KMAUbRAECQ+i4IEYfCcGiOdFyUr738pWxy8HZPF4oBFsie3pdQ+H8ntwdewY1LqGkmSUehYLFbU1s3nAzgbmpZAT89GdHV+hp7udejvb4aqhvK9TKKIseTTNDhSNX42CIIgCIYJw1ABqNDzZMhhQi8j4gaJt7SgYxY+OWXhs8qe5Jwa8pBj7nFj6WMJDXU8s3Rh5lgk0oP+vi3o70+PJoRCbfxvQBC5htyUBEEQxE5hhVZVLcLH3iFw8ZYRaymRlnTXDhdw7FjJwLGUSzeXYs7lquJjcsNBmWOqGoXfvxX9fU0IhrYjEulENNrJ53jcR0KNyBokxgiCIIgxwISmRfmIRrv24PYCZItzRwvdCO7XoS7XYa7YlBs26YIdfH7HhAhZdqKqah8+hsMSApgo4yPaieig7UTcnxSwanIkrZvEeKCxsZEXlx9e2SHfkBgjCIIgCgAzSxa6nSHwGDsu0kR5IPaOxeSJEkRh2MzPD8TspY85HMzCVjckro95OpmFkQk4XU9ANxQYbNtI7hs6iys0YZpJl6iZco0qiRC6uz/K0fMlxhMkxgiCIAgCJnQ9zsd4IaXNiCyjKAo8Hg+6u7t5kVfGH/7wBzz77LO8R+XFF1+MLVu2ZK7/8Y9/zAvC3nPPPcgV4yOakiAIgiAIYgywWq1YuHAhXnrppcyxp556ihd8PeSQQyAIAlasWJE5x9ya559/fk7XRGKMIAiCIIii4txzz+UCjNHb24v3338fp512Gt+/4IILMj0p//vf/3L38fLly3O6HhJjBEEQBEEUFeeccw7++c9/IhqN4h//+AeOPfZYlJSU8HMXXXQR/va3v8EwDDz22GM5t4oxKGaMIAiCIIiior6+HkuWLOGuSmYhu+KKKzLn5syZw8+/9tpr/Nyrr76a8/WQGCMIgiAIoihdlffeey9WrVqF559/fsg5Zh1jjcOrq6uxzz47ljbJNuSmJAiCIAii6Dj77LPxn//8B1/60pfgcrmGnGOuyY0bN/L4sbGALGMEQRAEQRQFzYNaMzKrl6aN3DvW6/XC7XaPSbwYgyxjBEEQBEEQg2B1x5YuXYopU6ZgLCDLGEEQBEEQRAomwjo6OnaII8slJMYIgiAIgiBSfPDBB2P+WpCbkiAIgiAIIo+QGCMIgiAIgsgjJMYIgiAIgiDyCIkxgiAIgiCIPEJijCAIgiAIIo9QNuUEZLLbggp7bnS2AAOACYEPIzWSx9Mjfd3Ozomp+0jPyXNm5phgJo+NdM3ga9l28vzgx0iuDSOeG7weE4I59HFHehxhp8cHnn/6McSdvDbptQx9bcxRPs7wNbL7Gnj+w+8nF1itpTm534mIKJan/uYDeL2T8rQaotBR1Ri6uz/K9zKIMaBgxNiiShkrz63O9zIK5rWySsO/Eghiz9B1Bfsu/PqQYy+//Ba9nCNgsTRCEOQhx04+6TR6rYg9fu/19Hyyw3F6/4383itkCkaMMXGxtMaa72UQRNEhSVbU1i4dckyW2/O2HoIo5vceg95/Ew/BNM3c+DYIgiAIgiCIL4QC+AmCIAiCIPIIiTGCIAiCIIg8QmKMIAiCIAgij5AYIwiCIAiCyCMkxgiCIAiCIPIIiTGCIAiCIIg8UtRi7I477sDSpUvh8XhQXV2N008/HRs2bBhyDav8ceutt6K+vh4OhwNHHnkk1q5dmznf19eHa6+9FnPmzIHT6cSUKVNw3XXXIRAIDLmf//mf/8HBBx/Mr/F6vWP2HAmimN97zc3NuPzyyzFt2jR+HzNmzMBPfvITKIoyps+XIIrxe+/UU0/l5+x2O+rq6nDxxRejvZ1qFI5EUYuxt956C9/61rewYsUKvPLKK9A0DccffzwikUjmmrvuugu/+tWv8L//+7/44IMPUFtbi+OOOw6hUIifZ/+w2PjlL3+JNWvW4E9/+hNefvll/gUwGPbhf8455+Dqq68e8+dJEMX63lu/fj0Mw8D999/Pv0x+/etf47777sONN96Yl+dNEMX0vXfUUUfhqaee4mLvH//4B5qamnD22WeP+XMuCFjRVyJJd3c3b/r31ltv8X3DMMza2lrzF7/4ReYlisfjZmlpqXnfffft9GV76qmnTKvVaqqqusO5hx9+mN+eIIixfe+lueuuu8xp06bRy08QY/zee+6550xBEExFUei1H0ZRW8aGkza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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = dict(names=YEARS, module_level=2)\n", "alluvial.save_diagram(results, out / \"teams.zip\", **kwargs)\n", "\n", "saved = alluvial.read(out / \"teams.zip\")\n", "print([nf.name for nf in saved], \"palette\", saved[0].colors[:3])\n", "fig, ax = plt.subplots(figsize=(6, 3), layout=\"constrained\")\n", "alluvial.plot(saved, ax=ax);" ] }, { "cell_type": "markdown", "id": "7da8d61d", "metadata": {}, "source": [ "## Common mistakes\n", "\n", "`alluvial` raises or warns where a diagram would silently be wrong:\n", "\n", "- an Infomap object that has not run raises `ValueError: ... call im.run() first`,\n", "- a missing file raises `FileNotFoundError`,\n", "- `highlight` identifiers that match no node, and a `module_level` deeper than a network's module tree, give a\n", " warning." ] }, { "cell_type": "code", "execution_count": 20, "id": "6df9e5f8", "metadata": { "execution": { "iopub.execute_input": "2026-10-23T09:44:37.854165Z", "iopub.status.busy": "2026-10-23T09:44:37.853964Z", "iopub.status.idle": "2026-10-23T09:44:38.488636Z", "shell.execute_reply": "2026-10-23T09:44:38.487171Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "warning: highlight: 1 of 1 identifiers match no node in any network (e.g. 'Adaa')\n", "warning: module_level is deeper than the module tree of 'network 0' (module_level 4, deepest level 2), 'network 1' (module_level 4, deepest level 2); their deepest modules are shown\n" ] } ], "source": [ "import warnings\n", "\n", "with warnings.catch_warnings(record=True) as caught:\n", " warnings.simplefilter(\"always\")\n", " alluvial.layout(results[:2], highlight={\"typo\": [\"Adaa\"]}, identifier=\"name\")\n", " alluvial.layout(results[:2], module_level=4)\n", "for w in caught:\n", " print(\"warning:\", w.message)" ] }, { "cell_type": "markdown", "id": "8ba1cbcf", "metadata": {}, "source": [ "## Next steps\n", "\n", "- `help(alluvial.layout)` and `help(alluvial.draw)` list every option. The layout options (`height`,\n", " `module_width`, `flow_threshold`, `sort_modules_by`, ...) are the web app's.\n", "- Partitions from other methods work too: a dict `{node: module}` per network, `alluvial.partition(modules,\n", " flows)`, or a pandas DataFrame with the columns `network`, `node` and `module` (see `docs/capabilities.ipynb`,\n", " section 1.1).\n", "- The package README has more examples, including Infomap output files with longer node names." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.2" } }, "nbformat": 4, "nbformat_minor": 5 }