{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Postprocess data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anomalies\n", "\n", "In ENSO research one most often wants to work with anomaly data. Hence, data where the long time seasonality its removed. Furthermore, it is advisable for regrid all data to a common grid. Here the grid is the 2.5° x 2.5° grid from the NCAR/NCEP reananalysis.\n", "\n", "If the data was already postprocessed and saved in the postprocessed directory, it won't be computed again if the keyword argument `new=False`. The saved files have a file name following the naming convention:\n", "\n", "`variablename_dataset_postprocessing.extension`\n", "\n", "This means the unprocessed data is saved to the postprocessed directory as 'sst_ERSSTv5.nc' and the anoamaly data as\n", "'sst_ERSSTv5_anom.nc'. This naming convention makes it easy to access them later using the `ninolearn.IO.read_post.data_reader`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Create weight file: bilinear_89x180_73x144.nc\n", "Process sst from ERSSTv5\n", "--------------------------------------\n", "save sst in post directory\n", "Compute sst anomaly\n", "Compute and save sst anomaly\n", "- Read sst climatetology\n" ] } ], "source": [ "from ninolearn.IO import read_raw\n", "from ninolearn.preprocess.anomaly import postprocess\n", "from ninolearn.preprocess.regrid import to2_5x2_5\n", "\n", "# read raw data from the raw data directory\n", "sst_ERSSTv5 = read_raw.sst_ERSSTv5()\n", "\n", "# regrid the raw data to the 2.5° x 2.5° grid from the NCAR/NCEP reananalysis\n", "sst_ERSSTv5_regrid = to2_5x2_5(sst_ERSSTv5)\n", "\n", "# saves the regridded data to the postprocessed directory,\n", "# computes the anomaly and saves the anomaly as well in the postprocessed directory\n", "postprocess(sst_ERSSTv5_regrid, new=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal component analysis (PCA)\n", "\n", "Now, let's perform a PCA on the just computed SST anomalies (SSTA). Note, that the naming convention from the previous section now appears in the `pca.load_data()` method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/MEGA/Studium/UU/Master_thesis/ninolearn/ninolearn/preprocess/pca.py:156: MatplotlibDeprecationWarning: \n", "The dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use inspect.cleandoc instead.\n", " m = Basemap(projection='robin', lon_0=-180, resolution='c')\n", "/home/paul/miniconda2/envs/ninolearn/lib/python3.6/site-packages/pandas/plotting/_matplotlib/converter.py:102: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from ninolearn.preprocess.pca import pca\n", "\n", "pca_sst = pca(n_components=6)\n", "\n", "# load the data from the post directory\n", "pca_sst.load_data('sst', 'ERSSTv5', processed='anom', startyear=1949,\n", " endyear=2018, lon_min=120, lon_max=280, lat_min=-30,\n", " lat_max=30)\n", "\n", "pca_sst.compute_pca()\n", "\n", "# Quicklook on to the leading two EOFs\n", "pca_sst.plot_eof()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evolving Climate Networks (ECNs)\n", "\n", "The following cell computes the ECN time series and calculates network metrics from it for the SSTA anomaly field in the equatorial Pacific (`lon_min=120, lon_max=280, lat_min=-30, lat_max=30`) between the year 2000 and 2018 (`startyear=2000, endyear=2018`). Complex networks are computed for a time window of 12 time steps (`window_size=12`) which is shifted by one time step for the next data point.\n", "\n", "The threshold method is used in this example (also the edge density method is available). This means, connection between two nodes/grid points are established when pearson correlation greater than the threshold. \n", "\n", "The computation may take some time (5-20min). No worries, about the two warnings. They are raised just for the first computed time step for the Hamming distance metrics, because this metric needs the network from a previous time step to be computed (which does not exist for the first time step)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:Wrong input for computation of hamming distance.\n", "WARNING:Wrong input for computation of corrected hamming distance.\n" ] } ], "source": [ "from ninolearn.preprocess.network import networkMetricsSeries\n", "\n", "# settings for the computation of the network metrics time series\n", "nms = networkMetricsSeries('sst', 'ERSSTv5', processed=\"anom\",\n", " threshold=0.97, startyear=1949, endyear=2018,\n", " window_size=12, lon_min=120, lon_max=280,\n", " lat_min=-30, lat_max=30, verbose=2)\n", "# compute the time series\n", "nms.computeTimeSeries()\n", "\n", "# save the time series again with a name following the naming convention\n", "nms.save()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us read the data from the postprocessed directory" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from ninolearn.IO.read_processed import data_reader\n", "\n", "reader = data_reader(startdate='1950-02', enddate='2018-12')\n", "\n", "# network metrics\n", "network_sst = reader.read_statistic('network_metrics', variable='sst', dataset='ERSSTv5', processed=\"anom\")\n", "c2 = network_sst['fraction_clusters_size_2']\n", "H = network_sst['corrected_hamming_distance']\n", "\n", "# Oceaninc nino index\n", "oni = reader.read_csv('oni')\n", "\n", "plt.subplots()\n", "c2.plot()\n", "plt.subplots()\n", "H.plot()\n", "plt.subplots()\n", "oni.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is there a lead correlation of the `c2` or `H` onto the ONI? \n", "\n", "NOTE: Lead time is defined as the time that passed between the last observed and the first date of the target season. Hence, negative appear, e.g. if you compare the DJF season with the target season JFM, you have a lead time of -2 month (Last observed date: Feburary 28/29, First date of the target season January 1)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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X1hTy4pYXGR87nl11u1hUuOjwAzJmGoOfyzb2U6D+x+PRRrIT7wJkrR0xNEiyEyCUUjx48SSSIkO57aV1NLQE91+eQvSqj4OTtdY8uOpBXHYXT571JNMSp/HY+sdoam86dFDnIOUgrpN1oM2NR8MIb7Ija+2IocDUAcqib6Kcdh66cgpXPLmCny/K56Erp+CdmS/E0BI1rM/dWO/veZ+VZSv5+cyfExMawx3T72DBuwt4bvNz/HDyD42DIlONVZmLV8KsmwcgcPPVeUtFJEeG4nRYpWVnCFq7dm2izWZ7CsghOBo9PEC+2+2+Yfr06RXdHSDJToDJHRHLj+eM4S8fbOfUMfFcnpve+0lCBBtXAoRE+Hx4U3sTf1r9J8bFjOOysZcBMCVxCmcNP4tn85/lsrGXER8Wbxycngd7vjAWLgzCPyY6p51HhtmJdTkk2RmCbDbbU8nJyRMSEhJqLBZLwM968Xg8qrKyMqusrOwp4MLujgmGjG7IuXl2JieNiuWXbxVQWHHA7HCE8HtPbXqK8qZy7pt5H1aL9eD+26beRltHG09seOLQwRknQUMp1BV3c6XA1zntPCrMTpzLId1YQ1NOQkJCfTAkOgAWi0UnJCTUYbRUdX/MIMYj+onVovjbFVMJtVv40UvraGnvMDskIfzW3vq9PFvwLBeMuoBpSdMOe29E1AguGXsJr29/nV11u4yd6XneE4Nz3E5dl2THaNmRqedDkCVYEp1O3q+nx5xGkp0AlRwVyp8vm8yW0noefHer2eEI4bf+uPqP2C127px+Z7fv3zT5JkKsITz89cPGjsRscIQHbQX0g8mO005ceAjVMvVcDAGS7ASwOROSuO6UETz75W4+2FxudjhC+J3lJcv5tORTfjj5hyQ4uy8EHB8Wz3U517Fs7zLWV6wHqw1SpwZt2Yi6brqxpD6WMMPOnTvtc+bMGT18+PCc9PT0nOuuuy69paVFvf322xFKqekvvvhiVOexs2fPznz77bcjAPLy8sYtX77c2Zd7SbIT4O45dzzZqZHc9foGSuuazQ5HCL/R2tHKg6seZETkCK6ecPUxj70m6xriw+L537X/a/ziHzYDyvOhremY5wWiuuZ2rBaFy2El1uWg1e2hsU26wsXg8ng8fOc738m88MILa/fs2ZO/a9eu/MbGRsvtt9+eBpCUlNT+hz/8IaW/7ifJToALsVn5+3en0ub2cPvL6+mQchLCzyil5imltimlCpVS9/RwzJlKqfVKqQKl1Kf9cd/nC56nuKGYe/PuxW49du0np93JzVNuZl3FOj4q/shIdjxuKN3QH6H4ldrmdqLC7CiliHU5AKQrSwy6//73vxEhISGe22+/vQrAZrPxxBNPFL/yyivxjY2NlgkTJjRFRER0LFq0KLI/7idTz4PAqIRwfjM/h5++toGHlm3nzrPHmR2SEAAopazAo8BZQAmwWim1WGu9ucsx0cBjwDyt9V6lVOKJ3ressYx/bvonczLmcHLayT6dc1HmRbyw+QX+tvZvnD7nSexgdGUNn3Wi4fiVOm+yAxAXbiQ7VY2tZMT1qVdABIm7Xt+Qvr2soV//8ccmRzT96dLJx5zOuGnTprDJkycf1nQaGxvrSUlJaduxY0cIwP3331/6wAMPpF100UX1JxqTtOwEiUumpXHp9GE8/FGhjN8R/iQPKNRaF2mt24CXgflHHHMV8IbWei+A1rrbRcH64s9r/oxHe7hrxl0+n2Oz2Lhj2h3srt/NotLPIGZEUI7bqW9uJ9Kb7MS6QgApGSEGn9YapdRRXRHe/QDMmzfvAMB7770XfqL3M7VlRyk1D3gIsAJPaa0fPOL9q4G7vS8PAD/UWm/wvrcbaAA6ALfWOnew4vZHSil+950ctpbVc+cr63nr1lMOFvoTwkRpQNe/8EqAmUccMxawK6U+ASKAh7TWzx/vDTdWbmTp7qXcPPlm0sLT+nTumelnHiwjcUHaNJx7VhxvGH6rrrmdGKfRohPn6mzZkWRnqOqtBWagTJw4sfmtt96K6bqvurraUlZW5sjMzGxdtmwZAPfee2/p73//+xSbzXZCYzRMa9np0rx9LpAFfFcplXXEYbuAM7TWk4DfAk8e8f5srfWUoZ7odAq1W3nie9OxWRU/eGEtja3u3k8SwkdKKadS6gGl1D+9r8copS7o7bRu9h35Q8sGTAfOB84BHlBKje3m/jcqpdYopdZUVlb2eMNnC54lwhHBtdnX9hJaN8EqxZ25d1LVUsXLTgc07IO6kj5fx5917cY6OGZHkh0xyC688MKGlpYWyyOPPBIH4Ha7ufnmm9Mvu+yy/S6Xy9N53MUXX1xfV1dn3bJlywl1tZnZjdVr87bW+kutdY335Qpg2CDHGHCGxTj5+3ensbPyAHe9vkGmlIr+9AzQCnQOYikBftfLOSVA15omw4B93Rzznta6UWu9H1gOTD7yQlrrJ7XWuVrr3ISE7qeRF9cXs2zPMq4YdwVO+/H9bJycMJkJsRP4rL3KG11wdWV1TXacDishNoskO2LQWSwW3nzzzcI33ngjZvjw4TkjR47MCQkJ8Tz88MPfHHns3XffXVpeXn7sWQa93e9ETj5B3TVvH6vN+fvAu11ea+B9pdRapdSNAxBfwDp1TDx3zxvPkk1lPLm8yOxwRPAYrbX+I9AOoLVupvuWm65WA2OUUiOVUg7gSmDxEce8BZymlLIppZwY3VxbjifA5zY/h81i46rxVx3P6QedlHISG+qLaLaFQMmaE7qWP/F4NPVdkh2llLHWjszGEibIzMxs/+ijjwr37NmTX1xcnP/cc88Vh4WF6QsuuKDh448/Luw87uqrr67TWq+94IILGgBWrVq17fTTT+/TuhBmJju+NG8bByo1GyPZubvL7lO01tMwusFuUUqd3sO5PjV9B5sbTx/F+RNT+MN7W/l8x36zwxHBoU0pFYb3c6qUGo3R0tMjrbUbuBVYipHAvKq1LlBK3aSUusl7zBbgPWAjsApj/F5+X4OraanhrcK3uGDUBT0uIOirvJQ82j3trEudEFQtOwfa3Hg0B5MdgNhwKRkhgp+ZyY4vzdsopSYBTwHztdZVnfu11vu82wpgEUa32FF8afoORkop/njpJEYnhPOjl76mpCb4FkcTg+6XGElJulLqP8CHwM96O0lrvURrPVZrPVpr/Xvvvie01k90OeZPWussrXWO1vpvxxPcK9teoaWj5bjG6hxpWuI0bMrGqshY2Lce3MHR8lHXdGj15E6xrhDpxhJBz8xkp9fmbaVUBvAGsEBrvb3LfpdSKqLzOXA20Oe/BIOdK8TGPxZMx92huenfa6VgqDghWusPgIuBhcBLQK7W+hMzY+rU4m7hpa0vcfqw0xkdPfqEr+e0O5mYMJFVtEBHK5Rv6ocozddZKiKyS7Ijlc/FUGBasuNL8zbwCyAOeMy7umpn53kS8LlSagNGs/c7Wuv3BvlLCAijEsL56xVTyP+mnp8vypcBy+K4ebuKszGWfKgHsnrqPh5s/y36L9Ut1SzMXthv15yZMpOCxn00KAXFwdGV1bUuVqc4l0NadkTQM3WdHa31EmDJEfu6Nm3fANzQzXlFdDNbQ3RvblYSt80Zw8Mf7mBiWiQLTxlpdkgiMHVdoS8Uo+t4LfAtc8IxeLSH5wueJysui9yk/luFIi85jyc2PMGa2FRml6wGbur1HH/XXbITG+6gqa2D5rYOwhxWs0ITYkDJCspDxI/njGHuhCR+/fZm3t1UanY4IgBprb/d5XEWkAOYvlz3p8Wfsrt+NwuzFx5cebU/TE6YTIg1hFUxSUEzSLkz2Yl2Ht6yA0bJCCGCldTGGiIsFsXfvzuVq59awe0vryfa6WDW6Dizwzpahxuaa6C5Gpqqj9621BoFGjWABq0P3wKEREBYDITFgjO2yzbm0KMffykOYSUYCY+pni14llRXKmcNP6tfr+uwOpiaOJWVVduhdg8cqIDwEy7bZapuW3a6lIwYFiP1sURwkmRnCAlzWHl64QwufeIrbnx+Da/8YBZZqf1SUNY3He1QVwz1+7yPb45+fqCCHlYgAIsdwqKNrVKA6rKFg6sZtNZDc23P17E6IDwJIpK9jxRjG+59HTUMojPAHtbf34GAppT6O4e+qRZgCmBqWfANlRv4uuJr7p5xNzZL//84m5kyk4dKV1BlsRBXsgbGn9fv9xhMdc3t2CwKZ5fuqlgpGSGGAEl2hphop4Pnr8/jkse/5NpnVvHGD08mPbYf/5rzeIwl9qsKvY+iQ89r9xitMl2FRkFkGkSmQvJEiEgFZ9yhlpiuLTOOcN9bZDweoxWoueZQy1BzDTRVGQlVQxk0lELldti1HFrqjr6GKxFihkP0cCP5ifFuo4dDVDrYHCf+/QosXVfXcwMvaa2/MCsYgOcKniPCEcHFYy4ekOvPTDbKeK12OplXsjookp2oMPth3X2d3VjVsrCgGGSPPPJI3MMPP5yklGLChAnNb7755q6BupckO0NQanQYz12fx6WPf8k1T6/i9ZtmERce0vcLtTVBxWYoXQ+lG6FsI1RsBXfzoWNsYRA3GpJzIPs7EDPSaDnpTHBCBqhYqcViJEjOWOP+vnwtB8qgvtRoZarZYyRntXuM8RoFi0B3mbqvLEZi1pkMdd3GjDRaiIKsq0xr/ZzZMXRVXF/Mh3s/5Pqc64+7NERvJsRNINwezsrYECPZCXBdS0V0ig2X+lhD2pu3pFOxuX8/QIlZTXzn0WMWGF2zZk3on//855Svvvpqa0pKiru8vHxAR8dLsjNEjU2K4OmFM7j6qZVc/+xqXvyfk3CFHOO/Q1sT7FtnPEo3GInN/u2gvfXaQqMhZRLkXg/xmRA7GuIyjS4iSwCMg3c4IXaU8ehOh9tosarZA7V7jSSoMyEq+sRoJerabRYSBQnjvI/x3sc4I9ELsCRIKbWJ7vsEFaC9hXoH3fObn8eiLCdcGuJYbBYbuUm5rCpdBXu+Nv4fWAP3x2Z9c/tha+wARITYsFuVdGOJQbV06dLIb3/72zUpKSlugKSkpI4XXngh+p133omqrKy03XLLLZUXX3xxfX/dL3A/teKE5Y6I5dGrpvGDf6/lpn+v5V/XzsBhsxiDfWt2GTWBildBySooyz/UshGRaiQ2Ey6ElMnG86j0gPsl3idWm7cLK6P7992tUFsMtbuNrrv926ByG2x/D9a9cOg4RzjEjz2U/HRuo4f7c1LYW2XzQdehO3iz8M1+KQ3Rm7yUPD4p+YRSTwsplVuM7tYAVdvUfnCMTielFLEuKRkxZPXSAjNQtNYopQ77I2rBggW1CxYsqK2srLTecsstwwY12VFG5+4wrbUp3xAxsOZmJfHghWN49a3FLP3Ha1wQU4wqWQNN3npajnBImwan/hiG5UHadAgfOmU3fGYLMVq04jMh84j3Gqu8yc9WIwGq2AJFH8OGF7ucHwYJYw+1Ag3LhdRpA9fN1wda6z1mx3Ck6pZqIjsiuTbrxEtD9GZmijFuZ1VYKPNLVgd0slPX3M7IeNdR+6VkhBhs8+bNq7/00ksz77vvvvLk5OSO8vJya1JSUgfAfffdl3Lbbbf1azHLXpMdrbVWSr0JTO/PGwsTNe6HvSugeAXsXcll+9ZxWUg7VEJlfQbx489Gpc8wkpvECWCRhcZOiCsOXCfD8JMP399ca3QFVmwxkqDKrbD7C9j4ivG+skBiFgybcegRl2laC5BS6iTg78AEwAFYgUat9SBO6TNUt1Rzftr5ZMYcmVn2v8zoTGJDY1gZ3s78kjVGV22A6m7MDkjJCDH4cnNzW37yk5+UnnbaaeMtFovOyclpeu2113bfcsstaeeff37dqaee2q8FHX3txlqhlJqhtQ78EXpDSXsLVBdB1Q7jl+r+HfDNWmNmFBhTsFOnwayb0ekn8det0Ty8oobvtKbyxymTjS4tMXDCoiE9z3h01VQN33xtDIwuWQX5b8DaZ4z3QqMgLdfoOkzKMVoZ4jIHKyF9BKOG3WtALnANR7djDQq3x92vpSGOxaIszEjOY2XLh+iSVQRqZ63Ho6lvaT9sQcFOsS4HxVIsWAyyH/3oR1U/+tGPDhb4/t3vfpe4fPnyyLq6Ouv27dtDf/azn/Vb646vyc5s4L9jOcMAACAASURBVAdKqT1AIyYPTBRdeDzG4NjqnVC100hkOhOb2j2HBhADRA4zfjlOXQAZJ0HKFLCHAsY/6B3jNKHRO/nje9uoamzj8e9NJ/xYg5bFwHDGwpi5xgOMf+OqHd7xU6uNhPXLvx+axm8LNVqAknMgaaKxTRhvXKefaa0LlVJWrXUH8IxS6st+v4kPhkcMZ0byjEG7X15yHkt3L2VP7V5GNNcYyyIEmIZWN1rTbctOrMtBlUw9Fya7//77K+6///6Kgbi2r7/Jzh2ImwsfdbiNhKZ2j7elZqc3uSkyXh851Ts+E1KnwqQrIH6M8YjLBMfRffVdKaW4+cxMEsJDuOeNTXz3yRU8vXAGCRHHMS1d9B+L5dDMrmkLjH3uVqPrqzzfGDxevgm2/Be+fv7Qea7EwwdBd25dCcc7mLxJKeUA1iul/giUAsf+TzVAwh3h/VoaojcnpZwEGON2RnyzFjLnDtq9+0t9NxXPO8WHOzjQ6qbV3UGITbqtRfDxKdnxxwGKQUVrOFBuJDG1nVObuzzqvzl8MT6LHWJGGOvHjJ5tTJeOG21M945MO+ExHZflphMfHsLN//maS5/4kuevz2N4nCm/00RPbCFGV1ZKl8ZVrY1VqMsLDg2GrtxqjAFq7TKpISzGmP0VmXroEdH5PA0iU3q66wKMlZNvBe4A0oFLBugr9CvpEekkO5NYGdrE5cWrAzLZ6a5URKeuJSNSomTlcBF8pI9iMLUe6LKysPexf4eR5LQ1dDlQGevTRKcb4zk6pzxHpRuJTVT6gK/1MXt8Ii/+z0yuf3Y1lzz+Jc9el0dOWtSA3lOcIKUgKs14jD370H6tvatFbzVWjK7cCnUlRiK99ytjZWnfTAOWaK3rgV/3/xfgv5RS5KXMZHljBZ7iVQFZQfnYyY63ZMQBSXZEcDI12VFKzQMewpjV8ZTW+sEj3lfe988DmoCFWuuvfTnXFFob5Qiqdxnr1FQXdXm+Cxq7dkUqI5mJy4T0mUZXU+woo8Umapjxl7vJpmbE8PoPT+aaf63iin98xT8W5HLqmHizwxJ9pdShFpzR3zr6/bYmIxk6WKvsG/j1T7u70oXA35RSy4GXgaVaa3d3BwajmSkzWbxzMTsq1jHO4/HndZG6daxkJ05WURZBzrRkRyllBR4FzsKonrxaKbVYa725y2HnAmO8j5nA48BMH8/tf21Nxi+CupJDvxg6n9d59x/WQoPRLRAz0vhLO2akd/zMGIgdGRCFJkcnhPPGzSdz7dOruO7ZVfzhkklcPG2Y2WGJ/uRwGt2gh5XVODrZ0Vpfp5SyY3wurwIeU0p9oLW+YZAiNVVesjFrbqXFzbiqQmNdpABS29R7y44kOyJYmdmykwcUaq2LAJRSLwPzga4Jy3zgea21xpj+Hq2USgFG+HDuUbZt28aZZ5551H6r0iSGtJEU2kaso504h5s4RztxIe3G1tFOXIibcFvHUedWt9mobLVT2eqgvCWUfc2R7GsJ4ZvmEMpaHLR5LBgT2Aq8j8DUYQ3BMu473Pmq5oFHXyR294dYO2TF1aFGa92ulHoXo3xEGMbnbkgkO8muZEa4UljV1Mw1JasDLtk5ZsuOVD4XQc7MZCcN6LoqcwlG601vx6T5eC4ASqkbgRsBIp0OTomrJTWsjdSwVtK8j6SQNo5cUqbNo9jfaqe03U5+m5OyJhtVbhv1TXZqG+1UNTmoautMZoKftaOV5C2vUZt2EnVps2iJTCe+6D3C6mTs+lDh7Tq+EmMpik+Ap4DLzYxpsOWlnco7DftwF6/ENvVqs8Ppk7rmdmwWhdNx9GyryFA7VouSkhEiaJmZ7HQ3b/TIYoM9HePLucZOrZ8EngQYN8yuZ86qoMGiKLM72e5MpiEknHp7CA1WK41omnQHTZ42mjtaaXI34em6Ts1B7VhUB06bwml34rQ5cdldRDoiSXYlk+JKISU8hRRXCqmuVJJcSTisjm6uE5g2FNdyx6vrKQq5nGtnDeeecycQ1s0PUBG4epjWvRBjrM4PtNZD8rdiXspMXt3+GgWlq5hsdjB91Ll6cnf/thaLIsbpkG4sEbTMTHZKMKaudhoG7PPxGIcP5x5lr93GzxPiDr522W1EOhxEOMKJcESQaA8/mLyE2cIIs4Ud9tpqsdLU3kRjeyNN7qaDzxvbG2l0N1LfWs/n33xOZfPhiz4qFPFh8aSFp5ETn8OUxClMTphMsivZh2+T/5mcHs2S207jD+9t5ZkvdvPZjv385fLJTM0IvIXWhO+01ld2PldKXaC1ftvMeMzQuZDhquZ9TG5tgJAIkyPyXX1zO1HdrJ7cKU4WFhRBzMxkZzUwRik1EvgGo3n8qiOOWQzc6h2TMxOo01qXKqUqfTj3KKOiRrHkoiVEOCIId4RjswzMl9/W0UZ5YzmljaXsa9xHaWMppQdK2VO/h9e2v8a/t/wbMMYATEmYwpTEKUxJmMLY2LHYLT3/MPInoXYrv/x2NmdNSOKnr23gkse/5JbZmfzoW2OkzMTQ8BtgyCU7saGxjHOmsrK5hf/Ztw5Gnm52SD7rqS5WJ6PyuSQ7wn+sXbs29IsvvnCdd9559XFxcR0xMTHddbX4xLRkR2vtVkrdCizFmD7+tNa6QCl1k/f9J4AlGNPOCzGmnl93rHN7u2eYLYz0yPTeDjthDquD9Mj0bu/V3tHOtpptrK9Yz/rK9ayrWMd7u987GN8pqacwd/hczhh2BuEO8yte9+bkzHjeu+N0fr14M3//qJAPNpfzk7PHMXdC4qCucCsGnc//uL4uE6GUmgGsAK7QWr/eL1EOgLy0U3j1QAmte78iJMCSnc4p5t2JDXewZV99j+8LMdja2trUP/7xj8T6+nrrfffdd0JlJExdZ0drvQQjoem674kuzzVwi6/nBgK71U5OfA458Tl8j+8BUNZYxvrK9awuXc3HxR+zbO8y7BY7s1JnMTdjLrPTZxMdGm1y5D2LDLXzl8snc3Z2Ev9vyRb+5/k15KRF8uM5Y5kjSU/QUEqFAjcDpwI1Sqk7gMe11i3HOMenZSK8x/0B4w8YvzYz/Qxe2PEaG/Z+Sh53mx2Oz+qa2xmV0PNK6HEuB/sPDMmhWMIkTz/9dMyiRYuiTz/99Ia77rprP8D+/futP/3pT1Pvuuuuit27dzuuvvrq/aNHj26rra21xMbGBl7Ljjgk2ZXMPNc85o2Yx89P+jkbKjfwwZ4PWLZnGctLlmNVVmYkz+Cs4WdxzohziArxz5WMz8lOZs74RBat+4a/f1TIDZL0BJvngQbg797X3wVeAC47xjm+LDEB8CPg/4DBq+55nKYnTceKYkXtNvLcbWALjMkHvnRj1be4ae/wYLdKV7QYWB9//LFzypQpzXv37nV8+OGHkZ3Jzj/+8Y+4uro6a3Z2dmt2dnbr3r17bRkZGSe8eKn8j/YzFmVhauJUfjbjZyy9ZCkvn/8yC7MXUtpYym9X/Ja5r83lF1/8goIq/1yzx2a1cFluOh/+5Az+dOkk6pvd3PD8Gi585As+3FKO0VgnAtQ4rfX3tdYfex83Ar0tNtPT8hEHKaXSgIuAJwgA4Y5wxrtS2WC3GFXoA4DHo6lvOXayExdurNpeI+N2xCCYPXt207Rp01pWr17tOv300w+uxvvuu+9GXXjhhXWdr/sj0QFp2fFrSimy47PJjs/m9mm3s7V6K69uf5V3it5hUeEiJsVP4orxV3DOiHMIsZpfXqIruzfp+c7UNBat+4ZHPirk+8+tITs1kitnpHP+pNSDq7aKgLFOKXWS1noFgFJqJvBFL+f4skzE34C7tdYdx2r967pmVkZGhs9BD4Sc5BksaSjGs/MjLCNOMTUWXzS0uNG6+wUFO3VdWDAxMnSwQhMme+CLB9ILawqd/XnNzJjMpt+e8tvi3o5rb29n+fLlkQ6Hw3PFFVc4lVKsXbs2fPHixTv7Mx6QZCdgKKWYEDeBX876JXdOv5PFOxfz8taX+fnnP+dPq//ERWMu4vKxlzMswr9KOditFi7PTecib9Lzr8928cBbBfz6v5s5c1wiF09L41vjEwm1yzo9AFpr9jfvp7ypnPKmciqaKg4+Ol9XNVcd3kKmOjfGE4uyEB0STaIzkQRnAonORBLDDj1PCDO2x7H200zgGqXUXu/rDGCLUmqTEbqe1M05viwxkQu87E104oHzlFJurfWbR3xvDq6ZlZuba2oTYVbSVF7Z+SbFRcsYPucBM0PxSefqyZG9dGOBlIwQg+fdd9+NiIuLcy9atGg3wOuvvx65d+9ex4mMzemJJDsBKMIRwdUTruaq8VexqmwVL299mecLnufZ/GeZO3wuN066kfGx480O8zCdSc/luels3lfPonUlvLV+H8u2lBMRauP8iSlcNDWNGSNisViGxtiedk87RbVFbKvZxtbqrWyrNrb1bYfPiLEpG/HOeBKdiWRGZzIzeebBZRO0t5Gka/LToTuoaamhoqmC9RXrqWiqoN3TftT940LjSHYlH3o4Dz3vwbzj+DJ7XWJCaz2y87lS6lng7SMTHX+THZcNQEHdDoY310CYf68xdaxSEZ2kZMTQ5EsLzEBZtGhR9LnnnlvT+fqtt96Knjt37oBMCZRkJ4AppZiZMpOZKTMpayzj1W2v8tLWl/hgzwecmX4mN026iez4bLPDPEpWaiRZqVncc+4Evty5n0Vff8PiDft4eXUxadFhnDEugVMz45k1Ko6YIOnqave0s6NmBxsrN1JQVcC26m0U1hYeTEJCraGMiRnD2SPOZkz0GFJcKSS6EklyJhEbGotFHf/wOq01da11VDRXUNlUSUVTBWVNZZQ3llPWWMbuut2sKF1BY3tjb9fpc20QH5eYCDijokcRYrFT4LBz3q7PIOtCs0M6ps5kJ9qXlh2ZkSUGwY4dOxwA9957b3nnPrvdrt95553oWbNmNZ577rkH+vN+kuwEiWRXMrdNu42FOQt5ccuLvLD5Ba5850pOTTuVH0z6AVMSp5gd4lGsFsVpYxI4bUwCv2tz835BOW9vLGXx+n28uHIvSkFOahSnZMZzamY8uSNiAqa7q6yxjI2VG9m0fxMbKzeyuWozLR3GDO3Y0FgmxE5gQdYCxseOZ1zsOIZHDMdqGZivTSlFdGg00aHRjI3peTxxQ1sDZY1llDWWcTr9t35Mb0tMHLF/Yb/deADZLXbGxY5nc/PXUPRJwCQ7x1pBOdrpQCnpxhKDY8yYMW3PPPPMYa1KTz/99IC1MkmyE2QiHZHcNPkmvjfhe7y8zejeWvDuAmamzOSmSTeRm5xrdojdcjpsfGdqGt+ZmkZ7h4eNJbV8vqOKLwr389RnRTzx6U5CbBZyR8QwLSOGiWlRTE6PJslPBlKWNZbx1b6v+GrfV6ytWEtFk7H+lcPiYELcBC4bdxmT4icxKWESKa4Uv5yGH+GIIMIRwZiYMWaHEhCy4rJZvL8AT9FHfj+t1ZduLKu3PpZ0Y4lgJMlOkAp3hHPDxBu4avxVvLb9NZ7Jf4brll5HblIuN0+5+WCNH39kt1qYPjyW6cNjuX3uGBpb3azaVc3nhfv5cmcVj32ykw6PMUYlMSKEScOimTQsionDopiUFnVwCu1AamxvZHXZaiPBKf2KXXW7AIgPi2dG8gwmJ0xmcsJkxsWMw24NjBIgom+y47N5eZuH3Q37GFWzB2KGmx1Sj3xJdkBKRojgJclOkHPanVybfS1XjLuC17e/zr/y/8X1S68nLzmPm6fczPSk6WaH2CtXiI3Z4xOZPT4RgOa2DjaX1rOxpJZNJXVsKKnlw63ldI7RTYwIYWxShPcRzpikCMYkhRMZevxJh9aawtpCPin+hM+/+ZyNlRtxazeh1lCmJ0/nkjGXMCt1FmOix/hlq43ofwcHKTscjCr6GKYvNDegY6hrbsduVYT10g0c65KWHRGcJNkZIkJtoXwv63tcOvZSXtv+Gv/a9C8WvreQmSkzuWXKLUxNnGp2iD4Lc1iZPjyG6cMPzYBpaGmnYF89m0rq2FrWwI6KBl5atZfm9o6Dx6REhTI2KYLRCeGMTnQxKj6c0QkuEiJCuk1Q3B436yrW8XHxx3xS/AnFDUZ38oTYCVybfS2zUmcxNXHq8UzhFkFgZNRIwmyhbI6I4ds7/T3ZaSMqzN5rIh7ncrCjol/HhQr/5PF4PMpisQTNKq8ej0cBPU5Zl2RniAm1hbIgawGXjr2UV7e9ytP5T3PNu9cwK2UWN0+52S8HMvsiItTOSaPiOGlU3MF9Ho+mpKaZ7eUNbK9oYEf5AbaVNbByVxUt7Yc+ExEhNkYluBiVEE56rJW2kC3sbVnNxqoV1LXVYrfYmZkyk4XZCzkz/UwSnYlmfInCz9gsNsbHTmCz3gm7PgWPByz+OXqnrrn9mGvsdIp1OaiS2VhDQX5lZWVWQkJCXTAkPB6PR1VWVkYB+T0dI8nOEBVmC+Pa7Gu5bOxlvLrtVZ4peIYF7y5gVsosvj/x++Ql5wV8d4zFosiIc5IR52RuVtLB/R6PprS+haLKAxRVNrKjopaNVav5pPpz2ps2oSzt6I4w3AfGE9o2iWFhUwmxx/KNdvF5YxvD46pJj3ESHx4yZNYEEt3Lisvijf35dDTXYC3bAKn+2ULaW12sTnEuB7XN7XR4NFb5vx203G73DWVlZU+VlZXlEBxlozxAvtvtvqGnA0xJdpRSscArwAhgN3C51rrmiGPSMQoPJmN8IU9qrR/yvvcr4H+ASu/h93mnt4o+ctqdLMxZyOXjLueVba/w/ObnueH9G8iJy+H7E7/P7PTZAzYl2iwWiyI1KpTKtm2UVL3D8pal1NhqiHRGMifjQiZGnYFTZ1JS3cbuqib2VDWyencNb23YR9eFi0NsFtJiwkiPcZIea2yHeZ+nRIURH+4I+IRRHFt2XDb/8bSzy24nc+fHfp3sxPswcD/W5UBrqGlq8+l4EZimT59eAfj3egn9zKyWnXuAD7XWDyql7vG+vvuIY9zAT7TWXyulIoC1SqkPtNad1ZL/qrX+8yDGHNScdifX5VzHVROuYvHOxTyT/wx3fHIHIyJHcF3OdVww6oKgGJtSVFvEO7veYUnREkoOlBBiDeHM9DM5f+T5nJp26jFnTrW6Oyiubqa4uonimiaKq5soqWmmuKaJ9cW1B2e8dHLYLKRGhZISFUZqdBip0aGkRoeREhVKclQoyZGhPo2jGGxNbf1Sd29IODhIOWEkmUUfw2l3mhxR9+qa28lMCO/1uM6ZjNWNkuyI4GJWsjMfONP7/DngE45IdrTWpUCp93mDUmoLRrXkzYgBE2IN4bKxl3Fx5sV8sPcDnt70NL/88pc8uu7Rg2N9wh29/9D0J7vqdvH+7vdZumcpO2p2YFEW8pLz+MHkHzA3Y67PX0+IzUpmYjiZid0fX9/STkl1MyU1TZTWtbCvtpl93u2XO/dTXt+CRx95TQvJUaEkRRrJT3JUKIkRIcSFO4hxOoh1Hdo6HdZ+S4zqmtrZXdXI7qpG9lY1HWzB2lPdRGWDjNnw1fDI4ThtTjY7k5i/9StoawJHv9ZU7Bd1Tb53YwFUHWiDpF4OFiKAmJXsJHmTGbTWpUqpY474VEqNAKYCK7vsvlUpdQ2wBqMFqKabU8VxslqszBsxj3OGn8NXpV/x9Kan+cvav/DYhsf4Vsa3uGDUBZyUctLBGk3+Zk/9HpbuXsrS3UvZXrMdgGmJ07gn7x7OHn42Cc6Efr9nZKidrFQ7WamR3b7v7vBQ3tBKaW0zZfUtlNW1UF7fQll9K2V1zawrrqG8oJU2d/cTChw2C7FOB9FOO6F2KyE2Cw6bhRBb1+cW7FYLre4OGts6aGp1G9s2N02tHTS2uTnQYuzrKjkylOFxTr41LpGMOCe3/qHfvz1ByWqxMj52PAXN1dDRBnu/gsw5Zod1GI9H09Dq9inZiQ2XYqAiOA3Ybyql1DKM8TZH+nkfrxMO/B/wY611Z4Gwx4HfAtq7/QtwfQ/n3wjcCJCRkdGXWwuMUgMnp57Myaknk78/n//b8X8s3b2Ud4reITY0lnNHnsv5I88nJz7H1O6Y9o52CqoKWFm6kmV7l7G1eisAUxKmcPeMu5k7fO6xClwOCpvVQlp0GGnRYT0eo7Wmrrmd6sY2apraqG5sp6axjeqmNmPb2EZNUzut7g5a3R4aWtzsd7fR5n3d5vbQ1uEh1GbFGWLF5bDhdFhJigjFGW/D5bDidNhIjQ4lI9bJiHgXGbHOo8pw3DrQ34wgkh2fzavbXsVtdWAr+tjvkp2GFjdaH7vieadDlc+ldU8ElwFLdrTWc3t6TylVrpRK8bbqpAAVPRxnx0h0/qO1fqPLtcu7HPNP4O1jxPEk8CRAbm5uwE+xM1NOfA458Tncm3cvn33zGe8UvcNr217jP1v+w/DI4Zw/8nzOGn4WI6JGDHiLT1tHG/n781ldtpo15WvYULmBZnczAJMSJnFX7l2cPeJs0xOcvlJKEe10EO0M/PFRQ0V2XDatHa3sTJ/KuJ2fmB3OUXxdPRkgximVz0VwMqsPYjFwLfCgd/vWkQcoo5ngX8AWrfX/HvFeSmc3GHARx5hbL/qfw+pgTsYc5mTMob6tnmV7lvFO0Ts8vuFxHtvwGHaLnZFRIxkdNZrR0aPJjM5kdPRo0iPS+zyzq8XdQnlT+cEClcUNxayrWMeGyg20dhh/fY6NGctFmReRm5zL9KTpxIbGDsSXLUS3Ogcpb04YybjVL8OBCgj3n7WYapuNxMWXZMdutRAVZpduLBF0zEp2HgReVUp9H9gLXAaglEoFntJanwecAiwANiml1nvP65xi/kel1BSMbqzdwA8GOX7hFemI5OIxF3PxmIspayxjZelKdtbupLC2kA2VG3h397sHj3VYHKRHpBNmC8NhdRBiDSHEFmJsrSE4rA4sWKhorqC80UhwaloPH4qlUIyLHcdlYy8zkpvE6USHRg/2ly3EQRmRGbjsLgpCQ7kIoOhTmHSZ2WEd1JeWHTAGKUvLjgg2piQ7Wusq4KiOba31PuA87/PPgW4HgWitFwxogOK4JLuSmZ85/7B9Te1NFNUVUVhbyM7anZQ0lNDS0UJbRxtN7iZqWmto7WilraON1o5WOjwdxDvjSXYmkxOfQ7Ir2Xg4jW2SK4kQq0yJFf7DoixkxWWxubkCQqOh6BP/THacviU7sS4H1Qck2RHBxT+n0oig4bQ7D471ESJYZcdl8+KWF2kfeTr2oo9Ba/CT9ZP62rIT63Kwu6pxIEMSg6Wp2uwI/EYwLBMthBCmyo7Lps3Txs7UbKj/BvbvMDukgzqTnegw3wa9x4U7ZMxOsPjqUbMj8BuS7AghxAnKissCoCA8xthR9LGJ0Ryurrkdh9VCqN23H/exLgc1Te14jlwBUwSWpmpY+Q+zo/AbkuwIIcQJSo9IJ8IeQUFLOcSMgJ3+k+zUeyue+7oOVqwrhA6PPqr8iQgwK5+Atgazo/AbkuwIIcQJUkqRFZ9FQVUBjJoNuz+HDv9IFoyK574PzzxYMkK6sgJXcy2seALGX2B2JH5Dkh0hhOgH2XHZbK/ZTtvI04y/qL9Za3ZIANT6WBerU5yUjAh8q56E1jo442dmR+I3JNkRQoh+kBWXhdvjZkdMGqD8pivLaNnxPdmRkhEBrqXeGJg89lxImWx2NH5Dkh0hhOgHnSspFxzYC2nTYOvbxhR0k/U12YlzGetYSTdWgFr9T2iphTPuMjsSvyLJjhBC9IO08DSiQqLYXLUZcr8P5fmw/T2zw+pzshPjMo6VhQUDUOsB+PIRyDwL0qabHY1fkWRHCDGglFLzlFLblFKFSql7unn/aqXURu/jS6VUQLa9K6XIjss2BilPusKYlfXJg6a27nR4NA0t7j4lOyE2KxEhNmnZCURr/gXN1XDG3WZH4nck2RFCDBillBV4FDgXyAK+q5TKOuKwXcAZWutJwG+BJwc3yv6THZdNYU0hrXTAaT+F0vWw433T4mloMWaERfYh2QGIlYUFA09bE3zxMIz+FqTPMDsavyPJjhBiIOUBhVrrIq11G/AycFgBNa31l1rrzoqvK4Bhgxxjv8mKy8Kt3Wyv3g6Tr4ToDPj0D6a17hxcPdnp2+rJnWJdkuwEnLXPQNN+adXpgSQ7QoiBlAYUd3ld4t3Xk+8D73b3hlLqRqXUGqXUmsrKyn4Msf8cHKRcVQBWO5z2E2MKeuGHpsTT17pYneJcDvYfkNlYAaO9Gb54CEaeDhknmR2NX5JkRwgxkLpbtrfbZg6l1GyMZKfbP0211k9qrXO11rkJCQn9GGL/SXYlExsaayQ7AJOvgqh0+NScsTvHm+xIy06A+fp5OFAurTrHYEqyo5SKVUp9oJTa4d3G9HDcbqXUJqXUeqXUmr6eL4QwXQmQ3uX1MGDfkQcppSYBTwHztdZVgxRbv1NKkRWXZczIArA54LQ7oWQ17Pxo0OOpbTreZCeEmqY2tB9MnRe9aG+Bz/8Kw0+BEaeaHY3fMqtl5x7gQ631GOBD7+uezNZaT9Fa5x7n+UII86wGxiilRiqlHMCVwOKuByilMoA3gAVa6+0mxNivsuKy2Fm7k2Z3s7FjytUQOcyUsTsn0o3V3qGpb3EPRFiiP63/NzSUymrJvTAr2ZkPPOd9/hzwnUE+XwgxCLTWbuBWYCmwBXhVa12glLpJKXWT97BfAHHAY0e24gai7LhsOnQH26q3GTtsIXDqj6F4Jez6dFBjOZFuLJCSEX7P3Qaf/RXSZ8LIM8yOxq+Zlewkaa1LAbzbxB6O08D7Sqm1Sqkbj+N8IYTJtNZLtNZjtdajtda/9+57Qmv9hPf5DVrrGG8L7pGtuAHnsEHKnaZdAxGp8Mngtu7UN7fjsFoItfftR31suJSMCAjr/wP1JUarjo9V7Ycq30vh9pFSahmQ3M1bP+/DZU7RWu9TSiUCHyiltmqtl/cxjhuBGwEyMjL6cqoQQvRZojOR+LD4JAIvHQAAEjVJREFUQ+N2wNu6cwe8exfs/syYNTMI6prbiQyzo/r4izC+s2SErKLsv9qb4dM/wrAZMHqO2dH4vQFr2dFaz9Va53TzeAsoV0qlAHi3FT1cY593WwEswlizA1/P957r9zM4hBDBQynF5ITJrNi3gg5Px6E3pl0D4clG684gMUpF9P1v2lipfO7/Vj0JDftg7q+kVccHZnVjLQau9T6/FnjryAOUUi6lVETnc+BsIN/X84UQwiznjzqfiuYKvir96tBOe6gxdmfP57D780GJo665vc8LCoIxQNmiYHdV0wBEJU5Ycy189r9GDSyZgeUTs5KdB4GzlFI7gLO8r1FKpSqllniPSQI+V0ptAFYB72it3zvW+UII4Q/OGHYGUSFRvFV4xN9h0xdCeJIxM2sQ9LUIaKdQu5WTR8ezZFOpTD/3R18+bFQ2n/MLsyMJGKYkO1rrKq31HK31GO+22rt/n9b6PO/zIq31ZO8ju3Ng47HOF0IIf+CwOjh/5Pl8tPcj6lrrDr1hD4NTboddy2HPVz1foJ8cb7IDcOGUVPZWN7GhpK73g8XgaSiDFY9DzqWQMsnsaAKGrKAshBADYH7mfNo8bby3673D35h+HbgS4OPfD/jMrLqm4092zslOxmG18Nb6b/o5KnFClv8JOtpg9n1mRxJQJNkRQogBMCF2AmNjxvJm4ZuHv+Fwwpn3GLOyVv1zwO7f4dE0tLr7XPG8U1SYnTPHJfD2xlI6PNKV5Reqi2DtszDtWogbbXY0AUWSHSGEGABKKeaPnk9+VT6FNYWHv5n7fRhzNrx/P5QXdH+BE1R/nAsKdjV/ShqVDa2sLArYCh7B5aPfg9UhqyUfB0l2hBBigFww+oL/v707j66yvvM4/v7kJpAYMSGACLggiwsgRqFqBRmq1gpSA+PgoNaxc5ziWsfTdno8TA8uM86orXWqtqBSBEerZVQEBRdAOaiMRUUKYVO2qUFkL6CSmOU7fzxP4Bqy57m5Nzff1zn33Pss93m+eXJ/yff+nt9CpjKZs7FGQ2UJin4H2Xnwwj8FY6ZErLmjJ8e76PRjye0QY86KI6Yzc61t20oofh7Ouwk61TaEnauPJzvOOZcgBdkFjDh+BC9vfJnyqvJvbjy6G4ydAjvWwII7Iz93FMlOdlaMSwYex6vF2yirqGz4DS5xFt0D2flw/m3JjqRN8mTHOecSqKhfEbtLd7N069IjN/a/GM67GZY9Bh+/Hul5o0h2IOiVtb+0giUf74oiLNccW96BDQvggp9ATn6yo2mTPNlxzrkEuuD4CyjILjiyoXK1i+6E7oPgpZvhwPbIzlud7OQf1bJkZ3i/rnQ+Kst7ZSWLGSy8Gzr1gHMmNry/q5UnO845l0BZGVlc1ucyFpcsZm/p3lp2yIYrfg9ffwEv3QRVVZGcN6qanaxYBqPP6MHCtdv5sqwiitBcU6x/FUqWBT34snKSHU2b5cmOc84lWFHfIiqqKpi/eX7tOxx7GnzvXti4CP40NZJzRpXsQNArq7S8ioVro6t5co1QVRm01enSDwp/kOxo2jRPdpxzLsFOLTiV0wtOr/tWFgTd0U8dDQvvDHretNC+g+V0yMwgOyvW4mMNPakzPfKyvVdWa/voadi5Fi78BcSaPqGrO8yTHeecawVj+41l3Z51rNuzrvYdJLj8UcgpCLqjf92ySThbMnpyTRkZ4vIze7Lk453s9ZnQW8fal2HeT+HEb8OAscmOps3zZMc551rB6JNHk5WRdeTkoPFyu8C4KbBrPbx2R4umk2jJvFi1+f6ZPamoMl4t/jyyY7o6FL8As66DnoVw9R+DRNi1iCc7zjnXCvKz8xl5wkjmbZpHeWV53Tv2vTCYLHT5THh2AnzZvC7fUSc7A3seQ59uud4rK9H+/FxQs3fCuXDt7GDgSddinuw451wrGdtvLHvL9rKkZEn9O158N4x6ADa+CVOGwabFTT5X1MmOJIrO7MWyLXv4fF9pZMd1cZY/BbNvhN7D4QfPQ8dOyY4obSQl2ZFUIGmBpE/C58617HOqpBVxj/2Sbg+33SVpa9y20a3/UzjnXNOc3/N8uuV046WN9TRUhuC2xbk3wI/ehOxj4KmxwVgr9dUI1RB1sgPBAINm8MpKb6gcuWVPwNwfQ7+L4OpZ0CE32RGllWTV7NwBLDKz/sCicPkbzGy9mRWaWSEwBPgKmB23y0PV282sjv6czjmXOjIzMhnTdwxvl7zNroONuD113BkwcTGcfS2882uYfins2dyoc+1PQLJzctdczuiV572yova/v4X5Pwt64034g4+nkwDJSnaKgJnh65lAQ03NLwI2mtn/JTQq55xLsLF9x1JplczbNK9xb+iQC5c/AuNnwK5PYOoFsOr5et9SWWUcKKuIPNkBKCrsyaqt+9i868vIj90uvf0gvD4JBhTBlU9BZsdkR5SWkpXsdDezbQDh87EN7D8BeLbGulslrZQ0vbbbYNUkTZT0gaQPdu7c2bKonXOuhfrk92Fw18HMWD2D2Z/Mrr+xcryB4+Cmd6D7AHjhenhxInxeXOuu+yMcULCmMYN7IsFcr91pmc9XBbetFt0DZ4yHK6ZDLPrflwskLNmRtFBScS2PoiYepwNwOfA/caunAH2BQmAb8GBd7zezx81sqJkN7datWzN+EudcS0i6VNJ6SRskHXHLWoGHw+0rJZ2djDhb06RzJ9E1pyuTl05m1IujeHrN03xV3ohxdfJPhB/OhxE/D7onTx0WNGBe+ggcONwl/K8JTHaOy8vmnN4FzPnzVqwFXePbpQPbg9/VlGEwdTiseBbOuQHGPeaDBiZYwq6umV1c1zZJ2yX1MLNtknoAO+o51ChguZkdGqc8/rWkJ4BXoojZORctSTHgt8B3gRLgfUlzzWxN3G6jgP7h41yCLzPntnasrWlg14HMGjOLdz97l2mrpnH/+/fz+MrHueb0a5hw2gTyOtbT3TiWCRf+a9CAufhFWPkcvPELWDAZ+ozk64FXsrpqKJCYZAeC6SMmzV7F6s/2M6iXd42uV3kprJ8XdCnfsAisEnoNgdG/goF/G4yt5BIuWankXOA64L7wuZ5RtriKGrewqhOlcHEcUHtdrnMu2c4BNpjZJgBJzxG02YtPdoqApyyoJnhPUn6NMp6WJDG813CG9xrORzs+YtqqaTy64lGeXP0kV55yJeNPGc/RHY4mMyOTmGJkZWSRmZGJwgHmKrIL2HLyVazLGcPOzcV02zyHIZveoMfGN/mOdeThrLMp/Phs2NsdsvMhpzPk5B9+nZ0X3DZRDJQBGbFGD143atBxTJ5TzNVPvMdJXXI5vnMOvfJzgufOR4XPORyTnQa3ZaqqoKoifJQH81VVlh9attL9VHy1O3gc3BM8SvdScfCvVBzcTVnJB5SVf0lpblfKhvw9pb3Ppyy3K6UVpZR9uoBKq6z39DHF6BjrSHZmNh1iHciOHX7umNmRDhkdyMzIPPQ5iWXEiCl2aNkFkpXs3AfMknQ98BdgPICknsA0MxsdLh9F8I3whhrvf0BSIWDAllq2O+dSQy/g07jlEo6staltn14Et6hrtfqz/Qyc/FpUMaaI70OHIXyR/xbTi2fw5Oona93LTGAxICP4CxjKyBMZnfOIcQwxKlBVCez9FGqZaD0KXfoHzzuAHeWwfCfQxppFNnQTzo54FqZvrq9sKEE8thMQjpez+53g4VpdUpIdM9tN0MOq5vrPgNFxy18BR9Txmdm1zTnvhx9+uEtSInt0dQWaN9xp60n1GFM9PmgfMZ4UURy1/Seo+T+mMfsgaSIwMVz8Ys2/jVrfwtgakuq/51SPDzzGKKRKWW7T2lWLKDNLaAtlSR+Y2dBEnqOlUj3GVI8PPMYmKgFOiFs+HqjZjacx+2BmjwOPRx1gXVLoGtYq1eMDjzEKqR5fW+HTRTjnEul9oL+kk8OelRMI2uzFmwv8Q9gr6zxgX7q313HOta52VbPjnGtdZlYh6VbgdSAGTDez1ZJuDLdPBeYT3L7eQDBS+j8mK17nXHryZCdarVbF3gKpHmOqxwceY5OE07nMr7FuatxrA25p7bgaIWWuYR1SPT7wGKOQ6vG1CfJBoZxzzjmXzrzNjnPOOefSmic7EWloSPxUIGmLpFWSVkj6IAXimS5ph6TiuHUFkhZI+iR8rnPesyTGeJekreF1XCFpdH3HSHB8J0h6S9JaSasl/XO4PqWuY1viZbl5Ur08e1lu3zzZiUDckPijgAHAVZIGJDeqOn3HzApTpCvjDODSGuvuABaZWX9gUbicTDM4MkaAh8LrWBi2SUmWCuCnZnY6cB5wS/jZS7Xr2CZ4WW6RGaR2eZ6Bl+V2y5OdaBwaEt/Mvgaqh8R39TCzJcCeGquLgJnh65nA2FYNqoY6YkwZZrbNzJaHrw8AawlGH06p69iGeFluplQvz16W2zdPdqJR13D3qcaANyR9GI5Gm4q6V4+xEj4fm+R46nJrOEP39FSpVpbUGzgL+BNt5zqmGi/L0WoLn0Mvy+2AJzvRaNRw9ylgmJmdTVBFf4ukEckOqI2aAvQFCgnmb3owueGApKOBF4DbzWx/suNpw7wsty9eltsJT3ai0ajh7pMtnHsMM9sBzCaosk812yX1gGB2e4J5BlOKmW03s0ozqwKeIMnXUVIWwR/HZ8zsxXB1yl/HFOVlOVop/Tn0stx+eLITjcYMiZ9UknIldap+DVwCFNf/rqSYC1wXvr4OmJPEWGpV/YcnNI4kXkdJAn4PrDWzX8dtSvnrmKK8LEcrpT+HXpbbDx9UMCJhl8X/4vCQ+PcmOaRvkNSH4BsgBCNn/yHZMUp6FhhJMKvvduBO4CVgFnAi8BdgvJklrVFhHTGOJKj2NmALcEOy5nKSNBx4G1gFVIWrJxHc60+Z69iWeFlunlQvz16W2zdPdpxzzjmX1vw2lnPOOefSmic7zjnnnEtrnuw455xzLq15suOcc865tObJjnPOOefSmic7zjnnnEtrnuykCUlfJOCYiyUNrbFutqQVkjZI2he+XiHpfEnTop4hWlJvSQclrYhbZ5L+O245U9JOSa808xz5km6OWx5Z17EkPSNpj6S/a865nGsML89enl20MpMdgGtbzGwcBH9AgJ+Z2Zi4zUsTdNqNZlYYt/wlMEhSjpkdBL4LbG3B8fOBm4HfNbSjmV0jaUYLzuVcyvDy7OW5vfCanTQmqZukFyS9Hz6GhevPkbRU0kfh86nh+hxJz4UzAP8RyGni+Q59c5T0haT7w1mZF4bnXCxpk6TLw31ikn4ZxrZS0g1NON2rwGXh66uAZ+PiKJD0UnjM9yQNDtffpWBm4+o4bgvfch/QN/xG+8tw3dGSnpe0Lvz2V9sEkc61Gi/PXp5d83myk95+AzxkZt8CrgCmhevXASPM7CxgMvAf4fqbgK/MbDBwLzCkBefOBRab2RDgAPDvBN/YxgH3hPtcD+wL4/sW8CNJJzfy+M8BEyRlA4MJhlSvdjfwUfhzTAKeitt2GvA9ggn/7lQw8d4dhN82zexfwv3OAm4HBgB9gGGN/smdSwwvz16eXTP5baz0djEwIO5LzDEKJhDMA2ZK6k8wJ0xWuH0E8DCAma2UtLIF5/4aeC18vQooM7NySauA3uH6S4DBcffL84D+wOaGDh7G15vgW+D8GpuHE/wzwMzelNRFUl64bZ6ZlQFlknYA3es4xTIzKwEI2xf0Bt5pKC7nEsjLs5dn10ye7KS3DODb4X3wQyQ9ArxlZuPCPzCL4zZHNVlauR2eeK0KKAMwsypJ1Z87AT82s9ebeY65wK8IJvPrEre+tirq6ljK4tZVUncZaOx+zrUWL8+HeXl2TeK3sdLbG8Ct1QuSqhsF5nG4AeAP4/ZfAlwT7juIoDo5kV4HbgqrnpF0iqTcJrx/OnCPma2qsT7+5xgJ7DKz/fUc5wDQqQnndS4ZvDx7eXbN5MlO+jhKUknc4yfAbcDQsGHfGuDGcN8HgP+U9C4QizvGFIKGfCuBnwPLEhzzNGANsFxSMfAYTfjGZWYlZvabWjbdRfhzEzRWvK6B4+wG3pVUHNeg0blk8vJ82F14eXYtpMM1k86lnrBa/hUzG5TkUA5R0FX1FTN7PtmxONeWeHl2yeI1Oy7VVQJ5ihuELJkkPQP8DVCa7Fica4O8PLuk8Jod55xzzqU1r9lxzjnnXFrzZMc555xzac2THeecc86lNU92nHPOOZfWPNlxzjnnXFr7f08E30i4VPmUAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from ninolearn.utils import pearson_lag\n", "import numpy as np\n", "\n", "max_lag = 25 # month\n", "lead_time_arr = np.arange(-3, max_lag-2)\n", "\n", "r_oni, p_oni = pearson_lag(oni, oni, max_lags=max_lag)\n", "r_c2, p_c2 = pearson_lag(oni, c2, max_lags=max_lag)\n", "r_H, p_H = pearson_lag(oni, H, max_lags=max_lag)\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(8,3))\n", "axs[0].plot(lead_time_arr, r_oni)\n", "axs[0].plot(lead_time_arr,r_c2)\n", "axs[0].plot(lead_time_arr,r_H)\n", "\n", "axs[0].set_xlim(-3, max_lag-3)\n", "axs[0].set_ylim(-0.8, 1)\n", "axs[0].hlines(0,-4, max_lag)\n", "axs[0].set_ylabel('r')\n", "axs[0].set_xlabel('Lead Time [Month]')\n", "\n", "axs[1].plot(lead_time_arr,p_oni, label=r'ONI')\n", "axs[1].plot(lead_time_arr,p_c2, label=r'c$_2$')\n", "axs[1].plot(lead_time_arr,p_H, label=r'$\\mathcal{H}^*$')\n", "\n", "axs[1].set_xlim(-3, max_lag-3)\n", "axs[1].set_ylim(0, 1.)\n", "axs[1].set_ylabel('p-value')\n", "axs[1].set_xlabel('Lead Time [Month]')\n", "\n", "axs[1].legend(loc='center left', bbox_to_anchor=(1, 0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not really!" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }