From ec46452479ea21a1603fd01a1f08723ed5c1b8ad Mon Sep 17 00:00:00 2001 From: Martin Vonk Date: Thu, 14 Mar 2024 00:35:46 +0100 Subject: [PATCH] fix tests --- doc/examples/example02_distributions.ipynb | 687 +++++++++--------- .../example04_package_comparison.ipynb | 4 +- src/spei/__init__.py | 2 +- src/spei/dist.py | 4 +- src/spei/si.py | 14 +- src/spei/utils.py | 8 +- 6 files changed, 367 insertions(+), 352 deletions(-) diff --git a/doc/examples/example02_distributions.ipynb b/doc/examples/example02_distributions.ipynb index 9a1c035..ff7b746 100644 --- a/doc/examples/example02_distributions.ipynb +++ b/doc/examples/example02_distributions.ipynb @@ -1,343 +1,350 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Notebook 02 - Distributions\n", - "\n", - "*Martin Vonk - 2022*\n", - "\n", - "This notebooks shows an example of choosing the right distribution of the precipitation or precipitation-excess. Note that this notebooks focusses on visually interpreting this data. There are also tests to check the validity of a distribution. However these are not currently implemented in this package.\n", - "\n", - "## Required packages" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Versions\n", - "python: 3.10.12\n", - "spei: 0.4.0\n", - "numpy: 1.26.4\n", - "scipy: 1.12.0\n", - "matplotlib: 3.8.3\n", - "pandas: 2.2.1\n", - "\n" - ] - } - ], - "source": [ - "from calendar import month_name\n", - "import spei as si # si for standardized index\n", - "import pandas as pd\n", - "import scipy.stats as scs\n", - "import matplotlib.pyplot as plt\n", - "\n", - "print(si.show_versions())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load time series\n", - "\n", - "We use time series from the Netherlands. The precipitation and precipitation-excess (precipitation - potential evaporation) time series are accumulated on with a 30D rolling sum." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fileurl = \"https://raw.githubusercontent.com/pastas/pastas/master/doc/examples/data\"\n", - "rain = (\n", - " pd.read_csv(f\"{fileurl}/rain_nb1.csv\", index_col=0, parse_dates=True)\n", - " .squeeze()\n", - " .multiply(1e3)\n", - ") # to mm\n", - "evap = (\n", - " pd.read_csv(f\"{fileurl}/evap_nb1.csv\", index_col=0, parse_dates=True)\n", - " .squeeze()\n", - " .multiply(1e3)\n", - ") # to mm\n", - "\n", - "# accumulate time series\n", - "f = 30\n", - "prec = rain.rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", - "pe = (rain - evap).dropna().rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", - "pe.plot(xlabel=\"\", ylabel=\"[mm]\", title=\"Precipitation Excess\", figsize=(7, 5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot distributions\n", - "\n", - "The internal plot.dist method can be used to plot the (cumulative) histogram and the scipy.stats distribution fit. The given distribution using a [maximum likelihood estimate](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.rv_continuous.fit.html#scipy.stats.rv_continuous.fit) where a negative log-likelihood function is minimized. It can be important to visually check if the (cumulative) density function is actually valid for the (cumulative) histogram of the data. Let's first try that for the pearson3 distribution. \n", - "\n", - "We'll reproduce some steps that are normally done internally. Therefor we need to create the SI class and fit the distribution." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "spei_fisk = si.SI(pe, dist=scs.fisk, fit_freq=\"ME\")\n", - "spei_fisk.fit_distribution()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lets fit the pearson3 distribution" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", - "axsr = axl.ravel()\n", - "for date, dist in spei_fisk._dist_dict.items():\n", - " cdf = dist.cdf().sort_values()\n", - " p_value = dist.ks_test()\n", - " i = date.month - 1\n", - " axsr[i].plot(\n", - " dist.data.loc[cdf.index].values, cdf.values, color=\"C0\", linewidth=1, label=f\"KS {p_value=:0.2f}\"\n", - " )\n", - " axsr[i].hist(\n", - " dist.data.values,\n", - " alpha=0.5,\n", - " density=True,\n", - " cumulative=True,\n", - " bins=20,\n", - " color=\"C1\",\n", - " )\n", - " axsr[i].set_title(month_name[date.month])\n", - " axsr[i].grid(True)\n", - " axsr[i].legend(loc=2, fontsize=6)\n", - "\n", - "[ax.set_ylabel(\"Cumulative\\nProbability [-]\") for ax in axl[:, 0]]\n", - "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", - "f.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The blue plotted line is the fitted pearson3 distribution and the orange fill is the cumulative histogram. For the fitted distributions seem to describe the precipitation excess values pretty well. The legend shows the p_value of the two-sided Kolmogorov-Smirnov test for goodness of fit. The null hypothesis two-sided test is that the two distributions are identical, the alternative is that they are not identical. Say we choose a confidence level of 95%; that is, we will reject the null hypothesis in favor of the alternative if the p-value is less than 0.05. For e.g. march the p-value is lower than our threshold of 0.05, so we reject the null hypothesis in favor of the default “two-sided” alternative: the data are not distributed according to the fitted pearson3 distribution. But not finding the appropriate distribution is one of the big uncertainties of the standardized index method. However, not a perfect fit does not mean this distribution is not fit-for-purpose of calculating a drought index. That is up to the modeller to decide. \n", - "\n", - "We could try to fit another distribution, e.g. Fisk. Let's plot the probability density function instead of the cdf to get more insight." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", - "axsr = axl.ravel()\n", - "for date, dist in spei_fisk._dist_dict.items():\n", - " pdf = dist.pdf()\n", - " p_value = dist.ks_test()\n", - " i = date.month - 1\n", - " axsr[i].plot(\n", - " dist.data.loc[pdf.index].values, pdf.values, color=\"C0\", linewidth=1, label=f\"KS {p_value=:0.2f}\"\n", - " )\n", - " axsr[i].hist(\n", - " dist.data.values,\n", - " alpha=0.5,\n", - " density=True,\n", - " cumulative=False,\n", - " bins=20,\n", - " color=\"C1\",\n", - " )\n", - " axsr[i].set_title(month_name[date.month])\n", - " axsr[i].grid(True)\n", - " axsr[i].legend(loc=2, fontsize=6)\n", - "\n", - "[ax.set_ylabel(\"Probability [-]\") for ax in axl[:, 0]]\n", - "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", - "f.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now see more cleary that there is a discrepancy between the data and the fitted distribution. However, the p_value is only less than 0.05 for march and august for the fisk distribution. For the pearson3 this was also the case for june, october and november. So the fisk distribution seems better in for this precipitation excess series than the pearson3 distribution." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Window fitting\n", - "\n", - "When the frequency of the original time series is higher than the fit frequncy, edge effects can occor. For instance if the frequency of the series is daily, but a distribution is fitted per month jumps can occur between the last and first day a new month. To prevent this the user can choose to fit a distribution on the frequency of the time series. However, fitting distributions per day gives less data per distribution to fit, sometimes resulting in a bad fit of the distribution. An example:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "spi_d = si.spi(prec, dist=scs.fisk, fit_freq=\"D\", prob_zero=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = si.plot.si(spi_d, ybound=3)\n", - "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As can be seen in the figure sharp peaks are visible in the SPI, e.g. in march. To get a better fit of the distribution on those days, one can try to take into account days as well. After all, it is quite logical to take into account the distribution of the 1st of march and 3rd of march when determining the distribution for the 2nd of march. Note that this does not mean the distribution is summed over a larger window. Just more data is taken into account to determine the distribution for the specific day / week. The window argument provides for this:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "spi_3d = si.spi(prec, dist=scs.fisk, fit_freq=\"D\", fit_window=11, prob_zero=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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IJBIKRqRHbW1taGpqwtmzZ7scMwejlpYEGAxC1NePBwDU1k4HMB0AUO2EoT+MRQEAampqkJCQwP8DEkKIF/GIYBQYiH4vfmeroKDeF3msq6vD7bffjq1bt0IulzunUcRt1NXVAQAKCwvQ2tqKgIAAy7GysjL4+/vDxyfCKbMoe+LnFw0AqKqqomBECCF28ohZac4UGNh7MDp48CB++OEH5OTkOLFVxF2YZ5wZDAYUFBRYHSstLUVMTBxc/bRqbW0PRtXOKE8RQoiX4fUVfO/evbjqqqsQGxsLgUCAb775hs+H44RU2nswMr8ZKpVKZzWJuJGOU/E7d6eVlZUhPDze2U3qQqOJgEAgoNWvCSHEAbx2UKnVaowbNw533HEHFi92fHqyVAre90kzU6l6D0aFhYUAgObmZuc0iLgVczCSSCRdglFpaRlCQuJd2o3Wzg9hYeFUMSKEEAfwGowuu+wyXHbZZXw+BOdEoiA0NTUBALKysvDqqxtRWlqKn3/+Cf7+/igoaA9GVDEamGpraxEQEIDhw9O7BKPy8jKMGjXRRS2zFh4eTRUjQghxgFsNvu68gasrwodQKEdd3XlotVpcfvnlUKtb0NjYgPz8fIwcORJFRRSMBrK6ujqEh0cgKmoEzpw5brmdMYaysjJMnBgPd9iDODg4ioIRIYQ4wK2C0bp167B27dout4tEzutKY0wOhaIJ7733HioqKnDbbfuxefN0ZGdnIyUlBcXFxQCoK22gqq2tRUhIBMLDp+LXXz/AyZMnMW7cODQ0NECr1UIojEenBbFdIigoGlVV5+36nuzsbCQlJUEqlfLUKkIIcX9uNSvt8ccfh0KhsHyVlpY6vQ0yWSry8/Px4IMP4tJLl0CrnYbo6BhkZ2ejpKQEer0eAFWMBqra2loEBUXAYLgVyckp+Ne//o3GxkZLYPbxcf3gawCQSu1b/Vqj0WD8+PFIT0/HN998Q+OTCCEDlltVjIRCoctX6tXr78LSpVGorPwakZHPoq0NSEoajezsbMvA6+DgYApGA1RNTS2k0lgw5o+ZMzdiy5bLEBoaCh+f9s8YBoN7BCOxOA5lZWUwGAzwtWHZ+MbGRtPilQpcffXVEIvFOH78OEaMGOGE1hJCiPtwq2DkHnyg0y1EaOhCtLW13xIVNRrZ2T+gsLAQfn5+GDJkNAWjAaqurhbDho0DAOh083H77YdgNJajre089PoWtLbGukVXmlCYBo1Gg5ycHIwaNarP880TDq688iswFoNff70AL730MjZv/oDnlhJiG61WC5VKhfDwcFc3hXg5XoORSqWyWgTv3LlzyMzMRGhoKBITE22+H6kU6LDAsNOJxaNRULAJhw8fRkLCIAQGhtIYowGqtrYWaWkR+HsYzlQArv377I6Pz3gIBAIcPXrUrmAkFAbDYEjGxRc/gE8+eQLPPvsfxMe7RxWMDGx33nkXtm37BEOHDkVGRgYCXb8uBvFSvI4xOnbsGNLT05Geng4AePDBB5Geno6nn36az4flXEDAaDDGsGXLFkyefCNEIhkUCqoYDTRGoxH19fUQCiNc3ZQ+GY1BGDo0FceOHbPp/L/X7goGAEil90AqleKZZ7pOhiDE2QwGA3755WeMGzcZBQUFljF9hPCB12A0e/ZsMMa6fG3ZsoXPh+Wc0TgSADB6dDqCgp6CUBhEXWkDUENDA4xGI/z83D8YAcCQIRNx5MhRm841V4yMxmDTf4OwaNELeP/9/+HPP//kqYWE2CYzMxMNDQ2YMOFeAH/vWUgIHzxijJFI5OquikDcffd7EIsvBmMBEIuD0NxMwWigMa96LRRGuMU4or7ExEzCn39+3mWz2+40NTXBz88PAQESy88mEt2LSZO2Y+HChbjyyiuxdu1apKSkOKHlhFj7/fffIZVKERh4JQDrrXkI4ZpbTdd3ZyLRXWAsCQDg7y+jMUYDzJYtWzBz5kwAgI9PnItbY5vAwElobW1FdnZ2n+c2NTVBLpdDYJX4fDB9+g4sXPgIDh06jPT0dDz66KM4etS2KhQhXNm583eMH38hjMYI+Pr6UsWI8IqCkQMCAqgrbaDZunUr4uOTcd99h8FYsqubYxOBYCyA9q1t+qJQKBAUFNzldqMxAqGhT2Phwixcdtnd2LLlQ8yYMYPWOSJO09bWhgMH9iM5+WIIBAKEhYVTMCK88oiuNKkUcPHyRlYMhiBotVqbuiiId8jKysK8ecsQGDjZ1U2xgxTR0TEoKioC0L5tybhx4/DYY4/h5ptvtjqzqakJMllwLxvgSpGSsgnDhj2Jl16Kwvfff4+77rqL3+YTAqCmpgZarRYhIcMhFgOhoRSMCL+oYuQAf/8gALQtyEBRXV2NmpoahISMcXVT7BYfn2xZmLSqqgpZWVk4dOhQl/Oampoglcr7vD+BIBwTJ87At99+x3lbCelOTU0NAMDfPwoAEBwcQWOMCK8oGDnA11cGgILRQGHuihKLx7q4JfaLihqCwsL2ipH55ygoKOxyXmNjE6TSYJvuc8yYhfj9951Qq9WctZOQnpiDka9vJABAJgtHbS1VjAh/PKIrTShsn5nmLgSC9ooRjTMaGLKysiAWiyEWD/GI2WgdRUQk4+jRXwD8HYzOnSvqcp5CoUB0dJxNz7PY2AXQah/G77//joULF3LaXkI6M49nEwoj4eMDBAWFo6ioa7gnhCseEYzcjY8PBaOBJCsrC8OGjYRA0PeeY+5GLh+CmpoaqFSqDsHoXJc91BSKJiQlBdt0n35+wxAVFY3jx49TMCK8q6mpQVBQEHx82lO7VBrer660LVu2ICoqCpdddpnlNoPBgA8++AD+/v6oq6uDTCbDvffe2++2E89EwcgBFIwGlqysLAwe7HnjiwBAImmfQVdUVISsrCzExMSisrIC5eXlVtvyNDU1QSTqe4yRWXLyCJw9e5bz9hLSWXV1NcLDIy3/lkgiUFdXB8ZYp+UleqfT6fDEE0/g1VdfxeTJU6yC0e7du3HPPfcAAHx9fWE0GnHrrbdCLBZz94MQj+ERwSgw0L260gwGGmM0UNTV1SE7OxuTJ9/Uy4wt9yUSDQEA5OXl4fTp01iw4A588cV/UVhY2CUYBQb2NivNWmLiSGRn7+ahxYRYq6mpQWhopOVvUyYLh1arRUtLC6R/b1rYI6PRiE8//RRPPvkkSkpKMGnSDJw6dRx6vR5+fu1vgYcPH0ZQUBCeeqoKKtUxrF17IfLz8zF2rOeNKyT9R4OvHSAQSCEQCKhiNADcf//9EIvFSEy80dVNcYivbySkUil+++036HQ6pKYugEAgsEzhB9o/SWu1WgiFwTbfb2TkCOTl5UGv1/PQakL+1j4jNMryb6EwHIBtq19XVlZixowZuOWWWzBsWBqeey4bl1/+ArRarVXF88iRIxgzZhJ8fMSQSNq3gMrNzeX4JyGegoKRA3x8fCCTySgYebl9+/bhk08+wR13bIK/f7Srm+MQgUCAQYOS8eGHH0IoFEImm4T4+ASrYGTeQDYgINjm+w0JGYG2tjbLUgCE8KW6uhpy+d9daQEB7XsV9rWW0S+//ILJkyejpKQUzzyzD/Pnfw2hcASk0jQAwPHjxwG0r+91+PBhDB06BQDg5xeG8PBw5OTk8PDTEE/gEV1pUingbl29Mhmtfu3tsrOz4evri2HDlnjcbLSORo6cAp1Oi7vu2ozg4DAkJCRbBRrzBrIymdzmrjR//xEAgLNnzyI1NZXrJhNiUVNTgwkT/u5K8/Nrrxj1FIw0Gg3uuecebN26FTNmXITrr/8YQmFshzOCMHRoCo4fP46lS5eirKwMVVVVGDx4suUxkpNTKRgNYFQxclBgIO2X5u1UKhVkMpldAzzd0cUXv4NHH81DaOgMAEBMzBDs2rULr776KtRqtSUY+fsH23yfAQHRkMvlNACb8IoxhpqaGshkf3el+fv3HIzKyspwwQUX4Msvv8SqVR9hyZLfO4WidsOHT8CJEycAtHejAUBY2N+r2ickDKeutAGMgpGDRCIJWlpaXN0MwiOVSgWp1ANHXHfi42P9NJ8yZTlGj56Exx9/HGlpafjjjz8A2BeMBAIBhg0biTNnznDZVEKsNDU1oa2tDVLp311pvr5iSKVSVFZWWp176NAhTJw4EdXVNViz5gCSkpb0+KFm8ODxyMzMRG1tLT777DPExydAKIyxHI+JGY6cnBwwxpCdnY1FixZBp9Px80MSt+MRXWkikXvNSgMAsZiCkbczByN3+9vrL5FoAm677QcsXpyH9967CU888QQAQCqVw56t/5KSRuHUqSM8tZKQv1e9DgqKsnoeTpgwDU899RTa2tpwzTXX4Pvvv8fq1auRljYJd9zxJcTiqB7usd2IEYshlb6EIUOGQKVSYfXqj63uPyoqFWq1GqWlpbjrrrtw+PBhnDt3DsOHD7e6n40bN+Kzzz7DoUOHPL6yTP5GFSMHBQSIodFoXN0MwiOVSgWJxPMrRj2RyVKwcuWvGDJkGAQCAfz9ZXZ9/9Ch05CVlWUZvE0I18zBSCyOtLp96dLvcN11y/DMM89g+PDhWLVqFRYvvhPLl//ZZygCgMDAZKxdewTjxk3CqlX/w7Bh1psqh4S0B6AbbrgBhw8fBoAuFar169fjwQcfxOHDh9Ha2urwzzhQ5ObmWrrt3Z1HVIzckUgkgVpNFSNv5u3BCAACAsLw0EO/orR0t90re8fFzQRjDIcOHcL8+fP5aSAZ0MzbgYhE1sHI11eMSy7ZhFmznkZV1T5ERk6FSNR3IOpIKh2Mu+/+o9tjgYHJWLRoCc6dO43bb38Emze/jKqqKqtztm7divDwcNTV1UGj0UAoFNr1+AOJXq/HjBkzkJycjP379yPAntK0C3hEMJJKAYnE1a2wJhZLoFA0uboZhEfmYOSJCzvaIzAwCVFRSXZ/n1Q6DJGRkdi3bx8FI8KL2tpa+Pr6IiQkpIeZoaEIDeVjWxpfLFnykeVfn3/+f10qRmVlZRgxYizq6vZBo9EgODiYh3Z4h4MHD6K+vh719fV46qmn8OKLL7q6Sb2irjQHUVea9xsIFaP+EAgEmDBhJvbv3+/qphAvpVAoEBwc7PLxO9HRMVYVI5VKBYVCgfj4YQBA7wV9+P777xEdHY17730Cr7/+utt3PVIwcpBQSIOvvZ1KpYJYTMGoN6NGzcThw4dpxg7hhVKphEwW5OpmICIi2qpiVF5eDgCIjh4KwHuDkUaj4STEfP/997jwwiswduwCaLVaZGRkcNA6/nhEVxrNSiOuYK4YudvfnjsZNmwadDodsrOzMWHCBFc3h3gZczBy9XMwIsK6YmQORjEx3lsxKioqQmpqKvR6PV588UU8+uijDt1PQUEBcnNzcffdLyI+Ph0ikQgHDx7EiBEjOG4xd6hi5CB/f+pK83ZUMepbeHj77J38/HwXt4R4I6VSicBA11eMQkOtK0ZlZWWm29s3afbG94Ljx9s32k1KSsapU6ccvp/MzEwAwKBBM+DnF4D09Ek4cOAAR63kBwUjB1FXmvdTqVQQiSgY9UYkCkZkZCTy8vJc3RTihZRKJaRSdwhGXStGYWFhEIlCAXhnMMrJyUFYWBhSU8eioaHB4fspKChAcHAwxOIwAMDYsTNw4MABMMa4airnKBg5yN9fTMHIy1HFyDbJySkUjAgv3KViFBwcjfr6est4m7KyMsTExCEgoH0TT28MRrm5uRg6dDjk8lA0NjY6fD8FBQVIShpqGUCfkjIdVVVVOH/+PFdN5ZxHjDGSStu/3ElgoAStra0wGAzw9bVv/Rfi/lpbW9Ha2orAQO+frt9fSUkpyMvLcnUziBdSKBSIi0tx+XMwPDwaQPu6SgkJCSgvL0d0dDxCQ703GOXk5CAlJQ0yWXC/K0aDBg21/A5HjpwJmUyGf//73xy1lHtUMXJQQED7wkre+IQggFqtBgDqSrNBQkIKcnNz3bo0TjyTu3SlBQe376NmHmdUVlaGqCjvrRgxxpCTk4NBg4ZDJgvtdzBKSBhq+bdEEoJXX/0OBw8e5KKpvKBg5CB///YnBHWneSeVSgWAgpEtYmNToFQqLds3EMIVdwlGQUHtFSPzOKPy8nJERsbDz88Pfn5+XheMysvLoVarER8/HEFB7V1pjnzwaWlpQXl5OWJjh1rdnpIyG6+++i1XzeWcx3SlubqU2llQEFWMvJk5GMnl1JXWl6SkVABAXl4eoqLs25aBkN4olUrI5XKXPwfF4gj4+PigqqoKbW1tqK6uRnR0HAIDAbHY+2Yo5+TkAACSk4fDaGyBwWBAc3MzgoLsC6lFRUUAYNWVZjZmzHRO2soHqhg5iCpG3o0qRraLihoCgUBAA7AJp1pbW6HVat2iYuTr64vY2FgUFRWhvLwcjDGEh8cBAEQi7wxGAQEBCAsbDJksBAAc6k4rKCgA8PdCmJ6CgpGDhEKqGHkzCka28/cXIjEx0fIiSAgXmpubAQASieuDEQCkpU3C4cOHcezYMQDAoEFjAbQHo5YW73ofKCwsxODBSfDz80NgYPuSBI4Go8DAQAQFRfZ9shvxiK40d1z5WiZrD0ZUMfJO5mAUFEQrX9siLCyiXwM0CelMqVQCAORy1698DQDp6dPw6qtrsWvXLiQnJyMmJhaAd3alqVQqy4rjoaH9C0bJyUMgFnfd606v73czeUMVIwcJhdSV5s2oYmQfuTykX2udENKZORi5S8Vo9OipUKvV2Lp1K6ZMucByuzd2pWk0Gst7nEzmeDAqKSlBQsJgLpvmFBSMHCQSUVeaN1OpVBAIBJYXB9K7oKBgNDU1uboZxIu4WzAaOnQC/Pz8oFQqMXHihZbbhULvC0YtLX8HI4kkCL6+vg598CkvL0dUVBzXzeOdR3SlueOsNB8f6krzZiqVClKpFEFB9NnBFsHBISgvP+fqZhAvYg5GYWFBbvH6Hxgowdix43DixHFMnnyBpU0SiRharXcFI61WA4lEYvoZBQgOdmyRx7KyMixcGN/t78+dlz2jV30HiUTUlebNVCoVAt3h1dhDBAUFU1ca6VF9fT1WrlxpV2XFHIzcYUsQsylTZiIuLs5qwUJv70oD2scZ2RuMNBoNGhoaPLJiRMHIQT4+PhAKhV73hCDtKBjZJygohLrSSI82bdqEt956C7m5uTZ/j1KphI+Pj2XYgjtYsWItPvtst2XfL8A7g1FLS4vlwz8AhITYH4zKy8sBANHR8Zy2zRk8oivNHWelAe2zEahi5J3ag5HMLf/u3FFwcPsYI8aY1ZsGIS0tLfjvf/8LANDpdDZ/n1KpRFBQULczmlxFJJIjIkJudZtYLEZdXYWLWsQPjUYDsVhsef0LCbFtI9n8/HxIpVLExsairKwMABAfH9/t62hbG5ct5hZVjPpBIpFQMPJSVDGyj1weAoPBYJnNR4jZli1bUF9fD8CxYOTuvLFi1B6M/q7U2Voxuvnmm7F06VIAf1eMIiOpK21AEYslXrewF2nXPviagpGtgoKCAYDGGRErZWVlWL16NS64YBYAQKu1LxjJZBSMXEGj0Vh1pQUHh/QZjAwGA7KysvDHH3+gsrISZWVlCA4OhlQq5bu5nHNKV9pbb72Fl19+GVVVVRg3bhzeeOMNTJ482ebvd8dZaQB1pXkzlUqFoCDX79HkKWJi2rcNaGpqQmJiootbQ9wBYwx33HEHpFIpNm36LyZMGAmtVtvr91RUVGD79u2WN1Z32CetL4GB3heMWlpaEBQktlz7sLC+K0bFxcWW3+/27dtRVlaGuLi4Hn9/RiOXLeYW78Hos88+w4MPPoi3334bU6ZMwaZNmzBv3jzk5uYiMtKzlgnvTCKRQKPR4Mcff8TFF18MEQ1I8RpNTU2Ii0twdTM8hlweDIAqRuRvv//+O3bu3Ikvv/wO0dExAIDW1t4rRi+8sA7vvvsOAKCtrQ3z51/Gezv7yxtXvjaPMTILDQ1DfX19r2MIT58+DQCYPHkKPv74YwwaNAhxcZ438BpwQlfaq6++irvvvhu33347Ro4cibfffhsSiQQffPAB3w/NO4lEgtzcHFx55ZX4/vsfXN0cwqHKykpERsa4uhke4+9g1OTSdhD38dxzz2HixImYN+9KCIVCAH2PMSouPodLLpmHhx9+DABojJELGI0MWq0WEsnfY4xiYxOg1WpRW1vb5XzGGFpbW5GdfRpyuRyPP/40MjIysHPnTo8NRrxWjFpbW3H8+HE8/vjjltt8fHwwd+5cHDp0qMv5Op3O6oljXsciJyfTaiBsSEgIkpKSoNVqcebMmS73M378eABAbm4u1Gq11bHBgwcjNDQUtbW1KC0ttTomk8kwbNgwGAwGnDx5ssv9jhkzBv7+/igsLIRCoUBrayuOHTsKADh/vhhA+yfmc+esF7oTi8UYMWIEACAjIwOs08pWI0aMgFgsxvnz5y2DFM2ioqIQFxeH5uZm5OfnWx3z9/fHmDFjAABZWVlo6zTMf9iwYZDJZCgvL0d1dbXVsbCwMAwaNAgajQZnz561OiYQCJCeng4AOHv2bJcnfVJSEkJCQlBdXW0ZYGcml8sxZMgQtLW1ISsrC52NGzcOvr6+yM/Pt2wSaZaQkICIiPY9t4qLi62OSaVSpKamAgBOnDjR5X5HjhwJkUiEc+fOdalaxMTEICYmBkqlsstGp0KhEKNGjQIAnDp1Cnq9HgaDERUVFQD00OvbB2GXlZWhpqbG6nvDw8ORmJiIlpYW5OTkWB3z8fFBWloaAODMmTNduhCSk5MRHByMqqoq02P9LTg4GMnJyaYXm+wuP2taWhp8fHyQl5fXZbBzYmIiwsPDUVdXh5KSEqtjgYGBSElJgdFoRGZmZpf7HT16NAICAlBUVNRl6n1sbCyio6PR1NSEoqIiq2MikQhDh7av63Ly5EkkJlpX2oYPHw6JRIKSkhLU1dVZHYuMjER8fDxUKhXy8vKsjvn5+WHs2PaNOk+fPt3lTXXo0KEICgpCZWUlKisrrY65y2tER3FxcYiKihoQrxHV1dXYu3cvNm/+EGfPZsBo6jfJzc1DYWFht68RjLX/Pi6+eC4effQRvP32WzAajThz5u/nu7u8Rlgf94FGo/Ga14j4+Pbnb319leXaGwztv9+8vHxERkZavUZ88MFm/PDD90hLS8OoUaNwwQXTMGXKFBw+fBi+vj44c+YERCIRRo4cCQDIzMyE0Wh074kajEfl5eUMADt48KDV7Y888gibPHlyl/PXrFnDAPT5dfPNNzOjkbG8vPxujxuNjBmNjE2dOrXLsY8++pgZjYy98cabXY5deumlzGhkrKlJ0e39VlfXMKORsauuuqrLsSuuuIIZjYx99tnnXY6lp6db2hQQENDleFZWNjMaGbvjjju7HHvssVXMaGTszz93dTkWFxdnud+4uLgux//8cxczGhl77LFVXY7dccedzGhkLCsru8uxgIAAy/2mp6d3OX7nnXexPXv2sv/859kux6666ipmNDJWXV3T7TVsalIwo5GxSy+9tMuxN954kxmNjH300cddjk2dOtXSpu7uNy8vnxmNjN18881djj399BpmNDL288+/dDk2ZMgQy/2Gh4d3OX7gwEFmNDJ2//0PdDm2fPk/mdHI2LFjx7sck8lklvsdOXJkl+PffPMtMxoZe/75F7ocu/baa5nRyFhJSWm3P6tGo2VGI2OzZs3qcuzdd99jRiNj7777Xpdjs2bNYkYjYxqNttv7LSkpZUYjY9dee22XY88//wIzGhn75ptvuxwbOXIkY4wxiUTChEJhl+PHjh1nRiNjy5f/s8ux++9/gBmNjB04cLDLsfDwcMs1HDJkSJfjP//8CzMaGXv66a6vG+74GvHKKxsGzGvE/PnzWUJCAnvllVe6HOvrNeKZZ55hRiNjM2bM7HLMHV8jHn/8cQaA/fvf/+5yzBNfI2pr67q9TwDsrbf+r8fXCB8fH3bnnXf1+Bph/lllMpnVMYVCwWcMcYiAMf4W5q6oqEBcXBwOHjyIadOmWW5/9NFHsWfPHhw+fNjq/O4qRgkJCdizZ49bVoyeeuop/PTTTwCA++77FzZtes3rPg2eOHECy5bdg+PHjyMwMBBCoRBNTU0wGAwA2j8FDxkyBBKJBGKxBNOnz8B9991naVNnnlAxysvLw80334gtW7bgmmuuoYoR+q4YjRw5EvHx8bj88itwzz33Wh2nilG7gVIxYozh2msX4/LLr8Azz6yxVJVnzpyJZcuWY/nyf3ZbMVKpmjFnzmx88sknuOmmm9z6NaKjkydP4o477sCZMzld/pY88TVCIpFg0KAEvPba65g5c4bl2KxZs/DYY6vwxBOrLa8RjDFcfPEcy+/p1Vc34vbbl6KoqAiVlZWIiIiAn59fjxWjWbNmQaFQuF2XKa/BqLW1FRKJBDt27MCiRYsst992221oamrCt99+2+v3K5VKyOVyt7xwALBs2TK88077QMHl99yD/9u40cUt4t71S5fix59+wvfff4/Zs2dDIBCgtbUVeXl5yMrKwl9//YWCggKo1Wo0Njbi1KlTGDZsGL74+GOMM70ge5pffvsNl119tWlnaBqAbavRo0fj4gsvxGuvvOLqphAXOpOTg1ETJuCnn37CZZf9PXg6PDwcD//731j10EPdfl/26dMYM3kyDhw4gOnTpzuruf32zTff4Oqrr0ZNcTEiIiJc3Zx+yy8oQMq4cdi9axdmzZ5tuT0tLQ3TJk/GfzdtstxWWFSEoWPG4KGHHsKGDRuwa9cuzO7wPb1x5/d3XgdfBwQEYMKECfjjjz8stxmNRvzxxx9WFSRP1XFwWlOnT4fe4uChQ/jXv/6FOXPmWGYjBAQEYPTo0bjxxhvx2muv4ccff8Tu3btx8uRJZGZmQiqVYtqcOdi5a5eLW++YiqoqAO2fxIntQkJC0OilzwNiu+9/+QUSiQRz5syxul0oFELX2trj95WYqnOettyD2DQbWdPHUgSewlz9E0ust2JJSkpCcacK07GMDADAY489hszMTMyaNcs5jeQZ77PSHnzwQbz33nv48MMPcfbsWSxfvhxqtRq333473w/NO/MTIjQ01GuDkUajgUwms/n8cePG4cCBA5g9ezYW33CD5YnjSSqrqxEeHo6AgABXN8WjBAcHo5H2Sxvwfv/zT8yZM6fL8iVCobDXWWkl5eXw9fVFTIxnzQY1T2v3lplp5oDXcbo+AAweNAjF589b3XY0IwODBg1CREQExo0b5zXbAfG+jtH111+P2tpaPP3006iqqkJaWhp++eUXr/g0LjGt6Dl9+nTU19UB7jzK3kFarbbLE6QvEokEX3zxBS6++GJcfcMNOPXnnwiRy3lqIfcqysoQGxvr6mZ4nJCQEJwrKPDK5wGxXX5BAW688cYutwuFQmjV6h7/PkqKixEfHw9fX1++m8gpc2VF09DgFX/7LaYxbF2CUVISiouLwZqbLQHo2PHjmDhxotPbyDenbAmycuVKnD9/HjqdDocPH8aUKVOc8bC8S09Px7x58zBs2DCv3FmcMWZaGt7+hSulUim++OILqFQq3LtqVZfBpO6ssqbG4z61uoNguZy60ga41tZWlJaWIjk5ucsxkUjUe1daeTkGDRrEZ/N4MVAqRubJDNWmtYwYY8g8edIykcGb0F5p/XD55Zfjl19+ad9Z3AvfEPR6PYxGo90VI7OEhAS8++67+OKrr7Blxw6OW8efispKxFIwsltIaCjqTKvjEs/Vn3BbUlkJo9HYbTDqc4xRWZnHjS8COgQjbxljZPo5JJ3GGA0ePBgAUGyaZVjX0ACFQmGZCehNKBhxIDg42O6KEWMMX//2G9IvvRTvfvopPw3rJ41pPEB/tjq57rrrcPvSpbjvsceQ32mKsruqrK5GDHWl2W3mzJmorq7GNzt3uropxEEHjh9HaEoKnnzlFcuSHPYoMg2g7jEY9TLG6HxpqWcHo05LIXCttZdQyaXeKkYAkGNariPfNN5o2LBhTmmXMzllE1lvFxwcDI1GA51CYVn6vjc1DQ24+8kn8d2PPyIqKgpPPPssbrz0UsjcbBdirWnlcUcrRmavv/EG9u3fj5tXrsSB7dvh7+/PRfN4wRhDZWUldaU54JJLLsG8efPwyDPP4PIpU2x6LhD3ct406+iFV15B1pkz+PTVVyGx44NR0blz8PX17XaZC6FQ2L5WTzeVFVVLC0pLSy0rqHsSSzBqaen2Z+NCUVkZRl18Mf76/nuMS0nh5THMWkxjiDo/f2UyGdLS0rBr3z4sveIK5BcWAgCGDBnCa3tcgSpGHAgODgYAKDotRtad0upqTLvmGhw6cgRfffUVjh07BpVKhU1bt/LcSvtxUTEC2hcN27ZtGzIyM/H0W29x0TTenK+sRFtbGw2+dtD69etRWFiIP44edXVTiAOUKhV8fX3xww8/4Pddu3DJbbehudOihb0pKinBoEGD4OfX9TO3SCTqsWKUVVAAxphl0UhPYglGfewD1x97jh+HVqvFz/v28fYYZhqdDiKRqNsZZnPnzsXve/aAMYb84mLExsZC6mYf6LlAwYgD5mDU1MeMBK1Wi4tuuglGoxFHjhzB1Vdfjfj4eKxYsQJPv/ACFq1YgQmLFuGF995zQqv7pjU90ftbMQKASZMm4bnnnsP6jRux4/ffLbdrdDpccc89ON5pZd1fDx3CratWQavV4tl33sHWH3/sdxv68uO+fZh45ZUIDQ3F5MmTeX88b2Qeb9Dg4DiVz3/7DUVlZVw2idihWaWCTCbD5Zdfjl27diH7zBlcde+9UNs4sLiopKTbbjSg9zFGmTk58Pf3t6yO7EmEQiEEAgGvY4wOm1aq333wIG+PYabptIFsR3PnzkVFRQVyiouRX1Tkld1oAHWlccISjGprgfDwHs/b+tNPKCwsxOnTpy0D2QDgxRdfRGpqKv7v//4POp0Or7/3Hh77xz9cPm1VY3pz62/FyOzRRx9FZmYmbl25EuK33sIVU6bg/z7/HD/9+iumpaVhQofy+2979uDjTz/FX0ePIr+gAMOGDsUtHRYP+2jnTjz35pv48/33Ed/LNbfVNwcP4h///CfmzZuH999/H5GRkf2+z4FIJBLB19cXzQqFQ1OX73zgAdx76614ZcUKHlpH+qJUKi3rlk2ePBk//fQT5s+fj1k33YTvNm1CbFhYr99fVFyMST18qLCMMerm7yIzOxsjR470yLXDBAIBRCIRNL0sRdBfh48fh7+/P/YfOoS2xkaodTqMXrwYoSEhuHHBAjz8j39wNkRBo1b3+GF45syZCAgIwO/79iG/qAgTvHCqPkAVI05YglEvJWej0YhX338fCxYssOyJZObn54d77rkHmZmZ+OCDD1BdXY2DHSooJ4uK8PBbb+GLPXucNgAPALSmwYRcVIyA9heQDz74AHPnzsWVd9yBe196CetNXWunO+1PVN/UhNDQUBSdO4fLLrsM+QUFyCsvB2MMT3/wAW67/37kFxTgx0OH+t2ut775Btfcey8WLVqEr776ikJRPwgEAshkMru6X8yULS1QqVQ42+lvgThPs1pttT3DjBkzsG/fPlRVV2PkVVfhf6a9IbvDGENhUVHPFaOAgJ4rRqdPW/YN80RisZi3rrQWrRZZ2dlYsmQJ1Go1jhcW4oOffkJNTQ3GpaXhqRdfxNTbb4eypYWbx9PpenzNl0qlmD59Onb88gsKCgu9tmJEwYgDtnSlfblvH87m5OChHvYJMpsyZQpiY2Ox448/cOjsWSxZuxbjFy7EB59+in/8859Y++GHXDa9V1rTixhXFSOg/QXkm2++wSuvvIJvf/kFarUaV1xxBc502kC0rqEBM2fORGNjI3bs2AGRSIRv9u7Fkv/8B89u2ID169dj6tSp+L2fwehIbi5Wrl6NlStX4tNPP3XrgeGeQiaTodmBF+ly0wazZztthEqcx9yV1lFaWhpOnjyJq666Cnc/8gjOmbbM6ay8vh5KpbLXrrTOG6UC7cuCnMrO9vxgxFNX2omCAhgMBixfvhyBgYH49Ndf8caHH+L666/Hxx9/jL/++gs5ubl4jqP3Bk0fi/o+9NBD2HvgAJqbm702GFFXGgcCAwPh4+PTvh1CN0+OY0VFWPrww1i4cCFmzpzZ6335+Phg8eLFeOOtt/D6u+8iOTkZGzduxPLly3H77bdj5759eH7JEp5+Emsa06d+ripGZj4+PnjooYdw3333ob6+Hjt27MDDDz8MvUplGbRZ39iIkaNHW16kL7roIjz54oswGo3Yvn07rr/+eqjVarz11lswtrTAx8exjF9p2lH8ySefdHnXpbeQyWTtu23b+UZRbnrDLS4uhkahgJhmtTmdsrm52y2AwsLC8Pbbb+Prr7/G1p9/xlOdVrZmjOHe559HZGRklz3SzERicXvFqNPfRV5ZGbRarecHI42Gl1lpP+7bB7FYjLS0NPxz+XK89PLLAIDPP/8cADBx4kSsWrUKzz77LO6aPx8p/ZxR29sYIwC48sorcc011+DLL7/02mBEFSMO+Pj4QC6Xd1sxqm9uxqL778eYMWOwbds2m/aSue+++3Dbbbfh559/Rn5+Pv71r3/B398fM2bMQMbJk2hx0kJifFSMOgoICEBMTAxGjRqF1tZWFJlWVAWAuvp6hHUYz7B48WLo9Xp8/PHHuP766wG0DwRsaGhAZqf9e+yhM3UX0tRy7jjalVZu2oqAMYbcykqum0Vs0LkrrSOpVIprr70WH339dZdFPJ//7DP89Ntv2Lx5M8J7GPPX0zpGOaYFA0eNGtXP1rsOXxWj5a+/jvVvvom777oLfn5+ePGll7B//368/fbbmDRpkuW8hx9+GJGRkdj4xRf9fkxNL11pZm+99RaeffbZLsNCvAUFI44EBwejqdN0fcYY7tmwAS0tLfjyyy97TeEdpaSkYPPmzZg/f75VJWT69OnQ6/U45qSFEjUczkrrjXkmyukOOzfXNzRYvcDecccdOH/+vNUeTFOnToVEIsEf/diolu/wNxA5HIxqay1/a2dNCwUS52pWq3vdNPrWW29FQWEhvj92rP18jQaPb96Mp15+GWvXrsXll1/e4/f2NCtNYfpAGRIS0s/Wuw4fY4za2trw3tatePLJJ/Ha669bbp8xYwbuvffeLo9/ww034OtffnFoYc6OWrRaywbpPYmKivLqKjt1pXHEsi1Ih6rRHzk5+Or77/H5558jLi6u348xevRoBAYG4uDJk7iwmwXUuKY1jRPhOzRERUUhNDQUZwoLcfWoUdDr9WhsbLSqGAkEgi6LxgUEBCApKQlllZUOzwbRmaYh09gi7gQFBUHZ1GT376SiqgpDhw5FXV0dzhQWAh64po2n6zgrrTuzZ89u3xz6n//EtMmTcer0aWg0Gjz33HNYvXp1r/dtGWPU6e9CoVBAIpF0u/aRpxCLxe0LPHI4K62krg4GgwGzOszG7c0111yDDRs24EBWFi7sx0KZGo0Gsj5mH3o7qhhxpLuK0Rtff40xY8bg2muv5eQxfH19MXXqVOzPzHTKflQanQ4BAQEOj9+xlUAgwMiRI3HatNR8gyms9FSS76ivjSn7om1t7XExM+KY/lSM4uLiMGLECJwpKrJU84jzNKtUPXalAe3DBn799Ve88MILiE1IwGOPPYaioqI+QxHQ83NV2dICuVzer3a7Gh8Vo0LT0IKeBrN3NmXKFMTFxWHH/v39elyNTgeJFy7aaA8KRhwJCQlBfYf90orr6/H9r79i5cqVnL7pXnjhhfhx507E3nADfszO5ux+u2MODc6QkpKCQlNXWr3pTTXMhk8tQqHQMk7IEbq2NhpfxDGZTIZmBz45l1dXIzY2FiNHjsRXP/6IwPnz8bpp37Wi+nq8vXs3Gjiakky6192stM58fX3x2GOP4fPPP8fq1au73f6jOz2NMVL2Mq7JU/Axxqiouhq+vr427x/n4+ODa6+9Fh9++SX2m7brcERfs9IGAs+tXbqZ6OhoFOTlWUqpH/zxB4KCgnDzzTdz+jgPP/wwRo8ejf/973+45sEH8eMrr+BiGz9R2Euj0TjtCRITE4Pfd+4EVCrUmQbh2lIx6qk8byutRkPjizhmCUZ2/k7KKysx//LLcffdd2PMmDE4efIk/v3cc3jxgw9QUVEBAPBfswZ3OnlV8lKlElq9HsNCQ536uM7GGOuzK60/hEIh2traYFQqrarQyuZmrwhGDTU1nHalFZaW9ri9Sk+eeeYZnDx5EnOXL0f2++9jqAPjtigYUTDiTExMjGXqNwDsPnECl1xyCef7yIjFYlx99dW44oorsHDhQlz71FP46/XXcay0FHOHDUMUh4/nzIpRTEwMqqqrwRhDvakqYHPFqJ9daVQx4pYjFSO90YiqqirExcUhISEB99xzDxhjGD9+PPLy8jBp0iTccsstUPO4H1VPVm7Zgma1Gn8+/rjTH9uZdAYD9Ho9byHF/DzTtbVZLcWgUKm8oyuN64pRRYXdG7QGBwdj+/btiI6ORnZVlUPBqIWCEXWlcSU6Ohp1dXVoMxjQqtfjaEYGpk+fztvjBQQE4NNPP0VYWBhG3X47blm9Gs/98AOnj6FpbXXaEyQ6Ohqtra1o0GpRZ9rd2ZZZKlx0pVHFiFuWdYzsUKNWw2g0Wk1SEAgEuPPOO/Hiiy/i2muvhUQisazG7iyMMRw8fhxVHZaS8FZKU+jks2IEoMvzlbrS/vZXWRmaTb+HwtJSm8cXdWT+QNngYPWKKkZUMeJMdHQ0GGOobWpCaXMztFotZsyYwetjBgcH45tvvsHLL7+M5uZmfLVzJ1676irOBktrtVqnVowAoLKhAfUKBYKDg20qIQuFQqgaGhxeWE2r01HFiGMymQytra3QqdUQ2jidt7yhAQB6nb1pefNx0jpeAFCkUKCurq79OeXEx3UFc5WPr2Bkfi3RqVRAh+e2UqVCtI3jaNwVF3+bX+flYfHjjyM0NBSv338/ioqLcbMDi/n6+fkhKCgIjUqlQ+1x5hAKd0XBiCPmN/YqtRoHioogFouR7oTpxqNHj8aHH36IvXv3YtasWThcXY1p/Vz51MzZFSMAqFKpUKdU2jS+CKCKkTsyv7E2t7ZCaMPfj9FoxMs//QSxWIykpKQezxOJRNA4eaba4bIyAEBDQwMYY149e7HZdG1570rrtM6OkrrSUN3Sgns2bMDll18OiUSC2599Fm1tbQ5VjID2yUANDswMNRqNaPaCMV/9RV1pHDG/sVeqVDhw5gwmTZrk1LVxZsyYgcjISHx54gRn9+nsMUYAUKlUor652abxRQA30/WpYsQt84tqs42Bdf2+fdjx44/45JNPLPsOdofPjTp78pdp3za9Xg+lly8f4LSuNKPR6naFUunxb8SWLUEc9L8jR6DT6bBlyxZs2bIFsbGxAGD3GCOz0NBQNNjZnQ0AKr0eRqOx1+fhQEAVI45ERkZCIBCgqr4ehzIycNvSpU59fF9fXyxatAg/7t6NV2xcEKwvzuxrFovFkMvlqKyvR11jo30VI53O8QUedTqIKBhxylIxUioBG7p1D2Rn4/LLL8fVV1/d63lisRjafvyuHXH49GnExsaioqIC9Y2NkAcGOu2xnc08LozvYKRVqYAOryveMitNo9E4/Ld5qqgI48ePR0REBADgvffew/333+/wXmShoaHtXWl2tkdhmvgy0IMRVYw44u/vj/DwcGSUlKCyqgqTnTylGGivGuXk5UHB0QBVrU7n1G6m6OhoVCkUqFcobK4YcTIrjbrSONWxK80WSrUaoTZMhXdmxYgxhq35+Thx6hSuuOIKAECdt48xckFXmnmJAG8JRo4uu5tdWIgxY8ZY/n3JJZfg9OnTDs9qDgkJQYNSaff3NZn+BigYEc5ER0fjxwMHAADjx493+uNPnDgRAHDctA5QZ4wxnLHjyWLLZoJciomJQWVDA2o77ZPWG6FQ2F5FcBCNMeKeJRjZGNBtHWMiEomcFow+LSzEkueew3XXXYcHH3wQAFDv5cFIqdVCIBBwvsSImWXwdYeuNLXBAMaYV4wxArp2E9pCZzAgNz8fo0eP5qw9oaGhaFAo7P4+CkbtqCuNQzExMcjKykJISIjNq5VyKTU1FYGBgThWUoKLuvnD3lVbi7lPPYXijRuRaEPgceYYI6D9+p08cQIFRUWWjWX7YqkY9WNWWhh1pXHKEoxaWmz6vShs7EoRi8XQqFROmR32/YkTmDRpErZt24YWU/dCfXOzV89Ma25pQWBgIG8DzC0VI53Och0Vpv96Q8UIaJ/RJbJzY9Xc5mYYDAarilF/WYKRnX+vTaaut4EejKhixCHzAOzx48e7ZPaKr68vJkyYgKOmPcc6K1epwBjDaRs/SWicOF0faL9+Z3JzAQBXXnmlTd/T0zYDttI5OfwNBIGmcTg2d6XZEYycsX8aYwy7jh3DRRddBACQSCQQi8Wo78fgWndVqtXi/YICMMbQrNPxGlAsY4z0esttStP/e00wcqBilGWq8I8aNYqz9oSGhqKxwxZVtmoyvZZ6egWvvygYcahjMHKViRMn4ujp090eM2/OmttDV1tnWhd0pQHAtGnTEBkZadP39DcY0aw07vn5+UEsFkNpw6dV8xgTW16InTXGKEetRnV1NebMmWO5LSwszLKHnzd59LffcNfLL+P5jAwoNRreBl4D3c9KU5q6Wz39jdgSjDqEPltlV1UhMTGR02sQEhKCpqYmGOzcbLxJq4VQKBzwHxapK41D5jd2VwajSZMmYcOGDahtakJEpwUS603ji3IqKoBBg/q8L1dUjABg4cKFNn+PSCTq/6y0Af4iwAeZTNbeldbH76XFYIDBYLC9K60f++LZaldxMfz8/KwWaA0LC0OdQuHUGXF8q9TrsePXXzFhwgQ89c47SExIsDwH+WAZY9Thd6gw/ddrKkYtLUCndZr6klVczOn4IgCWyQxNCgXC7NhrTaFSDfhuNIAqRpwyByNnLOzYk7FjxwIAznazC7l5Z/Ic06J1fXF2xSg1NRV+fn59TtvuSCgUwmAw2P3JyIwqRvwICgpCsw0VI6Xp92bLG6OzBl/vzs/H5MmTLV2CgKli5EWhCADezcuDUCjE77//jsceewwlpaWQOaErrbuKkdcEIztDEQDkl5YiNTWV0/aYg1Gjne1p0mgoGIEqRpy68sor8dFHHyElJcVlbTBvqVCp0QCdXmzMe+fk9DAGqTONk3eenzx5Mqqqqmyeqg90eLFlDBIHxnVRxYgfMpnMsudTb8xjTGzuSnPC4OeckhJc2KEbDQDCw8NRX17O+2NziTGGRzIyUFRTgyUTJmBhWJhlu6Cqtja89tVXuO222xAcHIz169cjPT2d1zdFPz8/CAQCq+n65kUz+ezCc4b+BKOGpiabZ+HayrzPZINeD9jxwa+ppQXBHt6tyQWqGHFIKpViyZIlLt02QCaTQSqVoqKbT7cNzc3w8/NDdU2NTZ8ktC7YTNCeUAR0GNDpaMWIghEvZDIZmm0YrKww/R3aPPjaCcGovpsFRsPCwlDvwPRnV9pQUIANn3yCgqoqLF6/HpM++gi7GxpgYAwr/vwTfn5+WLt2reX866+/HvPmzeOtPQKBoH15jY7BSKdDYGAgfO2cyeVuHA1GjDE0NjbatGG2PcwVowY7Jys0tbQgmOO2eCKqGHkZgUDQvlJvY2OX8RANSiXS0tJw7Ngx5DY2YmovgUBvNEKv17t9aLBUjNRqm1ZZ7kxHm8jyQi6X27TyrtI0oNldxhgxxlDf0NAloIeFhaG+qcljxhgV6PV49J13sGrVKqxbtw779+/HQw89hDnPP98eWpub8dlnn3FeqehLx5XqW4xGKFpaPL4bDbCerg87xvSoGIPBYOAtGDWqVIAdW1M1NTcjPCGB07Z4IgpGXig2NhYV3Xy6bVAocNkVV+DYsWPIUal6DUbmz+Xuvsuy1bgFB4KR1skDzAeK6OhonDh/vs/z7OlKE4lE/dqPyhYtaA/L3QWjOhtnc7qDzcXFCAoKwtNPPw0AmDlzJv766y/s2LEDOTk5uPTSSzFlyhSnt0skEkFnMOBnlQqLXnsNcTEx3hWM7KwYNZrGW3EdjCQSCQICAtBg55i8JpUKQ2mMEQUjbxQbG4uKc+e63N7Q1ISEhAQMHjwY2XV1QC+fFs1vP+4eGizByIHv1RuNMBgMVDHiQUxMDKrq6vo8z7x9jS1jTMRiMdra2mBgDL48dVfXm96ougtGGo0GtUYjwgUCl3aX98XAGLb8/jtuuukmqw82AoEA1113nQtb1v583Z2Xh3Wffw4/Pz+cO38eU1ywfRLXHJ2u32AKUrZsiWMPgUDQvi2IvQs8Njd7/NIJXKBg5IViY2Nx/MgRq1VPDYyhqakJoaGhSEtLQ0ZxMTB4cI/3YR6z4+4VI8sUYJ0OsPNFSWf6Gd09/Hmi6OhoVNfUwKjV9jqQUWkax+ZvQ7nf/Leo1Woh5SmY1JneqDoHI/O6WpFr1+L1e+7BfXaOhXOWagDvVVSgorISd9xxh6ub04VIJMIfBw9i/rx5WP/ii5gwYYJXVIx8fX3h7+8PjZ2r8DeaxgBxXTECTIs8qtV2tUfR3Eyz0kDByCvFxsaiorra6rYmtI+fCA0NRXp6OjZt2gQ2a1aPn3w1HhIaOs5Ks5e5ykQVI+5FR0dDr9ejHkBEL+cpdTqbP6FaPpUD4Gc3L6DeFK47j72ZM2cOtmzZgjVr1iCnrg5w02A058svkZOfj39cdx0mTJjg6uZ0sW7dOggEAixatAgCgQDPPfec1bIInkwsFttdMWo0nc9LMAoJsWtRUmb68EzBiIKRV4qNjYVKpYKSMQSZgk+DKTiEhoZi/PjxaGxsRAmAnpZ59JSKUX+CkflzlLuHP09kXiiwymBARC8zjhR2bENh/j3xOcqo3tS117liFBAQgNtuuw1bP/4YtW46AFsPIL+oCK+//jpWrlzp6uZ0a/HixVb/XrVqlYtawj2HghGPm7ZGREaitqHB5vNbAOj1egpGoGDklWJjYwEAFS0tCDIFBvPTIywsDMOGDQMAZCgUGNTDDAqPG2Ok1QJ2DjTUmUIjVYy4Z17stEqtxpheBsUrW1oQZOMaNlarCzu4PENf6tVq+Pv791jFiIiMREVhoVvOTqvw8YFer8eQIUNc3ZQBybJljR1/Gw1qNeRyOS/LFURHR+NwQYHN7WkyvR5SMKJ1jLySJRh1WGG2wfT/oaGhiI2NRUREBDJ6WZdFaTpfKuWr04IblnWMHNi8kSpG/ImKigIAVPXxCVqp1UJu4wtxx640vtSbZqT11MUcGRmJWjddz6jY9BwY3MvYQcIfhypGOh0v3WhAezCyZQKEWZPpvxSMKBh5JfOn9YoOi3s1mJ6woaGhEAgESE9LQ0ZFRY/3ka1WQywWu/2LLI0xck9isRhyuRxVfQz8VGq1NnelWQZf81QtAoB6jabXRUYjIiJQ46bT9otNFdNBNuyDSLgnFouhMXXF2qpRq0UIT0EkKioKNbW1sPUjY5PpeUWz0qgrzStJpVLI5XJUdOhyaGhthUgksry5TJg4ER+8/z7Y0KHdfjrOrKrCmNGj3X5FWkswamuze1aa1vSzUcWIHzExMahsbgYCAno8R6FWIzI52ab7s4wxamuze6NOW9Wr1QjrZep0REQE6uvrYdBoeFsywFHFKhUiIyMhkUhc3ZQBSSIW2z8rraUFIRxP1TeLjo6GwWBAfWsrImyoqCuoK82Ct4rR888/j+nTp0MikdCFdoHY2FiUd5iR0NDaarVWxpw5c1BdU4PT/v5Q+vigsdM4kMzz55E+frzT2usoy3R9B7rSqGLEr+ioKFT1tfJ1S4v9s9L4rBip1QjrZX2vyMhIMMbQ4IYfGIoVCgymapHLOFIxalCrOV/DyMwyAcLGhW9L29rg6+vr9NXQ3RFvwai1tRXXXXcdli9fztdDkF5ER0ejpsObUr1Gg9AOfdkzZ86EUCjETrUas/bvR+g77yD5t98was8e7PTxwZn8fKSlpbmg5fbx8/ODj4+PY7PSPGRJAk8VHRODqj7G4yhVKru70jQOhGBb1Tc399mVBgA1blYtAoDi+noMTkpydTMGLLFE0l4xskOjSsXbGCPzOL9qG18bTzc2YtiwYQjopcI7UPDWlWbenHDLli18PQTpRWRkJKqLiy0zEhrUaqsnoFgsxsyZM/Hyb7+hsqoKTz/9NLRaLb799lss/e476PV6jwhGgGn/JTtL2ACgNVWKqGLEj5iYGJw8frzXWTGK5mb7xxi1tgJ2vgHZql6h6DUYmRd6rNXp7P5741txVRUmzZrl6mYMWGKxGHU1NXbNSmtUKnkPRlUtLYANlawzVVUYOXIkL23xNDTGyEtFRUUhOzPT8u/i+noMHjHC6pxLLrkEf/zxB9LT0/HMM89AIBBg6tSpWLx4MQQCAcaMGePkVjtGKBQ61pVGFSNeRUdHo7K2tsfjjDEolUqbu9IsY4z4rBg1NtpWMeKxDY7QAygtL3f7yRLeTC6XI9/OZRz4DEYSiQRBQUGosrF77/S5c7j7kkt4aYuncatgpNPp2rd2MFEqlS5sjWeLjIy0mj2Te/48Ll240OqcefPmYdWqVXj44YctA7AXLFiAlJQUCAQCt5+qbyYUCqE1GAA7x32Yu9KoYsSP6OhoNDU1YeTx4wAAmViM4dHRkPv5QeLvj9ymJjDGLMtL9MXHxwcBAQG8BSM9AEUfFSO5XA5/f3/U2jnQn28VAQHQ6/UUjFwoISEBX1dVATZ+oDQCaGxs5G2MEdD+AblKowH6WKi3wdcXVdXVVDEysSsYrVq1Ci+++GKv55w9exbDhw93qDHr1q2zdMGR/omMjERdfT30Wi2U/v6oq69Hamqq1TlpaWnIyMjAuHHjLLf5+vpi69atULjpWi3dEQqF0On1NpWLOzIv8Eh96vy4/PLLsWrVKrSaur3q6+uRl5uL5uZmaLRaBMlkeO+993DFFVfYfJ+WAa52/q5t0WD6O+gtGAkEAkRERKBWqwXcqGpUZvpQkJCQ4OKWDFwJCQmorauDprUVYhv+NpR+fmCM8VYxAtonQFSr1UAfY+LOmhY0pWDUzq5g9NBDD2Hp0qW9npNs49Tb7jz++ON48MEHLf9WKpX0RHdQVFQUGGOoDwjAOdMGnZ2DEYBuxxFNmjSJ7+ZxSigUQmcwADbOvjDTGo0QCoVuvVO6JwsPD8e6des4vU+xWMxbxajKtAq8ubusJxHh4ajRantdhsDZzCGfpuq7jvm9qkwoxDBN38uQNpr+3ngNRjExqCotBTqt5G4w/b34mqrmpw0G+Pj4dPseMRDZFYwiIiL6fNHoD6FQSN0aHDEPEq3280Ou6Y/fvBWItxGZxxjZGYx0jNH4Ig8jFovbu015cNBohJ+fn1UFtTuRkZGobWlxq2Bk7tjz62GLH8I/czAq9fFBX6+0Df7+eMlUlefzPTUqKgpnT50CYmKg9fHBVyIRtpeUYFdGBlQqFSIjInDF+PEoqajA0KFD6f3XhLdnUUlJCRoaGlBSUgKDwYBM00DgoUOHes1uyu7MPCOhpq0NuVotEhISPGbMkL2EQmH7Ao/2zkoLDKQXAg8jEgrbu9Ls3BfPFnsVCkwYP77P50lEZCTK8/IANwohelNIo2DkOvHx8QCA0tbWXmemNfv746KcHBSVleHZZ5/F2LFjeWtTdHQ0quvrUdfWhvnFxTienY3p06bhiSeeQHR0NHJzc/HDDz/gzJkzuOWWW3hrh6fh7Vn09NNP48MPP7T8Oz09HQCwa9cuzJ49m6+HJSaWihGAXIUCqSkprm0QjyxdaXbSGY1UMfIwjuxHZQvGGPacPYtblizp89zIyEhkHD0K8NgFYi+qGLmeWCxGREQESnoZ/5Yjk2FlWRmKyspw8OBBjB49mtc2xcbGorauDsl79kAkEuHo0aOYOHGi1Tnr16+HSqWi18IOeHsWbdmyhdYwciGpVAqJRIIaoxF5VVWYNXeuq5vEG8vgazvfFLRGI4Ru1B1C+mYJRhyPCyuUyVBRWYkLL7ywz3MHDx6MopIS6JKTIXSTAdgUjNxDQnw8Sltauj32TWgoFn/+OaKiovDVV1/xHooA4B//+Af0ej3Kyspwyy239DicgnpxrNGzyItFRUWhsqUF+cXFuNvLK0ZalcrurjSdry99SvIwYrEY2rY2zhd43BsYCIFAgJkzZ/Z57vTp06HT6XBCKMS0XtZpcqY20xsbBSPXSkhMRGl1dZfgrvP1xYOHDmH+vHn4+ptvnNaFL5VKcffddzvlsbwJb1uCENeLjIjAdzk50Ol0HjfTzB5CkcihrjStwUBjjDyMyIH9qGxxWK3G6FGjbFpsMi0tDRKJBAfcaDYjVYzcQ2JiIkobGlAvEqGtw9/H/4WH43xZGTa8+iq95ngACkZeLCo6GrlFRYiMjMTkyZNd3RzeWLrS7ERjjDyPWCzGX3l5mKBUoozD8v+Z2lqMtnFhPn9/f0yZPBkHOiyg6moUjNxDQkICCktKkHz8ONaYFm6slErxzJ9/4u6778aITrsPEPdEzyIvZh6AfdVVV8HXDXcD54pIJGoPRnaEI4NAgDPNzQiPi+OxZYRrMTExUKnVyC8pwX9iYvAuB/uVMcZw+vx5zFu82ObvmTFzJt55+22w+Hi3WAdLb6qYUjByrYSEBGi12vZ9J3Nz8UJgIB4ICIBIJMILL7zg6uYRG1HFyIuZg9GCBQtc3BJ+Wabr2+HZmBicOHMGj61axVOrCB/Wr1+PyspKrF27Fh/s2oXPEhJwsp/rwNQEBqKxsRGjRo2y+XtmzJiB2ro65PWySrajjkZFoVwms+t79GhfldvHzrW8CLcmTpyIkSNH4plnnsGZ/Hx8kZCAz/bswYYNG3jd+oNwi55FXmzIkCEIDg7GXC+ekQbYH4x+j4vDf376CWvWrKGlIzyMWCyGXC7H8uXLkZycjBu++w5pv/2GCwBcI5XiMwdWyj9jGldkz3YIM2bMgFQqxWd97EFlr1/j4jD5l18Qv3cvbg0JATMtztoXPaha5A6GDh2K06dP41//+hd8fHxw1+7dSE1NxU033eTqphE7UDDyYrfeeivy8/O9fpsAe4JRmVyOGw8dwiVz52L16tU8t4zwRSQS4dSpUygtLcWXX36JwMhInCgrw7M5OXbf12lfX/j7+2PIkCE2f49MJsPNN9+Md48fh56jKk2TSIQ7jx/HxRddhE2bNuHjP//E+4mJNn0vBSP3EhISgqlTpkCpVOKRRx6hSp6HoWeSF/Pz80N4eLirm8E7oVAIXR+rzQJAm68v/mEwQCQW45Nt27x63NVAIBKJEB8fj/j4eCxevBiff/45rr/+epROnoyExkab7+eMWo3UlBS7g8Xy5cvx7rvv4prBg1FUX48QqRTjw8MxH8DF58/D38Zqj9lrUVFoUiqxecsWJCQkIDsrC8u2bMF/oqOxYcwYXFdY2OP36vV6CkZu5pprr0VlVRWtKO2BKMYSjycUCqG1YV2bxxIScPTMGXzxxRcDIjAONHPnzoWPjw9+s+F3WyGXoyw4GABwprERI+0YX2SWlpaG2bNm4UBeHqZeeCHiUlPxdW4uLtu5E3ENDViZmIgtQ4fiz0GDLJt29oQxhq05Objuuusse269/sYbePPNNzEsNRUrjx+HspcZlHrGKBi5mQceeAC5ubk0Pd8D0TOJeLywsDA0NDaidPDgHisFOwYPxsadO/Haa69h6tSpTm4hcYbQ0FBMnjQJvyiVuLOX83S+vrigthbigAAc9ffHyaIiPLBwoUOP+cuvv0IgECDAtII6YwyZmZnYtm0btm/fjrfKygAA8bGxeGDcONxTUoLAbkL8kYQEFOzahbc7VBfEYjGWLVuGK664AikpKXhx/Hg8X1TUbTuoK839CAQC+Pv7u7oZxAECZuvoPhdQKpWQy+VQKBQICgpydXOIm1IqlUhJScHFqan45Ny5LsfzIiIwMT8fl82fj+2ffeYW06sJP5555hls2LAB906ditmM4aLiYkg6BZEXR47Eql9/BQBcP3Mmvjh4ELm5uRg6dCjn7Wlra8OJEyfw9ttv4+OPPwYApKemYmp0NMS+vvAXCJAK4EulEkfPn0dpaWm3XbwPPPAAtm/bhsoeqg//GTECb2dloaKigvOfgRA+uPP7O3WlEY8XFBSE559/Htv27sX/jRhhNZOnJSAA16pUiI2Nxf/ef59CkZdbtmwZLps/H1/k5eGqP/5AVHU17hg0CHsTE9EsEmHb8OF4dv9+/Pvf/8aoUaPw2f79uGbxYl5CEWBaDHLKFGzevBmFhYV48803MXLiROwsK8M3585hS3Y2bvvtN/xw5AhWrlzZ47i3SZMmoaqmBsoeZsHpTY9FCOk/qhgRr2AwGLByxQq8/c47uGj8eGz080NZYCDWVFfjdFERjhw54pRNG4l7YIwhLy8Pn3/+ObZs2YKiDl1QN95wA955911s27YNy5Yt63bHcWdSq9UQi8W9zlw6fvw4Jk6ciKMzZmBiSUmX408MH47PCgpQ2ENXGyHuxp3f3ykYEa+yc+dO3HXXXSgxvXlMnDABr73+OqZPn+7ilhFXYYzh0KFDKC0tRWxsLC644AIAgNFoRHZ2NsaOHeviFvbN/Fr4yezZuOnkyS7HH01Px7elpcjNy3NB6wixnzu/v9NoPeJVLrnkEmRnZ2PXrl0YMmQIRowYQWuIDHACgaDbYOzj4+MRoQho7y6Ojo5Gbg9dbTT4mhDu0DOJeB2ZTOb126CQgSc1JQV5PewNR9P1CeEOfZQmhBAPkJKairyGhvaFTDt96Q0GCkaEcISCESGEeIDU1FTklZZ2u38aVYwI4Q4FI0II8QApKSlQqVSojIzscoyCESHcoWBECCEeIDU1FQBwJjISrK3N6ktvNFIwIoQjFIwIIcQDDBkyBBKJBCe7mdpMFSNCuEPBiBBCPICvry/GjhmDk3p9l2MUjAjhDgUjQgjxEGnp6cisq0MrYPXVRsGIEM5QMCKEEA+RlpaGM4WF0AYEWN2uNxrhR3ulEcIJCkaEEOIh0tLSYDAYcDY52ep26kojhDsUjAghxEOMGTMGPj4+yAwPRxtg+aJZaYRwh4IRIYR4CIlEgpRhw3Cq0/5/VDEihDsUjAghxIPExsairq3N6jaqGBHCHQpGhBDiQaSBgVDr9dSVRghPKBgRQogHkUql0HRay4iCESHcoWBECCEeRCKRQN25K81goGBECEfomUQIIR5EKpWipbUVHWtGVDEihDtUMSKEEA8ikUjQotVa3UYVI0K4Q8GIEEI8iFQqpWBECI8oGBFCiAeRSCRQazRWt1EwIoQ79EwihBAPIpVKoVaroQUgMN1GwYgQ7lDFiBBCPIhEIoHRaERrh01j9Xo9BSNCOELBiBBCPIhUKgUAaCQSy21UMSKEOxSMCCHEg5iDkVos/nvlawpGhHCGghEhhHgQialSpBWJLLdRVxoh3KFgRAghHsRcMdIGBFhuo2BECHd4C0bFxcW48847kZSUBLFYjCFDhmDNmjVobW3l6yEJIcTrmStGKqEQeqD9i4IRIZzh7ZmUk5MDo9GId955B0OHDkV2djbuvvtuqNVqvPLKK3w9LCGEeDVzxUhnmpXGQMGIEC7x9kyaP38+5s+fb/l3cnIycnNz8d///peCESGEOMhcMdKYgpBRIAAYo2BECEec+kxSKBQIDQ3t8bhOp4NOp7P8W6lUOqNZhBDiMcwVI5WfH3QA2vz8gLY2CkaEcMRpg68LCgrwxhtv4N577+3xnHXr1kEul1u+EhISnNU8QgjxCCKRCAKBAFqf9pdvvSkQUTAihBt2B6NVq1ZBIBD0+pWTk2P1PeXl5Zg/fz6uu+463H333T3e9+OPPw6FQmH5Ki0ttf8nIoQQLyYQCCCRSCzByEjBiBBO2f1Meuihh7B06dJez0lOTrb8f0VFBebMmYPp06fj3Xff7fX7hEIhhEKhvU0ihJABRSqVQiMQwACgzdcXAAUjQrhi9zMpIiICERERNp1bXl6OOXPmYMKECdi8eTN8fGjZJEII6S+JWAyN6f8NpkDk32HvNEKI43j7iFFeXo7Zs2dj0KBBeOWVV1BbW2s5Fh0dzdfDEkKI15NKpdAyBgAwUMWIEE7x9kzauXMnCgoKUFBQgPj4eKtjzPSEJoQQYj+JRIIWoxGtAHQUjAjhFG99W0uXLgVjrNsvQgghjpNKpWgxGAAARgpGhHCKBv0QQoiHkQYGQmsKRtSVRgi3KBgRQoiHkUgkaNHroQOgM01qoWBECDcoGBFCiIeRSqXQtLUBoK40QrhGwYgQQjyMRCJBS2srAEBPwYgQTlEwIoQQDyOVSqHR6WAAoKeuNEI4RcGIEEI8jEQiQYtWCwAwUjAihFMUjAghxMNIpVJLMDJQMCKEUxSMCCHEw0ilUqjVarQCaKNgRAinKBgRQoiHkclkaGtrgz4ggCpGhHCMghEhhHiY8PBwAIA6NJTGGBHCMQpGhBDiYSzBKCgIBoEAAAUjQrhCwYgQQjxMREQEAEAZGEjT9QnhGD2TCCHEw5iDUbNQaPl0S8GIEG5QxYgQQjyMVCqFWCxGs78/jNSVRginKBgRQogHioiIQJNAgFYKRoRwioIRIYR4oIjwcCiMRkvFyNe0ZxohpH8oGBFCiAcKDw9HU2srjAIBfH19ITAFJEJI/1AwIoQQDxQRGYkGrRZtoG40QrhEwYgQQjxQREQEGpqbYRQIKBgRwiEKRoQQ4oEiIiJQ39gIA6hiRAiXKBgRQogHioiIQGNTE1qpYkQIpygYEUKIB4qIiABjDArGKBgRwiEKRoQQ4oHMq183tLZSMCKEQxSMCCHEA5k3kq1TqykYEcIhCkaEEOKBzBWjmqYm+NHijoRwhoIRIYR4oODgYAQFBaGsspIqRoRwiIIRIYR4IIFAgIvmzIFer6dgRAiHKBgRQoiHmjd/PgBax4gQLlEwIoQQD3XppZcCoGBECJcoGBFCiIdKTk7G0KFDKRgRwiF6NhFCiAe76667UF5e7upmEOI1BIwx5upG9ESpVEIul0OhUCAoKMjVzSGEEEIIB9z5/Z260gghhBBCTCgYEUIIIYSYUDAihBBCCDGhYEQIIYQQYkLBiBBCCCHEhIIRIYQQQogJBSNCCCGEEBMKRoQQQgghJrwGowULFiAxMREikQgxMTFYsmQJKioq+HxIQgghhBCH8RqM5syZg88//xy5ubn48ssvUVhYiGuvvZbPhySEEEIIcZhTtwT57rvvsGjRIuh0Ovj7+/d5vjsvGU4IIYQQx7jz+7vTNpFtaGjAJ598gunTp/cYinQ6HXQ6neXfCoUCQPsFJIQQQoh3ML+vu+V2rYxnjz76KJNIJAwAmzp1Kqurq+vx3DVr1jAA9EVf9EVf9EVf9DUAvgoLC/mOIXazuytt1apVePHFF3s95+zZsxg+fDgAoK6uDg0NDTh//jzWrl0LuVyOH374AQKBoMv3da4YNTU1YdCgQSgpKYFcLrenmaQDpVKJhIQElJaWul3J0hPR9eQWXU9+0HXlFl1PbikUCiQmJqKxsRHBwcGubo4Vu4NRbW0t6uvrez0nOTkZAQEBXW4vKytDQkICDh48iGnTpvX5WO7cB+lJ6Dpyi64nt+h68oOuK7foenLLna+n3WOMIiIiEBER4dCDGY1GALCqChFCCCGEuAveBl8fPnwYR48excyZMxESEoLCwkI89dRTGDJkiE3VIkIIIYQQZ+NtHSOJRIKvvvoKF198MVJTU3HnnXdi7Nix2LNnD4RCoU33IRQKsWbNGpvPJ92j68gtup7couvJD7qu3KLryS13vp5OXceIEEIIIcSd0V5phBBCCCEmFIwIIYQQQkwoGBFCCCGEmFAwIoQQQggxsTsYrVu3DpMmTYJMJkNkZCQWLVqE3Nxcq3O0Wi1WrFiBsLAwBAYG4pprrkF1dbXVOSUlJbjiiisgkUgQGRmJRx55BHq93nJ8//79mDFjBsLCwiAWizF8+HBs3Lixz/YxxvD0008jJiYGYrEYc+fORX5+vtU5zz//PKZPnw6JROKyFTe94TouWLAAiYmJEIlEiImJwZIlS1BRUdGPq+I4b7iegwcPhkAgsPpav359P66K4zz9eu7evbvLtTR/HT16tJ9Xx3Gefl0B4MSJE7jkkksQHByMsLAw3HPPPVCpVP24Ko5z9+v51Vdf4dJLL0VYWBgEAgEyMzO7nPPuu+9i9uzZCAoKgkAgQFNTk0PXggvOup4dHThwAH5+fkhLS+uzfU57f7d3D5F58+axzZs3s+zsbJaZmckuv/xylpiYyFQqleWcZcuWsYSEBPbHH3+wY8eOsalTp7Lp06dbjuv1ejZ69Gg2d+5clpGRwX766ScWHh7OHn/8ccs5J06cYNu2bWPZ2dns3Llz7OOPP2YSiYS98847vbZv/fr1TC6Xs2+++YadPHmSLViwgCUlJTGNRmM55+mnn2avvvoqe/DBB5lcLrf3EnDCG67jq6++yg4dOsSKi4vZgQMH2LRp09i0adM4vEq284brOWjQIPaf//yHVVZWWr46tt+ZPP166nQ6q+tYWVnJ7rrrLpaUlMSMRiPHV8t2nn5dy8vLWUhICFu2bBnLyclhR44cYdOnT2fXXHMNx1fKNu5+PT/66CO2du1a9t577zEALCMjo8s5GzduZOvWrWPr1q1jAFhjY2O/r4ujnHU9zRobG1lycjK79NJL2bhx4/psn7Pe3/u9iWxNTQ0DwPbs2cMYY6ypqYn5+/uzL774wnLO2bNnGQB26NAhxhhjP/30E/Px8WFVVVWWc/773/+yoKAgptPpenysq6++mt1yyy09HjcajSw6Opq9/PLLltuampqYUChkn376aZfzN2/e7LJg1JknX0ezb7/9lgkEAtba2tr3D8wzT7yegwYNYhs3brT7Z3UGT7yeHbW2trKIiAj2n//8x7Yf2Ek87bq+8847LDIykhkMBss5p06dYgBYfn6+nT8999zpenZ07ty5HoOR2a5du1wejDrj+3pef/317Mknn2Rr1qzpMxg58/2932OMFAoFACA0NBQAcPz4cbS1tWHu3LmWc4YPH47ExEQcOnQIAHDo0CGMGTMGUVFRlnPmzZsHpVKJ06dPd/s4GRkZOHjwIGbNmtVjW86dO4eqqiqrx5bL5ZgyZYrlsd2Vp1/HhoYGfPLJJ5g+fTr8/f1t/Kn546nXc/369QgLC0N6ejpefvnlHsvPzuap19Psu+++Q319PW6//XYbf2Ln8LTrqtPpEBAQAB+fv986xGIxgPbuJldzp+vpDfi8nps3b0ZRURHWrFljU1uc+f7er2BkNBpx//33Y8aMGRg9ejQAoKqqCgEBAV369qKiolBVVWU5p+NFMx83H+soPj4eQqEQEydOxIoVK3DXXXf12B7z93Z3353v15148nV87LHHIJVKERYWhpKSEnz77bc2/tT88dTr+a9//Qvbt2/Hrl27cO+99+KFF17Ao48+asdPzg9PvZ4dvf/++5g3bx7i4+P7+GmdxxOv60UXXYSqqiq8/PLLaG1tRWNjI1atWgUAqKystOfH55y7XU9Px+f1zM/Px6pVq7B161b4+dm2M5kz39/7FYxWrFiB7OxsbN++nav2dLFv3z4cO3YMb7/9NjZt2oRPP/0UAPDJJ58gMDDQ8rVv3z7e2sA3T76OjzzyCDIyMvDbb7/B19cXt956K5iLF1P31Ov54IMPYvbs2Rg7diyWLVuGDRs24I033nD5psueej3NysrK8Ouvv+LOO+/kutn94onXddSoUfjwww+xYcMGSCQSREdHIykpCVFRUVZVJFfwxOvpzvi6ngaDATfddBPWrl2LlJSUbs9x9fV0eBPZlStX4ocffsDevXutPoVFR0ejtbUVTU1NVqmyuroa0dHRlnOOHDlidX/mUe3mc8ySkpIAAGPGjEF1dTWeeeYZ3HjjjViwYAGmTJliOS8uLs7yiaW6uhoxMTFW923LiHdX8PTrGB4ejvDwcKSkpGDEiBFISEjAX3/95bKNgj39enY0ZcoU6PV6FBcXIzU11Y6rwB1vuJ6bN29GWFgYFixY4MAV4IcnX9ebbroJN910E6qrqyGVSiEQCPDqq68iOTm5H1ekf9zxenoyPq9nc3Mzjh07hoyMDKxcuRJAe3WKMQY/Pz/89ttvrn9/t3dQktFoZCtWrGCxsbEsLy+vy3Hz4KwdO3ZYbsvJyel2cFZ1dbXlnHfeeYcFBQUxrVbb42OvXbuWDRo0qNe2RUdHs1deecVym0KhcMvB1950Hc3Onz/PALBdu3b1eA5fvPF6bt26lfn4+LCGhoYez+GLt1xPo9HIkpKS2EMPPdTnz+wM3nJdO3r//feZRCJxyaBhd76eHXnK4GtnXE+DwcCysrKsvpYvX85SU1NZVlZWjzNxnfn+bncwWr58OZPL5Wz37t1WU2FbWlos5yxbtowlJiayP//8kx07dqzLNG7zdL5LL72UZWZmsl9++YVFRERYTed788032Xfffcfy8vJYXl4e+9///sdkMhlbvXp1r+1bv349Cw4OZt9++y07deoUW7hwYZfpfOfPn2cZGRls7dq1LDAwkGVkZLCMjAzW3Nxs7+VwmKdfx7/++ou98cYbLCMjgxUXF7M//viDTZ8+nQ0ZMqTXFxO+ePr1PHjwINu4cSPLzMxkhYWFbOvWrSwiIoLdeuutHF8p23j69TT7/fffGQB29uxZjq5M/3jDdX3jjTfY8ePHWW5uLnvzzTeZWCxmr732GodXyXbufj3r6+tZRkYG+/HHHxkAtn37dpaRkcEqKyst51RWVrKMjAzLlP69e/eyjIwMVl9fz+GVso2zrmdntsxKY8x57+92ByMA3X5t3rzZco5Go2H//Oc/WUhICJNIJOzqq6+2+kNgjLHi4mJ22WWXMbFYzMLDw9lDDz3E2traLMdff/11NmrUKCaRSFhQUBBLT09n//d//2c1TbQ7RqORPfXUUywqKooJhUJ28cUXs9zcXKtzbrvttm5/BmdWOjz9Op46dYrNmTOHhYaGMqFQyAYPHsyWLVvGysrKuLlAdvL063n8+HE2ZcoUJpfLmUgkYiNGjGAvvPCCS0ImY55/Pc1uvPFGqzVWXM0bruuSJUtYaGgoCwgIYGPHjmUfffRR/y+Mg9z9em7evLnb9q1Zs8Zyzpo1a/r8GZzFWdezM1uDkbPe3wWmi0EIIYQQMuDRXmmEEEIIISYUjAghhBBCTCgYEUIIIYSYUDAihBBCCDGhYEQIIYQQYkLBiBBCCCHEhIIRIYQQQogJBSNCCCGEEBMKRoQQQgghJhSMCCGEEEJMKBgRQgghhJhQMCKEEEIIMfl/sC4c3Ki8m+AAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = si.plot.si(spi_3d, ybound=3)\n", - "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you can see the sudden peaks are a lot less sharp but some are still visible. Therefore it might be appropriate to choose a larger window. " - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "speidev", - "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": "3.10.12" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "2279c7ae29edfb28b339b66ce2f59ffc873c6e74c684d306a7300ed42278bdc7" - } - } + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Notebook 02 - Distributions\n", + "\n", + "*Martin Vonk - 2022*\n", + "\n", + "This notebooks shows an example of choosing the right distribution of the precipitation or precipitation-excess. Note that this notebooks focusses on visually interpreting this data. There are also tests to check the validity of a distribution. However these are not currently implemented in this package.\n", + "\n", + "## Required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Versions\n", + "python: 3.10.12\n", + "spei: 0.4.0\n", + "numpy: 1.26.4\n", + "scipy: 1.12.0\n", + "matplotlib: 3.8.3\n", + "pandas: 2.2.1\n", + "\n" + ] + } + ], + "source": [ + "from calendar import month_name\n", + "import spei as si # si for standardized index\n", + "import pandas as pd\n", + "import scipy.stats as scs\n", + "import matplotlib.pyplot as plt\n", + "\n", + "print(si.show_versions())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load time series\n", + "\n", + "We use time series from the Netherlands. The precipitation and precipitation-excess (precipitation - potential evaporation) time series are accumulated on with a 30D rolling sum." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" }, - "nbformat": 4, - "nbformat_minor": 2 + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fileurl = \"https://raw.githubusercontent.com/pastas/pastas/master/doc/examples/data\"\n", + "rain = (\n", + " pd.read_csv(f\"{fileurl}/rain_nb1.csv\", index_col=0, parse_dates=True)\n", + " .squeeze()\n", + " .multiply(1e3)\n", + ") # to mm\n", + "evap = (\n", + " pd.read_csv(f\"{fileurl}/evap_nb1.csv\", index_col=0, parse_dates=True)\n", + " .squeeze()\n", + " .multiply(1e3)\n", + ") # to mm\n", + "\n", + "# accumulate time series\n", + "f = 30\n", + "prec = rain.rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", + "pe = (rain - evap).dropna().rolling(f\"{f}D\", min_periods=f).sum().dropna()\n", + "pe.plot(xlabel=\"\", ylabel=\"[mm]\", title=\"Precipitation Excess\", figsize=(7, 5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot distributions\n", + "\n", + "The internal plot.dist method can be used to plot the (cumulative) histogram and the scipy.stats distribution fit. The given distribution using a [maximum likelihood estimate](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.rv_continuous.fit.html#scipy.stats.rv_continuous.fit) where a negative log-likelihood function is minimized. It can be important to visually check if the (cumulative) density function is actually valid for the (cumulative) histogram of the data. Let's first try that for the pearson3 distribution. \n", + "\n", + "We'll reproduce some steps that are normally done internally. Therefor we need to create the SI class and fit the distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "spei_fisk = si.SI(pe, dist=scs.fisk, fit_freq=\"ME\")\n", + "spei_fisk.fit_distribution()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets fit the pearson3 distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", + "axsr = axl.ravel()\n", + "for date, dist in spei_fisk._dist_dict.items():\n", + " cdf = dist.cdf().sort_values()\n", + " p_value = dist.ks_test()\n", + " i = date.month - 1\n", + " axsr[i].plot(\n", + " dist.data.loc[cdf.index].values,\n", + " cdf.values,\n", + " color=\"C0\",\n", + " linewidth=1,\n", + " label=f\"KS {p_value=:0.2f}\",\n", + " )\n", + " axsr[i].hist(\n", + " dist.data.values,\n", + " alpha=0.5,\n", + " density=True,\n", + " cumulative=True,\n", + " bins=20,\n", + " color=\"C1\",\n", + " )\n", + " axsr[i].set_title(month_name[date.month])\n", + " axsr[i].grid(True)\n", + " axsr[i].legend(loc=2, fontsize=6)\n", + "\n", + "[ax.set_ylabel(\"Cumulative\\nProbability [-]\") for ax in axl[:, 0]]\n", + "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", + "f.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The blue plotted line is the fitted pearson3 distribution and the orange fill is the cumulative histogram. For the fitted distributions seem to describe the precipitation excess values pretty well. The legend shows the p_value of the two-sided Kolmogorov-Smirnov test for goodness of fit. The null hypothesis two-sided test is that the two distributions are identical, the alternative is that they are not identical. Say we choose a confidence level of 95%; that is, we will reject the null hypothesis in favor of the alternative if the p-value is less than 0.05. For e.g. march the p-value is lower than our threshold of 0.05, so we reject the null hypothesis in favor of the default “two-sided” alternative: the data are not distributed according to the fitted pearson3 distribution. But not finding the appropriate distribution is one of the big uncertainties of the standardized index method. However, not a perfect fit does not mean this distribution is not fit-for-purpose of calculating a drought index. That is up to the modeller to decide. \n", + "\n", + "We could try to fit another distribution, e.g. Fisk. Let's plot the probability density function instead of the cdf to get more insight." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axl = plt.subplots(4, 3, figsize=(6, 8), sharey=True, sharex=True)\n", + "axsr = axl.ravel()\n", + "for date, dist in spei_fisk._dist_dict.items():\n", + " pdf = dist.pdf()\n", + " p_value = dist.ks_test()\n", + " i = date.month - 1\n", + " axsr[i].plot(\n", + " dist.data.loc[pdf.index].values,\n", + " pdf.values,\n", + " color=\"C0\",\n", + " linewidth=1,\n", + " label=f\"KS {p_value=:0.2f}\",\n", + " )\n", + " axsr[i].hist(\n", + " dist.data.values,\n", + " alpha=0.5,\n", + " density=True,\n", + " cumulative=False,\n", + " bins=20,\n", + " color=\"C1\",\n", + " )\n", + " axsr[i].set_title(month_name[date.month])\n", + " axsr[i].grid(True)\n", + " axsr[i].legend(loc=2, fontsize=6)\n", + "\n", + "[ax.set_ylabel(\"Probability [-]\") for ax in axl[:, 0]]\n", + "[ax.set_xlabel(\"PE [mm/d]\") for ax in axl[-1, :]]\n", + "f.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now see more cleary that there is a discrepancy between the data and the fitted distribution. However, the p_value is only less than 0.05 for march and august for the fisk distribution. For the pearson3 this was also the case for june, october and november. So the fisk distribution seems better in for this precipitation excess series than the pearson3 distribution." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Window fitting\n", + "\n", + "When the frequency of the original time series is higher than the fit frequncy, edge effects can occor. For instance if the frequency of the series is daily, but a distribution is fitted per month jumps can occur between the last and first day a new month. To prevent this the user can choose to fit a distribution on the frequency of the time series. However, fitting distributions per day gives less data per distribution to fit, sometimes resulting in a bad fit of the distribution. An example:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "spi_d = si.spi(prec, dist=scs.fisk, fit_freq=\"D\", prob_zero=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.si(spi_d, ybound=3)\n", + "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As can be seen in the figure sharp peaks are visible in the SPI, e.g. in march. To get a better fit of the distribution on those days, one can try to take into account days as well. After all, it is quite logical to take into account the distribution of the 1st of march and 3rd of march when determining the distribution for the 2nd of march. Note that this does not mean the distribution is summed over a larger window. Just more data is taken into account to determine the distribution for the specific day / week. The window argument provides for this:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "spi_3d = si.spi(prec, dist=scs.fisk, fit_freq=\"D\", fit_window=11, prob_zero=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = si.plot.si(spi_3d, ybound=3)\n", + "ax.set_xlim(pd.Timestamp(\"2003-01-01\"), pd.Timestamp(\"2004-01-01\"));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see the sudden peaks are a lot less sharp but some are still visible. Therefore it might be appropriate to choose a larger window. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "speidev", + "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": "3.10.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "2279c7ae29edfb28b339b66ce2f59ffc873c6e74c684d306a7300ed42278bdc7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 } diff --git a/doc/examples/example04_package_comparison.ipynb b/doc/examples/example04_package_comparison.ipynb index b01eb17..7fb8f11 100644 --- a/doc/examples/example04_package_comparison.ipynb +++ b/doc/examples/example04_package_comparison.ipynb @@ -28,7 +28,9 @@ "import pastas as ps\n", "import pandas as pd\n", "import scipy.stats as scs\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "\n", + "print(si.show_versions())" ] }, { diff --git a/src/spei/__init__.py b/src/spei/__init__.py index a836a21..ca787f5 100644 --- a/src/spei/__init__.py +++ b/src/spei/__init__.py @@ -1,4 +1,4 @@ # flake8: noqa from . import climdex, dist, plot, si, utils from ._version import __version__, show_versions -from .si import sgi, spei, spi, ssfi, SI +from .si import SI, sgi, spei, spi, ssfi diff --git a/src/spei/dist.py b/src/spei/dist.py index 00f43b0..61a767c 100644 --- a/src/spei/dist.py +++ b/src/spei/dist.py @@ -72,7 +72,9 @@ def __post_init__(self): self.p0 = (data_fit == 0.0).sum() / len(data_fit) @staticmethod - def fit_dist(data: Series, dist: ContinuousDist) -> Tuple[Optional[List[float]], float, float]: + def fit_dist( + data: Series, dist: ContinuousDist + ) -> Tuple[Optional[List[float]], float, float]: """ Fits a Scipy continuous distribution to the data. diff --git a/src/spei/si.py b/src/spei/si.py index 9b359b8..64317b4 100644 --- a/src/spei/si.py +++ b/src/spei/si.py @@ -312,7 +312,9 @@ def fit_distribution(self): dfval_window = daily_window_group_yearly_df( dfval=self._grouped_year, period=period ) - for dfval_rwindow in dfval_window.rolling(window=window, min_periods=window, closed="right"): + for dfval_rwindow in dfval_window.rolling( + window=window, min_periods=window, closed="right" + ): if len(dfval_rwindow) < window: continue # min_periods ignored by Rolling.__iter__ date = dfval_rwindow.index[period] @@ -327,7 +329,9 @@ def fit_distribution(self): self._dist_dict[date] = fd else: logging.info("Using groupby fit by frequency method") - for date, grval in self._grouped_year.groupby(Grouper(freq=self.fit_freq)): + for date, grval in self._grouped_year.groupby( + Grouper(freq=str(self.fit_freq)) + ): data = get_data_series(grval) fd = Dist( data=data, @@ -370,7 +374,7 @@ def cdf_nsf(self) -> Series: """ logging.info("Using the normal scores transform") cdf = Series(nan, index=self.series.index, dtype=float) - for _, grval in self._grouped_year.groupby(Grouper(freq=self.fit_freq)): + for _, grval in self._grouped_year.groupby(Grouper(freq=str(self.fit_freq))): data = get_data_series(grval).sort_values() n = len(data) cdf.loc[data.index] = linspace(1 / (2 * n), 1 - 1 / (2 * n), n) @@ -397,5 +401,5 @@ def get_dist(self, date: Timestamp) -> Dist: dist = self._dist_dict[k] if date in dist.data.index: return dist - else: - raise KeyError("Date not found in distributions") + + raise KeyError("Date not found in distributions") diff --git a/src/spei/utils.py b/src/spei/utils.py index d177542..8633e4e 100644 --- a/src/spei/utils.py +++ b/src/spei/utils.py @@ -119,10 +119,10 @@ def daily_window_group_yearly_df(dfval: DataFrame, period: int) -> DataFrame: """ dfval_window_index_start = [ dfval.index[0] + Timedelta(value=-i, unit="D") - for i in reversed(range(1, period+1)) + for i in reversed(range(1, period + 1)) ] dfval_window_index_end = [ - dfval.index[-1] + Timedelta(value=i, unit="D") for i in range(1, period+1) + dfval.index[-1] + Timedelta(value=i, unit="D") for i in range(1, period + 1) ] dfval_window_index = DatetimeIndex( dfval_window_index_start + dfval.index.to_list() + dfval_window_index_end @@ -132,6 +132,6 @@ def daily_window_group_yearly_df(dfval: DataFrame, period: int) -> DataFrame: nan, index=dfval_window_index, columns=dfval.columns, dtype=float ) dfval_window.loc[dfval.index, dfval.columns] = dfval.values - dfval_window.iloc[: period] = dfval.iloc[-period :].values - dfval_window.iloc[-period :] = dfval.iloc[: period].values + dfval_window.iloc[:period] = dfval.iloc[-period:].values + dfval_window.iloc[-period:] = dfval.iloc[:period].values return dfval_window