From fa2b8ef909ae9889c9e476462bf326e6af5d78ed Mon Sep 17 00:00:00 2001 From: ghiffaryr Date: Fri, 13 May 2022 09:59:07 +0700 Subject: [PATCH] release: grplot-0.7.2 --- README.md | 2 +- doc/Full_Documentation.ipynb | 137 ++++++++++++++++-------- grplot/__init__.py | 54 ++++------ grplot/features/plot/plot_multi_def.py | 22 ++-- grplot/features/plot/plot_single_def.py | 16 ++- grplot/features/plot/plot_type.py | 8 +- grplot/features/text/check_text.py | 66 ++++++------ grplot/features/text/text_def.py | 28 ++--- grplot/features/text/text_type.py | 4 +- grplot/setting.py | 9 +- setup.py | 2 +- 11 files changed, 202 insertions(+), 146 deletions(-) diff --git a/README.md b/README.md index 29452c7..ad2e17c 100644 --- a/README.md +++ b/README.md @@ -5,7 +5,7 @@ grplot: lazy statistical data visualization ======================================= -grplot is a Python visualization library based on numpy, scipy, matplotlib, seaborn, squarify, and pandas. It supports human laziness in drawing complete and attractive statistical graphs. +grplot is a Python visualization library based on numpy, scipy, matplotlib, seaborn, squarify, and pandas. It supports human laziness in drawing complete and attractive statistical graphs in just one line of code. Documentation diff --git a/doc/Full_Documentation.ipynb b/doc/Full_Documentation.ipynb index 183dbb6..a0ffe8f 100644 --- a/doc/Full_Documentation.ipynb +++ b/doc/Full_Documentation.ipynb @@ -11,7 +11,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6a8a26f1", + "id": "30b68020", "metadata": {}, "outputs": [], "source": [ @@ -38,17 +38,17 @@ "text": [ "Help on function grplot in module grplot:\n", "\n", - "grplot(plot, df, x=None, y=None, Nx=None, Ny=None, figsize=[8, 6], pad=6, hpad=None, wpad=None, hue=None, size=None, fontsize=10, tick_fontsize=None, legend_fontsize=None, text_fontsize=None, label_fontsize=None, title_fontsize=None, sep=',', xsep=None, ysep=None, lim=None, xlim=None, ylim=None, log=None, xlog=None, ylog=None, dt=None, xdt=None, ydt=None, tick_add=None, xtick_add=None, ytick_add=None, rot=None, xrot=None, yrot=None, statdesc=None, xstatdesc=None, ystatdesc=None, text=None, xtext=None, ytext=None, label_add=None, xlabel_add=None, ylabel_add=None, title=None, legend_loc=None, style=None, palette=None, hue_order=None, hue_norm=None, sizes=None, size_order=None, size_norm=None, markers=None, dashes=None, style_order=None, legend=None, height=None, units=None, x_bins=None, y_bins=None, estimator=None, x_estimator=None, ci=None, n_boot=None, alpha=None, expand_margins=None, jitter=None, x_jitter=None, y_jitter=None, weights=None, color=None, seed=None, sort=None, err_style=None, err_kws=None, stat=None, bins=None, binwidth=None, binrange=None, discrete=None, cumulative=None, common_bins=None, common_norm=None, common_grid=None, multiple=None, element=None, fill=None, shrink=None, kde=None, kde_kws=None, line_kws=None, thresh=None, pthresh=None, pmax=None, cbar=None, cbar_ax=None, cbar_kws=None, shade=None, vertical=None, kernel=None, bw=None, gridsize=None, cut=None, clip=None, shade_lowest=None, levels=None, bw_method=None, bw_adjust=None, df2=None, warn_singular=None, complementary=None, a=None, order=None, orient=None, edgecolor=None, linewidth=None, saturation=None, width=None, dodge=None, fliersize=None, whis=None, scale=None, scale_hue=None, inner=None, split=None, k_depth=None, outlier_prop=None, trust_alpha=None, showfliers=None, linestyles=None, join=None, errwidth=None, capsize=None, errcolor=None, x_ci=None, scatter=None, fit_reg=None, logistic=None, lowess=None, robust=None, regplot_logx=None, x_partial=None, y_partial=None, truncate=None, scatter_kws=None, marker=None, dropna=None, label=None, zorder=None, color2=None, markersize=None, explode=None, colors=None, autopct=None, pctdistance=None, shadow=None, labeldistance=None, startangle=None, radius=None, counterclock=None, wedgeprops=None, textprops=None, center=None, frame=None, rotatelabels=None, normalize=None, norm_x=None, norm_y=None, treemaps_pad=None, bar_kwargs=None, text_kwargs=None, bubble_spacing=None)\n", + "grplot(plot, df, x=None, y=None, Nx=None, Ny=None, figsize=[8, 6], pad=6, hpad=None, wpad=None, hue=None, size=None, fontsize=10, tick_fontsize=None, legend_fontsize=None, text_fontsize=None, label_fontsize=None, title_fontsize=None, sep=',', xsep=None, ysep=None, lim=None, xlim=None, ylim=None, log=None, xlog=None, ylog=None, dt=None, xdt=None, ydt=None, tick_add=None, xtick_add=None, ytick_add=None, rot=None, xrot=None, yrot=None, statdesc=None, xstatdesc=None, ystatdesc=None, text=None, xtext=None, ytext=None, label_add=None, xlabel_add=None, ylabel_add=None, title=None, legend_loc=None, style=None, palette=None, hue_order=None, hue_norm=None, sizes=None, size_order=None, size_norm=None, markers=None, dashes=None, style_order=None, legend=None, height=None, units=None, x_bins=None, y_bins=None, estimator=None, x_estimator=None, ci=None, n_boot=None, alpha=None, expand_margins=None, jitter=None, x_jitter=None, y_jitter=None, weights=None, color=None, seed=None, sort=None, err_style=None, err_kws=None, stat=None, bins=None, binwidth=None, binrange=None, discrete=None, cumulative=None, common_bins=None, common_norm=None, common_grid=None, multiple=None, element=None, fill=None, shrink=None, kde=None, kde_kws=None, line_kws=None, thresh=None, pthresh=None, pmax=None, cbar=None, cbar_ax=None, cbar_kws=None, shade=None, vertical=None, kernel=None, bw=None, gridsize=None, cut=None, clip=None, shade_lowest=None, levels=None, bw_method=None, bw_adjust=None, df2=None, warn_singular=None, complementary=None, a=None, order=None, orient=None, edgecolor=None, linewidth=None, saturation=None, width=None, dodge=None, fliersize=None, whis=None, scale=None, scale_hue=None, inner=None, split=None, k_depth=None, outlier_prop=None, trust_alpha=None, showfliers=None, linestyles=None, join=None, errwidth=None, capsize=None, errcolor=None, x_ci=None, scatter=None, fit_reg=None, logistic=None, lowess=None, robust=None, regplot_logx=None, x_partial=None, y_partial=None, truncate=None, scatter_kws=None, marker=None, dropna=None, label=None, zorder=None, color2=None, markersize=None, explode=None, colors=None, autopct=None, pctdistance=None, shadow=None, labeldistance=None, startangle=None, radius=None, counterclock=None, wedgeprops=None, textprops=None, center=None, frame=None, rotatelabels=None, normalize=None, norm_x=None, norm_y=None, treemaps_pad=None, bar_kwargs=None, text_kwargs=None, bubble_spacing=None, showmeans=None, meanprops=None)\n", " -----------------------------------------------\n", " grplot | lazy statistical data visualization\n", " \n", " by ghiffary rifqialdi\n", " based on numpy, scipy, matplotlib, seaborn, squarify, and pandas\n", " \n", - " version = '0.7.1'\n", + " version = '0.7.2'\n", " \n", " release date\n", - " 30/04/2022\n", + " 13/05/2022\n", " -----------------------------------------------\n", " \n", " documentation is available at https://github.com/ghiffaryr/grplot\n", @@ -1196,7 +1196,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1822,6 +1822,45 @@ " alpha=0.75)" ] }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7f3dfce9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from grplot import grplot\n", + "import seaborn as sns\n", + "sns.set_theme(context='notebook', style='darkgrid', palette='deep')\n", + "\n", + "\n", + "tips = sns.load_dataset('tips')\n", + "ax = grplot(plot='histplot', \n", + " df=tips, \n", + " x='total_bill', \n", + " hue='sex',\n", + " xsep='.c', \n", + " ysep='.',\n", + " statdesc={'total_bill':'general'}, \n", + " xtick_add='Rp(_)', \n", + " ytext='h', \n", + " title='Histogram Count vs total_bill', \n", + " multiple='stack',\n", + " kde=True, \n", + " alpha=0.75)" + ] + }, { "cell_type": "markdown", "id": "f3833a14", @@ -2351,7 +2390,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "e7ae1611", "metadata": { "scrolled": false @@ -2795,7 +2834,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "731acad0", "metadata": {}, "outputs": [ @@ -3196,7 +3235,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "5ab18ba8", "metadata": {}, "outputs": [ @@ -3230,7 +3269,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "609a4990", "metadata": {}, "outputs": [ @@ -3531,7 +3570,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "eba4a290", "metadata": {}, "outputs": [ @@ -3768,7 +3807,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "914f2d0c", "metadata": {}, "outputs": [ @@ -3977,7 +4016,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "3b2c956b", "metadata": {}, "outputs": [ @@ -4419,13 +4458,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "9aa84f26", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABBsAAAFDCAYAAAB7pwb5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADZkUlEQVR4nOzdd3hT1RvA8W/SpHsApZTdQtmy95Dp4CciVAFFhqAIWkBwoCCCgCLiVgQRFARxoIKAKIgMRfaQPQqUUWZL90qbNOP3R0ogdNCSlAzez/P46L259573pK+3zck571WYTCYTQgghhBBCCCGEEHaidHQAQgghhBBCCCGEcC8y2CCEEEIIIYQQQgi7ksEGIYQQQgghhBBC2JUMNgghhBBCCCGEEMKuZLBBCCGEEEIIIYQQdiWDDUIIIYQQQgghhLArGWwQQgghXMT8+fMZOnQogwYNYvDgwRw5cgSAEydOsGfPnnzH//rrr2zcuLFY116/fj3x8fGFvp6amsrq1auLvEaHDh0Kfe3ixYs8/vjj+fbPnz+fQ4cO8euvv/Lhhx8WepytiopNCCGEEPYngw1CCCGEC4iJiWHTpk188803fPfdd0ycOJGJEycC8NdffxETE5PvnMcee4z77ruvWNf/9ttvyczMLPT1EydOsGnTptsLvggjRoygcePGdr+uEEIIIRxL5egAhBBCCHFrAQEBXL58mWXLltGpUyfq16/PsmXLiI+PZ8WKFajVau655x4mTpxIeHg4arWamjVrUr58eWrWrMmXX36JUqkkISGBJ554goEDB1qu/c8//3D8+HHGjx/PDz/8wHfffccff/yBSqWiZcuWvPrqq3z55ZdER0fz008/0axZM2bOnInBYCAlJYWpU6fSvHnzW/YhOTmZ559/nqSkJLp06cKoUaOYMGECPXr0KPK8b7/9lvT0dEaPHo1Op6NXr14sW7aMcePGkZmZSXZ2Ni+99BL33nuv5RyDwcDkyZOJiYmhWrVq6HQ6AE6ePJkvdo1Gw88//8ysWbMA6N+/P5999hmhoaG386MSQgghBDKzQQghhHAJoaGhzJ07l3379vHEE0/wv//9j7///pvQ0FAeffRRhg4dSuPGjdFoNIwcOZJPPvnE6vz4+Hjmzp3Lzz//zKJFi0hKSrK81qVLF+rXr897773H2bNnWbt2LUuXLmXp0qXExsby999/8/zzz9O2bVueeOIJYmJiGD9+PIsXL2b48OH8+uuvxeqDRqPhgw8+YOnSpWzZsoXo6Ohinde7d2/Wrl2LyWRi48aNdO3alStXrpCamsqXX37Jxx9/jMFgsDpn/fr1aLVafv75Z1555RWys7MBCoy9Q4cOnDx5krS0NE6dOkXZsmVloEEIIYSwkcxsEEIIIVxAbGws/v7+vPvuuwAcPnyY4cOH06ZNm3zH1qhRI9++Zs2a4enpCUDt2rU5f/48wcHB+Y47c+YMTZo0Qa1WA9CyZUtOnTpFkyZNLMdUqFCBL774Am9vb7KysvD39y9WH+rVq0dAQAAAjRo14uzZs8U6LygoiPr16/Pff/+xYsUKxo8fT0REBE888QQvv/wyer2ewYMHW51z7tw5y/KMypUrU6lSpUJjVygU9OrVi99//52LFy/St2/fYsUlhBBCiMLJzAYhhBDCBZw4cYK33nrLshygRo0aBAYG4uHhgUKhwGg0Wo5VKvP/ej9+/DgGg4Hs7GxiYmIICwuzel2hUGAymahZsyaHDh1Cr9djMpnYs2cPNWrUQKlUWtp45513GDNmDO+99x516tTBZDIVqw+nT58mKysLvV7PoUOHqF27drH7//jjj7N48WJycnKIiIjgxIkTZGVlMX/+fGbOnMnbb79tdXytWrU4cOAAYJ7Vca34ZWGx9+nThz///JM9e/bQuXPnYsclhBBCiILJzAYhhBDCBTz44IOcPn2avn374uvri8lk4rXXXiMgIICGDRvy/vvvExERUej5er2e4cOHk5qaSlRUFOXKlbN6vVmzZrz22mssXLiQhx56iCeffBKj0UiLFi24//77uXr1KidPnmTRokX06tWLsWPHEhgYSMWKFUlJSSlWH4KCgnjppZdITk6mR48e1KpVq9j9b926NZMnTyYqKgqA8PBw5syZw9q1azEajYwZM8bq+Pvuu49t27bRr18/KleuTNmyZQEKjT00NBQ/Pz+aNm2KSiV/HgkhhBC2UpiK+3WEEEIIIVzSrl27WLp0ab46DsLac889x8SJE/PN+hBCCCFEycnQvRBCCCHs5qeffuL333/Pt//ll1+mWbNmDojo1nJychgwYABt2rSRgQYhhBDCTmRmgxBCCCGEEEIIIexKCkQKIYQQQgghhBDCrmSwQQghhBBCCCGEEHYlgw1CCCGEEEIIIYSwKxlsEEIIIYQQQgghhF251dMoUlKyMBpdt95lwIphAGQ8usDBkQhbBAf7k5SU6egw7Mon+0sAsn2ed3Ak9vf1YXPfnm1kW9++/lptvs6zuQ6J5eb23TEPb5c7568rkFwUziI42B/N/g8ByK4u9wPhGCW9J/p8nfc77FnJWWE/SqWCsmX9Sr0dt3oaRVJSpksPNgj3EBISQEJChqPDEHc5yUPhLCQXhbOQXBTOQPJQOAOlUkFwsH/pt1PqLQghhBBCCCGEEOKuIoMNTqTcggaUW9DA0WEIkU9AxlACMoY6OoxSMeKvoYz4a6jt1xnhzYgR3g6LxR7tuyt3zl8hRMkEHBpKwKGhjg5DiGILGDGUgBFDHR2GELfFrWo2uDq9d11HhyBEgfSqxo4OodQ0LG+fvjVsaLT9GjbEYo/23ZU7568QomT0AXI/EK5F39A6Zw0GPSkpCej1OgdFJFyNSuVJ2bIheHjc+Y/+UrNBCDuTtXjCGUgeCmchuSicheSicAa25mFi4hW8vX3x8wtEoVDYMTLhjkwmE1lZ6eTkaChfvpJlv9RsEEIIIYQQQghhodfrZKBBFJtCocDPL9BhM2FksMGJlFtQl3ILZCmFcD6BGYMIzBjk6DBKxdN/DuLpP23v29NPe/P007bVTLAlFnu0767cOX+FECUTeHAQgQflfiBcR+DTgwh82jpnZaBBlIQj80VqNjgRvU8TR4cgRIFyVa0dHUKpaRlqn761bGmw/Ro2xGKP9t2VO+evEKJkcoPkfiBcS25L18vZiRNfZcaMD0p0zoIF81i/fh3ly5cHID09jfvue5AhQ4YVes4//2zku+8Wo1DAAw88xOOPP2n1empqKtOmvYFWq6V8+RAmTpzChQuxfPbZR5Zjjh07wowZH9K2bfsSxSuKR2o2CGFnsiZUOAPJQ+EsJBeFs5BcFM7A1jyMi4ulYsUwO0bkHBYsmEdwcDCRkX0B0Ol0DBrUj3nzvqFs2XL5jjcYDAwc2Jevv16Cj48Pgwb1Y+7chZQpU8ZyzKeffkCdOvXo0eMRlixZhKenmieeGGh5fdOmDWzZ8g9Tpkwv5d453s15IzUbhBBCCCGEEEIUKiiyB15Lvzdv5Oaat39Zat7WaMzbK5cDoEhPIyiyB56//2beTkoyb69ba96Oj79le2vWrOaNN15l3LgxPP30ANasWc3rr4+jf/9H2bLlHwB69eoOwOjRI/jss48YO3Ykw4c/RVzcFQDefvtN4uLiimwnPT0NvV6Pl5cXCxbMY8qU1xkz5nmefnoABw8ewMPDg++++wV/f3/S09MwGo2o1daT9g8dOkCbNu0AaNu2PXv37ra8lp2dzcKF8xg7dtwt+yxunyyjcCLlFtYCIPmZGAdHIoS1wPQnAEgP/MnBkdjf4DXmvi3pYVvfBg/2MV9nSbZDYrFH++7KnfNXCFEygfvz7gfN5H4gXEPg4LycXeI8OavRaPjkkzls2LCOn376gfnzF7F//3/88suPdOzYxerY+vXvYezYV5g3bw7r169j8OChTJ78VoHXXbr0BzZs+Iv4+HhCQkKYMGEyvr5+AHh5eTNr1pecOXOaadMmsXjxj6hUKjZv3sTHH79Hu3b34u3tY3W9rKws/P3N3977+vqSmZlpee3331fRtev9VjMhhP3JYIMT0fu63poscXfIVXd2dAilpmMV+/StY0e97dewIRZ7tO+u3Dl/hRAlkxss9wPhWnI7Fp2zaSvXXN9Qq623fX2ttk2BQdbbwcHW26GhxYqpdm1zQXt//wDCw2ugUCgICAhAq83/xIM6dczHhoaGkpSUVOR1+/cfQGRkX6KjjzN16kSqVatuea1Fi1YA1KwZQXLy9et07tyNjh278M47U/nzzz94+OFeltf8/PzQaDR4eXmj0WgICAiwvPbXX2uZPv29YvVX3D4ZbHAi6f1/cHQIQhQo22eko0MoNSOa2KdvI0bk2n4NG2KxR/vuyp3zVwhRMtnV5X4gXEv2COfL2ZI83eB2noRQr159Bg0awpQpE/nyy4UAnDhxnO7de3DmTAwhISFkZWUyfvzLfPzxbDw9PfHx8UGptK4Q0KhRE3bs2EaPHo+wc+d2GjduCkBmZia5ubmEhlYscWyiZKRmgxBCCCGEEEKIO6I4NRt69ozEz8+PFSuWAXDy5AnGjo1i5szpvPbaJPz8/Hnggf8xatRwoqKGAQoefPAhkpISmTLldQCGDBnGhg1/ERX1DEePHqJPH/OSlAsXYqlUqVKp9lGYydMonEjwwhoAJD1z1sGRCFu4Y7XroPTHAEgL/NXBkdhf/9/NfVva07a+9e9vXie4dOnt10ywJZab23fHPLxd7py/rkByUTiLkJAAdOseACCtudwPhGOU9J4Y1D/vd9hSc86669MoinLzkyqKotfrmTv3c1544aU7EJnrcNTTKGQZhRPR+cs6QuGctJ4POTqEUvNguH369uCDttdMsCUWe7Tvrtw5f4UQJaMNkfuBcC3aByVnS2rAgMGODkHkkZkNQtiZfIsnnIHkoXAWkovCWUguCmdgax7ejTMbhO0cNbNBajYIIYQQQgghhBDCrmSwwYkEf1Od4G+q3/pAIe6woPReBKX3uvWBLqjPb73o85vtfevTx4c+fXxufWApxWKP9t2VO+evEKJkgv7rRdB/cj8QriOoTy+C+kjOCtckNRuciC7gf44OQYgCaT0fc3QIpSayln36Fhlpe80EW2KxR/vuyp3zVwhRMtpQuR8I16KNlJwVrktqNghhZ7ImVDgDyUPhLCQXhbOQXBTOQGo2CEeQp1EIIYSbMplMZGTnEujr6ehQnJbJZMJgNKHykNV9BcnR6YlL1lA52A9PtYejwxFCCHGXWrNmNbGx54iKesEp45gy5XUmTXoLtVqd75ySPEKzOLp0aUvDho0BMBj0GAxGpk59h8qVqxR4fHZ2NtOmvUFGRgYqlZpJk6YSElLB6pjfflvBqlW/4uHhwZAhw+jQoSOfffYRp06dACA5OQl//wDmz19klz6UNhlscCLBi6oCkDT0ooMjcU4XrmZy4WoG9aqXpVygt6PDuasEpfUAIC1ojYMjsb/Ilea+rYy0rW+RkeZ6CStXZlvtP3slnXmrjnI1NZtKwb6MjGxIlRB/0jK1/L49lrjkLJrVCaFrsyo8uurh246lsPZdwaHTiSxZd4LkdC1NapXn2Z718fXO/0fC7XL1/D10OpF5vx0lW2vA30fN6McaUadaGUeHJW7TwZhENh+4jI+XiofaVqdqSOl/sySuC9qbdz9o6Zr3A3H3CYrMy9mVkrPFMW3au3esrcDAIGbPnm/ZXrlyOUuXfsfLL48v8PjVq1dQt259nn56OGvWrOb777/lxRfHWV5PSkpk2bKlfP31EnQ6HSNHDqNVqzaMHfsKAHq9nqioYYwfP6l0O2ZHMtjgRLRBkY4OwWmt2RnLsn9OA+ChVPBCn0Y0jijv4Khu7dDpRH5Yf4rkDC1tGlTgqe51Uatc71vJHK+Bjg6h1PSvZ5++9e+fW+D+hWuOczXVPABwJUnD4nUnmDioBZ/+cojYePM0yqPnUsjVG22KpbD2nZ1WZ2Deb8fI1pprThyISWTFlrMMfKCO3dpw9fz97q+TZGsNAGRm5/LDhpNMfbr1bV/PYDSyZud5Dp9Jomp5P3p3rEmQ39096yY1U8uitdGcuJBKjYoBDHmoHqFlfe3eTnRsCrOWHeLags9DpxOZ+Xw7/Ow4uCaKllPZte8H4u6T07/onA3a24OcygPRVh4IxlyC9vUmp8pTaCv1B4OGoP19yak6DG3FPihy0wg8+CTZ1Z5HF9oLhS6JwEODyQ57AV3IQyi08Zi8Qosd248/fsfGjX/h4eFBkybNeO65UQwY0Ifvv19Gamoqjz3Wg9Wr/8LHx5fnn3+ahQu/58svZ3Pw4H6MRiNPPDGQbt3uZ/ToEZQtW4709HQ+/vhzPDw8SEtLZezYkSxa9ANHjhxm3LgxrFmzkcTEBGbOfJv77+/O0aOHeemlUaSmphAZ2ZfevR+jb99H+P77ZezcuY3vvluMSqWifPkQpk2bYYn74sULTJv2BuPHT6ZixUrMnPkWaWlpALz44qtERNSiT5+ehIWFEx5egw4dOnHo0AGefnp4ke9HfHwcAQGBAPTr15sGDe7h8uWL1KgRwYQJk3n88QEYDIYbjg2wOv/48aM0atQET09PPD09qVKlGqdPn6J+/XsAWLZsKa1btyUiolaxf0aOJoMNTiTz0dmODsEp6XINrN52zrJtMJpYtfWs0w82aHL0zF15FG2u+aay7XAc5YN86H1vDQdHVnJab/f94+xWH/A1Obn8sTOWSwlZNKoZTNfmVVAqFPmv0z9/gUaj0cSlhCyrfReuZhKfrLEMNFyz+/hVJg8xx6LLNbB213lOX06jbrUydG9d/ZbLCwpq3xXEp2gsAw3XnItLt2sbrpy/BqORpPQcq32JqTmFHF08K7ec5Y8dsQDEXEzjYmIWEwe1sOmaru7bP09w6HQSANHnU/lq9TEmPdXS7u3sjr7KjZWlsnL0HDmTTJsGxf/jXthGK4MNwsVobzHY4CinT8ewadN6vvxyIR4eHrzxxmvs3LmdJk2acfToYS5evECNGhHs3bsHX18fWrVqy44d27hy5RJz5y5Aq9Xy3HNP06pVGwDuv787nTt3tVw/KKgMQUFBxMfHsWvXdkJDKxIdfYzo6ON06tQFAJVKxccfzyYu7gqvvjqW3r2vF9Ncv34dAwYMpmvX+1m79neyssx/j50/H8sff/zGm29Op1q16nzxxSxatGjNo4/25cKF88yYMY25cxdw9Wo8Cxd+R1BQGQBatGiV7z1IT09j9OgRaDRZpKen07lzV4YNex6AhIR4hg+fTdWq1Zg8eQJbtvxD587d8PDwYMyY5zlzJoZPPpljdb2srCz8/K7PdvP19SUzMxOA3NxcVq36la+++tamn9udJoMNzkSrMf/by/7fprgyg9GETm+w2nftWz5nc/FqJj/9c5rsbB0RlYMsAw3XxFxKu+MxpWRoCfBV27YW3pT3rbnC/b59yzWY+6b2KLhvX6w8wrFzKQAcOp2EJieXRzrkHzDKzXuLblwiqFQqqB9WluOxKZZ9DWuUI8BXjVqlJFdvtOw3GIyciUuhWog/i/48yc6j8QAcOZNMcrqWwd3rFt2PAtp3BZWC/Qj0VZOuuT4zo171svZtxIXz10OppHntEP47mWDZ17JeiE3X3HsiwWo75mIaaZlagvy9bLquKztxIdVq+8zldHL1RtQq+9YQKReQ/z0uF3j3vu8OYcy7Hyhd734g7lK3+AVvtSRIqbbe9vC12japg6y3PYOtt0swqyE29hz33NMIlcr8cbJJk6acPXuazp27WQYVRowYydatm1EqlfTs2Zt9+/Zy4kQ0o0ePAMzLAuLiLgNQvXr+opedOnVhx45tHD58kEGDhrBnzy6OHDnE66+/yc6d26lTpx4KhYJy5YLJybEeiH/hhZdYsmQRy5f/TFhYuGWAYufO7Xh4eKBUmu/vZ87EsG/fXjZu/AuAjAzzFx7mwY4yRb4H15ZRGAwGZsyYikqlxtfX/DkuNLQiVatWA6BRo8acPx9rOW/WrC+JjT3Hq6+O5eefV1n2+/n5odFoLNsajcYy+2Hv3l00bdocf3/XWnonlbicSPCPdQj+0X5Th92Fj5eKtjd969OlaeUSX8dkMhEbl0Fyum3fChYmKS2Hd777j3U7Y/n34BW+W38CT7X1/2K1qwSVStsFuZqiYfKCXbwyZxvjvtjO4TNJxTrPWMADaoLSexOU3tveITrMX3su8OaCXbz/wz4eXvYw/VYX3Lf0LJ1loOGancfiCzy2Xz8f+vXzybd/+CMNaFk3hHKBXrS9J5Qh/6uHr7eafl0iuHGCxPmrmfT4uQfdvu/OnuNXi9Vmcdp3dmqVkhf6NKZGpUD8fdR0blqZR9qH27UNV8/fZx6uT/fW1ahdNYie7cMYcL9tvydCyljXvPHzVtm1RoYriqgcaLVdrYK/3QcaALo1r0J4xevTZu9tXInaVcvYvR1RuKB9vQna57r3A3H3CerXm6B+zpezYWHhHDt2BL1ej8lk4sCB/VSrFkarVm04cGAfqalptGvXgRMnjnPq1Enq17+HsLBwmjVryezZ85k160u6dbufKlXMNeuuffi/UceOXdiwYR1+fn60adOeLVs2o9PlUq5cMACKAmaaXvPbbysYNmwEs2fPx2Qy8e+//wDw+ONPMmbMy7zzzlQMBgNhYeE8/vgAZs+ez9tvz+TBBx8qNJ7CeHh48Nprb/Dvv3+zfftWABISEkhKSgTg0KGD1KhRkyVLvuHPP/8AwMfHB6XSeml1/fr3cOjQfrRaLZmZmcTGnqVGjQgA9u7dTdu27Ysdk7OQmQ1ORFvGPpVR3dHTPepTq0oQF65mck+NcrSoW+HWJ90gXaPj46UHOH81E4UCureuzuNd7bve6b8TV9Hqrs9kyNWb6NAolJhL6aSk59C6QSgPta1ul7ZMJhNHzyZzOTGLRhHBVAr2y3fM0o0xlin86Vk6Fv5xnEEP1CEzJ5emtUPyrdHO0Oj4+vfjHDmTRGg5X57uUc/yR3C6xyD2n0xg7bH/qFOtDI+0D3fZivg7j8axdOMpy7bauz19769d4LHenh74eHlYzaQpU8i3vwMHFlwzoYy/FyMfbZRv/30tqvL79nNW3+hXz30AdbKSID81yRk6y/6Cvg0tbvu2iI3L4KdNp0hIzaZF3Qr07RJRKk+LiKgSxOQh9p+yfk2O91Oldu07wcdLxRPdCs7R2/F4l1pcSjhISoYWT7WSgQ/UKZUP1q7kqe51+er3Y5y6mEb1UH+e7dmgVNrx9VYzeUhLYuMz8PFUEVpOZjLeaTlVXPt+IO4+OQOdM2cjImrRrdv9REUNw2Qy0bhxEzp16oJCoaBChVAqVqyIUqmkWrUwypYtB0CHDp3Yv/8/Ro58luxsDZ06dcXXN//fsNdUqBCKVqulRYvWBAYG4uHhQfv2HYoVX/369/Daay/i6+uHj48P7dvfy7JlPwHQqlVb/v57I99/v5innnqGmTPf5rfffkWjyeKZZ0bku9Z//+25Zc0GLy9vJkyYzPTpU2nWrAWenmo++eR94uPjueeeRnTo0IkGDRoyffpUfv99FUajkYkT3wRgyZJF1K5dh7Zt29O3b39GjRqO0WhkxIiReHmZ/wY8fz6W//3v4WL13ZkoTKYCvsa0wcyZMzl69CgJCQnk5ORQrVo1Tp06Rbt27fjkk0/s2VQ+SUmZGI127Y5wE8s3n7asUb7m7WfbUKV84Te4ktpxNI6vVh+z2vf0Q/Xo2KTkszAKYjAa8cgbZV3y1wn+3ncJMBfMHP1YI5rUsq5hMf7L7SQUsrbb10vF64NbUDnYlxydAR8vFV+sPMze6OvTq/191HzyQgc8lEq+WHHYaup1pyaVGPpQfbv0607RG4xsPnCZ9XsuWAo2XjP6sUY0r1Pw1PR/Dlzi+79OYjCa8PNWMfyRBvh5qwmrGGDTB2+D0cjzH27GcNM9S6GA4T0bsGhtNDq9ES9PD0Y92pCGNYJLdP1bPcc7MzsXo8lU6OM49QYjr36xnbSs64MekffWoFcp1hxJydCSnJFDeMUAS66L0mEwGrmUkEX5IB98ve33vYPJZOJKkoYgf09L0UNbnyl/JxmNJpTKwr8pE67NlXJRuC9b8zAuLpaKFfMvORDOpVev7vz227piHbt162Z8fHwLrAthLzfnjVKpIDi49Jdk2H1mw4QJEwD49ddfOXPmDOPGjWPXrl0sXbrU3k25nwzzVBsCnLvwoSOlZmpJz9JRrYJ/kVOnbpaYlv9Dd1Jajl0HG1rWrcDm/Zc4edFclyGiciCtb7PoV0JqNjuPxuHlqSI40Iuf/44hMTWHJrXK80S3Wmzef9lyrMFoYu3O2HyDDY1qBrMpb0DiZhqtnl83n+ZSQhZXU7OpUSmAy4kaq2Mys3NJSM2mQhlfjpy+hJeHCa3BPLq6JzrhtgcbtLkG0jK1hJTxKdHP0FYL/jjOrgKWIxjQUrZM4XF0aVqFprXKE5ek4cyVdD5ffhiD0URwoBev9G9GxbxvJq8tsfMt5heVHkolrepXsNRmuBZL63oVaHtPRRrWDObi1UzCKgbg41X0rVqTk8tvWy4Sl6yhVYNydGhUqcjjf1h/kr/3X8JoMtG2QUWeebhevg/3lxKyrAYaAI6cSy61wYY/dpxjxb9nMZpMhJTxZlz/ZoSUsdOyEFPeD0fhWt8in4/PYMPeixiMJu5rUZWaN031t4WHUkn10IBbH1gCKRlaPvn5ABcTslCrlDzetRb3tahq1zZKmww03AUMefcDD9e6H4i7WEn/wBAup1atulSsWNHRYZSKO7aMIjY2lmeffZbk5GS6du3KCy+8wODBg5k6dSoRERH8+OOPJCYm8uijjxIVFUWZMmXo1KkTw4cX/YgRdxK8vCkASUMvOjYQJ7Vq61lWbzuH0WSiaog/r/RvesvHtV1JymLD3ouk3/ShKdBXTd3qZWyOKTE1m4TUbGpVDUKt8mD8wOYkZOaSkpJF7WplLE8tuHFWApg/RJyLy6ButTL5ptHGJWt4a9EecvKWZCgUcG3+0YGYRPx91Nw8Ienmb8cB+nWthUKh4MjZZIL8PDl5UwG04+dSyMkrYHn2SgYFfZGszTWgVCp4++G3ydUbmfjHOwCEBHnnP7gY9kRfZdHaaLK1eioF+zK2XxMq2OsDZZ60LB16vZHgG2LU5OjZfTz/QINSAf8FvsPwjT5seHJ9odcs4++FykPJxz8fsLzXSelaVm45w/O9GwIwYIC5HytXZhd6nZsN/V89KpXzZf+pRDyUCv5SjCfV6Mko1uLvo6ZeWPEKJX6+/DDffGR+LNKhx7eh0eoZ8ND1aeC7j8ez7XAcgb5q6lQrw4b/rt9jdhyNo2HNcrS7x/qXXIWyPnipPayKnFavUDoj4KmZWstAA0BCag6rt53jmYftM3smKN28RC0tyHWeUZ6cnsO73+2zvP97oq8y7ZlWBS6Zchartp7lYt7SrVy9kZ82naJV/QrYVs5SCPsK2p93P2jpOvcDcXcLGpCXsyslZ11JcWc1AG470AB3cLBBq9XyxRdfYDAY6NKlCy+88EKhxyYkJLB8+XI8Pe+u537nBA9wdAhO62pqNr9tPWt5ZNjFhEzW7oyl/32Fr2NOy9Lxzrf/ocl7rJ6HUkF4pUAqlPGmZ/twvGysOfD79nOs+PcMJiDIz5NxTzajSnk/7qkZTEKCOXfPXkln4R/HuZSYRb3qZRj+yD3sOR7P0k0xgHkg4ble99C6/vUZEFsOXrYMNMD1gYZrLiVm0vaeUHbkfSOuAB5oVS1ffF5qDwY+YC4kZzSZeHvRXsvjFj2UWAYarlEpFehuGrSY9s1e7qlRjsdbPcvmaPMsCT9vFU8WUuOgKLpcA4vzBhoAriRpWPZ3TIH1DAqTmZ3L3uireCgVtKxXId83/j+sP8nGfRcxmaBprfJERTZErVKi8lDgqbL+4KwAjCaolPUgZMHxc8nUDy9XaNtpWTr0Buv3Jzlda/nvoUMLrplw4FQiy/89jSZHT8fGleh9bw3LjA5PtQePdKhhebrFPadGFvu9uCYpLYcTF1IJb3LWsm/7kTjLYMO+kwl8ueqo5bUbn2pwzeXErHz7fLxUDHu4Pt/9dYJ0TS71w8oS2bFmieMrjtRMbb7CpDc/7tEWOd7D7HatO+W/EwlW+ao3GNkTfZVeBTwJxVlcTbGeHaU3mEhKyyHCQfG4quT0HJasO0HMpTRqVy3D4O51KVuMui2ieHKq2n4/uJqiwctTdcsvPISwh5yhrvc7TIhr7thgQ+3atS2DB9cekXKjG7+prVq16l030ACQ9cj7jg7BaSWl5XDzd/cJqUV/g7z/VIJloAHM3/7XDyvLY51s/8CUrtGx6obBj7QsHb9tPUtUZEPLMSaTiXmrjlrqA0SfT+X79Sc4Hpt6wzHmbwNvHGzw8Ch6Gm/damXp06UmjSKCuZyooUlEMBG3eMqFUqHgtQHN2Hr4CulZOto0CGXB78ctgw8A94QHcyAmMd/7fPRsMjsqdKTvw+EYfWL470QCX/9+jEc61KBTIfUojEYTe09c5UqShia1ggmvGEh6ls7q5wFwJVlT4PkFSc/SMW3RHlIyzB/w1+46z5tDW+Ltab6fnDifYvWN/YGYRLYevkLXZlVQKhVUKOPDhYRMy+vX+llZfy8Au45fLXKwoXKwL1VD/Ll4wzVa179eqDQyUp/vnJQMLXNWHLbMhvht2zlCyvgUuswhsnafot6CAvl4qVCrlFSue31pzY1/AO+Jtn6yRY7OgFJhHmi5pnFEwfUgWtarQLM65dHqDKX6tILqoQFULOdL3A350OY2lyDdSJtr4MT5FMoFdKdqEbMyjsemsH7PBRQKeLBVNera+9GbtyHIP//vwMKKkzqLZnVCiD6fatkuH+RN9VDXekSXM1jwx3HL43IPxCSiNxh5+Ymmjg3KjWgrlvw+azlXZ2DW8kMcj01BqVDwQKuqdi3eKkRBtJG3n7NCONodG2woaG22p6cnCQkJREREcOzYMUJDzX9cluRRI+5EmXwBAGO5/N9S3+1qVQmijL8nqZnXl0O0qlf0EykCfPL/sR7oa58PTJma3HxLF1IztdbHZOfmK0R49koGuXrrGQXam2YYdG5ShX8PXLY8paBiOV+81EqupubQvE55et9bAw+lkrYNrk+50huM5OgM+PsU3j8fLxUPtLyeW1GR9/Dd+pNciM+kQXhZ6lQrw/6YxALPvZoUx8lYJf8cyPtAmw2L10ZTo1Ig1Qr4ELfgj2OWmRe/bTtLZMeaPNw2jKohfpZp1mCefVBc245csQw0gHm5yX8nEiwf3A8UEPt/J67StVkVth66YjXQcKNczPHc6ln3CoWClx5vwu87znE1JZvmdULo2qyK5fV082OZCbxhWf2pi6n58iQ6NqXQwYZ0rbneR6BXwYNHlxOz+PnvGOKSNDStXZ4+nSPw9VYR2bEGP/4ZiwkoEwSRHa9/+11QvwY8UIedx+IxGIw80LJakY/e81Aq8fUu3XuyUqFgXP+m/L79HIlpObSqV8HmwqpXkrJ474f9pGfp8FVn0bVZFfp0a57vuEuJWXz80/XlMYfPJPHWsDaWWhyO0rxOCA3Cy1oevVqrSlC+RwA7m/tbVMVkNLEn+irBQd482rGmFPq8DdHnU4rcFrZR5JrvsyZ1yR9F/ff+S5aBIKPJxLrdF2hdP5QalexXT0WImynS83I28M49Pl0Ie3Hooy+feuoppk2bRuXKlalQoWSPMnRHZX9rB0jNhoKoVUpefbIZv28/R2qmjrb3hNL2nqLXNzWpFWz1x3r1Cv40jgjOVz/hdlQu70dYxQBi467PDLh5zXuAryeVy/tZTVGvV70M3l4qy5MkALo1ty6gFhzkzdvPtuG/Ewl4e3rQom4IalXhSz52H4/nu79OkpltnuoeFdkw36BDfLKGHzee4lJCJo1qBvNEt9pUKOvLy483tRxT0FT6a0a2fZNcgwmYbNlnwvxh+ubBhtRMrVXRQ5MJVvx7ht3H43m2ZwPW7ow1z8ioFUzvEhQbLOhJMzfuO3YuOd/r174pL6hvEVUCOX0pnT2+M/D29GBu879vGUPZAC8GP1i3wNeeeip/zYawigEowGq2SFjFwovyPbX2SfM1IvOvyzSaTMxadsgygPXXnguoVUr6dI7goTZhzH67DrpcI1+tzrbM9gDo3qo6h08ncTEhCwXwYOtqdGteNV/eOVq5QG+e+l89u11vzc5YS62WSQ/OACAhdVO+opP7TyZYDQjpDSb2n0rgoTaOrfSt8lAyrn8zzl5Jx2A0EVE58I4WVL0dCoWCB1tX58HW9nnE790qvGIgZ6+kW20L+wk8aL7P3k7NhpuXCoH59+udGmzI0enZc/wqOr2RVvUqECjLOO4KgU/l5azUbBAuqNQGGx577DHLf7dp04Y2bdpYtrdt2wZA586d6dy5c75zf/7559IKy6llV3ja0SE4tUrBfgx/5J5iH3/tj/WYi2mkZOSwdtd5JszbSaCfJ0Mfqleib9UL8tLjTfhz53niUzS0qBtC+4b5v62OimzIkj+juZCQSYPwcjx5fx18vVTUrBTIuSsZ1AsrQ4u6+QfaAnw96XLDt+aF0eTksnDNcXS5RsA8HXzV1rOWWg3XzF5xmEt5Mwr+OXAZhVKR70Nz5fJ+PHlfbVZuPUOO1kCArxpPtQdtGoTiVX4sFy+nc7OIyvlH2RUKBfk+YWN+usGhmERLQcWSat+wEut2XyAz2zzjIzjQ2+q9y9Ea8p1z7UN344hgqyUWABlZubw5pCWbLo2lQlmfImeFFMezz+av2RBa1pfB3euyfPNpcnQG2t1Tscif67ONni/0tfhkTb6ZMofPJNGns3lFfNTz5v7fONAAEOjnybRnWhMbn4G/j5ryQfYtyOmsMjTXfx6rj/YE4P7yufkGG8oXUOzUmd4j+cb07vNMj3rMX32MC1czqR7qz9M97DcIJyC7WuH32VtpVifk+gw/wMvTgwY1Cl9+Z0+5egPvLPnP8rv8t21nmTK0FeUCb69gs3Ad2c/efs46wqxZH1G9ehiRkX0LPWbBgnmsX7+O8uXNf4unp6dx330PMmRI0fUpcnJyeOmlkUyY8CZhYeEYDAbee286Fy7EAgpeffV1atasZXXOP/9s5LvvFqNQwAMPPMTjj5sHb555ZiC+vuaiy5UrV2HixCk29FoUxqEzG4Q1TY+3HR2CW6pVNYj5qy9yLm8WQnqWjoV/HOejUe2LnDFwK4G+njzerVaRx1Qp78eEQS3y7e/QqNItH09YHPEp2ZaBhmsuXLVeLpCSobX8cXLN0bP5ZwGAudBk1+ZVMBhNVgU0c4mgWg0TPdqeYeN/F1GrlPTqEF7gt/RBfp50bFyJfw9eyfda6k1PBSmJsgFeTHumNTuPxeGhVNK+YUV8va/fwu5tXIkVW85andOznfnb6YY1g+nctDKbb/gj8WpqNqcupvFMq/63HZNVWz3z12wA6NKsCp2aVMZgNKFWFT2jpmdEr0JfKxfojY+XylJgE6BqyPVZJYW1D+YBoLvt29F7G1Xi0OkkAHaca0fVED/CC8jXlvUqsPv4VcsynOZ1QmheRx4/LBynSog/055pjS7XgKeNhYxFfrrQwu+zt9KoZjDDH2nA5v2X8PFS0bNDOIG+d2Z2wcGYJKvf5RmaXP49eLnUCvcK56Hrefs5eyelpKQwffoULlyIZcCAwbc8vn//AZYBCZ1Ox6BB/ejV61HKli14AC86+hgffPAuCQnXa1Ft27YFgLlzF7Jv317mz/+CmTM/trxuMBj48svZfP31Enx8fBg0qB8PPvgQPj4+mEwmZs+eb0uXRTHIYIMTUcafAsAYKsWG7O3iTR/AM7NzScnQUqGsaz+zuFoFfwL9PK0e7dnwpm9ZAv3UBPl7knZDvYuC6ixco/JQcvMYjMKYhALo2yWCPp1r3nI691P/q0f9sHIsWnscbd5giEKBzWvOywZ4FTq9vWf7cIL8vdhxNA5PlZJeHWpYFc4saGBEo9WTlG3+QBrsU3CRxOJKSjK/J8HB+Zd7KJUKlMpbT4EvKhYvtQfP9KjPt+uiydDkElE50DKr4Vbt341a1qvAmD6N2R0dT5Wy2XRuVqXAvFV5KBnTtzFXkrJQKBQOr9UgxDUy0FA6FDrzfdbkeXv3/Hb3VMy3bPJOuPmJPeZ9dzwM4QCKpLycDS44Z4PSepDjNRCt90Aw5RKU3psc76fQevUHk4ag9L7keA9D69UHhTGNwIwnyfZ+Hp1XLxTGJAIzBpPt8wI6z4dQGOMxKYv+W02j0TBt2htkZGRQo0ZNjhw5xOLFS8nO1vDMMyPYuXOb1fFvv/0mw4ePLPLxjunpaej1ery8vFiwYB7nz58jJSWFjIx0XnzxNZo0aYpOp2PGjA94++03Led16tSF9u3Nhb7j4+Pw97f+W8/Dw4PvvvsFlUpFSkoyRqMRtVpFTMypvFkSozAYDIwYMYqGDYv/dDRRfDLY4ETKru0KSM2G0tCwRrBVYcLQcr75plO7IpWHkpf6NeGnTacshfX+18Z6vbSHUsmzPRuw8I/jpGRoqVEpgP4lrJ4dmGEeoU4LWlOsdeNKhYI2DUIJqxjAX7vPo9Hq6dSkcpGFCG2lUCjo1KRyoU/IaF4nhF83n7Esw/BSe9D2nlCGrTOPqhdUJ6Ekhg0zT2W9sWZDia+xbnCRsbSoG0KTWsFk5ejzPXLNHu27m6a1y9O0dnmC0nqAHtIo/GdcKdjvDkYmhHCUwEN5v89uo2aDIzWtVd7qqT1+3io6NbZ9hqRwfoHD8nLWSWo2rFjxCzVr1uK550Zx+PBBdu3aAZiXIlSuXCXfYMPkyW8VeJ2lS39gw4a/iI+PJyQkhAkTJluWNXh5eTNr1pecOXOaadMmsXjxjzRu3LTA66hUKqZPn8K///7D9OnvFfj65s2b+Pjj92jX7l68vX3w9vbmyScH88gjkVy4cJ5x48bwww/LC3xiorCNvKNOJLuSa63JciWPdqqB3mDkQEwilcv78US3Wk5fbK24wioG8NqA/FX2b3RPeDk+iGqPRqu/rdoE2T4v3FZsFcv52rXony0CfT2ZPKQl/+y/hN5golPTyoSW9SWq6e317WZRUbe/RMRyjWLEovJQFvhsd3u0765uN3+FEO4nO8w17weeag8mPdWSncfi0OYaaNugImUDnPtxuMI+sqOKztm0oBsGIRTqm7Z9rbZNyqCbtoNv2r71DNQrVy7Tpo25qH2jRk3w9Ly9pUTXllFERx9n6tSJVKt2/cuyFi1aAVCzZgTJyUm3vNakSdNISkpkxIihfPfdL/j4WH+h2LlzNzp27MI770zlzz//4IEH/kfVqlVRKBRUrx5GUFAQSUmJhIbe+VlL7k4GG5yIpvskR4fgttQqDwY8UIcBNxVOvJsolYrbLoKo83zIztE4RkgZH/p1ta6z0T3cPn3r3j1/gcoSX8OGWOzRvrtyl/wVQthOF+K69wNfb5XTPUlIlD5dd+fK2YiI2hw6dJCOHbtw+nQMOp1tX3bUq1efQYOGMGXKRL78ciEAJ04cp3v3Hpw5E0NISEih5/755x8kJFxl8OCn8fb2RqlUWi1bzcrKZPz4l/n449l4enri4+ODUqnkjz9+4/TpGMaNm0BiYgJZWVkEB0u9ptIggw1ORHnxCADGqrdXrV+I0qIwmh9lWZwRb1cTrzH3LdTXtr7Fx5t/uYWG3v4iWltisUf77sqd81cIUTIKbd79wEvuB8I1KOLzcjbUOXL2kUcieffdtxg1aniRdRiuKU7Nhp49I9m4cT0rViwD4OTJE4wdG0V2djavvVb4l7GdO3djxoxpjBo1HL1ez5gxL+Pl5c2aNasB6NHjER544H+MGjUclUpFRERtHnzwIYxGI++8M5WoqGEoFApef/1NWUJRShQmUwEVZ1xUUlImRheulhO8yDxaLTUbXFtISAAJCRmODsOugtJ6ADdN1XMTkSvNfbO1ZkNkpHnKni01E2yJ5eb23TEPb5c7568rkFwUziIkJADd2o6A69VsEO6jpPfEoMi832F5NRvi4mKpWLHgYtl3mlarZeDAvixbttpu11ywYB7BwcFFPjrzVmJiThEdfYyePXvbLS5Xd3PeKJUKgoMLLxhvLzKE40Q01cY4OgQhCqTxecnRIZSaMc3t07cxY2yvmWBLLPZo3125c/4KIUpGEy73A+FaNGMkZ0sqMDCQhx92jUeGujuZ2SCEncm3eMIZSB4KZyG5KJyF5KJwBrbmoTPNbBCuw1EzG5Sl3oIoNtW5PajO7XF0GELkozRcRGlwz+U9lzIucinD9r5duqTg0iXbnnBiSyz2aN9duXP+CiFKRplzEWWO3A+E61BeuojykuSscE2yjMKJBP3zKCA1G4TzCcgcAbjnmvdRG819s7Vmw6hR3ubr2FCzwZZY7NG+u3Ln/BVClEzAkbz7gdRsEC4iYFRezq6UnBWuRwYbnIgm7BVHhyBEgTQ+rzo6hFLzUgv79O2ll2yvmWBLLPZo3125c/4KIUpGU0PuB8K1aF6SnBWuS2o2CGFnsiZUOAPJQ+EsJBeFs5BcFM5AajYIR5CnUQhUp7YAoK/d0cGRCGFNaTgLgNGjhoMjsb9zaea+hQfZ1rdz58z1EsLDb3/A05ZY7NG+u3Ln/BVClIxSk3c/8JX7gXANynN5ORvuHDmr0+mYMWMaly9fws/Pj5dfHk+1atXZvPlv5sz5lAoVQgEYNuw56tatz4QJL6PVann11YnUqlWbgwcPcPjwAQYNGlrg9Vet+pW//lqLQqHAYNAzfPhImjdvyZo1q4mNPUdU1AuWY/ft28uqVcuZNu1du/VvwYJ5rF+/jvLlywOQnp7Gffc9yJAhw4o8Lycnh5deGsmECW8SFhYOwJIl37B167/k5uby2GN96dkz0nJ8UlIiU6ZMtGzHxJzk+edHWx75uXnz3/z99wamTn3Hbn1zBBlscCJB254EIKm21GwQziUgcxTgnmveX/zb3Ddbaza8+KLtNRNsicUe7bsrd85fIUTJBBzLux9IzQbhIgJezMtZJ6nZsHr1Cnx8fJk/fxHnz5/jk0/e5+OPZ3PixHFGjhxDly73WY7dvHkT997biaZNm/P776sYO/YVfvnlRyZPfqvAa2/YsI49e3bx2WdzUalUXL58idGjR7Bw4fd3qnsA9O8/wPKhX6fTMWhQP3r1epSyZcsVeHx09DE++OBdEhKuWvbt27eXw4cPMXfuAnJycvjxxyVW5wQHl2f27PkAHDlyiPnzv+CRR8z1+z799EN2795B7dp1SqN7d5Q8jcKJZEW8QVbEG44OQ4h8NL4T0fhOvPWBLui1VhN5rZXtfXvtNR2vvWZb3QRbYrFH++7KnfNXCFEympoT0dSU+4FwHZrXJqJ5rfCcjVzZg6XR5g/juYZcIlf24JcTS83n5mqIXNmDlaeWA5CuTSNyZQ9+P/0bAEnZSUSu7MG6c2sBiNfE3zKes2fP0rZtewCqVw/nXN7MixMnovnjj98YOfJZPv/8E/R6PT4+vmi1WrRaLT4+Pqxf/yedOnXFy8urwGuvWvUrTz31NCqV+fvwypWr8M0331OmTJlbxvXXX2t59tmniIoaxowZ09Dr9TzzzCBSUpLR6/U8+GBnTpyIBuCZZwai0+l4++03iYuLK/K66elp6PV6vLy8WLBgHlOmvM6YMc/z9NMDOHjwAHBttscHVK9+fZnC7t07iYioxcSJ4xg//iU6dCh45rrJZOKTTz5g3LgJeHh4ANCoUWPGjXv9ln12BTKzwYnkdIxydAhCFChXfa+jQyg17avYp2/t2xtsv4YNsdijfXflzvkrhCiZ3HJyPxCuJbe9c+Vs7dp12L59C506deHo0SMkJiZgMBho1ao1HTt2oXLlKnzwwQxWrVrOo4/2Y8eObaxa9SvDhj3HnDmf8swzz/H+++9QpUpVBg4cYnXtxMQEKleuarUvKKjMLWNKS0tlwYJ5fPPN9/j6+jFr1kesWrWcjh07s2vXDipUCKVSpcrs3bsLT09PqlWrjqenZ6EzLJYu/YENG/4iPj6ekJAQJkyYjK+vHwBeXt7MmvUlZ86cZtq0SSxe/CONGzctMKa4uCu8//6nXLlyifHjX+aHH5ajUFg/pnzbtn+pUaMm1auHW/bdd9+D7Nu395b9dgUy2OBE1MfWA5Db4AEHRyKENQ/DKQAMHrUdHIn9xaSY+1arrG19i4kx//KoVev2aybYEos92ndX7py/QoiS8cjKux/4yf1AuAaPmLycrVVwzt649FLtobba9lX7Wm0HegVZbQf7BFtth/qG3jKehx/uRWzsWUaOfJZGjZpQt249PDw8ePjh3gQEBADQsWNn/vlnE0qlkrFjzU/bW7LkG/r1e5LFixfw0kuvsXDhPM6fj7WaDVCxYiWuXo3D37+WZd+uXTuIiCj6/9fLly9Ro0ZNy4BAkybN2bNnJ4891o/FixcSGlqRESNGsmzZUoxGE50731fk9a4to4iOPs7UqROpVq265bUWLVoBULNmBMnJSYVeIzAwiOrVw1Gr1VSvHo6npxepqSn5lmKsW7eWfv36FxmPK5NlFE4kcPfTBO5+2tFhCJGPf+ZY/DPHOjqMUjFu81jGbba9b+PGeTNunLfDYrFH++7KnfNXCFEy/sfH4n9c7gfCdfiPG4v/OOfJ2ejoY7Ro0Zq5cxfQrdv9VK5cBZPJxJAh/bl61bwMY+/ePdStW99yTkpKMufPx9KkSTO02hyUSiUKhYKcHOs6Uw8/3ItFixag1+sBOH8+lvfem46HR9EfWStVqsK5c2fJzjZf78CBfVSrVp2aNWtx+fIljh8/Srt2HcjOzmbr1s20a9ehWH2tV68+gwYNYcqUiRiNRgBOnDgOwJkzMYSEhBR6buPGTdm1azsmk4nExARycrIJDAzKd1x09HEaNWpSrHhckcxscCKZdQqeyiOEo2X5TnF0CKVmYhv79G3iRK3t17AhFnu0767cOX+FECWTVUvuB8K1ZE10rpytWrU6X301kW+/XYi/fwCvvz4ZhULBhAmTeeONV/Hy8iY8vAa9ej1qOWfx4gWWpzk8+mg/XnllNKGhFalVy7oA4v33dycpKZGRI59FrVZjNBqYPPmtQgszXlOmTBmeeeY5xox5DoVCSdWq1Xj++dEANGvWgitXLqNUKmnatDnnzp3Bx8cHgLfffpPhw0dSsWLFQq/ds2ckGzeuZ8WKZQCcPHmCsWOjyM7O5rXXJhV6XocOHTl4cB/Dhw/BaDTy8svj8fDwYM2a1QD06PEIKSkp+Pn55Vta4U4UJpPJbebcJiVlYjS6TXeEi5LneAtnIHkonIXkonAWkovCGdiah3FxsVSsGHbrA4XdLVgwj+DgYMuTKm5HTMwpoqOP0bNnbztGdms3541SqSA42L/U25VlFE7E89BqPA+tdnQYQuTjoT+Gh/6Yo8MoFceTjnE8yfa+HT+u5Phx226ptsRij/bdlTvnrxCiZDwyj+GRKfcD4To8jh/D47jkrLsIDAzk4Yd7OTqMO0aWUTiRgH3mp1EkNX7EwZEIYc0/axwAaUHO8Yxne3p9i7lvNxZIuq3rvG5+jNPKldm3OLJ0YrFH++7KnfNXCFEy/tF594OWcj8QrsH/9bycXSk562jDhj1n8zUqVLh1EU53IoMNTiSzwXuODkGIAmX5ve3oEErNlHb26duUKbbXTLAlFnu0767cOX+FECWTVVvuB8K1ZE2RnBWuSwYbnIi29UBHhyBEgfSqFo4OodQ0C7VP35o1M9p+DRtisUf77sqd81cIUTL6ILkfCNeibyY5K1yXLPB1Ip77luO5b7mjwxAiHw/9ITz0hxwdRqk4nHiIw4m29+3wYSWHD9t2S7UlFnu0767cOX+FECXjkXEIjwy5HwjX4XH4EB6HJWeFa5KZDU4k4JD5GbpJzfs4OBIhrPlnTQDcc8375K3mvtlas2HyZNtrJtgSiz3ad1funL9CiJLxP5F3P5CaDcJF+E/Oy1mp2SBckAw2OJGMxp85OgQhCpTpN9PRIZSat++1T9/eftv2mgm2xGKP9t2VO+evEKJkMuvK/UC4lsy33S9nY2PP8cEHM5g9ez5TprzOpElvoVarbb7u6NEj0Gpz8PLyxmQykZGRTlTUGNq161DkeRcvXmDixHF8++1PAHz22UecOnUCgOTkJPz9A5g/f5HleL1ez/TpU4iLu4JSqWT8+EmEhYVz8eIF3nlnKgqFgpo1I3j55fEolXf3rFMZbHAiOpnRIJyUQdXY0SGUmkbl7dO3Ro1sr5lgSyz2aN9duXP+CiFKxhAg9wPhWgyN3Dtnp017167XmzTpLcLCwgE4f/4cb7zxWpGDDX/++Qe//LKU1NRUy76xY18BzIMKUVHDGD9+ktU5O3ZsxWAw8OWXC9mzZyfz58/hnXc+4PPPP2b48CiaN2/JBx/MYMuWzXTu3NWu/XM1MtjgRLx2fw9IoUjhfFT6/wD3LLS3P97cN1sLRe7fbx65tqVQoy2x2KN9d+XO+SuEKBlVWt79QApFCheh2p+Xs4UUioyM9KF//1z699eTmwv9+vkwcGAu/frp0WhgwAAfhg7NJTJST3o6PPWUD88+m0vPnnqSkhQMG+ZNVJSO7t0NxMcrCA01FRnPmjWr2bbtX7RaLUlJifTr9yRbtmzm7NnTjBo1lo4du7Bp0wZ++ul7lEoljRs3JSrqBRITE3nrrUmYTCbKlQu2XK9v30f4/vtlXLp0gc8//wSj0Uhqairjxk2gUaMm9O//KI0aNeH8+VjKlSvH9Onvk5WVycyZ05kx44MiY42LiyMgIBAwz3oICwsnNvYcANOmzSA4uDwBAYHMnj2fJ56IzHf+smVLad26LRERtaz2V6sWhsFgwGg0kpWVhUpl/kh94kQ0zfJ+Tm3btmf37l0y2ODoAMR1/sfGAzLYIJyPX9ZkwD3XvE/bYe6brTUbpk2zvWaCLbHYo3135c75K4QoGb9TefcDqdkgXITftLycdaKaDRqNhk8+mcOGDev46acfmD9/Efv3/8cvv/xIkybNWLhwHl9/vQRvb2/efnsye/bsZMuWzdx/f3d69XqUjRv/YsWKZVbXPHv2DKNHv0RERC3++utP1qxZTaNGTbh8+RKffTaX0NCKREU9w/Hjx2jYsFGhAw3Tp7+Jh4eK+Pg47rmnERMnTrG81rBhY159dSK//voLS5Z8w4svvkqHDh0LvE5ubi6rVv3KV199m+81Hx8f4uIuM2BAX9LSUnn//U8AMJlMKBQKAHx9/cjKyryt99edyGCDE8loPtfRIQhRoEy/Dx0dQql5t6N9+vbuu7bXTLAlFnu0767cOX+FECWTWU/uB8K1ZL5bdM7e+CWDWm297etrvR0YaL0dHGyy2r7VrIZrateuC4C/fwDh4TVQKBQEBASg1eq4ePECqakpjBs3BjAPTFy6dJELF87zyCOPAtCoUZN8gw3ly1dg0aKv8fLyQqPR4OfnB0BQUBlCQysCUKFCKDpd0X/vXFtGsXLlcjZsWGc5F6BFi1Z57Tdm69bNRV5n795dNG3aHH9//3yv/fzzD7Ru3Y7nnx9NfHwcY8dGsXjxUqv6DBpNVoHn3m1ksMGJ6Bo/4ugQhCiQQdXA0SGUmvrB9ulb/fq2L1+wJRZ7tO+u3Dl/hRAlY/CX+4FwLYb6zpez1769L0ilSlWoUCGUTz/9ApVKxZo1q6lduw6xsbEcPXqI2rXrcPz4sXznffbZB7z55nTCw2uwYME8rly5fMu2ihIZ2YfDhw8wf/4XjBplfuLfiRPHqVAhlEOHDlKjRs0iz9+7dzdt27Yv8LWAgEA8PMwfowMDg9Dr9RiNRmrXrsu+fXtp3rwlO3dup3nzlrcVuzu5u8tjOhmv7Qvx2r7Q0WEIkY8qdxeq3F2ODqNU7L6yi91XbO/b7t1Kdu+27ZZqSyz2aN9duXP+CiFKRpW6C1Wq3A+E61Dt3oVqt+vkbNmyZXniiYGMHj2C4cOHsHPndqpVC2PIkGH8++8/jB49gm3b/s133oMPPsTkyeMZOfJZzp+PJTExodA20tPTmDjx1VvGMnbsODZsWMepUycBWLPmd0aPHsGOHVt56qlnijz3/PlYKleuYrVvypTXSUpK5PHHB3DyZDQjRz7LmDHPM2LEKHx8fBg9+kUWLpzPc889TW5uLl263HfLGN2dwmQyFW++jAtISsrEaHTd7gQvqgpA0tCLDo5E2CIkJICEhAxHh2FXQWk9APdc8x650tw3W2s2REb6mK9jQ80EW2K5uX13zMPb5c756wokF4WzCAkJQLfWvD5bajYIRynpPTEoMu93WF7Nhri4WCpWDCuV2NzZ6NEjePXViZYnVdyOefPm8NRTz+Dj42O/wO6Qm/NGqVQQHFz6yzxkGYUTSW/9jaNDEKJAmf6fOTqEUvNhZ/v07cMPc2y/hg2x2KN9d+XO+SuEKJnM+nI/EK4l80PJWWfRu3cflxxocCSZ2SCEncm3eMIZSB4KZyG5KJyF5KJwBrbmocxsELfDUTMbZIGvE/HeMhfvLfJECuF81LlbUedudXQYpWL7pa1sv2R737Zv92D7dg+HxWKP9t2VO+evEKJk1MlbUSfL/UC4DvX2rai3S84K1yTLKJyI3+l3AMjpGOXgSISw5quZAbjnmvf395j7trKKbX17/31P83VsqNlgSyz2aN9duXP+CiFKxvdM3v2gnNwPhGvwfT8vZ1dKzgrXI4MNTiStw4+ODkGIAmX4z3F0CKXm06726dunn9peM8GWWOzRvrty5/wVQpRMRgO5HwjXkvGp5KxwXTLY4ET0tTs6OgQhCmT0qOHoEEpNeJB9+hYebnu9GFtisUf77sqd81cIUTJGX7kfCNdiDJecFa5LBhuciM/fnwCQ3fUlB0cihDW17m8Acj27OjgS+9t8wdy3ztVs69vmzeZ6CZ07GxwSiz3ad1funL9CiJJRJ+XdD4LlfiBcg3pzXs52lpx9552pnDwZTUBAIABpaan07z+Ihx/uVeR5KSkpREUNY/HiH/Hy8iI9PY233ppMVlYWQUFBjB8/ibJly1mO37lzO999t8iyfejQAb799ie0Wi0ffjgDtdqT2rXrMHbsOJRKKYFYFBlscCK+sR8BkI0MNgjn4pv9AQBpbvhh7ZP/zH2zdbDhk0/MNRM6d779mgm2xGKP9t2VO+evEKJkfM/m3Q9ksEG4CN9P8nJWBhsAiIoaQ9u27QFIT09j8ODH6dHjERQKRYHH79q1gy+//Jzk5CTLvm+//YbGjZvy1FPPsGfPLubNm8OECZMtr7dt297Sxg8/fEujRk0ID6/BsGGDefHFcTRq1IT5879g/fo/6d69Ryn21vXJYIMTSeuywtEhCFGgDP/5jg6h1My5zz59mzPH9poJtsRij/bdlTvnrxCiZDIayv1AuJaMOUXnbGSkD/3759K/v57cXOjXz4eBA3Pp10+PRgMDBvgwdGgukZF60tPhqad8ePbZXHr21JOUpGDYMG+ionR0724gPl5BaGjRyzLXrFnNtm3/otVqSUpKpF+/J9myZTNnz55m1KixdOzYhU2bNvDTT9+jVCpp3LgpUVEvcPVqPB9+OBOdznze8OEj6dSpC0OG9Kdp0+acPh0DwMyZH+Pv789LL43i/fc/Ra1WFxpLUlISnp5eKBQK3nlnKiaTiatX48nO1jBp0luEhYWjVCr49NMvGDZssOW8c+fOMGLESAAaN27CJ5+8X+D1r16NZ926NXz11bcAJCRcpVGjJgA0atSErVs3y2DDLchggxPRh7dydAhCFMjoUdXRIZSaKgH26VuVKrbXTLAlFnu0767cOX+FECVj9Jb7gXAtxirOl7MajYZPPpnDhg3r+OmnH5g/fxH79//HL7/8SJMmzVi4cB5ff70Eb29v3n57Mnv27AQU9O8/kObNW3L48EEWLJhHp05dyMrK4v77u/PSS68xbdokdu7cxv33d+eTTwoujDl37iy+/XYhcXFXCA+vydtvz7S8VqVKVSZNmsaOHVv54ovPeO+9T2jVqm2+a9SuXZetW/+lTp16bN36Lzk5BX9h89NP3/P44wPw9DTPHq1cuQr79/9Hs2Yt2LZtCzk5Mpv0VmSwwYn4bDSPqmXf95qDIxHCmlq3HoBczwccHIn9bTpv7lu36rb1bdMmc82Ebt1uv2aCLbHYo3135c75K4QoGXVi3v2gvNwPhGtQb8rL2W4F5+yNj7xWq623fX2ttwMDrbeDg01W27ea1XBN7dp1AfD3DyA8vAYKhYKAgAC0Wh0XL14gNTWFcePGAOaBiUuXLtK4cTMWL17AH3+sAhTo9XrL9erUMV+vQoVQdDpdkW1fW0axY8dW5s79nMqVrw/GNG9u/uK2YcMmzJr1caHXGDx4KJ9++iGjRg2nXbsOhIaG5jvGaDSybdtWywwIgIkT3+TTTz9i0aKvady4KZ6ehc+6EGYy2OBEfC/MAiAbGWwQzsU321y8NM0NP6zN2mfum62DDbNmmUe9u3W7/VFuW2KxR/vuyp3zVwhRMr7n8u4HMtggXITvrLycLWSwwREKq48AUKlSFSpUCOXTT79ApVKxZs1qateuw9dff8kjj0TSrl0H/vjjN9au/f3GK5Y4hnbt7uXIkcO8//47TJ/+HgAnThynSZOmHD58kBo1Igo998CB/TzySCSNGjXhn382WpZG3OjMmdOEhYXh5eVt2bd9+1amTHmboKAyfPLJ+5a6DqJwMtjgRFLu/9PRIQhRoPSAbxwdQqmZ96B9+jZvnu01E2yJxR7tuyt3zl8hRMmkN5L7gXAt6fNcK2fLli3LE08MZPToERgMBipVqky3bg/Qtet9zJnzGd99t4iQkAqkpqYWeZ3i1GwYOvRZnn56INu3bwXMT5HYunUzRqORiROnFHpe9ephTJ9ufr18+RBef91cHPKzzz6iR4+e1K5dl/PnY61mTQBUrVqdsWNH4u3tTbNmLWjX7t7ivCV3NYXJZHKbhb5JSZkYjW7THeGiQkICSEjIcHQY4i4neSicheSicBaSi8IZ2JqHcXGxVKwYZseI3MM770zlvvsetGm2wbJlS2nbtgNVq1azY2TO4ea8USoVBAf7l3q7MrPBifiumw6ApvskB0cihDVP3VoAdJ4POTgS+1t3zty37uG29W3dOnPNhO7db79mgi2x2KN9d+XO+SuEKBnPhLz7QYjcD4Rr8FyXl7PdJWdL2733dqFixYqODsOtyGCDE/G58iUAGmSwQTgXn+zPAff8sDb3gLlvtg42zJ1rrpnQvfvt10ywJRZ7tO+u3Dl/hRAl4xObdz+QwQbhInzm5uWsDDYU6Y03ptp8DRlosD9ZRuFElPGnADCG1nZwJMVj0maByhOFh1RivZE7TtNUGJMAMCmDHRyJ/SVlm/sW7GNb35KSzMWNgoNv/x5kSyw3t++OeXi73Dl/XYHkonAWISEBJF46B4DJU+4HwjFKek9UJOX9Dgs256wsoxC3Q5ZRCNcZZNBlk73pSwznD4KnL15tn8CzXmdHh+W2DAnnyI3ZgcI7AM/6XVB4l/6N4Wbu/CHN1kEGy3VsGGSwXMOGWOzRvrty5/wVQpSMDDIIV3NtkEEIVySDDU7Ed425Eqqmx9sOjqRoukN/mgcaAHQatFu+RVWtMUq/so4NzA0Z4k6hWT0TTOZ1+PqY7fj2eRuF0uOOxuGp/Q0AnVevO9runfD7aXPfekbY1rfffzffTnv21N/iyNKJxR7tuyt3zl8hRPHprsZi+vNVTNlp6Cr3w6t1HxRK+VNYODfP3/N+h/WU32HC9cgd1on4XDU/2kaDcw82GJPOW+8wGTCmXJLBhlKgi95sGWgAMKZcxnDlBKoqDe5oHD455noirvBhzZByGfQ6PELCi3X814fNfbN1sOHrr83LiWz5sG9LLPZo/5rck9vIPfEvCi9/PJs/gkf5cJuv6UiulL9CiNJhMhq48vMMKvj+DSq4csgfhdoLrxaRjg5NiCL5fJ33O0wGG4QLksEGJ5LSa4ejQygWj6oN0cfuv75D7YNHhQjHBeTGFGqvYu27xqhJQ392LwpPH1Q1WqJQedoljvSAH+1yndJkMpnI2fQl+tO7AFCG1sK3xzgUau8iz/v2Ifv07dtvbS/MaEss9mgfQH9uPzn/fHV9+/Jx/J/8AIWXn12u7wiukL9CiNJlTLmEIT2RuIx2ln36i0dksEE4vfRvnet3mE6nY8aMaVy+fAk/Pz9efnk81apVZ/Pmv5kz51MqVAgFYNiw56hbtz4TJryMVqvl1VcnUqtWbQ4ePMDhwwcYNGhogddftepX/vprLQqFAoNBz/DhI2nevCVr1qwmNvYcUVEvWI7dt28vq1YtZ9q0d62u8dlnH/HEEwMLLfjYt+8jhIZWRKFQYDQayc7WMH78JOrVK/rLvKNHjzB37ixmz54PwKlTJ/jgg3fx8PCgWrXqTJgwGaVSaTler9czffoU4uKuoFQqGT9+EmFh4bc8z53IYIMTMZZzjWe6qht0xZSTQe6p7Sh9y+DZuh8KTx9Hh+WWPBs+iP70bkw55kJCHtWbFDqwY0y/StaKaaDNAkB5ZD2+vSfZZcmFIVNHztbFGOJP41GpDt6dnkbpW8bm69qT4dJRy0ADgDE+htzof/Fs9GCR5wV6Bdml/cBAO1zDhljs0T5A7rm91jt0GvSXo1HXaGGfBhzApLTPz1gI4bqUASEoPL0x6a7v8yhb1XEBCVFMpkDn+h22evUKfHx8mT9/EefPn+OTT97n449nc+LEcUaOHEOXLvdZjt28eRP33tuJpk2b8/vvqxg79hV++eVHJk9+q8Brb9iwjj17dvHZZ3NRqVRcvnyJ0aNHsHDh9yWKcezYV255zMcfz8bLy/wF3q5dO1i4cD7vv/9pocd///1i1q1bg7f39c88Cxd+xdNPP0u7dvcybdoktm/fyr33drK8vmPHVgwGA19+uZA9e3Yyf/4c3nnng1ue507ccwjFRfmtfg2/1a85OoxbUiiUeLWIxL//+/j2moiqomsUtnRFyqBQ/J6YiXfXEfj0GIdP97GFHqs79rdloAHAmHAWw8Wj9onj8Et48yfkZmM4f5Ccf7+xy3XtyZSZnG+fMSsZ3aG1ZC2fjGbNhxiunsl3zMpTy1l5arnN7a9cqWLlStvGb22JxR7tAygDQ/PvC6pg83UdyUu7HC+t7T9jRzNqUtEd/wf9+UOYTEZHhyOES1F4+hDy8Ej8gxLw87uIR8U6eLZ6zNFhCXFLXiuX47Wy8N9hkSt7sDTa/GE815BL5Moe/HJiKQCaXA2RK3tY/rZI16YRubKHpUZUUnYSkSt7sO7cWgDiNfG3jOfs2bO0bdsegOrVwzl37iwAJ05E88cfvzFy5LN8/vkn6PV6fHx80Wq1aLVafHx8WL/+Tzp16mr5kH+zVat+5amnnkalMv89U7lyFb755nvKlClTaDwXLlzglVfG8Mwzg1iwYB4Ao0ePIDb2HGfPnuHDD2fesk9xcVcICAgAYNCgfrz//jtERQ1j/PiXyM42zxytUqUq77zzgdV5derUJT09HZPJhEaTZYn7mmrVwjAYDBiNRrKyrr9+q/PcicN6dvHiRXr16sU999xj2demTRtGjx5t2X7ppZd477338PS0z1RwZ+ed9AMAWbzv4EiEM1F4+aGu3f7WBxb04cNoyL+vhExGIwHB2yEYsi6avwUyXDlh83XtzaN6E1B7Q26OeYdCicJDjXbnT3lHXECTcBb/AR9ZLa1YdHQBAJG1+9jU/qJF5poJkZG3XzPBlljs0T6AZ8P7MVw8giHuJCiUeDb+Hx4uMuuqMN455vdV62Xbz9iRDImxaFa/a8lvVY2W+Dww+hZnCSFu5N+gA57njGBUktZmoqPDEaJYvBfl/Q6LdI7fYbVr12H79i106tSFo0ePkJiYgMFgoFWr1nTs2IXKlavwwQczWLVqOY8+2o8dO7axatWvDBv2HHPmfMozzzzH+++/Q5UqVRk4cIjVtRMTE6hc2XrGUVBQmSLj0el0vPvuhxiNRvr0eZhhw56zvFajRk3GjZtQ4HkvvzwanU5LYmIibdq0Y9SoFwHIycnhwQcfomnT5nzxxWesWrWc/v0H0aXLfVy5ctnqGlWrVuPjj99n8eIF+Pn506yZ9SxQHx8f4uIuM2BAX9LSUnn//U+KdZ47cegwSq1atViyZEmhr3/yySd3MBrHS+pzwNEhCBemrt+Z3OjNlg8jyrKV8ajWyObrKpRKrh7tizH1+g1WWc75pp4qfYPwfeR1dIf+BL0OdYOu5B772/ogbRaG+BhUVRtadv3w8DK7tP/DD7bXTLAlFnu0D6Dw9MW310SMqVfA08fplsvcjrRA+/yMHUl36M/rA2mA/uxeDMmX8ChXxYFRCeF60pq7/iwncXdJ+6Ho32ErI9dY/lvtobba9lX7Wm0HegVZbQf7BFtth/rmn914s4cf7kVs7FlGjnyWRo2aULduPTw8PHj44d6W2QEdO3bmn382oVQqLUsaliz5hn79nmTx4gW89NJrLFw4j/PnY6lePcxy7YoVK3H1ahz+/rUs+3bt2kFEROGzqGvWjLB8Me3hUfyPtteWUcybN4fLly9Rtmw5AFQqFU2bNgegYcMm7Ny5rdBrfPbZR8yZ8xU1a0awfPnPzJ79Ka+8Mt7y+s8//0Dr1u14/vnRxMfHMXZsFIsXL73lee7EqZZR7Nq1i379+jFgwABWrlxJt27d0Gq1jg7rzgkob/5HlCpTTiYmQ66jw7A7jzKV8evzNp6t+uDVYRBe9w7BmHLJLtc2Gj0xGW64gSsUdrmuvXmUD8On23P4PPgCqqoNUZatbH2AQoEyyLpYkK/aF1+1r81t+/qa/7HpGjbEYo/2b6QsU8ktBhoAUPia/3FlBd2zDLr8++xEf+UEWSumkblkLDk7fsRkh1lSQjgFD1/zP0K4Cnv/grdRdPQxWrRozdy5C+jW7X4qV66CyWRiyJD+XL1qXoaxd+8e6tatbzknJSWZ8+djadKkGVptDkqlEoVCQU6O9RclDz/ci0WLFqDXm2dpnj8fy3vvTcfDo/CPrLb+STp8eBRJSYn8+usvgLmo46lTJwE4fPggNWoUXgQ/MDAQPz9zAe3y5UPIyEi3ej0gIBA/P/+8Y4PQ6/UYjcZbnudOHDqzISYmhsGDB1u2+/Xrh1ar5ZdfzD/sWbNmOSo0h/Bf+SIAmZGfOjQOd2XSZZO96UsM5w+C2gevtk/gWb+Lo8OyK2VgCJ6N/0f2n59g2PYdYH56iM//XrztZ4mbjEb8/LeDP2ReqA6AMemC3WIuVgwmI/rYAxhT41BVb1Lsb3M9mzyEIT4Gw+XjoFShbvQAypsG9K6ta+xXt79NMf7yi/n97dfv9pcx2BKLPdp3V15a8/uq9bLtZ+xI6gbd0J/bZ1kupQythUdIjVJpy5SbQ/a6T0Fn/iMw9/A6FD5BeDXtUSrtCXEneV3Jux9Uct37gbi7eP2Sl7P9nCNnq1atzldfTeTbbxfi7x/A669PRqFQMGHCZN5441W8vLwJD69Br16PWs5ZvHgBQ4YMA+DRR/vxyiujCQ2tSK1adayuff/93UlKSmTkyGdRq9UYjQYmT37LMuugpM6ePcPy5T8XupQCsDwlYvTo4XTu3BUwF4OMj48jNLQiw4dHFXru+PGTmTp1Ih4eKlQqFePHTwJgypTXGTPmFR5/fADvvvsWI0c+S25uLiNGjMLHx6fQ89yRwmQymRzR8MWLF3n55Zf5+eefLft27drFDz/8wGeffQZAt27dWLt2baFFRG6WlJSJ0eiQ7thF8CLz1PSkoRcdHIl70u5dgW7fqus7FEr8BnyE0q+sXdsJCQkgISHDrtcsidyTW8n552urfd7dnkddq+1tXzPgdANMuTlc+ddcKdejakN8e4yzKc6SyNm8gNwTW8wbCiU+3ceiqt6kWOfqLxwm+89PwWT+ZtazdV+8mva0vB650vwB6sZphLcjMtJcnXjlyttfzmBLLDe37+g8LIpJp0F/bj+ovVBVb4rhSjTavStAp0FdrzOejf9n1/aC0szva1qQbT9jRzMknEN/ZjcKv7Ko63a85WNdb5f+ygmyV1s/RsyW/+edORfF3SUkJADd2o4ApLV07fuBcF0lvScGReb9Dltpztm4uFgqVgwr6hRhg759H+H775cV+/NnQebNm8NTTz2Dj4/zPK3v5rxRKhUEB/uXertOV/rSXZ8xWhxJT550dAhuzZh807fxJiPGlEt2H2xwNGNWSr59pgL2lURauXXkbPkGFLGWR1/eKUZNKrkntl7fYTKiO7i22IMN2v9WWgYaAHT7fsOz4QMoVOZfIr88sqqQM0vml19sr5lgSyz2aP9OMGaloFn5liUnFcHVMaVeBoN5RoZ251IU/uVQ12xttzbTAu3zM3Y0j5BwPELCS7+dslXAQ221dMOjfOm3K8SdkNbcPe4H4u6R9ovkrKvp3buPUw00OJLTDTbc1bycZz2WO/Ko2tA8DfkaTx88KhS+Dut2GNOvEv/vPLLjL6AKa4pni0gUJShWYw/qGi3NMzjyPrzhoUZVw1zl1pgWB2rvEq/FV5athm+vN+0cqS1KMINJd9OHcEOu+b3JG2xQe6jtEpHaDpexJRZ7tH8n5EZvthr8MiWdz3eM4cIRuw42oHCRN8dJKLz98e7yLNrtP2DKSUcV1hzPZj1vfaIQrkAp9wPhYlzlF7ybWLZstc3XqFix4q0Puks4bLChatWqVksowPzoyzZt2li2N23adKfDcij/FebHmGU+OtvBkbgndf2umHIyyD21HaVPEJ6t+6HwtN+oo8lkIvvPTy1PbdClmJfDeLXua7c2ikNZphK+PSegO7IeFAo8Gz6IwjsAzep3zY+sVChRN3oQ77bFX/vnlWN+frPWe2BphV0opW8ZVLXaoo/ZYd6hUODZqPjT7NX1u6Dd8YNlW1WzNQovP8v2tWdT969nW9+WLjXfTvv3v/2aCbbEYo/27wj9rYsaKoPt+6hNR+avq1JHtEFVsxUY9ChUd8fjp8Xdwety3v2gstwPhGvwWpqXs/0lZ4XrkZkNTsQrbSUAmchgQ2lQKBR4Ne+NV/PepXJ9U0aC1eMhAfTnD97xwQYAj9Ba+IRef2yQ9sDv5oEGAJOR3EN/oq7VtthTo721jv2w5t1lOPrwZhhTr6Cq3hSP8sVfq+jZ6EEU/uUwXDiCslxV1DcVBbXfYIP5mwfHDTbY3v6doK7bEd3RjaA3P2lIEVAedd1O6A78AQYdqhqt8v2MbOXo/HVVCoUSZKBBuBlvGWwQLsZbBhuEC3NYgcjS4OoFIoVrM+m1ZH73otW0fVVEG3zuK7yK7Z2Ss3khuSf+tdrnfd9I1BF2nKounIozF+UzpsaRe2obqL1Q1+2E0icQk14HhlyrWSfCPThzLoq7i+SicAa25qEUiBS3w1EFIu/eaoxC2JlC5YV3p6dRepv/x1WWq+qQWQ0FuVazwULtg6pKA8cEI+56yjIV8WrVB6+mPVH6BAKgUHnKQIMQQgghhBuRZRROJGDZCAAy+s53cCTidqlrtqZi83tJuHAJZUCIo8OxUFVvgnfXEeRGb0bh6Ytns0dQeBd/NNM7ZxEAOd5DSydAB1pybBEAgxsMte06S8zLGAYPzr3FkaUTiz3ad1funL9CiJLxvrgIgJyqQx0ahxDF5b1kEQA5g4c6NI5bOXv2DO+//w5gomrV6owfPwmVquCPmgsWzGP9+nWUL18egPT0NO6770GGDBlW6PXXr/+Tn3/+EZXKg5o1a/HKKxMsTzFMSUlm2LDBfPLJHMLCwvOdm5OTw0svjWTChDcJCwvHYDDw3nvTuXAhFlDw6quvU7NmrXznCdvJzAYn4pnxJ54Zfzo6DGEjpdrLqQYarlHXbo/vI6/j030sHhVqluhcL92veOl+LaXIHGtlzK+sjLG9bytXqli50rbxW1tisUf77sqd81cIUTJe8b/iFS/3A+E6vFb+itdK58/Z+fPn8Nxzo5g7dyEA27ZtKfL4/v0HMHv2fGbPns/XXy/hjz9+IyUlucBjtdocvvpqLp9/Po+5cxeSmZnJ9u3m6+v1et5/fwaenl4FnhsdfYxRo4Zz6dIly75rsc2du5Dhw6OYP/+LEvdXFI/8ZepEkp7O/wg4IZxBWuBvjg6h1CzvZZ++LV+efeuDbnUNG2KxR/vuyp3zVwhRMmkt5H4gXEva8qJzNiitBzleA81FkE25BKX3Jsf7KbRe/cGkISi9Lznew9B69UFhTCMw40myvZ9H59ULhTGJwIzBZPu8gM7zIRTGeEzK0CLb02g0TJv2BhkZGdSoUZMjRw6xePFSpk9/Hw8PD3Jzc0lKSsLf3zyD9u2332T48JFFPg4yPT0NvV6Pl5cXCxbM4/z5c6SkpJCRkc6LL75Go0aN+fLLhXh7ewNgMBgsgwuzZ39KZGQfliz5psBr63Q6Zsz4gLffvv4I906dutC+/b0AxMfH4e8fUGSfxe2TwQYhhBBCCCGEELe0YsUv1KxZi+eeG8XhwwfZtcv8aHIPDw/i4q7w4osj8fPzp1at2gBMnvxWgddZuvQHNmz4i/j4eEJCQpgwYTK+vubaTV5e3sya9SVnzpxm2rRJLF78I+XKBQOwbNlSsrOzadWqDWvWrKZMmTK0adOu0MGGxo2bFrhfpVIxffoU/v33H6ZPf8+Wt0QUQQYbnEjAz0MByHh8kUPjEOJm3jlfAZDjPdzBkdjfwiPmvj3T0La+LVxorpnwzDO3XzPBlljs0b67cuf8FUKUjPeFvPtBNbkfCNfgvTAvZ58pOGfTgtZc31Cob9r2tdo2KYNu2g6+abvoWQ0AV65cpk2bdgA0atQET8/rj0iuWLESS5euYPXqlXz++SdMmjSt0Ov07z+AyMi+REcfZ+rUiVSrVt3yWosWrQCoWTOC5OQkAIxGI198MYsLF2J55533USgU/PHHbygUCvbu3U1MzEmmT3+TmTM/Jji4/C37ATBp0jSSkhIZMWIo3333Cz4+PsU6TxSf1GxwIp6Zm/HM3OzoMITIx0u3Fi/dWkeHUSr+OreWv87Z3re//lLx11+2jd/aEos92ndX7py/QoiS8UpYi1eC3A+E6/D6ay1efzlPzkZE1ObQoYMAnD4dg06nA2D8+Je4cMG8JNzX19dSvPFW6tWrz6BBQ5gyZSJGoxGAEyeOA3DmTAwhIeY6aB98MAOdTsu7735kWU4xZ85XlroPtWrVYdKkt4o10PDnn39YZkJ4e3ujVCpRKhXFfQtECchfpk4k6Zmzjg5BiAKlBTp/YaLbtbSnffq2dKntNRNsicUe7bsrd85fIUTJpDWX+4FwLWlLnStnH3kkknfffYtRo4Zb1WEYNGgoM2ZMRaVS4+3tzfjxk4Hi1Wzo2TOSjRvXs2LFMgBOnjzB2LFRZGdn89prkzhxIprff19FkybNGDPmeQD69XuSzp27Fni9NWtWA9CjxyMFvt65czdmzJjGqFHD0ev1jBnzMl5e3iV/M8QtKUwmk8nRQdhLUlImRqPbdEe4qJCQABISMhwdhrjLSR4KZyG5KJyF5KJwBrbmYVxcLBUrhtkxotun1WoZOLAvy5attts1FyyYR3BwMJGRfW/7GjExp4iOPkbPnr3tFperuzlvlEoFwcH+pd6uLKNwIoFLBxC4dICjwxAiH5/sL/DJds/HAs0/+AXzD9ret/nz1cyfr3ZYLPZo3125c/4KIUrG5/wX+JyX+4FwHT7zv8BHHs1YIoGBgTz8cC9HhyGQwQanotLsRqXZ7egwhMhHnbsZda571hPZcmkzWy7Z3rctW1Rs2WLbyjRbYrFH++7KnfNXCFEy6qTNqJPkfiBch3rLZtRbnDNnvby87DqrAWDYsOdsmtUAUKFCKAqF1GBwBrKMQgg7k2mawhlIHgpnIbkonIXkonAG7rSMQrgOWUYhhBBCCCGEEEIItyCDDU4k8IfHCfzhcUeHIUQ+Ptmz8Mme5egwSsWc/bOYs9/2vs2Zo2bOHNtqJtgSiz3ad1funL9CiJLxOTcLn3NyPxCuw2fOLHzmSM4K1yQLfJ2IKvugo0MQokBqvbmWiDs+XHFvvH3qpOzd65H3X7kOicUe7bsrd85fIUTJqNPkfiBci3qv5KxwXVKzQQg7kzWhwhlIHgpnIbkonIXkonAGUrPBvvr2fYTvv1+Gl5eXZd/OnduJj4+jd+/HCjynV6/u/PbbOru0v2DBPNavX0f58uUBSE9P4777HmTIkGG3PPe9994hMDCQqKgXMBqNfPTRTGJiTqFWq5kwYTJVq1bLd05KSgpRUcNYvPhHvLy8WLJkEbt2bQcgMzOT5OSkAvvmqJoNMrNBCCGEEEIIIYRbaNu2/R1tr3//AZYnaOh0OgYN6kevXo9Stmy5Qs9ZuXI5Z87E0LRpcwC2bPkHnU7HvHnfcOTIYWbP/oSZMz+2OmfXrh18+eXnJCcnWfYNHjyUwYOHAvDaay8ycuQYu/bNVjLY4EQCv38UgPSBKxwciRDWfLLNN7tsn5cdHIn9zdpn7tuY5rb1bdYsT/N1xugcEos92ndX7py/QoiS8Tmbdz+oIfcD4Rp8ZuXl7JiCczZobw9yKg9EW3kgGHMJ2tebnCpPoa3UHwwagvb3JafqMLQV+6DITSPw4JNkV3seXWgvFLokAg8NJjvsBXQhD6HQxmPyCi0ynjVrVhMbe46oqBfQarUMHNiXZctWM3r0CMLCwomNPQfAtGkziI09x7ffLkSpVJKUlESvXo/Sp8/jnD4dw6effoDJZCIoKIjXX5/CyZPRzJ37OWq1ml69HuV//3sYgFmzPqJRoyZ07Xo/L7/8Aq1bt6F//0G89950evR4BICPPprJ5cuXAJgx40O2bt1MbOw5nnlmBG++OYGsrCxycnIYMWIkrVu3tfRl3rw5ZGZm8vLLr/H33xv56afvUSqVNG7clKioF1iwYB5HjhwiOzubCRMms2TJNwwfPpKKFSsW+v6kp6eh1+vx8vJiwYJ5nD9/jpSUFDIy0nnxxddo0qQphw8f5NixI/Tu/Zjl/Tp06ABt2rQDoGHDRkRHH893baVSwaeffsGwYYPzvbZ58yYCAgKs+ucMZLDBiahyTjg6BCEKpNIfcnQIpeZIon36duSI7fV2bYnFHu27K3fOXyFEyagy5H4gXIvqiOvkbMOGjXn11Yn8+usvLFnyDZ06dSUxMYGFC7/HZDLy1FP96dbtft57bzqvv/4mNWrU5PffV/L994tp1aoNOp2Or75abHXNTp26snbt77Rvfy8ZGen8998ennhiICdOHOe1194A4OGHe9OkSVPeeWcqe/bsspx76dJF0tLS+OijWaSkpHDhQqzltdmzP0WpVPDKK+NJT09j4cJ5fP31Ery9vXn77cns2bMTgLCwGrz44jgAJk9+q8B+L136Axs2/EV8fDwhISFMmDAZX18/ALy8vJk160vOnDnNtGmT+Oijz/nmm6+YMeNDNm1ab7lGVlYWfn7XlzUolUr0ej0q1fWP661aFT6QsGTJIqZOfafoH5ADyGCDE0kedszRIQhRoIyARY4OodTMf3CRfa4zP8f2a9gQiz3ad1funL9CiJLJaLzI0SEIUSIZ8xcV+XpayzXXN5Rq620PX6ttkzrIetsz2Hr7FrMa8rOuldeiRSsAGjVqzNatmwHzAISnp3n2Zc2aEVy6dJHY2LN89NFMAAwGPVWrVgegevX8tSgaN27KZ599yL59e+nSpRv//LORgwf3c889jVEoFADUq1cPgHLlgtFqr/89VLNmBL17P8bUqW+g1+vp27c/AMnJSZw+fYoqVcw1ES5evEBqagrjxpmXIGg0Gi5dulhoTDe7towiOvo4U6dOpFq16vnek5o1I0hOTuLvvzeQmprKuHFjSE5OIicnh7CwcPz8/NBoNNffWZPJaqChKGfPnsHf37/AGg+OVqwe6HQ6S5IIIYQQQgghhLj7eHp6kpSUCMCJE9FWr504cZwKFUI5dOggNWrUBODUqZMYDAZyc3M5e/YMVatWp3r1MCZNeouKFSty6NABy/WUSkW+9pRKJfXqNeD7779l7NhXSE5O4osvZjFixMgbjsp/HsDp0zFoNFl88MFnJCYmEhX1DB06dKRcuWA+/ng2L7zwHDt3bqdu3fpUqBDKp59+gUqlYs2a1dSuXYd///2nwJgKU69efQYNGsKUKRP58suFlveke/cenDkTQ0hICP369adfP/Ogx7UlKT16PMI//2xk27Yt3HffAxw5cpiaNWsVu929e3ff8ToVxVWswYY+ffrQtm1b+vXrR506dUo7prtW0JKeAKQN/t3BkQhhzVfzHgAa3/EOjsT+Ptpr7tsrLW3r20cfmQdkX3nl9msm2BKLPdp3V+6cv0KIkvE9k3c/qCn3A+EafD/Ky9lXnCNn27Rpz8qVy4mKGkbduvXx8/OzvLZmze/89NMPeHt7M3nyW5w+HYNer2fcuDGkpaUxZMgwypQpwyuvvM706W9iMBhQKBRMmDCZxMSEQtvs1KkrM2ZMo1atOrRuncyff/5hKaxYlKpVq/HNN/PZtGkDRqORYcOes7x2rd1XXnmB+fMX8cQTAxk9egQGg4FKlSrTrdsD+a739ttv3rJmQ8+ekWzcuJ4VK5YBcPLkCcaOjSI7O5vXXptUZB/37NnF888/g8lkYuLEKYB5eUTt2nWKHEw4fz6WVq3a3PL9cIRiPfrSaDSyZcsWli9fTkpKCr169aJHjx5WyeUMXP3Rl+UWNAQgedgRB0cibOGOj9YKyHgWgIyArx0cif1FrTf3be4DtvUtKsrbfJ25t7+cwZZYbm7fHfPwdrlz/roCyUXhLEJCAsjZ9AQAGY3kfiAco6T3xICovN9hc80566yPvhw9egSvvjqRsLBwy759+/ayatVypk1713GBOdCCBfMIDg62PKnidmzduhkfH1/Lcozb5dSPvlQqlXTq1AmAZcuWsWTJEpYvX07Pnj0ZNGhQqQZ4N5FBBuGs3PlDmq2DDJbr2DDIYLmGDbHYo3135c75K4QoGRlkEK7m2iCDuDvVqlW3yJkUzq5YMxvef/99Nm7cSOvWrenXrx+NGzfGaDTy2GOPsXLlyjsQZvG4+swG4R7kWzzhDCQPhbOQXBTOQnJROANb89BZZzYI5+bUMxvCw8P59ddfrZZNKJVKZs+eXWqB3Y2CFncHIG3IOgdHIoQ1X810ADS+ha81c1Uzd5v7NqG1bX2bOdNcM2HChNuvmWBLLPZo3125c/4KIUrGNybvflBL7gfCNfjOzMvZCZKzwvUUa7ChdevWfPfdd+Tm5gJw9epV3nrrLapWrVqqwd1tlPp4R4cgRIE8jJccHUKpuZxpn75dvqy0/Ro2xGKP9t2VO+evEKJkPLRyPxCuxeOy5KxwXcVaRtG3b18eeOABdu3aRYUKFdBoNMyaNetOxFcisoxCOAOZpimcgeShcBaSi8JZSC4KZyDLKIQjOGoZRbG+CvP19eW5554jNDSUmTNnkpiYWNpxCSGEEEIIIYQQwkUVaxmFQqEgISGBrKwsNBoNGo2mtOO6K5VZfB8AqUM2OjgSIaz5ZU0FIMtvqkPjKA3Td0wFYFK7qbZdZ7q5ZsKkSbdfM8GWWOzRvrty5/wVQpSM36mpAGTVnurQOIQoLr/pUwHImjTVoXHcSaNHj0CrzcHLyxuTyURGRjpRUWNo165DoedMmPAyaWmpeHio8PLy5qOPZnHx4gXeeWcqCoWCmjUjePnl8SiV179rz8zMZMqUiWRna1CrPXnzzbcIDi4PgMFgYMqU1+nZM5K2bduXep/dVbEGG0aPHs2GDRvo3bs3DzzwAL169SrtuO5KCkOao0MQokAKU7KjQyg1KVr79C0lRWH7NWyIxR7tuyt3zl8hRMkocuV+IFyLIuXuzNlJk94iLCwcgPPnz/HGG68VOdhw8eIFliz5GYXi+t9Dn3/+McOHR9G8eUs++GAGW7ZspnPnrpbX16xZTUREBCNHjuW331bwww9LeOGFl7h06SLTp7/J1atX6dkzsrS6eFcocrChW7dulh+YyWRCrVbj5eXFP//8w/jx4+9IgHeTlGf2OjoEIQqU6e98NVrs5aMu9unbRx9pbb+GDbHYo3135c75K4QomcwGcj8QriXzo6JzNiiyBzn9B6LtPxBycwnq15ucgU+h7dcfNBqCBvQlZ+gwtJF9UKSnEfjUk2Q/+zy6nr1QJCUROGww2VEvoOv+EIr4eEyhoUW2t2bNarZt+xetVktSUiL9+j3Jli2bOXv2NKNGjaVjxy4sX/4Tmzf/TXZ2NmXKlGHGjA/57bcVHDp0gGnTZjB9+hQaNGjI/fc/yMyZ05kx44Mi24yLiyMgIBAwz3oICwsnNvYcANOmzUChUJCRkcH48S+RkZHBoEFD6dChIydORNOsWQsA2rZtz+7du6wGGyIianH+vPk6WVlZqFTmj8YajYbx4yfz/feLi4xL3FqRgw1//vknJpOJadOm0b9/fxo3bsyxY8f48ccf71R8QgghhBBCCCGchEaj4ZNP5rBhwzp++ukH5s9fxP79//HLLz/SoUMn0tLS+PTTL1Aqlbz88miOHz9Knz6Ps3fvLt55Zyq5ubk89lg/gEIHGqZPfxMPDxXx8XHcc08jJk6cYnmtYcPGvPrqRH799ReWLPmGJ58cTP/+g+jXr3/ekothNGhwDyaTyfLFua+vH1lZmVZtBAYGsXv3TgYN6kd6ejpz5nwFQO3adUrjbbsrFTnY4OlpXgN84cIFGjduDECDBg04c+ZM6Ud2FyrzTWcAUp/e7OBIhLDml/UGAFl+7zg4Evubss3ct2kdbOvblCle5utMu/0ZBrbEYo/23ZU7568QomT8TubdD+rI/UC4Br8peTk7reCcTVu55vqGWm297etrtW0KDLLeDg623r7FrIZrateuC4C/fwDh4TVQKBQEBASg1epQKpWo1WqmTn0DHx8frl69il6vB2DgwKE8//zTLFjw3S3buLaMYuXK5WzYsI7Q0IqW11q0aAVAo0aN2bp1M8HB5YmM7INKpaJs2XLUrl2X8+djreozaDRZ+PtbP33hm2++YsCAp4iM7ENMzCkmTXqNxYuXFus9EMVTrKdRBAQE8Omnn7Jp0yY++ugjQkJCSjuuu5LClIPClOPoMITIR2HKRmHKdnQYpSLHkE2Owfa+5eSY/3FULPZo3125c/4KIUpGYchGYYd7vhB3iiInG0WOc+XsjXURbhYTc4p///2Ht956l5deeg2TyQhAbm4us2Z9xKuvTuSjj2aSm5tbrLYiI/sQGhrK/PlfWPadOHEcgEOHDlKjRk327NnF5MnmJf4ajYazZ08TFlaD2rXrsm+feZn6zp3badKkmdW1AwICLAMQZcuWJSsrq5jvgCiuYhWI/PDDD1m6dCn//PMPERERvPDCC6Ud110p5Zldjg5BiAJl+n/s6BBKzXud7NO3996zfUaBLbHYo3135c75K4Qomcz6cj8QriXzPdfK2apVq+Hj40NU1DMABAeXJzExgblzZ9G+/b307v0YiYkJfPnl5wwZMqxYNRvGjh3HkCFP8uCDDwGwZs3v/PTTD3h7ezN58lsEBZVh9+6djBgxFKVSyYgRoyhTpgyjR7/I+++/w7x5cwgLC6dLF/OT/0aPHsHs2fMZPjyKmTPfZsWKZej1esaPf6N035y7kMJkMpkcHYS9JCVlYjS6TXeEiwoJCSAhIcPRYYi7nOShcBaSi8JZSC4KZ2BrHsbFxVKxYpgdI3Ito0eP4NVXJ1qeVHE7PvvsI8aOfcV+QbmAm/NGqVQQHOxfxBn2UaxlFOLOKPNNB8p8U/gjXYRwFL+s8fhluecTaCZtHc+krbb3bdIkLyZN8nJYLPZo3125c/4KIUrG78R4/E7I/UC4Dr9J4/GbJDlrT/37D3R0CHeNYi2jEEIIIYQQQgghHGn27Pk2X+PGYpOidMkyCiHsTKZpCmcgeSicheSicBaSi8IZyDIK4QiyjEIIIYQQQgghRJHc6LticQc4Ml9ksMGJlF3YhrIL2zg6DCHy8c98Gf/Mlx0dRqkY/+/LjP/X9r6NH+/F+PG21UywJRZ7tO+u3Dl/hRAl43/8ZfyPy/1AuA7/8S/jP/56zqpUnmRlpcuAgygWk8lEVlY6KpWnQ9qXmg1OxKTwdnQIQhTIpPBxdAilxtvDPn3ztsP/vrbEYo/23ZU7568QomRMdrrnC3GnmLytc7Zs2RBSUhLIzEx1TEDC5ahUnpQtG+KQtqVmgxB2JmtChTOQPBTOQnJROAvJReEMJA+FM5CaDUIIIYQQQgghhHBJMtjgRMoubEnZhS0dHYYQ+fhnjsE/c4yjwygVr/wzhlf+sb1vr7zixSuv2FYzwZZY7NG+u3Ln/BVClIz/sTH4H5P7gXAd/q+Mwf8VyVnhmqRmgxMxeQQ5OgQhCmRSlHN0CKWmrJd9+la2rO1LuGyJxR7tuyt3zl8hRMmY1HI/EK7FVFZyVrguqdkghJ3JWjzhDCQPhbOQXBTOQnJROAPJQ+EMpGaDEEIIIYQQQgghXJIMNjiRsguaUnZBU0eHIUQ+AZlRBGRGOTqMUjFmUxRjNtnetzFjvBkzxrbnT9oSiz3ad1funL9CiJIJOBpFwFG5HwjXETAmioAxkrPCNUnNBidiVIU6OgRxB6Rq09h8cTs5ei3tKrWkemBVy2uXMq8Qm36RWmXCqeBb+PNwTSYTCoXC5liOJ51k39WDlPMuS+eq7fFV+xZ4nEFZxea2nFVl/4L7lq3PRq1Uo1IW7zZZubKx1GKxtf2rmkQ2nt+MRp9N+0qtqR9cx/JaVq6GmNQzVPStQKhfhdtu35npFZWJTonh831v4qfypXetHjSv0LhE18jUZfH3hS0ka1NpXqExjco3KKVohRClyeDlvr/PhHsyVJacFa5LajYIYWdFrcXTGnS8tfMDUrVpAKgUHoxrOZpqAVX45+I2fjm5CgAFCoY26E/Lis2szs/Ra/k++hcOJByhnHdZnqgTSYPgurcV54GEI3x1+FvLdvWAqoxv5ZzVjjW52fx39SAALSo0wVftc1vXOZoUzf6rhwn2Lkvnqh0KvI7WoGPR0R85nHgMb5U3j0b0oEOVNoVe02Qy8cfZ9ey4socAtR+9Ih667Z+JPV3Lwxy9lqk73yNDl2l5zdPDk/Le5ehQpQ2/nV6L1qADoHfNh3gwvKujQi41Wy7tYOmJFZZtpULJ2+1fp4xX8YrymkwmZu75jIuZly37hjUcVOiARUpOKhp9NlX8K9kWuJuQ9cnCWUguCmcgeSicwZ2q2SAzG4S4g44mRVsGGgD0JgM7r+ylin8l/jjzl2W/CfMH2KYVGmEC1Hnfrq89t4F9Vw8BkJidxMKj3zO9/Rt4q7wwGA2sPrOOAwmHKe8TzKO1Hi7yw862y7usts9nXORCxiWqBeQfQU/VphGdfIpQ3wrUCKpeoj4fTDjCPxe3o1aqeKB6F2qXrVnk8WfSznFVk0j9cnUI8gpEk6th5p7PSMpJAeCv2L95rtEQyvuUw1tV/GUD/8UfZOHR7y3bR5KiebXl6HzHbTy/mUOJRwHz7IalJ1fQILguZb3LFHjdHVf2sPbcBsD8Pn156Bve6TCJAM/Sv4EXR3TKKauBBgCdQcflrDiWn1qN0XR9RsSac+vpWLUdPiV4X29FZ9ChVCgLnSFyMOEIO67sJUDtxwNhXYqc0XO7YlLPWm0bTUbOpZ2naYVGxTr/QsYlq4EGMP/cCxpsWBHzBxvP/4sJE9UDqjCq6bP4q/1uP3ghhBBCCBclgw1OpNyChgAkDzvi4EgcL0evZXfcPjJzM2kR2pTQUvgA4gi+qvzfpPuqfDCZTOiMuVb703TpvPrvFIyY6FSlHY/V6snZtFirY7L1OcRrrhIWWI2/Yv9m/fl/AEjITuLKwXjeajcBD6VHsWJRoCgwvpMppzElPUEZTHx4/D4eqN6FyFo9itXfM2mxfHV4CSZMedeKYXKbVwn2KVvg8ctO/cbfF7YCoFaqeaHpcC5lXrEMNAAk56Tw7p5P8VSq6V2rB12qdihWLNsv77baPpd+nsuZcby9YxIAcx/4GjAvZbmR0WTkclZ8oYMN12Zc7Jo9FIA2oxexK+4/7q/e2XLMlayrLD/1G0nZSdQICqd3xEMEeQXmu1bU+metYimJqCjzAMHcuTlW+4M8Awo958aBBoBco54rmXFk5GYSUaaGTR+SDUYDP574lV1x/+GpVPNQjfut3hMwD77Nv2F2zZGkaKa1G4+nh+dttwvmmQjbL+/mWPJJKvtX5PHyS2nndYnPz98HmGc2hAVWK/b1/NS+KFBY8hggQJ1/MOlyZhwbzm+2bJ/PuMTfF7bySM3uNvRG3Gm7rvzHxgv/okTBA2FdaBHa1NEhlViuIZeYtLOU8yrjtsujblfAYfN9NqNRye+zQjiC7/PPYDDp0c779tYHC+FkZLDBiRg8wx0dglMwmox8tv9LzmdcAuCv2H94uUUU1QOq3uJM56dESRX/SpYPtMHeZbm3Sjs8lB50qNyGzRe3WY69NrUdYNOFLUSUqUFEmRqcTjtn2e+n8qWSX0UAjiWftGorVZvG5ax4qgVULjCW7mHdOJ50kiy9BoCOVdoS7JP/Wc5rz22kkfr6dPNNF7bwQFgX/Aqp75CUnYzaQ02gZwCHEo5afUDLNeo5lhxNxyrt8p2Xrsvgnwvbbjg2l3Wxm7gnuF6B7eiMuSw/tZqmIQ2LNR3+5iUTChT4qLypVba2ZV+OPody3tbvgbeHFzWLmM2hwFw7I6BSvGXfjTMJjiZFM/fgN5b34Wp2Elc1iYxrOSrftW6MpaRq1Sq4ZkONoDBaV2zO7rh9t7xGqG8IH++biwkTnh6ejGz8NLXLRtxWPDuu7GHHlT0A5Bi0rIj5g/rl6ljNttkbf8DqnHRdBidTTtOwfP3bavOadbF/s/rMnwAcSDhMWLgPPp6NUCtV+Kn9iIzoUejgUUGCfcrRpVoHy0CYv9qPB8O65DsuKSc5/77s/PuE8zqbFsu3x3+ybH9z9Ecq+FYo9D7qjK5qEvh03zzSdOkA3F+9M4/WetjBUZWeNG06OkMuIb7BxTre4Hf791kh7rStl3ZiUF/EYDSwb+8cnms8xGlmTgpRHDLY4ETSBv/u6BCcQkzqGctAA5g/dG69tJMB9fpaHWcymTBhQqlwjYeqfHX4Ww4kmGet+Kl86RXxEK0rNsfTQw1A39qPUD2gCrHpF9Eacth104fDC+kXeSj8ftJ1GRy4ephgn3L0rd3Lcn5l/4qcuWEgwtPDk/IFDB6AeUbExvP/4qFQUtW/Mg+F31folHKtQcvylBaWbYPJQO4NszAydJkcSjyKj4c326/s4XjySZQKJZ2rtqeSb/6ipyE+5QtsR2fItRqYAPMMlxahTfgr9m+r5SfXGE1GEjRJeHt4kaZNp4JvSKGFM/8Xfh/RyafQ6LMB6FKtA2W9y/BKy/EARCef4qvD35Jj0OKhUOKn9qW8T3l61fwfPgXM+LimbaWWHE8+SYM+ay37/os/QNOQhtQICuPPcxvz9etseiwZusx8fzBci+V2vPKKzmp7w+mt/Ht6N+W8y/JIze7cX70zCZokvj6yxCqect5liQgKp7xPeTae32x5TWfQsfrMX7zc4tYVsJOyk9GbDFYzkC7ctOwA4GLGZavBhoIGiYpbR6Eou+L2Wm3PPRfGex2n8Gn125+p0bd2L9pVakVyTgp1ytbCq4DZF7XLROCv9iMzN8uyr1kJC1GCeVaIQqGw270tQ5fJpgtbSNWm0TK0aaEDeCL/oK0JE9HJJ11qsGFd7N+WgQaAjef/pVOV9oXOKHNlv5xcxeaL2zFhol7Z2jzXeMgtZ0Zpat7+fVa4lz/PbWTT+S0oFUr+F34fXaoVb6bknZKhy+SXk6vQP9rUvCM9lj/PbaRfnd4OjUuIkrijgw3z589n+/bt6PV6FAoF48ePp2HDhgUe+9NPP/HYY4+hVqvvZIjCCSgV+af937xv++XdrDq9lhx9Dm0rt+Lx2r0LXS5wJ5lMJo5dPUVqahYRZWpYPiycTYu1DDQAZOk1xGuuWgYKwDy1u22llrSt1JILGZfYHbff6kNh3XK18PRQM7j+4wyq1w/A6oN1zxoPciUzntNpZ/FT+/J4nchC197/emo1O/M+kKXnZrLm3IZCBxs6VmlHbPoFy3bj8vdYPhDGZcXz4X9fkJ33Af4ao8nI3xe2MrbZ8zQMrs+RpOMoUNC+civqlq1VYDvlfcrRoFxdjiWfsOzrVKUt/mo/JrQay574/ZxJPcf+hMOW1wPU/hxIPMKsA/MxmoyE+oYwqsmwAmdoVPGvxFvtJ3AiOYZgn3L5alMsP7WaHIMWAIPJiEqp5pUWIwuM9Ub/xR/Mty9Fm8bCoz8wrd14cg25+V73U/kVuGSlpBKzkzmceIxy3mWpX642yTmplPcpx84re/nxxK+W42LSzjC5zTiCvcuiVCgxmAyW13xU3gy950kyc7NYe2691fWzbvjQXBCTycSS4z+zK+4/AOqXq8NzjYag9lBTr2xttl7aaTlWqVBSq4x1vY5u1TpyOPEYV7LMs0I6VWlPVTt8qAv0DOCqJtGy7e3hhZfStqUZYM6houqgeKu8GNvsOdbFbiJTl0XbSi1pEnJPsa9vMpn4NeZ3tlzagYdCxf/Cu/FAWBcuZlxmXewmNLnZdKjSpkRP0jCajHy6fx5xee/x7rh9jGj0FE1CCv7de7cr6Odb2cUKfabrrAvPmTCRmZvpdoMNZ9LO8c8NswGjU06x7fJuula714FRCVdxNCma1WfWWbZ/ObWKsMBqJa5LVZoSspPQ3/D7GiAu66qDohHi9tyxwYaYmBg2bdrEjz/+iEKh4Pjx44wfP57ffvutwOPnzZtHZGTknQrP4bJyNZRf2BAjRg4/vpE6tzl12R1EBIVTu0xNTqWeAcwfhrpUbW95PUGTxA/Ryy0fxLde2klV/0oFTs2/k3KNej7fP9+yzCE8sDpjm43A08MTjT4n3/Ga3GwOXD3MxcwrNAiuQ82gcMtr1QKqMLj+46yL/RujyUC3ap2ok/chfcP5zfx5bhMGk4GuVe+lV8T/AAjw9OflFlFk6DLxUXkX+cjG6JQYq+1LmVcK/KYdoF2llrT1fJdUbToHjVPpUKm15bW/L2zNN9Bwo+ScZKKaPE1idhIqpeqW31oPb/QU2y7vIiE7kcbl76FeudqWvnWr1pGuVe9lw/nN7I0/QBmvIKr6V+LP2E2W8+M1CXwfvQwPhQd6o57O1TrQ9IYPVT4qn3yDKiP+Gmpuw8v6D4xUbRpGk7HIb5dTtWmWYpI7PxsGQNuxC/L6nkKGLpOaQTWsvuX3UHgwsH6fAgfHrsUy/8FFRb1NgLkexqz988g16gHY9dmzmDDxwKtf5nufr2oSmbV/Pl2rdeTeKm3YfHG75bX7qnUCzEsDGpe/x9IfgHaVWxUZQ3TyKctAA8Dx5JPsivuPe6u0pVmFRkRG9GDrpZ14qbx4uMaD+T7sBHj6M7H1S8SmX8BP7UcF34JnvZRUr5oPMefg15alSC+FbSQw8xzZQUvscv3/t3ff8U3V+//AXyezaZOmu9CWDih7b0SGIktcXBBZF9SLIvyceL2gKC4UN3pd+HVyFWSqKCiCAsqUjWxoCy0ddKUjTbOT8/vjlNA06Uhz0pyk7+d98PDmJDnnfcKbT3I+5/N5fxqSoGyD+7vPaNZ7j5ecws7cPQAAC6zYlPULkpSJ+OLMKse/s/PlGQjpPafJK55kVFx2dDRcc+DqEepsqEfvmO4YkTgUewv+gggMRiQNRXcBrC7jicFt+uOs5nqnbZuweLeFfwNdiV7jsq12J2N9VCfvAwBU9VrJc0SBp8xYjnzdVaSFp0Apa12FbC9VZLtuq8wWVGdDO1Ui1DIV7nuLu3nw38fHeD3NkJCW1mKdDSqVCgUFBdi4cSNGjBiBrl27YuPGjTh06BA+/PBDsCyL6upqvPPOOzhy5AhKSkqwYMECfPzxxy0Vot9wNQr+D7NN3J3O949/ivm972+1Q10ZhsEjfR7A3yVnoLNUo3dsd6eLpytVuS7D0rMrc/3e2XC8+KRTPYVs7RUcKTqBoQmD0DmyA2IU0Sg1cD+ORIwIBqsBn53mLn62Zv+OWV3vwZC2AxzvH9y2Pwa37e90jMuVOfgh82fH4205O5ESnuR04dCUuXztlAkoq1V0MVIeUW8NhqvVRQhHF7SNiEJkqPMQw2sXuu5IRVJ0jeoEAIhRNG0urUwsbfCuFMNwBdvG1MyXX3bwPZfXXKjVkZJRcQn/7v//kKZOqXefPWK4u8SxoSnYW2uFjn5xvRodxi4RSSBiRLCzdkSk5jo9Fxcag9yqfPyZf/3OW4hYjheGLES43H3RxmuxNMWOK7udPn916hUA3LBLq93m8vqMikvIqLiE+b3+hc6R6VwnV1Qnp8/m/u7T8UfePhToCtEtujMGtenXYAylRtcf+6W1ahTU/ruqj4gRNfj30xwdIlIRo4h21EY5qwuDFgy6eT9Dw6dqjyC65mjxCZcOvePFJ5ve2VCnYxEAWNZ9fQ9f2J13ALsP7QNYBuNTRrks5ys0DMNgaueJuLPDeDCARyveCMWA+D6QMGIcKf4bUfII3JI80q/TDasteuzLP4gqiw4D4/siOZyf+ktdojpBJpI6FVduykgiq8rzqU3BaH/BIay58D3srB1SkRQP9bwXXaM7+TusFuPue0clsJWDpCIJHu7zADTdzsFgNeLO9uMxstbNN0ICQYt1NsTHx2PFihVYtWoVPvroI4SEhGDBggUoLS3FW2+9hfj4eHzyySf49ddfMX/+fKxYsQLvvvtuS4XnVznaXOTrruK1HtcKOHGV1FtrZwPAXcT1j+/t9rn26lTHBd416Y0sp9gSdHWWF+S2ccPQJSIJ/t3//2F33n5UmKuQokzC+oxNTq/dcWW3U2eDO9luLkaytbke36Wc3PFOVJi1yNHmIjokEjO7TMG5sgywrB1dozo57rq/deQDxzFDJVo8O6gSESHXr9iGJw7B0aITjmF+UfIIRIREIEQix/iUW9yuuMCXfN1VlLkpyFcbCxYHrh7B5kvbcKUqD50iOmBal0kIr7VCw2P9ngTAdZxEyCOQWXEJqepkjEu5udEYlNIw3NxuGHZc2Y0ud20HAwYSkRTtVAmY1nkStufscnq90WZCrq4A3eXuLxSvxdIUtjpDK7vcdX3pVJPVhHhlLIp0JS7vO1p8Avd2m+Y2Z2RiGcY24byv6R7dBVKR1FHDgwEjiDvmBqvRaVWRH4v7QlWhxOup/oupKTpGtHdazYIBgy5RHR2FNq9xN02oPkaryWVb7VFUvnShLBPrLv7gePzV2TU4W3YRM7vcLYhpbw3hc/lXf+gT17PJS7v6ks1uw7vHVjimSv2Rtw9P9J2HDhGpXu9bLVfh0b5zsS17J0w2E4YnDnGMhmuIIa3p7Wywstlt2JT5i+N3lMVuwY+XtraqzoYeMV0xIuEG7C444Ni27uImdI7qBHU9NwT8IVHZFomvfevvMAhpthbrbMjJyYFSqcRrr70GADh16hQefPBBLFq0CK+++ipCQ0NRVFSEfv0avpMWjNwVn+NjPnewigyJwL+6z8RPl7Zyc5gTBmNIm/6Nv9HH+sb1wpbL2x1Dt2UiKfrFX7+DEi5ToYM6DV+eWY0DdZZhBNCkO0/ufqClR6R5HGu0IhILBzwKg9UAEcR47/gnuFKVB4D7Ynuy3//D8eKTTp0beqsBay/+gHm97nNsS1OnYOHAx3Ck6ATCZSoMaTugRX6ksyyLz059DYPNeXpKm9A4FOqd5zOeK7voGMXxd+kZ4AKDuT1nu+xTKpLg1rRbANzS6PGvVOXhx8ytKDOVo39cbyzoNw/Feg26RnV0WuXAfQFEfjpgbkq6EWc0512WrwS4u3uLbpqHrWf24H9n19Y5/vWYKk1VOFQzDWJw2/5OnTBNERUSicf6Pojfcv6ExW7ByKShjQ5B1VsMOFd2ARHyCF4uONwJEcsRFxrjNKQ6RcCr2djsNohFYvSI6Yp/pN+GXbl7IRFJMCF1NAbE98HlyhxHEbzU8GSP7mz1iu2OXXl7HY+lIqnLiKn6ZFZcxo9Zv6DSpMXANv1wW9oYj+6Qny/PcNl2sPAo2oTGYWxq0zu1rrGzduzOO4AzZefRNiwe41NGIbSeEVlEGDIrLjs6GgDu73BfwUHe/u23V6dgfu/7edlXa2Jj7S7fn1VubpgEuxCp8+8Vo82EU6VnMCxxiJ8iIiT4tFhnw4ULF7Bu3TqsWLECMpkMaWlpCA8Px7Jly7Br1y4olUosWrQILMsNj2cYBnZ7yw319Kc2YXEY0mYA7vvzMQDAv3vMwy111qMnzvrG9URfAdy1qS0yJAJP9X8EBzWHYTCYMCJxqMv0gbUXvneshlAbA8btUnp1JauSMKPzZGzN3gEra8WodsObNQLGZDPDYrdAKQ3DwatHHR0NADdi4EjRcadt/07hiiitLnFdr72xonkNsbN25OuuIlwW7nQnQWuugslqrncpswpTJUoMzkP4I+VqPDf43/j2/Hc4cPUwWLDoEd0FpzXnnV6XUZ7l9Pj+X/8JAPhq/KomxWyxWfDxiS9RZeF+mG3N3oEQSQhWvzAOVWYdZry4BQnKNhgY3xej2o3AydIzjoveEYk3NPhZeRJLl6iOeHrg4zhefAoqmRKvLOiCaosej79xBHd2GAeRSIRBbfrhcmUOdudzd24YMDBYDbCzdlRb9Hj98HuOYnK7cvdg8aAnPZ63216diod6pTbptVeri/Du0RWO5VaHtBmAWd3u8eh4TcEwDO7rNh3/O7sORfpiLEnfg9TwbBjxr2bt72jR39hyaRsMNiOGJQzBbWlj6l31xBMaQxlWnl2LS5XZSFImYHa3qRidPBKj67T/UzrdhdHJI6G3Gjz+t9YpsgPm9Pgndufth1wsw9iUUU1a8cNgNWLF31/BWHNB8mv2DqhkStyU1PRq7fXVCThfntGszoZt2Tux5TI3gues5gJyqwrweN+5Hu+HtBy5xLUwq1ws90Mk14X/zbWz2t5Na/ODkUwsRd/YnjhafL3AcWMjK4ORu9GXvhyR2Vzh99fk7FetN2dJ4GqxzoaxY8ciKysLd999N0JDQ8GyLBYuXIjDhw9j5syZUCgUiImJQXExd1dywIABmDt3Lr7++mteftQJ3axu94A5/DUsdgteuuHpgB/CGYxYlsX+q4dwsTwLyaokjEgaCmmdIowJyjaYmzYDJSVVLu+3s3ZoatVJALjRDxPSxqBrVKcmV+G/MXEwbkwc3Ozz2J6zC1sv/w6L3Yresd2RFu46b1FvNeCGtgOxr2YExkU9t4TlgHj+5ltXmCrxwYnPUVhdBBEjwm1pYzA+9RZ8n7kFu3L3ws7a0SkyHQ/1vBchEucfp2p5OCLkaqflMDtEpIFhGMzsejduaz8GNrsN0YoovHpwOQqqCx2vSwlv57SvAfGD4IlcXb6jo+Gac5qLiOnUCbnFp7AjdzcA4GJ5FmZ3m4olg5/CpcocqKRhiA9z7qxhWRYZFVnQW43oFtXJ41hqd/Scvolb2WRqZ+c7+GNSbsKe/L/A1vxvT/5fSFYlwWQzO1WtrzRX4UjxCY8uJj31e86fjo4GAPir8AjGptzk8rnwISW8HZ4f8hTMNjPU5k+avZ9SgwYrz65xjCDZmv074kNjMbCZtQfsrB1/5u3HGc15FOlLHKNu8nQFWHlmDZ4d7H6Id2RIBCIR0axj9ovr5dEKFgA3vc9Y587n+bIMj/Kjb2xPDE0YjP21aqEAaPaKI4eLTjg9vlieCa25yuMROaTlpIYno2dMN5wqPQvg+tSzhvyW84ejsOztaWPRy4MVXZrCovasnQ1Ws7regyRVAnKr8tE5Mh1DE1rf5zKkzQAcLjyObC1X86hnTFdBTmG2DGh9fzckeLTo0pfz58/H/PnOa7aPHj3a7WvfeOONlghJUKz3bgEDgCZQCNOWy9vxa/YOAMCRohPI0xXg3m7Tmvx+ESNCr5hu3FD+Gv3iezdaQI9PV6uL8GPWVsfjEyWnkRDWBgqJwlGELkQsR/+4PohWROIfHW7Dr9k7sE0zEAPb9MWMtManGDTVtuxdjir5dtaOLZe2I1HZFjuu7Ha85mJ5JvbkH3D5jESMCPd3n4HV5zag2FCKzpHpmNzxDsfzte/c3tttGv53di0KqgvRXp2CaZ0nOe3r4b6PeRR3nCIWEpEE1lrFGROUbVB1y1p0rlUn4FDhMdzd8Q6ESkPdTnVhWRYfn/zSUTU+Uh6BpwY83KS7zu48/LDrEpsAV1S0bkHVzIrLLp0uACD2cRG5usN269vGJ5lYBoPCs7/j2rIqsl2mqmRUXGp2Z8PW7B345fJvbp8rqC6ExWaBVOz/JZ/bhsW71MZJ8nBUBcMwmNllMvq164qVxzag2qJH9+jOuDW1ee1IpFyNolrTpELEIQgRU8e80M3tORsXyjNRZdahR3SXBqe+HC8+hU1Zvzgef3b6G7w4ZBGvy3YaUpvfHgQTqVjqUY2eYBQikeOp/g8jW3sFEpFEsKu2GB6mnCWBq0U7GwgJZAcKnIu0HSk6gRmdJ3t0YTCr2z2IvLQd2dpcdIxojwlp7jvbfKWg1sXwNWWmCiwc8Ijj7vewhCGOH3ajU0ZidIpvpvTULe7IgsUVbZ7L60oM7pcyS49Iwws3LITVbm1wmc8kVQKeHfxko69rKqUsDNM7T8LGjM0wWA3oFNEB41NvcVqJBADEIjFETP1F8DIqLjktT1duqsDuvAOOpUz5khKeDAaMU4dDmjoZ/eN6Y8eV3dDU/D3EKKLRP64Pr8eu68aEQThZcsYRSztlAlJUrp0eQuKuUybFi2r6R+vcna97LCF0NADc6KEZnSfj+8wtMFiN6BHTFaOTb2rWvkakDkbn0C4w28xere5wV4dbkfd3AXSWaogZMSal3waZQD4vUj8RI3KsTNSYunU+7KwdmRWXEK3wf10mEpwYhuF9RSRCyHXU2SAgUV+mAwDK/uW6VBnxP6UsDJVmreOxQhLicUV1hUSBKZ3u4ju0JusY2QFSkcRpycRuUZ0RFxrrNDKgrnDtVACANnwdb7H0ievlVE8hUh6BYQlDsCN3t6PIJoBGVzdoagdCfa+b9Qt3bt9MaPq5DWk7AP3j+8BoNTqWGt331nzkaHNx439WAABuaTfCZfpHbXWXMwSA944uw4YLX3kUyzWzZnFjor75xnm/MYoozOp6D37M+gV6qxFDEwbixoTBEDEiPDPoCRwvPgmAQd+4nj6fvtU9ugse7/sQjhSfQKRcjRGJN7TINDlv8rdNWBymdf4HNl/aBpPNjKFtB+KGtgObHUukPAJF+uurhIggglQsRUp4O0yvM+rG325IGIhBbfrBbLd4nRsiRuT1MpLJ4UlYOnQxcrS5iA+LpekTQaid0nWKTXOn3dQn/HhNe9CXv+8zQnwpfFZNzn5DOUsCD3U2CIg1lOZkCdldHW7FZ6e+hsVuBQMGd3W41a9rlzdHuEyF+b3+hZ8vb0e11YAbEwbVu8RobRYp/6Mbbmg7ACxrx+Ei7sJzfOotUIeE47G+c/Fr9g7oLUYMSxzs8/mTwxObd25SkQTSmo4GALjtFgWqzIkY1PkfSAhr22i19a5RnREVEumYsy9mxBibOh5R8ohmxTN8uLXe5wa37e92BQKFJKTF5+l2jGyPji28VK23+Ts88QYMSxgCO2v3esnG2nfnJYwYUzv/Q9BzpcUiMRQCWqZSJpa2eP6QlnND24G4rL2CQ4XHIBNJcWva6GYXIK6PJZoKcJPAYhlOOUsCF8NeW/4hCGg0OtjtQXM6RICqzDpH5fj61rqPjVW5LRBJSF0VpkrsyTsAvdWIIW37ux2y31yUh8JlsVmQU5WH+NBYx8iYYEa5SDxlspkhZkS8TH2rjXKRCAHlIRECkYhBdLTvf4PQyAZCPKCSKRsd1k9IU0XI1biD5xoNRPikYqnboqGEEI5c7LpkJiGEkMATWGPAg1z0l2mI/pJ+gBLhUWsnQa0V1nxyvkzbMgnTtnh/btOmKTBtmndryXgTCx/HD1bBnL+EEM+oj02C+hi1ByRwqKdNgnoa5SwJTDSyQUDMSpqTRYTJJLvV3yH4zNhUfs5t7Nj6ayY0eR9exMLH8YNVMOcvIcQzplhqD0hgMY2lnCWBi2o2EMIzmotHhIDykAgF5SIRCspFIgSUh0QIWqpmA02jIIQQQgghhBBCCK+os0FAor9KRvRXyf4OgxAXau2dUGvv9HcYPjH5pzsx+Sfvz23yZAUmT/auZoI3sfBx/GAVzPlLCPGM+uidUB+l9oAEDvXkO6GeTDlLAhPVbBAQs4qq0hNhMsmCtzDRxHR+zm3iRO9rJngTCx/HD1bBnL+EEM+Y4qk9IIHFNJFylgQuqtlACM9oLh4RAspDIhSUi0QoKBeJEFAeEiGgmg2EEEIIIYQQQggJSNTZICDRK5MQvTLJ32EQ4kJdOQHqygn+DsMnJm6agImbvD+3iRMVmDjRu5oJ3sTCx/GDVTDnLyHEM+ojE6A+Qu0BCRzqiROgnkg5SwIT1WwQEJN6or9DIMQto3ymv0PwmWld+Dm3adMs3u/Di1j4OH6wCub8JYR4xphA7QEJLMZplLMkcFHNBkJ4RnPxiBBQHhKhoFwkQkG5SISA8pAIAdVsaI1Meu4PIULDWrg/Qchis8Bi8/7cLBbuj79i4eP4QSuI85cQ4iG7hftDSKCgL3gSwGgahYBEr+kEANDcl+fnSAhxptbeBQCoVP/i50j4N2Uzd26bJnp3blOmcPUSNm0y+CUWPo4frII5fwkhnlEfq2kPBlB7QAKDekpNzm6inCWBhzobBMQUcbe/QyDELWPIbH+H4DMzu/JzbjNnen/XwZtY+Dh+sArm/CWEeMaYSO0BCSzGmZSzJHBRzQZCeEZz8YgQUB4SoaBcJEJBuUiEgPKQCAHVbGiNqkq5P4QIDavn/gQhvUUPvcX7c9PruT/+ioWP4wetIM5fQoiHbHruDyGBgr7gSQCjaRQCEv1dHwBUs4EIj1rLTfEJxjnvM37mzs3bmg0zZnhfM8GbWPg4frAK5vwlhHhGfbymPaCaDSRAqGfU5CzVbCABiDobBMQYPcPfIRDiljFkjr9D8Jn7uvNzbvfd533NBG9i4eP4wSqY85cQ4hljErUHJLAY76OcJYGLajYQwjOai0eEgPKQCAXlIhEKykUiBJSHRAioZkMrJCrLhags199hEOKCsVeCsVf6Owyf0JoqoTV5f25aLffHX7HwcfxgFcz5SwjxDGOpBGOh9oAEDkZbCUZLOUsCE02jEJDIn24AQDUbiPCEV00HEJxz3mdv5c7N25oNs2d7XzPBm1j4OH6wCub8JYR4JvzvmvaAajaQABE+uyZnqWYDCUDU2SAghrj7/R0CIW4ZQub5OwSfeaAnP+f2wAPe10zwJhY+jh+sgjl/CSGeMbSj9oAEFsMDlLMkcFHNBkJ4RnPxiBBQHhKhoFwkQkG5SISA8pAIAdVsaIVERRkQFWX4OwxCXDB2DRi7xt9h+ITGoIHG4P25aTQMNBrGb7HwcfxgFcz5SwjxDGPWgDFTe0ACB6PRgNFQzpLARNMoBCRy680AqGYDEZ7wqlkAgnPO+5xt3Ll5W7NhzpwQbj9e1EzwJhY+jh+sgjl/CSGeCT9Z0x5QzQYSIMLn1OQs1WwgAYg6GwTE0JbmZBFhMige9XcIPjO/Dz/nNn++2ft9eBELH8cPVsGcv4QQzxhSqD0ggcUwn3KWBC6q2UAIz2guHhECykMiFJSLRCgoF4kQUB4SIaCaDa2QKO80RHmn/R0GIS4YexEYe5G/w/CJIn0RivTen1tREYOiIu9qJngTCx/HD1bBnL+EEM8wpiIwJmoPSOBgiorAFFHOksBE0ygEJPL38QCoZgMRnvAqblnWYJzz/tB27ty8rdnw0EPe10zwJhY+jh+sgjl/CSGeCT9V0x5QzQYSIMIfqslZqtlAAhB1NgiIvt1j/g6BELf0igX+DsFnHuvHz7k99pj3NRO8iYWP4werYM5fQohn9KnUHpDAon+McpYELqrZQAjPaC4eEQLKQyIUlItEKCgXiRBQHhIhoJoNrZAk+zAk2Yf9HQYhLkS2PIhswTm9J78qD/lV3p9bfj6D/HzvaiZ4Ewsfxw9WwZy/hBDPiIx5EBmpPSCBQ5SfB1E+5SwJTDSNQkDUf/wDANVsIMKj0s0FEJxz3h/ewZ2btzUbHn7Y+5oJ3sTCx/GDVTDnLyHEM6rTNe0B1WwgAUL1cE3OUs0GEoCos0FA9Cn/9ncIhLilV/zH3yH4zIL+/JzbggXe10zwJhY+jh+sgjl/CSGe0adRe0ACi34B5SwJXFSzgRCe0Vw8IgSUh0QoKBeJUFAuEiGgPCRCQDUbWiFJxh5IMvb4OwxCXIhslyGyXfZ3GD6RXXkZ2ZXen1t2NoPsbO9qJngTCx/HD1bBnL+EEM+I9Jch0lN7QAKHKPsyRNmUsyQw0TQKAVHvmw4A0HSkmg1EWFS6hwEE55z3J3Zx5+ZtzYYnnvC+ZoI3sfBx/GAVzPlLCPGM6mxNe0A1G0iAUD1Rk7NUs4EEIOpsEJDqDs/6OwRC3NKHLvZ3CD6zcCA/57Zwofc1E7yJhY/jB6tgzl9CiGf07ak9IIFFv5BylgQuqtlACM9oLh4RAspDIhSUi0QoKBeJEFAeEiGgmg2tkPTsb5Ce/c3fYRDiQmzLgNiW4e8wfCKzPAOZ5d6fW2Ymg8xM72omeBMLH8cPVsGcv4QQz4irMyCupvaABA5xZgbEmZSzJDDRNAoBCT90PwBA041qNhBhUeoeBxCcc96f+pM7N29rNjz1lPc1E7yJhY/jB6tgzl9CiGeU52raA6rZQAKE8qmanKWaDSQAUWeDgOg6vezvEAhxqzr0BX+H4DOLB/NzbosXm7zfhxex8HH8YBXM+UsI8Ux1OrUHJLBUL6acJYGLajYQwjOai0eEgPKQCAXlIhEKykUiBJSHRAioZkMrJDu5GbKTm/0dBiEuxNazEFvP+jsMnzinOYtzGu/P7dw5Ec6d865J9SYWPo4frII5fwkhnhHrzkKso/aABA7xubMQn6OcJYGJplEIiOrYfACAptcdfo6EEGfK6qcABOec92f2cOfmbc2GZ56Rc/vxomaCN7HwcfxgFcz5SwjxjPJ8TXtANRtIgFA+U5OzVLOBBCDqbBAQXbc3/B0CIW5Vhy31dwg+88IN/JzbCy94XzPBm1j4OH6wCub8JYR4projtQcksFS/QDlLAhfVbCCEZzQXjwgB5SERCspFIhSUi0QIKA+JELRUzQYa2SAgsmPfAQDM/Sb7ORLCF2uVFpofvocp7wpCu3VH9O13gZH4/58da7VC9/cJ2I0GKPv0gzgsrMHXi60nAQA2SS+fxGPIyoQpLw+hXbtBFhfnk2PU51Qpd249Y+o/N8OlS6g+cQzS2FiohgyFSCp13c8prl5Cz552n8ZS73t5OH6waih/zVcLwNpskCe1a+mwCCF+IK6qaQ9Uvvk+a22qz5yGITMDivSOCOvew9/hBCXxqZqc7Uk5SwKP/696iIPqJLeOroY6G4JG7puvwXL1KgDAeOkS7CYz4qZO92tMrN2O3LdehzErEwBQqt6I5GefhzQqut73KKufBuCbOe+lP/6Ass0/cg/EYiTMfwTKPn15P059luzlzm39jSshUakgClE4PV+06mtU/rHT8Vh34jgSH33CdT9LGq6ZYDcawcjlYBim0Vg8qdnA2mzQbP4R/3lxKBipDD9uNkPWpk2T398auMtf1m7H1f/7GLqjRwAAoV27I+GxxyGSyvwSIyGkZSgv1LQHdWo2mEuKYbp8GSEd0iGNrv/7kFxX9ssWlH6/0fE4ZtLdiJpwux8jCk7KJTU5SzUbSACizgYBqer1X3+HQHhU+uMPjo6Ga3THjvi9s0F/5rSjowEAbJWVqPzzD8T8o/5OLl3Y6z6JxW4yofzXWl+eNhvKft7cop0NL/Z+FsVrv0X2loVgZDLE3jMNETeNAgDo/j7h1NEAANV/n0D2ksUQhYQgasJtUPbtDwBYutR9zQRrRTmu/t8KGDIuQhITgzb3zUFol65uX7t0mOefc9kvW1C25Sc82pG785H/Xz1SX/XN31dLYm02lKz7Ftr9+yBWqRBz91So+g9o1r7c5W/13yccHQ0AoD93BlV/HYB6+Mhmx0z8z24ygZFIwIjF/g6FCJSus2t7ULl3D4r+9yXAsoBYjLYPPgTVgEF+iC6wlG3b6vx4+6/U2eADuqWB/51OWi/qbBAQmj4RXKoOHnDZJo2O8UMkzuxms8s21s222viaPmEpL4f+9ElIY+MQ2qUrWJsNrNXqHJ+pZQsdtt2fhdCsagDc51D87SpYy8sRPmw4qmuGLtZlvloAAChY8RFSXnwF8oSEeqcvlKxfC0PGRQCAtbQUVz/7P7R/8x23F0PNmT5RffJvAEBHdTYAwFICmAuvAvFqj/fVVNr9+1C5fy8k4WpE3X4H5AmJvB+jYtdOVOzcAYAbFVL42SdQpL8NiTrC4325y19LmcZ1m8Z1W2vA2u1gRIG9bKrdaEThF59Bd+IYxGFKxE6djvAbhvo7LCJA7qZPlH6/getoAACbDaXff0edDU3AMKI6j+sfuUeaj6ZPkEBGnQ0CIj+0GgBgGjTTz5EQPohCXesgxE6Z6odInIX16gVpXDwsxUUAAEYmQ/jwEQ2+R2I9CgCwSvo3+7iGjAzkvfuWo2NDPfJmxM+6F+FDhkJ7YJ/jdRGjbmn2MZrjeNFRmELL0FUfxW2w21H282aU/7YNEbeMafjNdjv0Z89AnpCA48e5H129uxlQ+v1G6M+fQ0hyCgyXLjm9xVZZAWtlhdtpK8eLuM+5b3zDn7P5agFsej1C0tpD1rYtjJcv4Vx5BwBAtzb5kEZFNeXUm6XqyGEUfvmZ47H+3Fmkvf4WRHI5r8cxZF50esxarTBevtysUS/u8lfZpy9Kv9twvaNNLPZ45ETFn39Au38vJGo1ou+YCHk77+s+mPJyUfr9RlhKS6EaOAhRt93hs44AY3Y2Cr/6HOb8PCi6dEXbB+ZCEhHpk2O5oz9/Dsbsy1B06gxF+w5e7avs11+gO879Pdt0VSj635cI7dYdEnXzO93sRiNYqxVipe8LaNVmyMqE5scfYKuqQviw4YhsrB0KENaKctj0ep90TnpCUlnTHqi59oC122HX651eY9NXt3hcgShqwm0oWb/2+uNbaVSDL0hq2jZr3+b/BiPEX6izQUCUZxcBoM6GYBF9+50o+NB5aozxyhWEpLX3U0QckVSG5MVLULl3N+xGA8KH3NjoHP+w6iUAGq7ZYK2sQNXhQ2CkMoQPHuxS+6Bs6xanERSVu/9A1O13Iv6+f0HRuTNMeXkI69EDYT2a1oNv0ZSiZMN6mAvyENazF6InTnZbuLE2w6VLKPr6K5jzufe0uf8BfBh5EGZLMT7McO5wYc1mmIuKoOw/ALpjRwGGQUhaGoxZWU6vkydyP5xfeom72P7kH59Du2c3AMCcnwdxRITT66XxbSCJdN8Z8NIB7nNuqGZD4covoN27BwAgS2qHtg/MhSkvDx/tmw1GJMaG/1xx+ez5pDt62OmxrUoLQ8aFJv+9NZWiQzp0R2odSyxGSGpqo+9j7XaUb9uK6pN/Q5aQiOg7J0IN1/yVRscg6alFKN/+K1ibDZGjRkPeLrnJ8WkPHkDxNysdjw0XLyLtjbe96nRhrVbkvfcObBUVAADNjz9AJJcjcuz4Zu+z3mOxLK5+tgKWIq7T0XD+HIq/XYWE//co78dyR7PlJ2g2fe94HDfrPkSMvKnZ+zNdyXF6zFqtMBfk19vZYNPruVxmGCj7D4RY4fxvRrPlJ5T9vBms1Qplv/5o88BDjbYvfLBVVyP/3bdhNxoBACVrVkOsVCF88BAAXNHh0vXrYLiUCUXHToidMq3RAr9CULJxPcq3bQVYFiHtOyDx8Sf9FndYRk17UFOzgRGJED5shNOUOfWwhjvgCSdy7HiEpLWHITMTivR0KDp28ndIQSnspZqcpZoNJAD5vLPh008/xf79+2G1WsEwDBYtWoQePaharTtV/Vb4OwTSCLvJhIqdO2AuyEdoz54IHzSk3teKw1zvhumOH/XqBzVfxEolosZPaPLrdWFvN/i8pUyDKy+/CJuOW8qp4rdtSH7+JYhk14vtuUzfYFmwFgsYsbhZP+wKPnwfptwrAABzQQFgZxHbQD0M1m7H1U8/hrW0FAA3/aB4/Rq8edfn0O7bC6k2G5aiQqf3GDMvosPy92HVasFIpRDJ5Sj6+ito9+8DIxIh4pbRCO3aDQDw2mvc9I/qz0447cNWUQHVkKHQnz0NWUIi4mb8s96hpq8Nb/hzNmRlOjoaAMCclwvd8WNIef4lvDOmEqIwJcJ7JTW4D3fKf98O7V8HIImIQMxdkxq8Qy+JiXXZxvpgyeGIm2+BubAQ2v17IVaFI3bKVDASKXQnT0DeLgXSyOt34FmbDazFDFGIAprNPzoKjhoyLsKUewXyha6fq91ihiHjIkRSGUL79nT8PTaV7vgxp8c2XZXXnS7GK1ccHQ2O45z82yedDfbqakdHg+P4ly/V82p+sXa7c60WcJ2R3rSNoV26OaYUAYBIoUBIWprb19qqq3Fl6YuwlJZwx/55C5KXvAhxaCgAwHglx6kjRHf0CCo7dW6REQaGixccHQ3XVJ884ehsKPryc8f0LktREewGAxLmP+LzuLxhyst1+vs2XspCxY7fEH3nRL/Eo+vi2h7ETZ8JeVISjJcuQdGpM8KH3uiHyAKTomMn6mTwMd1rDf82IETIfNrZkJmZiZ07d2LNmjVgGAbnzp3DokWL8NNPP/nysAHL3OsOf4fQqlTu/hMVf+6CSKFA9O131lu0r7arn32C6hPHAQDaA/tgzMpC3HT3I1GksTGASATYr8/ll8XF8xN8C7NJGr4Q0+7d4+hoALiaAdUnjkM1aLBjW8TNt8Bw4bxjXmxoj57NXubSUl7u6Gi4Rnfq7wY7G6wVFY6OhmuMWVnoFjMXuKsH2DtZZDx4v9PzNp0OACAJD3dsa3PfHMROmQaIRE53Q7t25f6ec9smwKDVOrZLoqPRZs6Djg4GS2kJrJWVbu+4do1u+HO2VpS7bisvAwD0vKF5w8Ur9/yJkrXfAgBM4D6TtDfeduooqi1q7HjoT59y+vyvfvIRkp99wTHKgw+MRIL4Wfcifta9ALjl1S4tfJIbHSMWI372/VDfOAzag3+hZO1q2KqqENazF8wlJU77MV7KgrGqrVPnBAAUfv6po0Ck9sA+WCvKETXu1ibH5+7fcsUff4C126Hs1cfDs722zzgwEolTHRN5QkKz9tUYsVIJWUIizAX5jm2Kjp19cix3WLZOB5Xdfc2TpooYPQZWbSWqDv4FSWQEoidNAVPPyiJVBw84OhoAwFJSjKrDBxEx8mYAgDk/3+U97rb5gqyt69/3tW0sy6L69Cmn5+qrKyMkljr/Juvb1lJsStd2lhGLucLANcWBCRESm4ed4YQIiU8rQqlUKhQUFGDjxo0oKipC165dsXHjRsyaNQtZNUOR16xZgw8++AB5eXmYOnUqHn/8cUyaNAkvvPCCL0MTJPn+LyHf/6W/w2gVdH+fQNHXX8GUkw3D+XPI/+9yWOvcUazLWqV1dDRcU7HjN6f5irVJIiIRe/c9YCRcn548OQVRtwXmfEaJ5SAkloMevUd/8TzsxuvLQKr6D0DSf55GxJhxiJs5q97h2uaSYpRt/QXa/ftgt7gvXClRqSBWqpy2ufuRXrHzd+S88hLy3lsOa0U5pLHOd+UV6R1x6OpBHLp6EAzDIKST88WWopPrxZdNp4PdaHAZdn3okAiHDokQN20mpDV3/8UqFeJn3w+GYWC3mJH//ru4/PR/cOk/C1C8ZrXLvq/FUp/Qbj2cz5thoKoZXXPt+J7S/X3C+fyqtCj88nNHEcy6xCoVom5z7hhlzWZo9+72+NieKN24/vo0HJsNpRvXwarVomjlF7BVcR1d1adOAjbngqMihQIhIWec8tdWXc1Njanl2tSXpoocOx4hdeoMVJ84hoL330NVrVUuPCFWKhH3z9kQhYQAAEI6pCPq9ruata+maDvv/yEkvSMYuRzKvv3r7TjlGyMSIXL0WKdtkWOb3tFT3z5j774H7d9aDmXfAbj60fvIfHQ+SjasdenYYG02l/fX3hbatauj3b4mrGdPr+JrKlmbNoiZPAVMzZSN0O49HJ8VwzCQ1al3UPexECm6dIWozpQJZTNXluGDpOIgJBWefZ8R4k+SQwchOUQ5SwKTT0c2xMfHY8WKFVi1ahU++ugjhISEYMGCBfW+Pjs7G1988QUUCgVGjx6NkpISxMa6DtkNVsqLzwMATEP/5edIgl/1yRNOj1mLBfpzZxusXi6SycHIZC4rN5T/vh2Rt06ARBXu8h71TaOg6N4DIrEYsjZteYndH8L0LwGov2ZD+I3DUbFzh9Pohso/dkF/+jSSn3vBUWAttFNnhLq5gL/GmJON3DeWOT5jxZ4/kbTwGZdpB4xEgvh770fh/76EXaeDLCGBG21Qi/bgARR/u+r6vi9lIuGRx1Cyfh1Xs6FHL8TeMw3zfr8HAFcnoe2cuSj6+ivH/NP42c4jHUp/+A5lv/4C2GwI7dodCQ8/6rgwXLZMDtZixfrPxEhd9gYspaWQRkU5Llq0e3ZfH+Ztt6Nix29QDRjoNPx02cGXHLG4I1Yo0G7RMyjbthX2aj3Ch49wjMhZtoyrFbBpk8Hte92x6fUwFxa6bNcdOYTqUyeR8vxLkMW73sF3V5eAaaRWgaW0BOJwdb0jJupT/ts2lP+23WVUh626Gub8fLAWi9N2sSocrM0Ga1kZGJkMcdP/CaX5VcB8PX8ZqZT7t1xr5ZO6F0P1sVssEEmlECuVSF68BFVHDuPqJx85vUa7b0+zl+lUDxsB1cDBsFVX+7TQJwDIExKR/PSzPj1GfWL+MRkhHTrAePky1y7wdOfOkJWJ0u/WOx6Xb/sVIWkdoBow0LFNNfgGlP36C2yVlQAAcUQEwgdeH4UliYhEwmMLoPlpE+wGAyJG3uRY4tZX7CYTtPv3wlJWBtWAgVDfNAp2o9FlRE78vffj6icfw1qmgTQm1jHyR8jECgXaPfU0ND//BJtOB/Ww4S26vHFdYZk132cDaP47CQxhy2pylmo2kADk086GnJwcKJVKvPbaawCAU6dO4cEHH3TqQKh9xyE5ORnKmouS2NhYmFp4CTx/0w76yt8hCIop9wqsVVUI7dTZ5S6Tt2RtXe8GyRoZriySyxF9x0SnH7IAALsdrNkCc2EhGJkMiOXuPFfu3YOSdd/CbjAgJL0jEh5+1G2HRCDQKf/b4PPS6GikvLQUJevWourQX47tltISaA/sQ+SYcU06TsXOHU6dOYaMizBeyoKiQ7rLa5V9+6F9j56wVVY4RhLUVl3njr1dr4fdYETKc86jpt4eef3cpNHRSFrwlNvYTLlXUPbzZsdj/bkzqNi1A1G33gYAeOamDaj66wByns+HomMnJDy2wClvzcVFLvs0FxU6dTbUjqU+srYJaHPfHJftb79tdPPqhpV+tx6Wwqtun2NNRpSsX4O2c+e7dC6Edu8BRcdOjiU9JZGRUNcMQa/LUqZBwQfvwZSbC5FCgbh/3uuYf96Y6jOnUbJujdvnVAMHIaR9e4jCwmCvvl45Xtm3PyLHjoMpLxfSmFiIw8Kgszl/riKZDNF3TkTphnUAuBVZYiZOcj5/loWlqAhitRpihQLG7Mso/PIzmAsKoOjYCW0efAjSqGjIU1IAhrm+bB7gMurGUyK5nPfVPVqK3WhE6Q/fwXDxPKRtEhBz1z8cbWJdyl59mj3lpD7G7Mtut9XubJCEhyPl+ZegPbAfYBiEDxkKsco5xrBu3RHWrTuvsTUk/7/LYbh4AQBQvm0rkhY85bYDRtG+A9JefwvWinJIIiIDZslSebt2SJj3sL/DAADoujbezpLgZ8i4CHPhVYR26wFptOvqUEKie5tylgQun3Y2XLhwAevWrcOKFSsgk8mQlpaG8PBwREREoKSkBB06dMDZs2cRX3PnrLWvz2vpFhzLW/Gh8MvPod2/FwAgjY1F0sLFLnd4vKEeORL682dRfeI4GIkEkeNvRUhKaqPvi7qVK6pYu8MhtHsPFK38AvpzZwGGgWH8WISNuwPFq/7nmHttzMxA2eYfETdjFm/n0Bx2ixm6I0dg01VB2X9gvXdOLRoNdH8fhzQyCmG9+8Am7tjgfs1XCyAKU0LRuYtTZwMAlzvPfBJJpRC56WgAuFUf6tL+tR9hPXqCEYsd29IjGz63a8xFriMArm0zXr6EyNMbEVlTE9SQcRGVf+yEatAQmAuvQtEhHcrefVHx+2+O9zJSKUK7Ow/Nbmos7qSne16k0XDxYoPPV/99ArlvvY7kxUucLmoYkQhJTy1C9amTsBsNCOvd12VayTWl32+EKTcXAGA3GFD8zUoo+/Rt0sW04cJ5l22ypHYIHzQYEWPGQiSVIfGxBSjZsA7WMg1UAwcjcuw4MGKx079nd/kbNe5WKHv1hik/H4pOnZ3qcljKNMj/77sw5+eBkckQO20Gyrdtvb5yQ8ZFFH+7ComPPA5ZbBwiRo1GxQ7u71YcHo6oCbc1em7Bqnj1N46lbE25udAdPgjb9KlQ3HJ9moTdZELZz5thuJQFRcdOiJpwG0T11FfwVGinzi6dP6Gdu7i8TqKO8KhIri8Zr+Q4OhoAcMvv/rKl3tEejEjkdulc0jS2sOa3syQ4lKxbg/LftgHgRkomPv4kb6OrfMGWTjlLApdPOxvGjh2LrKws3H333QgNDQXLsli4cCGkUileeuklJCQkIK6ZBeKCUcgebjUK4/D5fo7Ev4w52Y6OBoArJFXx+zaXYfLeEEllSHzkcVgrKsDIpBCHNn0JrqhbJ0CenAzdieOQtWkD1mJF6UbuDilYFoVbtyEupq1TkTcAMBW4nwPfUli7HXlvvwljViYAQPPTJrR75jmXNc+Nly8h963XHSMMlP36I3FKGqpP/Q29tivUw0c67gLYdDrk/3c5V8VeLEbkmHEQR0Q4KuqLwsKgGlL/1BSAq7ZvOHcW8uQUqEeNQtXhg9enUXTq7JgXb9NXQ3fkCCBioBowsNHlHSPHjIP+9CmnCvu6w4dQ2aWbU9X7/flcrg1NHNbg/kK7dAMjDwFruj6CQNmnHwAuR4+Xcj9U+sac5Y514jhKv98IsCxEoWFIWvBvtJk7D5W7doKRyxE14XaXDrSmxuLO/v1cB8rQoa7z0esTktbeuTaDWAzUmc9uyr4M/bmzCOvuvIoQIxY3aSi0+arzyAm70QhreVmTphXJU11XE4ifOctpNIiiQ3qjUwGkFu5ztUidP1fWbkdISqpTRwMAaH7cBHN+Hvcasxkla1a7dJoZL1+/gx43fSbUw0bAUqZBaJeuATsqgQ+6v4+7bMtdsw4pXXs52pqir79C1UGuU9Jw/hys5eVocx8/0wfl7ZIRf9+/ULaFW7YyYvQYhPXkd1lWvrkbuWfMyW75QFoJaVlNexDleTtLAp9Np0P5zt8dj1mrtcHOPSGQ1vwmtgylnCWBx+dLX86fPx/z57tePI8cOdJl2/r1693+/9YiLOtVANTZYKvSumyzal238UESEdGs94V17+G4+KpdF+AaRsQ4XXQD8PsPXsPFC46OBoC7y1yxawfiZ852el35b9ucpjLojh2FdPB/EaG0I+/bEaj8cxdSXnoVkvBwlG//9frFvM2G8m1b0W7RYhguXgBrsyF86LAG552X/77dsRICwNW4SH3pVVQdPQyJWg3lgEFgGAY2nQ45S1+AVaMBAJT98jO3VF09d9MBQBwaiohRo1H4xadO2005lwHc5Hj85uFlAIBNiQ3PhRQrlUj6939QtvlH2KqroR4x0nGxHdqtO77MSARrt+HDmBdqjpPtuLtq11ejdNP3SFrwVIPLpTY1FrfvfZO7M+xJzYbYKVNh1WqhP3MK0vh4xM+6D+XbtjotIQiAu1PcTGG9enOfRQ1pfBu3o07cUfbth8hxt6Ji1w4wIhGiJtzerCXWQvXc53qtZoPdaET+++867iaHDxvhdLFrrjO1hLVYII2Pd1oqsu7dcnm7dg0uGdpayNq0hfFSlst2c2Eh5AmJYFkWVUcOOz1XdfgQb50NAKC+cTjUNw7nbX++Jk9IdFmFxK7Xw240OmrCEP6EXqppD6Jo/ntrxFotLp3qdoFP2w59syZnqWYDCUA+72wgTVd5o/u5ya2NonMXSKKiYC3jlvQDwyD8BuGuea3s1x8VtXrJRSEhCOvVByFp7VH63QZYNKVQDRjU5LoFPlN3qTkAsLtuqzsiAwAy1l2/g22rqkLVkUOIHDUa5uJil2PYjQZETWjaqhsVO353ely550/E3jPNZXiz9q/9jo4GALAUF0F3+BDUI1w7LWtTdOrkcrde0dl5idP3bv6o7tvq31/7Dkh8/EmX7WKlEu9/WonKP/YgNKQblP0HoHjV106vsdYUo2uIJ7G4vPc9z2s2iFUqJD3xJFi73TFNQqwKh+HiBdiN3P5C0to3aVnY+kTfdgfA2qE7zo0Eipk0pclT5hiGQeyUqYiZdDfAMM2en16ldP5cK3f/6TRsXbt3N8JvGOroQFD27efUMSeNjUPCw4+j+NtvYLqSg9Cu3RA345/NiiXYxc2Yhbz33oa9ZtlYgOv4u/bZMgwDaVSU09KHQp8v3RJCu/VwKlwsS0yijgYfqerW/HaWBD5JRCTC+vZD9fFjjm0RN9/ix4gaV/Ue5SwJXNTZICDWjoFzJ8aXRFIZ2i16FuW//QpbVRXChw5r0UJdngrt0hVt5z+Myj92gZHL0WHGPTCq1ZCo1W4vTP1F0bkL5KlpMNUUUGPkcm5d8ToiRo3mlkOsuUCXxsfDVORc3FAk44aJK/v1g+7IIcd2sVIFRcf6V5uoi6mzMgEjkbi9oGxsqbr6SKNj0HbuPGg2/QCbQY+IkTe7FCdMVbsO1W+OzjcmAjdevwCtOnIYhvPnHI8bWumEj1hSUz2v2XBN7c9cnpCAlJdfhe7IYYjClFANHORVETpGIkHMxMmImTi5+fuoVWOjOexi58/Voil1eY2ltBSoSd3IseMBux1Vx45CFhuL6ImTIYuPR7unFnkVR2sQkpqKDsvfh+bnzag+eQISpQodZs+AsdZqH3EzZuHq/33M3blXKFpsyU0hi/vnbBR+aYLh/DnIk1PQ5v4H/B1S0LKH8tPmk8DVdu58aPftgbnwKpS9+wp6CgUA2N1MKSQkUDBs3QWoA5hGo4PdzZ3aQKHY9S4AwHBz/cuDEuGLjVWhpKSq8Rf6gd1kgvbgAdh1OigHDoIs1n3NFFPuFW4qQ1Q0wnr3gXbdw7CWlaMyMw6yxCQkL17imJdeuedPaPfvgzg8HNF33AV5UtOHklcdPoSrn65wjLqI/sdk7k54HdbKCuS89DxsNdNpJJGRSHlhqWNJTW/8mbsLADCynfvVFJq8nz+5C+KRI7lOEJtej/JtW2EuKEBYr15QD294FIa3sdQ9vpDzsKVJzdznapFxn6v+4gXkvfW6I+8YeQjSXnvTpXYD4Ye7XLQbDTDl50Oe1K5V17ioi2XZVl8s25diY1WoOP8TAMAS7V2bT0hzefr9LP2z5jusnlWfCGkOkYhBdLT3v6MbQ50NAhK9MgkAoLkvz8+REG8E40WeumI8bDodrha+i7DefSCSSnnbt/lqAfQXzkOenAJFTTFId6wVFdD+td8xrYavC8OJm7gpG5smejcXcuJErn6EJzUT+Iyl7vGDMQ+bS13Jfa7XajYAXAHPij92QRQiR9T42xCSmuqn6IIf5SIRithYFcxbuVGklQNo/jvxD0/bRPXEmu8wqtlAeESdDc0Q6J0NkmyuaJY1dWAjryRCFow/rEU2rgPMLk7ycyT8y6/izi1R5d255edzdyMTE5vfBnkTS93jB2MeNlcw528goFwkQhEbq4Iml5veZg+h9oD4h6dtoqhmdSR7IuUs4U9LdTZQzQYBoU4GIlTBfJHmbSeDYz9edDI49uFFLHwcP1gFc/4SQjxDnQwk0FAnAwlkza/6RXin2PEmFDve9HcYhLiQmn+D1Pybv8PwiZ1XfsPOK96f286dYuzc6V0hQ29i4eP4wSqY85cQ4hlp6W+QllJ7QAKHdOdvkO6knCWBiUY2CEho7vsAAAMW+jkSQpyFGrjipZWyMX6OhH/vH+PObVSyd+f2/vvcyhqjRjW/ZoM3sfBx/GAVzPlLCPFMaHZNexBD7QEJDKHv1+TsKMpZEnioZoOAiPJOAwDsST38HAnxRjDOT2bs3NKXrCjez5Hwr0jPnVt8qHfnVlTE1UyIj29+G+RNLHWPH4x52FzBnL+BgHKRCEVsrAqleZkAAFZO7QHxD0/bRKZm+XE2nnKW8IdqNrRC1MlAhCqYL9K87WRw7MeLTgbHPryIhY/jB6tgzl9CiGeok4EEGupkIIGMajYISOi2VxC67RV/h0GIC5l5K2Tmrf4Owye2ZW/Ftmzvz23bNjG2bfOuZoI3sfBx/GAVzPlLCPGMrGQrZCXUHpDAIdu2FbJtlLMkMNHIBgFRXP0EAKDHc36OhBBnCsMHAACz7FY/R8K/FSe4cxuX6t25rVjB1UwYN675NRO8iYWP4werYM5fQohnFDk17UEstQckMChW1OTsOMpZEnioZoOAiIoyAAD2+I5+joR4IxjnJzN2DQCAFUX7ORL+aQzcuUUrvDs3jYarmRAd3fw2yJtY6h4/GPOwuYI5fwMB5SIRithYFUrzswEArIzaA+IfHtds0NR8h0VTzhL+UM2GVog6GYhQBfNFmredDI79eNHJ4NiHF7HwcfxgFcz5SwjxDHUykEBDnQwkkFHNBgEJ/WUJQn9Z4u8wCHEhM/0Emeknf4fhE1uyfsKWLO/PbcsWCbZs8a7/1ptY+Dh+sArm/CWEeEZW9BNkRdQekMAh2/ITZFsoZ0lgol+mAqIo/goAoMdSP0dCiDOFkasnYpbf6edI+Pf5Ke7cbu/g3bl9/rmU28/tVr/Ewsfxg1Uw5y8hxDOK3Jr2IJ7aAxIYFJ/X5OztlLMk8FDNBgERleUCAOxR7fwcCfFGMM5PZuyVAABWpPZzJPzTmrhzC5d7d25aLfff8HD/xFL3+MGYh80VzPkbCCgXiVDExqpQWpAHAGCl1B4Q//C4ZoO25jssnHKW8IdqNrRC1MlAhCqYL9K87WRw7MeLTgbHPryIhY/jB6tgzl9CiGeok4EEGupkIIGMajYISNjmhQjbvNDfYRDiQm76DnLTd/4Owyc2ZXyHTRnen9umTRJs2uRd/603sfBx/GAVzPlLCPGMvPA7yAupPSCBQ77pO8g3Uc6SwES/TAUkRPMtAKAab/o5EkKchRi/AACY5JP9HAn/Vp7hzm1iR+/ObeVKrmbCxInNr5ngTSx8HD9YBXP+EkI8E5JX0x60ofaABIaQlTU5O5FylgQeqtkgJFWl3H9VMf6Ng3glKOcns3ruv0yof+PwAb2FO7dQqXfnpq/5iEK92I03sdQ9flDmYXMFcf4GAspFIhSxsSqUFBZxD8TUHhD/8LhN5OMHBiF1UM2G1og6GYhQBfFFmredDI798LAbb2Kh3yANCOL8JYR4iDoZSKChL3gSwKhmg4AoNz0B5aYn/B0GIS7kprWQm9b6Owyf2HBhLTZc8P7cNmyQYMMG7/pvvYmFj+MHq2DOX0KIZ+RX10J+ldoDEjjkG9ZCvoFylgQm+mUqIPKKjQAAHd7zbyCE1BFi/BoAYJJP83Mk/Ft9jju3KZ29O7fVq7maCVOmNL9mgjex8HH8YBXM+UsI8UxIfk170JbaAxIYQlbX5OwUylkSeKhmg5CYauZkyWm4VCALyvnJrIX7LyP1bxw+YLFx5yYVe3dulpqPSOrFbryJpe7xgzIPmyuI8zcQUC4SoYiNVaGkqIx7IKL2gPiHx20iHz8wCKmDaja0RtTJQIQqiC/SvO1kcOyHh914Ewv9BmlAEOcvIcRD1MlAAg19wZMARjUbBET5wyNQ/vCIv8MgxIXcuBpy42p/h+ETa8+vxtrz3p/b2rUSrF3rXf+tN7HwcfxgFcz5SwjxjLxgNeQF1B6QwCFfuxrytZSzJDAF1S9TkYjxdwhekbPHAAD6AD8PEvi5WFeIbQcAwCL6p58j4d8fedy5zejm3bn98Qd352HGDJtfYnF3/GDLw+YK5vwNFJSLRChCymvagyRqD4j/eNImhvxRk7MzKGcJf1rqezmoajYQQgghhBBCCCHE/2gaBSGEEEIIIYQQQnhFnQ2EEEIIIYQQQgjhFXU2EEIIIYQQQgghhFfU2UAIIYQQQgghhBBeUWcDIYQQQgghhBBCeEWdDYQQQgghhBBCCOEVdTYQQgghhBBCCCGEV9TZQAghhBBCCCGEEF5RZwMhhBBCCCGEEEJ4JfF3ALUdPHgQTzzxBNLT0wEA1dXVSEpKwttvvw2ZTOby+pycHDz99NNgGAYdO3bECy+8AJHoev+J0WjEf/7zH2g0GoSFheGNN95AVFQUdu7ciY8++ggSiQSTJ0/GPffc02LnSITL0/y7ZtmyZUhLS8P06dMBAOvXr8fatWshkUgwf/583HzzzU6vP3HiBF599VWIxWIMGzYMjzzyCOx2O1588UVcuHABMpkMr7zyClJSUnx3skSwPM3Dc+fOYenSpRCLxZDJZHjjjTcQExNDeUi85mkuZmZmYsmSJWBZFqmpqXjllVcgkUgoF4nXmvv9vHnzZqxatQrr1q0DQN/PxDue5uHZs2fx0EMPITU1FQAwffp0TJgwAR9++CH++OMPSCQSLF68GL169XJ6n7vrlPquaUjr5GkuajQaPPfcc9BqtbDZbHjzzTeRnJzcMm0iKyB//fUX+8QTTzhte/LJJ9mtW7e6ff1DDz3E/vXXXyzLsuySJUvY7du3Oz3/5Zdfsu+//z7Lsiy7ZcsWdunSpazZbGZHjx7NVlRUsCaTiZ00aRJbUlLig7MhgcbT/NNoNOycOXPYW265hf32229ZlmXZ4uJi9vbbb2dNJhOr1Wod/7+2O++8k83JyWHtdjv7wAMPsGfOnGG3bdvGLlq0iGVZlj1+/Dg7b948H5whCQSe5uHMmTPZs2fPsizLsmvWrGGXLVtGeUh44Wkuzp8/nz106BDLsiy7aNEidvv27ZSLhBee5iLLsuyZM2fY2bNns1OmTGFZlr6fifc8zcP169ezX3zxhdO206dPs7NmzWLtdjubn5/PTpo0yen5+q5T3F3TkNbL01xctGgR+/PPP7Msy7IHDhxgd+3a1WJtoqBGNtRlNptRXFwMtVqN+++/HyKRCCUlJZg6dSpmzpyJM2fOYNCgQQCAESNGYN++fRgzZozj/UePHsUDDzzgeP7jjz9GVlYWkpOToVarAQD9+/fH4cOHceutt7b8CRJBayz/qqur8eijj2L37t2O95w8eRJ9+/aFTCaDTCZDcnIyzp8/7+i11ul0MJvNSE5OBgAMGzYM+/fvR0lJCYYPHw4A6NOnD06fPt3yJ0wEqbE8XL58OeLi4gAANpsNcrmc8pD4RGO5+MEHH0AsFsNsNqOkpARKpZJykfhEY7lYXl6O5cuXY/HixViyZAkA+n4m/GssD0+fPo3Lly9jx44dSElJweLFi3H06FEMGzYMDMMgISEBNpsNZWVljlEK9V2nuLumIeSaxnLx2LFj6Ny5M+677z4kJibi2WefxYEDB1qkTRRcZ8Nff/2FWbNmQaPRQCQS4Z577oFIJEJRURE2bdoEu92OO+64A+PHjwfLsmAYBgAQFhaGqqoqp33pdDqoVCqn52tvu7Zdp9O13AkSQfMk/9q1a4d27do5dTY0ll86nQ5KpdLp+dzcXJftYrEYVqsVEong/omSFuBJHl7raDh27BhWrVqF1atXY8+ePZSHhBee5GJ0dDTy8/Nx//33Q6lUokuXLti9ezflIuFFU3Nx3LhxeP755/HMM89ALpc73k/fz4QPnrSJvXr1wpQpU9CjRw+sWLECH330EVQqFSIiIhz7u3Z9cq2zob48dXdNQ1o3T3IxPz8f4eHhWLlyJT788EN89tlnSE1NbZE2UXAFIocMGYJvvvkGq1evhlQqRVJSEgA4el5CQkLQsWNHXLlyxak+Q3V1NcLDw532pVQqUV1d7fR87W3Xttf+oEnr5kn+udNYfrl73l1e2u12+iHTinmah7/88gteeOEFfPrpp4iKiqI8JLzxNBcTExOxfft2TJ8+Ha+//jrlIuFNU3Px0qVLyMnJwYsvvognn3wSmZmZePXVVykXCS88aRPHjBmDHj16AADGjBmDs2fPNisPVSqV22sa0rp5kosREREYNWoUAGDUqFE4ffp0i7WJgutsuCYyMhJvvfUWnnvuOZSUlODcuXOw2WwwGAzIzMxESkoKunXrhoMHDwIAdu/ejQEDBjjto1+/fvjzzz8dz/fv3x8dOnRATk4OKioqYDabceTIEfTt27fFz48IW1Pyz51evXrh6NGjMJlMqKqqQlZWFjp16uR4XqlUQiqV4sqVK2BZFnv37sWAAQPQr18/xwiJEydOOL2HtF5NycMff/wRq1atwjfffIN27doBoDwk/GtKLs6bNw/Z2dkAuDsgIpGIcpHwrrFcTE9Px88//4xvvvkGy5cvR3p6Op599lnKRcKrprSJc+bMwcmTJwEABw4cQPfu3dGvXz/s3bsXdrsdBQUFsNvtToUe67tOcXdNQwjQtFzs37+/I38OHz6M9PT0FmsTBd01m56ejlmzZuGVV15BXFwcHnzwQVRUVGD+/PmIiorCokWLsGTJEixfvhzt27fHuHHjAACzZs3CN998g+nTp2PRokWYPn06pFIp3nnnHUilUjz99NOYM2cOWJbF5MmTER8f7+czJULUWP65Exsbi1mzZmHGjBlgWRYLFiyAXC7H7t27cf78ecydOxcvvfQSnnrqKdhsNgwbNgy9e/dGz549sW/fPkybNg0sy2LZsmUtfLZEqBrKQ7VajVdffRVt27bFo48+CgAYOHAgHnvsMcpDwrvG2sS5c+fi6aefhlQqhUKhwCuvvEJtIvEJ+n4mQtBYHr744otYunQppFIpYmJisHTpUiiVSgwYMABTp06F3W7H888/DwD4/vvvAQCTJk1ye53i7pqGkGuacs383HPPYe3atVAqlXjnnXegVqtbpE1kWJZlW+hzaLaDBw9i7dq1ePfdd5v0+ldffRXPPvusj6MirYWn+eeORqPBhg0bMG/ePB4jI60J5SERCspFIhSUi0QI+MjD8+fP4/Tp07j77rt5jIy0NkJsEwU7jcIb//rXv/wdAiFOWJalvCR+R3lIhIJykQgF5SIRgoiICEyePNnfYRDCe5sYECMbCCGEEEIIIYQQEjiCcmQDIYQQQgghhBBC/Ic6GwghhBBCCCGEEMIr6mwghBBCCCGEEEIIr6izgRBCCCGEEEIIIbyizgZCCCGEuDCZTNiwYUO9zx8+fBjnz5+v9/nvv/8eb7/9dr3Pf/DBB1izZo3L9kceeQQAMGvWLGRlZdX7OkIIIYQIG3U2EEIIIcRFSUlJg50N3333HYqLi3k/7ocffsj7PgkhhBDS8iT+DoAQQgghwvPJJ58gMzMTH374IU6dOgWdTgebzYbHH38cKpUKe/bswZkzZ5Ceno6dO3di+/btMBgMiIyMbHKHwe+//46tW7fCaDTiueeeQ69evXDjjTdi3759Pj47QgghhPgadTYQQgghxMW8efNw8eJFVFdXY+jQobj33ntRVFSE6dOnY8eOHRg+fDgmTJiANm3aoKKiAitXroRIJMKcOXNw6tSpJh0jMTERL7/8MjIyMrBw4UL88MMPPj4rQgghhLQU6mwghBBCSL2ysrJwxx13AADi4+OhVCqh0Wgcz4tEIkilUjz55JMIDQ1FYWEhrFZrk/Y9cOBAAEDHjh1RUlLCf/CEEEII8Ruq2UAIIYQQFyKRCHa7HR06dMCRI0cAAEVFRdBqtYiIiADDMGBZFufPn8fvv/+O9957D0uWLIHdbgfLsk06xsmTJwEAFy5cQEJCgs/OhRBCCCEtj0Y2EEIIIcRFdHQ0LBYLqqqqkJOTg23btsFoNOLll1+GRCJB79698fbbb2P58uVQKBSYNm0aACA2NrbJhSPz8vIwe/ZsmM1mvPzyy748HUIIIYS0MIZt6u0HQgghhBBCCCGEkCagkQ2EEEII8ZlHHnkElZWVTtuUSiVWrFjhp4gIIYQQ0hJoZAMhhBBCCCGEEEJ4RQUiCSGEEEIIIYQQwivqbCCEEEIIIYQQQgivqLOBEEIIIYQQQgghvKLOBkIIIYQQQgghhPCKOhsIIYQQQgghhBDCq/8PoKJQ6VTlB30AAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4454,13 +4493,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "a2fbf61e", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4489,13 +4528,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "b6b152de", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4918,7 +4957,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "7b182b2d", "metadata": {}, "outputs": [ @@ -4953,7 +4992,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "3fdf0604", "metadata": {}, "outputs": [ @@ -4988,7 +5027,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "e69e7ce8", "metadata": {}, "outputs": [ @@ -5410,6 +5449,20 @@ "Proportion of the IQR past the low and high quartiles to extend the plot whiskers. Points outside this range will be identified as outliers.\n", "
\n", "
\n", + "showmeans: bool, default: False\n", + "
\n", + "axes-plot arguments\n", + "
\n", + "Show the arithmetic means.\n", + "
\n", + "
\n", + "meanprops: dict, default: {'marker':'s', 'markerfacecolor':'white', 'markeredgecolor':'.3'}\n", + "
\n", + "ordinary argument\n", + "
\n", + "The style of the mean.\n", + "
\n", + "
\n", "zorder: int or None, default: None\n", "
\n", "axes-plot arguments\n", @@ -5424,7 +5477,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "faf02ad5", "metadata": {}, "outputs": [ @@ -5459,7 +5512,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "562f5252", "metadata": {}, "outputs": [ @@ -5927,7 +5980,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "3a10cde5", "metadata": {}, "outputs": [ @@ -6385,7 +6438,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "3abf2657", "metadata": {}, "outputs": [ @@ -6863,13 +6916,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "id": "18775e3d", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -6898,13 +6951,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "id": "5dbb753f", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -7397,13 +7450,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "id": "81c333e6", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -7432,13 +7485,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "id": "71274ffb", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -7876,7 +7929,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "id": "63122732", "metadata": {}, "outputs": [ @@ -8373,7 +8426,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "id": "a26c7441", "metadata": {}, "outputs": [ @@ -8894,13 +8947,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "id": "f6479452", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -8928,13 +8981,13 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "id": "791fb6f1", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFDCAYAAAAeSfYfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABYrElEQVR4nO3deWBU5b34//es2SYJWdmyoCSIskNiaA22ili6IG3VAGK4lyAUfl/sRcEviiBYEsQLghWV++12vY0oiO2l16ttFUFTtpTFiCxBA0ISlmQYEpKZzH7O74+QgZgAQTKTZPJ5/RNz5pxnnk8G88l5zvM8H42qqipCCCGE6HS0Hd0BIYQQQrROkrQQQgjRSUmSFkIIITopSdJCCCFEJyVJWgghhOikJEkLIYQQnZQkaSE6mNPpZPPmzdc8Z+/evZSWll719T//+c+sXr36qq+vW7eOt99+u8XxuXPnApCbm8vx48evet6NOnPmDNu2bQOgoKCAM2fO3HSbTd588812a0uIzk6StBAdzGw2XzdJ/+lPf6K6urrd3/vVV19t9zYB9uzZw4EDBwB49tln6dOnT7u1vX79+nZrS4jOTt/RHRCiu/uP//gPysrKePXVV5k2bRpPPfUUVqsVr9fLv/3bvxEZGck//vEPDh8+TFpaGtu2bePDDz/EbrcTExPT5kS7detW/vrXv+JwOFi8eDFDhw7lrrvuYufOnde87uc//zmvvPIKSUlJ/O1vf2Pfvn388Ic/5MUXX0Sv1xMWFsavf/1rTCYTAF6vl9/85jc4HA5GjBjBG2+8wbJly/jggw84ceIEFouFuro6Fi9eTEZGhu99iouLWb16NQaDgZycHEJDQ9mwYQMejweNRsOrr77Kpk2buHjxIsuWLePZZ59l6dKlnDp1CkVRmDdvHllZWd/+gxCiE5I7aSE62OzZs0lLS2Pu3LmsX7+e7373u2zYsIFf//rXPPvsswwaNIgxY8bw1FNP0atXL2pra3njjTfYvHkzXq+XL774ok3v07dvX/74xz9SUFDA0qVL29y/hx56iC1btgCNw+o5OTls3bqVH/7wh7z55ptMmTKFuro63/k6nY5Zs2bxk5/8hLFjxzZrKzQ0lD/+8Y+sWrWKX/3qVy3ey+l08tZbb/HTn/6UkydP8pvf/Ia3336btLQ0duzYwZw5c4iOjmbZsmVs3ryZmJgYNmzYwOuvv95qe0J0dXInLUQncvz4cSZMmABAz549MZlMWCwW3+tarRaDwcCTTz5JeHg4586dw+PxtKntzMxMANLT0zGbzW3u04QJE3jkkUd4+OGHsVqtDBgwgNmzZ/Mf//Ef/Mu//As9e/Zk6NChbWpr9OjRvj6cP3++xeu33HKL77/j4uJYuHAhERERnDhxguHDhzc798svv2T//v0cPHgQAI/Hw4ULF4iNjW1zbEJ0dnInLUQH02q1KIoCQP/+/dm3bx8AVVVV1NXV0aNHDzQaDaqqUlpaytatW3n55ZdZsmQJiqLQ1u33m5LZsWPHbugZcWRkJIMHD+aFF17g5z//OQD/8z//w89+9jMKCwtJT0/nnXfeuWpMVzp8+DDQmGB79uzZ4nWttvFXUn19Pa+88gpr164lPz+fkJAQX5xNX2+99VZ+/OMfU1hYyG9/+1vGjx9Pjx492hyXEF2B3EkL0cHi4uJwu92sWrWKX/ziFyxatIi///3vOBwOfvWrX6HX6xk2bBirV69mzZo1hIWFMXnyZAASEhLaPKGssrKSadOm4XK5bnho+OGHH+axxx5jxYoVAAwdOpTFixcTFhaGVqtt0d6AAQNYv349gwYNanb86NGj/Mu//At2u53ly5df9f1MJhMjR45k0qRJ6PV6oqKifHH279+fBQsWsGLFChYvXsyjjz6K1WrlkUce8SV5IYKFRqpgCSECYd26dcTHxzNlypSO7ooQXYbcSQsRRObOncvFixebHTOZTLJsSYguSu6khRBCiE7KL3fSxcXFzJs3j7S0NABsNhtJSUmsXr0ao9HY4vwjR47wi1/8gn79+gEwZcoUfvSjH/Hqq6/yySefoNfrWbRoUYsZpNu2beO1115Dr9fz4IMPkpOTg8Ph4KmnnsJisRAREcGLL74osz2FEEJ0SX4b7h49ejRr1671fT9//ny2bdvG+PHjW5x7+PBhpk+fTl5eXrNj//znP9m8eTNnz57l8ccf509/+pPvdbfbzQsvvMC7775LWFgYU6ZM4d577+W9995jwIABPP7447z//vu8/vrrLF682F9hCiGEEH4TkGfSLpeL6upqoqOjmT59OlqtFrPZzKRJk5g6dSqHDh3i66+/5uOPPyY1NZVFixaxf/9+srOz0Wg09OnTB6/X22wN5PHjx0lJSSE6OhqAUaNGsXfvXvbv389jjz0GwN13383rr78eiBCFEEKIdue3JL1nzx5yc3OxWCxotVpycnLQarVUVVWxZcsWFEVhwoQJjB8/nqFDh/Lwww8zePBg1q9fz2uvvUZkZGSzNY8RERHU19f7krTVaiUyMrLZ61artdnxpmuEEEKIrsjvw901NTXk5eWRlJQEwIgRI3zPpdPT0ykvL2fcuHFERUUBMG7cOJYvX87YsWOx2Wy+9mw2W7OkbDKZWn39yuM2m83XblvV1NhQlOCdSxcXZ8JisXZ0N/xKYgwOEmNw6A4xarUaYmIi/NK234e7Y2JiWLVqFdOmTWPRokUcPXoUr9eLy+WirKyM1NRUZsyYwZIlSxg6dCi7d+9m0KBBjBw5klWrVjFjxgzOnTuHoijNJoD179+fU6dOUVtbS3h4OPv27WPGjBmcOXOGTz/9lKFDh1JUVMSoUaNuqL+KogZ1kgaCPj6QGIOFxBgcukOM/hKQZ9JpaWnk5uaSn59PYmIiM2fOpLa2ljlz5hAbG8uyZctYvnw5BoOB+Ph4li9fjslkIiMjg0mTJqEoCs899xzQuME/NFbmefrpp5kxYwaqqvLggw/Ss2dPpkyZwsKFC5kyZQoGg4GXXnopECEKIYQQ7S6g66SLi4vZuHFjs1nfN6q0tJRDhw7x0EMPtWPPLrNYrEH9V19CQiRmc3A/p5cYg4PEGBy6Q4xarYa4OJN/2vZLq37Uo0cPHnzwwY7uhhBCCOF3Ad0WNCsr66aLsvfq1audeiOEEEJ0bl3uTloIIYToLiRJCyGEEJ2UJGkhhBCik5IkLYQQQnRSkqSFEEKITkqStBBCCNFJSZIWQgghOilJ0kIIIUQnJUlaCCGE6KQkSQshhBCdlCRpIYQQopOSJC2EEEJ0UpKkhRBCiE5KkrQQQgjRSUmSFkIIITopSdJCCCFEJ6X3R6PFxcXMmzePtLQ0AGw2G0lJSaxevRqj0XjV69577z3efPNNNm3aBEB+fj4HDhwgIiICgNdff53IyEjf+SUlJRQUFKDT6cjOzmbu3LkoisKyZcs4duwYRqOR/Px8UlNT/RGmEEII4Vd+SdIAo0ePZu3atb7v58+fz7Zt2xg/fnyr5x85coR3330XVVV9xw4fPszvfvc7YmNjW71m6dKlrFu3juTkZGbNmsWRI0eorKzE5XKxadMmSkpKWLlyJevXr2/f4IQQQogACMhwt8vlorq6mujoaKZPn86MGTN44IEH2LBhAwA1NTWsWbOGRYsW+a5RFIVTp07x3HPPMXnyZN59991mbVqtVlwuFykpKWg0GrKzs9m1axf79+9nzJgxAAwfPpxDhw4FIkQhhBCi3fntTnrPnj3k5uZisVjQarXk5OSg1Wqpqqpiy5YtKIrChAkT+MEPfsBzzz3HM888Q0hIiO/6hoYGHn30UaZPn47X62XatGkMHjyYgQMHAo1J2mQy+c6PiIigoqKixXGdTofH40Gvb1uocXGm65/UxSUkRF7/pC5OYgwOEmNw6A4x+ovfh7tramrIy8sjKSkJgBEjRvieS6enp3PixAlOnTrFsmXLcDqdlJWVUVBQwNNPP820adMICwvztVdaWupL0iaTCZvN5ns/m81GVFQUDoej2XFFUdqcoAEsFiuKol7/xC4qISESs7m+o7vhVxJjcJAYg0N3iFGr1fjtBs/vw90xMTGsWrWKxYsXYzabOXr0KF6vF7vdTllZGWlpabz//vsUFhayZs0a0tLSePbZZzl58iRTpkzB6/Xidrs5cOAAgwYN8rVrMpkwGAyUl5ejqio7duwgIyODkSNHUlRUBDROLBswYIC/QxRCCCH8wm930ldKS0sjNzeX/Px8EhMTmTlzJrW1tcyZM+eqk8L69+/PxIkTycnJwWAwMHHiRNLT0ykqKqK0tJRZs2bx/PPPs2DBArxeL9nZ2QwbNowhQ4awc+dOJk+ejKqqrFixIhAhCiGEEO1Oo145ndrPiouL2bhxY7NZ3zfKYrGwefNmZs+e3Y49u7J9Ge7u6iTG4CAxBofuEGOXHu5ub6qqkpeX19HdEEIIIfwuIMPdTbKyssjKyrqpNuLj49upN0IIIUTn1uXupIUQQnQNh09eYNlvd3Pk5IWO7kqXFdA7aSGEEN3H/+z4mq8qL1JndXJHv9YnCYtrkztpIYQQfuFweZt9FTdOkrQQQoh2p6gq3iBeKRMoMtwthBCiHak43ApWm4sArvANWpKkhRBCtAuvolDf4Jbh7XYkSVoIIcRNUQG704PV7g7qzaA6giRpIYQQ35rb23j37HLL3bM/SJIWQghxw1RUrHYPDQ438ujZfyRJCyGEaDONBpwuhTq7E49HsrO/SZIWQgjRJoqqYm1wY3d65O45QCRJCyGEuC67y4O1wS1rnwNMkrQQQoir8nhV6htcOGViWIeQJC2EEKIFFRWbw0OD3YMiY9sdRpK0EEIIn8aJYV7q7C6ZGNYJSJIWQggBgFdRsdrdOFwyMayzkCQthBDdnErjxDCbTAzrdPySpIuLi5k3bx5paWkA2Gw2kpKSWL16NUaj8arXvffee7z55pts2rQJgHfeeYeNGzei1+uZM2cO99xzT7PzS0pKKCgoQKfTkZ2dzdy5c1EUhWXLlnHs2DGMRiP5+fmkpqb6I0whhOjyPF6VugaX7BjWSfntTnr06NGsXbvW9/38+fPZtm0b48ePb/X8I0eO8O677/qqppjNZgoLC/nTn/6E0+nkkUce4a677mqW5JcuXcq6detITk5m1qxZHDlyhMrKSlwuF5s2baKkpISVK1eyfv16f4UphBBdkuwY1jUEpJ60y+Wiurqa6Ohopk+fzowZM3jggQfYsGEDADU1NaxZs4ZFixb5rjl48CAjRozAaDQSGRlJSkoKpaWlvtetVisul4uUlBQ0Gg3Z2dns2rWL/fv3M2bMGACGDx/OoUOHAhGiEEJ0CRoNON1eLBcd2OySoDs7v91J79mzh9zcXCwWC1qtlpycHLRaLVVVVWzZsgVFUZgwYQI/+MEPeO6553jmmWcICQnxXW+1WomMjPR9HxERgdVqbfa6yWRq9npFRUWL4zqdDo/Hg17ftlDj4kzXP6mLS0iIvP5JXZzEGBwkxvblcnups7nQqBqiov0/JUmna7wP1Ou13eKz9Ae/D3fX1NSQl5dHUlISgO/uGCA9PZ0TJ05w6tQpli1bhtPppKysjIKCAkaPHo3NZvO1Z7PZmiVtk8nU4vWoqCgcDkez44qitDlBA1gs1qAutZaQEInZXN/R3fAriTE4SIztp6NKSXq9CgAejxLUn6VWq/HbDZ7fh7tjYmJYtWoVixcvxmw2c/ToUbxeL3a7nbKyMtLS0nj//fcpLCxkzZo1pKWl8eyzzzJ06FD279+P0+mkvr6e48ePM2DAAF+7JpMJg8FAeXk5qqqyY8cOMjIyGDlyJEVFRUDjxLIrrxFCiO7G7VWoqXdSZ3MF9Q1IsArIEqy0tDRyc3PJz88nMTGRmTNnUltby5w5c4iNjW31moSEBHJzc3nkkUdQVZUnnniCkJAQioqKKC0tZdasWTz//PMsWLAAr9dLdnY2w4YNY8iQIezcuZPJkyejqiorVqwIRIhCCNGpKOqlHcNkYliXplHVwH18xcXFbNy4sdms7xtlsVjYvHkzs2fPbseeXdm+DHd3dRJjcJAYvy0Vp1uhvsGFx9txv8tOnKnjv/5WitujEBcVwqr/764O64u/+XO4u8ttZqKqKnl5eR3dDSGE6HQURaHO7sbp9NJR6bmy2sqHeysoO33Rdyx4b3v8L6BJOisri6ysrJtqIz4+vp16I4QQwUEFGpwebAGeGHalcxca+GhvBUdP1fiOGfRa3B6FiFBDh/QpGHS5O2khhBCXuTwK1gYXLo/SIe9//qKdrfsq+eK4xXfH3DsunHEZyXy4t5xzF+wd0q9gIUlaCCG6IEVtLIZhd3ZMMYxaq5Nt+ys58KWZppv3hB6h3JeRzKBbYtFqNHy0ryLwHQsykqSFEKJLUXG4Faw2F54OGNqub3DxSckZ/nmkyleMIyYyhLGjkhiWFo9Oqwl4n4KZJGkhhOgivIpCfYMbpyvwE8MaHB6KPj/D7sPncF8aWo8KN/D9kX3JuC0RvS4gu0x3O5KkhRCik1NVaHB1zMQwh8vDzi/OsePgWZyXKmWFh+j53og+jL6jFwa9JGd/kiQthBCdVGMxjMY1z+4ATwxzexT2HD7HpyVnaHB6AAgx6BgzrDd3De5NiFEX0P50V5KkhRCiE1JUFWtD4CeGebwK+0qr2f7Zaeob3EDjUqrvDu7FmKF9CA+VtBFI8tMWQohOpWMmhnkVlZKvzHy8v5JaqwsAnVbDnXf05PvD+xAZbgxYX8RlkqSFEKKT8CgqVpsLx6Vnv4GgqCqHTlxg674Kzl90AKDVwMjbErl3ZF96mEKu04LwJ0nSQgjRCdgcbmx2D0qAxrZVVeVYeS0f7avgrKUBAA0wpH8c92UkER8dFpB+iGuTJC2EEB3I5VaotztxewI3tH389EU+2ldBeZXVd+yOfjHcl5FMr9jwgPVDXJ8kaSGE6ACHvraw9d2DZN6WQP++0QF5z/Kqej7cW8GJM3W+Y+lJ0YzLSCYp0T9VnMTNkSQthBABpWJ3efnzpyc4ea6ei1an35P0mfM2tu6roLS81ncstVck4zKSubVPlF/fW9wcSdJCCBEgXkWh3ubG4fb6NgZx+XGSWHWtnY/3VfDFiQu+Y33jIxiXmUx6UjQajWzh2dlJkhZCCD9TAbvTgzVAO4ZdqHOw7UAln3113rfGOjEmrLH4Rb8YSc5diCRpIYTwI49Xpa7B5dc75iZ1NhfbPzvNvtJqX/GL2MgQxmYkMax/PFopftHl+CVJFxcXM2/ePNLS0gCw2WwkJSWxevVqjMaWC+LLyspYsmQJqqrSr18/8vPz0ev15Ofnc+DAASIiIgB4/fXXiYyM9F1XUlJCQUEBOp2O7Oxs5s6di6IoLFu2jGPHjmE0GsnPzyc1NdUfYQohxFWpKjQ4A7OsyuZw82nJGfYcPofH2/he0RFG7hnZl1G3JaDTBn5/bYfLQ4PD4+uf3ekhLETuC2+U335io0ePZu3atb7v58+fz7Zt2xg/fnyLc9esWcOTTz5JZmYmTz/9NNu3b2fcuHEcPnyY3/3ud8TGxrb6HkuXLmXdunUkJycza9Ysjhw5QmVlJS6Xi02bNlFSUsLKlStZv369v8IUQogWXJ7A7LftcHn4x8Gz7PziLC5343tFhBn4/vA+3Hl7zw4rfnHybB1v/K3U16eLVhfzX9vJvIeHMSC5R4f0qasKyJ81LpeL6upqoqOjmT59OlqtFrPZzKRJk5g6dSrr1q1Dp9Phcrkwm82YTCYUReHUqVM899xznD9/noceeoiHHnrI16bVasXlcpGSkgJAdnY2u3btwmw2M2bMGACGDx/OoUOHAhGiEEI07rdt9/9+2y63l92Hz1H0+RnszsZh9FCjjruH9eE7g3sRYui44hcOl6dZgobGjVMcLi8vb/6cNXPvItQod9Rt5bef1J49e8jNzcVisaDVasnJyUGr1VJVVcWWLVtQFIUJEyYwfvx44uLiOH36NNOnT8dkMjFw4EAaGhp49NFHmT59Ol6vl2nTpjF48GAGDhwINCZpk+nyur6IiAgqKipaHNfpdHg8HvT6toUaFxf8awUTEiKvf1IXJzEGh64So3opOVsbXISGhxAafv2tNHWX6i/rdFpiYyPa9D5uj8I/Sk7zt90nqbM17q8dYtAxNjOZ++5MITzU8O2DaCf/KDmNTqelR4gBq92Nx6vQNFdOBY5W1nF/ljyCbCu/D3fX1NSQl5dHUlISACNGjPA9l05PT6e8vJy4uDj69u3Lhx9+yObNm1m5ciUrVqxg2rRphIWF+dorLS31JWmTyYTNZvO9n81mIyoqCofD0ey4oihtTtAAFos14PVaAykhIRKzub6ju+FXEmNw6CoxehQF66VlVTfC61V8Xy9csF37XEXhwJfn2ba/kouXkrNep2H0Hb24e3gfTGEGHA0uHA2ubxdEO9FqNNTVOYgKN2K7lKCv5HR5OV5+AfOtrT/C7Kq0Wo3fbvD8/sAiJiaGVatWsXjxYsxmM0ePHsXr9WK32ykrKyM1NZXZs2dz8uRJoPGOWKvVcvLkSaZMmYLX68XtdnPgwAEGDRrka9dkMmEwGCgvL0dVVXbs2EFGRgYjR46kqKgIaJxYNmDAAH+HKITopmwONxcuOv1WEENRVUrKzvPyOwf576ITXLS50Go03Hl7IvMnj+BH30nFFNbxd896rYbIcANx0SH0jA2jtt6B1e5ucV6IQUtijGw7eiMC8mAgLS2N3Nxc8vPzSUxMZObMmdTW1jJnzhxiY2OZNWsWTz/9NAaDgbCwMN95EydOJCcnB4PBwMSJE0lPT6eoqIjS0lJmzZrF888/z4IFC/B6vWRnZzNs2DCGDBnCzp07mTx5MqqqsmLFikCEKIToJjQacLr8u9+2qqocPVXDR3srqKqx+953eFo8Y0clERsV6pf3vREaDRj0OsJD9YQYtGhoXN41Ij2BNz/88irXNP6BIdpOo6qBKydeXFzMxo0bm836vlEWi4XNmzcze/bsduzZle3LcHdXJzEGh84Yo1dRfcuJbvY357o/HeSspYHeceE8/uBQoDE5f1XZWPzitPnyEPjgW2O5b1QyiTEdX5lKq9EQYtQRFqLHqNcALddef1lRy8ubP8fp8qJeOiPEqAva2d3+HO7uclPsVFUlLy+vo7shhOhm7C4P1ga3b5OQ9vb12To+2lvByXOX/zC5LaUH4zKS6RPftoll/qTXaggL1RNq1F133fWA5B6smXsXz/62mJp6Jz0iQyiYmSWzur+FgP7EsrKyyMrKuqk24uPj26k3QghxfR6vSn2Dy7fXdntzebz85wdH+aryou/YLb2juD8zmdReHTu7/coh7dAbXNYVatRjCjNQU+/EFGaQBP0tyU9NCCFaoaJitXtocLj9sua5aaMTy0UnlotOAJISIrg/M4X+faM6dH9trUZDaIiOUOPVh7RFYEiSFkKIK2g04HB5qW9w+bbYbE+Wiw4+3l/J+YsO37FeseGMy0xmYEqPDk3Ol4e09ehkn+9OQZK0EEJcoigKdXZ344Snds7PtVYn2w+cZv+xaq58rN3DZGTug0PQdlByvpkhbeF/kqSFEN2eP0tJ1je4+LTkDMVHqnyTznqYjKgqXLS5CAvRd0iC1mo1hBplSLuzkyQthOjWXB4Fq93d7qUk7U4PRZ+fYdehc77nz5FhBr4/si+ZAxNZv+WQb/ewQNJrNYSFGQg16GRIuwuQJC2E6Jb8VQzD6fKy89BZdhw8i8PVmPjDQ/TcPbwPowf1xKgP/JBys41H9Do68LG3uEGSpIUQ3YyKw61gtbnwtOPQttujUHykik9KTvvqKIcYdGQP7c1dQ3p1yBKkpiHtxo1HtH6tzCX8Q5K0EKLb8MeaZ49XYd+xaj45cJq6hsb9qg06Ld8Z3JO7h/XpkMpUep2GsNDmQ9qSoLsmSdJCiKCnqCo2R/uueVaUxuIXH++vpKa+cZ2zTqvhztt78v0RfYgMN7bPG7WRRgPGS0PaRhnSDhqSpIUQQaz9h7YVVeXw1xfYuq8Cc23jWmetBkYOSODeUUn0MF2/lnR7kiHt4CZJWggRlL5tneerUVWVYxW1fLS3grOWBqBx0dKQ/nHcNyqJ+B6BLX7RNKQdZtT5lnBJgg4+kqSFEJ3O4ZMX+GTLIe4Z3oc7+sXe8PU2hxub3YPSTlnr+JmLfLS3gvIqq+/Y7akxjMtMplds4Oojyyzt7keStBCi0/mfHV/zVeVF6qzONidpf9R5rqiu58O9FRw/Xec7ltY3mnGZySQn+qc0YWtkL+3uS5K0EKLTaVpf3PT1ehRFod7uweFqnzXPZy02PtpbQWl5re9Yas9IxmUmc2ufqJt/gzaSvbSFJGkhRJelqtDg8mBrp+08zbV2tu6r4IsTF3zH+sRHMC4jiQHJgSl+IXtpiytJkhZCdDntPbRdU+/g4/2n+ewrs+9OPDEmjPsykhnUL6bdk7PD5fFteNLgaBwBCA81yF7aogVJ0kKILsWrNG7n2R5D23U2F9s/O82+0mpf8YvYyBDGjkpiWFo8Wj8MMZ88W8cbfyvF5W7cz9tqd/PGX0t59P7bSOwR3e7vJ7o2vyTp4uJi5s2bR1paGgA2m42kpCRWr16N0dhygX9ZWRlLlixBVVX69etHfn4+er2ed955h40bN6LX65kzZw733HNPs+tKSkooKChAp9ORnZ3N3LlzURSFZcuWcezYMYxGI/n5+aSmpvojTCFEALVnpSqbw01RyRl2Hz7nqxkdFWHk3pF9GXVbAjqtth163JLD5eGNv5WC2rjxiVdRUYEz522s2VTCmrl3dcj2oaLz8tu/htGjR7N27Vrf9/Pnz2fbtm2MHz++xblr1qzhySefJDMzk6effprt27czfPhwCgsL+dOf/oTT6eSRRx7hrrvuapbkly5dyrp160hOTmbWrFkcOXKEyspKXC4XmzZtoqSkhJUrV7J+/Xp/hSmE8DONBpxuhfoGl6+a1LflcHnYcfAsO78459saNCJUz/dH9OXO23ti0PsnOTcpLa8lIToUt1flfK0daNy5TAF0WpV/Hq3m7mF9/NoH0bUE5E82l8tFdXU10dHRTJ8+Ha1Wi9lsZtKkSUydOpV169ah0+lwuVyYzWZMJhMHDx5kxIgRGI1GjEYjKSkplJaWMnToUACsVisul4uUlBQAsrOz2bVrF2azmTFjxgAwfPhwDh06FIgQhRB+ctHmuulKVS63l92Hz1H0+VnszsZnwaFGHWOG9uG7Q3oR4ucJWk0bj3g8CufrnDhbmbXudCtU1zT4tR+i6/Fbkt6zZw+5ublYLBa0Wi05OTlotVqqqqrYsmULiqIwYcIExo8fT1xcHKdPn2b69OmYTCYGDhxIUVERkZGRvvYiIiKwWi9vJGC1WjGZTM1er6ioaHFcp9Ph8XjQ69sWalxc4NY+dpSEhMjrn9TFSYxdm17XeEerAqHhIYSGf7utNt0ehR0lp/nr7pPUXardHGLQcU9GMuOyUojwc/ELg05LRJiesBADWq2GPpV1Vz03xKijf0psUH2u+ksjE3q9NqjiCiS/D3fX1NSQl5dHUlISgO/uGCA9PZ3y8nLi4uLo27cvH374IZs3b2blypXcf//92Gw2X3s2m61Z0jaZTC1ej4qKwuFwNDuuKEqbEzSAxWJtl6UcnVVCQiRmc31Hd8OvJMauze1VfHeaXq/ChQu261zRkldROfClmW37K7l4KTnrdRqy7ujJ94b3xRRmwNngwtngate+w+WNR8JC9Gg1Kg1WLw3WxgIctydFXXXOtubS68H0uXouPZ7weJSgiuubtFqN327w/PsABoiJiWHVqlUsXrwYs9nM0aNH8Xq92O12ysrKSE1NZfbs2Zw8eRJovCPWarUMHTqU/fv343Q6qa+v5/jx4wwYMMDXrslkwmAwUF5ejqqq7Nixg4yMDEaOHElRURHQOLHsymuEEJ2XoqrU291cqHPQOJ3q27VRUnael9/5nP8uOsFFmwutRkPmwETmTxrOj7/TD1OYf+6edVoNpnADcdEhRIUbMehaFrsIC9Ez7+FhhBp1vmStoXHovfG4TBoTzQXkX0RaWhq5ubnk5+eTmJjIzJkzqa2tZc6cOcTGxjJr1iyefvppDAYDYWFh5Ofnk5CQQG5uLo888giqqvLEE08QEhJCUVERpaWlzJo1i+eff54FCxbg9XrJzs5m2LBhDBkyhJ07dzJ58mRUVWXFihWBCFEI8a01r1TV2hri6yUvVVU5eqqGrfsqOXfhcvGLYWnxjM1IIi4q1C891wB6vca3xlnThrXNA5J7sGbuXTz722Jq6p30iAyhYGaWJGjRKo2qBq5uSnFxMRs3bmw26/tGWSwWNm/ezOzZs9uxZ1e2L8PdXZ3E2HV4vCr1DS7fTOtvriEGMBq0/Ov4gfTr3XI7TlVVKTvdWPyi0nx5WHzQLbHcl5FEzxj/FL/QaCBEryM81IDR8O0GJJf+4Z9UVFtJTjTxfN6d7dzDzqE7xAj+He7ucn+6qapKXl5eR3dDCHETVFSsdg8NDrdvSLhpDfGVCRrA5VZ442+lPPPoSEIMl39lnTpXz4d7y/n67OU/VgYk92BcRhJ9E/z0fFCrISxET5hRj0GvkdKQwu8CmqSzsrLIysq6qTbi4+PbqTdCiEDTaBqLZtQ3uHybiDT54sQFrjawp6oqB49fIHNgIqfPNxa/+LKi1vf6Lb0bi1/06+Wf4hdSu1l0lC53Jy2E6Jqut52npdZ+1X243R6V8qo6vqyo5fDXl4tfJCVEMC4zmbS+0e2+v7bUbhadgSRpIYTf2V0erA1u3/7YrYnrEYZBr2k1UWs0sP/Yed/3vWLDuS8jidtT27/4hVajIcTYuIRKCl3cnFCjrtlXceMkSQsh/MajqNTbLk8Mu5Yht8by/u6T0Mryq6Y777joUO4blcSQ/nG+Yef2otVqCA/VE27UoWtl+ZS4cROzb2F7yRnuGS5bnX5b10zSmzZtuuprkyZNavfOCCGCg6pCg9ONze5BaWO2CzXq+dfxA/nPvx5tcTdtCjNwf2YyIwYkoGvnylR6rYbwsMYlVPK8uX3d0S+W72WmBsVKhI5yzSRtNpsD1Q8hRJBweRSsdjeuNtw9X8nu9FyaDKah6W5ao4Ef3JnMdwf39m0V2h4a1zdriQgzEOrnfbuFuBnXTNI//vGPA9UPIUQXp6iNE8NutBiG0+1l96FzFH1+Bsel7UA1msa72cSYMO4e1rfd+tge65uFCKRrJunnnnsOjUbTYlmERqPhj3/8o187JoToGlQa1zhfb2LYN7k9CsVHqvi05DS2SzuMhRh03DWkF4e/vkBVjb3dnjvL+mbRVV0zSRcWFgaqH0KILqapzvONDm17FYV9pWa2f3baV5nKoNMyelBP7h7eh4hQA0dP1bRLH/W6y1t2yvNm0RVdM0n/8pe/5JVXXiE7O7vFazt27PBbp4QQnZtXUbDaPVdd89waRVH5vOw8H++v5EJ9Y1Uonbax+MX3R/YlKtzYLn3TaMB4aX2z0aCTBVSiS7tmkn7llVcASchCiEYqKjaHh4YbmLWtqiqHv77A1v2VVNfYgcZEOjI9gXtH9SUmsn2KX2i1GkJ965tlCZUIDm1aJ/3FF1+wdOlSzp8/T58+ffjVr34lJSCF6FaaV6pq0xWqypcVtXy0t4Izlgbf8SG3xnFfRhIJPcLapWdNW3aGGnS+5VmSoEWwaFOSLigo4N///d9JS0vj2LFjLFu2jLfeesvffRNCtOLwyQt8suUQ9wzvwx39Yv3+fm6vgrXB3aYNSZqcOHORj/ZWcqrq8vrYgSkxjMtMondcxE33qdmQtmzZKYJYm5J0SEgIaWlpANx2220YDP4pmi6EuL7/2fE1X1VepM7q9GuSVtRLQ9tXVKq6nopqKx/traDs9EXfsbS+0YzLTCI5MfKm+6TVaAgNkSFt0X20accxvV7PsmXLyMzM5ODBg5hM/ikDJ4S4vqa1xE1f/fIebu8NDW2ftdjYuq+y2azslJ4mxmUm079P9E33R6/VEBaqJ9SoQ6dtXN8sCVp0B23acWzEiBEAfP3110RGRnL77bf7v2dCiIC70aHt87V2tu6v5IvjFt+O233iwhmXmcyA5B7fuviF0XC5MEOPyBBCDFo0Mk9bdEPXTNJz58695sX/5//8H1577bV27ZAQIvBudGi7pt7J9gOVHPjSTNPNdkKPUO7LSGbQLbE3tQmJVqPhh1kpFB+tZuzIPrJtp+jWbqoKVl1dXavHi4uLmTdvnu85ts1mIykpidWrV2M0tlwLefToUZYvX45Op8NoNPLiiy8SHx9Pfn4+Bw4cICKicaLJ66+/TmTk5edaJSUlFBQUoNPpyM7OZu7cuSiKwrJlyzh27BhGo5H8/HxSU1NvJkwhgpiK061Q3+DC471+dq5vcLH9s9PsPVrt210sJjKEsaOSGJ4Wj/Ymil/oLg1phxl19IztyY/vTpPCDKLbu6kkfa2hrNGjR7N27Vrf9/Pnz2fbtm2MHz++xbkFBQUsWbKE22+/nY0bN/Lb3/6WZ555hsOHD/O73/2O2NjWJ8csXbqUdevWkZyczKxZszhy5AiVlZW4XC42bdpESUkJK1euZP369TcTphBByaso1De4cbq8rRSHbK7B4abo8zPsPlSF26sAEBVu4J6RSYy6LeFbF79oLHRxeVewpiFted4sRKOA1JN2uVxUV1cTHR3N9OnT0Wq1mM1mJk2axNSpU1mzZg2JiYkAeL1eQkJCUBSFU6dO8dxzz3H+/HkeeughHnroIV+bVqsVl8tFSkoKANnZ2ezatQuz2cyYMWMAGD58OIcOHQpEiEJ0KTZH28pIOlwedn5xjh0Hz/qeU4eH6vn+8L5k3dETg/5bJmcpdCFEm/gtSe/Zs4fc3FwsFgtarZacnBy0Wi1VVVVs2bIFRVGYMGEC48eP9yXoAwcO8Oabb7JhwwYaGhp49NFHmT59Ol6vl2nTpjF48GAGDhwINCbpK2eZR0REUFFR0eK4TqfD4/Gg17ct1Li44J+5npBw80thOrtgjlF/KTHq9dobilNVVRocbuobXBhCjfQIvfo2nC63l08OVPL3Paew2d0AhIXoGXdnCvdmJBMa8u1+dWg0EGbUEx6iJ6QNbcjnGByCPT5/uqkkHR199aUVTcPdNTU15OXlkZSUBDTOFG96Lp2enk55eTlxcXF88MEHrF+/nt/85jfExsb6EnNYWJivvdLSUl+SNplM2Gw23/vZbDaioqJwOBzNjiuK0uYEDWCxWFFuoJJPV5OQEBn0z/mCPUaPR/F9bWucHkXF2uC67tC2x6uwt7SaTw6cpv5ScjbotXx3cC/GDO1DeKieBpuTBpvzhvrctCtYmFGHx+mmzum+7jXyOQaHYP8coXFLWn/d4F0ze7300ktXfe785JNPsm7duuu+QUxMDKtWrWLatGksWrSIo0eP4vV6cblclJWVkZqayl/+8hc2bdpEYWEhPXr0AODkyZPMmzfPd9d94MABfvazn/naNZlMGAwGysvLSU5OZseOHcydO5dz586xfft2fvSjH1FSUiLbl4puTUXFavdgd1x7aNurqJR8Zebj/ZXUWhsrU+m0GrLu6Mn3hvch8lsUv9BowHBpV7AQ2RVMiG/lmkn61ltvbZc3SUtLIzc3l/z8fBITE5k5cya1tbXMmTOH6OhoCgoK6N27N48//jgAmZmZ/PKXv2TixInk5ORgMBiYOHEi6enpFBUVUVpayqxZs3j++edZsGABXq+X7Oxshg0bxpAhQ9i5cyeTJ09GVVVWrFjRLjEI0bW0ba9tRVX54riFj/dXcv6iAwCtBkbdlsg9I/vSwxRyw+/cVOgi1KjHqNeArG9uVahR1+yrEK3RqOr151F6PB6++OILPB4PqqpSXV3NT37ykxt+s+LiYjZu3Nhs1veNslgsbN68mdmzZ3/rNq7dvgx3d3XBHuPSP/yTimoryYkmns+7s8XrbdmQRFVVSk/V8NG+Ss5daCx+oQGGpcUzdlQScdE3XpmqtUIXNyPYP8cjJy+wveRMwPZg7yjB/jlCBw53N5k7dy5ut5vq6mq8Xi+JiYnfKkm3B1VVycvL65D3FqKj2Z0erJeeFVvtbuxOD2GXJmC1ZUMSVVU5frqOj/ZVUFFt9R0f1C+W+zKS6BkbfkP9kSHtb++OfrF8LzM16BOYuDltStI1NTVs2rSJZ599liVLljB9+vRv9WZZWVlkZWV9q2ubxMfH39T1QnRVX1bU8vLmz3Fe2rO7tt7JU6/v5IlJw+kdH4Gtwe3bYKQ1p87V8+HeCr4+e3kTogHJ0dyXkUxSwo3dBUihCyECo01JOjS0cejLbrcTGhr6rffjFUJ8O3anh5c3f96sqIZGA1GmEH7z3mH+v58OJsTQ+v/OZ87b+GhvBccqan3H+vWOZFxGMrf0jrqhflwudKGX2s1CBECbkvT999/Pa6+9xsCBA8nJySE8/MaGxIQQN2dvaTVN00c0gErjjn/nax1oNCoHj18gc2Bis2uqa+xs3VfBoa8v+I71TYhgXEYy6UnRbf5j21e7OaxxSFsIEThtStJjx46lZ8+eaDQavve9793QumMhxM2rutCAx6sSGxVKnc2Jx6teGtpuTNyWi3bfuRfqHHy8v5KSsvO+u9yeMWGMy0zm9tSYNifnplna4SEGDHqN3DEL0QGumW2//PJLqqqqWL16NU899RTQuG3nmjVr+Mtf/hKQDgohICkxgj7x4dTUtyyEYdBriIsO46LNxfYDlewrNfvWRMdFhTI2I4mht8a1ufiFDGkL0XlcM0nX1dXxwQcfYLFYeP/994HGIbZHHnkkIJ0TQjQuqerXKwrzRQcOZ+vLqs5abLy382tfAo+OMHLvqCRGDohHp73+3tiNhS60hIfqmxW6EEJ0rGsm6YyMDDIyMjh8+DCDBg3iwoUL9OjRA20b/qcXQtycpt3CGhxuNBoN0+6/jTf+VorLrfjO0WoBVcOew1UARIQZuGdEHzIHtq34xeVCF3qMUrdZiE6nTQ+X6+vrGTt2LJGRkdTV1bF8+XLuuusuf/dNiG7q0m5h36jx3K93FM88OpK1mz6nrqFxrbSigIJCWIiOu4f14TuDerUp2coSKiG6hjYl6V//+te89dZb9OzZk6qqKubOnStJWgg/uNZuYW6Pwr5Ss28zEwCjQctdQ3qTPaS3b1OTa7n8vFnnGwaXBC1E59WmJK3T6ejZsycAPXv2JCTkxvfzFUJcnaKqvh3Evpk0vYrC/mNmth84zUWby3c8IlTPvz08DFOY4ZptX7krWKgMaQvRpbQpSZtMJgoLC8nMzGTv3r2+SlVCiJujAnaXp9XdwhRF5fPj5/l4fyUX6hpLQ+q0GkIMOhqcHqIijNdM0E1D2lLoQoiuq01JesiQIZw9e5aXX36ZW2+9ldjY4N0MXohA0GjA6Vaw2t24vjG0raoqR07W8NG+Cqpr7L7zR6QncO/Ivmz46EsanJ6rtq3XaggN1RN2xZC2EKJrumaS3rx5M++++y7Hjx+nf//+AOzduxeP5+q/IIQQ1+ZVVGyOlkPbqqryVeVFPtpbwenzNt/xwbfGcl9GMok9wq7Zrl6rITzMQFiILKESIlhcM0lPnDiR73znO/y///f/fKUhtVotcXFxAemcEMHG5vRgs7tblEP9+mwdH+6t4NS5yxWRbkvpwbiMZPrER1y1PVnfLERwu2aSNhqNJCUlsXz58kD1R4igowJOt7fFkiqASrOVj/ZW8FXlRd+xW/tEcX9mMik9I6/ZrgYNMZGhGA0ypC1EsJJNuIXwE40GnC4v9XY3bo/S7LVzFxrYuq+CIydrfMeSE03cn5lM/77RV21Tq9H49t7W6TSSoIUIcpKkhfADj1fFanfhdHubPXc+f9HO1n2VfHHcQtPh3nHhjMtI5raUHlctfqHVaggL0RMeovPtpy2ECH5+SdLFxcXMmzePtLQ0AGw2G0lJSaxevRqj0dji/KNHj7J8+XJ0Oh1Go5EXX3yR+Ph43nnnHTZu3Iher2fOnDncc889za4rKSmhoKAAnU5HdnY2c+fORVEUli1bxrFjxzAajeTn55OamuqPMIVoQVFVbI7GrTyvTM61Vifb9ldy4EszTY+j46NDuS8jmcG3xqK9RnIOD9UTdkWxCyFE9+G3O+nRo0ezdu1a3/fz589n27ZtjB8/vsW5BQUFLFmyhNtvv52NGzfy29/+lscee4zCwkL+9Kc/4XQ6eeSRR7jrrruaJfmlS5eybt06kpOTmTVrFkeOHKGyshKXy8WmTZsoKSlh5cqVrF+/3l9hCuHTtN7Zc8WksPoGF598doZ/Hq3yrYOOiQzh3pF9GZ6ecNXEq9dpCA81EGrUtUjgoUZds69CiOAVkOFul8tFdXU10dHRTJ8+Ha1Wi9lsZtKkSUydOpU1a9aQmNhYsN7r9RISEsLBgwcZMWIERqMRo9FISkoKpaWlDB06FACr1YrL5SIlJQWA7Oxsdu3ahdlsZsyYMQAMHz6cQ4cOBSJE0U1dbb1zg8PDPw6eYdehc77n0ZHhBu4Z0ZeMgYnodS2fJWsAg6FxZ7AQvY6rlX2emH0L20vOcM/wPv4ISQjRifgtSe/Zs4fc3FwsFgtarZacnBy0Wi1VVVVs2bIFRVGYMGEC48eP9yXoAwcO8Oabb7Jhwwb+8Y9/EBl5eXZrREQEVqvV973VasVkMjV7vaKiosVxnU6Hx+NBr5fH76J9tbbe2enysvPQWf7x+Vnf/tvhIXq+N6IPo+/o1WplKo0GjHodEaEGjIbr7wx2R79YvpeZitlcf83zhBBdn9+Hu2tqasjLyyMpKQnAd3cMkJ6eTnl5OXFxcXzwwQesX7+e3/zmN8TGxmIymbDZLm/oYLPZmiXt1l6PiorC4XA0O64oyg0l6Lg40/VP6uISEq69tCcY+DNGz6UiGG6nm9DwEELDQ3C5vXxyoJK/7zmF7VIBjNAQHePuTGVsRjKhVyl+YdTrMIXrCQu59v7brZHPMThIjOJa/H57GRMTw6pVq5g2bRqLFi3i6NGjeL1eXC4XZWVlpKam8pe//IVNmzZRWFjo2xd86NChvPzyyzidTlwuF8ePH2fAgAG+dk0mEwaDgfLycpKTk9mxYwdz587l3LlzbN++nR/96EeUlJQ0u6YtLBZri40mgklCQmTQ34H5K0YVlQanF7v98nNnj1dhX2k12z87Tf2l8pEGvZbvDu7FmKF9CA/V02Bz0mBz+trRaCDEoCM81IBGo2Kt82DFcUN9kc8xOEiMwUGr1fjtBi8gY8BpaWnk5uaSn59PYmIiM2fOpLa2ljlz5hAdHU1BQQG9e/fm8ccfByAzM5Nf/vKX5Obm8sgjj6CqKk888QQhISEUFRVRWlrKrFmzeP7551mwYAFer5fs7GyGDRvGkCFD2LlzJ5MnT0ZVVVasWBGIEEUQU1QVu6t5cvYqKiVfmdl24DQ19ZeLX9x5R0++P7wPkeEtVzFoNBBq1BMeermGs5SJFEJci0ZVA/drori4mI0bNzab9X2jLBYLmzdv9m1T2t7kTrrra68YFVXF7vTQ4PD4ZmYrqsqhExfYuq+C8xcb7361Ghh5WyL3juxLD1PLMq5N1ajCQ/UYdNp2SczyOQYHiTE4dPk76fakqip5eXkd3Q0RxJqSs83h8f3Bpqoqx8pr+WhfBWctDUDj9K6haXGMHZVEfHTL4hfNNyDRXmonYGEIIYJAQJN0VlYWWVlZN9VGfHx8O/VGiOaahrUb7M1rOx8/fZGP9lVQXnV5dcEd/WK4LyOZXrHhLdqRDUiEEO2ly91JC9HemiaEfTM5l1fV8+HeCk6cqfMdS0+KZlxGMkmJLYe2mpJzeIj+qjuICSHEjZAkLbq1BpeHhm/sEnbmvI2t+yooLa/1HUvtFcn9mcnc0juqRRuXh7XlzlkI0b4kSYtux1c60u7C47mcnKtr7Xy8r4IvTlzwHesbH8G4zGTSk6JbFL9omhBmCtWj1Uo1KiFE+5MkLbqNqyXnmnoHH+8/zWdfmX0TuxJjwrgvI5lB/WJaJudWJoQJIYQ/SJIWQU9VweH2YHO4myXnOpuL7Z+dZl9pte9ZdGxUCPeNSmZo/zi02qslZxnWFkIEhiRpEbRULs/W9ngvJ2ebw82nJWfYc/ic73h0hJF7RvZl1G0JLe6OJTkLITqKJGkRVA6fvMD2/z7EXYN7kpxgajYhzOHysOPgWXZ8cRaXu7EyVUSYge8P78Odt/dsUfxCq9UQEaonTGZrCyE6iCRpETS8isp/F53gxJk6LBft/OKBQQC43F52Hz5H0ednsDsbK1OFGnXcPawP3xncixBD87rMspRKCNFZSJIWXZpGA26PSoPTTa3VieXSVp219U6sdhcHj1v45LMzWC9VpjLqtXx3SG/GDO1N2DcqU2k1GsJCZVhbCNF5SJIWXZJGA063QoPDjdPt5eszdbzxt1LfMPZFm4sVhQd85+t1Gkbf0Yu7h/fBFGZo0VaIUYcpzIBeZmsLIToRSdKiS/ElZ7sbp8fbOHPb5WmWoL9p1G0J3JeRTHSEsUVbIXod4WEGQgztU/hCCCHakyRp0UWouDxqs+Tc5OBxC15v6wlar4OUnpHNErQGMBp0RFyRnCVBCyE6I0nSolNTVXB6vDQ4PLi/kZxVVeWryots3VfJVXI0Hi9YLtp93xv0GkxhRkIMWkAjyVkI0alJkhadUlNFKruj+RrnJl+freOjvRWcPHftOrUGvYa46DD0Wg3h4QbCjHpkSpgQoquQJC06jStnajtcXl8t5ytVmq18tLeCryov+o6l9orktNnaajIPDzVw15Be9DCFyHIqIUSXI0ladLhvztRubQi66kIDH+2r4MjJGt+xpIQI7s9MoX/fKE6dq282eUyrgd7xEfzrDwcSGxkaqFCEEKJdSZIWHaa1mdrfZLno4OP9lXxedp6ml3vFhjMuI4mBqZeLX/TrHcUzj47k5XcOctHmIiYylMXTRhFikH/iQoiuyy+/wYqLi5k3bx5paWkA2Gw2kpKSWL16NUaj8arXrVixgltuuYUpU6YAkJ+fz4EDB4iIiADg9ddfJzIy0nd+SUkJBQUF6HQ6srOzmTt3LoqisGzZMo4dO4bRaCQ/P5/U1FR/hCm+tavP1G5Sa3Wy/cBp9h+rpmnUOz46lPsykhh8a1yrQ9emMCMJPcK4aHMRGxUiCVoI0eX57bfY6NGjWbt2re/7+fPns23bNsaPH9/i3AsXLvB//+//5eTJk8yYMcN3/PDhw/zud78jNja21fdYunQp69atIzk5mVmzZnHkyBEqKytxuVxs2rSJkpISVq5cyfr169s/QHHDVBq36LS1MlO7SX2Di09LzlB8pMpXmaqHycjYUUkMT09odScwvVZDRLiBUKOen465he0lZ7hneB8/RyOEEP4XkFsNl8tFdXU10dHRTJ8+Ha1Wi9lsZtKkSUydOhWbzcbjjz9OUVGR7xpFUTh16hTPPfcc58+f56GHHuKhhx7yvW61WnG5XKSkpACQnZ3Nrl27MJvNjBkzBoDhw4dz6NChQIQorsFXjeobpSKvZHd6KPr8DLsOncPtaXyuHBlm4Psj+5I5MBG9ruVOYE0FMMJD9Wguzdm+o18s38tMxWy+9qxvIYToCvyWpPfs2UNubi4WiwWtVktOTg5arZaqqiq2bNmCoihMmDCB8ePHk5ycTHJycrMk3dDQwKOPPsr06dPxer1MmzaNwYMHM3DgQKAxSZtMJt/5ERERVFRUtDiu0+nweDzo9W0LNS7OdP2TuriEhMjrn9QOnG4vdocHu9ON3qglymhocY7D6eHjfRVs/Wc5dqcHgIhQPT/4Tj++PzIJ4zeKX0Djs+zwEAMRYYYWlauaBCrGjiQxBgeJUVyL34e7a2pqyMvLIykpCYARI0b4nkunp6dTXl5OXFxci+vDwsKYNm0aYWFhvvZKS0t9SdpkMmGz2Xzn22w2oqKicDgczY4ritLmBA1gsVhbXfoTLBISIv16l9k0Gczu9OB0eVGusluI26NQfKSKT0pO0+BoTM4hBh3ZQ3tz15BehBr1WOsdLdoOC9ETEWrA7XBR63C12ra/Y+wMJMbgIDEGB61W47cbPL9XE4iJiWHVqlUsXrwYs9nM0aNH8Xq92O12ysrKrjqp6+TJk0yZMgWv14vb7ebAgQMMGjTI97rJZMJgMFBeXo6qquzYsYOMjAxGjhzpuyMvKSlhwIAB/g5R0Pi82en2cqHOSU29A7vT02qC9ngV9hw5x0sbP+ODPadocHgw6LTcPaw3T00ZzthRSYQam/9RpdFAqEFHXFQYUeFGqVAlhOg2AvJMOi0tjdzcXPLz80lMTGTmzJnU1tYyZ86cq04K69+/PxMnTiQnJweDwcDEiRNJT0+nqKiI0tJSZs2axfPPP8+CBQvwer1kZ2czbNgwhgwZws6dO5k8eTKqqrJixYpAhNhtqag4XF5s13jeDKAoKiVl5/l4fyU19U4AdFoNmbcn8v0RfYkKb33Wv0GvJTLMgPHSNp5CCNGdaFQ1cLsXFxcXs3Hjxmazvm+UxWJh8+bNzJ49ux17dmX7MtzdFl5FxeHyYHd48Fzj56WoKoe/vsDWfRWYaxuHr7UaGDEggXtHJhETGdLqdTezjWd3GF6TGIODxBgc/Dnc3eUWkqqqSl5eXkd3o1vSaMDlaXzefLVtO5uoqsqxilq27q3gjKXBd3xo/zjuG5VEfI+wVq/TajSEheqJCNXLNp5CiG4voEk6KyuLrKysm2ojPj6+nXoj2qppfXODw4PrKuubr3TizEU+3FtBeZXVd+z21Bjuy0iid1xEq9doNBBi1BEZZkCn9ftUCSGE6BK63J20CBxFVXG4r72++UrlVfV8tK+C46frfMfS+kYzLjOZ5MSrDwUZDTpMV9R2FkII0UiStGimsRKV0lgm0ulp0/P5sxYbH+2toLS81ncspaeJ+zNTuLVP1FWvu3KnMA1IghZCiG+QJC2AxlnaTreCvY1D2gDna+18tK+SL05YfMf6xEcwLiOJAck9fMUvvqnpubMp7PJOYUIIIVqSJN2NaTSN65btrsadwbxtnNVeU+9g2/7THPjK7EvmCT3CGJeRxKBbYq+anKFxvbMpwohe1joLIcR1SZLuplyexvrNLrdy1V3BvqnO5uKTz06zt7Tal9BjI0MYOyqJYWnxaK+RePVaDaYII6Gy3lkIIdpMknQ34/YoXKhz4PYqbX4G3OBw82nJGXYfPofH23hRVISRe0b0JWNgwjVnYzdt5WkKM8iSKiGEuEGSpLsZr6K0OUE7XB52HDzLzi/O4XR7gcbiF98f0Zc7b+951eIWTWTWthBC3BxJ0qIFl8fLnkNVfPr5GV9lqlCjjjFD+/DdIb0IaaUy1ZUuD203nicJWgghvh1J0sLH41XYe7SaTz47Tb3dDYBRr+W7g3sxZlgfwkKu/c9Fo4HwUIPsFiaEEO1EkrTAq6h89qWZbQcqqbU2ln/U6zRk3d6T743oiymsZR3obwox6IgMN6LXSXIWQoj2Ikm6G1NUlS+OW9i6vxLLxabiFxoyBiZwz4i+RJtaL35xJZm1LYQQ/iNJuhtSVZUjJ2vYuq+Scxcai19ogOHp8dw7Kom4qNDrtiFD20II4X+SpLsRVVX5/Cszb/zvYSqrbb7jg26J5b6MJHrGhLepnaZZ28brzO4WQghxcyRJdyObtpXx4d4K3/cDknswLjOZvvGtV6b6Jq1Wg+lb1ngWQghx4yRJdyNNQ9u39I7k/swUUntFtum6pg1JIkIN6GQ7TyGECBhJ0t3I7ImD8Gi0WOvttHWSl2xIIoQQHccvSbq4uJh58+aRlpYGgM1mIykpidWrV2M0Gq963YoVK7jllluYMmUKAO+88w4bN25Er9czZ84c7rnnnmbnl5SUUFBQgE6nIzs7m7lz56IoCsuWLePYsWMYjUby8/NJTU31R5hdTqhRT2R0GGVWx3UTrpSRFEKIjue3mT+jR4+msLCQwsJC/vznP2MwGNi2bVur5164cIHHHnus2etms5nCwkI2btzI73//e9asWYPL5Wp23dKlS3nppZd4++23+fzzzzly5Ahbt27F5XKxadMm5s+fz8qVK/0VYlDSaCAizEBsdKg8exZCiA4WkOFul8tFdXU10dHRTJ8+Ha1Wi9lsZtKkSUydOhWbzcbjjz9OUVGR75qDBw8yYsQIjEYjRqORlJQUSktLGTp0KABWqxWXy0VKSgoA2dnZ7Nq1C7PZzJgxYwAYPnw4hw4dCkSIQcGg1xIZbpRZ20II0Un4LUnv2bOH3NxcLBYLWq2WnJwctFotVVVVbNmyBUVRmDBhAuPHjyc5OZnk5ORmSdpqtRIZeXliU0REBFartdnrJpOp2esVFRUtjut0OjweD3p920KNizNd/6QuzOHyEBPTfDa3RgMRIQZMEcagmRiWkNC2SXFdmcQYHCRGcS1+S9KjR49m7dq11NTUkJeXR1JSEoDv7hggPT2d8vJy4uLiWlxvMpmw2S6v5bXZbM2SdmuvR0VF4XA4mh1XFKXNCRrAYrGiKMH7ADYyOoyaGpvvGXOoQYcpwojL4eKCw3Xti7uIhIRIzOb6ju6GX0mMwUFiDA5arcZvN3h+H9eMiYlh1apVLF68GLPZzNGjR/F6vdjtdsrKyq46qWvo0KHs378fp9NJfX09x48fZ8CAAb7XTSYTBoOB8vJyVFVlx44dZGRkMHLkSN8deUlJSbNrxGV6rYYekSH0iDSiD5K7ZyGECDYBeSadlpZGbm4u+fn5JCYmMnPmTGpra5kzZw6xsbGtXpOQkEBubi6PPPIIqqryxBNPEBISQlFREaWlpcyaNYvnn3+eBQsW4PV6yc7OZtiwYQwZMoSdO3cyefJkVFVlxYoVgQixSzh88gLbDpzmO4N6MnJAgmznKYQQnZxGVQO3uKa4uJiNGzeydu3ab92GxWJh8+bNzJ49ux17dmX7wTvc/cKb+/mq8iLpSdE88+ioju6O33SH4TWJMThIjMGhSw93tzdVVcnLy+vobnRJDpe32VchhBCdW0B3HMvKyiIrK+um2oiPj2+n3gghhBCdW5e7kxZCCCG6C0nSQgghRCclSVoIIYTopCRJCyGEEJ2UJOluwu70YLW7AbDa3didng7ukRBCiOuRJN0NfFlRy/zXdlJb7wSgtt7J/Nd28mVFbcd2TAghxDVJkg5ydqeHlzd/jsPlpWmLFpXGtdKNx+WOWgghOitJ0kFub2k1V9tUTlVV/nm0OsA9EkII0VaSpINc1YUGnG6l1decboXqmoYA90gIIURbSZIOcj1jwwkxtP4xhxi0JMaEB7hHQggh2kqSdJDLHJiI5irVrjQaDXfenhjgHgkhhGgrSdJBLixEz7yHhxFq1NGUqjVAqFF36XhAt28XQghxAyRJdwMDknuwZu5d9IgMAaBHZAhr5t7FgOQeHdsxIYQQ1yRJupsINeoxhRkAMIUZ5A5aCCG6AEnSQgghRCclSVoIIYTopCRJCyGEEJ1UQB9MFhcXM2/ePNLS0gCw2WwkJSWxevVqjEZji/OPHDnCL37xC/r16wfAlClT+NGPfuR73eFw8NRTT2GxWIiIiODFF18kNjaWbdu28dprr6HX63nwwQfJyckJSHxCCCFEewr47KHRo0ezdu1a3/fz589n27ZtjB8/vsW5hw8fZvr06eTl5bXa1ttvv82AAQN4/PHHef/993n99ddZuHAhL7zwAu+++y5hYWFMmTKFe++9l/j4eL/FJIQQQvhDhw53u1wuqquriY6OZvr06cyYMYMHHniADRs2AHDo0CE++eQTpk6dyqJFi7Barc2u379/P2PGjAHg7rvvZvfu3Rw/fpyUlBSio6MxGo2MGjWKvXv3Bjw2IYQQ4mYF/E56z5495ObmYrFY0Gq15OTkoNVqqaqqYsuWLSiKwoQJExg/fjxDhw7l4YcfZvDgwaxfv57XXnuNhQsX+tqyWq1ERkYCEBERQX19fbNjTce/mdyvJS7O1H7BdjJ6vdb3NSEh8jpnd23BHh9IjMFCYhTX0mHD3TU1NeTl5ZGUlATAiBEjfM+l09PTKS8vZ9y4cURFRQEwbtw4li9f3qwtk8mEzWYDGp9vR0VFNTvWdPzKpH09FosVRWm9alRX5/Eovq9mc30H98Z/EhIigzo+kBiDhcQYHLRajd9u8DpsuDsmJoZVq1axePFizGYzR48exev1YrfbKSsrIzU1lRkzZnDw4EEAdu/ezaBBg5q1MXLkSD799FMAioqKGDVqFP379+fUqVPU1tbicrnYt28fI0aMCHh8QgghxM3q0G2n0tLSyM3NJT8/n8TERGbOnEltbS1z5swhNjaWZcuWsXz5cgwGA/Hx8b476dzcXAoLC5kyZQoLFy5kypQpGAwGXnrpJQwGA08//TQzZsxAVVUefPBBevbs2ZFhCiGEEN9KQJN0VlYWWVlZzY7NmTOHkSNHsnHjxmazvgEGDRrExo0bW7QzcOBAAMLCwnjllVdavH7vvfdy7733tmPPhRBCiMDrkpuZXG1Jlri2UKOu2VchhBCdW6eostDaHfa19O7d24+9CV4Ts29he8kZ7hnep6O7IoQQog06RZIWgXFHv1i+l5ka9DMthRAiWHTJ4W4hhBCiO5AkLYQQQnRSkqSFEEKITkqStBBCCNFJSZIWQgghOilJ0kIIIUQnJUlaCCGE6KQkSQshhBCdlCRpIYQQopOSJC2EEEJ0UpKkhRBCiE5KkrQQQgjRSUmSFkIIITopSdJCCCFEJyVJWgghhOikAlpPuri4mHnz5pGWlgaAzWYjKSmJ1atXYzQaW5x/6tQpnn76aTQaDenp6SxduhSt9vLfFQ6Hg6eeegqLxUJERAQvvvgisbGxbNu2jddeew29Xs+DDz5ITk5OwGIUQggh2kvA76RHjx5NYWEhhYWF/PnPf8ZgMLBt27ZWz33hhReYN28eb731Fqqq8vHHHzd7/e2332bAgAG89dZb/PSnP+X111/H7Xbzwgsv8Ic//IHCwkI2bdrE+fPnAxGaEEII0a4Ceif9TS6Xi+rqaqKjo5k+fTparRaz2cykSZOYOnUqhw8f5s477wTg7rvvZufOnYwbN853/f79+3nsscd8r7/++uscP36clJQUoqOjARg1ahR79+7lhz/8YZv6pNVq2jnKzkdiDA4SY3CQGLs+f8YX8CS9Z88ecnNzsVgsaLVacnJy0Gq1VFVVsWXLFhRFYcKECYwfPx5VVdFoGoOPiIigvr6+WVtWq5XIyMhmr195rOm41Wptc/9iYiLaIcrOLS7O1NFd8DuJMThIjMGhO8ToLx023L1hwwYMBgNJSUkAjBgxAqPRSGhoKOnp6ZSXlzd7/myz2YiKimrWlslkwmazNXv9ymNNx69M2kIIIURX0WGzu2NiYli1ahWLFy/GbDZz9OhRvF4vdrudsrIyUlNTueOOOyguLgagqKiIjIyMZm2MHDmSTz/91Pf6qFGj6N+/P6dOnaK2thaXy8W+ffsYMWJEwOMTQgghbpZGVVU1UG9WXFzMxo0bWbt2re/Y+vXr+a//+i8SExOJj4+ntraW3Nxcfvazn/H111+zZMkS3G43t956K/n5+eh0OnJzcyksLMRut7Nw4ULMZjMGg4GXXnqJhIQE3+xuVVV58MEHmTp1aqBCFEIIIdpNQJP01bSWvK+loKCAZ5991s+9EkIIITpWl9zMJC8vr6O7IIQQQvhdp7iTFkIIIURLXfJOWgghhOgOJEkLIYQQnZQkaSGEEKKT6tBtQf2hOxTxuNEYm6xYsYJbbrmFKVOmNDuuKArLli3j2LFjGI1G8vPzSU1NpaSkhIKCAnQ6HdnZ2cydO9evcV3pRmM8evQoy5cvR6fTYTQaefHFF4mPjw+qGMvKyliyZAmqqtKvXz/y8/PR6y//LxwMMTZ57733ePPNN9m0aVOz48EQ45EjR/jFL35Bv379AJgyZQo/+tGPfK8Hw+8ci8XC4sWLqaurw+v18u///u+kpKT4Xg+Gz/GJJ57w1YU4ffo0w4YNa7ZCqd0+RzXI7NmzR503b16zY08++aT617/+tdXzf/GLX6h79uxRVVVVlyxZon744YfNXv/DH/6gvvLKK6qqqur//u//qsuXL1ddLpd63333qbW1tarT6VR//vOfq2az2Q/RtO5GY7RYLOqMGTPUsWPHqm+99VaL1//+97+rCxcuVFVVVT/77DN19uzZqqqq6gMPPKCeOnVKVRRFfeyxx9TDhw+3cyRXd6MxTp06VT1y5Iiqqqr69ttvqytWrGj2ejDEOGfOHPWf//ynqqqqunDhwhb/VoMhRlVV1cOHD6vTpk1TH3744RavBUOM77zzjvr73//+qu0Fw++chQsXqu+//76qqqq6e/dudfv27c1eD4bPsUltba36wAMPqFVVVc2Ot9fnGPTD3d8s4jFjxgweeOABNmzYANCiiMeuXbuaXb9//37GjBnje3337t3NingYjUZfEY+Ocr0YbTYbjz/+OBMnTmz1+itjHD58OIcOHcJqteJyuUhJSUGj0ZCdnd3iZxNI14txzZo13H777QB4vV5CQkKaXR8MMa5bt47MzExcLhdmsxmTqfl+yMEQY01NDWvWrGHRokWtXh8MMR46dIhPPvmEqVOnsmjRoha1BYLhd86BAweoqqriX//1X3nvvfd8v2ObBMPn2GTdunU8+uijJCYmNjveXp9j0A13Q+cv4tEebiTG5ORkkpOTKSoqarUtq9Xa7Be+TqdrcSwiIoKKigq/x3WlG4mx6X+QAwcO8Oabb7b4HykYYoyLi+P06dNMnz4dk8nEwIEDm7XV1WP8wQ9+wHPPPcczzzzT4o+sJl09xvHjxzN06FAefvhhBg8ezPr163nttddYuHBhsxi7+u+c06dPExUVxRtvvMGrr77Kb3/7W/7t3/6tWYxd/XOMi4vDYrGwe/dunnnmmRZttdfnGJR30t2hiMeNxHg934xHUZRWY/zmz8bfbjTGDz74gKVLl/Kb3/yG2NjYZm0FS4x9+/blww8/ZMqUKaxcubJZW109xhMnTnDq1CmWLVvGk08+SVlZGQUFBc3a6uoxlpeXM27cOAYPHgzAuHHjOHLkSLO2guF3To8ePbj33nsBuPfeezl06FCztoLhcwT429/+xk9+8hN0Ol2LttrrcwzKJN2kOxTxaEuM1zNy5EjfXXZJSQkDBgzAZDJhMBgoLy9HVVV27NjR4mcTKG2J8S9/+QtvvvkmhYWFJCcnt2gjGGKcPXs2J0+eBBr/Ar/yD0zo+jGmpaXx/vvvU1hYyJo1a0hLS2ux/W9XjzE1NZUZM2Zw8OBBAHbv3s2gQYOatREMv3NGjRrli2Hv3r2+yVhNguFzhMbP7+677261jfb6HINyuPtKaWlp5Obmkp+fT2JiIjNnzqS2tpY5c+YQGxvLwoULWbJkCWvWrOHWW2/lBz/4AYCviMeUKVNYuHAhU6ZM8RXxMBgMPP3008yYMcNXxKNnz56dNsareeKJJ1i0aBHjxo1j586dTJ48GVVVWbFiBQDPP/88CxYswOv1kp2dzbBhwwIVUgvXijE6OpqCggJ69+7N448/DkBmZia//OUvgybG2NhYZs2axdNPP43BYCAsLIz8/HwgeD7H7vBvNTY2lmXLlrF8+XIMBgPx8fEsX74cCK7fOQsXLmTx4sVs3LgRk8nESy+9BATX5wjw9ddft7gpaPfPsU3T3oJAazP3riU/P9+PvfGPG43xpZdeUm02mx971P4kxpYkxs5Jfue0JJ/jjQvq4e6b0R2KeEyePJnw8PCO7oZfSYzBoTvEKL9zgkN7f45SYEMIIYTopOROWgghhOikJEkLIYQQnZQkaSGEEKKTkiQthGjh6NGjvPrqqx3dDSG6PZk4JoQQQnRSQb+ZiRDi+r7++mueeeYZ9Ho9iqKQk5PDp59+ypNPPukrdmGz2Thx4gS7d+/mk08+4Y033kCr1TJq1CgWLFjQwREIEZxkuFsIwa5duxg6dCj/+Z//yeOPP+7b9D85OZnCwkJ+//vf06NHD37961/jdDpZt24db7zxBm+//TZVVVXs3LmzgyMQIjhJkhZC8NBDDxEVFcVjjz3Ghg0bmhUM8Hg8PPHEEzzwwAN873vfo7y8nAsXLjBr1ixyc3M5fvx4mwq5CCFunAx3CyH4+OOPGTVqFHPnzuV///d/WbNmDcOGDUNVVZ599llGjBjBT3/6UwCSkpLo3bs3f/jDHzAYDPz5z3/21fIWQrQvmTgmhKC8vJyFCxdiMBhQFIWxY8dy8OBB7r//fhYtWsSwYcPwer0ALF26lMOHD/P222/j9Xrp27cvL7zwAmFhYR0chRDBR5K0EEII0UnJM2khhBCik5IkLYQQQnRSkqSFEEKITkqStBBCCNFJSZIWQgghOilJ0kIIIUQnJUlaCCGE6KQkSQshhBCd1P8PRR3HynMr43wAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -9345,7 +9398,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "id": "8f87664f", "metadata": {}, "outputs": [ @@ -9387,13 +9440,13 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "id": "8264c168", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/grplot/__init__.py b/grplot/__init__.py index 00a4fbb..76fac4a 100644 --- a/grplot/__init__.py +++ b/grplot/__init__.py @@ -181,8 +181,9 @@ def grplot(plot, # default general value treemaps_pad=None, # {False:'treemapsplot'} bar_kwargs=None, text_kwargs=None, - bubble_spacing=None # {0.1:'packedbubblesplot'} - ): + bubble_spacing=None, # {0.1:'packedbubblesplot'} + showmeans=None, # {False:'boxplot'} + meanprops=None): ''' ----------------------------------------------- grplot | lazy statistical data visualization @@ -190,10 +191,10 @@ def grplot(plot, # default general value by ghiffary rifqialdi based on numpy, scipy, matplotlib, seaborn, squarify, and pandas - version = '0.7.1' + version = '0.7.2' release date - 30/04/2022 + 13/05/2022 ----------------------------------------------- documentation is available at https://github.com/ghiffaryr/grplot @@ -221,7 +222,7 @@ def grplot(plot, # default general value # single plot, x axis if (type(x) == str) and (y is None): i = 0 - plot_type(plot=plot, data=df, x=x, y=None, ax=ax, axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=x, y=None, ax=ax, axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=x, @@ -234,8 +235,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -275,7 +275,7 @@ def grplot(plot, # default general value # single plot, y axis elif (x is None) and (type(y) == str): i = 0 - plot_type(plot=plot, data=df, x=None, y=y, ax=ax, axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=None, y=y, ax=ax, axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=None, @@ -288,8 +288,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -329,7 +328,7 @@ def grplot(plot, # default general value # single plot, x and y axis elif (type(x) == str) and (type(y) == str): i = 0 - plot_type(plot=plot, data=df, x=x, y=y, ax=ax, axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=x, y=y, ax=ax, axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=x, @@ -342,8 +341,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -390,7 +388,7 @@ def grplot(plot, # default general value break else: pass - plot_type(plot=plot, data=df, x=x[flag], y=None, ax=ax[i], axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=x[flag], y=None, ax=ax[i], axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=x[flag], @@ -403,8 +401,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -450,7 +447,7 @@ def grplot(plot, # default general value break else: pass - plot_type(plot=plot, data=df, x=x[flag], y=None, ax=ax[i,j], axes='[{},{}]'.format(i+1,j+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=x[flag], y=None, ax=ax[i,j], axes='[{},{}]'.format(i+1,j+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=x[flag], @@ -463,8 +460,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -512,7 +508,7 @@ def grplot(plot, # default general value break else: pass - plot_type(plot=plot, data=df, x=None, y=y[flag], ax=ax[i], axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=None, y=y[flag], ax=ax[i], axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=None, @@ -525,8 +521,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -572,7 +567,7 @@ def grplot(plot, # default general value break else: pass - plot_type(plot=plot, data=df, x=None, y=y[flag], ax=ax[i,j], axes='[{},{}]'.format(i+1,j+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=None, y=y[flag], ax=ax[i,j], axes='[{},{}]'.format(i+1,j+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=None, @@ -585,8 +580,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -635,7 +629,7 @@ def grplot(plot, # default general value break else: pass - plot_type(plot=plot, data=df, x=x[flag], y=y[flag], ax=ax[i], axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=x[flag], y=y[flag], ax=ax[i], axes='[{}]'.format(i+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=x[flag], @@ -648,8 +642,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, @@ -695,7 +688,7 @@ def grplot(plot, # default general value break else: pass - plot_type(plot=plot, data=df, x=x[flag], y=y[flag], ax=ax[i,j], axes='[{},{}]'.format(i+1,j+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_type(plot=plot, data=df, x=x[flag], y=y[flag], ax=ax[i,j], axes='[{},{}]'.format(i+1,j+1), hue=hue, size=size, style=style, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=df2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) setting(plot=plot, df=df, x=x[flag], @@ -708,8 +701,7 @@ def grplot(plot, # default general value hue=hue, size=size, ci=ci, - multiple=multiple, - cumulative=cumulative, + multiple=multiple, sep=sep, xsep=xsep, ysep=ysep, diff --git a/grplot/features/plot/plot_multi_def.py b/grplot/features/plot/plot_multi_def.py index cc82971..e561c7f 100644 --- a/grplot/features/plot/plot_multi_def.py +++ b/grplot/features/plot/plot_multi_def.py @@ -137,14 +137,16 @@ def plot_multi_def(plot, norm_y, treemaps_pad, bar_kwargs, - text_kwargs, - bubble_spacing, + text_kwargs, + bubble_spacing, + showmeans, + meanprops, text): - plot_, hue_, size_, style_, palette_, hue_order_, hue_norm_, sizes_, size_order_, size_norm_, markers_, dashes_, style_order_, legend_, height_, units_, x_bins_, y_bins_, estimator_, x_estimator_, ci_, n_boot_, alpha_, expand_margins_, jitter_, x_jitter_, y_jitter_, ax_, weights_, color_, seed_, sort_, err_style_, stat_, bins_, binwidth_, binrange_, discrete_, cumulative_, common_bins_, common_norm_, common_grid_, multiple_, element_, fill_, shrink_, kde_, thresh_, pthresh_, pmax_, cbar_, cbar_ax_, shade_, vertical_, kernel_, bw_, gridsize_, cut_, clip_, shade_lowest_, levels_, bw_method_, bw_adjust_, warn_singular_, complementary_, a_, order_, orient_, edgecolor_, linewidth_, saturation_, width_, dodge_, fliersize_, whis_, scale_, scale_hue_, inner_, split_, k_depth_, outlier_prop_, trust_alpha_, showfliers_, linestyles_, join_, errwidth_, capsize_, errcolor_, x_ci_, scatter_, fit_reg_, logistic_, lowess_, robust_, regplot_logx_, x_partial_, y_partial_, truncate_, marker_, dropna_, label_, zorder_, color2_, markersize_, explode_, colors_, autopct_, pctdistance_, shadow_, labeldistance_, startangle_, radius_, counterclock_, center_, frame_, rotatelabels_, normalize_, norm_x_, norm_y_, treemaps_pad_, bubble_spacing_, text_ = plot, hue, size, style, palette, hue_order, hue_norm, sizes, size_order, size_norm, markers, dashes, style_order, legend, height, units, x_bins, y_bins, estimator, x_estimator, ci, n_boot, alpha, expand_margins, jitter, x_jitter, y_jitter, ax, weights, color, seed, sort, err_style, stat, bins, binwidth, binrange, discrete, cumulative, common_bins, common_norm, common_grid, multiple, element, fill, shrink, kde, thresh, pthresh, pmax, cbar, cbar_ax, shade, vertical, kernel, bw, gridsize, cut, clip, shade_lowest, levels, bw_method, bw_adjust, warn_singular, complementary, a, order, orient, edgecolor, linewidth, saturation, width, dodge, fliersize, whis, scale, scale_hue, inner, split, k_depth, outlier_prop, trust_alpha, showfliers, linestyles, join, errwidth, capsize, errcolor, x_ci, scatter, fit_reg, logistic, lowess, robust, regplot_logx, x_partial, y_partial, truncate, marker, dropna, label, zorder, color2, markersize, explode, colors, autopct, pctdistance, shadow, labeldistance, startangle, radius, counterclock, center, frame, rotatelabels, normalize, norm_x, norm_y, treemaps_pad, bubble_spacing, text + plot_, hue_, size_, style_, palette_, hue_order_, hue_norm_, sizes_, size_order_, size_norm_, markers_, dashes_, style_order_, legend_, height_, units_, x_bins_, y_bins_, estimator_, x_estimator_, ci_, n_boot_, alpha_, expand_margins_, jitter_, x_jitter_, y_jitter_, ax_, weights_, color_, seed_, sort_, err_style_, stat_, bins_, binwidth_, binrange_, discrete_, cumulative_, common_bins_, common_norm_, common_grid_, multiple_, element_, fill_, shrink_, kde_, thresh_, pthresh_, pmax_, cbar_, cbar_ax_, shade_, vertical_, kernel_, bw_, gridsize_, cut_, clip_, shade_lowest_, levels_, bw_method_, bw_adjust_, warn_singular_, complementary_, a_, order_, orient_, edgecolor_, linewidth_, saturation_, width_, dodge_, fliersize_, whis_, scale_, scale_hue_, inner_, split_, k_depth_, outlier_prop_, trust_alpha_, showfliers_, linestyles_, join_, errwidth_, capsize_, errcolor_, x_ci_, scatter_, fit_reg_, logistic_, lowess_, robust_, regplot_logx_, x_partial_, y_partial_, truncate_, marker_, dropna_, label_, zorder_, color2_, markersize_, explode_, colors_, autopct_, pctdistance_, shadow_, labeldistance_, startangle_, radius_, counterclock_, center_, frame_, rotatelabels_, normalize_, norm_x_, norm_y_, treemaps_pad_, bubble_spacing_, showmeans_, text_ = plot, hue, size, style, palette, hue_order, hue_norm, sizes, size_order, size_norm, markers, dashes, style_order, legend, height, units, x_bins, y_bins, estimator, x_estimator, ci, n_boot, alpha, expand_margins, jitter, x_jitter, y_jitter, ax, weights, color, seed, sort, err_style, stat, bins, binwidth, binrange, discrete, cumulative, common_bins, common_norm, common_grid, multiple, element, fill, shrink, kde, thresh, pthresh, pmax, cbar, cbar_ax, shade, vertical, kernel, bw, gridsize, cut, clip, shade_lowest, levels, bw_method, bw_adjust, warn_singular, complementary, a, order, orient, edgecolor, linewidth, saturation, width, dodge, fliersize, whis, scale, scale_hue, inner, split, k_depth, outlier_prop, trust_alpha, showfliers, linestyles, join, errwidth, capsize, errcolor, x_ci, scatter, fit_reg, logistic, lowess, robust, regplot_logx, x_partial, y_partial, truncate, marker, dropna, label, zorder, color2, markersize, explode, colors, autopct, pctdistance, shadow, labeldistance, startangle, radius, counterclock, center, frame, rotatelabels, normalize, norm_x, norm_y, treemaps_pad, bubble_spacing, showmeans, text # plotting for count, plot in enumerate(plot_.split('+')): - # column name and dictionary based on matplotlib, seaborn, and squarify skipped: x, y, data, err_kws, kde_kws, line_kws, cbar_kws, data2, scatter_kws, wedgeprops, textprops, bar_kwargs, text_kwargs - hue, size, style, palette, hue_order, hue_norm, sizes, size_order, size_norm, markers, dashes, style_order, legend, height, units, x_bins, y_bins, estimator, x_estimator, ci, n_boot, alpha, expand_margins, jitter, x_jitter, y_jitter, ax, weights, color, seed, sort, err_style, stat, bins, binwidth, binrange, discrete, cumulative, common_bins, common_norm, common_grid, multiple, element, fill, shrink, kde, thresh, pthresh, pmax, cbar, cbar_ax, shade, vertical, kernel, bw, gridsize, cut, clip, shade_lowest, levels, bw_method, bw_adjust, warn_singular, complementary, a, order, orient, edgecolor, linewidth, saturation, width, dodge, fliersize, whis, scale, scale_hue, inner, split, k_depth, outlier_prop, trust_alpha, showfliers, linestyles, join, errwidth, capsize, errcolor, x_ci, scatter, fit_reg, logistic, lowess, robust, regplot_logx, x_partial, y_partial, truncate, marker, dropna, label, zorder, color2, markersize, explode, colors, autopct, pctdistance, shadow, labeldistance, startangle, radius, counterclock, center, frame, rotatelabels, normalize, norm_x, norm_y, treemaps_pad, bubble_spacing = map(arg_plot_ax_type, (hue_, size_, style_, palette_, hue_order_, hue_norm_, sizes_, size_order_, size_norm_, markers_, dashes_, style_order_, legend_, height_, units_, x_bins_, y_bins_, estimator_, x_estimator_, ci_, n_boot_, alpha_, expand_margins_, jitter_, x_jitter_, y_jitter_, ax_, weights_, color_, seed_, sort_, err_style_, stat_, bins_, binwidth_, binrange_, discrete_, cumulative_, common_bins_, common_norm_, common_grid_, multiple_, element_, fill_, shrink_, kde_, thresh_, pthresh_, pmax_, cbar_, cbar_ax_, shade_, vertical_, kernel_, bw_, gridsize_, cut_, clip_, shade_lowest_, levels_, bw_method_, bw_adjust_, warn_singular_, complementary_, a_, order_, orient_, edgecolor_, linewidth_, saturation_, width_, dodge_, fliersize_, whis_, scale_, scale_hue_, inner_, split_, k_depth_, outlier_prop_, trust_alpha_, showfliers_, linestyles_, join_, errwidth_, capsize_, errcolor_, x_ci_, scatter_, fit_reg_, logistic_, lowess_, robust_, regplot_logx_, x_partial_, y_partial_, truncate_, marker_, dropna_, label_, zorder_, color2_, markersize_, explode_, colors_, autopct_, pctdistance_, shadow_, labeldistance_, startangle_, radius_, counterclock_, center_, frame_, rotatelabels_, normalize_, norm_x_, norm_y_, treemaps_pad_, bubble_spacing_), numpy.hstack([plot]*120), numpy.hstack([axes]*120)) + # column name, data, and dictionary based on matplotlib, seaborn, and squarify skipped: x, y, data, err_kws, kde_kws, line_kws, cbar_kws, data2, scatter_kws, wedgeprops, textprops, bar_kwargs, text_kwargs, meanprops + hue, size, style, palette, hue_order, hue_norm, sizes, size_order, size_norm, markers, dashes, style_order, legend, height, units, x_bins, y_bins, estimator, x_estimator, ci, n_boot, alpha, expand_margins, jitter, x_jitter, y_jitter, ax, weights, color, seed, sort, err_style, stat, bins, binwidth, binrange, discrete, cumulative, common_bins, common_norm, common_grid, multiple, element, fill, shrink, kde, thresh, pthresh, pmax, cbar, cbar_ax, shade, vertical, kernel, bw, gridsize, cut, clip, shade_lowest, levels, bw_method, bw_adjust, warn_singular, complementary, a, order, orient, edgecolor, linewidth, saturation, width, dodge, fliersize, whis, scale, scale_hue, inner, split, k_depth, outlier_prop, trust_alpha, showfliers, linestyles, join, errwidth, capsize, errcolor, x_ci, scatter, fit_reg, logistic, lowess, robust, regplot_logx, x_partial, y_partial, truncate, marker, dropna, label, zorder, color2, markersize, explode, colors, autopct, pctdistance, shadow, labeldistance, startangle, radius, counterclock, center, frame, rotatelabels, normalize, norm_x, norm_y, treemaps_pad, bubble_spacing, showmeans = map(arg_plot_ax_type, (hue_, size_, style_, palette_, hue_order_, hue_norm_, sizes_, size_order_, size_norm_, markers_, dashes_, style_order_, legend_, height_, units_, x_bins_, y_bins_, estimator_, x_estimator_, ci_, n_boot_, alpha_, expand_margins_, jitter_, x_jitter_, y_jitter_, ax_, weights_, color_, seed_, sort_, err_style_, stat_, bins_, binwidth_, binrange_, discrete_, cumulative_, common_bins_, common_norm_, common_grid_, multiple_, element_, fill_, shrink_, kde_, thresh_, pthresh_, pmax_, cbar_, cbar_ax_, shade_, vertical_, kernel_, bw_, gridsize_, cut_, clip_, shade_lowest_, levels_, bw_method_, bw_adjust_, warn_singular_, complementary_, a_, order_, orient_, edgecolor_, linewidth_, saturation_, width_, dodge_, fliersize_, whis_, scale_, scale_hue_, inner_, split_, k_depth_, outlier_prop_, trust_alpha_, showfliers_, linestyles_, join_, errwidth_, capsize_, errcolor_, x_ci_, scatter_, fit_reg_, logistic_, lowess_, robust_, regplot_logx_, x_partial_, y_partial_, truncate_, marker_, dropna_, label_, zorder_, color2_, markersize_, explode_, colors_, autopct_, pctdistance_, shadow_, labeldistance_, startangle_, radius_, counterclock_, center_, frame_, rotatelabels_, normalize_, norm_x_, norm_y_, treemaps_pad_, bubble_spacing_, showmeans_), numpy.hstack([plot]*121), numpy.hstack([axes]*121)) # text for 'pieplot', 'treemapsplot', 'packedbubblesplot' if plot in ['pieplot', 'treemapsplot', 'packedbubblesplot']: text = arg_ax_type(arg=text_, axes=axes) @@ -401,8 +403,7 @@ def plot_multi_def(plot, label=label, zorder=zorder, color2=color2, - markersize=markersize, - text=text, + markersize=markersize, explode=explode, colors=colors, autopct=autopct, @@ -422,6 +423,9 @@ def plot_multi_def(plot, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, - text_kwargs=text_kwargs, - bubble_spacing=bubble_spacing) + text_kwargs=text_kwargs, + bubble_spacing=bubble_spacing, + showmeans=showmeans, + meanprops=meanprops, + text=text) return ax \ No newline at end of file diff --git a/grplot/features/plot/plot_single_def.py b/grplot/features/plot/plot_single_def.py index aad571e..f39d447 100644 --- a/grplot/features/plot/plot_single_def.py +++ b/grplot/features/plot/plot_single_def.py @@ -140,7 +140,9 @@ def plot_single_def(plot, treemaps_pad, bar_kwargs, text_kwargs, - bubble_spacing): #disini default kalau nilai khusus plotnya none diganti default seaborn per plot + bubble_spacing, + showmeans, + meanprops): # relational plot family if plot == 'scatterplot': if x is not None or y is not None: @@ -739,6 +741,16 @@ def plot_single_def(plot, whis = 1.5 else: pass + if showmeans is None: + showmeans = False + else: + pass + if meanprops is None: + meanprops = {'marker':'s', + 'markerfacecolor':'white', + 'markeredgecolor':'.3'} + else: + pass # plot sns.boxplot(x=x, y=y, @@ -755,6 +767,8 @@ def plot_single_def(plot, fliersize=fliersize, linewidth=linewidth, whis=whis, + showmeans=showmeans, + meanprops=meanprops, ax=ax, zorder=zorder) else: diff --git a/grplot/features/plot/plot_type.py b/grplot/features/plot/plot_type.py index 822e105..46eb185 100644 --- a/grplot/features/plot/plot_type.py +++ b/grplot/features/plot/plot_type.py @@ -135,14 +135,16 @@ def plot_type(plot, norm_y, treemaps_pad, bar_kwargs, - text_kwargs, - bubble_spacing, + text_kwargs, + bubble_spacing, + showmeans, + meanprops, text): plot = arg_ax_type(arg=plot, axes=axes) if plot is None: pass elif type(plot) == str: - plot_multi_def(plot=plot, x=x, y=y, ax=ax, axes=axes, hue=hue, size=size, style=style, data=data, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=data2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, text=text) + plot_multi_def(plot=plot, x=x, y=y, ax=ax, axes=axes, hue=hue, size=size, style=style, data=data, palette=palette, hue_order=hue_order, hue_norm=hue_norm, sizes=sizes, size_order=size_order, size_norm=size_norm, markers=markers, dashes=dashes, style_order=style_order, legend=legend, height=height, units=units, x_bins=x_bins, y_bins=y_bins, estimator=estimator, x_estimator=x_estimator, ci=ci, n_boot=n_boot, alpha=alpha, expand_margins=expand_margins, jitter=jitter, x_jitter=x_jitter, y_jitter=y_jitter, weights=weights, color=color, seed=seed, sort=sort, err_style=err_style, err_kws=err_kws, stat=stat, bins=bins, binwidth=binwidth, binrange=binrange, discrete=discrete, cumulative=cumulative, common_bins=common_bins, common_norm=common_norm, common_grid=common_grid, multiple=multiple, element=element, fill=fill, shrink=shrink, kde=kde, kde_kws=kde_kws, line_kws=line_kws, thresh=thresh, pthresh=pthresh, pmax=pmax, cbar=cbar, cbar_ax=cbar_ax, cbar_kws=cbar_kws, shade=shade, vertical=vertical, kernel=kernel, bw=bw, gridsize=gridsize, cut=cut, clip=clip, shade_lowest=shade_lowest, levels=levels, bw_method=bw_method, bw_adjust=bw_adjust, data2=data2, warn_singular=warn_singular, complementary=complementary, a=a, order=order, orient=orient, edgecolor=edgecolor, linewidth=linewidth, saturation=saturation, width=width, dodge=dodge, fliersize=fliersize, whis=whis, scale=scale, scale_hue=scale_hue, inner=inner, split=split, k_depth=k_depth, outlier_prop=outlier_prop, trust_alpha=trust_alpha, showfliers=showfliers, linestyles=linestyles, join=join, errwidth=errwidth, capsize=capsize, errcolor=errcolor, x_ci=x_ci, scatter=scatter, fit_reg=fit_reg, logistic=logistic, lowess=lowess, robust=robust, regplot_logx=regplot_logx, x_partial=x_partial, y_partial=y_partial, truncate=truncate, scatter_kws=scatter_kws, marker=marker, dropna=dropna, label=label, zorder=zorder, color2=color2, markersize=markersize, explode=explode, colors=colors, autopct=autopct, pctdistance=pctdistance, shadow=shadow, labeldistance=labeldistance, startangle=startangle, radius=radius, counterclock=counterclock, wedgeprops=wedgeprops, textprops=textprops, center=center, frame=frame, rotatelabels=rotatelabels, normalize=normalize, norm_x=norm_x, norm_y=norm_y, treemaps_pad=treemaps_pad, bar_kwargs=bar_kwargs, text_kwargs=text_kwargs, bubble_spacing=bubble_spacing, showmeans=showmeans, meanprops=meanprops, text=text) else: raise Exception('Unknown plot argument!') return ax \ No newline at end of file diff --git a/grplot/features/text/check_text.py b/grplot/features/text/check_text.py index 6a1d43b..2c06646 100644 --- a/grplot/features/text/check_text.py +++ b/grplot/features/text/check_text.py @@ -1,56 +1,56 @@ from grplot.features.text.text_type import text_type -def check_text(plot, df, x, y, ax, ci, cumulative, multiple, text, xtext, ytext, sep, xsep, ysep, add, xadd, yadd, text_fontsize, xaxislabel, yaxislabel, axes): +def check_text(plot, df, x, y, ax, ci, hue, multiple, text, xtext, ytext, sep, xsep, ysep, add, xadd, yadd, text_fontsize, xaxislabel, yaxislabel, axes): if plot in ['pieplot', 'treemapsplot', 'packedbubblesplot']: if x is not None: if xtext is not None: if xsep is not None: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=xtext, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=xtext, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=xtext, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=xtext, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=xtext, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=xtext, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=xtext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=xtext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: if xsep is not None: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=None, axes=axes) else: pass if y is not None: if ytext is not None: if ysep is not None: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=ytext, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=ytext, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=ytext, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=ytext, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=ytext, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=ytext, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=ytext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=ytext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: if ysep is not None: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=None, cumulative=None, multiple=None, axis=None, text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=None, hue=None, multiple=None, axis=None, text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=None, axes=axes) else: pass else: @@ -58,50 +58,50 @@ def check_text(plot, df, x, y, ax, ci, cumulative, multiple, text, xtext, ytext, if xtext is not None: if xsep is not None: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=xtext, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=xtext, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=xtext, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=xtext, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=xtext, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=xtext, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=xtext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=xtext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: if xsep is not None: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=text, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=text, sep=xsep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=text, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=text, sep=xsep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: if xadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=text, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=text, sep=sep, add=xadd, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='x', text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='x', text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=x, axislabel=xaxislabel, axes=axes) else: pass if yaxislabel is not None: if ytext is not None: if ysep is not None: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=ytext, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=ytext, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=ytext, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=ytext, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=ytext, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=ytext, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=ytext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=ytext, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: if ysep is not None: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=text, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=text, sep=ysep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=text, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=text, sep=ysep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: if yadd is not None: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=text, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=text, sep=sep, add=yadd, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: - text_type(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis='y', text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) + text_type(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis='y', text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=y, axislabel=yaxislabel, axes=axes) else: pass return ax \ No newline at end of file diff --git a/grplot/features/text/text_def.py b/grplot/features/text/text_def.py index 89c9609..8696abe 100644 --- a/grplot/features/text/text_def.py +++ b/grplot/features/text/text_def.py @@ -5,10 +5,10 @@ from grplot.features.sep.text_sep.text_sep_type import text_sep_type -def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_fontsize, naxislabel, axislabel, axes): +def text_def(plot, df, ax, ci, hue, multiple, axis, text, sep, add, text_fontsize, naxislabel, axislabel, axes): if plot in ['histplot', 'barplot', 'countplot', 'paretoplot']: # check ci - if (ci is not None) or (multiple in ['fill', 'stack']): + if (ci is not None) or (multiple == 'fill') or ((hue is not None) and (multiple == 'stack')): if 'o' in text: text = text.replace('o','i') elif 'h' in text: @@ -19,14 +19,6 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ pass else: pass - # get patches - if cumulative is not None: - if cumulative == True: - text_patches = ax.patches[len(ax.patches)//2:] - else: # cumulative == False - text_patches = ax.patches - else: - text_patches = ax.patches # get patches height and width data list_height = numpy.array([p.get_height() for p in ax.patches]) list_width = numpy.array([p.get_width() for p in ax.patches]) @@ -65,7 +57,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ if (list_height.size != 0) and (list_width.size != 0) and (numeric == True): if axis == 'x': if text in ['h', 'h+o', 'o+h']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if width != 0: width_sep = text_sep_type(plot=plot, df=df, num=width, sep=sep, axislabel=axislabel, axes=axes) @@ -80,7 +72,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ else: pass elif text in ['v', 'v+o', 'o+v']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if width != 0: width_sep = text_sep_type(plot=plot, df=df, num=width, sep=sep, axislabel=axislabel, axes=axes) @@ -95,7 +87,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ else: pass elif text in ['i', 'i+v', 'v+i']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if width != 0: width_sep = text_sep_type(plot=plot, df=df, num=width, sep=sep, axislabel=axislabel, axes=axes) @@ -110,7 +102,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ else: pass elif text in ['i+h', 'h+i']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if width != 0: width_sep = text_sep_type(plot=plot, df=df, num=width, sep=sep, axislabel=axislabel, axes=axes) @@ -128,7 +120,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ pass elif axis == 'y': if text in ['h', 'h+o', 'o+h']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if height != 0: height_sep = text_sep_type(plot=plot, df=df, num=height, sep=sep, axislabel=axislabel, axes=axes) @@ -143,7 +135,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ else: pass elif text in ['v', 'v+o', 'o+v']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if height != 0: height_sep = text_sep_type(plot=plot, df=df, num=height, sep=sep, axislabel=axislabel, axes=axes) @@ -158,7 +150,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ else: pass elif text in ['i', 'i+v', 'v+i']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if height != 0: height_sep = text_sep_type(plot=plot, df=df, num=height, sep=sep, axislabel=axislabel, axes=axes) @@ -173,7 +165,7 @@ def text_def(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_ else: pass elif text in ['i+h', 'h+i']: - for p in text_patches: + for p in ax.patches: left, bottom, width, height = p.get_bbox().bounds if height != 0: height_sep = text_sep_type(plot=plot, df=df, num=height, sep=sep, axislabel=axislabel, axes=axes) diff --git a/grplot/features/text/text_type.py b/grplot/features/text/text_type.py index be746cd..aa8a478 100644 --- a/grplot/features/text/text_type.py +++ b/grplot/features/text/text_type.py @@ -3,7 +3,7 @@ from grplot.utils.arg_axis_ax_type import arg_axis_ax_type -def text_type(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text_fontsize, naxislabel, axislabel, axes): +def text_type(plot, df, ax, ci, hue, multiple, axis, text, sep, add, text_fontsize, naxislabel, axislabel, axes): if plot in ['pieplot', 'treemapsplot', 'packedbubblesplot']: text = arg_ax_type(arg=text, axes=axes) else: @@ -11,7 +11,7 @@ def text_type(plot, df, ax, ci, cumulative, multiple, axis, text, sep, add, text if text is None: pass elif type(text) in [str, bool]: - text_def(plot=plot, df=df, ax=ax, ci=ci, cumulative=cumulative, multiple=multiple, axis=axis, text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=naxislabel, axislabel=axislabel, axes=axes) + text_def(plot=plot, df=df, ax=ax, ci=ci, hue=hue, multiple=multiple, axis=axis, text=text, sep=sep, add=add, text_fontsize=text_fontsize, naxislabel=naxislabel, axislabel=axislabel, axes=axes) else: raise Exception('Unknown text argument!') return ax \ No newline at end of file diff --git a/grplot/setting.py b/grplot/setting.py index 43b11d8..a5cc033 100644 --- a/grplot/setting.py +++ b/grplot/setting.py @@ -32,7 +32,6 @@ def setting(plot, size, ci, multiple, - cumulative, sep, xsep, ysep, @@ -72,7 +71,7 @@ def setting(plot, if plot is None: pass elif type(plot) == str: - plot_, hue_, size_, ci_, multiple_, cumulative_ = plot, hue, size, ci, multiple, cumulative + plot_, hue_, size_, ci_, multiple_ = plot, hue, size, ci, multiple tick_fontsize, \ legend_fontsize, \ text_fontsize, \ @@ -160,15 +159,15 @@ def setting(plot, yaxislabel=yaxislabel, axes=axes) for plot in plot_.split('+'): - ci, cumulative, multiple = map(arg_plot_ax_type, (ci_, cumulative_, multiple_), numpy.hstack([plot]*3), numpy.hstack([axes]*3)) + ci, hue, multiple = map(arg_plot_ax_type, (ci_, hue_, multiple_), numpy.hstack([plot]*3), numpy.hstack([axes]*3)) check_text(plot=plot, df=df, x=x, y=y, ax=ax, ci=ci, - cumulative=cumulative, - multiple=multiple, + hue=hue, + multiple=multiple, text=text, xtext=xtext, ytext=ytext, diff --git a/setup.py b/setup.py index c23c7c1..1caddad 100644 --- a/setup.py +++ b/setup.py @@ -1,7 +1,7 @@ from setuptools import setup DISTNAME = "grplot" -VERSION = "0.7.1" +VERSION = "0.7.2" MAINTAINER = "Ghiffary Rifqialdi" MAINTAINER_EMAIL = "grifqialdi@gmail.com" DESCRIPTION = "grplot: lazy statistical data visualization"