diff --git a/dr_explainer/__init__.py b/dr_explainer/__init__.py index d592c5d..0346961 100644 --- a/dr_explainer/__init__.py +++ b/dr_explainer/__init__.py @@ -1 +1,2 @@ -from .explainer import ClusterShapley \ No newline at end of file +from .explainer import ClusterShapley +from .plot import beeswarm \ No newline at end of file diff --git a/dr_explainer/plot.py b/dr_explainer/plot.py new file mode 100644 index 0000000..4bf13af --- /dev/null +++ b/dr_explainer/plot.py @@ -0,0 +1,54 @@ +import shap +import numpy as np +import matplotlib.pyplot as plt + +def beeswarm(klass, shap_values, data, cluster_labels, feature_names, color_polyline='black', + alpha_polyline=0.1, max_display=10, order_p=shap.Explanation.abs.mean(0), + clustering=None, cluster_threshold=0.5, color=None, + axis_color="#333333", alpha=1, show=True, log_scale=False, + color_bar=True, plot_size="auto"): + """Create a SHAP beeswarm plot, colored by feature values when they are provided. + + Attention: This is an adaptation from the original SHAP beeswarm plot. + + Here, we use polylines to investigate the SHAP values for the clustering assignments. + + Parameters + ---------- + klass : int + The clustering label + shap_values : np.array + This is a (k, n, m) matrix with SHAP values + data : np.array + The matrix used for explanation + cluster_labels : np.array + The respective clustering labels for "data" + max_display : int + How many top features to include in the plot (default is 20, or 7 for interaction plots) + plot_size : "auto" (default), float, (float, float), or None + What size to make the plot. By default the size is auto-scaled based on the number of + features that are being displayed. Passing a single float will cause each row to be that + many inches high. Passing a pair of floats will scale the plot by that + number of inches. If None is passed then the size of the current figure will be left + unchanged. + """ + values = shap_values[klass][cluster_labels == klass] + feature_order = shap.plots._utils.convert_ordering(shap.Explanation.abs.mean(0), values) + order = shap.plots._utils.convert_ordering(order_p, values) + + num_features = min(max_display, values.shape[1]) + values[:,feature_order[num_features-1]] = np.sum([values[:,feature_order[i]] for i in + range(num_features-1, len(values[0]))], 0) + + values_ord = values[:, order] + indices = np.arange(num_features).astype(int)[::-1] + for i in range(values_ord.shape[0]): + plt.plot(values_ord[i][:num_features], indices, color=color_polyline, alpha=alpha_polyline) + + c_exp = shap.Explanation(shap_values[klass], data=data, feature_names=feature_names) + shap.plots.beeswarm(c_exp, max_display=num_features, order=order_p, + clustering=clustering, cluster_threshold=cluster_threshold, color=color, + axis_color=axis_color, alpha=alpha, log_scale=log_scale, + color_bar=color_bar, plot_size=plot_size, show=False) + + \ No newline at end of file diff --git a/notebooks/example.ipynb b/notebooks/example.ipynb index 2fbd511..20175d3 100644 --- a/notebooks/example.ipynb +++ b/notebooks/example.ipynb @@ -4,38 +4,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "C:\\Users\\wilso\\Anaconda3\\envs\\ia-tools\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" - ] - } - ], + "outputs": [], "source": [ "import shap\n", "import random\n", @@ -76,7 +45,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "Embedding a total of 2 separate connected components using meta-embedding (experimental)\n" + "WARNING:root:Limited tf.compat.v2.summary API due to missing TensorBoard installation.\n", + "WARNING:root:Limited tf.compat.v2.summary API due to missing TensorBoard installation.\n", + "WARNING:root:Limited tf.compat.v2.summary API due to missing TensorBoard installation.\n", + "WARNING:root:Limited tf.summary API due to missing TensorBoard installation.\n", + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] } ], @@ -95,7 +68,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -104,14 +77,12 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -161,27 +132,23 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "43d8872916ae4dbd8135c07cbe0c6bc6", + "model_id": "8f5110793b244183a0fbff3489c955e1", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=30.0), HTML(value='')))" + " 0%| | 0/30 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "shap.plots.beeswarm(c_exp)" + "from dr_explainer import beeswarm\n", + "\n", + "klass = 0\n", + "beeswarm(klass, shap_values, to_explain, clustering_labels, data.feature_names)" ] }, { @@ -302,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -318,29 +280,27 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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/uuD8Vv+lFkkH/fbqw0/GnkpWblaLo1aGX3JiYoryULuD3Dl3vXOu0Dk3GDgb+KtzbmS7K5Nm/WP5MvZ+5S/cMvMZelRVYzSEd3NfqAPy6uo467vfY97NNyamUJEOYtQtZ3P7X8bxw/O/F/NBZtceeezRs1uCK2s/jSNPUe+vLOXKF19qcRYnfLUpyraw71FVzYm3TSD05JPxLFGkwznk2AP59WOXce3jl5OVu/PMzazcLM6/5eyUWCRrV54GuXPu7xpDnhh98ro0uyjWjqL9tcwMh7Fx47wtSiRFHHvG0Vw79XL6DGp4Xtejb3cu/cN5nPLL1BmpsiNLRl9pUVGRKynp+NsndWQbg9XUFBbSv4UZms1NDnJmWDNrT4h0BpFIBF8rZ0Qnm5ktcM4V7Xo8NaqXJnrk5FJ7yy0EM2Mv7ONoWOkwFhs4MA6ViaSWVAnx5qT+J+hE6sJh5ixexP/97Q0eKZlP11EXsPT2CYRj9OmF8rsTvPtu6qKMG3eZmTB+fLxLFpEESJ2Bkp3c1tpafvLsUxz+5l+58sWX6F+xiTU98vlg1Cj652SzZ3WwyWsiEUf/Sy7FdelK/RVX4G+cBWp77ondd592CBJJE+ojTxF3vfNPVk9+hFtnztpppEowM0BWXSjqP63UBy6SXmL1katFniJeWrKYGXNebjLcMKcuRL3Poq6tEiksRJPxRdKf+shTRKbfH3O4oT/imixyEwFe2X8/QuFw3GsTkeRSkKeIsw85lNUxFshyNP0ifcAJb73FwnvHE6l8gMiGc4hsvh4XWhzvUkUkwRTkKeLcw4Yyb9R5BHdZICtaiG+TUxfi0HvGw7Q7sCFPY/m3w96H4p7QRCCRdKIgTxEBv5+L776H9ffdS2W/fjgzKpoZI76NrazDxq7EyuoxB1YWgstux83QumYi6UJBnmIG/PIyuqxaBeEw1ZlZLW7phh8suPODUAtG4Ibr4lajiCSWgjxF1UciMXcH2sYBxHrWWbrK65JEJEkU5CnKzKjIbX5PwW2rHUY9p+n5ImlD48hTzH/WruH9laVsqa1lVBuX23S5OZim54ukDQV5iog4x1V/mUv2M7O4es7L9KuoaLl/fAcOwAwbOLAhxDU9XyRtKMhTxJzFi8h+5llunvlMqzaT2FVtQQHZZWVxqExEkk1BHkdLNqzntc+X8m7ZCj7buIFuWVmMPuJIfnrQIbu9C8kzn/yXSXNa3hFox92AdjzmO/nk3Xo/EUkdCnKPbK6p4aUln7Kuqoqi/v15afGnuJkzuHrOy1xWsWl7sIZ9xtsnncRxc1/erftHnIs5RX9bt8naHvkEgsEmKyEawLx5u/uRRCRFKMg98PGa1cy8/rdc+eJc+lVUsDo/n0MPOoCfzC9p0oLOiDiOfXkeM799DH887xxGHX4EFx1RhL+Fxe3PPPBgVufnUxBlyGFtQQF3DT+J82c9R58oy9kCBFaubPsHFJEOTcvYtpNzjpsvuYjfPPHkTqEdoeUd7R2wOj+ff106mrMm3N7s+9RHIjw29hrOffAhcuq+ep/67GxmHfl1Tn9vfvPdLoMGwbJlrflIItJBaau3OPmiYiMXPze7SYi29AdrjdcUVFRwyl1/4N07bmfygg94p3QF0f7nmuHzMfrueyiddBdb+vTBmREeMIDZ11zNd/63sNkQ125AIulNQd5OX27aRP8WZli2JCcU4sgbxnFR0VEMHjKEe68cQzBKMJsZ+115Jd3WrMEiEfwrVjD7iCEtzvCkSxcNNxRJYwrydlhbWcl7dzTfJdJaGZEIPqD/xgoufWQKb4y/tVWvK+pfEHN52+3a+T8aEenYFORtVFtfz8O/uoprHi9u9cScbf3iLckJhSi6/8FW3fOcw4fywOmnUr3L8rY70nR8kfSmIG+j179YyugXmvaNN6ciL5e6FkanbNNn48ZWXdcrN4/L7rmPWVdfwca83Cb/o3C5ueofF0lzCvI2envFcvpubH2XRTAQAAdZrdwMeUuf3q2+94A99uD8O++mR2UVdcXFhAoLcWYwaBA2ebL6x0XSnIK8DRatL+fPixfFXH1wWxdK2OcjAmzq05uPbr2Z7tXVMa/fUTAzk7pbWtdHvqusc88lUFqKRSINww0V4iJpT0HeBg/Of4+T3v+ArrV1Tc7V+f1EnnwScw5/OIzPObqvWcu+V1wV86FkTbdubO7TBwfU+3xk1dURuu46/npb28JcRDoXBXkbLFpfzq/nziMzyg711q0b/pEjmxzvmZvLv68Y02TPzZrMTEL33MOEk35AMBDYPnqloKKCb95yKysefiheH0NE0oSCvA3237NnzHVPMjZFPw4w/KabWXL7RMp79iQCbO7Th8jkR3jpyCO48sW5TR6c5oRCdLv5Zi9LF5E0pCBvgzFHfSNmN0lzQ/3CzrFkw3rqGlvyVXV1PPzB+yy4666Yk4r2WFfe/oJFJK1p0aw2OKhXb5becjM1vx5Ldt1X/eQuN7fZnXdeuvH/GD7pbnIaW979KyoY8/BkzCzmWPSa/v1ofkM3Eens2h3kZjYAmAb0pWGtqMnOufvae9+Obp8xV0B+D9wNN2ClpRBl551gKMTM/33MvM+W0CUzkwkPPrQ9xLdpbjhibVYWWXfcGbfPICLpod2rH5pZP6Cfc+7fZtYVWACc7pxbGOs16bT6YSy19fWcMWsmB7/2OlfNmUv/xjXJd2cWKNOnYxo+KCKNYq1+2O4WuXNuNbC68ddbzWwRUADEDPLO4MXFizj4tTfavDUbAwcqxEWkVTx92Glmg4GhwPtRzo02sxIzKykvT/8HeH9b9gVXtWJrtmjCOTnYhAlxqEpE0pFnQW5mXYDngaudc1t2Pe+cm+ycK3LOFfXq1curt+2weuXmxRyiGM222aCb+vSm6oEHNCNTRFrNkyA3swANIT7DOfeCF/dMdb849PCWl5fdwba+86q6EBPf/gefb9wQn8JEJO20O8itYTv4x4BFzrk/tL+k9DHtZz9psrxsKCMj5lK2RsOMzt9Pf4pXb9VEIBFpHS9a5McA5wDHm9lHjT9+5MF9U1bZls389NmnWFtVSTCQsb3bpLJbNxbfeScVubnNvj43FOK04ukJqVVEUl+7g9w597ZzzpxzhznnhjT+mOdFcanq0X+XcOJ785nw9HPsWR3cPuzQHwxS2K0bL4+5rMmaK7tqcfs2EZFGmtkZB/9Zt5Y/vvRy1LVT7MYbGVlayvKBg+hx2210XbM26tjyLX160z0x5YpIitNaK3FwYM9eMUesZK1ahZkx+PIxdFu9hlBxMbVZmTtdU5uVSd6kuxJRqoikAQV5HFw49Ous6dG6RbUyzz2XrMembt/VJ1RYSNZjUwmcc04iShWRNKAgj4O983tQd+ut1GTu3NKOuX/miBHbd/UJlJZqDLmI7BYFeZwMvuxysqdOxQ0cqP0zRSSu9LAznkaM0HopIhJ3apGLiKQ4tcg95iJboeYViGyAzCIIFNEw+VVEJD7UIveQq/sY96dDYf+R0O0y+NoxuCnfw7n6qNeHIxH+vuxLpn38IfNXltHeteFFpHNSkHvEuQjusbOwsSuwshDmaPj56rdwj1/d5Pryqiom/HI0+33964wccgSFhx3GvVeOobota5eLSKemIPdK/RJswpdYcOdWtQUdduPUJpe/dONv+W1xMf03VuAD+m+s4NJHpmixLBHZbQpyj9SFw7AyRmt6ZRBX+w6R9acSWXMQ4bXf5PzHHiKzducul5xQiKMffCgB1YpIOlGQe+TR/24m0t0f/WR+Dq7iUpg1HzvyM3x938M2Re8P77tRi2WJyO5RkHvk+YWLqKyLsaJhTRBeWIeNXYeV1Te7CfPm3r3jVaKIpCkFuUcc0LWqJvrJarDflTfpP492j4zbb/e8NhFJbwpyj5x54EFs6d0l6jkDqIi0fJMeuXQdNcrTukQk/SnIPTL6sDwyT8yOuY1bS5wB9z3gZUki0kkoyD3gIhUEpp5KzgsbYvZ9k5eJy2lmhqcDG6nWuIjsPgW5B1xwDjZxVbN94OHMAO7+n+NiDGyxQYPiVJ2IpDsFuRfCpbHHkDfyV1RhoybjHjiiScvcGbhh34pnhSKSxhTkHrDAUChofjPlsM8wXx6Megh31h4NfeLbXu+Aac/gZkyPb6EikpYU5F7IPhE37sBm+8B9kcZul+Az2JuVDeG9AwtG4IZr41ikiKQrBbkHzDKx0f/C3f+zmH3gwX79Gn4R2Qwro6+GSOna+BQoImlNQe4R83XBd+FTUDydUHb2Tufqs7PJmzSp4brsk2J3wwwojHeZIpKGFOQesxEjCDz66Pa9Ot3AgWQ8+uhXe3XmnIr73dCmDzxzMrEJE5NQsYikOgV5PIwYgS1fjkUi2PLlu2y4HIDzH8TddxKuMKdhxMqAPWHKo9qYWUTaRFu9NcO5WlzVdKiZAxbAcs6GnDMwi9ER3uL96hpWQXz6DWziaiirBz9QugGuuwgX2YCd03QTChGR5qhFHoNz9biNI2HaTdjQeViv52H/X+CmnNz2e1Y9AU+/jo0t+2oVxHDDWixWVgcXXoObMcOrjyAinYSCPJbav8Ez72NjVzaE7vat217DTZvUtnsGn8Umrok5A9RCDq66tB1Fi0hnpCCPwdW9j01cHXXrNn53RxtvWh976OE2Gyrbdm8R6bQ6XZA7V4urX4aLtBCYvj6xQ7dsY9vePGc4FOixhIh4q9MEuXOOSOVk3MP7wl77QUZX3MDuuBnTol5vOac1M957QJtqsLxLcNf3a36p2x45bbq3iHRengS5mQ0zs8VmttTMrvPinl5zwT/DtNsaHzSGGvq8SzfDxRdClAeM5u8Nt/0Ol7PzH5HLzcYmTGhjETVA7K4VB3DffW27t4h0Wu0OcmsYi/cgcBJwEPBzMzuovff1XNXDMfq863FXXoRzTQPWzvs/mFKMG9h/++Qem9yO8d71C7GJ62OvWd6jOzby4rbdW0Q6LS86bI8CljrnvgAws6eB04CFHty7TVy4HGrfaHi4mH081Jc1LjUbozW8sQb3+IXYBcVNTtmIkTBipDeF+frEXO7WAfZH7RAkIrvPiyAvAEp3+H0ZcPSuF5nZaGA0wMCBAz1426+4mr/iqh6E8Brw9YVZ72ETyxtCsyADd0IX7M1KYnVOG8CNT0OUIPeSBfbHFeRAWbDpyR7dNbNTRNrEiz7yaD0FTSLTOTfZOVfknCvq1auXB2/bIFI1Ezf1fGzIHKzvO9h+f8auXvVVP3hZPVa8afsEnJjK6nCRLZ7VFdPEe3E5O88MdblZao2LSJt5EeRlwI7DOAqBVR7ct0XOhaD4hq9mSjqwigi2S+9FswG+4/2euNLzGndlI0djU4pxAwt36Hd/TK1xEWkzc66t+7433sAsA1gCnACsBD4AfuGc+yTWa4qKilxJSUm73hcgUj0X2/8MrKyFSTat5AqzYPl6zNfFk/uJiHjJzBY454p2Pd7uFrlrGO4xBngVWATMai7EvRLZcgdcNqJh4SmvlNXiHjkCF17j3T1FROLMk2mGzrl5wDwv7tUakfAGuHICVryl1d0mrWEAv16KyxiFXfyKh3cWEYmf1JzZWf00Nt3bEN/Ggg675c043FlEJD5SM8jND+H23ybm04EYY71FRDqilAxyy/lxw4YM7b5RjOOF3T24uYhIYqRmkPt74UYd06RFvTvjb1wA3MVnNl1LJccPE//Q7hpFRBIlJYMcwDflbdzos3F+wwHO78Md1xUXo6XecE3jtQO6wWP34HvkeZgyDTewb+OY7n4wpRgbMSqBn0REpH3aPY68LbwaRw6Nk4IiG3HWBcpPxPq9i0X5SM4Mi0Q8eU8RkWSI2zjyZHHOEal6rGF98cGFmL8LVvBu7P6VAf0SWp+ISKKkbpAHn4Pim7GxK5psZNzkWoD1q3DFv0tskSIiCZCyQR5rffFoDLBq4OLxuBnT416aiEgipW6Qh8tb3sh4FxYCbuiQGxiJiLRZ6gZ5xn5t28i4NCELM4qIJEzqBnne+bgTcndr7DiAebyphYhIsqVskFt4FfZmdcyHm9EC3gUCMH58nCsTEUmslA1yiMTuIzdwU07F5fu3h7rr0QN7/HFt4CAiaceTZWyTIvvEhj7yaOuR57ct9HEAAAadSURBVOfiu+hFuCjxZYmIJFoKt8jBnZAXvY98UzVu2p2JLkdEJClSNshd9SzszaqofeQWAX43MdEliYgkRcoGOZGK5seRl21KXC0iIkmUskFu2Sc0P45ca6uISCeRskHu6jfEHEfuAj5swqSE1yQikgwpGeTOOZj2f9isrTv1kTvA5fmwx6dpmKGIdBopGeS4KmziiiYLZhlAvl8hLiKdSmoGueXGftCpjZNFpJNJySA380HhntFPFvZObDEiIkmWkkEO4Cbc3bBR8o7HDBh+enIKEhFJkpQNck5dhzurW0N4NzIHPPE4zJiRtLJERBItdYM8+DT25tYmGy1bMATjxiWnJhGRJEjdIHfBmA883YoVCS5GRCR5UjfIMw6NObNTm0eISGeSwkE+OOrMTgfwox8loSARkeRI3SCvew+bU9lk9UMD3LRHk1GRiEhStCvIzWySmX1qZv8xs9lm1t2rwprjXAie+xIqItEvqArhZkxLRCkiIknX3hb568AhzrnDgCXA9e0vqWXusV9gY8uirkUOjVP1b7guEaWIiCRdu4LcOfeac27b0JH3gML2l9TSe4awm19sss5KEytWx7sUEZEOwcs+8guAV2KdNLPRZlZiZiXl5eVtfhNXeT+UtWI9FX/qdv+LiOyOFjdfNrM3gL5RTo1zzr3YeM04oB6IOaXSOTcZmAxQVFTUQnM6xj3C5fDk3Y1PNFu4OByj/1xEJM20GOTOue83d97MzgOGAyc459oU0K1WNx+bWN5kNmf0wiAy9Xxs1OOYxepNFxFJfe0dtTIM+C1wqnOu2puSmuHbo9XL1JoDu7QY98Q1cS5KRCS52tuR/ADQFXjdzD4ysz95UFNsmd+AgsxWX24hsLEPxLEgEZHka++olX2ccwOcc0Maf1zqVWHRmGXA+NtwOTuX3WxPy8Z63IzieJYlIpJUKTe0w869FqYU4wb2xZnh8pvv5m8YU35DQmoTEUmGlAtyABsxElu+GkJrIc9iTgzarlRjykUkfaVkkG9n/lY9/NRqiCKSzlI6yM3XAwpymr3G5ebA+PEJqkhEJPFSOsgBmHB704ef1vgAdNAgbPIUGDEiKaWJiCRCyge5nXMlTJmKG9C7IcAH9oUnp2POwbJlCnERSXstzuxMBTbiPBhxXrLLEBFJipRvkYuIdHYKchGRFKcgFxFJcQpyEZEUpyAXEUlxCnIRkRSnIBcRSXEKchGRFGfx3p0t6pualQPLE/7GidMTWJ/sIpJAn7tz6YyfO9mfeZBzrteuB5MS5OnOzEqcc0XJriPR9Lk7l874uTvqZ1bXiohIilOQi4ikOAV5fExOdgFJos/duXTGz90hP7P6yEVEUpxa5CIiKU5BLiKS4hTkHjKzn5rZJ2YWMbOiXc5db2ZLzWyxmf0wWTXGm5ndZGYrzeyjxh8/SnZN8WJmwxq/z6Vmdl2y60kUM1tmZv9t/H5Lkl1PvJjZVDNbZ2b/2+FYDzN73cw+a/w5P5k1bqMg99b/gDOBt3Y8aGYHAWcDBwPDgIfMzJ/48hLmHufckMYf85JdTDw0fn8PAicBBwE/b/yeO4vvNX6/HW5MtYeeoOG/1x1dB7zpnNsXeLPx90mnIPeQc26Rc25xlFOnAU8752qdc18CS4GjEludeOwoYKlz7gvnXB3wNA3fs6QJ59xbwMZdDp8GFDf+uhg4PaFFxaAgT4wCoHSH35c1HktXY8zsP43/NO0Q//SMg872ne7IAa+Z2QIzG53sYhKsj3NuNUDjz72TXA+QJpsvJ5KZvQH0jXJqnHPuxVgvi3IsZcd9NvdnADwM3ErD57sVuBu4IHHVJUxafae76Rjn3Coz6w28bmafNrZeJUkU5LvJOff9NrysDBiww+8LgVXeVJR4rf0zMLMpwNw4l5MsafWd7g7n3KrGn9eZ2Wwaupk6S5CvNbN+zrnVZtYPWJfsgkBdK4kyBzjbzLLMbC9gX2B+kmuKi8a/3NucQcMD4HT0AbCvme1lZpk0PMyek+Sa4s7M8sys67ZfAz8gfb/jaOYA5zX++jwg1r/CE0otcg+Z2RnA/UAv4GUz+8g590Pn3CdmNgtYCNQDlzvnwsmsNY7uNLMhNHQzLAMuSW458eGcqzezMcCrgB+Y6pz7JMllJUIfYLaZQUN+zHTO/SW5JcWHmT0FfBfoaWZlwI3A7cAsM7sQWAH8NHkVfkVT9EVEUpy6VkREUpyCXEQkxSnIRURSnIJcRCTFKchFRFKcglxEJMUpyEVEUtz/Az0xwz5IxZTgAAAAAElFTkSuQmCC\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -396,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -416,29 +374,22 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cb5dc5266bb2413f8dfa4bd101e4ec9a", + "model_id": "2739aa8d6ca24c619936932976ea530a", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=30.0), HTML(value='')))" + " 0%| | 0/30 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "c_exp = shap.Explanation(shap_values[0], data=to_explain, feature_names=data.feature_names)\n", - "shap.plots.beeswarm(c_exp)" + "klass = 0\n", + "beeswarm(klass, shap_values, to_explain, kmeans.labels_[sample], data.feature_names)" ] }, { @@ -486,30 +442,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "##### Left cluster" + "### Left cluster" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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6mmg0ygsvvMC1117LLbfc0qPQ6S0tLS3MnTuXfD7PaaedxsiRI2loaGDhwoWsWLGCRx99FJfLVfaaG2+8EYvFwgUXXEA+n+cvf/kL11xzDc8880yZ6Lnuuut48803OeKIIzjssMNob2/n1ltvZeTIkWXjXXzxxXi9XpYuXcoPf/hDfD4fAPvuu2/ZeVdeeSV+v5958+YRiUR4/PHH+f73v8+iRYtwOrvUqOuCLmh6EifxeJxLLrmEtWvX8s1vfpPZs2dTLBZZtWoVb731lhAcpfOora3l0ksvpaGhgb/+9a/86Ec/4vjjj+e5555j5syZWCwWnnzySa677jqefvrpbu/5G9/4BtDpXRmugiP63Npux4JPf4klkigTGwBapoiCYbM20CgTGwD5tjTtr2+k6qSxpFe0lYkNAC1VwISRAkYA7OS6lc1Iv7wOYzDabV6ppz/bbsGRfu7jMrEBUFy6Gi2aRvF2igP1uY+7va7w3EdYtiA4Uo2pMrEBoGZVWpY2M27Obp0HnuuhaMJzK7ZPcCxfXS42ANpj8PbncPy+8MGacrEBEIzDmyvhxP23OvT6pS3dj73WMuwFR9u6VJnYAMgmi2z4KMoehwcGaFaDk4+Wd2/G+dHyhBQckkHF81+o3Y49t6r7scVfqt3FBoCmCZFRSqnYgM7esYtXq+xdaeztVAcVMsJRzk4Jjkgkwl//+lex8J49ezZz5szh9ttvZ9q0adjtdrLZLDfffDOTJk3innvuEdGMWbNmsfvuu/OHP/yBFStWMGXKFI455hiWLVvGhx9+yPTp07td75JLLuGKK64oOzZnzhzOO+88/vznP/ep4LjtttvI5/M8/vjj1NTUiOPHH388c+fO5fHHH+e73/1u2WsqKir4wx/+IMLhU6ZM4cILL+SZZ54R837nnXd48803OeWUU5g/f7547QknnMAFF1xQNt4hhxzCf/7zH5YuXcoxxxyzxUjNXnvtxXXXba6GsNtuu3HdddexZMkSZs2atdX3uXZt5+K368If4O6772bt2rVcf/31ZQISQFW732z23Xdfrr32WvG7oig89thjBINBnnrqKRwOBwBTp07l3HPP5dlnn+XKK68sG0Ofhz6vwUAoFMLpdGK1du5oJxIJNE3D7XYDkMvliMfjBAKbF1PNzc3U1dX1+Lu53kk2miu7RtSSxqh09+lsb0m9tKvAf/7zH+ptgc4dpC4vUktufMWerFsVVnIVpm7PRB0FlI4OXC4XNput2/tqaWmhpqam8998rYuuFNxmVm1cx257TsBisUCdB+LlgqlFSeNPJHA6nSiKUv5Z+cwYbAbUTPm/t4KjsPnnane3G1nMZcSlqhi+Sqva4t+jtqL7ZwGE7QqObBZrbUXnF2WXQHCu0kU8GNzq39zk6f5lY6+0iJ/7+t8VdPl7DNA1MOdQDKB1uUW4Apvf+1B4H/19jXQ6jdnavRmnzV4o+32wvw95jeF/jbrut3bqnBrxeLzsGm7SgK37yVvAatTIFsvvk1W2Any1OdYX72MgkYKjnJ1Klps9e3bZLr/L5WLWrFkkEgmRnvTee+8RCoU45ZRTSCQSRCIR8Tj88MPFOduD3W4XP2cyGSKRCJlMhqlTp7Ju3ToSie67Rb0hHo/z9ttvc+SRR2K1WsvmXF9fz8iRI3uc85w5c8pyb/fZZx+cTicbN24Ux9544w2AbuJizz335JBDDunVfLuavadMmQLApk2btvnacLhzd9fj8ZQdV1WVl19+mbFjx3Laaad1e52hh/z4OXPmlP2+336djd9OOeUUITYAdt99d5xOZ4/z83o7d/ZCoVC35wYKv9+/eTFF579z/QYIYLFYym6AQLcbXunvdTcf3Bk7/grTWBeVl+xDxZR67KeX734rB3gorXBh2N2B7fTasnNsp9eijjRRWVlJsdqE7byxZc+bjqpGc2xekqccdnKj7WXn8P194Kr9wb75PM1rwXH1QeRyOUKhEG1tbXi93jLTYG1trfg37zjnQAxTRpUNu+m88WxsbuCDDz6goaEB5cbpZe9dHVuB+eLDiMVitLW1kUwmqa3d/P7MTjN7XVHez8Mz2YNjspNwOIyqqphumAXOzX8f1WMjc+UJtLW1iYpnW/x7jK+Fi48vey51xhTyE2o6N0fGVsP/nFD2fHrmZBJj/WVplT1d49DvfwODefP/E4vPRP3JXorFItD3/66g/O8xUNeoGV3BATNryl6z++F+6iduvu5QeB/9dQ2j0UgwGCQcDnP0NDulFYOdLgOnzNr6mIPlfchrfH2uceG+Rnb3b76eAtxyrLnbNeZO9bBfTZdFdkkKlcmw+We/Da47pDySsV81nDdp88ZEX7yPgUSaxsvZqQjH2LFjux3T058aGhoAWLduHQC33HILt9xyS4/jBIPBHo93JRQKcc899/DGG2/0uCBNJBLd0px6w4YNG1BVlcWLF7N48eIezxkxontaRE9RAo/HQzS6OVWlqakJRVEYPXp0t3PHjBnDO++8s8Pz7ToXPfWq9LpbQr+hdLXyRCIRYrEYBx988HYbGLtGYPQbRU83gK6fy5bmNRzxzZ7Anv/2EXlmDaYqOxXn74nRayGTyWC571Ci0zeQ/28E435elKMryHwYJvtaB1qVEWVaBSa3FefxFSgrM1j29eI+ZQSKQaFQKJDL5bDdMgnL8bUUPgxj+oYP60n1+NryhBduIl/IYzjRQ8JWxPDCJpTmNNrRtbiOHIPBYkF5+TSMi9dhMBtRzpyAWm1H+2qBDJ3/LuLxOE6nE4fDUSY8FYsJxz8vp/CXD1HXBikcOw77aBO25mZisRifffYZrrEuxv59LoG3mzDWejGefxCKBWKxGMVikWg0SjKZxO12iw2GfX40icqDq2h7sxX3BA8Vx1WQzCZJp9Pkcjn83xiJ+dPfwBNvg8GAOucQsINaKIidP4/Hs+V/Uw9cBjOnwvtfUtx/LPEjdqNYKNDR0UEgEMB036Vw6oHw3pfkvzGKyBHj0b7a8Kio6DlCAjDi4ErOfu4Y1rzYiMFmIHCYA5NbIRgMUllZ2aNoHy4cd9kYVra9Q6bFwtGnTuHgGcMzPXJH0LTOHWF9Y0xRFPbZt4IbflPDinfjmEwKBx/hwVshfS6SwYXPprDiEjOP/VelNalx+p4GDqjtfv+ymxXevtDME5+obIxpTNtNYVMcPunQOHKkgT0CCn/5TMVihPP3MVDnUjhpnMLf12iM8Sqcu5eCzTR8vvul0Chnp+5sW1sUdl3IXnHFFey1V8+dh6uqqrZ5LVVVufzyy1m/fj1z5sxh7733xuVyYTAYWLx4MUuWLOkxzWdnmDZtGjNnzuzxudLdBJ0tLSBKF/P9UVLOaOw533F7rqWLk65ld3szzy3NY0fmp4uQrS3khgP2/Sqx71dZfsxux26345tbQSqVIpVKoaoqjsMdZKdUUiwWyeVyFAoFioc5UQ53oVqtpDNprFYrRqNRpCyq36zFfEINBoMBRVFQ6iwEruxc9BWLRTKZDJnzHeTzeTKZDNHGRkwmEz6fD8d39sJsNqMoCsav/k2rqkou15kGZjabicViQng4nU7xN1bsFswXHwyAFdidTkHc1NREY2Mj8XicTwwKjml+Ro8eTb3TjN1kwmazkUqliMfjFAoFwuEwiUQCt9uNzWaj5ogaao7YvGtuz9kJh8MUi0U6OjrwVHpw/vR0oPOmVqVpxGIxkskkyWSSXC5HRUWF+HzKMBjgtIPgtIMwApXFIsFgkEKJ6DDPPAhmHoQZqMhkCIfDpNNpYOv/Vn1jXRx42Z7ic+/o6KBQKBD8Kh1rOIsOc12cnCfJmIOOwmD8en/xZjIZotGoiG7ZbDa8Xi9GoxGXC6afIb0tksGNx6rwvSnb9lY4LQrzJm/5vJ8dVv7cISMMHDJMbW1ScJSzU4Jj3bp1HH300d2OweZd9zFjxgCdN9iDDz54m2NuScSsXr2aL7/8knnz5nXzTjz33HM7OvWtMnLkSBRFIZfLbdecd4QRI0agaRobNmxg993LS2Ru2LCh2/n9vdOvG7M3bdrExIkTxfGKigo8Hg9ffPEFmqbtsoiDnmY1XA3j24PJZMLj8eB2u8lkMqRSKfGczWYjm82Sy+UoFotks1kymQwmkwm73Y7NZsNoNHZbyCqKgsFgoFgsYjQacTqdYiyz2YzNZiOfz9PR0YGmaTidTnw+H1arFZPJhKIoWCwWNE0jm82iaRoWi4VEIkEymcRut+NyuXpc0DscDiZMmMCIESNobGyksbGRZDLJ559/zsaNGxkzZgz19fUiapJIJEgkEuTzeUKhEBaLBY/H0+kB+QqLxUJVVZVIq4xGo2SzWXw+nxBZXq9XpETm83na29vxeDzbLKRgNBqprKwkGAyKz6Q0ZcFms1FRUUEoFNou0VE6biAQoKOjQ7y3QGD4lkDdUvT064QetdNT+4xGI16vF5tt+/PcJRLJUGV43tt7y05try1cuLDMN5FIJHj66adxu93CR3DooYfi9/t59NFHiUQi3cbIZDIkk0nxu55GEYvFyif61QKq65fX6tWrWbZs2c68jW74fD4OP/xw/vnPf/LRRx91e17TNOF92FGOOuooAB599NGy46tWreJf//pXt/N170PXz6OvOPDAAwH49NNPy44bDAamTZvGhg0beP7557u9rr8WEZ988gkAkydvX2Wk4YyiKNjtdgKBANXV1WJBb7fb8Xq9Ir/VYrGgqirxeJyOjg6xwC4VHpqmCbFhNpsxm82YTCYcDgeBQACfz4fT6cTtduNwOMhkMmzcuJGNGzcSDAbJZDJomobBYMBms2G328nn8ySTnalNqVSKts83ELpzGamnPkTLFbq9H7vdzoQJEzj44IMZP348FouFZDLJypUreffdd9m4cSPFYhG3201NTQ0ul0sI/46ODkKhEPn85tKMBoMBv9+P1+tFURQymQzt7e0iEgOd4qC6uhqr1YqmaUSjUUKh0DajoQaDgcrKSvG6UnGhj6t7ONLpdI/3tp4wmUwisqF7Y4brglwXHH0deR4KaJpGIpEQPiJFUXC5XFRXV0uxIfnakCloPLWyyCP/LRLJdN7nckWNZ75Qeei/Kh2p4Xnv05EejnJ2KsLh8/m48MILmTlzJpqmsXjxYlpaWrj++uuFcLDZbMyfP59rrrmGWbNmMXPmTEaPHk08Hmf9+vUsXbqU3/zmN0KgTJo0iaeeeorbbruNww47DJPJxNSpUxk3bhy77bYbjzzyCJlMhjFjxrBx40aeeeYZxo8fz+eff761qe4w1113Hf/zP//DpZdeyvTp05k4cSKqqtLY2Mg///lPpk+f3i3Ssj0cfvjhHH744fzjH/8gFouJsrgLFy5kzz33ZOXKlWU7nnq52rvvvptp06ZhNpuZNGlSjx6S3lBRUcGBBx7IO++8060Px2WXXcby5cu55ZZbeO+994QJfNWqVRQKBX7xi1/0yRxKeeutt9htt92YMGHLfRm+jpRGPbLZrBDpFosFm81GLpcjm82KFCk96qGnPJlMJvL5PMViUaR1WCwWDAaDiGDZbDaKxaJIbTKZTORyOdra2ggGgyLqoY+nL5xyuRzpN1dTcclLGJJ5ckB24ivYXp+Hva77zr/NZmPChAmi1HRDQ0NZxGP06NHU19eLaIQeRdHfl91ux+12i2iK0+nEYrEQDodFGpTH4xF+LoPBQCAQIJlMEovFyGQytLW1UVFR0WNqpI6iKPj9fiKRCOl0WpjU9QiJHukIh8MiCqWnKG4Ns9mM3+8nGAySzWYJh8PdDOjDga9rhCObzRKNRikUOkW31WrF6/X2nM4nkQxTWpMaRzyaZ/VXe7MVtiKLzjJy2auaKIfrtsBLs40cWj88F+RfrzvfttmpO+CVV17JRx99xFNPPUUoFGLUqFE99sM49NBDWbBgAQsWLGDJkiWEw2E8Hg8jR47kW9/6Vllq0bRp01i5ciUvv/wyr7zyCqqqisZ/f/zjH7n99tt54YUXSKfTjB8/nptuuokvvviizwVHbW0tjz32GAsWLOCNN95gyZIlWCwWampqOPLII/nmN7ejxv8WuO2220Tjv/fff5+xY8fys5/9jP/+97+sXLmybBG0//77873vfY9nnnmGX/ziFxSLRW688cY+ExzQWW3spz/9KStXrizz2Xg8Hh566CEefPBBli5dytKlS3E6nYwbN45zzjmnz66v09jYyH/+8x+uueaaPh97uKALg1JxkEqlROQhn8+Tz+dJpVIinSMajWK1Wjv9GQ6H8ILokQCDwYDdbkdRlM6qTyYTLpeLbDYrTK6Zr3wL0WhU5J97vV6RxmW+8z8YkpujD8rnHcTveIP4Dw7D5XKJ8UvRhceoUaPYtGlTt1SrUaNGUVdXh9frxel0Eo/HSafT4uF0OnG5XCJqo6dYpdNpYrEY2WyWiooKEeXpKkyCwaCIEm0prUlRFDFGMpkkGo2iqqooiKBvrOiiQ0/l2hYWiwW/308oFBIV97ZHrAxFvi6Co1gsEovFRCTMYDCI/yMSydeN25cXhdgACGfgO0tUVkY232vjOfh/b6osPWd49N3oioxslLNTncZ1ISDpG66++mpWrFjBG2+8sUWjdX9QLBY599xz2XPPPfslarG9/Pa3v2Xp0qU8/fTTMu1gB9G9HnquuKZpZDIZ4ffQ01qMRiNutxufz4fRaCSTyYiIByAiF0ajsSxqkkqlRIWqTCaDqqq4XC4cDgd+v5/KY/6Kobm8LHVy5njSvzsem80mREzXylalZLNZNm7cSFNTk0hDcTgcjB49mtraWiwWC/l8XogJ6BQEuvDQx02lUkSjUTRNw2g0UlFRUeb/0EoM5dAZcdiiobyEeDwuiis4nc4yYaFHQHp6bmtkMhlRcW9HXjfYyefzPPjgg0SjUc455xxGjRo1rA3yevRM/zrV0xOH83uWSLbGrGfyPLOqfHnpdShE8+WL8DonNF02PKN/DcrmyqwjtesHcCaDA3k3HAD0RWEpn3/+Oe+++y5Tp07dpWIDOhehV199NS+99JIw/e9q2tvbefbZZ7n88sul2OgFuqegpqZGpBvZ7XZ8Ph9+v1+kQRWLRSKRCOvXr6ehoUE0VXI4HChKZ2ndRCJRtpNfVVVFTU0No0ePZty4cYwePRqv10sikaCxsZEvv/ySyH6+bnMyHj9B+B/C4TDBYJDW1lZRArcrVquV3XffXXg8bDabiHgsX76cDRs2UCwWCQQCVFZWChO7niuvN4lyOBxUVVWJ99vR0VFWhU2PQvj9fgwGgzCUl3rJesLtdgtBkEwmCYfDYoGpf9b6c9vrudLTsvTXda0WN5RRFGXYp1Xlcjna29uFwNWLGXi9Xik2JF9rThjb/d//wbXdd/xPGDN8owDSw1HO8JSVg5w//elPrFq1iilTpuB2u1m3bh3PPvssZrOZyy67bEDmdNhhh/H+++8PyLWhszTy22+/PWDXHy7oEYzSCleZTAa3243L5SKTyYj+FdlslqamJpH6EQgERNQjm82Kh57G5fd3NrvLZDIEAgEhTEKhEB+dGWC/xhiB/8ZQzQay5+2N4ex98BoMwoQejUYxGAzCI6L7S8ylnc/o7vFobm4mkUiwatUqGhsbGTFiBNXV1VRWVpLJZIjH4yLyoZfS1UVHNBoV18vlciKyo19HT8PS8+5LK131hNPpxGAwiLK4qqri9/tFNAY6e5XoxTS6NtTsCbvdjqqqRKNR4vG4MBgPJ4ab4FBVlVgsJrw7BoMBj8dT1uBUIvk68539DXzYqvHQxypFFaaPV3hshoH5/9L4v480ckU4brTC744ZvsJ8eN31dh4pOAaAAw44gI8//phHH32UeDyO2+3m0EMPZd68eeyxxx4DPT3JMKEnr4fe66NQKJBKpUin0xSLRcLhMOFwGKvVSlVVFYFAQKRSFQoF4ZswGo3Y7XZqamqoqqoSqUSx+hgbxtfx2fo2MloBY4UD93//S01NDYFAAK/XK4SHvpOfSCSw2+0iJaqrgVsXHnofj6amJuLxOKtWraK5uZna2lqqqqqE8ChtHphIJPB4PKK0ry4q2tvby8zieqnaRCIh0sXa29vF63pC96OEw2Gy2SzBYFBESxwOh6iGlUgkUBSlrFPulnA6nSLVKxaLiVSxoc5wrFSVSqWIxWLiPTkcDjwej4xoSCQlGA0K959s4tfHauRVqHJ03gv+cCzMP0wjXYAa5/De+ZeRjXJ65eGQSCRDE73CVWlan17WNpvNikWTwWDA5/OJ1CVdcJQuHM1mMw6HA7vdTrFYJB6PEw6HRVWreDwuenpUVFQwcuRIXC4XqqqWzcNiseBwOEQUZksm23Q6TWNjIy0tLWJn2ev1UlNTQ2VlJXa7XUQ89Hnq1b1MJhPhcFiU1XW5XN2iD/l8XhjK9XO2ZijXy9rqRns9QgQIgzkgIk7bgx6lgc4KckPVcJzP53nooYeIx+PMnj2b2trarVYEGwrk83mi0agotqA3yiz1B0kkEonOeuV/xc9jtZ8O4EwGB1JwSCRfQ1RVJZVKkUwmhZ9Cj3qkUqmyZo82m43Kykr8fr84p6sPyWaz4XA4sFqtolN4W1sbzc3NYpGmp53U1dVRVVWF2Wwmm82KSIteLcvtdov0lJ4W+6lUiqamJlpbW8VcfT4f1dXVwq+STqdJJBJCeFgsFlF5q7SkcEVFRZlnSo9O6IJmW4ZyvYGf3uMkEAiIcxOJhPBylJbp3RbRaFTM0e/3D0lPky44EokEs2bNorq6esiKJ03TREQOEFErp9M5bJs2SiSSnWe9cqv4eax23QDOZHAgBYdE8jVHX/Trzf0AIQIymYxYkBsMBioqKkQ0QY+MdG3Gp6dtWSwWMpkMHR0dNDQ00NbWRiqVQlVVzGYzlZWVosO4oigkk0nxvNVqxeVyCQHRU7pKMpmkqamJtrY2EX3x+XzU1NSIEsDpdJpkMinel9VqxWw2i2N6JKfrol4vVauqqjCZbyk/v1gsEgwGKRQKoueH7kvpreiIRCKizG5pl/Ohgi44kskkZ555JlVVVUPS36CXWNZFud1ux+Px7PLCHhKJZOixVrlN/Lyb9pMBnMngQAoOiUQCbI566L4NQKRK6b0FSqMeVVVV+P1+NE0r84Po6JWy9FK4iUSCpqYmGhoaRNdwg8EgOjDr5Wv1DubFYlE0L/T7/Vtc6CUSCZqbm+no6BD9RyoqKqiurhaREt07omM2mykUCkKI9JQ+pVf00kvw2my2LRrKVVUlGAySz+e7iYTScro7Ijr0Hh2KohAIBIZU6k5XwVFZWTmkPCmFQkEUEYDOf8ter3fICT+JRDJwrFF+LX4er/14AGcyOJCCQyKRdKOnqIcegcjlcmLhbzQahdfD6XT2+DrojCyUGtZDoRANDQ2iTK6maVitVioqKoR3QdM00chQr5QVCASoqKjoVtkKOhf2TU1NRCIRkskkhUIBv99PVVUVbrdbeDx08aRpmohKGI3GHlOsoDxKob/fnhaeqqoSCoXI5XKiYaAeOSkVHXojw22hlxTWvTWlkZPBji44UqkUZ5xxBn6/f7t9LAOJXmZZL7GsVwxzuVwyfUoikewQq5XfiJ8naNcO4EwGB1JwSCSSLdJT1KNQKBCPx0XKj77j73A4hNdDURRhNNd3iWFzp3SHw4HFYhE9NBobG4VQ0NOcdEOuwWBAVVUhYMxmMz6fj6qqqh79DbFYjKamJqLRKOl0mnw+L4SH7jPJ5/PCh5LNZikUCtjtdmEE7jru9hrKNU0jHA6LsfXULui96AgGg8IDU1lZuc0GhYMBXXCk02lOP/10KioqtqtE8ECil0bW/8ZWqxWv1zskPm+JRDL4+LJEcOw+hATH559/zvz581m2bBnBYJB//etfTJ48mfnz53PUUUdx7LHH9mpceSeVSCRbRE95crlc5HI5UVlKj0QkEgkhKlKpFBs3bqSxsVF4PQKBAMViUfg9eiqxO2bMGEaNGkVHRwetra2EQiFisRihUAiXyyXK2OqiI5fLkc/nCQaDuN1uqqury3bPPR4PHo+HaDQqSukmEgnC4XBnV/SvPChOp1P4T0wmE5FIBIvFQrFYFFWsdEFhNpvL+nokEgmy2Ww3Q7meTqV7MHQfiC5Q9B30aDRa1rtjS+jj6elawWCQysrKIeMhGAqN//RSyrpINBqNeDyeIWtyl0gkg4WhFxX96KOPOPLII3G73RxzzDE89dRT4rlEIsG9994rBYdEIulfLBYLFosFVVWFGVsXI4VCgVgsRiaTQVVVOjo6CAaDIurh8/mEaNEFR7FYFOkrZrNZlLiNRqO0t7cTiUSIxWK0trYK47bH4xH59QaDQZi79UZ/ej8M6IwieL1ewuEwzc3NJJPJbsLDYrFgs9koFApCQLW3twsR5ff7haBQFEWkU0WjUdGhvCdDue710NOxVFUVQgg6b9yRSARgm6JDT6fq6OigUCgI0TGU+j4Mxj4cmqaJnjBb8/JIJBJJbxiKfTiuu+469t13X1555RUsFgtPPvmkeO6ggw7i6aef7vXYUnBIJJIdwmAwiC7huVxOGMZ1A3kymRQeCv3npqYmvF4vVVVVYuFd6vfQexxEo1FsNhtjxoxh5MiRdHR0EAqFRLfwxsZGbDYbXq8XRVFElSybzVYmPPSyu9DZz8Ln8wnhoZfMjUQiBAIBISosFgterxeLxSJK08bjcerr68t2u/UKXOFwmFwuJ4zlXq+3TATozeD03hp6FS2PxyM+p0gkgqIo29xN7yo6Ojo6hoTo0Oc32CIc+t9NT5/S//ZDxSMjkUgGP0NRcLz99ts89thjOByOsiIwADU1NbS0tPR6bCk4JBJJr9GjHh6PR6RN6UbbXC4nuneXRj2cTieVlZV4PB78fr+ImOjiIZPJkMlkhJejurqaaDRKR0eHiI6Ew2GMRqMQPqlUSqRihcNhNmzYQG1tLdXV1aLsrt/vp6KiglAoREtLi2gSGAqFhBldL+trNpuJRCJCeFRXV1NTUyN2vo1GI5WVlSKCkU6nyeVyotKWjsvlwmAwiBQrVVWpqKjA6/UCnUb8cDgMsE3RoV9TFx36vIfCbvxgiXCoqkosFhN9VvTeMEOxZK9EIhncDK5tlu1D07QtVkQMh8M7ValPCg6JRLLT9BT1UBRFpGCVRj30NCp9VzkQCOBwOHA6naKxoJ5ypb/OZDIxZswY0d07kUgIYZJOp3E4HLhcLlFJK5FIEI/HWb9+PYFAgBEjRghBoYsLXXhks9ky4aGnQ1VUVAhzfFNTE6FQiDFjxpSZvV0ul4h2FItFOjo6unUW18sC62byYDCI3+/H6/WKksI7Ijr0SIf+Wegm/cHIYPJw6BErXfw4HA4RhZJIJJK+ZihGOPbdd1+effZZTj755G7PLVmyhAMPPLDXY0vBIZFI+hQ96uH1ekWFK4PBgNvtJpPJCMN1JpMhl8sRDAZFkz+9y3jXlCu9MhZ0dt/2+/0iuqCPlUqlMJvN1NbWkk6niUQionlhS0sLTqeT+vp66urqyrqnB4NBWltbRUQmGo3i9XqF70Q3lGcyGb744gsqKyupra0V6TcWi0VEYfTUL91Qrpu79ZK+esWpYDAoxA0gRIdexWtrmEwmITqy2SzhcJiKiopBKToGg+DQ0/VyuRyA8AsNpb4mEolk6DEUBcf3v/99zjvvPJxOJxdccAEAGzdu5PXXX+fBBx9k4cKFvR5blsWVSCT9Tj6fF+JD07Sy6IXe4A86S5H6fD7Ri0NRFDRN22KJXZPJJJr66WlNep8Qp9OJpml0dHSQSCRErw2TySREQyAQwGQyiehEe3u7qIKlG729Xq9ICSsUCphMJmw2GzU1Nd3KpqbTaaLRqOhQ7vP5yqIWeqUpVVWFcDAajYTDYdEfxO/3b1N0AEK4aJqG3W6noqKir/5cO41eFrdYLDJ9+nSsViu1tbW7dA6qqhKPx0XDR0VR8Hg8Q6oBoUQiGbp8qtwuft5Hu3rA5rGj/OpXv+Kmm26iWCyKfkQmk4n58+dz3XXX9XpcKTgkEskuQxcPyWSSfD6Ppmki6qE3zDMYDKLDeEVFhUhbgs4SpnrKlW74hc7FpF5yV4+c6Dvausk7Go2KDudWqxWz2YzT6aSmpoZAICDK1nZ0dIiUJb1srh55SSQShEIhFEXB6XSKSlhut1tEM4rFojCU69cvNZTrlaaKxWJZQz9ddHRtGrg1stksoVAITdNwOBwiYjLQ6IJDVVVOPvlkLBYLdXV1u+z6pcIPOv8GW+pUL5FIJP3BJ8ofxc+TtO8P4Ex2nIaGBl566SVaW1uprKxk2rRpjBkzZqfGlIJDIpEMCF2jHrq/Q9+RNhqNIsVIX9jb7XaxcC8tsasvLPVxstmsEAx6tMJkMuFwOEQ5W904bLVacTgcIo1K760RiUREClSxWBRmeN2zkUwmMZvNVFZW4nK5cDgcuN1uMb/SRn9Go7HMUF4sFoX4MRgM+P1+Ma4uOvx+/3YZ9HQTPSD6hww0XQWH2Wymvr6+36+rl0zWI2Emkwmv17tTRkeJRCLpDf9V7hA/f0O7agBnMjiQHg6JRDIg6Ln0pRWu9AWiXro2n8+LdKlQKCR28fWFv14hq9TvYTabMZvNQnBks1mKxaIQNAaDgaqqKoxGoyiPG4lERI+OtrY2EdGoq6sTjQNzuZxIzbLb7VitVpLJJI2NjbhcLmpqakilUqI3idvtxmq19mgo183foVBIpEbp5Xv1qI9uCN/WYtlut6NpmngPiqKUmdYHklJfiaqq/WbQ1jRNpE/pKQBut1tUKJNIJJJdzVDczd+4ceM2zxk9enSvxpaCQyKRDCh6x22HwyF6dxiNRhwOh1jk69WocrkcsVhMpMi43W4cDgc2mw2bzVZWYhc6Dd1Wq5VMJkM2m0VVVVRVpVgsoqoqNpuNuro6EW3R071isRiRSASXyyVSovR56IJA94QYjUYKhQJr166lqqpK+FNcLhdOp1N0KE+n090M5YFAQFSvCoVCIsJSemx7RIfD4UDTNKLRKPF4XFQNG2gURel343gmkyEajYqa8XpETKZPSSSSgURl6FXAGzt27DY3abr259hepOCQSCSDBj3C4fF4hBm8tLt5IpEQFauSySShUAi73Y7P58PpdGK1WkV53tISu3o6lR4FUVUVTdPEbrjZbBZpUblcTnQwT6VS2O127Ha7SJmKxWLCb2KxWISx3el0EovFiMfj+Hw+EZ1xu93CkxGJRMjlcrS1tQlDeUVFhaioFYlERK+OUtERCAS2WVXJ6XQKo3Q0GhVCbqDpL8FRLBaJRqNkMhmgM23N6/Vul/dFIpFI+puhGOF48MEHuwmOjo4OFi1aRENDA9dff32vx5aCQyKRDDr07tt2u10IB91IrguRbDYrKlfF43HRi0MXDiaTqVuJXb16lV5GN5/Pl3Wb1g3rJpMJVVXJ5XIkk0lhRNcrVNntduLxOJFIREQ6stmsECHxeJx0Oo3VaiWbzWKz2XC73VRXVwtDeTgcFh3K9YiHXupXFx2hUIhsNivK6G5LdOjGdz1VbHu6mPc3+pdXXzX/07u0x+NxIWL0FDaZPiWRSAYLQ7Es7kUXXdTj8R/96EecddZZbNq0qddjS8EhkUgGNbpw0Pt4pFIpbDabqEqlNxSMxWIkEglhAtc7SFutVvHQq2TpkYtS70c2m0XTNCEOCoWCKAeoL+KNRiOapmG1WkUalx550Y3lqVQKp9OJwWBA0zRCoRAWi0U0KPR4PKLnRyqVIpfL4fP5RBM6/X2oqorf799h0eHxeFBVdYd6e/Qnum+jLyIc2WyWaDQqRKLVau1WmlgikUgGB0NPcGyNiy66iMsuu4yf//znvXq9vEtLJJIhQU9RD4vFgsvlElGP0spVetRD72KuRz30Y6UldnUho/+sqqpI0QGIxWJiDvF4nHA4LMzrZrMZi8UihEsmkyEWi2Gz2XC5XMKgHgqFRCqYXk1KF0ulhnKDwSDSuUrTq/QSuHoZ3a2hm8/1ClbbI1T6Cz3lbGciHKqqCh8MdIoYvWqZRCKRDEaGYoRjaxQKBSKRSK9fLwWHRCIZcvQU9bDb7WWldvVeHPF4HJvNViY8bDYbRqNRLPJ1oaI3I9RfH41G0TRNVJzSU56sVqvwXDgcDtHHI5VKEYlERN8PvfJVRUUF1dXVAITDYRKJhIh2GAwG8vl8maHc7/cLD4f++tKKVjsiOjKZDMFgkMrKym2+pj8wGAyigVRv0E38+uudTmdZ+WGJRCIZjAxFD0dP5PN5Pv74Y2688Ub222+/Xo8jBYdEIhmy9BT1sFqtuN1ukTpV2t8jFouJCIfdbsfpdGIymcpK7OoCRo8y6GIgGo1itVoZMWIE2WyWcDiM2WxGVVWamppE74zRo0eLKEYwGCQej4sx/H4/TqdTGNMTiYQwu0Nnb5H29na8Xm+3dCpdhGyv6NAbCJaOUVlZucvTj3prGtcFn9580Ww24/P5BkQ0SSQSyY4yFCMcBoNhi164iooKXnrppV6PLQWHRCIZFpRGPbLZLMlkEqfT2c2noZvMdaGiV6Cy2+1lAqaiokJEMSKRiOjn0dLSgslkIhAIYDKZRAM/o9FIOBwmGAzicrkIBAJ4vV7R20M3kuv9NlRVJZFIkEgkxByMRiM2m41wOCwiJ/r4uujQK11tj4DQRZDewLCjo2OXi44dNY3rlbb0BpAGg0H01JBIJJKhwlCMcPz85z/vJjhsNhtjx45l+vTpO9XjSQoOiUQyrNBN0jabTfg09BQpPepRLBZFJ3BdYOjVp5xOJ2azWfSycDqdVFdXE4/HCQaDJBIJNE0TDf2cTiejRo0iHo8Ti8UwGAwiSmI2m8ViORgMEovFRKqU3+8X5vdwOEw4HMZms2GxWESJ21wuh8fjYfVvPib0tya0nIrBaAQT+M6sRbtUQ1up8sVdq8h2ZBhxyij2/uE+GMxfGbVXNsL1C/F/0kD2oDFEf3wiQUWhsrJyl/Wp2BHTeCqVElW6gLK0s68T/2nTuOFtlVUhjeNHK/zySAMVtqG3WyqRfJ1Rh2CE46abbuq3saXgkEgkw5ZSn0ZXY7jeSFA3euuG8tJKV3a7HYPBgNlsxu/34/f7SafTdHR0EA6HKRQKFAoFmpubMZvNVFVVia7fxWJR9IowGo14PB4sFouIWLS3t1NVVYXD4RCd0fVyr8FgELPZTE1NDU13rqblf1d3e2/pX8bJhnJsfLYFrdC5mI998SnFVIH95h+AlsrCsf8LrVEUwPZFC8Yv2+h45lIRHdkVC/ntSanSzYi5XA7ojFb5fL4BM7oPJNGsxnFPFQl1thfhi7DGuqjKi7NlI0OJZCgxFFOq+hMpOCQSydeCnqIeuvBIp9OitK4e9dCrYNlsNpxOp1j82u12Ro0axYgRIwiHw3R0dJBMJoXQUFVVeEP08fXO5mazmUAgIBrWNTY24vF4GDFiBE6nE4/HI+aQzWb5/PPPcTyW3uLXVtsLrUJs6Kx/ah37zT8AXvovtEbLnjO/tw7LpjC5URXCB9LfomNrKVWaphGPx0kkEuJcPSL0de2psXiNJsSGzpL1Gq1JjRrn1/MzkUiGIkMlpermm2/e7nMVReGGG27o1XWk4JBIJF8rthT1KDWZ64LEYrEI8WE2m4Xh3GAwYDAYCAQCBAIB0uk0bW1tokeEXi3LaDTicrkoFotks1mxg19VVUUkEiEWixEKhYjFYlRWVlJdXU19fb3Y8e/o6CBvzWxRcJgsRkiXL+SN9q92wh09RAcUBV9dNR2GIvl8XpTZ7c/F/ZZSqjKZDNFolGKxCHQKQq/Xu8tSvQYrjh6+lU0GsHy9PxaJZMgxVCIcO5JGJQWHRCKR9IKeoh668MhkMuTzeVFhSm8UWFpmV68uZbfbGTNmDMViURjH9ciG3oHcbDaLqla5XE6U59WrYTU1NREOh/F4PFRXVwvxsek7q+n48Zoe519xXhXpJ9opRPPi2O7f2aPzhxMmwb6j4OOSzrBzDsE0uorAVyb0XC5HKBTC7/f3m+joGuEoFApEo1Gy2SyA6HcykM0JBxOn7Kawpx9WhTYfmztJkR4OiWSIMVQEx870SNoRvl5OvBLuu+8+pkyZQlNTU79eZ8aMGXznO9/ZrnNXrFjBlClTWLx48Xadv3jxYqZMmcKKFSt2ZooAhEIhjj76aJ555pmdHqs3aJrGnDlzuOWWWwbk+pKvN3rUo6amhrq6Ompra6mqqirrGJ5KpWhvbycUChGJRAgGg7S2thKPx8UuvdFopLKykj322IPx48eL/hxmsxlFUUQTPD1CYjQa8fl8eL1eXC6XKF+7du1aPv30U5qbm6k5azS7PzkV98wqONJG/hAD2cMUYj82kDgiT/3vR1A5u4qKE/yM/9898J3h7+x6bjTAsp/B/DNh9lS489uwoPNepHtSFEURJX77Cz3CoVefam9vFyLM7XZTXV0txUYJVpPCm3OM3HCIwll7KNz7TQP3nPC1/aqWSIYsWslDMgQjHMuWLWPVqlV897vfHeip7BKamppYvHgxxxxzDHvuuWe/Xeeee+7B6/Uyc+bMfrvG1lAUhe985ztcd911nH322eyxxx4DMg+JxGq1YrVa8Xq9PTYDzOVyogyuzWYTEZDSqIe+mNb7gegVrHSjut55W9/l93q9wsegaRqFQoF0Os3atWtpaGigdkwtdb/dkz09HsLhMBs2bIBkkubmZoxGIyPOHkGVvwZVVWlubiYej1NfX4/d50D5+Rk9vk+LxSJ6fZQ2GOxrSkWNPr7++e7qniBDhSqHws1HyBwqiWQoo3599/R7ZMjd7ZctW8YLL7wwZATH008/vVOpCk1NTTzwwAPU19f3m+Boa2tj0aJFXHHFFQO6ADj22GOpra3lz3/+M7fddtuAzUMiAYT/Qo88pFIp4vF4WbpVsVgkmUxitVpFxSuDwSC8HiaTSZTd9fl8ovmgbiY3mUxomiZ+drlcJBIJzGYzmqaJPiJr166lsbFR+DwmTZpEa2srLS0tpNNpNm3aRDQapaqqCqvVSiwWI5VKUVlZKVK3dCFUitVqFc0B0+k0BoMBr9fbZ5+hqqpEIhHC4bCI6Hg8Hux2e59dQyKRSAYjQzWy8c9//pM77riDlStXkk6ny55TFIU1a3pO8d0WQ05wDDWGQlnHZ599FoCTTz55QOehKAonn3wyDz/8sGhQJpEMBkqjHqlUimQySSKREJ3I9aaCusAoFApE31yP2WDCajDjHF+JZUIFZqMJyycJMiYLubEeITyMRiOapgkhk4omMXxRJBMoYhlrx+12E18bp/nf68mqK7HuU4d30hgmeGvIrdnABp8Nw0cNONd/TvLYibibVIxFjWTtJiyqQsJpI3LAWKzVFdjt9jLxYTFZyG4ykNVSMBrQILVRw2Q1ULWnZ7s/o3ymSNPKOL46G46AsazRYqQZLGYrld+owmgc3rt+68Mq6yIaFgOYjQpTRyjdhN6/m1TyKkyug/eaFSpssE+lwvJmDUWBagesiWg4TRoftSvsVw0H1w3vz00iGW4MFQ9HKW+99RbHH388xxxzDCtXruSkk04iHo/z7rvvsttuu3H44Yf3eux+ERyLFy9m/vz53H333Xz00UcsXryYYDDI6NGjmTt3LieddFK313z22Wc8+OCDfPjhh6RSKerq6jjllFO48MILxa77jBkzaG5uBmDKlCnitffeey9Tpkzhk08+YeHChXz88ce0trZiNBqZMGECF1xwAccee2yv3suf/vQn7r33Xp5//nlGjBgBdPodpk2bhqZpLFmyRCyMW1paOPXUU/mf//kfLr30UjHnuro67r///rJxFy1axGOPPcamTZsIBALMmDGD/fffv+yc++67jwceeACA+fPnM3/+fABOPfXUsqoCmqbx8MMP8+yzz9LW1kZdXR0XX3wxp5566na9x1deeYU99tijxwW+pmk899xzPPfcc6xduxaA+vp6jj32WPEeS//eH3/8Mc8//zzhcJgJEybwox/9iH333ZcPPviA//u//2PVqlU4nU5mzZrFvHnzun0RH3HEEfz5z3/m9ddf5+yzz96u+UskuwqDwSCiHj6fTzSq06MeuVyOQmuSwhUfYvg8TgaIAx2A9YzdKHwcpLims1StY9pYqh47kaSjU2Rks9lOY/la4OoOtHCnLyR3TIak20RgWYgDol9i1opoyieEJzmp+jyEIa+ymwImLYuBItqDH5PGjZk4FpJi7qrdTOSOCwlN3x9FUbBarWTbNJb8+FPizZ11WGsOcJFqzxNv6Ez1GnFgBTN+fwCWnkonlbD+3xGevelzMokiigH2muYho2XQikZevDtF4xcKkGHFc6uYe/N4vJWDfyOmN1z9Yo47/lUs29ncv1ZhyQVWalwKsYzGKY/neGtjp0nTbIK81QQGBZ8VItmeRu0cbf8qldfPMUrzuEQyRBiKEY4bb7yRuXPncs8992A2m7nllluYPHkyH3/8MSeddBJnnnlmr8fu1y2TO++8k5dffpnZs2fz3e9+l0KhwPXXX89zzz1Xdt5bb73FJZdcwsaNGzn//PO55ppr2Hfffbnvvvv42c9+Js770Y9+xAEHHAB01g3WH+PGjQM60602btzItGnTuOaaa7j44ouJxWJce+21LFmypFfvYerUqQAsX75cHFu+fLkwfnY9DuViqCf+8pe/iLrHl112GbNmzeKll17izjvvLDvvuOOOY+7cuQCcccYZ4v12/YPfddddvPTSS5x55plceeWVKIrCTTfdxEcffbTN9xcKhVi/fj2TJk3q8fmf//zn/PKXv8RoNHLxxRfz/e9/n6lTp/Laa691O/euu+7in//8J+eeey7z5s2jqamJK6+8kmXLlvHjH/+YyZMnc/XVVzN27Fjuv/9+/v73v3cbY88998RisfSJEV4i6U/0dKRRo0YxatQo6urqcLvdWP60DsPn8W7nZ59dK8QGQOql9eQfX01NTQ2VlZV4vV78fj+JXzcLsQGgvFNEe6fIN2JrMWudxxVNo/q/HRjy6le/QxELGqAAdqJlYgPAkM7j+8lfMeZVEU355x9WCbEB0PphQogNgMYPwvznyY1b/Rw0VePF360mkyh+9Tt89mIMIh7U9t1o/GJzBa22TRleebR5G5/s0OTNDUX+2EVsAHzUonHzss7P4PfvFoTYAMgXgFzn7z2LjZJx2uHX7++aajISiWTn0VDEY6jwySefcMYZZ4jNYL0gyr777ssNN9ywQz07utKvKVWRSIS//vWvuFwuAGbPns2cOXO4/fbbmTZtmigzefPNNzNp0iTuueceEc2YNWsWu+++O3/4wx9E9aZjjjmGZcuW8eGHHzJ9+vRu17vkkku44ooryo7NmTOH8847jz//+c89Rla2xT777IPD4WD58uWcfvrpQGc1qd122w2z2cz7778vUpGWL1+O1Wpl33333eJ48Xicu+++m1GjRvHwww/jcDjEZ3POOeeUnbv77rsTjUZ56KGH2HfffXt8zwD5fJ5HHnkEs9kMwAknnMBpp53GU0891S1q0hU9aqFHb0p55ZVXePHFF5k+fTo33XRTWYOwLZVRe+ihh8TfcPz48fzgBz/gJz/5CQsWLGDixIkAnHbaaZx66qksXLiwWxTGYrFQXV0t5iWRDHZKox5+v5/GL96msJ2vzS7vXHzr5Xmz6SyZTxNl56gmA1Y1j13NiWMKag9fYQoahq+e6/kLzhBKUJOC/ISqTqP4l+kezyul9bPYVp9PRfNEmruvli2ZAIl4dz/Ipi9T27zmUOT9hi2LgeVNnc+939jDOUUV2D6D+PKW3sxMIpEMBENJaOikUilcLhcGgwGr1UpHR4d4buLEiXz22We9HrtfIxyzZ88WYgPA5XIxa9YsEomE2MF+7733CIVCnHLKKSQSCSKRiHjouWLvvffedl2v1IiYyWSIRCJkMhmmTp3KunXrRBWYHcFkMrH//vuX7bgvX76cgw46iIMOOqgswvHBBx+w3377bdW38d5775HJZDjrrLOE2ABwu93Mnj17h+cHcNZZZwmxAVBdXc3o0aPZtGnTVl7ViV4Osyej6IsvvgjAVVdd1a0bcU/diWfNmlVmOt9vv/0A+MY3viHEBnSW5Nxnn322OD+v19uvZTp3lFAoJKoJASQSCeLxzTvYuVyOYDBY9ho99W9Lv7e0tJQ1QpPXGB7XsFgsOA8dyfZi3H9zGmMikSBXyOHev7xSlKGgkjWYSRs231c0DD2E6zUU1K9+6jmYr/pdxCvtmM3mzpK0e23bo+EYWf6l2fWzyhTjeGq63/MMviQWX7Lb8ZG7O4bV31xn6ogtf51Ore98blJFD2EM4/YvSqbUDo/PSl5DXmNXXWMgUUseQ4XRo0fT2toKwN57712WifLGG28QCAR6PXa/RjjGjh3b7Zie/tTQ0ADAunXrALjlllu22IOh6z+wLREKhbjnnnt44403CIVC3Z5PJBJlAmh7mTp1Ku+88w5r1qzB6XTS0NDAlClTMJvNPProozQ0NFAsFmltbeWss87a6lj6+9Y/h1J22223HZ4b9Byd8Hq9tLRseztMD5t17QIMsGnTJvx+/3abt+vr68t+93g6FzN1dXXdzvV4PESj0W7HtzSXgcTv95f93vXfkMVi6fafsOt77vp7bW2tvMYwvYb/54eSebuR7EdtZc/bZo2n8FEHha/SqoxH1+H/3uRu19jn7kNYMfM1CsHOiMaYc8eRtCn894loiYfDgHr0RAzvfImSK6IpYNJyKHTmDWfwYMLQzcORv+t/cFdtnvfk74wktC5Bqr0z5Wf0IQHiLWnC6zujECMmV3DEvH22+lkFKgOccq1xs4dDgT2+6WKNsR2HL4PHsDsbP+uMpFSNsnHiBXXdPBxD/W8OcNRYI1cdbOTO98rTqvarVfj5MZ0bQtcf7+adlhxvl3o4vmoh7rVCdCtpVftVwU8OMlBhG/qflbyGvMauusZAohmGXoRDzySaPXs28+bN43vf+x4rV67EarXy8ssv86Mf/ajXY/er4NhaOdiuC90rrriCvfbaq8dzq6qqtnktVVW5/PLLWb9+PXPmzGHvvfcWYaHFixezZMmSXndTLPVxOJ1OjEYjU6ZMwWg0YjKZeP/998XY2/Jv6PRlV9+eog2wfQt3n88HQCzWPW1iRxf+W5qH0bhj9eRjsVi/9AOQSHYFpmono/79bdpeWUU2ncFYVNBqbNgnVuL3VZD5VxORXAJtTw9pNYeL8sW3Z2qAie8eTurDKHWTRuLe00csFmPTbB+r1++LMdSMcWIVY47Yj3xDiNyH68ntVU3oX59SuTaK//wTMK1N0LypmU2ZBmzxNNW7jcZ8+N6YK71Yv7pOLpfDUqVx0n17UGw246p0ENjNRSFfYOWb6zFaDOx9xPZtgoyd7OPyJ6fStDKOt85KhgirH9VIZ+Nc8AMfrevtmIxW9jqwBsMQ/BLeXv443cLVh6qsj2iYv6pSdVBJlSqPTeGtS6x80KSSL8KB9fCvZgV/SZUq+KpKVbSkSlUVHFIvq1RJJEMJbQje6ubPny827C+99FJSqRSPP/44iqJw/fXXl/mqd5R+FRzr1q3j6KOP7nYMNu/KjxkzBujMYT744IO3OeaWFuqrV6/myy+/ZN68ed16dHQ1qe8oe+yxB16vl/fffx+n08nEiRM370busw/Lly9HVVVcLtcWRZPOyJGd6RZr167lkEMOKXuuJ99CXwqTnhg/fjyKoojISyljxozhjTfe2KUlanO5HK2trRx11FG75HoSSX+gKAq2g+soJpPYbDZRwQqDgv3wkWipFJFIhEQigdPpLPt/nsvlMNiM+I6sxl3tE8e8u3uxjbbR2tqZlpjL5VArHaQOGYWiKKT3H0Ho8D2o3KMG2wHjcLTXEl9RpDWVwrXP7ng89s4qWoUCJpNJRBhdbie+Ub7NczcoBCY6dvjeY7EbGTtZn2/nZkyhUKC9vR1vrZvKStewFhs64yoMjNvGfsmBJeLhyJIMvKl1mz+fMd7Onw8uDxxLJJIhwlCMcFRWVpat9374wx/ywx/+sE/G7tctk4ULF5b5JhKJBE8//TRut1tEAg499FD8fj+PPvookUik2xiZTIZkcnNagO7T6Lojr++ud92VX716NcuWLdup92EwGJg8eTL//ve/WbFiBQcddJB4burUqaxYsYIPPviAyZMnb3M3/+CDD8Zms/G3v/2NVGqzeTIej7Nw4cJu5+s+j54iEH1BRUUF48aN49NPP+32nG6Gv+OOO7pFh/or7WnVqlXk83kmT5687ZMlkkGMfi9QFEX02dDzk+12O0ajEVVVy+4D0CkuYHMPH03TyOfzGAwGnE4nZrNZlNFVVZVCoYCqqphMJtFIUH+9LmaSyaSYj945XR9TT33sSxRFwel0YjKZyOVyhMPhXkeYJRKJZCiiGTY/hgp33XVXv3lo+zXC4fP5uPDCC5k5cyaaprF48WJaWlq4/vrrhXCw2WzMnz+fa665hlmzZjFz5kxGjx5NPB5n/fr1LF26lN/85jdCoEyaNImnnnqK2267jcMOOwyTycTUqVMZN24cu+22G4888giZTIYxY8awceNGnnnmGcaPH8/nn3++U+9lypQpLF26lEQiIVKs9ON/+tOfAMqObwm3280VV1zBb3/7Wy666CJOPfVUVFVl0aJF+P1+2trK877HjRuHw+Fg4cKF2O12nE4nI0aM2GIZ295wwgkn8Oc//7lbJOOEE07gm9/8Jv/4xz9oaGjgqKOOwu12s3HjRt59912eeuqpPpuDzltvvYXRaOS4447r87Elkl2JXkChWCxis9lIJpNkMhlsNhuKouByuYhGoyLKodNVcOTzeVGG2+l0YrFYOg3muRw2m41CoYCiKJhMprINj0KhIDqe53I5crkcRqOReDwuNmjcbvcWUyF3FkVRRLf1YrFILBbDZrMNiWaoEolEsrNoO1AQYrBw1VVXce211zJz5kwuvvhiTjzxxD7LtOlXwXHllVfy0Ucf8dRTTxEKhRg1ahS33HJLt/K0hx56KAsWLGDBggUsWbKEcDiMx+Nh5MiRfOtb32L33XcX506bNo2VK1fy8ssv88orr6Cqqmj898c//pHbb7+dF154gXQ6zfjx47npppv44osvdlpw6FENi8Uiqi9BZ21iq9VKNpvdLsEBnaV6HQ4Hjz76KPfcc09Z47/LL7+87FybzcYtt9zCPffcw29+8xvy+TynnnpqnwqOM844gz//+c8sWbKE888/v+y5X/7ylxxwwAE8//zzPPDAAxiNRurr6znhhBP67Po6mqbx4osvcvTRR2+Xb0ciGczoi/9CoYDb7SaZTJZVYHE4HMTjcYrFIul0GrvdjqZpQnBYrZ1ui1IBYrPZRIQjlUphs9nQNI1isdgtwlEoFDAYDMJkGYvF8Pk6/SB61/RSodMfaJqG1+slmUxiMBgIBoMEAgEpOiQSybBHHYIpVStXruTBBx/k8ccfZ+HChdTV1XHhhRdy0UUXla3Fe4Oi9UNujN55WhcCksHPr371K9577z2efvrpstK2u5KlS5fyk5/8hEcffZQ999xzQOYgkfQVqqqKSnG1tbW0traiaRpVVVWijHU8Hicej2MymaiuriabzRIMBjEajdTU1ACd1fcymQwejweXy8WaNWtYvXo1Xq+XUaNG0dHRgcFgwGAwYLfbqaqqwu12s2HDBrHA16Mr+uaI2Wxm4sSJZeW0dfSKe4qi9LriSz6f56GHHiKXyzFjxgwcDgcGg4FsNouiKFJ0SCSSYc8i7+Pi55nRbw3gTHYcVVVZsmQJDz/8MIsXLyaXy3HYYYdx8cUXi4bUO8oQyiyT9CeXXnopkUiERYsWDcj1NU3j/vvvZ8aMGVJsSIYFugiAzpu3HrHIZDZ39tY9FoVCYbOxHMoW412P6Z6LRCIhfBhdIxzFYpF8vrPUrcvloqamBk3TaG1tpVgs9ig0+gPdt2E2m/H7/VitVjRNIxgMivclkUgkwxHVqIjHUMNgMDB9+nSeeuopmpubufPOO9mwYQPz5s3r9ZgDs5UtGXT4/X7eeOONAbu+oij85S9/GbDrSyT9gW4M130cmUyGTCaD2+0GEL6MRCJBIpEQubK6uNAN4YqiCJHgdDpFtCCdTqNpmkjf0s3puuAwGo2YzWZcLhfr1q0TqVh1dXUkk0lRFru/KBaLQKefRVEU/H6/aO4l06skEslwZihWqepKLBbjqaeeEj3nShtW7ygywiGRSCT9RKmPw2azAZ3pRvpCHDojEIqikM1mRVfdrv4Ns9ksxEipjyOZTKKqKgaDoeycQqFAoVAQgkPTNFHK22g0UigUSKfT/V45Sn+fuljSRYeMdEgkkuGOqmx+DDVee+01zj//fOrq6rj00ksBuO+++3aqk3u/CI4ZM2awYsUK6d+QSCRfa3TBUSwWMRgMYje/1DxuMBhwOBzk83kSiQQGg0H4qHpKsdLPV1WVeDxeVhIXOtMTuwqOaDSK2+3G6/XicDgIhUJomkY6ne42576y9WmaJgRNqS+sJ9FR+nlIJBLJcEAzKOIxVLjxxhsZO3YsJ554Iq+//jpXXHEFn332Ge+++y7z5s0T0fneICMcEolE0k+UlsYFevRxQGeUI5/Pk8vlujUBBLqlHTmdTjRNIxaLCcGhRxH0fh+apmE2m4U/RFEU4Y/KZDJks9myHkd9jS429D4kpXQVHXqalUQikQwXNGXzY6hw6623cuCBB/L888+zadMmbrvtNiZOnNgnY0sPh0QikfQTpSlV0JkOFY/HhSDQxYXRaBTn6gtvvakfdBccbrcbTdOIx+PCw2GxWMS4euTCYrFs7ijucuHxeOjo6EBVVdrb27FareRyuX7xUXRNp+pKV09HKBQSIkQikUiGOlof9a/YlTQ2Npb1Y+tLZIRDIpFI+onSlCroXHzrxu6u3oXSzuKFQkE8bzKZujXnc7lcqKpKJpMhnU6L1Cn99bpoKRaLFItFjEajCIXX19djMBhIp9Ok0+l+i3L0lE7VFRnpkEgkw5Wh6OHoL7EBUnBIJBJJv6ELDlVVhTdCN4+XplXp5W11Q7jeSRy6Rzdgs3ApFouig7i+sFdVlWw2K8QGgNfrFdEUp9NJRUUFNpuN1tZWMplMv5jHtxXh0NFFh97EUIoOiUQyHBiKHo7+RAoOiUQi6SdKe3Fszcehi4uKigoAUqlUWVpUV3SBUVr+tvQ6ugFd706uixyduro6zGYz6XSaeDxOKpXqy7ct5gFbj3DoKIoiRJAUHRKJZDgwFD0c/YkUHBKJRNKPdPVxWK1WFEWhWCyKY7rgcLvdIr0oEokAPQsOvZKVXmLXYDCICIaeZqWqKmazWTQKLMVmsxEIBLDZbLS0tPSYVqXsRP7xlipUbQ0pOiQSyXBCUxTxkEjBIZFIJP1KVx+Hoijdohz6wtpisYiKVXrUoacFu6IoIqKhdxrXBYLuy7Barbhcri0u+Ovq6rDb7WQyGcLhcJ8u7nUh1VOFqq0hRYdEIhkuDEUPR38iBYdEIpH0I11L40J5WlXXbuJ6hKMnY3lXShv96T+3t7ejqipOp1M0++sJi8VCdXU1VquV1tZWEonETr3PUnTBsSNiQ0eKDolEMhwY6hGOdDpNY2OjuJ/vLFJwSCQSST/SNaUKNhvHc7mciHKUdgrXBUmxWNxqIz6TyYSqqiLCkc/nRSpWVVXVNtOiamtrcblcZDIZWlpaykTRzpDP5wG6VdfaXqTokEgkQ52h6uFYunQphx56KG63mzFjxvDxxx8DcPnll/PMM8/0elwpOCQSiaQf6ZpSpR/TqzfFYjGAsv4TukfDaDT26K9QVbXMtwGd4iUej5PL5bBarXi93m3OzWQyUV9fj8lkoq2trc+iHDsT4dCRokMikQxlVEURj6HC66+/zoknnkgmk+Gaa64pq2BYWVnJww8/3OuxpeCQSCSSfqSnlCrYHOWIx+PAZnO4nmLldDpFidyuUQ49gmCxWMpM5ul0mkKhgNPp7FaZaktUV1fj8XjI5XI0NDRsNaKyveiCo7cRDh0pOiQSyVBFNSjiMVT4+c9/zvTp0/nwww+55ZZbyp7bb7/9+Oijj3o9thQcEolE0o+U9uIo3S2yWq0Ui0VSqRSapgnBofs2PB6PSJnqWrY2l8uhaRpmsxmbzUY+nycYDJLL5UQZ3O2tDmU0Ghk1ahSKotDa2rrTjQD1xoWl731nkKJDIpEMRYaih+PDDz/ku9/9LtC9UmFVVRVtbW29HlsKDolEIulHSitKlUY5LBYLhUJBGMT1m7suOPQqU0C3KEcul0NVVWw2G1arlUgkQi6XI5/Pi+aBO1LWtqqqCq/XSz6fZ9OmTTv1fksrVO1shEOnJ9FR2sdEIpFIBhtD0cOhl1vviba2Ntxud6/HloJDIpFI+pmefBzQc8pRaYdxh8Mhyt527UyuqioWiwVN08hkMmKBX1p2d0fmN3bsWABaWlp2qhFgX0Y3SukqOsLhsBQdEolk0DIUO41PnTqVRx99tMfnFi5cyKGHHtrrsaXgkEgkkn5mSz4OPQqhp1qpqioW7BaLBUVRRJRD93rAZlFis9lIJpMYjUbsdrsQCjsqOKDTEKhHORobG3f49Tr67lhfCw6QokMikQwdhmJK1XXXXcezzz7LGWecwaJFi1AUhffee48rrriChQsX8uMf/7jXY0vBIZFIJP1MT6VxVVXFaDSKyEShUBBCwmQyieiHw+FAURQKhYJYXOspVZqmUSwWMZlMOBwO8fz2Gsa7znHMmDFAZy+P3kY5+sowviV00WG326XokEgkg5ahGOE44YQTWLBgAW+++SazZs1C0zQuv/xynnjiCR5++GGOOOKIXo+9fa5CiUQikfSanlKqcrkciqJgt9sxGAxkMhkR6dAN5NC5cHc6nSQSCRKJBFarlWw2K8zZFouFiooK8vm88IRsr2G8K3rFqkgkQlNTE+PGjdshLwjsfA+O7UFRFHw+H9DZnCocDovIh0QikQwKhlBkAzq/n9asWcOpp57KrFmzeOedd2htbaWyspLDDz8cp9O5U+NLwSGRSCT9TE8pVXqlJY/HI37XjeGlggPA5XKRTCbJ5XKkUiny+TyZTAav14vFYsHpdJJMJtE0TfTo6A1Go5GRI0fS0NBAR0cHyWRyq93Ku6JHXPSx+hMpOiQSyWBmKEU2oPP+vffee7N48WJOPvlkjj/++D4dX6ZUSSQSST/TU0qVnj6lV/3IZDJChHQVHAaDAYfDAUA4HCaVSqGqKmazWTT408WGpmk7tdivrq7GbreTTqdpbm4uK+W7LUrTqfozwqEj06skEslgZah5OEwmE7W1tTt0z98RpOCQSCSSfkYXALooUFVVpB45HA5RijCTyYgu410pNY8Hg0FMJhNerxebzYaqqqI3x85+WVgsFmpqajAajXR0dJSZ1beF/p70Luq7ilLRIUvmSiSSwYCmGMRjqDBnzhweeeSRfhlbplRJJBJJP6Mbw1VVpVgsClFgMpkwGo3YbDai0Sj5fJ6KiooexzAajTgcDhoaGojFYlRWVopzdcO5yWTCYrGQyWSw2+29nm9lZSWhUIhYLEYwGMTpdG6XL0SPcPTWQ7Iz6J9FOp0mFArh9/tlepVEIhkwhlpKFcD+++/Pk08+yXHHHceZZ55JXV1dNx/fmWee2auxpeCQSCSSXYDJZCKXy1EsFst6bUBnVSm9cV/XdKpS7HY7kUiETCaDy+US3crT6TS5XA6Hw4HZbN7pTtwOh4OKigoymQzBYBCfz4ff79/m6wZScIAUHRKJZPAwVFKpSvn2t78NQGNjI8uWLev2vKIo3cq7by9ScEgkEskuoNTH0VVwWCyWssjHltCN4XraldVqJZfLCbFitVoxGo19klIUCASIRqPEYjGi0Sgul2urYggGLqWqFCk6JBLJoGDo6Q2WLl3ab2NLwSGRSCS7gFLBoS/M9QV8oVDAZDJRLBa3uHuUyWRINkUxpRScTieqqnaGuosaamOSormImrNhsHRWw8rn8zu18He5XGiaRjqdJhKJ4HK5qKqq2uL5pRWqBirCodNVdOgeD4lEItlVqMah493QOfroo/ttbCk4JBKJZBegL8IzmYyoJKUfy+VyWK1WVFXtMR2qmM6z+luvknq+ARcw8hALtl9ZiC9aTfH/fYCzNQ0OK29N2ovIuAoOn5Ojpia7U4LDYDAQCARIJBLE43ESiQQul2uLC/fS/hu7okLVtigVHeFwGECKDolEsssYiilV/YkUHBKJRLIL0CMcqVQKm81Wlp6kC45CoUChUKBYLJaVtt3wy+Wknm0AOqP0zndyKA+3UnhqPaQ6owrOVJajP/yEhRWH88YjafY4MLVDPTR6wuPx4HQ6SafTxONxHA4HNputx2aAun9jINOpuiJFh0QiGSiGouA47rjjtvq8oii89tprvRp74LehJBKJ5GuALiDS6TRAN8FhMBiEQCj1YBQKBeKvNXYbz/xmWIgNHVu+gD8ap5CFTSuTvSqRqzcf1Ofo8/lwOBykUilSqRTJZLLH1w20YXxLVFRUlPUw0T9/iUQi6U+GWh8OQPRyKn20t7fz1ltv8cUXX5R9P+wog+ubQSKRSIYpRqMRTdPI5XKoqorVagU6b/D6Yt3tdpNIJMhkMjidTgCi0Sim3Zxk/xUsG8+8dwDWhqDk/q8qCgmHHRTw1hjJ5XI7bZh2u904nU4KhQLJZBK73Y7D4eiWNqWnVA02wQGIjuSpVEpGOiQSyS5hKAkNnZ4qUwF88cUXnHbaadx44429HltGOCQSiWQXoChK2e5RqX8DOhfq+k683sQvnU6TzWbxXLUH5nqHGEsLmBjxv4dgumTPsmv8d/wY0jYr3zjOjrfK1CfVqhwOBy6XC7PZTC6XE+lVXRmMKVWl6JEakJEOiUTS/wzFCMeW2GOPPbj22mv58Y9/3Osxhq3gaGpqYsqUKdx3333bPHfFihVMmTKFxYsX74KZ9R19Oe9sNsuMGTO4++67+2BmvePqq6/me9/73oBdXyLpb/QqTqXRAV1wWK1W0QhQ0zQymQyxWAwA39417LvqXCruOIDkT6pQFu6Dcw8/VX84lpa79qD50mo2/WZ/1B+M4fSfeDn2/ADATvfjgE6h5HQ6RVQjkUiQTCaFwABEQ0MYnBEOHSk6JBLJrmI4CQ6AsWPH8sknn/T69cNWcAwX4vE49913HytWrOjX6zzxxBPEYjHOP//8fr3O1rj00kt5//33efPNNwdsDhJJf6J7KkoN4T01AQRob2+nWCxiMplwuVwYnCaMp1SRO9aFtaJz8e9wOMju6aDjmy6sh9oZf7AB/0gFs9ksGjSVCoPe4nQ6RYoXUCaGYHN0w2g0DooKVVtDig6JRLIr0AyKeAwHnn76aerr63v9+sG7FSUBOgXHAw88AMCUKVP65RqZTIZHH32U6dOn4/V6++Ua28PEiROZPHkyDzzwAEceeeSAzUMi6S90waFHATRN69aTw2azEYlECIfDVFdX4/V6URRF9O9QlE5BYTAYKBQKOJ1OotEo2WwWp9MpIg0Wi4VsNiu6ku8MZrMZm82G3W5HVVWSyaTojm6xWAatYXxLSE+HRCLpb4ZiZOPiiy/udiybzfLxxx/z2Wef8etf/7rXYw+NbwdJv/Lyyy8Ti8U45ZRTBnoqTJ8+nVtuuYXPPvuMvffee6CnI5H0CYV4no2Pr6bp42Y67EZiu7cx6Zs2NqzoINgUZfShXurrjbStirP6n220BzvIqNBRG+eQ0ysxUyD02GfEFn+Jki2SOtZJzpui7S+fo33cTqGoEfclqGhoRm3LkTx5HO7v7Meny9NEWlJMPLCKPaZs32ZCa0OWd19PY3MYOO7UAk5359eEw+Gg8MkGeOptrG1xDGYzRcVAeswI3q7diw5/BYccbiMQ6M9PcsdY117k/15LsSlYZP8xZoqqxurWIuMqTZxziIsax2bRsXQ9vNNkYmKlwtn7GLGYerdYSOc1/vK5xqtripjR2KdSIZGHWreBb00y4LLAs19ofNimsXsFtKQAFM7bS2G0Z+gtUCQSSc8MRcHx+uuvdyt7brPZGDt2LD/96U8577zzej32DgmObDbLww8/zMsvv0xLSwsmk4nKykoOOeQQrr322rJz33vvPR555BE+/fRTcrkco0ePZvbs2cyePbvsvBkzZlBXV8cPf/hDbr/9dj799FPMZjNHHHEE3//+9wmUfHslk0kWLFjAe++9R0NDA6lUipqaGo4//njmzZu309VYuqJpGk8//TTPPfcc69atw2g0stdeezFv3ryyaENTUxMzZ85k3rx57LnnnvzpT39i7dq1uN1upk+fzuWXX95t52/ZsmU88MADrFu3DrfbzQknnMCZZ57JOeecw7x58/jud7/L4sWLmT9/PgAPPPCAiHRMnjyZ+++/v2y85557jscff5yGhgYCgQBnnXUWF1544Xa9z1dffRWfz8ekSZN6fP61117jqaeeYtWqVeTzeWpqajj00EO5+uqrMZvNrFixgksvvZQbb7yRdDrNX//6V1paWhg1ahRXXHEFRx55JKtXr+aPf/wjH3/8MUajkWnTpvHDH/6wm8H0iCOOAOCVV16RgkMyLCjE87xz5IsE1yfZuEclqlFjwzvNfPhIs6gw9dnCDppnZ/nobw3imKoorLEV+O/iCCc3rif47whRU2cqUNvStfzz5rUYCjk21XnRFIUUeeIFE/s3tZH+1wre+HualZU1ALy/KMZhp1Uz/TsjtzrXz/4d50+3bkT9qtruB0vX8MPbdsNTYcb+5irsM25FyXfvhH6Mwcgfj7mYX7++Bz++3sHI0cZu5+xq3luT56w7oxS+qgz8z1WlqWV5HngjzZ8vcXPQKPjFP1V+/wFA5zkPfVjk1QstPfYb2Rq5osbRTxZZvr4I+ZKSxApgMvCH9xQm1Sk89+VXxw2AogAav3oP/jnHyP7VQ2+RIpFIujMUBcf69ev7bewdEhy33XYbixYtYvr06Zx77rlomkZDQwPvvfde2XnPPPMM//u//8s3vvENLr74YhwOB++99x633norjY2NfP/73y87v62tjcsuu4zjjjuO448/ns8//5xFixbx2Wef8eijj4pQd3t7O88//zwnnHACJ598MgaDgX//+9888sgjrFq1irvuumsnP45yfv7zn/PSSy9x/PHHM2PGDPL5PC+++CKXX345v/71r7u1gH/77bdZuHAhs2bN4vTTT+eNN97g0Ucfxe12l4WpXn31VX76059SV1fHJZdcgs1m4+WXX+bjjz8uG++AAw7ghz/8Ib///e859thjOfbYYwHw+/1l5y1cuJBwOMxpp52Gy+XixRdf5M4776SmpoaTTjppq++xWCzyn//8h/3337/H5++++24eeughdtttN771rW8RCARoaGjg9ddf59JLLy0TDE899RTJZJKZM2disVh48sknueaaa7jtttv45S9/ybRp0zj66KN57733+Nvf/obf72fevHll16usrKS+vr7fPSsSya6i8a/rSHweJTTGh2os8TeUlLPVVPj4mcayYwZNw1go4l4bJftxKzFLeYQiX4C001b2pZY3mWjyeBgXDuNrDsFXggPgX4vbOHJ2DW7/lqtILXmqXYgNgEiwwNsvhzn5nGqUm5+CHsQGgFktMvO/r3Bb7e78fVGY715RuY1Ppf/5/YspITZ6oqjC715M8berfPzfR+U+jtfXqby2VuWE8TsmnJ5frbG8SSsXG9D5d1U1VodhdRQwKp0ipORvF8/Bbe+r/OXUgRdrEolk5xmKguORRx7hlFNOKdvs1wmFQrzwwgt8+9vf7tXYO+TuW7ZsGYcffjg333wzs2fP5qyzzuIHP/gBf/3rX8U5HR0d/Pa3v+Wb3/wmDz74IN/+9reZPXs2v/nNb5gzZ47YhS+loaGBefPmccMNN3DWWWdxww03cPXVV7N+/XqeeOIJcd6IESP4+9//zrXXXsucOXM4++yzufXWW7n44ov517/+tVPu+a68/vrrvPjii/zkJz/hf//3fznnnHM4//zzWbBgAXvssQe/+93vujVAWbt2LQsWLODSSy9l9uzZ3HHHHey22248+eST4pxCocDvf/97PB4PCxYs4JJLLuFb3/oWf/rTn8qMpAAjR47kmGOOAWDChAlMnz6d6dOnc8ghh5Sd19rayuOPP84ll1zCOeecw7333ovP5yu77pZoaWkhmUwycmT3nc9PPvmEhx56iKlTp/LYY48xb948zjzzTK666iqeffbZbnnhwWCQRx55hIsuuojzzjuP3/3udxSLRa699lp+9rOfcc0114h/CxMnTmThwoU9zmnkyJGsXbt2m3PfVYRCobJqP4lEoqwsaC6XIxgs75HQ3Ny81d9bWlrK/v3Iawzfa2QbUwAUzFtfSKqF7g2VFE3Dls2jAZrS/Xat0f0LLfdVNNWRyZWPr0J7c2yr7yMazHcbr6XhK3N4Y2ir8/elO88LdeRIJBJbvAbsmr9HQ7D8/fdES1QlnNHIFLt/jmvaMzv8N/+8KVYmGnvmqxN6WIs0xNRB9W9XXkNeY6hfYyAZilWq5s6dy5o1a3p8bt26dcydO7fXY++Q4HC73axZs4bVq1dv8ZxXX32VXC7HzJkziUQiZY8jjzwSVVV5//33y17jdDq7pVqdddZZOJ3OsiYkZrNZpCYVCgVisRiRSISDDjoIoE8Fx4svvojdbueYY44pew+JRIIjjzySpqYmNm7cWPaaY445pszBrygKU6ZMIRgMkkp1Ljo+//xz2traOPXUU6moqCh7b73NjZsxYwZut1v8brPZ+MY3vtFtfj2hGyY9Hk+355YsWQLA9773vbKuyND53rqmG5x66qllImTChAk4nU6qq6uFcNLZf//9CQaDPXYt9nq9ZLPZLXY03tX4/X7RpA3A5XKVfd4Wi6XbbkBdXd1Wf6+trS37/OQ1hu81qmeMAgVcka33xHDVWLodKxqNtAW8KCYDVrWLGNA0LMXuEYfAV/9vGivLI6EVtRbG7uXf6vv4xkHd7wMHHfNVlOT0g7Y6/49G7APAgQe5y+4DA/X3mHGgg20x7RsWXMUwewfKK3nZTHD6JMcO/83P3d+L0USPYkI/5rZ+9UMPwuSMPYyD6t+uvIa8xlC/xkAyFAXH1jqJZzKZbhvjO8IOpVT96Ec/4oYbbmDOnDmMGDGCAw88kCOPPJKjjz5alELU87+uuOKKLY4TCpXvlI0YMaLbgtZisTBixIhu0ZC//e1vPP3006xdu1ZUfNHpqRlVb1m/fj3pdJpp06Zt8ZxQKMSYMWPE7yNGjOh2jl71KRqN4nA4aGxsBCh7nc7YsWN7NdctXTcajW7ztVvLUdYFy+67775d8+ipXJrH46Gmpqbbcf0mEovFysptwuZ/8DuaPy2RDEZ8Bwb4xr2H8sXN/6HQliBS40SxGPDuZiLVopKNFRl5iId9v1XFZ38Ns+HtMIpZIauYMDuN7DmtAt93D8N4039pa8iTMZhRqgy4JzuwvBNBTWaIuGwYDCojOyIEUimKDgMjZrroiJjp2JSndryZE/+nEsM2yjPOuKCGbEbl329FsNoUTjizin0O/OoL/1fno0VT8Pg/QdVQiiqa0YCqKPxr3GQWTz2J47/p5aRTK1DVnS/Fu7P8YJqDpnCRZ1bkUDWwmDrTqFQVDArMOMDEdw9Nks2q/OnEAte97ebNTQp7BhT+cJKZGteO338mVCg8OcPI1a9CQ0cRihpuKyRVhVq3wo1HmphUrXD5K0U+aoM6B8TynVrku/spfH+yvOdJJMMFdYiUw924cWOZd+PDDz/s1jQ2nU5z//33M3r06F5fZ4cEx1FHHcXixYt55513+OCDD1i+fDmLFi1i0qRJ3HvvvdhsNrFYvPHGG6muru5xnK4L5K0tLEufe+yxx7j99ts55JBDmDNnDpWVlZjNZtrb27npppu6CZCdQdM0vF4vv/rVr7Z4zvjx48t+31r9ef1z2Zp63NpzW2NnFKceZSmtqV/Kjiz6tzSP7flcSonFYlitVlErXyIZ6oy6cAKjLpyApmkUCgU6OjpIp9OkUil8Pp/4P3LQ92uYdtNELBYLbW1tqKpKNpvFbKugdvpo9vb76ejooLGxkWg0iu+Xu3PsqFHYbDY2bdpEY2MjH7e1YbFacTrhlNE2AoERX315qOTz+a12ArfaDHzryhEcf5YRVVWprCzxjTis8OAVNN9yJql0GpvVitPlIpfNYm9q4iq3ibFjfRiNCn14K+41VrPCHRd4+OP53TcwYrGYSPsymUxMneDnjYkmNE3b6Y2OWXsYmLWHAU0ziet2HffDuYY+uZZEIhm8DJXIxkMPPcT8+fNF5kpPDZj1tdof//jHXl9nh8viejweTjrpJGFGvv/++7n//vt5+eWXmTlzplA/Xq+Xgw8+eLvGbGho6PZFmMvlaGxsLFNT//jHP6ivr+eOO+4oW8S+8847O/o2tsno0aPZsGED++yzz07XsC9F90r0VAlgw4YN3Y719xdSTU0NTqeTTZs2dXtuzJgxvPPOO3zxxRfsu+++/TqPUjZt2tRNzEkkwwG9h0YgECAYDKJpGrFYDJ/PR7FYxGg0EolEqKyspKKiglAohMlkEnnN8Xgcv99PLpcjm80Si8Vobm5m7NixjBo1imw2SzabFVHkjo4OrFYrFosFVVVJJBJlqZxbwmjsFBxdN3EURUH56t6r0fklpBgM2Gw2TCYT0WiUysqBN4yXUnoPLRaLRCIR8Xk6HA7R56TruX153Z7GlWJDIhneqEPk//jZZ5/NpEmT0DSNs88+m1/96lfdMlusViuTJk3qdSYO7ICHo1gs9piyNHHiRGDzDvkJJ5yAxWLh/vvv7xaSgU4TkN5ZVyeZTPK3v/2t7Njf/vY3kslkWe6/0WgUu0U6hUKBhx9+eHvfxnYzffp0NE3jrrvu6nEXvqtxaXuZOHEiVVVV/P3vfxf+CYB8Pl9mkNfRK3T1ZbpYKUajkQMOOIDPPvus23N6Otk999zT7W8GvY/IbI2Ojg6am5uZPHlyn48tkQwWLBYLfr8fh8OB1WolGo1iNBrJ5/NomkYwGMRsNuN0OjGZTKJreDKZJJ/P4/V6qa6uplgskkgkRJnysWPHUl1djdVqJZ1OEw6H6ejoIJfLUSwWSafT29V5XI9W9hQ11nfBNE0TnczdbjcWi4VcLtfjfX8wkM1maW9vJ5vNoigKFRUV+Hw+ufCXSCT9goYiHoOZvfbai1mzZjF79mweeugh5s2bx6xZs8oep5566k6JDdiBCEcqleKkk07iqKOOYo899sDv99PS0sLTTz+Nw+EQJVtramq47rrruOWWW5g9ezannHIKdXV1hMNhVq9ezbJly/jb3/5Wlu8/cuRIHnjgAdasWcNee+3FypUrWbRoEWPHji0zUh9//PHcddddXHXVVRx77LEkk0leeumlfulue8IJJzBjxgwWLlzIF198wZFHHonP56OtrY2PP/6YhoYGnn/++R0e12Qy8YMf/ICf/exnXHjhhZx++ulYrVZefvnlHr0LPp+PkSNH8vLLLzNy5EgqKirw+/1MnTq1T9/rW2+9xSeffFLWi2PSpElceOGFLFiwgPPPP58TTzyRQCBAU1MTr732GgsWLCgzdPUFb731lpiTRDKcsVqtVFRUoGmaiHS43W6y2SxWq5VQKEQgEBCdyLPZLAaDQURAXC4XVVVVhEIhwuEwVquV2tpaxowZQzqdZsOGDSQSCYLBIDabDbPZjMPhIJFIiE7bW0KPIBd7MKXr9yc9PQw6BZTD4SAejxONRrcrirIricfjYtPGbDZTUVExZLqiSySSoclQSakqZXv7t/WG7b7j2mw2zj33XJYvX877779PKpUiEAhwyCGHMHfu3DJfhp5a9dhjj/HMM88Qj8fx+XyMGTOGyy67rFuVgerqam699VZuv/12XnrpJcxmMyeddBJXX3212OEHuOCCC9A0jeeff57f/e53BAIBvvnNbzJz5kzOOuusPvg4yrnxxhuZMmUKzz77LA8//DD5fJ5AIMDEiRO5/PLLez3uiSeeiNlsFs38PB4PJ554ItOmTeOiiy4qq9IAcPPNN/P73/+eO++8k2w2y+TJk/tUcHzzm9/kD3/4A//4xz+6Nf+78sor2X333Xnqqad45JFHUFWVmpoaDj/88D5vtAidaXMTJ07cYhNCiWQ4YbPZxOI/mUySTCax2+0iShCJRKioqKC9vR2r1SrESDgcxuv1ks/nRRpVR0cHNpuNiooKxo4dSyqVoqWlhVQqRXNzM6NGjSIej6MoCm63e6ver+2JcOj+EovFgtlsxuVykUwmRSRmMFAsFgmHwyJC2zWFSiKRSPqLoSg4oLMg0hNPPMHKlStJp8t7FCmKwp///Odejato/ZEXswPonca7ds7+OvLqq69y3XXXiSZ5u5KHH36Yhx56iEWLFonKWruazz//nAsuuIDf/e53HHXUUQMyB4lkIEgmk0SjURKJhPB5FItF7HY7LpcLi8VCKBRCVVWKxSJmsxm73Y7BYCAWi9Ha2oqiKDgcDsaMGYPdbufLL79kzZo1tLe3izSrQCCA0+kkEAhsNcqhz8dms3VrNNre3i6iBcViEafTidvtxu12k0qliEQiFAoF/vGPf2AwGJg7d+5Wjer9RTabJRwOo6oqiqLg8/nKNrAkEomkP/nZqR+Kn3/5wgEDOJPtZ+PGjUydOpVUKkUqlaKyspJQKESxWKSiogKv19vrPmk71IdD0jfk8/luqQr5fJ7HH38ck8nElClTdvmczj33XDweD4899tguv7bOfffdx9SpU6XYkHzt0BftLpdLiAroLEWYSCRQVRWXy4XBYBDRhXQ6jcFgKKtNn06naW5uplAoMG7cOGpqaoRBPZfLEYlEiEajxOPxHtOldLYW4dDnoGmaiBzogsLhcGA2m9E0bcC8HHp6WjAYRFVVzGYzVVVVUmxIJJJdiqZsfgwVrrvuOvbZZx9aW1vRNI0XX3yRZDLJnXfeic1m4+9//3uvx5ZJrANAY2MjV111FdOmTaO+vp5gMMjLL7/M2rVrmTt3bo8t5fsbq9XK4sWLd/l1S/nDH/4woNeXSAYSt9stfFyxWExEOfSQtt/vF/2KcrkcZrOZeDyO2+2mWCzidrtJJpPEYjHa2tqoq6tjwoQJJJNJCoUCmUyGQqEgqmG53e4tRjm25eEoNY0DZREMr9dLKpUil8t1Sw/tb7qmUDmdTjwej0yhkkgku5yhUqWqlHfffZdf//rXImVe0zQsFguXX345ra2tXHvttbzwwgu9GlsKjgHA5/MxadIkXnzxRVGparfdduNnP/sZZ5xxxgDPTiKRDBQej0eIjmg0itVqJZPJoCiK8HOEw2EsFosoJZ5MJsXCvlAokMvlhFE8EAgwatQoUflKURRRUdBqteLxeHrsk7M9Ho5cLoemaRgMhjI/iMViEdGErvm//UkmkyESicgUKolEMigYih6O1tZW6urqxH29tEfb0UcfzR133NHrsQdccAz0rvpA4PP5ttpQUCKRfH3xer1ioR+NRrHb7SSTSbHQ93g8RCIRTCaTEB3FYlE8F4/HyWQytLa2YrVaGTlyJLFYDFVVSaVSGI1GOjo6MBqN+Hw+amtru81BFyGapqGqapkoKRUcgIi6lKJHFfTISn96ODRNIx6Pi0Z+ZrMZv9+/Uw1RJRKJZGcZioKjpqZG9HEaO3YsK1asEFVo169fv1PV/QZccEgkEomkHJ/PJyIdkUgEp9MpKkwZjUacTifJZBKDwSDSmoxGI5qm4XA4gM7oQktLC6NHj6a+vp5CoSB2/1OpFO3t7RiNRioqKrqlPimKgsFgEM3/SgWH/nM+n8dkMvUoJoxGIxaLRTQndLlc/ZLWJFOoJBLJYGUoplQdcsghfPjhh8ycOZMzzzyTm2++WVQj/M1vfsNxxx3X67Gl4JBIJJJBht6YLhQK4fV6xaI9Go0CnREEvdFesVgUfgpN00QFK33nv7W1lfr6esLhMJqmkUgkqKur48svv8RsNvPll1+y9957d0ut0gVHsVgs29XSIxz5fB6j0bjF6IXNZiOXy1EoFEgmk7hcrj79jEpTqAwGAz6fr19KdUskEklvGEpmcZ1rrrmG9evXA/Dzn/+clStXcuONN6JpGkcddRR//OMfez22FBwSiUQyCFEUBb/fTzAYxOPxEIvFcDqdRCIRFEXB6/WKxnu6EVxPgbJYLCKlKRQKYbVaGTFiBJlMBpfLRSaTYdSoUWzcuBGTyYTX62XUqFFl19cFSFcfhx490K+9JcGhKIrwUMTjcRwOR49+kR1Fr0Kl9/qwWCxUVFTIFCqJRDKoGOwdxnviwAMP5MADDwQ6I8aLFi0iFouJ/k07gyyLK5FIJIMUXXRYLBY8Hg+5XA673U44HCYWi4kdfaPRKHb69UiHyWSioqICVVVpb2+nUChQWVmJwWDA7Xbj8Xjwer20t7ezZs0akbersyXjuKIoFItFisUiBoNhqyJCbwqoR1t2lkKhQEdHhxAbLpeLQCAgxYZEIhl0FA0G8RjKeDyenRYbIAWHRCKRDGoMBgOBQACz2YzH46FYLGK1WgmFQsTjcWHa1kvVWiwWUdnKbDbj9XrJZrO0trbicDhwu90UCgVcLhf19fWYzWaam5tZs2aNMF7r14XupXH1yIkuarbVO1ZvJJpMJsnn873+HNLpNO3t7eTzeQwGA36/X/o1JBLJoEVTFPEYSnz++eece+651NXVYbFY+Pe//w3A/PnzWbp0aa/HlYJDIpFIBjldRQd0RiBCoRDZbBaj0SgW3rqPI51Oo6oqHo8Hh8NBPB4nGo3idruFSdzj8VBbW0uxWKS5uZnVq1cLA/aWIhwGg0EIDj16sTVKy+SWlljcXjRNIxqNCg+KxWKhqqpK+jUkEsmgRlU2P4YKH330EVOnTuWNN97gmGOOKdtwSiQS3Hvvvb0eWwoOiUQiGQIYjUYCgQAmkwm32y1ERkdHB4VCQZi5AUwmE6qqCtN2ZWUlFouFUChEPp/H4/FQKBSw2Wx4PB6qq6tJJpO0t7fz5ZdfinQp2HKEQ1GU7S6RqEcistnsDnUglylUEolkqDIUIxzXXXcd++67L6tXr+bRRx8t21A66KCDWL58ea/HloJDIpFIhggmk6lMdOiVpILBoIhE6KJDL52ri4NAIAAgKjt5PB4ymYzIz/V6vaKU7rp168Q4PXk49NSo7YlwAKKUL3RGObbnNV1TqAKBgEyhkkgkQwYVRTyGCm+//TY//vGPcTgc3e61NTU1tLS09HpsKTgkEolkCKE3ttOrS5lMJorFIqFQSFSO0nG5XEQiETKZDG63G5/PRy6XI5VKoaoqZrMZk8kkDOZ6E8ENGzbQ3Nwsyu2WopvSge3ycOjoAkkvk7slNE0jEol0S6Hq2itEIpFIBjNDMcKh33N7IhwO79R9WAoOiUQiGWJYLJYy0WE0Gsnn80SjUeHB0E3jZrOZRCJBIpGgqqoKl8tFOp0mlUphtVrJZDLU1NSQz+cJBALYbDaKxSLr1q2jvb29m+DQoxt6WtP2Cg69Ezp05gJ3jZxAZwpVe3s7qVQK6BQplZWVMoVKIpEMOYaih2Pffffl2Wef7fG5JUuWiJK5vUH24ZBIJJIhiNVqFc0BfT6f8GfEYjHRGNBgMOByuQgGgySTSWw2mxAX2WyWSCSCz+cjn8/j8/mIxWI4HA5Renft2rWYTCZqa2vFol8XINvr3yjF4XCIalXxeFxUsAJIpVJEo1E0TcNgMPTYAV0ikUiGCkOx0/j3v/99zjvvPJxOJxdccAEAGzdu5PXXX+fBBx9k4cKFvR5bRjgkEolkiGKz2aioqBApUZqmUSgUCIfD5PN5VFXFZDKJxoGxWAyr1SqiBrlcjkQiIcrMFgoFisUiLpcLr9dLLpdj/fr1hMNhcc3Shn+apm13hENHj3Lo/hI9hSoSiaBpGlarVaZQSSSSIc9QTKk655xz+MUvfsHdd9/N1KlTAZg1axY/+9nPmD9/PjNmzOj12DLCIZFIJEMYu92OqqpEo1H8fj/t7e2YTCba29upqalBURRsNht2u51IJILFYqGyspJcLkd7ezuRSASr1SoiGY2NjdhsNkaMGEEoFCIcDrN69WqsVqvo4QGdaV29ERxWqxWbzUYmkyEYDIqqV9CZQtUXDaYkEolkoBlKqVSl/L//9/+44IILePnll2ltbaWyspJp06YxZsyYnRpXCg6JRCIZ4jidTjRNIxaLUVlZSUdHByaTiebmZurr64XXo62tjVAohMPhoKqqilwuRyaTob29ndraWjwej4g2uFwuRo0aJYTJhg0bGDVqlEh50kvv7qjggM4oh94t3ev14nA4ZAqVRCIZVmhDpDrVj3/8Y6666ipGjhwpjo0YMYJLLrmkT68jU6okEolkGOByuXC5XNhsNvx+vygn29TUhKqqGI1G3G43mUyGtrY2jEYjVVVVVFRUkMlkCIVCIrVK0zSCwSAWi4X6+nqsViutra2sXbuWdDqN2WwG6FWEQ9M04vG4SKfK5XIyhUoikQw7VEURj8HM7373O5qamsTvxWIRs9ksOoz3FTLCIZFIJMMEj8cjBIDu5TAYDDQ2NjJixAghOGKxGG1tbdTX11NZWUkqlSISiWCz2aitrSUejxMKhTCbzTidTiwWC9FolJaWFhKJBBUVFSiKssNiI5/PEw6HKRQKuFwuTCYTdrudTCYj+nRIJBLJcGCwCw2dnu7jvYlcbwsZ4ZBIJJJhhNfrxW634/F48Hq9aJomohqFQoFAIIDBYKCjo4NYLIbf76empgaDwSCqWfn9flwuF21tbWQyGSoqKqivryeXyxEKhUR38x2JcKRSKfE6PbpSV1cHQDwe77FMrkQikQxVhmJZ3P5ECg6JRCIZZvh8Pmw2Gz6fD4fDgcViIRwOEwwGxfPFYpGGhgY0TaOqqor6+noymQyNjY1CtCiKQjgcJpFIUF1dTWVlJfl8nlQqRUtLC7lcbpuCQ9M0wuGwqEJls9moqqrCYrHgcDgwm82oqko8Ht8VH41EIpHsEoqKQTwkMqVKIpFIhh2KoogeHZWVlbS0tGC322ltbcVoNIo0qkwmw6ZNmxg3bhz19fXEYjHC4TCbNm2iqqqKTCZDQ0MDPp+PQqGA1+ulWCwSDodJpVI0NzdTU1OzxXkUi0Xa29tRvkot8Hg8uFyusnM8Ho+IrDidzl7195BIJJLBxlCKbKxatUrce/VeS59//nmP506ePLlX15B3dolEIhmGKIqC3+8nGAxSU1NDU1MTNpuNxsZGIToaGxsJh8N4PB4CgQBjxowhkUjQ3t6O2+3G6XQKw7ge9QgEApjNZtatW0c0GqWpqQmPx4PBUL6Ll81myWQyFAoF0S/EYrF0m2dpmdxoNEogENhVH5FEIpH0G0PFwwFw0UUXdTumN/7T0TQNRVGEINlRpOCQSCSSYUqp6KitraW5uZlCoUBDQwNGo5FAIEBHRwebNm3C5XJRWVlJfX09GzZsoLGxkZEjR2K320mlUoRCIaxWq/B7eDweUqkUwWBQmNINBgOqqhIKhUin0wAihaqrICnF4/GQzWbFQ1askkgkQx11iJTFfeihh3bJdaTgkEgkkmGMwWAQwqKmpobm5maSySSNjY2MGjUKh8NBKpVi3bp17LnnnowZM4ZYLEYoFCIajWI2m7FYLEQiEZxOJ4FAoMyQXigU6OjowGAwUFVVRTgcJpPJoCgKVqsVv9+/VbEBYDKZcDqdJBIJotEoVVVVIg1LIpFIhiLFIXILu/DCC3fJdaSTRSKRSIY5uuiw2WxUV1djs9lIp9M0NTVhtVoxGo3Ck2Gz2Rg9ejROp5OOjg5UVcVms1EsFkkkEmQyGUwmE1arFY/Hg9VqRVVVNmzYwGeffUaxWMRoNOJ0OrHZbNs9R5fLhcFgoFAokEql+vHTkEgkkv5nqPTh2FVIwSGRSCRfA/QUKofDIURHPB6ntbUVh8MBQFtbG/F4XFSkihWsvLDGwb8aTRSLKhaLhVQqRSwWw+12YzAYcLvd5HI5EokEG79o55NXgxSjWzZ/Jzcm2PDXtYT+HSw7ro8FO1YmV0vnyTz9KdlnP0PLFnbiE5JIJJK+Q5bFLUemVEkkEsnXBJPJJEzZ1dXVNDY2Eo1GMRgMOBwOcrkcmzZtYsKECXyeGcF5S2vIFjv3pQ6oCPG7IxpQFIVEIkGhUMButxOJRHA4HIQ/dfLliwbQkrz/6Cpsu43Ac2Bj2fXXP7aG/9/efYdFcbV/A//uLrv0thSpAhYUewSERwVLLNiwBOy9PaJGo4maaHxEYzSxRH+xRFFBsSXRaMBgomKLXZDYsCKgoCBFeoc97x+8O2HcBRF2AfX+XNdeF3vmzJwzhy1z7ynzz/wIQFa+lG7j0Q5w/tGd266rq4v8/HyUlJQgJycHhoaGVZ5PWXwGMjwDIUvIAgAIHYxhfGEKRNYGKmszQgipiXdlDkddoR4OQgj5gIjFYkilUhgaGsLCwgKMMWRlZXHzLgoLC5GUlIQvT4ALNgDgnwwp/k4qv69HQUEB0tLSkJaWVn6/DpkG4k5rAOzfL9jCWBOUZPw7pKqsoBR3//cPF2wAwLMDcXh1I41XPwOD8mAhLy8PpaVV91jkrTzPBRsAIIvLQP53F2rWMIQQokJlAgH3IBRwEELIB0cikcDExATGxsZo1KgRioqKkJ2djeLiYshkMqS/ysTDVMUhTbFZYpSUlKCsrAwpKSnIzs6GgYEBDDTNUVqkeAPAwnQR93dBcgFKsksU8uQ8zOY9ly+TCwDZ2dkK+SsqjU5RTLunmEYIIXWNhlTxUcBBCCEfIE1NTZiYmMDExATm5ubIzc1Ffn4+iouLUVpSBGeLIoV9mmu9xNOnTyEQCCASibh5Fg6tGkHXWMTLyyBDluApNwFc104POra6/AMKBTDtbK5QjoGBAdfbUlSkWA85SQ+HaqURQkhdK4OAexAKOAgh5IMlv0eGmZkZjI2NkZeXx13kf/nRc7SQlt/gSSKUYUijh3DUfomsrCyUlJTAxsYGQqEQmZmZKCwqwJDFzaArLQ86JDpCwPE+ZOJ8xMbGlg/XEgrgsv0/0LYpn6CuoS9GhzUu0LXXU6iXfJlcAMjKylLYLqez2BOSQS3KnwgE0BzWCjqfd1FlExFCSI2UCf59EEDAGFPsB/8AvHjxAt7e3pg2bRr++9//qq2c7du3Y8eOHQgNDYWVldUb8w8aNAiWlpYICAio1vFdXFwwcOBA+Pv717KmwFdffYWXL18iMDCw1seqib1792LPnj04evQot1oNIUT98vLykJycjKdPn6KgoACampqQSCTQ09NDWqk+Xsbfg1hWACMjI+Tl5cHY2BhaWlpIT0+Hrq4umjdvDktLSxQVFuPZo1RI9BjC/gpFRkYG+vXrBx0dHTg6OkIikYCVyZAXnwctS21o6FS+bolMJkNKSgpkMhkMDQ25AESZshfZgEAAkSV9bhBCGoYufsnc35d+sqjHmjQM1MPxDjhw4ACOHTum1jJu376NU6dOYfr06Wotpyq+vr4QiUTYtWtXvdWBkA+Rrq4uGjVqBEtLS4jFYhQUFKC4uBhpaWkoSX0EUWkexGIxbGxsYGVlhYKCAu6mgBoaGsjMzERGRgZ09XRg1dQIGpoCFBUVwcTEBJqamiguLsbjx49RUlICgUgIvab6VQYbwNstkyuyMqBggxDSoNCkcT4KONRsypQpuHTpEiwtLWt8jIMHD6o94NixYweaNGkCd3f3N2dWEy0tLQwbNgyHDh1CZmZmvdWDkA+Rnp4erK2t0ahRI4jFYqSlpSErKwvJyckoLS2FoaEhjIyMuN6G9PR0lJaWQkdHB2VlZUhPT0dOTg4MDAwgFovBGENxcTGaNGkCiUSCoqIixMTEvHHlqYp0dcvv5yGTyZCbm6vGsyeEENUqEgi4B6H7cKidhoZGpTfAaigSExNx9epVzJ49u76rggEDBmDHjh04duwYxo0bV9/VIeSDkFPM8O1VGc4n6KC5fnP0Fmbh0SsZzsS0AAq1UCgSAYzBKScPjTREKBNY4FmZDTRLGMQyBn2JDFYGxSjJikORQALrJpoogT5EWaU4+8UtlBUw6HYQQtpVhmsrLqM0sgjaljpwnOsEo3ZSyEpluBUci6dnk6GrA7jdOgWDB08AUwMYrxyJVzaG0PjxF5Q+TMOLFCOUZRTDSCMPmh0tkOfihJc3CqFhLIHVF+1h0JWGLhBC6l8pxRk8Kr0SLioqwu7du3Hy5EkkJydDQ0MDpqamcHd3x4IFC3h5r127huDgYERHR6O4uBiNGzeGj48PfHx8ePnkcxrmz5+PjRs3Ijo6GmKxGF27dsXcuXO5m1gB5eOQ9+zZg2vXriExMRH5+flo1KgRPv74Y0ybNo1bavFtpKSkoH///gpzPebMmYPLly9j9uzZmDhxIpc+Y8YMJCQkICwsDEDlczji4uKwceNGREVFQSQSoWPHjpg/fz6vbPk8EwBISkqCi4sLty0yMpKX9+bNm9i8eTPu378PLS0tdO/eHZ9//jl3B+GqhIeHgzGGLl2UT7Z88OABgoKC8M8//yAnJwdSqRTt27fHzJkzYWNjA+DfuSQDBgzA1q1b8ejRIxgaGmL48OGYOHEisrOzsXHjRly4cAH5+flwcXHB4sWL0ahRI15ZNjY2sLOzw6lTpyjgIKSODA+V4a/48ul8V5MkOCFyhtXjHJiWlg9jMisognV+AQCg8P/vY4kKPRUFwIsCCfc0O7oIQmFXOD54ihclGeWJUUD2aRFE1/6dBP4y/AU+vtwfUcFxuLs/DgDQNCsOBol3yjNk5UM8aiPMDI0gzCrGEzSHDCWwQTJQBOBCDnQvPEYJmiEb2sj4MwHtrg+Fbvt/vxcIIaQ+lNLqVDwqDTi+//57hIaGon///hg1ahQYY0hMTMS1a9d4+Y4cOYLVq1ejbdu2mDx5MnR0dHDt2jV89913eP78OebOncvLn5KSAj8/P/Ts2RMff/wxHjx4gNDQUNy7dw979+6FtrY2ACA1NRUhISHo1asX+vXrB6FQiKioKAQHB+Phw4fYvHnzW5+Tubk5GjdujIiICC7gKC0txc2bNyEUCnH9+nUu4CgqKsKdO3fQu3fvKo/5/PlzTJ06FYWFhfDx8YG1tTUiIiIwY8YMFBYWcvmMjY2xYsUK/PDDDzAyMsLkyZOVHu/Ro0f4/PPP4e3tjX79+uHGjRsICQmBUCjEkiVL3niOUVFR0NHRQZMmTRS2XbhwAQsXLoSOjg68vb1ha2uL9PR0XLlyBTExMVzAAQAPHz7EhQsXMGzYMAwYMACnT5/G5s2bIZFIEBYWBmtra0yfPh0JCQn45ZdfsGzZMmzbtk2hzHbt2uH48ePIzc2Fnp7iCjaEENV5ls24YEMuM52hbem/cyYMixXvn/EmMpkY2XoGMMn4N8DIiCuBaYU8pXmlSDgcjwdHnnFpThkPFY4lzMqGDNpIQSO0QAxvmwCACV4hEdZgxTKk7H4Ihw2d37q+hBCiSiUUb/CodA7HuXPn0KVLF6xYsQI+Pj7w9fXFvHnz8PPPP3N50tLSsG7dOvTu3RuBgYEYP348fHx8sHbtWowcORL79+9HYmIi77iJiYmYNm0ali5dCl9fXyxduhSfffYZ4uPjceDAAS6ftbU1wsLCsGDBAowcORLDhw/Hd999h8mTJ+Pq1au4e/dujc7LxcUFd+/eRUFB+S980dHRyM/Ph5eXF27duoXi4mIA5ROvi4qK4OrqWuXxtm7diqysLKxduxbz5s3D8OHDsXbtWnh4ePDmLmhra6N///7Q1taGVCpF//79uUdFjx8/xsaNGzF37lx88sknWLVqFbp06YLQ0FBuDfyqxMbGwsrKCkIh/+VQWFiI5cuXQ09PD7/88gvmzp2LYcOGYdq0aQgMDISnpycv/5MnT7Bp0ybMmjULPj4+2LRpE0xNTbFhwwZ07NgRa9asga+vL+bPn48RI0YgMjIS8fHxCvWxtrZGWVmZ0m314dWrV7x7AeTm5iInJ4d7XlxcjPT0dN4+SUlJVT5PTk5GxQXiqAwqo77KyMrMwOteX7qw5ksZvnlPgVAA/mKJlX9LCyo9XoV9hOV/v6v/DyqDyqAyVFdGfSoRCLgHUXHAoa+vjydPniAmJqbSPOHh4SguLoa3tzcyMzN5Dw8PD8hkMly/fp23j66ursJQK19fX+jq6uLcuXNcmnzFFKC8FyI7OxuZmZno1KkTANQ44HB1dUVpaSmioqIAABEREdDX18e4ceNQVFSE27dvc+ny/JWRyWS4cOECHB0d0bkz/1e4ynow3qRt27Zo27atQp3Lysrw4sWLN+6fkZEBAwMDhfQrV64gMzMTY8aMgampqcL21wOUtm3bolWrVtxzDQ0NtGrVCowxjBgxgpf3o48+AgAkJCQoHNfIyAhA+YdPQyCVSqGpqck919PT4y3bK79rc0WvLxLw+nMLCwsIKnwIURlURn2V0baxFN5N+V+IllYSpEv+vZFflkTy1kGHSFQCw9wcXlrjj6S852JDMWx97NFm5L8367srbal4MBNjCMFgjmSkgd8mMgiQDmMAgFBLhEaTy+/L8a7+P6gMKoPKUF0Z9amkwoOoeEjV559/jqVLl2LkyJGwtraGs7MzPDw80K1bN+7iVP6rdVUTlF+/0LS2toZEIuGlSSQSWFtbK/SGHDp0CL/99htiY2MVllGsGCm/DVdXVwgEAkRGRqJLly6IjIyEs7MzmjdvDhMTE0RERMDFxQWRkZGws7ODubninXMrnlt+fj7s7e0VtpmZmdVoCJG1tbVCmqGhIYCqb5olJ6gk+n72rHyYQ/PmzatVD2X3GZEHMq9/CMg/RJTVT/6LR2X1IoSo1sGBQqyLYDiXwNDGFPjSTYzEdBOsOpCNzJcleAExEvQlaJ2bDxtNGSAWIqZICGFBKSQyBlMdAZpbCZGdVIS8MiEaO2qhUHIdYqcyOGS2QUluGZr1t4bjIBvEBT3Gi+OJ0LbSQfPZTtC21IH7fCfoW2kj7kwyNHVNkXs7C3p3HwGNjIC1EwAnW+D7P2B/8xlevJAgOc0ahuI8aP3HGgUuraAZkQtdY01Yzm8LndbSN54vIYSoWz5dw/CoNODw9PTEsWPHcPnyZdy4cQMREREIDQ1FmzZtsG3bNmhpaXEXk8uWLav0wvz1C+iqLjwrbtu3bx82btwId3d3jBw5EqamphCLxUhNTYW/v3+V67hXxcjICE2bNsX169e5eRpz5swBADg7OyMiIgITJkxAdHQ0hg4dWq1jqvJiWiQSVbqtOvd1NDY2RnZ2do32rW49KtumrAx5EGJsbPxW5RNCakZHLMD/OgvwvwppVnoa+P2rml28l5SUICioENABenzZAWKxmNvWZIojmkxx5OUXCAVoM9oBbUbLezr+o3jQnyZBCMDmtWQdAIr9r4QQUr8KKN7gUfl6rQYGBvDy8oKXlxcAICAgAAEBATh58iS8vb3RuHFjAOW/wLu5uVXrmImJiSgpKeF9aRUXF+P58+fc8QDg+PHjsLKywo8//sgb7nP58uVan5erqyt+/vln/P333ygqKuKGaXXq1AmrV6/GhQsXUFZWxltJShmpVAodHR3ExcUpbEtNTVW61ry6f+lv2rQpoqKiIJPJeO0m74V59OhRpStYqUNiYiJEIpHSXiBCCCGEkIaumFap4lHZHI6ysjKlQ5Zatiwfjyv/Bb1Xr16QSCQICAjgrcgkl5uby03ClsvLy8OhQ4d4aYcOHUJeXh66d+/OpYlEIggE/AmIpaWl2L17d01Pi+Pi4gLGGHbs2AFTU1M4ODhw6WVlZdi1axcEAsEbAw6hUAhPT088evRIIRAKDAxUuo+2tnaNh4NVh7OzM/Lz8xEbG8tLd3d3h5GREQ4cOIC0tDSF/d62B6S67ty5A0dHR1qhipB6JmMMd1IZ0vLV814nhJD3lqDCg6iuh0O+apOnpyccHR0hlUqRnJyM3377DTo6OujRowcAoFGjRvjyyy+xcuVK+Pj4YMCAAbC0tERGRgZiYmJw7tw5HDp0iDcfwMbGBjt27MCTJ0/g5OSE+/fvIzQ0FPb29hg9ejSX7+OPP8bmzZsxZ84c9OjRA3l5eThx4oRKbrzn7OwMkUiE2NhY9OvXj1c3KysrxMbGwtHRkZvwXBU/Pz9cuXIFCxYsgK+vL6ytrXH9+nXcv39f6f5t2rRBaGgotm/fDjs7OwgEAvTt27fW5yTXs2dPbNq0CZcuXUKzZs24dC0tLSxduhSLFi3CiBEjMHjwYNja2iIjIwNXr17F6NGjeQGfKiQmJuLp06f49NNPVXpcQsjbuZXCMDSkDHFZgFgILHAV4FuPyodNEkIIqYDmcPCoLODQ0tLCqFGjEBERgevXryM/Px8mJiZwd3fHpEmTePMy5EOr9u3bhyNHjiAnJwdGRkaws7ODn5+fwioE5ubm+O6777Bx40acOHECYrEYXl5e+Oyzz7h7cADAuHHjwBhDSEgI1q9fDxMTE/Tu3Rve3t7w9fWt1fnp6emhZcuWiI6OVliFysXFBaGhoW9cDlfO2toaO3fuxMaNG/Hbb79BKBTC2dkZ27Ztg5+fn0J+Pz8/ZGZm4uDBg9yQK1UGHNbW1nB3d8fx48cxYcIE3rZu3bph586dCAoKQkhICPLz8yGVStGhQwdecKIqYWFhkEgkGDx4sMqPTQipvsknyoMNACiRAauuMfSxZ+hmS1+ihBBC3o6AqWtcjIrI7zQeEBBQ31V5r92+fRuTJ0/Gli1bqj23RtUKCwsxePBgeHl5Yd68efVSB0IIUFDCoPN/ZQrpK7sKscT9zSNxyyeNBwEAJk2axJt/RwghHwLB55nc32y9Ub3Vo6FQ6X04yLurXbt26N27N7Zv315vdTh8+DBKS0sxderUeqsDIQTQFgvQzEgxvS0tB0UIIdUjEPz7IKpfpYq8u1avXl2v5Y8dOxZjx46t1zoQQspt/liIYSEy5JeWP/+kuQADm9IXJyGEVAt9XPJQwEEIIURBXwchEv4rwNkEhsb6Arha0rcnIYRUG31k8jT4gOPYsWP1XQVCCPkgSbUF+MSRvjUJIeTt0WdnRQ0+4CCEEEIIIeSdQvEGDwUchBBCCCGEqBRFHBVRwEEIIYQQQogqUbzBQwEHIYQQQgghqkQBBw8FHIQQQgghhKgURRwVUcBBCCGEEEKIKlG8wUMBByGEEEIIIapEdxjnEdZ3BQghhBBCCCHvL+rhIIQQQgghRJWog4OHAg5CCCGEEEJUiiKOiijgIIQQQgghRJVo0gIPBRyEEEIIIYSoFPVwVEQBByGEEEIIIapE8QYPdfgQQgghhBBC1IZ6OAghhBBCCFEl6uHgoYCDEEIIIYQQVaIb//HQkCpCCCGEEEKI2lAPByGEEEIIIapEHRw8FHAQQgghhBCiUhRxVEQBByGEEEIIIapE8QYPzeEghBBCCCGEqA31cBBCCCGEEKJK1MPBQz0chBBCCCGEELWhHg5CCCGEEEJUie7DwUMBByGEEEIIIapE8QYPBRyEEEIIIYSoEgUcPBRwEEIIIYQQolIUcVREAQchhBBCCCGqRPEGD61SRQghhBBCCFEb6uEghBBCCCFElaiHg4d6OAghhBBCCKkH/v7+0NPTq+9qqB31cBBCCCGEEKJK1MPBQz0chBBCCCGEELWhgIMQQgghhBBVEgj+fdTC3bt34eXlBT09PRgYGGDw4MGIiYnhtk+ZMgWenp7c84yMDAiFQnTs2JFLKygogKamJvbt21erutQGDakipAqMMeTk5NR3NQh5p5SUlKCgoAAAkJ2dDbFYXM81IoR8qPT19SGo5UV/jaigyISEBHh4eMDe3h579uxBWVkZli1bBg8PD9y+fRtmZmbw9PTE/v37UVhYCC0tLVy4cAGampq4desWMjMzYWRkhCtXrqC4uJgXmNQ1CjgIqUJOTg4MDQ3ruxqEvLM+++yz+q4CIeQDlpWVBQMDgzovl31R+0vsDRs2oLi4GCdPnoSZmRkAwM3NDc2bN8eWLVvg7+8PT09PFBUV4erVq+jevTv+/vtveHt749y5c7h48SIGDhyIv//+G3Z2dmjcuHGt61RTFHAQUgV9fX1kZWXVdzUAALm5uRgwYADCwsI+iBUt6gq1q3pQu6oHtat6ULuqR0NoV319/XopVxUuXLiAnj17csEGANjZ2aFz5864cOECAMDBwQG2trY4f/48F3BMnDgRMpkM58+f5wKO+uzdACjgIKRKAoGgXn4ZUUYoFEIkEsHAwIC+EFWI2lU9qF3Vg9pVPahd1YPatXYyMjLQoUMHhXQLCws8fPiQe+7p6Ym///4bubm5+OeffxAYGIiysjLs27cPJSUluHr1KjZt2lSHNVdEk8YJIYQQQghpYKRSKV6+fKmQnpycDKlUyj339PTElStXcO7cORgaGqJ169bw9PREVFQUzp49i4KCgnrv4aCAgxBCCCGEkAama9euOH36NNLT07m0hIQEXL58GR4eHlyap6cnCgoKsG7dOnh4eEAgEKBdu3bQ19fHqlWrYGFhgebNm9fHKXBoSBUh7wiJRIJp06ZBIpHUd1XeK9Su6kHtqh7UrupB7aoe1K7VU1ZWhsOHDyukz507F0FBQejTpw+WLFnCrVIllUoxa9YsLl/Lli1hbm6O8+fP44cffgBQPiS8a9euOHbsGIYPH15n51IZAWOM1XclCCGEEEII+dD4+/tj+fLlSrcFBQXB2dkZX3zxBS5evAihUIgePXpg/fr1Cj0Wvr6+OHz4MCIjI+Hs7AwAWL9+Pb744gts3ryZF6DUBwo4CCGEEEIIIWpDczgIIYQQQgghakMBByGEEEIIIURtaNI4IQ3YxYsXsXXrVsTHx8Pc3BxjxoyBr69vlfs8ffoUv/zyCyIiIpCUlAQjIyN06tQJM2fOhKmpaR3VvGGrSbsCwM6dOxEVFYXo6Gjk5eUhODgYrVq1qoMaNyxPnz7FunXr8M8//0BbWxt9+/bF7NmzoaWl9cZ9//jjDwQFBSEpKQk2NjaYPn06evXqVQe1bvhq2q4nT57EqVOncPfuXaSmpmLu3LkYN25cHdW64atJu+bm5mL//v24fPkynj59Cg0NDTg5OWHWrFlo2bJlHda+4arp6/XHH3/ExYsXkZycDIFAADs7O4wZMwZ9+/ato5qT+kABByEN1O3bt/H5559jwIABmD9/Pm7evIm1a9dCLBZjyJAhle539epVREVFYejQoXB0dERKSgoCAgIwefJk/Pzzz9DR0am7k2iAatquAHDkyBHY2NjAzc0NZ86cqZsKNzA5OTnw8/ODhYUF1qxZg1evXmHDhg3IysrCN998U+W+4eHh8Pf3x8SJE+Hu7o5z587hq6++gp6eHtzd3evoDBqm2rTr6dOn8fz5c3h4eODIkSN1VON3Q03bNTk5GUeOHIG3tzdmzJiB0tJSHDx4EJMnT0ZgYOAHH3TU5vVaUFCAYcOGwd7eHowxnD59GkuWLAFjDF5eXnV0BqTOMUJIg/Tpp5+y8ePH89JWrlzJ+vbty8rKyirdLyMjg8lkMl7ao0ePmLOzMzt27Jha6vouqWm7Msa47REREczZ2ZlFR0errZ4NVVBQEOvSpQvLyMjg0v7880/m7OzMYmNjq9z3k08+YYsWLeKlzZo1i02YMEENNX231KZdK75unZ2dWXBwsLqq+c6pabvm5+ezgoICXlphYSHr27cv8/f3V1d13xm1eb0qM2nSJDZz5kwV1pA0NDSHg5AGqLi4GBEREejTpw8v3cvLC2lpaXj48GGl+xoZGUEgEPDSmjVrBpFIhNTUVLXU911Rm3YFAKGQPjIvX76MTp06wcjIiEvr2bMnJBIJLl26VOl+z58/R3x8vMKwCS8vL0RHRyMzM1NNNX431LRdAXpdVqWm7aqtra0wNEhTUxMODg4f/OcoULvXqzKGhoYoLS1VYQ1JQ0OfUoQ0QImJiSgpKYGDgwMvvUmTJgCAuLi4tzre7du3UVZWpnC8D42q2/VDFBcXp9B+EokENjY2VbaffNvr+zo4OIAxhvj4eJXX9V1S03YlVVNluxYUFODhw4cf/OcoUPt2ZYyhtLQUOTk5CAsLw7Vr16o1j468u2gOByENUHZ2NgBAX1+fly5/Lt9eHaWlpVi/fj3s7OzQtWtX1VXyHaTKdv1QZWdnK7QfUN6GVbVfTk4OAEBPT4+XbmBgAADIyspSYS3fPTVtV1I1Vbbr1q1bUVhY2CDu2lzfatuu169f525EJxKJsHDhQlo84j1HAQchdSQ3NxdpaWlvzGdlZcX9/frQqJr4/vvv8eTJE+zYsQMaGu/fW76+2pXwsWreQ/b1tpfvR/8T5arbruTtvG27/vXXXzh48CAWLVoEW1tbNdXq3Vfddm3Tpg2Cg4ORm5uLy5cvY82aNRCJRG9cuIO8u96/qw9CGqizZ89i+fLlb8y3f/9+7lff138pkv9KLN/+JgEBAQgNDcWaNWve2+Vb66NdP2QGBgZce1WUm5tb5VAT+a+hOTk5MDEx4dKp7cvVtF1J1VTRrlevXsXy5csxbtw4Gvbz/9W2XXV1dbnvpE6dOqG4uBgbNmzAoEGDIBKJVF5fUv8o4CCkjgwaNAiDBg2qVt7i4mKIxWLExcWhc+fOXHpsbCwAxXHwyhw6dAgBAQFYvHgxunXrVrNKvwPqul0/dA4ODgpjtIuLi5GYmAhvb+8q9wPKx37b29tz6XFxcRAIBLy0D1FN25VUrbbtevfuXW64z5w5c9RVzXeOql+vTk5O+PXXX5GRkUH3i3pP0aRxQhogiUQCV1dXhIeH89JPnDgBU1NTtGjRosr9T5w4gbVr12LGjBkYNmyYOqv6TqltuxKgc+fOiIiI4K0qdfbsWRQXF6NLly6V7mdtbQ17e3ucPHmSl37ixAm0bt2at9rNh6im7UqqVpt2jYuLw9y5c9G+fXssW7aMhv1VoOrX682bN6Grq/vBfw68zyjgIKSBmjp1Ku7du4eVK1ciMjISu3btwu+//44ZM2bwlsEcMmQI/Pz8uOc3btzAsmXL0KFDB7i5ueHOnTvcIzExsT5OpUGpabsC5W0bHh6OqKgoAEBERATCw8Nx7969Oj2H+vTJJ59AX18fn3/+Oa5cuYKwsDCsXbsW/fr14/UQrVixAm5ubrx9Z8yYgfDwcGzZsgWRkZFYv349rl69ihkzZtT1aTQ4tWnX2NhYhIeHc4F0TEwMwsPDa7Q86fumpu366tUrzJ49GxoaGhg3bhzu37/PfY4+ePCgPk6lQalpuz5+/Bhz5sxBSEgIIiIicP78eaxcuRIhISGYNGnSeznPkJSj/ywhDVS7du2wfv16bN26FWFhYTA3N8cXX3yhMKmurKwMZWVl3PPIyEiUlpYiKioKkyZN4uUdOHAg/P3966D2DVdN2xUAtm/fzgUbALBp0yYAH1a76uvr46effsLatWuxYMECaGlpoW/fvvj00095+WQymUL79erVC4WFhQgMDMS+fftga2uL1atXf/B3GQdq166nTp3Cjh07uOdhYWEICwuDpaUljh07Vif1b6hq2q6xsbF4+fIlAGDmzJm8vNSuNW9XqVQKPT097Ny5E+np6dDT04O9vT3WrVuH7t271/FZkLokYLQEBiGEEEIIIURNaEgVIYQQQgghRG0o4CCEEEIIIYSoDQUchBBCCCGEELWhgIMQQgghhBCiNhRwEEIIIYQQQtSGAg5CCCGEEEKI2lDAQQghhBBCCFEbCjgIIYQQQgghakMBByGENBD+/v4QCASIj4+v76ogJSUFhoaGCAgI4NLi4+MhEAg+mLuqk6rZ29vX6u7Q3bt3h729vcrq876YPXs2nJycUFpaWt9VIURlKOAghKhVSkoKFi5ciDZt2kBfXx+GhoZo3rw5Ro4ciSNHjvDydu/eHVpaWpUea926dRAIBDh37pzS7VlZWdDR0YFAIMDu3bsrPY69vT0EAgH3kEgksLe3x9SpU5GQkFCT03zvLF26FFKpFJMmTarvqtQZf39//P777/VdDVKHbt68CX9//zoP8s+dOwd/f39kZmYqbFu8eDHi4+Oxbdu2Oq0TIepEAQchRG0SEhLQrl07bNmyBZ07d8Z3332HVatWYeDAgYiKikJgYKBKyztw4AAKCwvRtGlT7Nq1q8q8lpaW2Lt3L/bu3Yv/+7//g5ubGwIDA+Hm5oa0tDSV1utd8/z5cwQGBmLWrFkQi8Vcup2dHQoKCvD111/XY+3UZ/ny5RRwfGBu3ryJ5cuX10vAsXz5cqUBh5WVFUaMGIFVq1ZRLwd5b2jUdwUIIe+vtWvX4uXLlwgNDcWgQYN42zZs2IDExESVlrdr1y54enpixIgRmDlzJh4+fIgWLVoozWtgYICxY8dyz/38/GBubo7NmzcjMDAQCxcuVGnd3iUBAQFgjGHMmDG8dIFAUGUPFCFENcaNG4c9e/bg999/h4+PT31Xh5Baox4OQojaPHr0CADQo0cPpdttbGxUVtbt27dx48YNTJw4EaNGjYKmpuZb96D07dsXAPDkyZNK8/z5558QCAT44YcflG738PCAiYkJiouLAQDXr1/HxIkT4ejoCB0dHejr66NLly44evRoteo0ceJECAQCpdsEAgEmTpyokP7LL7+ga9eu0NfXh46ODtzc3HD48OFqlQcAv/76Kzp06ABLS0teurI5HBXT5Ptpa2ujWbNmCAoKAgA8e/YMPj4+kEql0NfXx+jRo5GVlaX0PFNTUzF+/HiYmJhAR0cHPXv2xI0bNxTquHXrVvTp0wfW1taQSCSwtLTE2LFjK/2l+uzZsxgwYABMTEygpaWFJk2aYMqUKUhLS8O5c+e4Nt6zZw831K468wvS09MxZ84cNG7cGBKJBFZWVpg6dSqSkpJ4+eRl7N69Gzt37kSrVq2gqakJOzs7rFmz5o3lAKprawC4e/cuPvnkE5iamkJTUxMtWrTAihUrUFRUpJD3/v37GDBgAPT09GBkZITBgwcjNja20nqGh4ejT58+MDIygpaWFtq1a6eS4UFBQUFwcXHh3kc9evTAyZMnFfJV9r7YvXs3b0jmxIkTuSGDPXr04P7v8te3fE5VdHQ05syZAwsLC2hpaaFTp044deoU79hVzW96fW5W9+7dsXz5cgCAg4MDV27FYaDdu3eHrq4ufvnll7drJEIaKOrhIISoTZMmTQAAO3bswGeffVbphfPrKhvSlJ+fX+k+O3fuhK6uLnx8fKCnpwdvb28EBwfj22+/hYZG9T7qHj9+DAAwNTWtNE+fPn1gaWmJ4OBgzJ8/n7ctLi4Oly5dgp+fHyQSCQDg6NGjePToEUaNGgUbGxukp6djz549GDZsGPbv34/Ro0dXq27V9fXXX+Pbb7+Fl5cXvvnmG4hEIhw9ehS+vr7YvHkzZs2aVeX+KSkpePDgAWbOnPlW5f7xxx/Yvn07/Pz8IJVKERgYiMmTJ0MsFuPrr7/Gxx9/jFWrViEiIgKBgYHQ0tJSGhB6eXlBKpXC398fycnJ2Lx5M7p164bLly+jXbt2XL7169ejc+fO6N27N4yMjHD37l3s3LkTZ86cwZ07d2BiYsLlldfL1tYWM2fOROPGjfHs2TMcO3YMiYmJcHJywt69ezFu3Dh4eHhg+vTpAAA9Pb0qzzk7Oxtdu3bFw4cPMWHCBHTq1Al3797F9u3bcfLkSURERKBRo0a8fX766SekpKRg6tSpMDQ0xL59+7Bo0SLY2NhU+7VQ27aOioqCp6cnhEIhZs2aBRsbG5w4cQLLli3DlStXEBYWBqGw/PfIuLg4dO3aFfn5+Zg5cyaaNGmC06dPo0ePHkrfjwEBAZgxYwbc3d2xZMkS6Onp4dSpU/Dz88OTJ0+wdu3aap3j6xYvXozVq1fD2dkZ33zzDQoLC7Fr1y54eXlh7969Cr1x1fHf//4XmpqaCAgIwOLFi+Hk5AQAvNcZAIwfPx4ikQiLFi1CTk4Otm/fjn79+uH48ePo06fPW5e7ZMkSSKVSHD16FBs2bOA+bzp37szlEYlEcHV1xfnz58EYq/ZnJyENFiOEEDV58uQJMzAwYACYra0tGz16NNuwYQOLjIxUmr9bt24MwBsfZ8+e5e1XWFjIpFIpGz9+PJcWFhbGALCQkBCFcuzs7FizZs1YamoqS01NZbGxsSwwMJAZGhoykUjEbt26VeV5ffHFFwyAQj5/f38GgF27do1Ly83NVdg/Ly+POTo6MicnJ176smXLGAAWFxfHpU2YMIFV9lENgE2YMIF7HhkZyQCwL7/8UiHv4MGDmb6+PsvOzq7y3M6cOcMAsPXr1ytsi4uLYwDYsmXLFNJ0dXXZs2fPuPTU1FSmpaXFBAIB27hxI+84Q4cOZRoaGiwnJ0fhPIcOHcpkMhnvnAQCAevVqxfvGMraNTw8nAFg33//PZeWkJDAJBIJa9WqFcvKylLYp6ysjPv79fZ8kyVLljAACue3b98+BoBNmzaNSzt79iwDwCwtLVlGRgaXnpeXx0xNTZm7u/sby1NVW3fp0oUJhUJ248YNXt5p06YxAGz//v1c2qhRoxgA9ueff/Lyzpo1iwFg3bp149JevHjBNDU12ciRIxXqPmfOHCYUCllMTAyX1q1bN2ZnZ/fG83748CETCATMzc2NFRYWculpaWnMwsKCGRsb814Plf0fg4KCFD4/lKXJyd+PnTp1YkVFRVx6QkIC09XVZc2bN+deq8reG68fp+L7Wlna66ZMmcIAsOTk5ErzEPKuoCFVhBC1adKkCW7duoWZM2dCJpPhwIEDmDdvHlxcXNCuXTulQ2XEYjFOnTql9CH/5fl1R48exatXr3jDKPr27QtLS8tKJ4/HxMTAzMwMZmZmaNKkCSZPngxjY2P89ttvCr9wvm7ChAkAgODgYF76vn370LJlS3Tq1IlL09XV5f7Oz89Heno68vPz0bNnT9y/fx/Z2dlVlvU2Dhw4AKD8F9m0tDTew9vbGzk5Obhy5UqVx0hNTQUASKXStyp7yJAhsLW15Z6bmprC0dERQqEQM2bM4OX18PBAaWmp0uFPCxcu5P2a6+zsjN69e+PMmTO8tpK3q0wmQ1ZWFtLS0tC+fXsYGhri2rVrXL5Dhw6huLgYS5cuhYGBgUJ58l/ya+Lo0aOQSqUKvUGjR49Gs2bNlA6bmzRpEoyMjLjnOjo6cHd353rXqqM2bZ2amopLly5hwIAB6NixIy/v0qVLAYBbPU4mk+HYsWNo3749vLy8eHkXL16sUK/Dhw+jqKgIkyZNUnj9DRo0CDKZDKdPn672ecqFhISAMYaFCxdCU1OTSzcxMcHMmTORkZGBs2fPvvVxq2vevHlcjyVQPhR0zJgxePz4MaKjo9VWrryXLiUlRW1lEFJXaEgVIUSt7O3tsWXLFmzZsgVJSUm4cuUK9uzZg9DQUAwcOBDR0dG8i1uhUIhevXopPdbNmzeVpu/atQtmZmawsbFBTEwMl967d28cOHAAycnJsLCw4O1ja2vLDTORzwFo1qxZtYYutGnTBh999BEOHDiA77//HiKRCJcuXUJMTAxWr17Ny5uSkoKvv/4aISEhSi8cMjMzlV4I18T9+/cBAK1atao0z8uXL6s8hvz8GWNvVbaDg4NCmrGxMSwtLXkXifJ0oHz+w+vkw1oqatWqFU6ePIm4uDi0b98eAHDmzBmsWLEC165dQ2FhIS9/RkYG97f8Ql6+nyrFxsaiQ4cOvJW8gPI2bN26NUJCQpCdnc37/8qHGVZkYmKitC0qU5u2ls+9aN26tcIxbG1tYWhoyOVJSUlBbm6u0v+JlZUVDA0NeWny1598LpQyb3r9KVNVndu2bcvLow6VvSaB8vlebdq0UUu58vcgDaci7wMKOAghdcbS0hLDhg3DsGHDMHr0aBw8eBDHjx/nrRb1tuLj43H69GkwxuDo6Kg0z549e7Bo0SJemo6OTqWBTXVMmDABn332GU6dOgUvLy8EBwdDKBTyzkUmk6F379548OAB5syZA1dXVxgaGkIkEiEoKAgHDhyATCarspzKLjaULZcpv0A5fvy4wkWwnLKLtorMzMwA8C/aq0MkEr1VOlD9oOb1C6/r16+jT58+aNasGb777js4ODhAW1sbAoEAI0eO5LXp2wZOqlJZuVW1R3XVpq1r0h7VveCVHzsoKKjSBSGUBVzVPe7bbntdTZeYVXb+r78mq2qjmpb76tUrAP++Jwl5l1HAQQipF//5z39w8OBBPH/+vFbHCQoKAmMM27dvVzoMaMWKFQgMDFQIOGpr9OjRWLBgAYKDg9GjRw/8+uuv6NmzJ+9C686dO7h9+zb+97//cavSyO3cubNa5cjP6dWrV7zzU/aLrqOjI/766y/Y2Nhwv/y+rdatW0MgEPB6iurS/fv34e7urpAmFAq5VaMOHjyIsrIy/Pnnn7xf+/Py8hQCJfmyyDdv3lT6S3VtNGnSBI8ePUJJSYlCgHfv3j2YmpqqrPdKVZo2bQoASocCJSYmIisri8tjbm4OPT093Lt3TyHvixcvFFa/kgf8JiYmtQrmq6rz68tcy89Dngcof8/IL9YrUvaeqU4wde/ePYVhlvLeHHkAVfF9qqpy5cM+zc3N35iXkIaO5nAQQtTm7NmzKCgoUEiXjw0Hqh7+8yYymQy7d+9Gq1atMH36dPj4+Cg8xowZg0ePHuHixYs1LkcZMzMz9OvXD7///jv279+PzMxMbm6HnPwX59d/hb179261l8WVX8SFh4fz0tevX6+QV967snjxYqW/qlZnLLiZmRlatWqF69evV6t+qrZmzRpee0VFRSE8PBw9e/bkLt4ra9dVq1Yp9Bj5+PhAIpFg5cqVSufLVDyGnp7eW/XsDB06FK9evcL27dt56T///DNiYmIwbNiwah+rrpiZmaFLly44fvy4whDFb7/9FgC4eguFQnh7e+PWrVv466+/eHlXrVqlcGxfX19oamrC399f6QpWWVlZSpfdfZMhQ4ZAIBBg3bp13HLTQPnF/datW2FsbIzu3btz6Y6Ojrhy5QqvDhkZGdzSwRXJVyKr6v++YcMGXrmJiYk4cOAAHB0duR5DfX19WFhY4MyZM7zXVGxsrNKbSb6p3LKyMkRGRsLT05OGVJH3AvVwEELUZv369bh06RIGDhwIZ2dnGBoaIjk5Gb/99htu3LiBHj16YMCAATU+/qlTp/Ds2TP873//qzTPJ598gi+//BK7du1C165da1yWMhMmTEBoaCjmzZsHPT09hQtMJycntG7dGmvWrEF+fj5atGiBR48eYfv27WjTpg2ioqLeWMaoUaOwePFiTJ8+HQ8ePICJiQn+/PNPpUsHu7q6Yvny5Vi2bBk6dOiA4cOHw8rKCklJSbhx4waOHz/Ou3CqjK+vL7755hskJSUp3ItD3Z4+fYq+ffvC29sbSUlJ2Lx5M7S1tXkB1tChQ7Fhwwb0798f06dPh0QiwalTp3D79m2FJY1tbGywceNGzJo1C23btsX48eNhZ2eH58+fIyQkBIGBgejQoQMAwM3NDeHh4Vi7di1sbW2hq6urcMPKihYuXIjDhw9jzpw5+Oeff+Dq6soti2tjY4MVK1aopY1q68cff4Snpye6deuGWbNmwdraGidPnkRoaCj69u2LESNGcHlXrlyJv/76C0OHDsWsWbO4ZXEjIyOVtvVPP/2EqVOnwsnJiWvr1NRU3LlzB7///jvu3btXrfubVNS8eXN8+eWXWL16Nbp06YJRo0Zxy+ImJycjODiYtzjD7NmzMXbsWPTs2RPjxo1DZmYmduzYATs7OyQnJ/OO7eLiAqFQiNWrVyMjIwM6Ojpo06YNb15GaWkpPDw8MGrUKOTk5GDbtm0oKCjApk2beMHA7Nmz8fXXX6Nfv34YMmQIXrx4gW3btqFNmzaIiIjglevm5gYA+Oqrr7j7Brm5uXE9dufOnUNeXh6GDx/+Vm1FSINVp2tiEUI+KFeuXGHz589nLi4uzNzcnGloaDBDQ0Pm7u7O1q9fz1vikrHyZTI1NTUrPd7atWt5S1j6+voyAOz27dtV1qNdu3ZMV1eXWxLWzs6OtWjRonYnxxgrKipiUqmUAWATJ05Umic+Pp75+PgwU1NTpq2tzVxdXdmRI0feaqnMq1evss6dOzNNTU1mYmLCpk2bxjIyMipd/vOPP/5gffr0YcbGxkwikTAbGxvm5eXFtm7dWq3zev78OdPQ0GDr1q3jpVe1LK6y5UArW/ZU2VKk8mVxU1JS2NixY5lUKmXa2tqsR48eSpdRPnr0KOvYsSPT0dFhJiYmbMSIEezp06fMzs6Ot1Sr3IkTJ1ivXr2YgYEB09TUZA4ODmzq1KksLS2Ny/PgwQPWs2dPpqenxwBUa8nWtLQ0Nnv2bGZjY8PEYjGzsLBgU6ZMYc+fP+flky+LGxQUpHCMqpY+rkhVbc0YY3fu3GFDhw5lUqmUicVi1rx5c+bv76/wnmSMsXv37rH+/fszXV1dZmBgwLy9vdmTJ08qbeuLFy+yIUOGMDMzMyYWi5mlpSXr3r07W7duHSsoKHhjnSuza9cu1rFjR6alpcV0dXVZt27d2F9//aU075o1a1jjxo2ZRCJhLVu2ZLt27aq0LXbt2sUcHR2ZhoYGr33l78e7d++y2bNns0aNGjFNTU3m6urKTp48qVBmSUkJW7BgAbOwsGCamprso48+YqGhoZW+r7/99lvWuHFjJhKJFF4bEyZMYBYWFqy4uLja7UNIQyZgrJ5m1BFCCGmwZsyYgZMnT+Lhw4eVTkBXpYkTJ2LPnj31NsmbkNf5+/tj+fLliIuLe+temdpISkpC06ZN8f333+PTTz+ts3IJUSeaw0EIIUTBihUrkJ6ernTcOyFEfVatWgU7Ozv4+fnVd1UIURmaw0EIIUSBubm5wipEhBD127RpU31XgRCVox4OQgghhBBCiNrQHA5CCCGEEEKI2lAPByGEEEIIIURtKOAghBBCCCGEqA0FHIQQQgghhBC1oYCDEEIIIYQQojYUcBBCCCGEEELUhgIOQgghhBBCiNpQwEEIIYQQQghRGwo4CCGEEEIIIWrz/wCx3LAlwf0n6AAAAABJRU5ErkJggg==", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "c_exp = shap.Explanation(shap_values[1], data=to_explain, feature_names=data.feature_names)\n", - "shap.plots.beeswarm(c_exp)" + "klass = 1\n", + "beeswarm(klass, shap_values, to_explain, kmeans.labels_[sample], data.feature_names)" ] }, { @@ -543,7 +497,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.13" } }, "nbformat": 4, diff --git a/setup.py b/setup.py index 004eed1..b856a61 100644 --- a/setup.py +++ b/setup.py @@ -10,7 +10,7 @@ import sys -__version__ = "0.1.5" +__version__ = "0.1.6" ext_modules = None @@ -24,8 +24,8 @@ Pybind11Extension("_cluster_shapley", ["src/cpp/cs.cpp", "src/cpp/cs_bind.cpp"], language='c++', - extra_compile_args = [ '/openmp', '/DEIGEN_DONT_PARALLELIZE', '/DINFO', '-IC:/Eigen'], - extra_link_args = [ '/openmp', '/DEIGEN_DONT_PARALLELIZE', '/DINFO', '-IC:/Eigen'], + extra_compile_args = [ '/openmp'], + extra_link_args = [ '/openmp'], define_macros = [('VERSION_INFO', __version__)], ), @@ -37,8 +37,10 @@ Pybind11Extension("_cluster_shapley", ["src/cpp/cs.cpp", "src/cpp/cs_bind.cpp"], language='c++', - extra_compile_args = ['-O3', '-shared', '-std=c++11', '-fPIC', '-fopenmp', '-march=native', '-DINFO'], - extra_link_args = ['-O3', '-shared', '-std=c++11', '-fPIC', '-fopenmp', '-march=native', '-DINFO'], + # extra_compile_args = ['-O3', '-shared', '-std=c++11', '-fPIC', '-fopenmp', '-march=native', '-DINFO'], + # extra_link_args = ['-O3', '-shared', '-std=c++11', '-fPIC', '-fopenmp', '-march=native', '-DINFO'], + extra_compile_args = ['-O3', '-std=c++11', '-fPIC', '-fopenmp'], + extra_link_args = ['-O3', '-std=c++11', '-fPIC', '-fopenmp'], define_macros = [('VERSION_INFO', __version__)], ), @@ -59,28 +61,7 @@ # Currently, build_ext only provides an optional "highest supported C++ # level" feature, but in the future it may provide more features. cmdclass={"build_ext": build_ext}, - install_requires=['scipy', 'sklearn', 'numpy', 'shap', 'pybind11'], + install_requires=['scipy', 'sklearn', 'numpy', 'shap==0.41.0', 'pybind11'], packages=['dr_explainer'], zip_safe=False, ) - -# setup( -# name='cluster-shapley', -# packages=['dr_explainer'],#find_packages(include=['dr_explainer']), -# version=__version__, -# description='Explaining dimensionality reduction using SHAP values', -# long_description=long_description, -# long_description_content_type='text/markdown', -# author='Wilson E. MarcĂ­lio-Jr', -# author_email='wilson_jr@outlook.com', -# url='https://github.com/wilsonjr/ClusterShapley', -# license='MIT', -# ext_modules=ext_modules, -# extras_require={"test": "pytest"}, -# cmdclass={"build_ext": build_ext}, -# install_requires=['scipy', 'sklearn', 'numpy', 'shap', 'pybind11'], -# zip_safe=False, -# # setup_requires=['pytest-runner'], -# # tests_require=['pytest'], -# # test_suite='tests', -# ) \ No newline at end of file diff --git a/src/cpp/cs.h b/src/cpp/cs.h index e8f659b..8c04d52 100644 --- a/src/cpp/cs.h +++ b/src/cpp/cs.h @@ -39,8 +39,6 @@ #include #include #include -#include - using namespace std; @@ -59,11 +57,7 @@ class ClusterShapley { private: double distance(const double* a, const double* b, size_t n); - }; - - - }