diff --git a/climada/util/calibrate/base.py b/climada/util/calibrate/base.py index 13cb8efd4..95707dff2 100644 --- a/climada/util/calibrate/base.py +++ b/climada/util/calibrate/base.py @@ -8,12 +8,14 @@ import pandas as pd import numpy as np from scipy.optimize import Bounds, LinearConstraint, NonlinearConstraint +import matplotlib.pyplot as plt import seaborn as sns from climada.hazard import Hazard from climada.entity import Exposures, ImpactFuncSet from climada.engine import Impact, ImpactCalc import climada.util.coordinates as u_coord +# from .bayesian_optimizer import BayesianOptimizerOutput ConstraintType = Union[LinearConstraint, NonlinearConstraint, Mapping] @@ -158,6 +160,131 @@ def plot_impf_set(self, **plot_kwargs): """ return self.impf_set.plot(**plot_kwargs) + def plot_impf_variability( + self, + cost_func_diff: float = 0.1, + p_space_df: Optional[pd.DataFrame] = None, + plot_haz: bool = True, + plot_impf_kws: Optional[dict] = None, + plot_hist_kws: Optional[dict] = None, + ): + + """Plot impact function variability with parameter combinations of + almost equal cost function values + + Args: + cost_func_diff (float, optional): Max deviation from optimal cost + function value (as fraction). Defaults to 0.1 (i.e. 10%). + p_space_df (pd.DataFrame, optional): parameter space. Defaults to None. + plot_haz (bool, optional): Whether or not to plot hazard intensity + distibution. Defaults to False. + plot_impf_kws (dict, optional): Keyword arguments for impact + function plot. Defaults to None. + plot_hist_kws (dict, optional): Keyword arguments for hazard + intensity distribution plot. Defaults to None. + """ + + # Initialize plot keyword arguments + if plot_impf_kws is None: + plot_impf_kws = {} + if plot_hist_kws is None: + plot_hist_kws = {} + + # Retrieve hazard type and parameter space + haz_type = self.input.hazard.haz_type + if p_space_df is None: + # Assert that self.output has the p_space_to_dataframe() method, + # which is defined for the BayesianOptimizerOutput class + if not hasattr(self.output,"p_space_to_dataframe"): + raise TypeError( + "To derive the full impact function parameter space, " + "plot_impf_variability() requires BayesianOptimizerOutput " + "as OutputEvaluator.output attribute, which provides the " + "method p_space_to_dataframe()." + ) + p_space_df = self.output.p_space_to_dataframe() + + # Retrieve list of parameters required for creating impact functions + # and remove the dimension 'Cost Function'. + params = p_space_df.columns.tolist() + try: + params.remove('Cost Function') + except ValueError: + pass + + # Retrieve parameters of impact functions with cost function values + # within 'cost_func_diff' % of the best estimate + params_within_range = p_space_df[params] + plot_space_label = 'Parameter space' + if cost_func_diff is not None: + max_cost_func_val = (p_space_df['Cost Function'].min()* + (1+cost_func_diff)) + params_within_range = p_space_df.loc[ + p_space_df['Cost Function'] <=max_cost_func_val,params + ] + plot_space_label = (f"within {int(cost_func_diff*100)} percent " + f"of best fit") + + # Set plot defaults + color = plot_impf_kws.pop('color','tab:blue') + lw = plot_impf_kws.pop('lw',2) + zorder = plot_impf_kws.pop('zorder',3) + label = plot_impf_kws.pop('label','best fit') + + #get number of impact functions and create a plot for each + n_impf = len(self.impf_set.get_func(haz_type=haz_type)) + axes=[] + + for impf_idx in range(n_impf): + + _,ax = plt.subplots() + + #Plot best-fit impact function + best_impf = self.impf_set.get_func(haz_type=haz_type)[impf_idx] + ax.plot(best_impf.intensity,best_impf.mdd*best_impf.paa*100, + color=color,lw=lw,zorder=zorder,label=label,**plot_impf_kws) + + #Plot all impact functions within 'cost_func_diff' % of best estimate + for row in range(params_within_range.shape[0]): + label_temp = plot_space_label if row == 0 else None + + sel_params = params_within_range.iloc[row,:].to_dict() + temp_impf_set = self.input.impact_func_creator(**sel_params) + temp_impf = temp_impf_set.get_func(haz_type=haz_type)[impf_idx] + + ax.plot(temp_impf.intensity,temp_impf.mdd*temp_impf.paa*100, + color='grey',alpha=0.4,label=label_temp) + + # Plot hazard intensity value distributions + if plot_haz: + haz_vals = self.input.hazard.intensity[ + :, self.input.exposure.gdf[f"centr_{haz_type}"] + ] + + #Plot defaults + color_hist = plot_hist_kws.pop('color','tab:orange') + alpha_hist = plot_hist_kws.pop('alpha',0.3) + + ax2 = ax.twinx() + ax2.hist(haz_vals.data,bins=40,color=color_hist, + alpha=alpha_hist,label='Hazard intensity\noccurence') + ax2.set(ylabel='Hazard intensity occurence (#Exposure points)') + ax.axvline(x=haz_vals.max(),label='Maximum hazard value', + color='tab:orange') + ax2.legend(loc='lower right') + + ax.set(xlabel=f"Intensity ({self.input.hazard.units})", + ylabel="Mean Damage Ratio (MDR) in %", + xlim=(min(best_impf.intensity),max(best_impf.intensity))) + ax.legend() + axes.append(ax) + + if n_impf > 1: + return axes + + return ax + + def plot_at_event( self, data_transf: Callable[[pd.DataFrame], pd.DataFrame] = lambda x: x, diff --git a/doc/tutorial/climada_util_calibrate.ipynb b/doc/tutorial/climada_util_calibrate.ipynb index 14f7ae78e..35e82dfd4 100644 --- a/doc/tutorial/climada_util_calibrate.ipynb +++ b/doc/tutorial/climada_util_calibrate.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -867,7 +867,7 @@ "[27 rows x 22 columns]" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -899,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -1332,7 +1332,7 @@ "2017260N12310 0.000000e+00 1.534596e+09 " ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1385,58 +1385,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "ename": "type", - "evalue": "HTTPSConnectionPool(host='api.worldbank.org', port=443): Read timed out. (read timeout=30)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mtimeout\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connectionpool.py:386\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m 385\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 386\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_validate_conn(conn)\n\u001b[1;32m 387\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m 388\u001b[0m \u001b[39m# Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout.\u001b[39;00m\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connectionpool.py:1042\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[0;34m(self, conn)\u001b[0m\n\u001b[1;32m 1041\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mgetattr\u001b[39m(conn, \u001b[39m\"\u001b[39m\u001b[39msock\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m): \u001b[39m# AppEngine might not have `.sock`\u001b[39;00m\n\u001b[0;32m-> 1042\u001b[0m conn\u001b[39m.\u001b[39;49mconnect()\n\u001b[1;32m 1044\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m conn\u001b[39m.\u001b[39mis_verified:\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connection.py:419\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 417\u001b[0m context\u001b[39m.\u001b[39mload_default_certs()\n\u001b[0;32m--> 419\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msock \u001b[39m=\u001b[39m ssl_wrap_socket(\n\u001b[1;32m 420\u001b[0m sock\u001b[39m=\u001b[39;49mconn,\n\u001b[1;32m 421\u001b[0m keyfile\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mkey_file,\n\u001b[1;32m 422\u001b[0m certfile\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcert_file,\n\u001b[1;32m 423\u001b[0m key_password\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mkey_password,\n\u001b[1;32m 424\u001b[0m ca_certs\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mca_certs,\n\u001b[1;32m 425\u001b[0m ca_cert_dir\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mca_cert_dir,\n\u001b[1;32m 426\u001b[0m ca_cert_data\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mca_cert_data,\n\u001b[1;32m 427\u001b[0m server_hostname\u001b[39m=\u001b[39;49mserver_hostname,\n\u001b[1;32m 428\u001b[0m ssl_context\u001b[39m=\u001b[39;49mcontext,\n\u001b[1;32m 429\u001b[0m tls_in_tls\u001b[39m=\u001b[39;49mtls_in_tls,\n\u001b[1;32m 430\u001b[0m )\n\u001b[1;32m 432\u001b[0m \u001b[39m# If we're using all defaults and the connection\u001b[39;00m\n\u001b[1;32m 433\u001b[0m \u001b[39m# is TLSv1 or TLSv1.1 we throw a DeprecationWarning\u001b[39;00m\n\u001b[1;32m 434\u001b[0m \u001b[39m# for the host.\u001b[39;00m\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/util/ssl_.py:449\u001b[0m, in \u001b[0;36mssl_wrap_socket\u001b[0;34m(sock, keyfile, certfile, cert_reqs, ca_certs, server_hostname, ssl_version, ciphers, ssl_context, ca_cert_dir, key_password, ca_cert_data, tls_in_tls)\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[39mif\u001b[39;00m send_sni:\n\u001b[0;32m--> 449\u001b[0m ssl_sock \u001b[39m=\u001b[39m _ssl_wrap_socket_impl(\n\u001b[1;32m 450\u001b[0m sock, context, tls_in_tls, server_hostname\u001b[39m=\u001b[39;49mserver_hostname\n\u001b[1;32m 451\u001b[0m )\n\u001b[1;32m 452\u001b[0m \u001b[39melse\u001b[39;00m:\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/util/ssl_.py:493\u001b[0m, in \u001b[0;36m_ssl_wrap_socket_impl\u001b[0;34m(sock, ssl_context, tls_in_tls, server_hostname)\u001b[0m\n\u001b[1;32m 492\u001b[0m \u001b[39mif\u001b[39;00m server_hostname:\n\u001b[0;32m--> 493\u001b[0m \u001b[39mreturn\u001b[39;00m ssl_context\u001b[39m.\u001b[39;49mwrap_socket(sock, server_hostname\u001b[39m=\u001b[39;49mserver_hostname)\n\u001b[1;32m 494\u001b[0m \u001b[39melse\u001b[39;00m:\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/ssl.py:501\u001b[0m, in \u001b[0;36mSSLContext.wrap_socket\u001b[0;34m(self, sock, server_side, do_handshake_on_connect, suppress_ragged_eofs, server_hostname, session)\u001b[0m\n\u001b[1;32m 495\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mwrap_socket\u001b[39m(\u001b[39mself\u001b[39m, sock, server_side\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 496\u001b[0m do_handshake_on_connect\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[1;32m 497\u001b[0m suppress_ragged_eofs\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[1;32m 498\u001b[0m server_hostname\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, session\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n\u001b[1;32m 499\u001b[0m \u001b[39m# SSLSocket class handles server_hostname encoding before it calls\u001b[39;00m\n\u001b[1;32m 500\u001b[0m \u001b[39m# ctx._wrap_socket()\u001b[39;00m\n\u001b[0;32m--> 501\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msslsocket_class\u001b[39m.\u001b[39;49m_create(\n\u001b[1;32m 502\u001b[0m sock\u001b[39m=\u001b[39;49msock,\n\u001b[1;32m 503\u001b[0m server_side\u001b[39m=\u001b[39;49mserver_side,\n\u001b[1;32m 504\u001b[0m do_handshake_on_connect\u001b[39m=\u001b[39;49mdo_handshake_on_connect,\n\u001b[1;32m 505\u001b[0m suppress_ragged_eofs\u001b[39m=\u001b[39;49msuppress_ragged_eofs,\n\u001b[1;32m 506\u001b[0m server_hostname\u001b[39m=\u001b[39;49mserver_hostname,\n\u001b[1;32m 507\u001b[0m context\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m,\n\u001b[1;32m 508\u001b[0m session\u001b[39m=\u001b[39;49msession\n\u001b[1;32m 509\u001b[0m )\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/ssl.py:1041\u001b[0m, in \u001b[0;36mSSLSocket._create\u001b[0;34m(cls, sock, server_side, do_handshake_on_connect, suppress_ragged_eofs, server_hostname, context, session)\u001b[0m\n\u001b[1;32m 1040\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mdo_handshake_on_connect should not be specified for non-blocking sockets\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m-> 1041\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mdo_handshake()\n\u001b[1;32m 1042\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mOSError\u001b[39;00m, \u001b[39mValueError\u001b[39;00m):\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/ssl.py:1310\u001b[0m, in \u001b[0;36mSSLSocket.do_handshake\u001b[0;34m(self, block)\u001b[0m\n\u001b[1;32m 1309\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msettimeout(\u001b[39mNone\u001b[39;00m)\n\u001b[0;32m-> 1310\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_sslobj\u001b[39m.\u001b[39;49mdo_handshake()\n\u001b[1;32m 1311\u001b[0m \u001b[39mfinally\u001b[39;00m:\n", - "\u001b[0;31mtimeout\u001b[0m: _ssl.c:1112: The handshake operation timed out", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mReadTimeoutError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/requests/adapters.py:489\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m 488\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m chunked:\n\u001b[0;32m--> 489\u001b[0m resp \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49murlopen(\n\u001b[1;32m 490\u001b[0m method\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mmethod,\n\u001b[1;32m 491\u001b[0m url\u001b[39m=\u001b[39;49murl,\n\u001b[1;32m 492\u001b[0m body\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mbody,\n\u001b[1;32m 493\u001b[0m headers\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mheaders,\n\u001b[1;32m 494\u001b[0m redirect\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 495\u001b[0m assert_same_host\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 496\u001b[0m preload_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 497\u001b[0m decode_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 498\u001b[0m retries\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmax_retries,\n\u001b[1;32m 499\u001b[0m timeout\u001b[39m=\u001b[39;49mtimeout,\n\u001b[1;32m 500\u001b[0m )\n\u001b[1;32m 502\u001b[0m \u001b[39m# Send the request.\u001b[39;00m\n\u001b[1;32m 503\u001b[0m \u001b[39melse\u001b[39;00m:\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connectionpool.py:787\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m 785\u001b[0m e \u001b[39m=\u001b[39m ProtocolError(\u001b[39m\"\u001b[39m\u001b[39mConnection aborted.\u001b[39m\u001b[39m\"\u001b[39m, e)\n\u001b[0;32m--> 787\u001b[0m retries \u001b[39m=\u001b[39m retries\u001b[39m.\u001b[39;49mincrement(\n\u001b[1;32m 788\u001b[0m method, url, error\u001b[39m=\u001b[39;49me, _pool\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m, _stacktrace\u001b[39m=\u001b[39;49msys\u001b[39m.\u001b[39;49mexc_info()[\u001b[39m2\u001b[39;49m]\n\u001b[1;32m 789\u001b[0m )\n\u001b[1;32m 790\u001b[0m retries\u001b[39m.\u001b[39msleep()\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/util/retry.py:550\u001b[0m, in \u001b[0;36mRetry.increment\u001b[0;34m(self, method, url, response, error, _pool, _stacktrace)\u001b[0m\n\u001b[1;32m 549\u001b[0m \u001b[39mif\u001b[39;00m read \u001b[39mis\u001b[39;00m \u001b[39mFalse\u001b[39;00m \u001b[39mor\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_is_method_retryable(method):\n\u001b[0;32m--> 550\u001b[0m \u001b[39mraise\u001b[39;00m six\u001b[39m.\u001b[39;49mreraise(\u001b[39mtype\u001b[39;49m(error), error, _stacktrace)\n\u001b[1;32m 551\u001b[0m \u001b[39melif\u001b[39;00m read \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/packages/six.py:770\u001b[0m, in \u001b[0;36mreraise\u001b[0;34m(tp, value, tb)\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[39mraise\u001b[39;00m value\u001b[39m.\u001b[39mwith_traceback(tb)\n\u001b[0;32m--> 770\u001b[0m \u001b[39mraise\u001b[39;00m value\n\u001b[1;32m 771\u001b[0m \u001b[39mfinally\u001b[39;00m:\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connectionpool.py:703\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m 702\u001b[0m \u001b[39m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m httplib_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(\n\u001b[1;32m 704\u001b[0m conn,\n\u001b[1;32m 705\u001b[0m method,\n\u001b[1;32m 706\u001b[0m url,\n\u001b[1;32m 707\u001b[0m timeout\u001b[39m=\u001b[39;49mtimeout_obj,\n\u001b[1;32m 708\u001b[0m body\u001b[39m=\u001b[39;49mbody,\n\u001b[1;32m 709\u001b[0m headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m 710\u001b[0m chunked\u001b[39m=\u001b[39;49mchunked,\n\u001b[1;32m 711\u001b[0m )\n\u001b[1;32m 713\u001b[0m \u001b[39m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[1;32m 714\u001b[0m \u001b[39m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[1;32m 715\u001b[0m \u001b[39m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[1;32m 716\u001b[0m \u001b[39m# mess.\u001b[39;00m\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connectionpool.py:389\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m 387\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m 388\u001b[0m \u001b[39m# Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout.\u001b[39;00m\n\u001b[0;32m--> 389\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_raise_timeout(err\u001b[39m=\u001b[39;49me, url\u001b[39m=\u001b[39;49murl, timeout_value\u001b[39m=\u001b[39;49mconn\u001b[39m.\u001b[39;49mtimeout)\n\u001b[1;32m 390\u001b[0m \u001b[39mraise\u001b[39;00m\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/urllib3/connectionpool.py:340\u001b[0m, in \u001b[0;36mHTTPConnectionPool._raise_timeout\u001b[0;34m(self, err, url, timeout_value)\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(err, SocketTimeout):\n\u001b[0;32m--> 340\u001b[0m \u001b[39mraise\u001b[39;00m ReadTimeoutError(\n\u001b[1;32m 341\u001b[0m \u001b[39mself\u001b[39m, url, \u001b[39m\"\u001b[39m\u001b[39mRead timed out. (read timeout=\u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m)\u001b[39m\u001b[39m\"\u001b[39m \u001b[39m%\u001b[39m timeout_value\n\u001b[1;32m 342\u001b[0m )\n\u001b[1;32m 344\u001b[0m \u001b[39m# See the above comment about EAGAIN in Python 3. In Python 2 we have\u001b[39;00m\n\u001b[1;32m 345\u001b[0m \u001b[39m# to specifically catch it and throw the timeout error\u001b[39;00m\n", - "\u001b[0;31mReadTimeoutError\u001b[0m: HTTPSConnectionPool(host='api.worldbank.org', port=443): Read timed out. (read timeout=30)", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mReadTimeout\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[4], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[39m# Calculate the exposure\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[39mwith\u001b[39;00m log_level(\u001b[39m\"\u001b[39m\u001b[39mERROR\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[0;32m----> 6\u001b[0m exposure \u001b[39m=\u001b[39m LitPop\u001b[39m.\u001b[39;49mfrom_countries(data\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mtolist())\n", - "File \u001b[0;32m~/coding/climada_python/climada/entity/exposures/litpop/litpop.py:165\u001b[0m, in \u001b[0;36mLitPop.from_countries\u001b[0;34m(cls, countries, res_arcsec, exponents, fin_mode, total_values, admin1_calc, reference_year, gpw_version, data_dir)\u001b[0m\n\u001b[1;32m 155\u001b[0m litpop_list \u001b[39m=\u001b[39m [_calc_admin1_one_country(country, res_arcsec, exponents,\n\u001b[1;32m 156\u001b[0m fin_mode, tot_value, reference_year,\n\u001b[1;32m 157\u001b[0m gpw_version, data_dir,\n\u001b[1;32m 158\u001b[0m )\n\u001b[1;32m 159\u001b[0m \u001b[39mfor\u001b[39;00m tot_value, country \u001b[39min\u001b[39;00m \u001b[39mzip\u001b[39m(total_values, countries)]\n\u001b[1;32m 161\u001b[0m \u001b[39melse\u001b[39;00m: \u001b[39m# else, as default, country is initiated as a whole:\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[39m# loop over countries: litpop is initiated for each individual polygon\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \u001b[39m# within each country and combined at the end.\u001b[39;00m\n\u001b[1;32m 164\u001b[0m litpop_list \u001b[39m=\u001b[39m \\\n\u001b[0;32m--> 165\u001b[0m [\u001b[39mcls\u001b[39m\u001b[39m.\u001b[39m_from_country(country,\n\u001b[1;32m 166\u001b[0m res_arcsec\u001b[39m=\u001b[39mres_arcsec,\n\u001b[1;32m 167\u001b[0m exponents\u001b[39m=\u001b[39mexponents,\n\u001b[1;32m 168\u001b[0m fin_mode\u001b[39m=\u001b[39mfin_mode,\n\u001b[1;32m 169\u001b[0m total_value\u001b[39m=\u001b[39mtotal_values[idc],\n\u001b[1;32m 170\u001b[0m reference_year\u001b[39m=\u001b[39mreference_year,\n\u001b[1;32m 171\u001b[0m gpw_version\u001b[39m=\u001b[39mgpw_version,\n\u001b[1;32m 172\u001b[0m data_dir\u001b[39m=\u001b[39mdata_dir)\n\u001b[1;32m 173\u001b[0m \u001b[39mfor\u001b[39;00m idc, country \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(countries)]\n\u001b[1;32m 174\u001b[0m \u001b[39m# make lists of countries with Exposure initaited and those ignored:\u001b[39;00m\n\u001b[1;32m 175\u001b[0m countries_in \u001b[39m=\u001b[39m \\\n\u001b[1;32m 176\u001b[0m [country \u001b[39mfor\u001b[39;00m lp, country \u001b[39min\u001b[39;00m \u001b[39mzip\u001b[39m(litpop_list, countries) \u001b[39mif\u001b[39;00m lp \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m]\n", - "File \u001b[0;32m~/coding/climada_python/climada/entity/exposures/litpop/litpop.py:165\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 155\u001b[0m litpop_list \u001b[39m=\u001b[39m [_calc_admin1_one_country(country, res_arcsec, exponents,\n\u001b[1;32m 156\u001b[0m fin_mode, tot_value, reference_year,\n\u001b[1;32m 157\u001b[0m gpw_version, data_dir,\n\u001b[1;32m 158\u001b[0m )\n\u001b[1;32m 159\u001b[0m \u001b[39mfor\u001b[39;00m tot_value, country \u001b[39min\u001b[39;00m \u001b[39mzip\u001b[39m(total_values, countries)]\n\u001b[1;32m 161\u001b[0m \u001b[39melse\u001b[39;00m: \u001b[39m# else, as default, country is initiated as a whole:\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[39m# loop over countries: litpop is initiated for each individual polygon\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \u001b[39m# within each country and combined at the end.\u001b[39;00m\n\u001b[1;32m 164\u001b[0m litpop_list \u001b[39m=\u001b[39m \\\n\u001b[0;32m--> 165\u001b[0m [\u001b[39mcls\u001b[39;49m\u001b[39m.\u001b[39;49m_from_country(country,\n\u001b[1;32m 166\u001b[0m res_arcsec\u001b[39m=\u001b[39;49mres_arcsec,\n\u001b[1;32m 167\u001b[0m exponents\u001b[39m=\u001b[39;49mexponents,\n\u001b[1;32m 168\u001b[0m fin_mode\u001b[39m=\u001b[39;49mfin_mode,\n\u001b[1;32m 169\u001b[0m total_value\u001b[39m=\u001b[39;49mtotal_values[idc],\n\u001b[1;32m 170\u001b[0m reference_year\u001b[39m=\u001b[39;49mreference_year,\n\u001b[1;32m 171\u001b[0m gpw_version\u001b[39m=\u001b[39;49mgpw_version,\n\u001b[1;32m 172\u001b[0m data_dir\u001b[39m=\u001b[39;49mdata_dir)\n\u001b[1;32m 173\u001b[0m \u001b[39mfor\u001b[39;00m idc, country \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(countries)]\n\u001b[1;32m 174\u001b[0m \u001b[39m# make lists of countries with Exposure initaited and those ignored:\u001b[39;00m\n\u001b[1;32m 175\u001b[0m countries_in \u001b[39m=\u001b[39m \\\n\u001b[1;32m 176\u001b[0m [country \u001b[39mfor\u001b[39;00m lp, country \u001b[39min\u001b[39;00m \u001b[39mzip\u001b[39m(litpop_list, countries) \u001b[39mif\u001b[39;00m lp \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m]\n", - "File \u001b[0;32m~/coding/climada_python/climada/entity/exposures/litpop/litpop.py:650\u001b[0m, in \u001b[0;36mLitPop._from_country\u001b[0;34m(country, res_arcsec, exponents, fin_mode, total_value, reference_year, gpw_version, data_dir)\u001b[0m\n\u001b[1;32m 648\u001b[0m total_value \u001b[39m=\u001b[39m total_population \u001b[39m# population count is taken from pop-data.\u001b[39;00m\n\u001b[1;32m 649\u001b[0m \u001b[39melif\u001b[39;00m total_value \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> 650\u001b[0m total_value \u001b[39m=\u001b[39m _get_total_value_per_country(iso3a, fin_mode, reference_year)\n\u001b[1;32m 652\u001b[0m \u001b[39m# disaggregate total value proportional to LitPop values:\u001b[39;00m\n\u001b[1;32m 653\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(total_value, (\u001b[39mfloat\u001b[39m, \u001b[39mint\u001b[39m)):\n", - "File \u001b[0;32m~/coding/climada_python/climada/entity/exposures/litpop/litpop.py:850\u001b[0m, in \u001b[0;36m_get_total_value_per_country\u001b[0;34m(cntry_iso3a, fin_mode, reference_year)\u001b[0m\n\u001b[1;32m 847\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mNotImplementedError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39m`_get_total_value_per_country` is not \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 848\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mimplemented for `fin_mode` == \u001b[39m\u001b[39m'\u001b[39m\u001b[39mpop\u001b[39m\u001b[39m'\u001b[39m\u001b[39m.\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 849\u001b[0m \u001b[39mif\u001b[39;00m fin_mode \u001b[39m==\u001b[39m \u001b[39m'\u001b[39m\u001b[39mpc\u001b[39m\u001b[39m'\u001b[39m:\n\u001b[0;32m--> 850\u001b[0m \u001b[39mreturn\u001b[39;00m(u_fin\u001b[39m.\u001b[39;49mworld_bank_wealth_account(cntry_iso3a, reference_year,\n\u001b[1;32m 851\u001b[0m no_land\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)[\u001b[39m1\u001b[39m])\n\u001b[1;32m 852\u001b[0m \u001b[39m# here, total_asset_val is Produced Capital \"pc\"\u001b[39;00m\n\u001b[1;32m 853\u001b[0m \u001b[39m# no_land=True returns value w/o the mark-up of 24% for land value\u001b[39;00m\n\u001b[1;32m 854\u001b[0m \u001b[39mif\u001b[39;00m fin_mode \u001b[39m==\u001b[39m \u001b[39m'\u001b[39m\u001b[39mpc_land\u001b[39m\u001b[39m'\u001b[39m:\n", - "File \u001b[0;32m~/coding/climada_python/climada/util/finance.py:396\u001b[0m, in \u001b[0;36mworld_bank_wealth_account\u001b[0;34m(cntry_iso, ref_year, variable_name, no_land)\u001b[0m\n\u001b[1;32m 394\u001b[0m ref_year \u001b[39m=\u001b[39m gdp_year\n\u001b[1;32m 395\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 396\u001b[0m gdp_year, gdp0_val \u001b[39m=\u001b[39m gdp(cntry_iso, np\u001b[39m.\u001b[39;49mmax(years))\n\u001b[1;32m 397\u001b[0m gdp_year, gdp_val \u001b[39m=\u001b[39m gdp(cntry_iso, ref_year)\n\u001b[1;32m 398\u001b[0m result \u001b[39m=\u001b[39m data_wealth\u001b[39m.\u001b[39mvalues[\u001b[39m0\u001b[39m, \u001b[39m-\u001b[39m\u001b[39m1\u001b[39m] \u001b[39m*\u001b[39m gdp_val \u001b[39m/\u001b[39m gdp0_val\n", - "File \u001b[0;32m~/coding/climada_python/climada/util/finance.py:161\u001b[0m, in \u001b[0;36mgdp\u001b[0;34m(cntry_iso, ref_year, shp_file, per_capita)\u001b[0m\n\u001b[1;32m 159\u001b[0m close_year, close_val \u001b[39m=\u001b[39m world_bank(cntry_iso, ref_year, \u001b[39m'\u001b[39m\u001b[39mNY.GDP.PCAP.CD\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m 160\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 161\u001b[0m close_year, close_val \u001b[39m=\u001b[39m world_bank(cntry_iso, ref_year, \u001b[39m'\u001b[39;49m\u001b[39mNY.GDP.MKTP.CD\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m 162\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mValueError\u001b[39;00m, \u001b[39mIndexError\u001b[39;00m, requests\u001b[39m.\u001b[39mexceptions\u001b[39m.\u001b[39mConnectionError) \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m 163\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(err, requests\u001b[39m.\u001b[39mexceptions\u001b[39m.\u001b[39mConnectionError):\n", - "File \u001b[0;32m~/coding/climada_python/climada/util/finance.py:195\u001b[0m, in \u001b[0;36mworld_bank\u001b[0;34m(cntry_iso, ref_year, info_ind)\u001b[0m\n\u001b[1;32m 193\u001b[0m \u001b[39mwith\u001b[39;00m warnings\u001b[39m.\u001b[39mcatch_warnings():\n\u001b[1;32m 194\u001b[0m warnings\u001b[39m.\u001b[39msimplefilter(\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m--> 195\u001b[0m cntry_gdp \u001b[39m=\u001b[39m wb\u001b[39m.\u001b[39;49mdownload(indicator\u001b[39m=\u001b[39;49minfo_ind, country\u001b[39m=\u001b[39;49mcntry_iso, start\u001b[39m=\u001b[39;49m\u001b[39m1960\u001b[39;49m, end\u001b[39m=\u001b[39;49m\u001b[39m2030\u001b[39;49m)\n\u001b[1;32m 196\u001b[0m years \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([\u001b[39mint\u001b[39m(year) \u001b[39mfor\u001b[39;00m year \u001b[39min\u001b[39;00m cntry_gdp\u001b[39m.\u001b[39mindex\u001b[39m.\u001b[39mget_level_values(\u001b[39m'\u001b[39m\u001b[39myear\u001b[39m\u001b[39m'\u001b[39m)])\n\u001b[1;32m 197\u001b[0m sort_years \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mabs(years \u001b[39m-\u001b[39m ref_year)\u001b[39m.\u001b[39margsort()\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/pandas_datareader/wb.py:861\u001b[0m, in \u001b[0;36mdownload\u001b[0;34m(country, indicator, start, end, freq, errors, **kwargs)\u001b[0m\n\u001b[1;32m 816\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mdownload\u001b[39m(\n\u001b[1;32m 817\u001b[0m country\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m,\n\u001b[1;32m 818\u001b[0m indicator\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 823\u001b[0m \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs\n\u001b[1;32m 824\u001b[0m ):\n\u001b[1;32m 825\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 826\u001b[0m \u001b[39m Download data series from the World Bank's World Development Indicators\u001b[39;00m\n\u001b[1;32m 827\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 859\u001b[0m \u001b[39m DataFrame with columns country, year, indicator value\u001b[39;00m\n\u001b[1;32m 860\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 861\u001b[0m \u001b[39mreturn\u001b[39;00m WorldBankReader(\n\u001b[1;32m 862\u001b[0m symbols\u001b[39m=\u001b[39;49mindicator,\n\u001b[1;32m 863\u001b[0m countries\u001b[39m=\u001b[39;49mcountry,\n\u001b[1;32m 864\u001b[0m start\u001b[39m=\u001b[39;49mstart,\n\u001b[1;32m 865\u001b[0m end\u001b[39m=\u001b[39;49mend,\n\u001b[1;32m 866\u001b[0m freq\u001b[39m=\u001b[39;49mfreq,\n\u001b[1;32m 867\u001b[0m errors\u001b[39m=\u001b[39;49merrors,\n\u001b[1;32m 868\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs\n\u001b[1;32m 869\u001b[0m )\u001b[39m.\u001b[39;49mread()\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/pandas_datareader/wb.py:641\u001b[0m, in \u001b[0;36mWorldBankReader.read\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 639\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Read data\"\"\"\u001b[39;00m\n\u001b[1;32m 640\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 641\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_read()\n\u001b[1;32m 642\u001b[0m \u001b[39mfinally\u001b[39;00m:\n\u001b[1;32m 643\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mclose()\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/pandas_datareader/wb.py:650\u001b[0m, in \u001b[0;36mWorldBankReader._read\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 647\u001b[0m \u001b[39mfor\u001b[39;00m indicator \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msymbols:\n\u001b[1;32m 648\u001b[0m \u001b[39m# Build URL for api call\u001b[39;00m\n\u001b[1;32m 649\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 650\u001b[0m df \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_read_one_data(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49murl \u001b[39m+\u001b[39;49m indicator, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mparams)\n\u001b[1;32m 651\u001b[0m df\u001b[39m.\u001b[39mcolumns \u001b[39m=\u001b[39m [\u001b[39m\"\u001b[39m\u001b[39mcountry\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39miso_code\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39myear\u001b[39m\u001b[39m\"\u001b[39m, indicator]\n\u001b[1;32m 652\u001b[0m data\u001b[39m.\u001b[39mappend(df)\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/pandas_datareader/base.py:110\u001b[0m, in \u001b[0;36m_BaseReader._read_one_data\u001b[0;34m(self, url, params)\u001b[0m\n\u001b[1;32m 108\u001b[0m out \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_read_url_as_StringIO(url, params\u001b[39m=\u001b[39mparams)\n\u001b[1;32m 109\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_format \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mjson\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m--> 110\u001b[0m out \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_response(url, params\u001b[39m=\u001b[39;49mparams)\u001b[39m.\u001b[39mjson()\n\u001b[1;32m 111\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 112\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mNotImplementedError\u001b[39;00m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_format)\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/pandas_datareader/base.py:155\u001b[0m, in \u001b[0;36m_BaseReader._get_response\u001b[0;34m(self, url, params, headers)\u001b[0m\n\u001b[1;32m 153\u001b[0m last_response_text \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 154\u001b[0m \u001b[39mfor\u001b[39;00m _ \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mretry_count \u001b[39m+\u001b[39m \u001b[39m1\u001b[39m):\n\u001b[0;32m--> 155\u001b[0m response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msession\u001b[39m.\u001b[39;49mget(\n\u001b[1;32m 156\u001b[0m url, params\u001b[39m=\u001b[39;49mparams, headers\u001b[39m=\u001b[39;49mheaders, timeout\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtimeout\n\u001b[1;32m 157\u001b[0m )\n\u001b[1;32m 158\u001b[0m \u001b[39mif\u001b[39;00m response\u001b[39m.\u001b[39mstatus_code \u001b[39m==\u001b[39m requests\u001b[39m.\u001b[39mcodes\u001b[39m.\u001b[39mok:\n\u001b[1;32m 159\u001b[0m \u001b[39mreturn\u001b[39;00m response\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/requests/sessions.py:600\u001b[0m, in \u001b[0;36mSession.get\u001b[0;34m(self, url, **kwargs)\u001b[0m\n\u001b[1;32m 592\u001b[0m \u001b[39m\u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Sends a GET request. Returns :class:`Response` object.\u001b[39;00m\n\u001b[1;32m 593\u001b[0m \n\u001b[1;32m 594\u001b[0m \u001b[39m:param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[1;32m 595\u001b[0m \u001b[39m:param \\*\\*kwargs: Optional arguments that ``request`` takes.\u001b[39;00m\n\u001b[1;32m 596\u001b[0m \u001b[39m:rtype: requests.Response\u001b[39;00m\n\u001b[1;32m 597\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 599\u001b[0m kwargs\u001b[39m.\u001b[39msetdefault(\u001b[39m\"\u001b[39m\u001b[39mallow_redirects\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mTrue\u001b[39;00m)\n\u001b[0;32m--> 600\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mrequest(\u001b[39m\"\u001b[39;49m\u001b[39mGET\u001b[39;49m\u001b[39m\"\u001b[39;49m, url, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/requests/sessions.py:587\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m 582\u001b[0m send_kwargs \u001b[39m=\u001b[39m {\n\u001b[1;32m 583\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mtimeout\u001b[39m\u001b[39m\"\u001b[39m: timeout,\n\u001b[1;32m 584\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mallow_redirects\u001b[39m\u001b[39m\"\u001b[39m: allow_redirects,\n\u001b[1;32m 585\u001b[0m }\n\u001b[1;32m 586\u001b[0m send_kwargs\u001b[39m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 587\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msend(prep, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49msend_kwargs)\n\u001b[1;32m 589\u001b[0m \u001b[39mreturn\u001b[39;00m resp\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/requests/sessions.py:701\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m 698\u001b[0m start \u001b[39m=\u001b[39m preferred_clock()\n\u001b[1;32m 700\u001b[0m \u001b[39m# Send the request\u001b[39;00m\n\u001b[0;32m--> 701\u001b[0m r \u001b[39m=\u001b[39m adapter\u001b[39m.\u001b[39;49msend(request, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 703\u001b[0m \u001b[39m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m 704\u001b[0m elapsed \u001b[39m=\u001b[39m preferred_clock() \u001b[39m-\u001b[39m start\n", - "File \u001b[0;32m~/mambaforge/envs/climada_env_3.9/lib/python3.9/site-packages/requests/adapters.py:578\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m 576\u001b[0m \u001b[39mraise\u001b[39;00m SSLError(e, request\u001b[39m=\u001b[39mrequest)\n\u001b[1;32m 577\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(e, ReadTimeoutError):\n\u001b[0;32m--> 578\u001b[0m \u001b[39mraise\u001b[39;00m ReadTimeout(e, request\u001b[39m=\u001b[39mrequest)\n\u001b[1;32m 579\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(e, _InvalidHeader):\n\u001b[1;32m 580\u001b[0m \u001b[39mraise\u001b[39;00m InvalidHeader(e, request\u001b[39m=\u001b[39mrequest)\n", - "\u001b[0;31mReadTimeout\u001b[0m: HTTPSConnectionPool(host='api.worldbank.org', port=443): Read timed out. (read timeout=30)" - ] - } - ], + "outputs": [], "source": [ "from climada.entity.exposures.litpop import LitPop\n", "from climada.util import log_level\n", @@ -1448,7 +1399,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1460,7 +1411,7 @@ " 'climate_scenario': ['None']}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1487,7 +1438,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -1518,7 +1469,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -1566,7 +1517,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -1594,7 +1545,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1630,7 +1581,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -2076,7 +2027,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -2099,7 +2050,7 @@ { "data": { "text/plain": [ - "{'scale': 0.9966365391467045, 'v_half': 61.99226099517253}" + "{'scale': 0.9966365391467046, 'v_half': 61.99226099517253}" ] }, "execution_count": 12, @@ -2148,7 +2099,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2293,7 +2244,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2438,7 +2389,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -2453,7 +2404,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2466,6 +2417,26 @@ "bayes_output.plot_p_space(x=\"v_half\", y=\"scale\")" ] }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'scale': 1.0, 'v_half': 62.596215652392985}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p_space_df.drop(columns='Cost Function').iloc[1,:].to_dict()" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -2481,7 +2452,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2490,13 +2461,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -2512,6 +2483,56 @@ "output_eval.plot_impf_set()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we show how the variability in parameter combinations with similar cost function values (as seen in the plot of the parameter space) translate to varying impact functions. In addition, the hazard value distribution is shown. Together this provides an intuitive overview regarding the robustness of the optimization, given the chosen cost function. It does NOT provide a view of the sampling uncertainty (as e.g. bootstrapping or cross-validation) NOR of the suitability of the cost function which is chosen by the user." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the impact function variability\n", + "output_eval.plot_impf_variability(cost_func_diff=0.1)\n", + "output_eval.plot_impf_variability(cost_func_diff=0.2,plot_haz=False,\n", + " plot_impf_kws={'color':'red'})" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -2525,7 +2546,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2937,7 +2958,7 @@ "2017260N12310 0.000000e+00 2.462423e+07 " ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -2967,12 +2988,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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TPzt37kSFChXQpk0bWFtbo1y5cli2bFmWj09MTERcXJzGjYiIiP67ZC1U7t+/j0WLFqFYsWI4cOAAevfujYEDB2LVqlWZPn7y5MkwNzdX32xsbCROTERERFJSCSGEXAc3MDBAhQoVcObMGfW2gQMH4uLFizh79myGxycmJiIxMVF9Py4uDjY2NoiNjYWZmZkkmYmIvhf2vnu++JgIow5f/kLjYr9BGqL/iYuLg7m5ebb+f8s6olKwYEG4uLhobCtZsiQiIyMzfbyhoSHMzMw0bkRERPTfJWuhUr16ddy5c0djW1hYGOzs7GRKREREREoia6Hi4+ODc+fOYdKkSbh37x7WrVuHpUuXol+/fnLGIiIiIoWQtVCpWLEitm3bhvXr18PV1RUTJkzAn3/+iY4dO8oZi4iIiBRC1j4qANCkSRM0adJE7hhERESkQLK30CciIiLKCgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBRL1kJl3LhxUKlUGrcCBQrIGYmIiIgURE/uAKVKlcLhw4fV93V1dWVMQ0REREoie6Gip6eX7VGUxMREJCYmqu/HxcXlVCwiIiJSANnnqNy9exeFChWCg4MDfvrpJ9y/fz/Lx06ePBnm5ubqm42NjYRJiYiISGqyFiqVK1fGqlWrcODAASxbtgzR0dGoVq0aXr58menj/fz8EBsbq75FRUVJnJiIiIikJOupn0aNGqk/dnNzQ9WqVVG0aFEEBARgyJAhGR5vaGgIQ0NDKSMSERGRjGQ/9ZNe7ty54ebmhrt378odhYiIiBRAUYVKYmIiQkNDUbBgQbmjEBERkQLIWqgMGzYMx48fx4MHD3D+/Hm0bt0acXFx6NKli5yxiIiISCFknaPy6NEjtG/fHi9evEC+fPlQpUoVnDt3DnZ2dnLGIiIiIoWQtVDZsGGDnIcnIiIihVPUHBUiIiKi9FioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYetl5UFxc3Fd/YTMzs6/+HCIiIqL0slWoWFhYQKVSZfuLqlQqhIWFwdHR8R8HIyIiIspWoQIAW7ZsgZWV1RcfJ4RA48aN/1UoIiIiIiCbhYqdnR1q1aqFPHnyZOuLOjo6Ql9f/18FIyIiIspWofLgwYOv+qI3btz4R2GIiIiI0uNVP0RERKRY2Z6jAgCpqanw9/dHYGAgIiIioFKp4ODggNatW6NTp05fNeGWiIiI6EuyPaIihECzZs3Qo0cPPH78GG5ubihVqhQePnyIrl274scff8zJnERERKSFsj2i4u/vjxMnTuDIkSPw8PDQ2Hf06FG0aNECq1atQufOnb95SCIiItJO2R5RWb9+PX799dcMRQoA1K1bF76+vli7du03DUdERETaLduFSkhICDw9PbPc36hRI1y7du2bhCIiIiICvqJQefXqFfLnz5/l/vz58+P169ffJBQRERER8BWFSkpKCvT0sp7Soquri+Tk5G8SioiIiAj4ism0Qgh07doVhoaGme5PTEz8ZqGIiIiIgK8oVLp06fLFx/CKHyIiIvqWsl2orFy5MidzEBEREWXwr1voP3z4ELdu3UJqauq3yENERESklu1CJSAgAH/++afGtl69esHR0RFubm5wdXVFVFTUt85HREREWizbhcrixYthbm6uvr9//36sXLkSq1atwsWLF2FhYYHx48fnSEgiIiLSTtmeoxIWFoYKFSqo7+/YsQPNmjVDx44dAQCTJk2Ct7f3t09IREREWivbIyrv3r2DmZmZ+v6ZM2dQq1Yt9X1HR0dER0d/23RERESk1bJdqNjZ2eHy5csAgBcvXuDmzZuoUaOGen90dLTGqSEiIiKifyvbp346d+6Mfv364ebNmzh69ChKlCiB8uXLq/efOXMGrq6uORKSiIiItFO2R1RGjhyJHj16IDAwEEZGRti8ebPG/tOnT6N9+/b/OMjkyZOhUqkwePDgf/w1iIiI6L8l2yMqOjo6mDBhAiZMmJDp/k8Ll69x8eJFLF26FKVLl/7HX4OIiIj+e/51w7d/6++//0bHjh2xbNkyWFpayh2HiIiIFCTbhYqOjg50dXUz3CwtLVGlShUEBgb+owD9+vWDl5cX6tWr98XHJiYmIi4uTuNGRERE/13ZPvWzbdu2TLe/efMGFy5cwM8//4yAgAC0adMm2wffsGEDrly5gosXL2br8ZMnT2ZTOSIiIi2S7UKlefPmWe7r0qULXFxcMGPGjGwXKlFRURg0aBAOHjwIIyOjbH2On58fhgwZor4fFxcHGxubbH0uERERfX++2RyVBg0aICwsLNuPv3z5MmJiYlC+fHno6elBT08Px48fx9y5c6Gnp4eUlJQMn2NoaAgzMzONGxEREf13ZXtE5UvevXuX7ZERAPjhhx9w/fp1jW3e3t4oUaIERo4cCV1d3W8VjYiIiL5T36xQWbZsGcqVK5ftx5uammZoEJc7d27kyZOHjeOIiIgIwFcUKunnhqQXGxuLS5cuITw8HCdPnvxmwYiIiIiyXahcvXo10+1mZmbw9PRE3759YWdn96/CBAUF/avPJyIiov+WbBcqx44dy8kcRERERBnI3pmWiIiIKCvZKlRatmz5VV1gO3bsiJiYmH8cioiIiAjI5qmfHTt24Pnz59n6gkII7Nq1CxMmTIC1tfW/CkdERETaLVuFihACxYsXz+ksRERERBqyVaj8k4m0hQsX/urPISIiIkovW4VK7dq1czoHERERUQa86oeIiIgUi4UKERERKRYLFSIiIlIsFipERESkWF9dqNStWxdv3rzJsD0uLg5169b9FpmIiIiIAPyDQiUoKAgfPnzIsP39+/dcPZmIiIi+qWwvShgSEqL++NatW4iOjlbfT0lJwf79+9k7hYiIiL6pbBcqZcuWhUqlgkqlyvQUj7GxMebNm/dNwxEREZF2y3ah8uDBAwgh4OjoiAsXLiBfvnzqfQYGBrC2toaurm6OhCQiIiLtlO1Cxc7ODgCQmpqaY2GIiIiI0vvqybSTJ0/GihUrMmxfsWIFpk6d+k1CEREREQH/oFBZsmQJSpQokWF7qVKlsHjx4m8SioiIiAj4B4VKdHQ0ChYsmGF7vnz58PTp028SioiIiAj4B4WKjY0NTp8+nWH76dOnUahQoW8SioiIiAj4ism0aXr06IHBgwcjKSlJfZnykSNHMGLECAwdOvSbByQiIiLt9dWFyogRI/Dq1Sv07dtX3aHWyMgII0eOhJ+f3zcPSERERNrrqwsVlUqFqVOnYvTo0QgNDYWxsTGKFSsGQ0PDnMhHREREWuyrC5U0JiYmqFix4rfMQkRERKThHxUqFy9exObNmxEZGZlhgcLAwMBvEoyIiIjoq6/62bBhA6pXr45bt25h27ZtSEpKwq1bt3D06FGYm5vnREYiIiLSUl9dqEyaNAmzZ8/G7t27YWBggDlz5iA0NBRt27aFra1tTmQkIiIiLfXVhUp4eDi8vLwAAIaGhoiPj4dKpYKPjw+WLl36zQMSERGR9vrqQsXKygpv374FABQuXBg3btwAALx58wYJCQnfNh0RERFpta+eTFuzZk0cOnQIbm5uaNu2LQYNGoSjR4/i0KFD+OGHH3IiIxEREWmpry5U5s+fj/fv3wMA/Pz8oK+vj1OnTqFly5YYPXr0Nw9IRERE2uurCxUrKyv1xzo6OhgxYgRGjBjxTUMRERERAf+wj0pKSgq2bduG0NBQqFQqlCxZEs2bN4ee3j/uH0dERESUwVdXFjdu3EDz5s0RHR0NZ2dnAEBYWBjy5cuHnTt3ws3N7ZuHJCIiIu301Vf99OjRA6VKlcKjR49w5coVXLlyBVFRUShdujR69eqVExmJiIhIS331iMq1a9dw6dIlWFpaqrdZWlpi4sSJXPuHiIiIvqmvHlFxdnbGs2fPMmyPiYmBk5PTNwlFREREBPzDFvoDBw7Eli1b8OjRIzx69AhbtmzB4MGDMXXqVMTFxalvRERERP/GV5/6adKkCQCgbdu2UKlUAAAhBACgadOm6vsqlQopKSnfKicRERFpoa8uVI4dO/bNDr5o0SIsWrQIERERAIBSpUphzJgxaNSo0Tc7BhEREX2/vrpQqV279jc7eJEiRTBlyhT13JaAgAA0b94cV69eRalSpb7ZcYiIiOj79I86tL1//x4hISGIiYlBamqqxr5mzZpl++uknSpKM3HiRCxatAjnzp3LtFBJTExEYmKi+j7nwRAREf23fXWhsn//fnTu3BkvXrzIsO/fzEtJSUnB5s2bER8fj6pVq2b6mMmTJ2P8+PH/6OsTERHR9+err/rp378/2rRpg6dPnyI1NVXj9k+KlOvXr8PExASGhobo3bs3tm3bBhcXl0wf6+fnh9jYWPUtKirqq49HRERE34+vHlGJiYnBkCFDkD9//m8SwNnZGcHBwXjz5g22bt2KLl264Pjx45kWK4aGhjA0NPwmxyUiIiLl++oRldatWyMoKOibBTAwMICTkxMqVKiAyZMno0yZMpgzZ843+/pERET0/frqEZX58+ejTZs2OHnyJNzc3KCvr6+xf+DAgf8qkBBCY8IsERERaa+vLlTWrVuHAwcOwNjYGEFBQeqmb8DHybRfU6j8+uuvaNSoEWxsbPD27Vts2LABQUFB2L9//9fGIiIiov+gry5URo0ahd9//x2+vr7Q0fnqM0canj17hk6dOuHp06cwNzdH6dKlsX//ftSvX/9ffV0iIiL6b/jqQuXDhw9o167dvy5SAGD58uX/+msQERHRf9dXVxtdunTBxo0bcyILERERkYavHlFJSUnBtGnTcODAAZQuXTrDZNpZs2Z9s3BERESk3b66ULl+/TrKlSsHALhx44bGvvQTa4mIiIj+LVlXTyYiIiL6nH8/I5aIiIgoh2R7RKVly5bZelxgYOA/DkNERESUXrYLFXNz85zMQURERJRBtguVlStX5mQOIiIiogw4R4WIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixZK1UJk8eTIqVqwIU1NTWFtbo0WLFrhz546ckYiIiEhBZC1Ujh8/jn79+uHcuXM4dOgQkpOT0aBBA8THx8sZi4iIiBRCT86D79+/X+P+ypUrYW1tjcuXL6NWrVoypSIiIiKlkLVQ+VRsbCwAwMrKKtP9iYmJSExMVN+Pi4uTJBcRERHJQzGTaYUQGDJkCGrUqAFXV9dMHzN58mSYm5urbzY2NhKnJCIiIikpplDp378/QkJCsH79+iwf4+fnh9jYWPUtKipKwoREREQkNUWc+hkwYAB27tyJEydOoEiRIlk+ztDQEIaGhhImIyIiIjnJWqgIITBgwABs27YNQUFBcHBwkDMOERERKYyshUq/fv2wbt067NixA6ampoiOjgYAmJubw9jYWM5oREREpACyzlFZtGgRYmNjUadOHRQsWFB927hxo5yxiIiISCFkP/VDRERElBXFXPVDRERE9CkWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWKxUCEiIiLFYqFCREREisVChYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYenIHICL6r7D33fPFx0RM8ZIgCdF/B0dUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsPbkDEBFplXHm2XhMbM7nIPpOcESFiIiIFIuFChERESkWCxUiIiJSLM5RIfo3vjTfgHMNiIj+FY6oEBERkWLJWqicOHECTZs2RaFChaBSqbB9+3Y54xAREZHCyFqoxMfHo0yZMpg/f76cMYiIiEihZJ2j0qhRIzRq1Cjbj09MTERiYqL6flxcXE7EIiIiIoX4ruaoTJ48Gebm5uqbjY2N3JGIiIgoB31XhYqfnx9iY2PVt6ioKLkjERERUQ76ri5PNjQ0hKGhodwxiIiISCLf1YgKERERaRcWKkRERKRYsp76+fvvv3Hv3j31/QcPHiA4OBhWVlawtbWVMRkREREpgayFyqVLl+Dh4aG+P2TIEABAly5d4O/vL1MqIiIiUgpZC5U6depACCFnBCIiIlIwzlEhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKRYLFSIiIlIsFipERESkWCxUiIiISLFYqBAREZFisVAhIiIixWKhQkRERIrFQoWIiIgUi4UKERERKZae3AHoOzDOPBuPic35HBKz993zxcdEGEkQhIhIi3FEhYiIiBSLhQoREREpFgsVIiIiUiwWKkRERKRYLFSIiIhIsVioEBERkWLx8mSi/wpeRp6liCleEiQhopzAERUiIiJSLBYqREREpFgsVIiIiEixZC9UFi5cCAcHBxgZGaF8+fI4efKk3JGIiIhIIWSdTLtx40YMHjwYCxcuRPXq1bFkyRI0atQIt27dgq2trZzRcgwn/tE/wXWHiEgqX3q9iTDq8OUv8g0n7staqMyaNQvdu3dHjx49AAB//vknDhw4gEWLFmHy5MlyRtMa/AdIRERKJluh8uHDB1y+fBm+vr4a2xs0aIAzZ85k+jmJiYlITExU34+N/VixxcXFffZYrmMPfDHPDaPuX3wM/B59+TFfkJqY8MXHxPmZSZIFyGYelfjyF/rC7+B79E1+Nt/o5/Ld/Z4mF/nyY6R8Dkv0fSvt96SkPNl6HR7f8F8fh/69Lz1vvsVzJu1vUohsfC0hk8ePHwsA4vTp0xrbJ06cKIoXL57p54wdO1YA4I033njjjTfe/gO3qKioL9YLsjd8U6lUGveFEBm2pfHz88OQIUPU91NTU/Hq1SvkyZMny8/Jjri4ONjY2CAqKgpmZtkYzchBSsqitDxKyqK0PMzyfeRRUhal5VFSFqXl+S9mEULg7du3KFSo0BcfK1uhkjdvXujq6iI6Olpje0xMDPLnz5/p5xgaGsLQ0FBjm4WFxTfLZGZmJvuTII2SsgDKyqOkLICy8jBL1pSUR0lZAGXlUVIWQFl5/mtZzM3Ns/U42S5PNjAwQPny5XHo0CGN7YcOHUK1atVkSkVERERKIuupnyFDhqBTp06oUKECqlatiqVLlyIyMhK9e/eWMxYREREphKyFSrt27fDy5Uv8/vvvePr0KVxdXbF3717Y2dlJmsPQ0BBjx47NcFpJDkrKAigrj5KyAMrKwyxZU1IeJWUBlJVHSVkAZeXR9iwqIbJzbRARERGR9GRvoU9ERESUFRYqREREpFgsVIiIiEixWKgQERGRYrFQIcX78OED7ty5g+TkZLmjEBGRxGRvoS+XixcvYvPmzYiMjMSHDx809gUGBsqUitJLSEjAgAEDEBAQAAAICwuDo6MjBg4ciEKFCmVY0JLk8eDBAyQnJ6NYsWIa2+/evQt9fX3Y29tLmufRo0fYuXNnpn/bs2bNkjSLEqWkpGD79u0IDQ2FSqVCyZIl0bx5c+jq6kqa4927dxBCIFeuXACAhw8fYtu2bXBxcUGDBg0kzaI0+/fvh4mJCWrUqAEAWLBgAZYtWwYXFxcsWLAAlpaW2pXl3y4u+D1av3690NfXF15eXsLAwEA0adJEODs7C3Nzc9G1a1e54wkhhEhOThZXr14Vr169kvS40dHR4ueffxYFCxYUurq6QkdHR+MmpYEDB4ry5cuLkydPity5c4vw8HAhhBA7duwQZcuWlTRLmgsXLojhw4eLdu3aiR9//FHjpq1q1aol/P39M2xfvXq1qF27tqRZDh8+LHLlyiVKlSol9PT0RNmyZYWFhYUwNzcXHh4ekmZRort374rixYuLXLlyiXLlyomyZcuKXLlyCWdnZ3Hv3j1Js9SvX18sWrRICCHE69evRf78+UWRIkWEkZGRWLhwoaRZhPj4mjt9+nRRsWJFkT9/fmFpaalxk5Krq6vYs2ePEEKIkJAQYWhoKPz8/ETlypUl/x+lhCxaWai4ubmJ+fPnCyGEMDExEeHh4SI1NVX07NlTjBkzRpZMgwYNEn/99ZcQ4uMfTPXq1YVKpRK5c+cWx44dkyyHp6encHFxEQsXLhTbtm0T27dv17hJydbWVpw9e1YI8b/fkxAfX2xNTU0lzSKEcgvc+Ph4ERoaKq5du6Zxk4qpqam4e/duhu13794V5ubmkuUQQoiKFSuK0aNHCyH+95x5+/ataNasmSz//NJ7/fq1mDFjhujevbvo0aOHmDlzpnjz5o2kGRo1aiQ8PT3Fy5cv1dtevHghPD09RePGjSXNkidPHnHjxg0hhBDLli0TpUuXFikpKWLTpk2iRIkSkmYRQojRo0eLggULiunTpwsjIyMxYcIE0b17d5EnTx4xZ84cSbPkzp1bPHjwQAghxNixY0WrVq2EEEJcvnxZ5M+fX+uyaGWhkitXLvUPPk+ePCIkJEQIIcStW7dEgQIFZMlUuHBhcfHiRSGEENu2bROFChUSd+7cEb/99puoVq2aZDlMTEzE1atXJTve5xgbG6uLk/SFSnBwsDAzM5M8j9IK3JiYGOHl5ZVh1Evq0S8zMzNx5cqVDNsvXbokTExMJMshxMffS9rIgIWFhfofYXBwsLCzs5M0S3oXL14UVlZWonDhwuLHH38ULVq0EEWKFBF58uQRly9flixHrly51K936QUHB4vcuXNLlkOIj3/fDx8+FEII0aZNGzFu3DghhBCRkZHC2NhY0ixCCOHo6Ch2794thNB8Hs2ZM0e0b99e0iyWlpbi5s2bQgghqlevLpYsWSKEEOLBgweS/2yUkEUrJ9NaWVnh7du3AIDChQvjxo0bAIA3b94gISFBlkwvXrxAgQIFAAB79+5FmzZtULx4cXTv3h3Xr1+XLIeNjQ2EQpoVV6xYEXv27FHfV6lUAIBly5ahatWqkucJDw+Hl5cXgI9tpOPj46FSqeDj44OlS5dKnmfw4MF4/fo1zp07B2NjY+zfvx8BAQEoVqwYdu7cKVmOmjVrYvLkyUhJSVFvS0lJweTJk9XntaWSO3duJCYmAgAKFSqE8PBw9b4XL15ImiU9Hx8fNGvWDBEREQgMDMS2bdvw4MEDNGnSBIMHD5Ysh6Ghofq1L72///4bBgYGkuUAACcnJ2zfvh1RUVE4cOCAel5KTEyMLCsER0dHw83NDQBgYmKC2NhYAECTJk00XoekUKNGDQwZMgQTJkzAhQsX1K87YWFhKFKkiPZlkaQcUpj27duLmTNnCiGE+OOPP0S+fPlEjx49hJ2dnWxzDWxtbcWBAwdEcnKysLGxEbt27RJCCHHjxg1hYWEhWY4DBw6IBg0aqEec5HT69GlhamoqevfuLYyMjMSgQYNEvXr1RO7cucWlS5ckz1OkSBH1u9HSpUuLdevWCSGEOHPmjCwjPAUKFBDnz58XQnw8/XLnzh0hxMc5PNWrV5csx82bN0WePHlE0aJFRdeuXUXXrl1F0aJFRb58+cT169clyyGEEM2bNxdLly4VQggxfPhw4eTkJP744w/h7u4ufvjhB0mzpGdkZCRCQ0MzbL9586ak75A7deokSpUqJc6dOydSU1NFamqqOHv2rHB1dRVdunSRLIcQQmzevFno6+sLHR0dUb9+ffX2SZMmCU9PT0mzCCFE8eLFxblz54QQQtSoUUNMnjxZCCHEhg0bRL58+STN8vDhQ+Hl5SVKly6tnhIghBCDBw8WAwYM0LosWlmovHz5Ujx+/FgIIURKSoqYOnWqaNq0qfDx8ZF88mqasWPHCnNzc1GiRAlha2sr3r9/L4QQYvny5aJKlSo5emwLCwuNSWMGBgZCR0dHmJiYyDqhTIiPk7c6d+4sSpUqJUqWLCk6duyY6dC1FJRW4JqamqoLSjs7O3Hq1CkhhBD379+XfHj48ePHws/PTzRu3Fi0atVKjB8/XmMehFTCw8PV83Pi4+NFnz59hJubm/jxxx9FRESE5HnSWFtbiwMHDmTYvn//fmFtbS1ZjtevX4tmzZoJlUolDAwM1H/rLVq0kHy+jBBCPH36VFy5ckWkpKSot50/fz7Toi6njRw5UkycOFEI8bGI0tPTE05OTsLAwECMHDlS8jz0P1yUUEG2bNmCqKgotGnTRj2kFhAQAAsLCzRv3jzHjpt2+W92dOnSJcdyKN2rV6/w/v17FCpUCKmpqZgxYwZOnToFJycnjB49WtJLBoGPp8b++OMPNGzYEC1atICZmRkmT56MuXPnYsuWLRqnPUheAwcOxLZt2zBjxgxUq1YNKpUKp06dwvDhw9GqVSv8+eefkua5d+8eQkNDIYSAi4sLnJycJD3+9+DcuXM4c+YMnJyc0KxZM8mPHx4ejpUrVyI8PBxz5syBtbU19u/fDxsbG5QqVSpHjx0XF5ftx0pxmk5rChWl/eApc/w9Zd/atWuRlJSErl274urVq2jYsCFevnwJAwMD+Pv7o127djl27JCQELi6ukJHRwchISGffWzp0qVzLMenLl68iNTUVFSuXFlj+/nz56Grq4sKFSpIliW9Dx8+YPjw4Vi8eLG6caG+vj769OmDKVOmwNDQUJZcUmvZsiX8/f1hZmaGli1bfvax2tzP6vjx42jUqBGqV6+OEydOIDQ0FI6Ojpg2bRouXLiALVu25OjxdXR01HMCvyT93LScojWFitJ+8JmJj4/H8ePHM21UNXDgQEkyXLlyBfr6+upJZTt27MDKlSvh4uKCcePG5fiEO6X/nlJSUrBt27YMzbL09OTvnZiQkIDbt2/D1tYWefPmzdFj6ejoIDo6GtbW1urfWWYvJSqVStLfU6VKlTBixAi0bt1aY3tgYCCmTp2K8+fPS5YlMwkJCQgPD4cQAk5OTupmZ1Jp3bo1KlSokKFZ4vTp03HhwgVs3rw5R4/v7e2NuXPnwtTUFN7e3p997MqVK3M0CwDs3LkTjRo1gr6+/hcnoEs5qlK1alW0adMGQ4YMgampKa5duwZHR0dcvHgRLVq0wOPHj3P0+MePH1d/HBERAV9fX3Tt2lV9EcPZs2cREBCAyZMnSzPKLttJJ4kFBQWpb/7+/qJAgQLC19dX7NixQ+zYsUP4+vqKggULZtq4SgpXrlwRBQoUEGZmZkJXV1fky5dP3UfFwcFBshwVKlQQW7ZsEUJ8PN9vaGgo2rdvL5ycnMSgQYNy/PhK/j1dv35dODo6qptllStXTuTOnVvY29vLNm9GLhERESI1NVX98eduUkrfGDC9+/fvS36pdHpv3rzJdM7Oy5cvRWxsrGQ58ubNm+lzNSQkRNK5MkqhUqnEs2fP1B9ndZO62WXu3LnF/fv3hRCarRkePHggDA0NJc1St25d9YUD6a1du1ayho5aU6ikp4Qf/Kdq164tevbsKZKTk9VPzMjISFGrVi2xdetWyXKYmZmp+wdMmTJFNGjQQAghxKlTp0SRIkUkyyGE8n5PlStXFk2bNtWYcP3q1SvRrFmzHJ/wnJlWrVqpr0xIb9q0aaJ169aS51ECKysrcebMmQzbT58+LenVc5/y9PQUCxYsyLB90aJFolGjRpLlMDIyErdv386wPTQ0VBgZGUmWQwghxo0bJ3k33O9F4cKFxenTp4UQmoVKYGCgcHR0lDSLsbGxCAsLy7D9zp07kk3a18pCRQk/+E+Zm5urX0DMzc3FrVu3hBBCnDt3Tjg7O0uWw9TUVP2zqVevnvjzzz+FEB8vUZP6hUxpvycjIyN1A7H0rl+/LvnPRgh53x2njXBl5yaldu3aidq1a2tcwfL69WtRu3Zt0aZNG0mzpGdpaan+m04vNDRUWFlZSZajQoUKYvz48Rm2jx07Vri7u0uWQ4iPDRR1dHRE5cqVxbx580RMTIykx1ey4cOHixo1aoinT5+qOz+fOnVKODo6qhvjSaV48eJiyJAhGbYPGTJEFC9eXJIMWlmoKOEH/6m8efOq+2AUL15c7N+/Xwjx8YVMyn/KHh4eonPnzmLVqlVCX19f3Ro9KChI8s6eSvs9lSlTRhw5ciTD9iNHjghXV1fJ88j57vhzw+RyDpk/evRIODo6CnNzc1GnTh1Rp04dYWFhIZydnUVkZKSkWdLLqiNsSEiIpH/fO3bsEHp6eqJz587C399f+Pv7i06dOgk9PT2xbds2yXKkuXHjhvDz8xMODg5CX19fNGrUSKxdu1bEx8dLnmXAgAGZtsqfN2+eJKe90/vw4YPo0KGD0NHRESqVSt1v5ueffxbJycmSZtmzZ48wMjISpUqVEt27dxfdu3cXpUqVEkZGRuo1gHKaVhYqSvjBf6p+/fpi7dq1QgghfvnlF1GpUiWxZs0a0bBhQ1GpUiXJcly7dk24uroKMzMzjcq9f//+kreRVsLvKTY2Vn3bs2ePKFWqlNi8ebOIiooSUVFRYvPmzcLNzU2W542S3h0ryd9//y2WLFki+vbtK4YOHSoCAgLEhw8fZM1Uu3Zt0b9//wzb+/btK2rUqCFplt27d4tq1aqJXLlyiTx58ggPDw8RFBQkaYbMnDp1SvTt21fky5dPlrW8ChUqlGkjycuXL4vChQtLnkcIIe7duyc2b94sNm7cmOnoslSioqKEn5+fevmHX3/9VdLCX2uu+vlUVFQUFi1ahNu3b6t7CfTu3Rs2Njay5Ll06RLevn0LDw8PPH/+HF26dFH36Fi5ciXKlCkjS64079+/h66uLvT19SU97qNHj7Bo0SKNng9S/p4+vQop7c8lbVv6+1JfhbRz5060atUKHTp0QN26dQEAR44cwfr167F582a0aNFC0jyUtdOnT6NevXqoWLEifvjhBwAff1cXL17EwYMHUbNmTZkTyi84OBhr1qzBhg0b8PLlS7x7907S4xsZGeHGjRsZesrcu3cPrq6ueP/+vaR56H+0tlAhZUtKSkKDBg2wZMkSFC9eXLYc6S/T+5LatWvnYJLM7dmzB5MmTUJwcDCMjY1RunRpjB07VvIsR44cwezZs9WXbZcoUQKDBw9GvXr1cvzYSr3E9FPBwcGYPn26xu/Kz88PxYoVky2T3B48eIB169Zh7dq1CAsLQ61atdChQwe0adMG5ubmkmZxdXVF79690b9/f43t8+bNw6JFi3Dr1i3JsqSkpMDf3x9HjhxBTEwMUlNTNfYfPXpUsizAx3XwLly4kGmWzp075/jxtbJQOXHixGf316pVS6IkymBlZYWwsDDkzZsXlpaWn+1j8urVK8ly5cuXD2fOnNHqF/Lvwfz58+Hj44PWrVur+yycO3cOW7ZswaxZszK88H9rn/Z0yYoco15KoNS/76pVq+LChQtwc3NDx44d0aFDBxQuXFiy439qxYoV6N+/P4YPH64xQjlz5kz8+eef6Nmzp2RZ+vfvD39/f3h5eaFgwYIZfmezZ8+WLMuuXbvQsWNHxMfHw9TUVCOLSqWS5DmjlYVKZi9m6X/4cryYvXz5EmPGjMGxY8cyrVpz8skQEBCAn376CYaGhvD39//sC5mULfSHDh0KfX19TJkyRbJjfg4L3MwVLlwYfn5+GQqSBQsWYOLEiXjy5IlMyeQVFxen7p78pY7LOdllOf3f95eWy5Dy7/vXX39Fx44dc7wd/NdYtGiRxnPW3t4e48aNk2TUIL28efNi1apVaNy4saTHzUzx4sXRuHFjTJo0SfIGhWm0slBJW747TVJSEq5evYrRo0dj4sSJ6nPIUmrUqBHCw8PRvXt35M+fP0OxoI1r7AwYMACrVq2Ck5MTKlSogNy5c2vsnzVrlqR5lFDgKvHdsampKa5evZrh3P7du3dRrlw5/P3335LkUBpdXV08ffpUo3vvp4QQWjvSk+bDhw948OABihYtqogOzwDw/PlzGBsbw8TERJbjFypUCEFBQbKe9k6TO3duXL9+HY6OjrJlUMazQmKZnfusX78+DA0N4ePjg8uXL0ue6dSpUzh16pTsk2bTv7im9/LlS1hbW0v6gnrjxg24u7sDAMLCwjT2ZbfN/rf0+vVrjfufFrhSmD17NkxNTQFA8oXsstKsWTNs27YNw4cP19i+Y8cONG3aVPI8SliKAvg4j8DKykr9sRzP2ey6cuUKxowZg927d0t2zHfv3qF///7qUZ6wsDA4Ojpi4MCBKFSoUIY2/1LKly+fbMcGPo4mz5kzB/Pnz5f9edOwYUNcunSJhYpS5MuXD3fu3JHl2CVKlJB8lntmshpgS0xMzPF1fj517NgxSY/3JUoocNOPrMk5yjZ37lz1xyVLlsTEiRMRFBSkMUfl9OnTGDp0qKS5rl69isaNGyMhIQHx8fGwsrLCixcvkCtXLlhbW0taqKSf0FynTh3JjpuVQ4cO4eDBg9DX10ePHj3g6OiI27dvw9fXF7t27UL9+vUlzePr64tr164hKCgInp6e6u316tXD2LFjJS9UHBwcPlsU3L9/X7Isp06dwrFjx7Bv3z6UKlUqw9WWUi7Y6OXlheHDh+PWrVtwc3PLkEWKCepaeern09VehRB4+vQppkyZgqSkJJw+fVryTBcvXoSvry/GjBkDV1fXDE+GnF4pOO0fj4+PDyZMmKAx5JmSkoITJ04gIiICV69ezdEcmbl37x7Cw8NRq1YtGBsbq4fLlSI0NBQVK1aU5RRHamoq7t27l+m8ppycM+Pg4JCtx6lUKklf4OvUqYPixYtj0aJFsLCwwLVr16Cvr4+ff/4ZgwYN+uKKvTll9OjRGDduHHR1dTW2x8bGonfv3li/fn2OHj8gIADe3t6wsrLCq1evkDdvXsyaNQt9+/ZFq1atMHToULi6uuZohk/Z2dlh48aNqFKlisbCe/fu3YO7u/tXraT+LcyZM0fjftqI6f79+zF8+HBJCyclLNiYRhET1CXr2KIgaR0zP+2iWbVqVREaGipLprCwMFG+fHmho6OjcZOqu6e9vb2wt7cXKpVK2NjYqO/b29uL4sWLiwYNGohz587leI70Xrx4IerWrav+GaStd9GtW7dMO9bmtGvXrmncgoODxb59+0Tt2rVFtWrVJM9z9uxZ4eDgkOlzWeqOsEqhlKUoPmVraysqV66ssbbNsWPHhI2NjSTrRJUpU0a9LtTGjRuFSqUS7u7usq61Y2xsrP6bTr+eTXBwsDAzM5Mt16fmz58vunbtKncMraaVp34ePHigcV9HRwf58uWDkZGRTImAjh07wsDAAOvWrct0Mm1OS/uZeHh4IDAwEJaWlpIePzM+Pj7Q19dHZGQkSpYsqd7erl07+Pj4YObMmZLmKVu2LFQqVYbTY1WqVMGKFSskzQIAvXv3RoUKFbBnz55ML2HURvr6+uqfQ/78+dXPHXNzc0RGRsqWKyQkBL/88gvKli2LWbNmISwsDHPmzIGvry/Gjh2b48cPDw9Hu3btAACtW7eGrq4uZs2ahaJFi+b4sbNSsWJF7NmzBwMGDADwv3lny5YtU59CVIJGjRrBz89P0lEM0qSVhYqdnZ3cETK4ceMGrl69CmdnZ1lzKGleyMGDB3HgwAEUKVJEY3uxYsXw8OFDyfMorcC9e/cutmzZkuFqG6l169bts/ulLOLKlSuHS5cuoXjx4vDw8MCYMWPw4sULrF69Gm5ubpLl+JS5uTk2bNiA3377Db/88gv09PSwb98+ya4wjI+PV181p6OjAyMjI9m6cKeZPHkyPD09cevWLSQnJ2POnDm4efMmzp49+1WNFnPali1b1JOic5K7uzuOHDkCS0tLlCtX7rNvPK5cuZLjedKTe4K6VhYqgLydNDNToUIFREVFyVKoDBkyBBMmTEDu3LkxZMiQzz5WykuC4+PjM71u/8WLFzA0NJQsx9GjR9G/f3+cO3cuw1yh2NhYlC9fHosXL5a8DXrlypVx79492QuVzK6GunHjBt68eaNunCWVSZMm4e3btwCACRMmoEuXLujTp496KQo5zZs3D7Nnz0b79u1x+fJlDBw4EOvWrZPsSr8DBw6oJ4SnpqbiyJEjuHHjhsZjpOzcW61aNZw+fRozZsxA0aJFcfDgQbi7u+Ps2bOyFJWfFgdCCERHR+P58+dYuHBhjh+/efPm6tc1JS1/oYQJ6lo5mVbuTpqZ2bx5M8aNG4fhw4dnOrO6dOnSOXZsDw8PbNu2DRYWFqhTp06WlbxKpZK0dbOXlxfc3d0xYcIEmJqaIiQkBHZ2dvjpp5+QmpqKLVu2SJKjWbNm8PDwgI+PT6b7586di2PHjmHbtm2S5Emzbds2jBo1SpbnzJekpqaib9++cHR0xIgRI2TLoRSNGjXCxYsXsXjxYrRu3Rrv3r3DkCFD4O/vj/Hjx+f4z+hzEyLTaHs/l/Hjx2vcTxsxrVOnDkqUKCFTKvkpYoK6vFNk5FGoUCExb968DNvnz58vChYsKEMikWEyZPoJv9o6MfLmzZsiX758wtPTUxgYGIjWrVuLkiVLivz580s6CdDW1lY9KTMzoaGhwsbGRrI8aZT+nLl9+7YoUKCA3DEUoV69euLx48cZtu/evZs/I4WLjo7OdJVybaGECepaeeonLi5O47r9NA0aNMDIkSNlSJRx/oMckpOTYWRkhODgYMkvVUxv+/btaNq0KVxcXBASEoKFCxdCV1cX8fHxaNmyJfr164eCBQtKlufZs2efXTVaT08Pz58/lyxPGiU8Zz4nPDwcycnJkh5TzqUoPufQoUOZbvfy8sL169clTiOvrLr0pqdSqSR/7mQlOjoa48ePx5gxY3L0OF/qNJ2elM9jJUxQ18pCRWmdNAFlTPDV09ODnZ2d7MO/rVu3Rt68edGlSxd069YNv//+u6x5ChcujOvXr2c5FyQkJETSwimNEp4zADLMaxL/35doz549kjel+/nnnz+7FIWcTp48iSVLliA8PBxbtmxB4cKFsXr1ajg4OKBGjRpyx5PM506RnjlzBvPmzcuy8eR/WfpO0y9fvsQff/yBhg0bqqcnnD17FgcOHMDo0aMlzaWECepaM0clfSfNuLg4zJgxA9WrV8+0k+aoUaPkiolbt25lOrNaqkluK1euxObNm7FmzRpJZrpn5smTJ1i5ciUCAgIQHh6OqlWronv37mjbtm2G9X6kMGDAAAQFBeHixYsZrvB59+4dKlWqBA8PD43nWE7ZuXMnGjVqBH19fezcufOzj5XqOePh4aFxP+3cft26ddGtWzdJ128xNTVVxFIUn9q6dSs6deqEjh07YvXq1bh16xYcHR2xcOFC7N69G3v37pU7oqxu374NPz8/9Uq9EyZMgK2trdyxAADXrl2Du7u7pG/gWrVqBQ8PjwzzJefPn4/Dhw9j+/btkmW5dOkS3r59Cw8PDzx//hxdunTBqVOn1BPUpfhb05pCRamdNNPcv38fP/74I65fv67RqyPtHaFUfyTlypXDvXv3kJSUBDs7uwyFgdSXxR0/fhwrVqxAYGAgVCoV2rZti+7du0vaZ+HZs2dwd3eHrq4u+vfvD2dnZ6hUKoSGhmLBggVISUnBlStXkD9//hzPoqOjg+joaPVCd1nR1omRFStWxLx581ClShW5o2goV64cfHx80LlzZ40urMHBwfD09ER0dLTcEWXx5MkTjB07FgEBAWjYsCEmT54s62nnzMhRqJiYmCA4OJgLff4/rTn1o/Tz+YMGDYKDgwMOHz4MR0dHXLhwAS9fvsTQoUMxY8YMyXIo6bI44ON6KbVr18aCBQuwYcMGrFy5EjVq1ECJEiVw8+ZNSTLkz58fZ86cQZ8+feDn56dRRDZs2BALFy6UpEgBoDHn4tP5F3KLiYnBnTt3oFKpULx48QwLW0ph4cKFsi5FkZU7d+5kuqSBmZkZ3rx5I30gmcXGxmLSpEmYN28eypYtiyNHjkh+eX+aL7VkkGP+WZ48eTKdnrB9+3bkyZNH8jxy05pCJU1SUhKcnZ2xe/duuLi4yB1H7ezZszh69Cjy5csHHR0d6OjooEaNGpg8eTIGDhwo2Ro7UnTJ/CdMTEzg4eGBiIgI3L59O8NqyjnNzs4Oe/fuxevXr3Hv3j0IIVCsWDFFdPCVW2xsLPr374/169eriyddXV20a9cOCxYsyHQxx5xiYWGB2NjYDP1bxP+vDyXXKFPBggVx79492Nvba2w/deqULKvSXr58Wd1DqmTJkupVyqUwbdo0TJ06FQUKFMD69evRvHlzyY6dmey8tubkulmZGT9+PLp3755hoc/9+/fjr7/+yvHjf6nhXHpSjLJrXaGir6+PxMRERU2yAz6e2klbCDBv3rx48uQJnJ2dYWdnJ9uKzsDHU1Lv3r1DyZIls9WL4VtLSEjA5s2bsWLFCvWL+pAhQ9C1a1fJswAfZ+ZXrFhRlmNn5sKFCwgKCsr0ChepmvP17NkTwcHB2LNnD6pWrQqVSoUzZ85g0KBB6NmzJzZt2iRJDkD+pSiy8ssvv2DQoEFYsWIFVCoVnjx5grNnz2LYsGE5fjVJejExMfjpp58QFBQECwsLCCEQGxsLDw8PbNiwAfny5cvxDL6+vjA2NoaTkxMCAgIQEBCQ6eOkWiFYSd2403Tt2hUlS5bE3LlzERgYCCEEXFxccPr0aVSuXDnHj6+0kXWtmaOS3pQpU3D79m389ddfkk70+5yaNWti6NChaNGiBTp06IDXr19j1KhRWLp0KS5fvpyhg+S3lpSUhD/++ANXrlxBlSpV4Ovri59//ln9T8bZ2Rl79+7N8I4wp5w+fRorVqzA5s2bkZycjJYtW6J79+4ZJm5qs0mTJmHUqFFwdnbO8E9ZyuZ8uXPnxoEDBzJcuXLy5El4enoiPj5ekhwAkCtXLkUsRZGZ3377DbNnz8b79+8BAIaGhhg2bBgmTJggWYZ27dohPDwcq1evVq+fdevWLXTp0gVOTk45vooz8PGfcHYKSLk7CZNyaGWh8uOPP+LIkSMwMTGBm5tbhgmjUlXy6R04cEDdJ+T+/fto0qQJbt++jTx58mDjxo053op86NChWL16NZo1a4Zjx47B1dUVd+7cwfjx46Gjo4MJEybAzc0Na9euzdEcAFC8eHGEh4ejXLly6N69Ozp06CDp6YPvRf78+TF16lTZRpfS2NraYs+ePRkuVQwJCUHjxo3x6NEjybLUqlULY8aMkW0pjC9JSEjArVu3kJqaChcXF/UoqlTMzc1x+PDhDKOCFy5cQIMGDbRyvozSvXv3DklJSRrbpJxrFRUVBZVKpV5z7cKFC1i3bh1cXFzQq1cvSTIoYzhBYhYWFmjVqpXcMTQ0bNhQ/bGjoyNu3bqFV69efVUToH9jy5Yt8Pf3R+PGjREWFoYSJUpgz549aNSoEQDA2toaHTt2zPEcAODp6Ynu3bsr7hJTpdHR0UH16tXljoFRo0ZhyJAhWLVqlbqfTHR0NIYPHy55z4cBAwZg0KBBillW4EsLNqaRauHG1NTUTJsX6uvrK25ytjZLSEjAiBEjsGnTJrx8+TLDfinnWnXo0AG9evVCp06dEB0djXr16sHV1RVr1qxBdHS0JKcutXJEhTLS19dHREQEChcuDAAwNjZGSEgIihUrBgB4+vQpbGxsFNMtkj5OSnzy5IlGoyg5pF3SnpiYqO59ERkZCUNDQ/XzJ01OT7zLbB5V2uX+ckym1dHRgZ2dHcqVK/fZJmZSrRPVvHlzvHnzBuvXr0ehQoUAAI8fP0bHjh1haWkp+XpVlLl+/frh2LFj+P3339G5c2csWLAAjx8/xpIlSzBlyhTJ3jQCH+flnTt3Ds7Ozpg7dy42btyI06dP4+DBg+jdu7ck7Ty0ckRFieLj4zFlyhQcOXIk04mROf1kSElJ0XinpaenB11dXfV9HR0drewWqWTDhg2Dl5cXihYtChcXlwzvlKU6hamkiXdKa0PQu3dvbNiwAffv30e3bt3w888/y9ZIEfjYMKx58+awt7eHjY0NVCoVIiMj4ebmhjVr1siWSwkiIyPVP5P0hBCIioqStAHdrl27sGrVKtSpUwfdunVDzZo14eTkBDs7O6xdu1bSQiUpKUm9qvPhw4fVjSRLlCiBp0+fSpJBawuVLVu2YNOmTZl2gZW6qRkA9OjRA8ePH0enTp1QsGBBWa5W+Nwy8Dx3rTwDBgzAsWPH4OHhgTx58sh2hYuSLmlXyrICaRYuXIjZs2cjMDAQK1asgJ+fH7y8vNC9e3c0aNBA8t+ZjY0Nrly5gkOHDuH27dvqq0mUOqdHSg4ODnj69GmG/j+vXr2Cg4ODpKNxaccEPs5HSVvbp0aNGujTp49kOQCgVKlSWLx4Mby8vHDo0CH15O8nT55I19NFkqUPFWbOnDnCxMRE9OvXTxgYGIhffvlF1KtXT5ibm4tff/1Vlkzm5ubi1KlTshxbiMxX4s1sZV5SDhMTE7F79265YwghhHj9+rVYtmyZ8PX1FS9fvhRCCHH58mXx6NEjWfLcvHlT7Nu3T+zYsUPjJreIiAgxbtw44ejoKGxsbMTbt28lPX5AQIB4//59hu2JiYkiICBA0ixKo1KpRExMTIbtERERIleuXJJmcXNzE0FBQUIIIerXry+GDh0qhPj4v6tw4cKSZjl27JiwsLAQOjo6wtvbW73dz89P/Pjjj5Jk0MoRlYULF2Lp0qVo3749AgICMGLECDg6OmLMmDGyra5qaWkp65AwJ9J9f6ysrFC0aFG5YyAkJAT16tWDubk5IiIi0LNnT1hZWWHbtm14+PAhVq1aJVkWpSxFkRWVSqXOJcffnLe3Nzw9PTOMGrx9+xbe3t7o3Llzjh7/S+tTpSfVWlVpnWlVKhVGjx6NXLlyqfelpKTg/PnzKFu2rCRZ0nh7e+PatWuoXbu2ehRu3rx5SE5Olqw/Upo6dergxYsXiIuL02hw2atXL42fVY6SpBxSGGNjYxERESGEECJfvnwiODhYCCFEWFiYsLKykiXT6tWrRevWrUV8fLwsx1eqoKAg0aRJE1G0aFHh5OQkmjZtKk6cOCF3LEVYsWKFaNu2rezPmR9++EEMHz5cCPFxlCc8PFwIIcTp06eFnZ2dpFmaNGkimjdvLmJiYoSJiYm4deuWOHnypKhUqZJsz5v379+LdevWiXr16gkjIyPRunVrsWfPHpGSkiJ5lqxGDYKDg4WlpaUkx/90lPbT+2k3qdSpU0fUqVNHqFQqUa1aNfX9OnXqiAYNGohevXqJsLAwyfJk5uHDh2Lr1q3q/1XaRitHVAoUKICXL1/Czs4OdnZ2OHfuHMqUKYMHDx5IOmH00zbF9+7dQ/78+WFvb59hYqQc82bktmbNGnh7e6Nly5YYOHAghBA4c+YMfvjhB/j7+6NDhw5yR5TV3LlzER4eLvtz5uLFi1iyZEmG7YULF5Z8sT2lLEWRpm/fvtiwYQNsbW3h7e2NDRs2yLJWS9prjUqlwg8//KDR6DIlJQUPHjyAp6dnjudIP4p0+PBhjBw5EpMmTdLoaDxq1ChMmjQpx7OkSetM6+3tjTlz5si2HtTn2NraSr6adHbb6LOFfg6pW7cudu3aBXd3d3Tv3h0+Pj7YsmULLl26hJYtW0qWQ0lXSyjRxIkTMW3aNPj4+Ki3DRo0CLNmzcKECRO0vlBRyvPHyMgIcXFxGbbfuXNHkpbs6SltKYrFixfD1tYWDg4OOH78OI4fP57p43L6Cq2050pwcDAaNmyo0WjOwMAA9vb2kveWGjx4MBYvXqzR0bhhw4bIlSsXevXqhdDQUEnzKK0T7pEjR7K8ClSKvjtKeX0BtLSPSmpqKlJTU9XvKjZt2oRTp07ByckJvXv3hoGBgcwJCfjYYvzmzZsZljq/d+8eXF1d1a3ISV69evXC8+fPsWnTJlhZWSEkJAS6urpo0aIFatWqJWmfF7mXoviUktrFp6SkYPXq1WjYsKG6MZ+cjI2NceHChUw7GleuXBnv3r2TNI/cLSLSGz9+PH7//XdUqFAh06tAta3fjVYWKvR9cHJywvDhw/HLL79obF+yZAlmzJiBu3fvypRMWdKvhOvi4oJy5cpJevy4uDg0btwYN2/exNu3b1GoUCFER0ejSpUq2LdvX4YlKnJS+qUowsPD0bRpU/VSFBs2bMAPP/wgWRYlMjIyQmhoqPrSVznVqlUL+vr6WLNmjUZH406dOuHDhw9Zjj7llPbt23+2RcSgQYMky1KwYEFMmzYNnTp1kuyYSqaVp37Si4+Px8aNG/Hu3Ts0aNAgQydNqaSkpGD27NlZ9naR62okOQ0dOhQDBw5EcHAwqlWrBpVKhVOnTsHf3x9z5syRO57slLASLvCxz8OpU6dw9OhRXLlyBampqXB3d5elN0f6pSiKFi0q+VIUSufm5ob79+8rolBZsWIFfvzxR9jZ2Wl0NC5evDi2b98ueZ59+/Zhz549iliW4sOHD6hWrZrcMRRDq0ZUIiMj0alTJ/UKwcuXL0f9+vXV78yNjY2xb98+1KpVS/JsY8aMwV9//YUhQ4Zg9OjR+O233xAREYHt27djzJgxGDhwoOSZPuXg4IC6devi999/V7faz2nbtm3DzJkz1eerS5YsieHDh6N58+aSHF/JlLAS7udcuXIFY8aMwe7du3P8WNmZW6anp4cCBQqgfv36aNq0aY5nUqKDBw9i5MiRmDBhAsqXL59htEvqiaRCiEybz8lRVDo4OGDv3r3qvyU5jRw5EiYmJpKvlaVUWlWotG3bFlFRUejXrx82b96MsLAwFC1aFMuXL4eOjg769u2Lly9f4ujRo5JnK1q0KObOnQsvLy+YmpoiODhYve3cuXNYt26d5Jk+NW7cODx8+BAnTpxAeHi43HG0nhJWwj106BAOHjwIfX199OjRA46Ojrh9+zZ8fX2xa9cu1K9fH/v378/xHN7e3l98TGpqKmJiYnD8+HEMGzYMv//+e47nUpr0ayGlLwaETGshKcmaNWuwY8cOBAQESNcfJAuDBg3CqlWrULp0aZQuXTrDFX1S91KRm1YVKgUKFMDOnTtRqVIlvHr1Cnnz5sXp06dRtWpVAMC1a9fwww8/4MWLF5Jny507N0JDQ2Fra4uCBQtiz549cHd3x/3791GuXDnExsZKnkkpLl26pJ6DUbJkSZQvX17uSIpgamqKkydPZmhGdfXqVdSuXTvTK3G+pYCAAHh7e8PKykr99zRr1iz07dsXrVq1wtChQ+Hq6pqjGf6JPXv2oE+fPoiMjJQ7iuS+NO+jdu3aEiX5SO4rW9IrV64cwsPDIYSQvUWEh4dHlvtUKpUsb6bTe/PmDSwsLCQ7nlbNUXn+/Ll6LRArKyvkypUL+fPnV+8vUKAAXr9+LUu2IkWK4OnTp7C1tYWTkxMOHjwId3d3XLx4Ub0glBxSUlJw/fp12NnZaXQllMKjR4/Qvn17nD59Wv1H8ebNG1SrVg3r16+HjY2NpHmUpm7duhg0aFCGlXB9fHwkmTQ6e/ZsTJo0Cb6+vti0aRN++uknzJ49G1evXlVEx9ysVK9eHRUqVJA7hiykLkQ+50tXtkhNSZfjpvV2UYKpU6fC3t4e7dq1A/DxzMTWrVtRoEAB7N27F2XKlMn5EJK3mJORSqUSz549U99P30VTCCGio6NlW89m5MiRYuLEiUIIITZv3iz09PSEk5OTMDAwECNHjpQsx6BBg8Rff/0lhBAiOTlZVK9eXahUKpE7d25x7NgxyXII8XGNi8qVK4vbt2+rt92+fVtUq1ZN1K9fX9IsShQZGSnKlSsn9PX1haOjoyhatKjQ19cX7u7uIioqKsePb2JiIu7fvy+EECIlJUXo6emp1ych5Tpx4oTo2LGjqFq1qnotplWrVomTJ09KmqNAgQJi1apVkh7ze3P37l2xf/9+kZCQIIQQIjU1VfIMDg4O4vTp00IIIQ4ePCgsLCzEgQMHRPfu3SV7HdaqERXg46TVtPOPHz58wMSJE9UrBickJMiWa8qUKeqPW7duDRsbG5w+fRpOTk6SrXkBfFxV+ueffwbwcanxBw8e4Pbt21i1ahV+++03nD59WrIsJ0+exJkzZ+Ds7Kze5uzsjHnz5iliZr7c0lbCPXz4MEJDQyVfCTc+Pl49GVNHRwdGRkZaP8qldFu3bkWnTp3QsWNHXLlyBYmJiQA+rvUzadIk7N27V7IsvLIlay9fvkTbtm1x7NgxqFQq3L17F46OjujRowcsLCwwc+ZMybI8ffpU/Xe9e/dutG3bFg0aNIC9vT0qV64sSQatKlRq1aql0Z2yWrVqGZr4yHHFD/DxiZnWWjsqKgp79uzBu3fvJB+ifvHiBQoUKAAA2Lt3L9q0aYPixYuje/fumDt3rqRZbG1tkZSUlGF7cnKyZFcdKVVqair8/f0RGBiIiIgIqFQqODg4qC9TlmoY/cCBA+pCPzU1FUeOHMnQVE3KQps+748//sDixYvRuXNnbNiwQb29WrVqkk8u7tGjB9atWyfrlS1WVlYICwtD3rx5v3gJu5QtInx8fKCvr4/IyEiNq5DatWsHHx8fSQsVS0tLREVFwcbGBvv378cff/wB4OMEbKkmX2tVoRIUFCR3hAyuX7+Opk2bIioqCsWKFcOGDRvg6emJ+Ph46OjoYPbs2diyZYtk50/z58+PW7duoWDBgti/fz8WLlwI4ONok66uriQZ0kybNg0DBgzAggULUL58eahUKly6dAmDBg3CjBkzJM2iJEIINGvWTH1+2M3NDUIIhIaGomvXrggMDJSsD0WXLl007n/anE/bryRRmjt37mT6ZszMzEySq8TSe//+PZYuXYrDhw/LdmXL7NmzYWpqCgCSdlD+koMHD+LAgQMoUqSIxvZixYrh4cOHkmZp2bIlOnTogGLFiuHly5do1KgRgI/LMXzaNTynaFWhokQjRoyAm5sb1qxZgzVr1qBJkyZo3Lgx/vrrLwDAgAEDMGXKFMkKFW9vb7Rt21Y9ua1+/foAgPPnz6NEiRI5fvxP39XEx8ejcuXK6uUOkpOToaenh27duilq8puU/P39ceLECRw5ciTD1QFHjx5FixYtsGrVKnTu3DlHc3x6lQYpX8GCBXHv3j3Y29trbD916hQcHR0lzRISEqK+Yu3TUTipRgTTF9qfFt1yio+Pz/QS6RcvXkh+ccXs2bNhb2+PqKgoTJs2Tb1O1NOnT9G3b19JMmjV5clKlDdvXhw9ehSlS5fG33//DTMzM1y4cEF9yuf27duoUqWKpO92tmzZgqioKLRp00Zd0QcEBMDCwiLHG60FBARk+7FKemGRUoMGDVC3bl34+vpmun/SpEk4fvw4Dhw4IHEyUrpp06YhICAAK1asQP369bF37148fPgQPj4+GDNmDPr37y93REV49+5dhtPOUjbD8/Lygru7OyZMmABTU1OEhITAzs4OP/30E1JTU7FlyxbJsigBCxWZ6ejoIDo6GtbW1gA+9sa4du2a+t3Ns2fPUKhQIQ6fk1qBAgWwf//+DP1T0ly9ehWNGjVCdHS0tMHou/Dbb79h9uzZ6kU9DQ0NMWzYMEyYMEHmZPKKj4/HyJEjsWnTJrx8+TLDfilfg2/duoU6deqgfPnyOHr0KJo1a4abN2/i1atXOH36tOSX/4eHh+PPP//U6Gc1ePBgyUbheOpHAT4d5pS6n8DXTJKVq5W/3O9wlOTVq1ca/X8+lT9/ftn6AZHyTZw4Eb/99htu3bqF1NRUuLi4qIfzpXbx4kVs3rw50/XNAgMDJc0yYsQIHDt2DAsXLkTnzp2xYMECPH78GEuWLNG4KlMKLi4uCAkJwaJFi6Crq6teaLNfv36Sr3x94MABNGvWDGXLlkX16tUhhMCZM2fg4uKi7j6d0ziiIjMdHR00atRIfd5x165dqFu3rvqyz8TEROzfvz9Hq/lPFyh7/vw5EhISNJqs5cqVC9bW1pIuda6kdzhKoquri+jo6CwXHeQoHH0PNmzYgM6dO6NBgwY4dOgQGjRogLt37yI6Oho//vgjVq5cKWkeW1tbrFq1CnXq1IGZmRmuXLkCJycnrF69GuvXr5fs0u2kpCQ0aNAAS5YsQfHixSU55ueUK1cODRs2zFCs+fr64uDBg5J07NWaEZWQkJBsP7Z06dI5mETTp/Ms0nqYpJfTkyIfPHig/njdunVYuHAhli9fru5fcufOHfTs2TPDFR05TUnvcJRECIGuXbtmOakurTcG0ac8PDw+O2IrZWv2SZMmYfbs2ejXrx9MTU0xZ84cODg44JdffpF81AD4OFKZ9qbNzMxMfTlyjRo10KdPH8ly6Ovr48aNG7J36k0TGhqKTZs2ZdjerVs3ya6U0ppCpWzZslCpVNnqMSHlO1Gp3zV8yejRo7Fly5YMTdZmz56N1q1bo2PHjpJl2bVrl/odTrdu3VCzZk04OTnBzs4Oa9eulTSLkmRnEnFOF7eZ+fDhQ6Zrttja2kqehTL36bympKQkBAcH48aNG5JPTg8PD4eXlxeAj/Nk4uPjoVKp4OPjg7p162L8+PGS5nF0dERERATs7Ozg4uKCTZs2oVKlSti1a5ek69oAH/9+ly9frog3ZPny5UNwcDCKFSumsT04OFg9tzKnaU2hkn7U4OrVqxg2bBiGDx+uXpDw7NmzmDlzJqZNmyZXREV4+vRppk3WUlJS8OzZM0mzKOUdjtIorbi9e/cuunXrhjNnzmhsF1yRV3Fmz56d6fZx48bh77//ljSLlZUV3r59CwAoXLgwbty4ATc3N7x580aWLuHe3t64du0aateuDT8/P3h5eWHevHlITk6WfLXiDx8+4K+//sKhQ4dQoUIF9VSANFLm6dmzJ3r16oX79++jWrVqUKlUOHXqFKZOnYqhQ4dKkkFrCpW0xQgBoE2bNpg7dy4aN26s3la6dGnY2Nhg9OjRWtufAwB++OEH9OzZE8uXL9dosvbLL79I1po9jZLe4VDWunbtCj09PezevVsRi8vR1/v5559RqVIlSRsp1qxZE4cOHYKbmxvatm2LQYMG4ejRozh06JAki2p+ysfHR/2xh4cHQkNDcfnyZRQtWlSahffSuXHjBtzd3QEAYWFhGvuk/vsaPXo0TE1NMXPmTPj5+QEAChUqhHHjxkl2cYVWTqY1NjbGlStXNFoTAx/Pxbm7u+Pdu3cyJZPf8+fP0aVLF+zfv1/dKTI5ORkNGzaEv7+/ZEN9wMd3f7q6uhg4cCCOHTsGLy8vpKSkqN/hDBo0SLIslLXcuXPj8uXLkjQEpJyxevVqjBw5Ek+ePJHsmK9evcL79+9RqFAhpKamYsaMGTh16hScnJwwevRoyVdrpy9LGwFL6+YrFa0sVNzd3VGyZEksX74cRkZGAD5OQOzWrRtCQ0MlmcWsdGFhYbh9+zaEEChZsqQiZp9HRkbi0qVLsrzDoaxVrFgRs2fPRo0aNeSOQl/QsmVLjftCCDx9+hSXLl3C6NGjMXbsWJmSyef8+fN49eqVujU8AKxatQpjx45FfHw8WrRogXnz5kneEVYpHjx4gOTk5AxzVO7evQt9ff0MXY5zglYWKhcuXEDTpk2Rmpqq/od37do1qFQq7N69G5UqVZI5IdH34+jRoxg1ahQmTZoENze3DGu2aGu/GyXq2rWrxqkDHR0d5MuXD3Xr1kWDBg1kTCafRo0aoU6dOhg5ciSAj+uvubu7o2vXrihZsiSmT5+OX375BePGjcvxLE+fPsX8+fMxceJEAB/n46Wfr6Orq4vt27dLuihr7dq10a1btwyTrdesWYO//vpLkjX0tLJQAT4usrdmzRr1qIGLiws6dOiQYdKStklJSYG/vz+OHDmS6RUcUly+ePToUfTv3x/nzp3L8E8uNjYW1apVw+LFi1GzZs0cz0JfpqOjAyDjuXNOpqXvQcGCBbFr1y71siW//fYbjh8/jlOnTgEANm/ejLFjx+LWrVs5nmX06NF49eoVFixYAODjKZZu3brBysoKALBv3z7UqFFD0rlE6XvKpHfv3j1UqFBBkuVdtGYy7ady5cqFXr16yR1DcQYNGgR/f394eXnB1dVVlomRf/75J3r27JnpO3Fzc3P88ssvmDVrFgsVhTh27JjcEegLEhISMHz4cGzfvh1JSUmoV68e5s6di7x588odTXavX7/W6PR8/PhxeHp6qu9XrFgRUVFRkmTZtWsXpk+frrFt0KBB6lb1VapUwZAhQyQtVFQqlXpuSnqxsbGSvQnR2kIlLCwMQUFBmY4ajBkzRqZU8tuwYQM2bdqkcUWU1K5du4apU6dmub9BgwaS/qHS59WuXVvuCPQFY8eOhb+/Pzp27AgjIyOsX78effr0webNm+WOJrv8+fPjwYMHsLGxwYcPH3DlyhWNHi5v377NcDozp0RERGis41O/fn2NUX5nZ2eNVhtSqFmzJiZPnoz169dDV1cXwMeR98mTJ0s2L00rC5Vly5ahT58+yJs3LwoUKKAxaqBSqbS6UDEwMMgwxCe1Z8+effaFQU9PD8+fP5cwEWVHQkJCpmu2SNnpmTIXGBiI5cuX46effgLw8XLk6tWrIyUlRf3PR25xcXE4evQonJ2dM1yRmZM8PT3h6+uLqVOnYvv27ciVK5fGaG1ISIhkiwAmJycjNjZWff/T9Y5ev36tPtUqlWnTpqFWrVpwdnZW/1xOnjyp/n1JQmghW1tbMWXKFLljKNKMGTNE3759RWpqqmwZHB0dRWBgYJb7t27dKhwcHCRMRJ8TExMjvLy8hI6OTqY3kp++vr549OiRxjYjIyMRGRkpUyIh2rRpI+bNmyeEECIhIUEUK1ZM6OvrCz09PbFlyxbJcsTExIgaNWoIlUolTE1NM7z21K1bV/z666+SZHF3dxfz58/Pcv+cOXNEuXLlJMmS3uPHj4Wfn59o3LixaNWqlRg/frx4+fKlZMfXykLF1NRUhIeHyx1DkVq0aCHMzc2Fg4ODaNKkifjxxx81blLo37+/cHV1Fe/evcuwLyEhQbi6uooBAwZIkoW+rEOHDqJatWriwoULInfu3OLgwYNi9erVwtnZWezevVvueCSE0NHRETExMRrbTExMxP3792VKJET+/PlFcHCwEEKItWvXCicnJxEfHy8WLlwoypYtK3meN2/eiOTk5AzbX758KRITEyXJMG3aNGFlZSWuXbuWYV9wcLCwsrIS06ZNkySLkmjlVT/du3dHxYoV0bt3b7mjKI63t/dn90vRvv3Zs2dwd3eHrq4u+vfvD2dnZ6hUKoSGhmLBggVISUnBlStXNCbAkXwKFiyIHTt2oFKlSjAzM8OlS5dQvHhx7Ny5E9OmTVNfPUHy+XSVdiDjSu1AxlMNOcnY2BhhYWGwsbFB586dUahQIUyZMgWRkZFwcXGRvKW/EqRNdD5z5gzq16+vfu27ffs2Dh06hKpVq+LIkSM5PmcmJCQErq6u0NHR+eKCvlKc2tXKOSppnQ/PnTuXad8HqdoCK5ES1pHJnz8/zpw5gz59+sDPzw9ptbRKpULDhg2xcOFCFikKEh8fr+5YbGVlhefPn6N48eJwc3Nj80SFyGzBwcxWapeSjY0Nzp49CysrK+zfvx8bNmwA8HEeRlojTm2jr6+PQ4cOYdasWdiwYYO6R0mxYsUwYcIE+Pj4SDKxt2zZsoiOjoa1tbXGgr6fkqr9gFaOqKQtdJcZlUqF+/fvS5iGPuf169e4d+8ehBAoVqwY22orUMWKFfHHH3+gYcOGaNGiBczMzDB58mTMnTsXW7ZsQXh4uNwRSYEWLlyIQYMGwcTEBHZ2drhy5Qp0dHQwb948BAYG8rJ3GT18+BC2trZQqVR4+PDhZx+bfh29nKKVhQp93pYtW7Bp06ZMr+DgO2T61Nq1a5GUlISuXbvi6tWraNiwIV6+fAkDAwP4+/ujXbt2ckckhbp8+TIiIyNRv359mJiYAAD27NkDS0tLVKtWTeZ0pBQsVEjD3Llz8dtvv6FLly5YtmwZvL29ER4ejosXL6Jfv37q1s5EWUlISMDt27dha2vLhmKUpd9//x3Dhg1Drly5NLa/e/cO06dP1+o2EUp069atTN+8NmvWLMePrbWFyqNHj7Bz585Mf/CzZs2SKZX8SpQogbFjx6J9+/YwNTXFtWvX4OjoiDFjxuDVq1eYP3++3BGJ6D9AV1cXT58+zbAi+8uXL2Ftbc2lFxTi/v37+PHHH3H9+nWNuSpp/cek+D1J2zlGIY4cOQJnZ2csXLgQM2fOxLFjx7By5UqsWLECwcHBcseTVWRkpHrI1djYWN06uVOnTli/fr2c0UihWrdujSlTpmTYPn36dLRp00aGRPQ9EP+/FtSnrl27pl7bhuQ3aNAgODg44NmzZ8iVKxdu3ryJEydOoEKFCpIsSAhoaaHi5+eHoUOH4saNGzAyMsLWrVsRFRWF2rVra/0La4ECBfDy5UsAHydJnTt3DsDHpb61dPCNvuD48ePw8vLKsN3T0xMnTpyQIREpmaWlJaysrKBSqVC8eHFYWVmpb+bm5qhfvz7atm0rd0xF+PDhA+7cuYPk5GTZMpw9exa///478uXLBx0dHejo6KBGjRqYPHmyZFfIauXlyaGhoerRAT09Pbx79w4mJib4/fff0bx5c/Tp00fmhPKpW7cudu3aBXd3d3Tv3h0+Pj7YsmULLl26hJYtW8odjxTo77//hoGBQYbt+vr6iIuLkyERKdmff/4JIQS6deuG8ePHw9zcXL3PwMAA9vb2qFq1qowJ5ZeQkIABAwYgICAAwMe16RwdHTFw4EAUKlQIvr6+kmVJSUlRT3TOmzcvnjx5AmdnZ9jZ2eHOnTuSZNDKQiV37txITEwEABQqVAjh4eEoVaoUAODFixdyRpPd0qVL1Ys09u7dG1ZWVjh16hSaNm3KBnmUKVdXV2zcuDHD5McNGzbAxcVFplSkVGk9XRwcHFC9enXo6Wnlv6HP8vPzw7Vr1xAUFKSxknO9evUwduxYSQsVV1dXhISEwNHREZUrV8a0adNgYGCApUuXqld1zmla+QypUqUKTp8+DRcXF3h5eWHo0KG4fv06AgMDUaVKFbnjySptaC9N27ZtOQxLnzV69Gi0atUK4eHhqFu3LoCP88DWr1/P1XkpS3Xr1uVk2ixs374dGzduRJUqVTTm8bi4uEjel2jUqFGIj48HAPzxxx9o0qQJatasiTx58mDjxo2SZNDKQmXWrFnq9szjxo3D33//jY0bN8LJyQmzZ8+WOZ30vtQiOT2uhEufatasGbZv345JkyZhy5YtMDY2RunSpXH48GHUrl1b7nikUFnNeUtMTMz0VKI2ef78eYYCDvjYBTqzCcg5qWHDhuqPHR0dcevWLbx69QqWlpaSZdHay5Ppf3R0dLJskZyeVO2Siei/a+7cuQAAHx8fTJgwQT3/Afg4H+LEiROIiIjA1atX5Yoou9q1a6N169YYMGAATE1NERISAgcHB/Tv3x/37t3D/v37czxDSkoKbt68iWLFisHY2FhjX0JCAu7du6deDyinaeWICml68OCB3BGISEukjVoLIbB48WLo6uqq96VNpl28eLFc8RRh8uTJ8PT0xK1bt5CcnIw5c+bg5s2bOHv2LI4fPy5JhtWrV2P+/Pk4f/58hn2Ghobo1q0bBg8eLMmaURxRIaKvZmVlhbCwMOTNm/eLQ8CvXr2SMBl9Lzw8PBAYGMj1u7Jw/fp1zJgxA5cvX0Zqairc3d0xcuRIuLm5SXL8mjVrol+/fvjpp58y3b9p0ybMnz9fkhYELFRIQ0BAAPLmzavuizFixAgsXboULi4uWL9+vSQLUJHyBQQE4KeffoKhoaH6EsqsZLZyLxEpm7W1NS5cuAB7e/tM9z948ACVKlXC8+fPczwLCxXS4OzsjEWLFqFu3bo4e/YsfvjhB/z555/YvXs39PT0EBgYKHdEIvpODRkyBBMmTEDu3LkxZMiQzz5Wm5cyAYDU1FTcu3cPMTEx6pYRaWrVqpXjx8+dOzfOnj2b5QUUISEhqFq1qvqKoJzEOSqkISoqCk5OTgA+XiLXunVr9OrVC9WrV0edOnXkDUeKJfeLKn0frl69iqSkJPXHlLlz586hQ4cOePjwYYaLHKS6qKFYsWI4c+ZMloXKqVOnUKxYsRzPAWhxocJFCTNnYmKCly9fwtbWFgcPHoSPjw8AwMjICO/evZM5HSmREl5U6ftw7NixTD/+VFoxo6169+6NChUqYM+ePShYsKDklyQDQIcOHTBq1ChUq1YtQ7Fy7do1jBkzBiNGjJAki1YWKkeOHEGzZs3g4OCAO3fuwNXVFRERERBCwN3dXe54sqpfvz569OiBcuXKISwsTD1X5ebNm1meqyTtpoQXVfp+bNiwIcsJmsDHIqV169bYsWOHhKmU5e7du9iyZYt6dFsOPj4+2LdvH8qXL4969eqhRIkSUKlUCA0NxeHDh1G9enX1G9mcxkUJuSihhgULFqBq1ap4/vw5tm7dijx58gAALl++jPbt28ucjpTo7t27mDRpEkqWLAkLCwuYm5tr3IjS69q1Kw4cOJDpvuTkZLRp0waXLl2SOJWyVK5cGffu3ZM1g76+Pg4ePIiJEyfi6dOnWLp0KRYvXoynT59i4sSJOHjwIPT19SXJopWTaU1NTREcHIyiRYvC0tISp06dQqlSpXDt2jU0b94cERERckck+m7UrVsXI0aM0FiThCgrc+bMwW+//YZDhw5pLD6YkpKC1q1b4+zZswgKCkKJEiVkTCm99B3Cw8PDMWrUKAwfPhxubm4ZCgJt6xCulad+uChhRtlto69tfyD0ZQMGDMDQoUMRHR3NF1X6okGDBuHVq1fw8vLCiRMn4OrqipSUFLRt2xZnzpzBsWPHtK5IAYCyZctm6BDerVs39cdp+7Rx3pdWjqi0aNECXl5e6NmzJ0aMGIFt27aha9eu6uZDhw8fljui5D7XRl+b/0DoyzJroc3nDH3JgAEDsHXrVgQFBeG3335DUFAQjh49KllDM6V5+PBhth+rbf2stHJEhYsSZsQ2+vRP8blD/8S8efPw5s0blClTBiYmJjhy5IjWFimAZvFx4sQJVKtWDXp6mv+ik5OTcebMGa0rVLRyRIWIiOSRvtFbUlISli1bhpo1a2YoUrS5TYSuri6ePn2aYQXlly9fwtraWutGKbVyRIWI/p2dO3eiUaNG0NfXx86dOz/72GbNmkmUir4HnzZ6q1q1KpKTkzW2a/sl7mmnTT/18uVL5M6dW4ZE8tLKEZW0+RhZ0bZqlehr6ejoIDo6GtbW1p9d5p1zVIiyr2XLlgCAHTt2wNPTE4aGhup9KSkpCAkJgbOzM/bv35+jOb60vEF6Uox8aeWIyrZt2zTuJyUl4erVqwgICMD48eNlSkX0/UjfJv/TlvlE9M+k9R0SQsDU1BTGxsbqfQYGBqhSpQp69uyZ4zk+HfW6fPkyUlJS4OzsDAAICwuDrq4uypcvn+NZAC0dUcnKunXrsHHjRq3uiEhERPIaP348hg0bpojTPLNmzUJQUBACAgJgaWkJAHj9+jW8vb1Rs2ZNDB06NMczsFBJJzw8HKVLl5ZkNUii/5ILFy4gKCgo00UJtXlSJNH3rnDhwjh48KC611iaGzduoEGDBnjy5EmOZ9DKUz+ZeffuHebNm4ciRYrIHUVWz549w7Bhw3DkyBHExMRk6KvC+Qb0qUmTJmHUqFFwdnZG/vz5NeZ/afukSKLvXVxcHJ49e5ahUImJicHbt28lyaCVhYqlpaXGC6gQAm/fvkWuXLmwZs0aGZPJr2vXroiMjMTo0aO5wBxly5w5c7BixQp07dpV7ij0HYmMjISNjU2G1xghBKKiomBraytTMkrvxx9/hLe3N2bOnIkqVaoA+Lhi+vDhw9WTf3OaVp768ff31/jj0NHRQb58+VC5cmX1OThtZWpqipMnT6Js2bJyR6HvRMGCBXHixAkUK1ZM7ij0HWGvkO9DQkIChg0bhhUrViApKQkAoKenh+7du2P69OmSzKPRykKFsubi4oK1a9eiXLlyckeh78S0adPw5MkT/Pnnn3JHoe+Ijo4Onj17hnz58mlsf/jwIVxcXDhXUGHi4+MRHh4OIQScnJwkneirlYVKVgvwqVQqGBkZwdbWVuP6dW1y8OBBzJw5E0uWLIG9vb3cceg7kJqaCi8vL4SFhcHFxSXDooSBgYEyJSMlSuvRMWfOHPTs2RO5cuVS70tJScH58+ehq6uL06dPyxVRFnPnzs32YwcOHJiDSZRHKwuV9A3fMusAqK+vj3bt2mHJkiUwMjKSI6JsLC0tkZCQgOTkZOTKlSvDP51Xr17JlIyUql+/fli+fDk8PDwyTKYFgJUrV8qUjJTIw8MDAHD8+HFUrVoVBgYG6n0GBgawt7fHsGHDtO5UooODg8b958+fIyEhARYWFgCAN2/eIFeuXLC2tsb9+/clyxUfH48pU6aoL7D49Ko+KbJo5WTabdu2YeTIkRg+fDgqVaoEIQQuXryImTNnYuzYsUhOToavry9GjRqFGTNmyB1XUhy+p6+1atUqbN26FV5eXnJHoe/AsWPHAADe3t6YM2cOzMzMZE6kDOkX91y3bh0WLlyI5cuXq5us3blzBz179sQvv/wiaa4ePXrg+PHj6NSpk2wXWGjliEqlSpUwYcIENGzYUGP7gQMHMHr0aFy4cAHbt2/H0KFDER4eLlNKou+DnZ0dDhw4gBIlSsgdheg/oWjRotiyZUuGuYKXL19G69atJV2x3MLCAnv27EH16tUlO+antHJE5fr165kuk21nZ4fr168DAMqWLYunT59KHU0WcXFx6nc1cXFxn30s3/3Qp8aNG4exY8di5cqVGvMNiD5HCacUlOrp06fqK2zSS0lJwbNnzyTNYmlpCSsrK0mP+SmtHFEpV64cypQpg6VLl6rPjyYlJaFnz564du0arl69itOnT+Pnn3+WtHKVS/rLBLNasDFtLg8vGaRPlStXTn01gL29fYZ5TVeuXJEpGSlZ+/btP3tKYdCgQTIlk1/Tpk0RGRmJ5cuXo3z58lCpVLh06RJ69uwJGxubL65Y/i2tWbMGO3bsQEBAgGxvRLRyRGXBggVo1qwZihQpgtKlS0OlUiEkJAQpKSnYvXs3gI/VfN++fWVOKo2jR4+qK+a088dE2dWiRQu5I9B3aN++fbKfUlCqFStWoEuXLqhUqZK68E9OTkbDhg3x119/SZpl5syZCA8PR/78+WV7I6KVIyoA8Pfff2PNmjUICwuDEAIlSpRAhw4dYGpqKnc0IqL/PAcHB+zduxclS5aUO4pihYWF4fbt2xBCoGTJkihevLjkGcaPH//Z/WPHjs3xDFpbqFDm2GOG/qnLly8jNDQUKpUKLi4ubBpIn6WEUwr0fdCaQmXnzp1o1KgR9PX1v3h+r1mzZhKlUp6s5qik0eYeM5S5mJgY/PTTTwgKCoKFhQWEEIiNjYWHhwc2bNiQofMoEcC5TZ+TkpICf3//LCcaHz16VKZk8tCaOSotWrRAdHQ0rK2tP3tOXdsnjLLHDH2tAQMGIC4uDjdv3lQP49+6dQtdunTBwIEDsX79epkTkhJxblPWBg0aBH9/f3h5ecHV1VXWxWFTUlIwe/ZsbNq0CZGRkfjw4YPGfkmagAqidCpWrCj279+fYfv+/ftFxYoVhRBCbNu2TTg6OkodjRTKzMxMXLhwIcP28+fPC3Nzc+kDEX3n8uTJI/bs2SN3DCGEEKNHjxYFCxYU06dPF0ZGRmLChAmie/fuIk+ePGLOnDmSZNDJ+VJIeVatWoXExMQM2z98+IBVq1bJkEg52GOGvlZqamqGYXvg42nCT4esiejLDAwM4OTkJHcMAMDatWuxbNkyDBs2DHp6emjfvj3++usvjBkzBufOnZMkg1YWKt7e3oiNjc2w/e3bt/D29pYhkXKUKFECU6ZM0RjeS0pKwpQpU9SdRx8/foz8+fPLFZEUpm7duhg0aBCePHmi3vb48WP4+Pjghx9+kDEZKY2VlRVevHgB4H+NxLK6abOhQ4dizpw5EAqYQhodHQ03NzcAgImJifp/Z5MmTbBnzx5JMmjNHJX0RCYLEQLAo0ePYG5uLkMi5WCPGfpa8+fPR/PmzWFvbw8bGxuoVCpERkbCzc0Na9askTseKcjs2bPVLSC4rljWTp06hWPHjmHfvn0oVaqUrCuSFylSBE+fPoWtrS2cnJxw8OBBuLu74+LFi5JdAao1V/0AH2eZq1QqXLt2DaVKlYKe3v/qtJSUFDx48ACenp7YtGmTjCnlxx4z9E8cOnRI3fPBxcUF9erVkzsS0XfpSyP7Uq5I7uvrCzMzM/z666/YsmUL2rdvD3t7e0RGRsLHxwdTpkzJ8QxaVaikNa4ZP348hg4dChMTE/W+tOXFW7VqpbHsuDZJSkqCs7Mzdu/eDRcXF7njEJGWePfuXYa1bbiumDKdP38ep0+fhpOTk2StPLSqUEkTEBCAdu3asQ9IJgoXLozDhw+zWyRlS2pqKvz9/REYGIiIiAioVCo4ODigdevW6NSpk6yXVZKyxcfHY+TIkdi0aRNevnyZYb82t4kgTVpZqKT58OFDps10bG1tZUokvylTpuD27dv466+/NE6NEX1KCIGmTZti7969KFOmDEqUKAEhBEJDQ3H9+nU0a9YM27dvlzsmKVS/fv1w7Ngx/P777+jcuTMWLFiAx48fY8mSJZgyZQo6duwod0RZbdmyJcveJdrWDE8r/xPdvXsX3bp1w5kzZzS2C64QjPPnz+PIkSM4ePAg3NzckDt3bo39Uk7iImXz9/fHiRMncOTIEXh4eGjsO3r0KFq0aIFVq1ahc+fOMiUkJdu1axdWrVqFOnXqoFu3bqhZsyacnJxgZ2eHtWvXanWhMnfuXPz222/o0qULduzYAW9vb4SHh+PixYvo16+f3PEkp5WFSteuXaGnp4fdu3dnury4NrOwsECrVq3kjkHfgfXr1+PXX3/NUKQAHy9Z9vX1xdq1a1moUKZevXoFBwcHAB/no6R1OK1Rowb69OkjZzTZLVy4EEuXLkX79u0REBCAESNGwNHREWPGjJGmE6zCaGWhEhwcjMuXL6v7gtD/SDmbnL5vISEhmDZtWpb7GzVqhLlz50qYiL4njo6OiIiIgJ2dHVxcXLBp0yZUqlQJu3btgoWFhdzxZBUZGYlq1aoBAIyNjfH27VsAQKdOnVClShXMnz9fzniS08qGby4uLuqmQ0T0z7x69eqzjf/y58+P169fS5iIvife3t64du0aAMDPzw8LFy6EoaEhfHx8MHz4cJnTyatAgQLqCcZ2dnbqDrAPHjyQvAlcVFQUHj16pL5/4cIFDB48GEuXLpUsg1ZOpj169ChGjRqFSZMmwc3NLUMzHW27LM7d3R1HjhyBpaWlutdMVrRtEhdlTVdXF9HR0Vmujvzs2TMUKlRIq+d8UfY9fPgQly9fRtGiRVGmTBm548iqR48esLGxwdixY7F48WIMGTIE1atXx6VLl9CyZUssX75csiw1a9ZEr1690KlTJ0RHR8PZ2RmlSpVCWFgYBg4ciDFjxuR4Bq089ZPWiOrT9t7aOpm2efPm6g6DzZs355wdyhYhBLp27Zpld8rM1tMiyoqdnV2m64xpo6VLl6qvRu3duzesrKxw6tQpNG3aFL1795Y0y40bN1CpUiUAwKZNm+Dq6orTp0/j4MGD6N27tySFilaOqBw/fvyz+2vXri1REuUIDg5G2bJl5Y5B35HsrovFeU+U3vnz5/Hq1Ss0atRIvW3VqlUYO3Ys4uPj0aJFC8ybN0+y9uz0eSYmJrhx4wbs7e3RrFkzVK9eHSNHjkRkZCScnZ3x7t27HM+glYXK52jrP2wdHR2UK1cOPXr0QIcOHbR+zSMiyhmNGjVCnTp1MHLkSAAfV2x3d3dH165dUbJkSUyfPh2//PILxo0bJ29QAgBUrlwZHh4e8PLyQoMGDXDu3DmUKVMG586dQ+vWrTXmr+QUrZxM+6nY2FgsXLgQ7u7uKF++vNxxZHH69Gm4u7vD19cXBQsWxM8//4xjx47JHYuI/mOCg4M1Trtv2LABlStXxrJlyzBkyBDMnTtX69dbU5KpU6diyZIlqFOnDtq3b6+eP7Rz5071KaGcptUjKkePHsWKFSsQGBgIOzs7tGrVCq1atUK5cuXkjiabd+/eYdOmTVi5ciVOnjwJe3t7dOvWDV26dEGRIkXkjkdE3zkjIyPcvXsXNjY2AD72TfH09MSoUaMAABEREXBzc1NfkkvyS0lJQVxcHCwtLdXbIiIikCtXLlhbW+f48bVuROXRo0f4448/4OjoiPbt28PS0hJJSUnYunUr/vjjD60uUoCP1+x36dIFQUFBCAsLQ/v27bFkyRI4ODigcePGcscjou9c/vz58eDBAwAflzG5cuUKqlatqt7/9u3bDFdiknzWrFkDXV1djSIFAOzt7TF9+nRJMmhVodK4cWO4uLjg1q1bmDdvHp48eYJ58+bJHUuxihYtCl9fX/z2228wMzPDgQMH5I5ERN85T09P+Pr64uTJk/Dz80OuXLlQs2ZN9f6QkBAULVpUxoTyq1u3Lt68eZNhe1xcHOrWrStplv79+2P37t0Ztvv4+GDNmjXShBBaRFdXV/j4+IiwsDCN7Xp6euLmzZsypVKmoKAg0blzZ5E7d25hZmYmevToIc6ePSt3LCL6zsXExIgaNWoIlUolTE1NRWBgoMb+unXril9//VWmdMqgUqnEs2fPMmx/9uyZ0NPTkzTLvn37hLm5uTh+/Lh6W//+/UWhQoVEaGioJBm0qo/KyZMnsWLFClSoUAElSpRAp06d0K5dO7ljKUZUVBT8/f3h7++PBw8eoFq1apg3bx7atm2bYXFCIqJ/Il++fDh58iRiY2NhYmICXV1djf2bN2+GiYmJTOnkFRISov741q1biI6OVt9PSUnB/v37UbhwYUkzeXp6YvHixWjRogUOHjyIFStWYMeOHTh27BiKFy8uSQatnEybkJCADRs2YMWKFbhw4QJSUlIwa9YsdOvWDaampnLHk0X9+vVx7Ngx5MuXD507d0a3bt3g7OwsdywiIq2ho6OjbriZ2b9mY2NjzJs3D926dZM6GhYtWgQfHx/ky5cPx44dg5OTk2TH1spCJb07d+5g+fLlWL16Nd68eYP69etj586dcseSXLNmzdC9e3c0adIkwzscIiLKeQ8fPoQQAo6Ojrhw4YLG8hQGBgawtraW5PV5yJAhmW7fsmULypUrpzGHaNasWTmeR+sLlTQpKSnYtWsXVqxYoZWFChEREQB4eHhk63EqlQpHjx7N4TQsVIiIiBQnLCwMQUFBiImJUa/7k0aK9XWUhIUKERGRgixbtgx9+vRB3rx5UaBAAY2FYlUqlWSr2CcnJ8PIyAjBwcFwdXWV5JiZ0aqrfoiIiJTujz/+wMSJE9XrIclFT08PdnZ2SElJkTWHVjV8IyIiUrrXr1+jTZs2cscAAIwaNQp+fn549eqVbBl46oeIiEhBunfvjooVK6J3795yR0G5cuVw7949JCUlwc7OLkNPLSlOQ/HUDxERkYI4OTlh9OjROHfuHNzc3DKsfTRw4EDJsrRo0UKyY2WFIypEREQK4uDgkOU+lUqF+/fvS5hGfixUiIiISLE4mZaIiEiBPnz4gDt37iA5OVm2DDo6OtDV1c3yJgXOUSEiIlKQhIQEDBgwAAEBAQA+Nn9zdHTEwIEDUahQIfj6+kqWZdu2bRr3k5KScPXqVQQEBGD8+PGSZOCpHyIiIgUZNGgQTp8+jT///BOenp4ICQmBo6Mjdu7cibFjx+Lq1atyR8S6deuwceNG7NixI8ePxVM/RERECrJ9+3bMnz8fNWrU0OhK6+LigvDwcBmT/U/lypVx+PBhSY7FQoWIiEhBnj9/Dmtr6wzb4+PjNQoXubx79w7z5s1DkSJFJDkeCxUiIiIFqVixIvbs2aO+n1acLFu2DFWrVpUkQ7du3RAXFwdLS0tYWVmpb5aWljA1NcWKFSswffp0SbJwjgoREZGCnDlzBp6enujYsSP8/f3xyy+/4ObNmzh79iyOHz+O8uXL53gGXV1dPH36FHv37tUYxdHR0UG+fPlQuXJlWFpa5ngOgIUKERGR4ly/fh0zZszA5cuXkZqaCnd3d4wcORJubm6SHF9HRwfR0dGZnoKSGgsVIiIi0qCjo4Nnz54hX758ckdhoUJERKQke/fuha6uLho2bKix/cCBA0hNTUWjRo1yPIOOjg7Mzc2/OHlXilWV2fCNiIhIQXx9fTFlypQM24UQ8PX1laRQAYDx48fD3NxckmN9DkdUiIiIFMTY2BihoaGwt7fX2B4REYFSpUohPj4+xzMoaY4KL08mIiJSEHNz80xXSL537x5y584tSQYl9GtJw0KFiIhIQZo1a4bBgwdrdKG9d+8ehg4dimbNmkmSQUknW3jqh4iISEFiY2Ph6emJS5cuqbu/Pnr0CDVr1kRgYCAsLCzkDSgxFipEREQKI4TAoUOHcO3aNRgbG6N06dKoVauW3LFkwUKFiIiIFIuXJxMRESnMkSNHcOTIEcTExCA1NVVj34oVK2RKJQ8WKkRERAoyfvx4/P7776hQoQIKFiyoqCtw5MBTP0RERApSsGBBTJs2DZ06dZI7iiLw8mQiIiIF+fDhA6pVqyZ3DMVgoUJERKQgPXr0wLp16+SOoRico0JERKQg79+/x9KlS3H48GGULl0a+vr6GvtnzZolUzJ5cI4KERGRgnh4eGS5T6VS4ejRoxKmkR8LFSIiIlIszlEhIiIixeIcFSIiIpm1bNkS/v7+MDMzQ8uWLT/72MDAQIlSKQMLFSIiIpmZm5urG7uZm5vLnEZZOEeFiIhIAZ4/f458+fLJHUNxOEeFiIhIAQoXLozWrVtj37594BjC/7BQISIiUoCAgADExcWhadOmsLGxwejRoxEeHi53LNnx1A8REZGCREVFYcWKFQgICMDDhw9Rq1Yt9OjRA61atYKRkZHc8STHQoWIiEihjhw5gpUrV2Lbtm0wMDBA+/btsXDhQrljSYqFChERkcJt3boVvXr1wps3b5CSkiJ3HEnx8mQiIiIFioiIwMqVKxEQEIBHjx7Bw8MD3bt3lzuW5FioEBERKcT79++xefNmrFy5EidOnEDhwoXRtWtXeHt7w97eXu54smChQkREpAC9evXCpk2b8P79ezRv3hx79uxBgwYN1I3gtBXnqBARESlA6dKl0b17d3Tq1AlWVlZyx1EMFipERESkWGz4RkRERIrFQoWIiIgUi4UKERERKRYLFSIiIgWJjIzMdFFCIQQiIyNlSCQvTqYlIiJSEF1dXTx9+hTW1tYa21++fAlra2ut60zLERUiIiIFEUJk2jvl77//1spFCdnwjYiISAGGDBkCAFCpVBg9ejRy5cql3peSkoLz58+jbNmyMqWTDwsVIiIiBbh69SqAjyMq169fh4GBgXqfgYEBypQpg2HDhskVTzaco0JERKQg3t7emDNnDszMzOSOoggsVIiIiEixeOqHiIhIQeLj4zFlyhQcOXIEMTExSE1N1dh///59mZLJg4UKERGRgvTo0QPHjx9Hp06dULBgQa6ezFM/REREymFhYYE9e/agevXqckdRBPZRISIiUhBLS0tYWVnJHUMxWKgQEREpyIQJEzBmzBgkJCTIHUUReOqHiIhIQcqVK4fw8HAIIWBvbw99fX2N/VeuXJEpmTw4mZaIiEhBWrRoIXcEReGIChERESkW56gQERGRYvHUDxERkcysrKwQFhaGvHnzwtLS8rO9U169eiVhMvmxUCEiIpLZ7NmzYWpqCgD4888/5Q2jMJyjQkRERIrFERUiIiKFevfuHZKSkjS2aduqypxMS0REpCDx8fHo378/rK2tYWJiAktLS42btmGhQkREpCAjRozA0aNHsXDhQhgaGuKvv/7C+PHjUahQIaxatUrueJLjHBUiIiIFsbW1xapVq1CnTh2YmZnhypUrcHJywurVq7F+/Xrs3btX7oiS4ogKERGRgrx69QoODg4APs5HSbscuUaNGjhx4oSc0WTBQoWIiEhBHB0dERERAQBwcXHBpk2bAAC7du2ChYWFfMFkwlM/RERECjJ79mzo6upi4MCBOHbsGLy8vJCSkoLk5GTMmjULgwYNkjuipFioEBERKdjDhw9x+fJlFC1aFGXKlJE7juRYqBAREZFicY4KERGRApw/fx779u3T2LZq1So4ODjA2toavXr1QmJiokzp5MNChYiISAHGjRuHkJAQ9f3r16+je/fuqFevHnx9fbFr1y5MnjxZxoTy4KkfIiIiBShYsCB27dqFCv/Xrh3iOAgEUBh+CQuCjOcAXKGIigZH0JwGgsBwDhI0pyCgERW1CDykwVWtI+kFdibZ/3PDmCf/kLndJEl1XWscR83zLEkahkFN0+j1etmc+ef4owIAgAOO41AURdd5HEfleX6dkyTRtm02pllFqAAA4IAoirSuqyTp8/loWRbd7/fr/jxP+b5va541hAoAAA7I81xlWWqaJlVVpTAM9Xg8rvvn86k4ji0utOPH9gAAACC1bauiKJSmqYwx6vteQRBc913XKcsyiwvt4DEtAAAOeb/fMsbI87yv7/u+yxjzFS//AaECAACcxRsVAADgLEIFAAA4i1ABAADOIlQAAICzCBUAAOAsQgUAADiLUAEAAM76BbPwkabHoAM9AAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -3021,7 +3052,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -3030,13 +3061,13 @@ "" ] }, - "execution_count": 23, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -3092,7 +3123,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.9.18" }, "orig_nbformat": 4 },