From 335c4919a87d25ae71c9dd6336714e4168900cad Mon Sep 17 00:00:00 2001 From: Martin Bruse Date: Wed, 17 Apr 2024 14:14:24 +0200 Subject: [PATCH] Updated notebooks. --- CMakeLists.txt | 4 +- README.md | 2 +- python/loudness_parameter_computation.ipynb | 56 +++++----- zimtohrli.ipynb | 108 +++++++++----------- 4 files changed, 77 insertions(+), 93 deletions(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 1a7f331..f123600 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -201,13 +201,13 @@ add_test(NAME zimtohrli_python_test add_test(NAME zimtohrli_ipynb_test COMMAND sh -c "${Python3_EXECUTABLE} -m venv ${python3_VENV_DIR} && ${python3_VENV} -m pip install jax jaxlib numpy scipy jupyter nbconvert matplotlib && - ${python3_VENV_DIR}/bin/jupyter nbconvert --to notebook --execute ${CMAKE_CURRENT_SOURCE_DIR}/zimtohrli.ipynb --inplace" + ${python3_VENV_DIR}/bin/jupyter nbconvert --to notebook --execute ${CMAKE_CURRENT_SOURCE_DIR}/zimtohrli.ipynb --stdout" WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR} ) add_test(NAME zimtohrli_loudness_computation_ipynb_test COMMAND sh -c "${Python3_EXECUTABLE} -m venv ${python3_VENV_DIR} && ${python3_VENV} -m pip install jax jaxlib numpy scipy jupyter nbconvert pandas matplotlib && - ${python3_VENV_DIR}/bin/jupyter nbconvert --to notebook --execute ${CMAKE_CURRENT_SOURCE_DIR}/python/loudness_parameter_computation.ipynb --inplace" + ${python3_VENV_DIR}/bin/jupyter nbconvert --to notebook --execute ${CMAKE_CURRENT_SOURCE_DIR}/python/loudness_parameter_computation.ipynb --stdout" WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR} ) diff --git a/README.md b/README.md index c1289e1..2e26025 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ audio (and video containing audio) compression, and also be able to plug in the resulting psychoacoustic similarity measure into audio related machine learning models. -For more details about how Zimtohrli works, see zimtohrli.ipynb. +For more details about how Zimtohrli works, see [zimtohrli.ipynb](zimtohrli.ipynb). ## Compatibility diff --git a/python/loudness_parameter_computation.ipynb b/python/loudness_parameter_computation.ipynb index 09bb121..19688d4 100644 --- a/python/loudness_parameter_computation.ipynb +++ b/python/loudness_parameter_computation.ipynb @@ -24,10 +24,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-04-17T11:26:35.100410Z", - "iopub.status.busy": "2024-04-17T11:26:35.099824Z", - "iopub.status.idle": "2024-04-17T11:26:35.746823Z", - "shell.execute_reply": "2024-04-17T11:26:35.746017Z" + "iopub.execute_input": "2024-04-17T11:55:47.280334Z", + "iopub.status.busy": "2024-04-17T11:55:47.279648Z", + "iopub.status.idle": "2024-04-17T11:55:47.775725Z", + "shell.execute_reply": "2024-04-17T11:55:47.775151Z" }, "executionInfo": { "elapsed": 59, @@ -57,10 +57,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-04-17T11:26:35.749283Z", - "iopub.status.busy": "2024-04-17T11:26:35.749034Z", - "iopub.status.idle": "2024-04-17T11:26:35.791354Z", - "shell.execute_reply": "2024-04-17T11:26:35.790798Z" + "iopub.execute_input": "2024-04-17T11:55:47.777713Z", + "iopub.status.busy": "2024-04-17T11:55:47.777520Z", + "iopub.status.idle": "2024-04-17T11:55:47.809498Z", + "shell.execute_reply": "2024-04-17T11:55:47.808954Z" }, "executionInfo": { "elapsed": 55, @@ -115,10 +115,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-04-17T11:26:35.793200Z", - "iopub.status.busy": "2024-04-17T11:26:35.793008Z", - "iopub.status.idle": "2024-04-17T11:26:35.798134Z", - "shell.execute_reply": "2024-04-17T11:26:35.797682Z" + "iopub.execute_input": "2024-04-17T11:55:47.811240Z", + "iopub.status.busy": "2024-04-17T11:55:47.811105Z", + "iopub.status.idle": "2024-04-17T11:55:47.814377Z", + "shell.execute_reply": "2024-04-17T11:55:47.814064Z" }, "executionInfo": { "elapsed": 52, @@ -155,10 +155,10 @@ "height": 1000 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:35.800483Z", - "iopub.status.busy": "2024-04-17T11:26:35.800181Z", - "iopub.status.idle": "2024-04-17T11:26:39.141751Z", - "shell.execute_reply": "2024-04-17T11:26:39.141180Z" + "iopub.execute_input": "2024-04-17T11:55:47.816042Z", + "iopub.status.busy": "2024-04-17T11:55:47.815914Z", + "iopub.status.idle": "2024-04-17T11:55:50.874431Z", + "shell.execute_reply": "2024-04-17T11:55:50.873910Z" }, "executionInfo": { "elapsed": 3623, @@ -197,7 +197,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1064508/2834990760.py:24: RuntimeWarning: invalid value encountered in log\n", + "/tmp/ipykernel_1085684/2834990760.py:24: RuntimeWarning: invalid value encountered in log\n", " return params[0] + params[1] * np.log(params[2] * (x - params[3])) - 5*params[4]* np.exp(-0.00001*params[5]*(x-1500*params[6])**2) + 5*params[7]* np.exp(-0.000001*params[8]*(x-3000*params[9])**2) - 15*params[10]*np.exp(-0.0000001*params[11]*(x-8000*params[12])**2) - 5*params[13]*np.exp(-0.00000001*params[14]*(x-20000*params[15])**2)\n" ] }, @@ -225,9 +225,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1064508/2834990760.py:30: RuntimeWarning: invalid value encountered in log\n", + "/tmp/ipykernel_1085684/2834990760.py:30: RuntimeWarning: invalid value encountered in log\n", " return params[0] + params[1] * np.log(params[2] * (x - params[3])) + 5*params[4] * np.exp(-0.00001*params[5]*(x-1200*params[6])**2) - 10*params[7]*np.exp(-0.0000001*params[8]*(x-3300*params[9])**2) + 20*params[10]*np.exp(-0.00000001*params[11]*(x-12000*params[12])**2)\n", - "/tmp/ipykernel_1064508/2834990760.py:30: RuntimeWarning: overflow encountered in exp\n", + "/tmp/ipykernel_1085684/2834990760.py:30: RuntimeWarning: overflow encountered in exp\n", " return params[0] + params[1] * np.log(params[2] * (x - params[3])) + 5*params[4] * np.exp(-0.00001*params[5]*(x-1200*params[6])**2) - 10*params[7]*np.exp(-0.0000001*params[8]*(x-3300*params[9])**2) + 20*params[10]*np.exp(-0.00000001*params[11]*(x-12000*params[12])**2)\n" ] }, @@ -295,10 +295,10 @@ "height": 595 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:39.144106Z", - "iopub.status.busy": "2024-04-17T11:26:39.143863Z", - "iopub.status.idle": "2024-04-17T11:26:39.822019Z", - "shell.execute_reply": "2024-04-17T11:26:39.821323Z" + "iopub.execute_input": "2024-04-17T11:55:50.876499Z", + "iopub.status.busy": "2024-04-17T11:55:50.876296Z", + "iopub.status.idle": "2024-04-17T11:55:51.439723Z", + "shell.execute_reply": "2024-04-17T11:55:51.439116Z" }, "executionInfo": { "elapsed": 705, @@ -349,10 +349,10 @@ "height": 632 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:39.824930Z", - "iopub.status.busy": "2024-04-17T11:26:39.824767Z", - "iopub.status.idle": "2024-04-17T11:26:40.163045Z", - "shell.execute_reply": "2024-04-17T11:26:40.162502Z" + "iopub.execute_input": "2024-04-17T11:55:51.442097Z", + "iopub.status.busy": "2024-04-17T11:55:51.441925Z", + "iopub.status.idle": "2024-04-17T11:55:51.727228Z", + "shell.execute_reply": "2024-04-17T11:55:51.726748Z" }, "executionInfo": { "elapsed": 524, @@ -372,7 +372,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1064508/4279515257.py:10: RuntimeWarning: invalid value encountered in log10\n", + "/tmp/ipykernel_1085684/4279515257.py:10: RuntimeWarning: invalid value encountered in log10\n", " return 40 * np.log10(B_f) + 94\n" ] }, diff --git a/zimtohrli.ipynb b/zimtohrli.ipynb index 8e5741c..529008d 100644 --- a/zimtohrli.ipynb +++ b/zimtohrli.ipynb @@ -23,10 +23,10 @@ "metadata": { "cellView": "form", "execution": { - "iopub.execute_input": "2024-04-17T11:26:15.247756Z", - "iopub.status.busy": "2024-04-17T11:26:15.246994Z", - "iopub.status.idle": "2024-04-17T11:26:16.171294Z", - "shell.execute_reply": "2024-04-17T11:26:16.170756Z" + "iopub.execute_input": "2024-04-17T11:55:27.332006Z", + "iopub.status.busy": "2024-04-17T11:55:27.330170Z", + "iopub.status.idle": "2024-04-17T11:55:28.208057Z", + "shell.execute_reply": "2024-04-17T11:55:28.207454Z" }, "executionInfo": { "elapsed": 4500, @@ -86,10 +86,10 @@ "height": 333 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:16.173608Z", - "iopub.status.busy": "2024-04-17T11:26:16.173398Z", - "iopub.status.idle": "2024-04-17T11:26:17.315732Z", - "shell.execute_reply": "2024-04-17T11:26:17.315144Z" + "iopub.execute_input": "2024-04-17T11:55:28.210175Z", + "iopub.status.busy": "2024-04-17T11:55:28.209955Z", + "iopub.status.idle": "2024-04-17T11:55:29.466329Z", + "shell.execute_reply": "2024-04-17T11:55:29.465562Z" }, "executionInfo": { "elapsed": 1922, @@ -171,10 +171,10 @@ "height": 871 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:17.341142Z", - "iopub.status.busy": "2024-04-17T11:26:17.340966Z", - "iopub.status.idle": "2024-04-17T11:26:20.902115Z", - "shell.execute_reply": "2024-04-17T11:26:20.901539Z" + "iopub.execute_input": "2024-04-17T11:55:29.503143Z", + "iopub.status.busy": "2024-04-17T11:55:29.502944Z", + "iopub.status.idle": "2024-04-17T11:55:33.230433Z", + "shell.execute_reply": "2024-04-17T11:55:33.229908Z" }, "executionInfo": { "elapsed": 6890, @@ -296,10 +296,10 @@ "height": 278 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:20.907570Z", - "iopub.status.busy": "2024-04-17T11:26:20.907315Z", - "iopub.status.idle": "2024-04-17T11:26:21.174919Z", - "shell.execute_reply": "2024-04-17T11:26:21.174339Z" + "iopub.execute_input": "2024-04-17T11:55:33.235243Z", + "iopub.status.busy": "2024-04-17T11:55:33.235097Z", + "iopub.status.idle": "2024-04-17T11:55:33.554748Z", + "shell.execute_reply": "2024-04-17T11:55:33.553999Z" }, "executionInfo": { "elapsed": 635, @@ -315,16 +315,9 @@ "outputId": "becd0e75-29be-4338-90a2-edfb4aef104f" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" - ] - }, { "data": { - "image/png": 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tGwIAFoZFQxAEkRMREaBCISOXy2FnZwcAkMlkMDMzg6WlpfJ5S0tL5Oezd0xEz1a+t1JogKvISVQzPcQbJkZSnLmZiT1XUsWOQ0RQoZCRSCQVluj+79c18fHHHyuvU/7w8fFRPl9QUIDx48fD3t4eFhYWGDx4MNLS0mr1nkQkrvu5hTgRX7YIni60lR7nYm2Kt7s2AQAs2RWLohIukkcktmrvtSQIAnr27AlDw7KX5Ofno3///pDJZACAkpKSGgXw9/fH/v37HwUyfBRp6tSpCAsLw59//glra2tMmDABgwYNwvHjx2v0XkQkvj1X0qAQgICG1nC3NxM7jsrefaEpNp1Ows37+fjt5C28+VxjsSMR1WvVLmTmz59f4esBAwZUOmfw4MGqBzA0hLOzc6Xj2dnZWLt2LTZu3IgePXoAANatWwdfX1+cPHkSnTp1qvJ6hYWFKCwsVH4tl8tVzkREmhN2KRmAbsxWqoqFsSGm9fLC7H8uYdWBaxjcphGszYzEjkVUb9W4kFGXa9euwdXVFSYmJggKCsLixYvh7u6Os2fPori4GMHBwcpzfXx84O7ujoiIiCcWMosXL8Ynn3yikaxEVDv3cgsRoUOzlZ7klXaNsP5EAq6m5eLrA9cwt5+f2JGI6i1RV/bt2LEj1q9fj927d2P16tVISEhA165dkZOTg9TUVMhkMtjY2FR4jZOTE1JTn3yT3axZs5Cdna18JCUlafhPQUTVtedKKhQCENjIGm52utdWKmdoIMXsvmWL5P0ScRO37ueJnIio/qrWiEzr1q2rfWPvuXPnqv3mffr0Uf53YGAgOnbsCA8PD/zxxx8wNTWt9nUeZ2xsDGNj4xq9log069FsJd0djSnXzdsRXZs3wNFr97B0dyy+e62t2JGI6qVqjcgMHDgQAwYMwIABAxASEoL4+HgYGxujW7du6NatG0xMTBAfH4+QkJBahbGxsYGXlxeuX78OZ2dnFBUVISsrq8I5aWlpVd5TQ0Ta7V5uIU7eKGsr9dWDQgYA5oT6QioBdl5KxdlbGWLHIaqXqjUi8/j9MW+99RYmTZqEzz77rNI5tW3j5ObmIj4+HiNGjEDbtm1hZGSE8PBw5U3EcXFxSExMRFBQUK3eh4jq3u7LZW2lljreVnqcj7MVhrZ1w5bIJCwIi8HWsZ1rvSwFEalG5Xtk/vzzT4wcObLS8ddffx1///23Stf64IMPcPjwYdy8eRMnTpzAyy+/DAMDAwwfPhzW1tYYM2YMpk2bhoMHD+Ls2bMYPXo0goKCnnijLxFpL2VbSUdnKz3J+y96wUxmgPOJWdjx8M9IRHVH5ULG1NS0ynVcjh8/DhMTE5Wudfv2bQwfPhze3t545ZVXYG9vj5MnT8LBwQEAsGLFCvTr1w+DBw/G888/D2dnZ2zdulXVyEQksrs5hTiVoF9tpXKOViZ49/mmAIClu2NRUFwqciKi+qXa06/LTZkyBWPHjsW5c+fQoUMHAMCpU6fw888/46OPPlLpWps3b37q8yYmJvj222+5GSWRjtv9cLZSSzcbNLLVj7bS495+vjE2nr6F25kP8MuJm3j3haZiRyKqN1QuZGbOnIkmTZrgq6++wm+//QYA8PX1xbp16/DKK6+oPSAR6b6wi2WL4PXTs9GYcmYyQ3zwojem/3UR3xy8jqHt3GBnLhM7FlG9oHIhAwCvvPIKixYiqpb0nAKcSiib0dMnQH9nHA5q0wg/H7+JmBQ5VoVfw8cv+YsdiaheEHVBPCLSf7svp0IQgFZ62lYqZyCVYG5o2SJ5v528hRt3c0VORFQ/sJAhIo0qn63UT89mK1WlS7MG6OHjiBKFgMW7YsWOQ1QvsJAhIo1Jlxfg9M3ytpL+FzIAMLuvDwykEuyLTlMuAEhEmsNChog0ZtfDtlJrdxs0tKnZtiO6ppmjJYZ3cAMALAyLgUIhiJyISL+xkCEijQm7pD97K6liSrAXLIwNcelONv7vwh2x4xDpNZVnLZWWlmL9+vUIDw9Heno6FApFhecPHDigtnBEpLvS5AU487CtpG+L4D1LAwtjjO3WFJ/vicPnu+PQp4ULTIwMxI5FpJdULmQmT56M9evXIzQ0FC1atOC+IkRUpV2XUiAIQBt3G7jWk7bS48Y81xgbTyXiTtYDrD2WgPHdm4kdiUgvqVzIbN68GX/88Qf69u2riTxEpCd2XkoFAIQGuoqcRBwmRgaYHuKNKVui8N3B63ilnRscLI3FjkWkd1S+R0Ymk6FZM/5mQURPlppdgDO3yttK+rsI3rO81NIVgY2skVdUipX7r4odh0gvqVzIvP/++/jqq68gCLwTn4iqtutyWVuprYctXKzrX1upnFQqwZy+ZYvkbTqdiGtpOSInItI/KreWjh07hoMHD2LXrl3w9/eHkZFRhee5OzUR7ayns5Wq0rGJPV70c8Le6DQs2hmDdaM7iB2JSK+oXMjY2Njg5Zdf1kQWItIDqdkFOHMzE0D9m630JDP7+OBAbDoOxt3FsWv38FzzBmJHItIbKhcy69at00QOItIT5aMx7T1t4WxtInIa7dDEwQKvd/LA+hM3sSAsGmGTusJAyhmfROrABfGISK3KCxmOxlQ0uWdzWJkYIjY1B3+fuy12HCK9Ua0RmTZt2iA8PBy2trZo3br1U9eOOXfunNrCEZFuScl+gMhbmZBIgD4tWMg8ztZchok9mmPhzhh8sScO/QJdYCZTeVCciP6jWv8XDRgwAMbGZesfDBw4UJN5iEiHla8d097Djm2lKozs7IENJ28iKeMBfjhyA1OCvcSORKTzJIKez6OWy+WwtrZGdnY2rKysxI5DpNcGrz6Bs7cy8XF/P7zRpbHYcbTSjovJmLDxPEyNDHBoejc4WbHgI6pKdX9+8x4ZIlKL5KwHOFveVuL9MU8UGuCCNu42eFBciuV748SOQ6TzWMgQkVo8mq1kx1GGp5BIJJgT6gcA+PPsbcSkyEVORKTbWMgQkVqEcRG8amvrYYvQQBcIArBoZwxXSieqBRYyRFRrd7Ie4Hxi1sPZSvV3byVVfBjiA5mBFEev3cOhq3fFjkOks2pcyBQVFSEuLg4lJSXqzENEOmjXw9GYDp52cGRbqVrc7c0wqrMHAGBRWAxKShUiJyLSTSoXMvn5+RgzZgzMzMzg7++PxMREAMDEiROxZMkStQckIu234+LDtlIg20qqmNC9OWzMjHAtPRdbIpPEjkOkk1QuZGbNmoULFy7g0KFDMDF59JtXcHAwtmzZotZwRKT9bmfmIyqprK3Um20llVibGWFyz+YAgBX7riK3kCPcRKpSuZDZtm0bvvnmGzz33HMVVvj19/dHfHy8WsMRkfbb9XARvI6N7eBoybaSql7r6IHGDcxxL7cIaw7xeyiRqlQuZO7evQtHR8dKx/Py8p66dQER6acdnK1UKzJDKT7s7QMA+PHoDSRnPRA5EZFuUbmQadeuHcLCwpRflxcvP/30E4KCgtSXjIi0XlJGPi4kZUEqAULYVqqxEH8ndPC0Q2GJAl/s4SJ5RKpQeceyRYsWoU+fPoiOjkZJSQm++uorREdH48SJEzh8+LAmMhKRltp1uWw0pmNje7aVakEikWBuP1+89M1xbD1/B6O7NEZAI2uxYxHpBJVHZJ577jlERUWhpKQEAQEB2Lt3LxwdHREREYG2bdtqIiMRaamwh7OV+nK2Uq0FNrLBwFauAICFO6O5SB5RNdVoD/mmTZvixx9/VHcWItIhSRn5uHA7G1IJ0NufbSV1mN7bBzsvp+LkjQzsj0lHLz8nsSMRab0aFTKlpaX4559/EBMTAwDw8/PDgAEDYGhYo8sRkQ4q31upUxN7OFgai5xGPzS0McWY5xpj9aF4LN4Zg27eDjAy4ALsRE+j8v8hV65cgZeXF0aNGoV//vkH//zzD0aNGoXmzZvj8uXLmshIRFqofG+lvpytpFbjujWFvbkMN+7lYeOpRLHjEGk9lQuZt956C/7+/rh9+zbOnTuHc+fOISkpCYGBgXjnnXc0kZGItExSRj4ulreVOFtJrSxNjDCllxcAYOX+q8h+UCxyIiLtpnIhExUVhcWLF8PW1lZ5zNbWFgsXLsT58+fVGo6ItFP5aExQU3s0sGBbSd2Gt3dDM0cLZOYX47tD18WOQ6TVVC5kvLy8kJaWVul4eno6mjVrppZQRKTdlLOV2FbSCEMDKWb3LVskb92xm0jKyBc5EZH2qlYhI5fLlY/Fixdj0qRJ+Ouvv3D79m3cvn0bf/31F6ZMmYKlS5dqOi8RiSzxfj4u3eFsJU3r7u2Izk3tUVSqwDIukkf0RNWaZmRjY1Nh+wFBEPDKK68oj5Wvd9C/f3+UlpZqICYRaYvytlLnpg1gz7aSxkgkEswJ9UW/r49h+4VkvNnFE63dbZ/9QqJ6plqFzMGDBzWdg4h0RNilZABsK9UFf1drDG7TCH+dvY0FYTH4670g7mlH9B/VKmReeOEFTecgIh1w634eLt+Rw0AqQYg/F2urCx+86I2wiyk4eysTuy+nog8LSKIKarSCXVZWFtauXatcEM/f3x9vvvkmrK25NwiRPnvUVrJnW6mOOFub4O3nm2BV+DUs2R2Lnr5OkBlykTyicir/3xAZGYmmTZtixYoVyMjIQEZGBr788ks0bdoU586d00RGItIS5bOVQjkqUKfefb4JHCyNcet+PjZE3BQ7DpFWUbmQmTp1Kl566SXcvHkTW7duxdatW5GQkIB+/fphypQpGohIRNrg5r08XEkuayu9yNlKdcrc2BDvP1wk7+sD15GVXyRyIiLtUaMRmQ8//LDCvkqGhoaYMWMGIiMj1RqOiLTH420lO3OZyGnqn6Ht3ODjbInsB8VYFc5F8ojKqVzIWFlZITGx8v4fSUlJsLS0rHGQJUuWQCKRVBjVKSgowPjx42Fvbw8LCwsMHjy4ysX4iEjzyttK/QLZVhKDgVSC2X19AQC/nryJm/fyRE5EpB1ULmSGDRuGMWPGYMuWLUhKSkJSUhI2b96Mt956C8OHD69RiDNnzuD7779HYGBgheNTp07F9u3b8eeff+Lw4cNITk7GoEGDavQeRFRzCffyEJ3ysK3kx7aSWJ73csALXg4oLhWwdHes2HGItILKs5a++OILSCQSjBw5EiUlJQAAIyMjjB07FkuWLFE5QG5uLl577TX8+OOPWLBggfJ4dnY21q5di40bN6JHjx4AgHXr1sHX1xcnT55Ep06dqrxeYWEhCgsLlV/L5XKVMxFRRTsftpW6NGsAW7aVRDW7ry+OXruLXZdTceZmBtp72okdiUhUKo3IlJaW4uTJk/j444+RmZmJqKgoREVFISMjAytWrICxserTMcePH4/Q0FAEBwdXOH727FkUFxdXOO7j4wN3d3dEREQ88XqLFy+GtbW18uHm5qZyJiKqaEd5W4mzlUTn7WyJYe3Lvq8tCIuBQiGInIhIXCoVMgYGBnjxxReRlZUFMzMzBAQEICAgAGZmZjV6882bN+PcuXNYvHhxpedSU1Mhk8lgY2NT4biTkxNSU1OfeM1Zs2YhOztb+UhKSqpRNiIqc+NuLmJS5DCUSvAiF8HTClN7ecFcZoALSVnYfjFZ7DhEolL5HpkWLVrgxo0btX7jpKQkTJ48Gb///jtMTExqfb1yxsbGsLKyqvAgopp7vK1kY8a2kjZwtDTBey80BQAs2x2HgmLucUf1l8qFzIIFC/DBBx9gx44dSElJqbAztir3o5w9exbp6elo06YNDA0NYWhoiMOHD2PVqlUwNDSEk5MTioqKkJWVVeF1aWlpcHbmzYZEdaW8rRTK2Upa5a2uTeBsZYI7WQ+w/sRNseMQiUblm3379u0LAHjppZcq7YgtkUiqvft1z549cenSpQrHRo8eDR8fH3z44Ydwc3ODkZERwsPDMXjwYABAXFwcEhMTERQUpGpsIqqB+Lu5iE3NKWsr+bGtpE1MZQb4IMQbH/x5Ad8euI6hbRtx2wiql1QuZNS1E7alpSVatGhR4Zi5uTns7e2Vx8eMGYNp06bBzs4OVlZWmDhxIoKCgp44Y4mI1Gvnw9GY55qzraSNBrVuiHXHE3AlWY6vwq/h0wEtnv0iIj2jciFTlzthr1ixAlKpFIMHD0ZhYSFCQkLw3Xff1dn7E9V35av5cm8l7SSVSjAn1Bf/+/EUfj+ViJFBnmjmaCF2LKI6JREEQeW5e5mZmRV2v/bz88Po0aNhZ6d96xnI5XJYW1sjOzubN/4SqeB6ei6CvzwMIwMJIuf0grWZkdiR6Ane+uUM9sekI9jXCT+Naid2HCK1qO7Pb5Vv9j1y5Ag8PT2xatUqZGZmIjMzE6tWrULjxo1x5MiRWoUmIu1RPlvpuWYNWMRouZl9fGEglWB/TBoi4u+LHYeoTqlcyIwfPx7Dhg1DQkKCcvfrGzdu4NVXX8X48eM1kZGIRBCmnK3kKnISepZmjhb4Xwd3AMDCndFcJI/qFZULmevXr+P999+HgYGB8piBgQGmTZuG69e5IyuRPrienoO4tBwYGUjQi7OVdMKU4OawNDbE5Tty/HP+jthxiOqMyoVMmzZtlPfGPC4mJgYtW7ZUSygiElfYxbLVs7s2d4C1KdtKusDewhjjujcDAHy+Jw4PirhIHtUPKs9amjRpEiZPnozr168rp0GfPHkS3377LZYsWYKLFy8qz/3vbtZEpBvCLpUte8/ZSrpldBdP/HbyFu5kPcDaYzcwoUdzsSMRaZzKs5ak0qcP4kgkEpUXx9MkzloiUs3VtBy8uOJI2Wylub04IqNj/i/qDiZvjoK5zAAHp3eDo6X6toAhqkvV/fmt8ohMQkJCrYIRkXYrv8n3ebaVdFL/QFf8fCwBF25nY8W+a1g8KEDsSEQapXIh4+HhoYkcRKQlyqddc28l3SSVSjC3nx+GronAljOJeKOzJ7ydLcWORaQxKt/sS0T662paDq6l50JmIEUwZyvprPaedujt7wyFACzaWXlyBpE+YSFDRErlO10/79UAViZsK+mymX18YGQgweGrd3Hk6l2x4xBpDAsZIgJQtoM920r6w7OBOUZ08gRQNipTykXySE+xkCEiAMDVtFxcf9hW6unLtpI+mNSzGaxMDBGbmoO/ziaJHYdII1jIEBEAIOxi2doxz3s5sK2kJ2zMZJjUs2wtmS/2XkVeYYnIiYjUr1qzlmxtbSGRSKp1wYyMjFoFIqK6JwgCwh62lfqxraRXRgR5YEPELSRm5OP7IzcwrZeX2JGI1KpahczKlSuV/33//n0sWLAAISEhCAoKAgBERERgz549+OijjzQSkog0Ky4tB/F38yAzlKKnr6PYcUiNjA0NMLOPD8b9fg4/HInH/zq4w9mai+SR/lB5Zd/Bgweje/fumDBhQoXj33zzDfbv349t27apM1+tcWVfomdbvjcOXx+4jl5+TvhxZDux45CaCYKAIWsicPZWJoa2bYTPh3JfPNJ+1f35rfI9Mnv27EHv3r0rHe/duzf279+v6uWISGRsK+k/iUSCOaG+AIC/zt3GleRskRMRqY/KhYy9vT3+7//+r9Lx//u//4O9vb1aQhFR3YlNzcENZVuJs5X0VRt3W/QLdIHwcJE8FQfjibSWylsUfPLJJ3jrrbdw6NAhdOzYEQBw6tQp7N69Gz/++KPaAxKRZpXvrdTNywEWxip/SyAd8mFvH+y9kobj1+/jYFw6eviwcCXdp/KIzBtvvIHjx4/DysoKW7duxdatW2FlZYVjx47hjTfe0EBEItIULoJXv7jZmWF0F08AwKKdsSgpVYgbiEgNavTrV8eOHfH777+rOwsR1bGYlBzcuJcHY7aV6o1x3Zvhj8gkXE/PxeYzSXi9EzcCJt1WowXx4uPjMXfuXPzvf/9Deno6AGDXrl24cuWKWsMRkWaFXSpbBK+bN9tK9YW1qREmP1wkb8W+q8gpKBY5EVHtqFzIHD58GAEBATh16hT+/vtv5ObmAgAuXLiA+fPnqz0gEWlGWVspFQAQGugqchqqS6918kCTBua4n1eE1YfixY5DVCsqFzIzZ87EggULsG/fPshkMuXxHj164OTJk2oNR0SaE50iR0J5W8mHi+DVJ0YGUszs4wMAWHssAXeyHoiciKjmVC5kLl26hJdffrnScUdHR9y7d08toYhI88pnK3X3doQ520r1Ti8/J3RsbIfCEgW+2BMndhyiGlO5kLGxsUFKSkql4+fPn0fDhg3VEoqINIuzlUgikWBuqB8A4J/zd3Dxdpa4gYhqSOVC5tVXX8WHH36I1NRUSCQSKBQKHD9+HB988AFGjhypiYxEpGZXkuW4eT8fJkZS9GBbqd4KaGSNl1uX/QK6IIyL5JFuUrmQWbRoEXx8fODm5obc3Fz4+fnh+eefR+fOnTF37lxNZCQiNSvfkoBtJZoe4g1jQylOJ2Rgb3Sa2HGIVKZyISOTyfDjjz/ixo0b2LFjB3777TfExsbi119/RVFRkSYyEpEaCYKgvD+GbSVytTHFW10bAwCW7IpFUQkXySPdonIhM2nSJACAm5sb+vbti1deeQXNmzdHXl4e+vbtq/aARKReV5LlSMxgW4keGdutGRpYyJBwLw8bT90SOw6RSlQuZMLCwiqtF5OXl4fevXujpKREbcGISDN2PByN6eHjCDMZ20oEWBgbYmovLwDAV+HXkP2Ai+SR7lC5kNm7dy9+/PFHrFy5EgCQk5ODXr16QSKRYPfu3erOR0RqJAiCcjXf0AAugkePDGvnhuaOFsjML8a3B6+LHYeo2lT+daxp06bYvXs3unfvDqlUik2bNsHY2BhhYWEwNzfXREYiUpPLd+RIyngAUyMDdPdxEDsOaRFDAylm9/XF6PVnsP74TYzo5AE3OzOxYxE9U432WgoMDMSOHTswe/ZsmJmZYdeuXSxiiHTAjoejMWwrUVW6eTvguWYNUFSqwJLdsWLHIaqWan0na926NSQSSaXjxsbGSE5ORpcuXZTHzp07p750RKQ2nK1EzyKRSDC7ry9Cvz6KsIspeLNLJtp62Iodi+ipqlXIDBw4UMMxiEjTLt3Jxu3Mh20lb85Woqr5uVphaNtG+CPyNhaGRePvsZ2r/EWWSFtUq5DhrtZEuq98NKaHryNMZQYipyFt9v6L3th+IQXnErOw81IqR/BIq6l8j0xSUhJu376t/Pr06dOYMmUKfvjhB7UGIyL1EQRBOe26XwB/KNHTOVmZ4J3nmwAAluyOQWFJqciJiJ5M5ULmf//7Hw4ePAgASE1NRXBwME6fPo05c+bg008/VXtAIqq9i7ezcSfrAcxkBujGthJVw7svNIGjpTGSMh5gwwkukkfaS+VC5vLly+jQoQMA4I8//kBAQABOnDiB33//HevXr1d3PiJSg/K9lXr4sK1E1WMmM8QHL3oDAL4+cA2ZedyChrSTyoVMcXExjI2NAQD79+/HSy+9BADw8fFBSkqKetMRUa09PlupH+91IBUMbtsIPs6WkBeUYNWBa2LHIaqSyoWMv78/1qxZg6NHj2Lfvn3o3bs3ACA5ORn29vZqD0hEtXOBbSWqIQOpBHNCfQEAv0bcQsK9PJETEVWmciGzdOlSfP/99+jWrRuGDx+Oli1bAgD+/fdfZcuJiLRH2MWyRfCCfZ1gYsS2Eqmma3MHdPN2QIlCwJJdMWLHIapE5aU9u3Xrhnv37kEul8PW9tFCSe+88w7MzLicNZE2EQQBOy+lAgD6crYS1dDsvr44cvUu9lxJw6kb99GxCUffSXvUaIsCAwODCkUMAHh6esLRkcPWRNokKikLd7IewFxmgG7e3FuJasbLyRKvdnAHACzaGQOFQhA5EdEjNSpk/vrrL7zyyivo1KkT2rRpU+GhitWrVyMwMBBWVlawsrJCUFAQdu3apXy+oKAA48ePh729PSwsLDB48GCkpaXVJDJRvVR+k2+wH9tKVDtTg71gLjPAhdvZ2P6wXUmkDVQuZFatWoXRo0fDyckJ58+fR4cOHWBvb48bN26gT58+Kl2rUaNGWLJkCc6ePYvIyEj06NEDAwYMwJUrVwAAU6dOxfbt2/Hnn3/i8OHDSE5OxqBBg1SNTFQvKRQCdj6cds22EtWWg6UxxnZrCgBYtjsOBcVcJI+0g0QQBJXGCH18fDB//nwMHz4clpaWuHDhApo0aYJ58+YhIyMD33zzTa0C2dnZ4fPPP8eQIUPg4OCAjRs3YsiQIQCA2NhY+Pr6IiIiAp06darW9eRyOaytrZGdnQ0rK6taZSPSJWdvZWLw6hMwlxng7Ee9OCJDtfagqBQ9lh9CSnYBZvT2xrhuzcSORHqsuj+/VR6RSUxMROfOnQEApqamyMnJAQCMGDECmzZtqmFcoLS0FJs3b0ZeXh6CgoJw9uxZFBcXIzg4WHmOj48P3N3dERER8cTrFBYWQi6XV3gQ1UflozG92FYiNTGVGWB6SNkied8djMe93EKRExHVoJBxdnZGRkYGAMDd3R0nT54EACQkJEDFwR0AwKVLl2BhYQFjY2O89957+Oeff+Dn54fU1FTIZDLY2NhUON/JyQmpqalPvN7ixYthbW2tfLi5uamciUjXsa1EmjKwVUMENLRGbmEJvtrPRfJIfCoXMj169MC///4LABg9ejSmTp2KXr16YdiwYXj55ZdVDuDt7Y2oqCicOnUKY8eOxahRoxAdHa3ydcrNmjUL2dnZykdSUlKNr0Wkq84nZSIluwAWxoZ43ouzlUh9pFIJZvctWyRv4+lEXE/PETkR1XcqryPzww8/QKFQAIByRtGJEyfw0ksv4d1331U5gEwmQ7NmZX3Wtm3b4syZM/jqq68wbNgwFBUVISsrq8KoTFpaGpydnZ94PWNjY+UWCkT1VdjFslFLtpVIE4Ka2iPY1wn7Y9KweGcs1r7RXuxIVI+pPCIjlUphaPio/nn11VexatUqTJw4ETKZrNaBFAoFCgsL0bZtWxgZGSE8PFz5XFxcHBITExEUFFTr9yHSV2wrUV2Y1dcHhlIJwmPTceL6PbHjUD2m8ogMULa+y8WLF5Genq4cnSlXvolkdcyaNQt9+vSBu7s7cnJysHHjRhw6dAh79uyBtbU1xowZg2nTpsHOzg5WVlaYOHEigoKCqj1jiag+OpeYiVR5ASyNDdG1eQOx45Ceaupggdc6uuOXiFtYEBaD7ROfg4FUInYsqodULmR2796NkSNH4t69yhW4RCJBaWn11xZIT0/HyJEjkZKSAmtrawQGBmLPnj3o1asXAGDFihWQSqUYPHgwCgsLERISgu+++07VyET1ShhnK1EdmRzsha3n7yA6RY5/zt/BkLaNxI5E9ZDK68g0b94cL774IubNmwcnJydN5VIbriND9YlCISBoSTjS5IX4aWQ7BPtp//+jpNu+PxyPxbti4WxlgoMfdIOpjMUzqYfG1pFJS0vDtGnTdKKIIapvziZmIk1eWNZW8mJbiTRvVGdPNLI1Raq8AD8evSF2HKqHVC5khgwZgkOHDmkgChHVVvneSr38nWBsyN+MSfNMjAwwo7cPAGDN4XikywtETkT1jcr3yHzzzTcYOnQojh49ioCAABgZGVV4ftKkSWoLR0TV9/hspVDOVqI61D/QBT8fS0BUUha+3HcVSwYHih2J6hGVC5lNmzZh7969MDExwaFDhyCRPLpLXSKRsJAhEknkrUyk5xTC0sQQz3G2EtUhiUSCj/r5YvDqCPwRmYQ3unjCx5n3JFLdULm1NGfOHHzyySfIzs7GzZs3kZCQoHzcuMH+KJFYykdjXvRzZluJ6lxbDzv0DXCGQgAW7YwVOw7VIyoXMkVFRRg2bBikUpVfSkQaUvp4WynwyStfE2nSh719YGQgwZGrd3H46l2x41A9oXI1MmrUKGzZskUTWYiohiJvZjxqKzXj3kokDg97c4wM8gQALAqLQalC9Y2EiVSl8j0ypaWlWLZsGfbs2YPAwMBKN/t++eWXagtHRNVTPhoT4u8MmSFHS0k8E3s0w19nbyMuLQd/RCZheAd3sSORnlO5kLl06RJat24NALh8+XKF5x6/8ZeI6kapQsDOy2WbRHK2EonNxkyGST2b47Md0Vi+9ypeaukKc+Ma7YZDVC0q/+s6ePCgJnIQUQ2duZmBuzmFsDIxRJdmnK1E4hvRyQO/RtzEzfv5+P5wPKa96C12JNJjHIMm0nFsK5G2kRlKMbNP2SJ5Pxy9gZTsByInIn3G73pEOqxsttLDtlIg20qkPUL8ndHe0xYFxQp8seeq2HFIj7GQIdJhpxMycC+3ENamRmwrkVaRSCSYE+oHANh6/jYu38kWORHpKxYyRDos7FIyACDE3wlGBvzfmbRLKzcbvNTSFYIALAyLgSBwOjapn8rf+fLy8jSRg4hUVKoQsLt8tlKgq8hpiKo2o7c3ZIZSRNy4jwOx6WLHIT2kciHj5OSEN998E8eOHdNEHiKqplMJ93Evtwg2Zkbo3NRe7DhEVWpka4Y3uzQGACzaGYPiUoXIiUjfqFzI/Pbbb8jIyECPHj3g5eWFJUuWIDk5WRPZiOgpwi4+nK3k58y2Emm1cd2bws5chvi7edh8OlHsOKRnVP7uN3DgQGzbtg137tzBe++9h40bN8LDwwP9+vXD1q1bUVJSoomcRPSYklIF9lzhbCXSDVYmRpgS3BwAsGL/NcgLikVORPqkxr/GOTg4YNq0abh48SK+/PJL7N+/H0OGDIGrqyvmzZuH/Px8deYkoseUzVYqaysFsa1EOmB4B3c0cTBHRl4RVh+KFzsO6ZEaFzJpaWlYtmwZ/Pz8MHPmTAwZMgTh4eFYvnw5tm7dioEDB6oxJhE9bsfDRfB6+7OtRLrByECK2X18AQBrjyXgdiZ/2SX1UHmLgq1bt2LdunXYs2cP/Pz8MG7cOLz++uuwsbFRntO5c2f4+vqqMycRPVRSqsCey2wrke7p6euIoCb2iLhxH5/vicNXr7YWOxLpAZV/lRs9ejRcXV1x/PhxREVFYcKECRWKGABwdXXFnDlz1JWRiB5zKiED9/OKYGtmhKAmbCuR7ihbJM8XEgnwf1HJiErKEjsS6QGVR2RSUlJgZmb21HNMTU0xf/78Gocioifb8XC2Uu8WzjBkW4l0TIuG1ni5dUNsPXcHC8Oi8ce7QZBIJGLHIh1WrUJGLpc/9evHWVlZ1S4RET1RhdlKAVwEj3TT9BBv7LyUgjM3M7HnShp6t3AWOxLpsGoVMjY2Ns+smAVBgEQiQWlpqVqCEVFlJ29kICOvCHbmMnRqYid2HKIacbE2xdtdm+DrA9exZFcMevg4cud2qrFqFTIHDx7UdA4iqoZHeyuxrUS67d0XmmLT6STcvJ+P307ewpvPNRY7EumoahUyL7zwgqZzENEzlJQqlHsr9eNsJdJxFsaGmNbLC7P/uYRVB65hcJtGsDYzEjsW6aBqFTIXL16s9gUDAwNrHIaInizixn1k5hfDzlyGjo3ZViLd90q7Rlh/IgFX03Lx9YFrmNvPT+xIpIOqVci0atUKEonkmVuw8x4ZIs0J42wl0jOGBlLM7uuLN9adwS8RNzEyyBPu9k+fFUv0X9UqZBISEjSdg4ieovix2Ur9AthWIv3RzdsRXZs3wNFr97B0dyy+fa2N2JFIx1SrkPHw8NB0DiJ6ioj4sraSvbkMHdhWIj0zJ9QXfb86irBLKXjzVgbaevDfOFWfygvibdiw4anPjxw5ssZhiKhqbCuRPvNxtsLQtm7YEpmEBWEx2Dq2MxfJo2pTuZCZPHlyha+Li4uRn58PmUwGMzMzFjJEalZcqsCeaO6tRPrt/Re9sP1iMs4nZmHHxRT0b8kFH6l6VP7VLjMzs8IjNzcXcXFxeO6557Bp0yZNZCSq107E30dWfjEaWMjQsTH3ViL95GhlgnefbwoAWLo7FoUlnDhC1aOWMermzZtjyZIllUZriKj2wi6WLYLXu4UzDKQcbif99fbzjeFkZYzbmQ/wy4mbYschHaG2ZruhoSGSk5PVdTkiQvlspTQA3FuJ9J+ZzBAfvOgNAPj6wHVk5BWJnIh0gcr3yPz7778VvhYEASkpKfjmm2/QpUsXtQUjIuD49XvIflCMBhbGnK1E9cKgNo3w8/GbiEmRY1X4NXz8kr/YkUjLqVzIDBw4sMLXEokEDg4O6NGjB5YvX66uXESER7OV+rCtRPWEgVSCuaG+eO2nU/jt5C2MDPJAEwcLsWORFqtWISOXy2FlZQUAUCgUGg1ERGWKSh4tgsfZSlSfdGnWAD18HHEgNh1LdsXih5HtxI5EWqxa98jY2toiPT0dANCjRw9kZWVpMhMRATgefw/yghI4WBqjvSfbSlS/zO7rAwOpBHuj03Dyxn2x45AWq1YhY2Fhgfv3y/4hHTp0CMXFxRoNRURsK1H91szREsM7uAEAFobFQKF4+l5/VH9Vq7UUHByM7t27w9fXFwDw8ssvQyaTVXnugQMH1JeOqJ4qKlFgb3lbiXsrUT01JdgL284n49KdbPzfhTt4uXUjsSORFqpWIfPbb7/hl19+QXx8PA4fPgx/f3+YmXGHUiJNOX69rK3kaGmMdmwrUT3VwMIYY7s1xed74vD57jj0aeECEyMDsWORlqlWIWNqaor33nsPABAZGYmlS5fCxsZGk7mI6rUdbCsRAQDGPNcYG08l4k7WA6w9loDx3ZuJHYm0jMoL4h08eJBFDJEGFZaUYq9ybyUugkf1m4mRAaaHlC2St/pQPO7lFoqciLSNqNvoLl68GO3bt4elpSUcHR0xcOBAxMXFVTinoKAA48ePh729PSwsLDB48GCkpaWJlJhI845fv4ec8raSh63YcYhE91JLVwQ2skZuYQlW7LsqdhzSMqIWMocPH8b48eNx8uRJ7Nu3D8XFxXjxxReRl5enPGfq1KnYvn07/vzzTxw+fBjJyckYNGiQiKmJNKu8rdQ3wAVStpWIIJVKMKdv2WSTTacTcS0tR+REpE0kgiBozZy2u3fvwtHREYcPH8bzzz+P7OxsODg4YOPGjRgyZAgAIDY2Fr6+voiIiECnTp2eeU25XA5ra2tkZ2crF/Uj0laFJaVo99l+5BSW4M/3grh+DNFj3tkQib3Raeju7YB1ozuIHYc0rLo/v6s1IjNo0CDI5XIAwIYNG1BYqJkeZXZ2NgDAzq7sm/fZs2dRXFyM4OBg5Tk+Pj5wd3dHREREldcoLCyEXC6v8CDSFceu3UNOYQmcrIzR1p1tJaLHzezjA0OpBAfj7uLYtXtixyEtUa1CZseOHcp2z+jRo5UFhzopFApMmTIFXbp0QYsWLQAAqampkMlklW4udnJyQmpqapXXWbx4MaytrZUPNzc3tWcl0pRHi+CxrUT0X00cLPB6Jw8AwMKdMSjlInmEak6/9vHxwaxZs9C9e3cIgoA//vjjicM8I0eOrFGQ8ePH4/Llyzh27FiNXl9u1qxZmDZtmvJruVzOYoZ0QkFxKfZFl93I3o97KxFVaXLP5vj73G3EpMjx97nbeKUdv7/Xd9UqZNasWYNp06YhLCwMEokEc+fOhURS+bdFiURSo0JmwoQJ2LFjB44cOYJGjR6t3Ojs7IyioiJkZWVVGJVJS0uDs7NzldcyNjaGsbGxyhmIxHb0YVvJ2coEbdhWIqqSrbkME3s0w6KdsfhiTxz6BbrATFatH2Wkp6rVWurcuTNOnjyJu3fvQhAEXL16FZmZmZUeGRkZKr25IAiYMGEC/vnnHxw4cACNGzeu8Hzbtm1hZGSE8PBw5bG4uDgkJiYiKChIpfci0nY7Lz1sKwU4s61E9BSjOnvCzc4U6TmF+OHIDbHjkMhUnn6dkJAABwcHtbz5+PHj8dtvv2Hjxo2wtLREamoqUlNT8eDBAwCAtbU1xowZg2nTpuHgwYM4e/YsRo8ejaCgoGrNWCLSFWwrEVWfsaEBPuztAwD4/vANpMsLRE5EYlJ5PM7DwwNZWVlYu3YtYmJiAAB+fn4YM2YMrK2tVbrW6tWrAQDdunWrcHzdunV44403AAArVqyAVCrF4MGDUVhYiJCQEHz33XeqxibSakeu3kVuYQlcrE3Q2o1tJaJnCQ1wwc/uCTiXmIXle69i6ZBAsSORSFReRyYyMhIhISEwNTVFhw5l8/jPnDmDBw8eYO/evWjTpo1GgtYU15EhXTBl83lsi0rGm10aY15/P7HjEOmEs7cyMXj1CUgkwM5JXeHrwu/x+kSt68g8burUqXjppZdw8+ZNbN26FVu3bkVCQgL69euHKVOm1CYzUb30eFsplG0lompr62GL0AAXCAKwaGcMtGh9V6pDKhcykZGR+PDDD2Fo+KgrZWhoiBkzZiAyMlKt4Yjqg8NX7yKvqBSu1iZo7WYjdhwinfJhbx/IDKQ4eu0eDl29K3YcEoHKhYyVlRUSExMrHU9KSoKlpaVaQhHVJ49mK3ERPCJVudubYVTnskXyFoXFoKRUIXIiqmsqFzLDhg3DmDFjsGXLFiQlJSEpKQmbN2/GW2+9heHDh2siI5HeKiguxX62lYhqZUL35rAxM8K19Fz8EXlb7DhUx1SetfTFF18oF74rKSkBABgZGWHs2LFYsmSJ2gMS6bNDcWVtpYY2pmwrEdWQtZkRJvdsjk+2R+PLfXF4qZUrLIy5SF59ofKIjEwmw1dffYXMzExERUUhKioKGRkZWLFiBVfUJVKRsq3UwrnK1bKJqHpe6+gBT3sz3MstwppD8WLHoTqkciFTzszMDAEBAQgICICZmZk6MxHVCwXFpdgfw7YSkTrIDKWY2ccXAPDj0RtIznogciKqKzUuZIiodg7FpSP/YVupFdtKRLUW4u+EDp52KCxR4Iu9cWLHoTrCQoZIJGGXUgEAfQPYViJSB4lEgrn9ykZltp67g8t3skVORHWBhQyRCB4UlSJc2VZyFTkNkf4IbGSDga3K/p9aEBbNRfLqAZULmby8PE3kIKpXHm8rtWyk2h5lRPR0H4R4Q2YoxckbGdgfky52HNIwlQsZJycnvPnmmzh27Jgm8hDVC2EPZyv1C3RhW4lIzRrZmmHMc40BAIt3xqCYi+TpNZULmd9++w0ZGRno0aMHvLy8sGTJEiQnJ2siG5FeKmsrlf2W2DeAs5WINGFct6awN5fhxr08bDpdeTV60h8qFzIDBw7Etm3bcOfOHbz33nvYuHEjPDw80K9fP2zdulW5SB4RVe1gXDoeFJeika0pAtlWItIISxMjTOnlBQBYuf8a5AXFIiciTanxzb4ODg6YNm0aLl68iC+//BL79+/HkCFD4Orqinnz5iE/P1+dOYn0RnlbKZRtJSKNGt7eDU0dzJGRV4RvD14XOw5pSI0LmbS0NCxbtgx+fn6YOXMmhgwZgvDwcCxfvhxbt27FwIED1RiTSD/kF5XgwMO2UijbSkQaZWggxey+ZdOx1x27iaQM/oKtj1TejGLr1q1Yt24d9uzZAz8/P4wbNw6vv/46bGxslOd07twZvr6+6sxJpBcOxt7Fg+JSuNmZIqAh20pEmtbDxxGdm9rjRPx9LNsTh6+HtxY7EqmZyiMyo0ePhqurK44fP46oqChMmDChQhEDAK6urpgzZ466MhLpjbBLZTfGhwa4sq1EVAckEgnmhPpCIgG2X0jG+cRMsSORmqk8IpOSkvLMvZVMTU0xf/78Goci0kf5RSU4EMu2ElFd83e1xuA2jfDX2dtYGBaDP98L4i8SekTlEZmSkhLI5fJKj5ycHBQVFWkiI5FeOBCbjoJiBdztzNCioZXYcYjqlQ9e9IaJkRSRtzKx+3Kq2HFIjVQuZGxsbGBra1vpYWNjA1NTU3h4eGD+/PlQKLgAEdHjwi5ythKRWJytTfBO1yYAgCW7Y1FUwp9R+kLlQmb9+vVwdXXF7NmzsW3bNmzbtg2zZ89Gw4YNsXr1arzzzjtYtWoVlixZoom8RDopr7AEB+PYViIS07svNIWDpTFu3c/HhoibYschNVH5HplffvkFy5cvxyuvvKI81r9/fwQEBOD7779HeHg43N3dsXDhQsyePVutYYl0VXlbycPeDP6ubCsRicHc2BDv9/LCzK2X8PWB6xjSthFszGRix6JaUnlE5sSJE2jduvL0tdatWyMiIgIA8NxzzyExkUtCE5VTtpUC2FYiEtPQdm7wcbZE9oNifH2Ai+TpA5ULGTc3N6xdu7bS8bVr18LNzQ0AcP/+fdja2tY+HZEeeLytxL2ViMRlIJUoF8nbEHETN+/liZyIakvl1tIXX3yBoUOHYteuXWjfvj0AIDIyErGxsfjrr78AAGfOnMGwYcPUm5RIR4XHpqOwRAFPtpWItMLzXg543ssBR67exdLdsVj9eluxI1EtqFzIvPTSS4iLi8P333+PuLg4AECfPn2wbds2eHp6AgDGjh2r1pBEuizs4sNF8DhbiUhrzOnri2PX7mLX5VScuZmB9p52YkeiGlKpkCkuLkbv3r2xZs0aLF68WFOZiPRGbmEJDsXdBcC2EpE28Xa2xLD2bth0OgkLwmKwbVxn/qKho1S6R8bIyAgXL17UVBYivRMek4bCEgUaNzCHnwvbSkTaZGovL5jLDHAhKQvbH96QT7pH5Zt9X3/99Spv9iWiyjhbiUh7OVqa4L0XmgIAlu6KRUFxqciJqCZUvkempKQEP//8M/bv34+2bdvC3Ny8wvNffvml2sIR6bLcwhIcusq2EpE2e6trE/x+KhF3sh5g/YmbysKGdIfKhczly5fRpk0bAMDVq1crPMffOIkeCY9JQ1GJAk0amMPXxVLsOERUBVOZAT4I8cYHf17AtweuY2jbRrC3MBY7FqlA5ULm4MGDmshBpHd2cG8lIp0wqHVDrDuegCvJcqwKv4ZPBrQQOxKpQOV7ZMpdv34de/bswYMHDwAAgiCoLRSRrsspKMZhtpWIdIJUKsGc0LJF8n4/lYj4u7kiJyJVqFzI3L9/Hz179oSXlxf69u2LlJSy3zrHjBmD999/X+0BiXRReEx6WVvJwRw+zmwrEWm7zk0bINjXESUKAYt3xoodh1SgciEzdepUGBkZITExEWZmZsrjw4YNw+7du9UajkhXlbeV+nG2EpHOmNnHFwZSCfbHpCEi/r7YcaiaVC5k9u7di6VLl6JRo0YVjjdv3hy3bt1SWzAiXSUvKMaR8rZSINtKRLqimaMF/tfBHQCwcGc0FAreMqELVC5k8vLyKozElMvIyICxMe/0JgqPSUNRqQJNHczh7cS2EpEumRLcHJbGhrh8R45tUXfEjkPVoHIh07VrV2zYsEH5tUQigUKhwLJly9C9e3e1hiPSRcpF8AJd2VYi0jH2FsYY170ZAODzPXF4UMRF8rSdytOvly1bhp49eyIyMhJFRUWYMWMGrly5goyMDBw/flwTGYl0Rllb6R4AoB/bSkQ6aXQXT/x28hbuZD3A2mM3MKFHc7Ej0VOoPCLTokULXL16Fc899xwGDBiAvLw8DBo0COfPn0fTplwRkeq3/dFlbaVmjhbwYluJSCeZGBlgRm9vAMDqQ/FIzykQORE9jcojMgBgbW2NOXPmqDsLkc57fG8lItJd/QNd8fOxBFy4nY0V+65h8aAAsSPRE9SokMnKysLp06eRnp4OhUJR4bmRI0eqJRiRrsl+UIwj18pmK4WyrUSk06RSCeb288PQNRHYciYRo7t4cpRVS6lcyGzfvh2vvfYacnNzYWVlVeFmRolEwkKG6q390WkoLhXQnG0lIr3Q3tMOvf2dsftKKhbtjMH60R3EjkRVUPkemffffx9vvvkmcnNzkZWVhczMTOUjIyNDExmJdELYpUd7KxGRfpjZxwdGBhIciruLow9HXEm7qFzI3LlzB5MmTapyLRlVHTlyBP3794era9k01W3btlV4XhAEzJs3Dy4uLjA1NUVwcDCuXbtW6/clUrfsB8XKb3K8P4ZIf3g2MMeITp4AgIVhMSjlInlaR+VCJiQkBJGRkWp587y8PLRs2RLffvttlc8vW7YMq1atwpo1a3Dq1CmYm5sjJCQEBQW8g5y0y76HbSUvJws0Z1uJSK9M6tkMViaGiE3NwV9nk8SOQ/+h8j0yoaGhmD59OqKjoxEQEAAjI6MKz7/00kvVvlafPn3Qp0+fKp8TBAErV67E3LlzMWDAAADAhg0b4OTkhG3btuHVV19VNTqRxoRdTAYAhAa4ipyEiNTNxkyGST2bY0FYDJbvvYp+ga4wN67RXBnSAJX/Jt5++20AwKefflrpOYlEgtJS9ayCmJCQgNTUVAQHByuPWVtbo2PHjoiIiHhiIVNYWIjCwkLl13K5XC15iJ4kO78Yx66XLYIXGugschoi0oQRQR7YEHELiRn5+OHIDUzt5SV2JHpI5daSQqF44kNdRQwApKamAgCcnJwqHHdyclI+V5XFixfD2tpa+XBzc1NbJqKq7I1ORXGpAG8nSzRzZFuJSB8ZGxpgZh8fAMAPR24gTc5bHLSFyoXM47TxXpVZs2YhOztb+UhKYj+TNIuzlYjqhz4tnNHWwxYPikvxxZ44sePQQyoXMqWlpfjss8/QsGFDWFhY4MaNGwCAjz76CGvXrlVbMGfnsiH6tLS0CsfT0tKUz1XF2NgYVlZWFR5EmpKVX4Rj18raSn05W4lIr0kkEswJ9QUA/HXuNq4kZ4uciIAaFDILFy7E+vXrsWzZMshkMuXxFi1a4KefflJbsMaNG8PZ2Rnh4eHKY3K5HKdOnUJQUJDa3oeoNvZGp6FEIcDH2RLNHC3EjkNEGtbG3Rb9Al0gCMCinTEQBE7HFpvKhcyGDRvwww8/4LXXXoOBgYHyeMuWLREbG6vStXJzcxEVFYWoqCgAZTf4RkVFITExERKJBFOmTMGCBQvw77//4tKlSxg5ciRcXV0xcOBAVWMTaQT3ViKqfz7s7QOZgRTHr9/HoTgukie2Gi2I16xZs0rHFQoFiouLVbpWZGQkWrdujdatWwMApk2bhtatW2PevHkAgBkzZmDixIl455130L59e+Tm5mL37t0wMTFRNTaR2mXlF+H4w9lKfXl/DFG94WZnhtFdPAEAC3fGoKRU8fQXkEapXMj4+fnh6NGjlY7/9ddfyoKkurp16wZBECo91q9fD6CsH/npp58iNTUVBQUF2L9/P7y8OOWNtMPeK4/aSk0d2FYiqk/GdW8GWzMjXE/PxeYznFQiJpXXkZk3bx5GjRqFO3fuQKFQYOvWrYiLi8OGDRuwY8cOTWQk0ko7Hs5W6sfRGKJ6x9rUCJN7NsfH26OxYt9VDGjlCksTo2e/kNRO5RGZAQMGYPv27di/fz/Mzc0xb948xMTEYPv27ejVq5cmMhJpncy8x9pKvD+GqF56rZMHmjQwx/28Iqw5HC92nHqrRmssd+3aFfv27VN3FiKdsedKKkoVAnxdrNCEbSWiesnIQIqZfXzwzq9n8dPRBLzW0QOuNqZix6p3arUgHlF9Fca2EhEB6OXnhI6N7VBYosDnXCRPFCxkiFSUkVeEE/H3AbCtRFTfSSQSzA31AwD8c/4OLt7OEjdQPcRChkhF5W0lPxcrNG5gLnYcIhJZQCNrvNy6IQBgQRgXyatrLGSIVLSTeysR0X9MD/GGsaEUpxMysC867dkvILVRuZB52kaRKSkptQpDpO3u5xYq20pczZeIyrnamOKtro0BAEt2xaKYi+TVGZULmTZt2ii3FHjc33//jcDAQHVkItJae66koVQhwN/VCp5sKxHRY8Z2a4YGFjLcuJeH30/eEjtOvaFyIdOtWzd06tQJS5cuBQDk5eXhjTfewIgRIzB79my1ByTSJmwrEdGTWBgbYmqvstXnvwq/huwHqm3bQzWj8joy3333HUJDQ/HWW29hx44dSElJgYWFBU6fPo0WLVpoIiORVihrK5Utgse2EhFVZVg7N6w/fhPX0nPx7cHrmN3XV+xIeq9GN/v26dMHgwYNwvHjx5GYmIilS5eyiCG9t/tKKhQCENDQGh72bCsRUWWGBlJl8bL++E0kZeSLnEj/qVzIxMfHIygoCDt27MCePXswY8YMvPTSS5gxY4bKu18T6ZLythLXjiGip+nm7YDnmjVAUakCS3fHih1H76lcyLRq1QqNGzfGhQsX0KtXLyxYsAAHDx7E1q1b0aFDB01kJBLdvdxCRHC2EhFVg0Qiwey+vpBIgB0XU3AuMVPsSHpN5ULmu+++w+bNm2FjY6M81rlzZ5w/fx5t2rRRZzYirbH7cllbKbCRNdztzcSOQ0Razs/VCkPbNgIALNgRzUXyNEjlQmbEiBFVHre0tMTatWtrHYhIG7GtRESqev9Fb5gaGeBcYhZ2XkoVO47eqtHu1wAQHR2NxMREFBUVKY9JJBL0799fLcGItMXdnEKcvMG2EhGpxsnKBO883wRfhV/D0t2xCPZzhLGhgdix9I7KhcyNGzfw8ssv49KlS5BIJMrhMolEAgAoLS1Vb0IikZXPVmrZyBpudmwrEVH1vftCE2w6nYjEjHz8GnELb3VtInYkvaNya2ny5Mlo3Lgx0tPTYWZmhitXruDIkSNo164dDh06pIGIROLaeZFtJSKqGTOZIT540RsAsCr8GjLzip7xClKVyoVMREQEPv30UzRo0ABSqRRSqRTPPfccFi9ejEmTJmkiI5Fo0nMKcCqhrK3EQoaIamJw20bwcbaEvKAEqw5cEzuO3lG5kCktLYWlpSUAoEGDBkhOTgYAeHh4IC4uTr3piES25+FspZZuNmwrEVGNGEglmBNatkjerxG3kHAvT+RE+kXlQqZFixa4cOECAKBjx45YtmwZjh8/jk8//RRNmrD3R/plx8O2UmiAs8hJiEiXdW3ugG7eDihRCFi6i4vkqZPKhczcuXOhUJRtT/7pp58iISEBXbt2xc6dO7Fq1Sq1ByQSS3pOAU7fzADAthIR1d7svr6QSsomEJxOyBA7jt5QedZSSEiI8r+bNWuG2NhYZGRkwNbWVjlziUgf7L6cCkEAWrnZoJEt20pEVDteTpZ4tYM7Np5KxMKwaPwzrgukUv7crK0abRr5X3Z2dixiSO88aitxNIaI1GNqsBfMZQa4cDsb2y8mix1HL1R7RObNN9+s1nk///xzjcMQaYt0eQHOPGwr9eH9MUSkJg6WxhjbrSm+2HsVy3bHIcTfGSZGXCSvNqpdyKxfvx4eHh5o3bo194wgvbfrYVuptTvbSkSkXmOea4LfTyXiTtYDrDt+E2O7NRU7kk6rdiEzduxYbNq0CQkJCRg9ejRef/112NnZaTIbkWjC2FYiIg0xlRlgeog3pv1xAd8dvI5X2jWCvYWx2LF0VrXvkfn222+RkpKCGTNmYPv27XBzc8Mrr7yCPXv2cISG9EqavABnbpW3lVjIEJH6DWzVEAENrZFTWIKV+7lIXm2odLOvsbExhg8fjn379iE6Ohr+/v4YN24cPD09kZubq6mMRHVq16UUCALQxt0GDW1MxY5DRHpIKpVgdt+yRfI2nk7E9fQckRPprhrPWpJKpcpNI7lRJOmTsEvcW4mINC+oqT2CfZ1QqhCweCcXyasplQqZwsJCbNq0Cb169YKXlxcuXbqEb775BomJibCwsNBURqI6k5pdgMhbmQBYyBCR5s3q6wNDqQThsek4cf2e2HF0UrULmXHjxsHFxQVLlixBv379kJSUhD///BN9+/aFVKqW5WiIRLfrcllbqa2HLVzZViIiDWvqYIHXOroDABbujIFCwXtOVVXtWUtr1qyBu7s7mjRpgsOHD+Pw4cNVnrd161a1hSOqa+WzlTgaQ0R1ZXKwF7aev4MryXJsPX8HQ9o2EjuSTql2ITNy5Eiu3kt6rWJbiYvgEVHdsDOXYUL3Zli8KxZf7IlDaIALTGVcJK+6VFoQj0if7Xx4k287D1u4WLOtRER1Z1RnT2yIuIU7WQ/w49EbmNSzudiRdAZvbiF6iLOViEgsJkYG+LCPDwBgzeF4pOcUiJxId7CQIQKQkv0AZzlbiYhE1D/QBa3cbJBfVIoV+66KHUdnsJAhArDzUioAoL2nLZytTUROQ0T1kUQiwUf9yhbJ23ImCXGpXCSvOljIEAEIu5gMgHsrEZG42nrYoW+AMxRC2XRsejYWMlTvJWc9wLnELEgk3FuJiMT3YW8fGBlIcOTqXRy+elfsOFqPhQzVe+Wzldp72MHJim0lIhKXh705RgZ5AgAWhcWglIvkPRULGar3ymcrhQZyNIaItMPEHs1gbWqEuLQc/BmZJHYcrcZChuq1O1kPcL68rdSCi+ARkXawMZMp15JZvu8q8gpLRE6kvVjIUL22q7yt5GkHR7aViEiLjOjkAQ97M9zNKcT3h+PFjqO1dKKQ+fbbb+Hp6QkTExN07NgRp0+fFjsS6YkdD/dW6se2EhFpGZmhFDN7ly2S98PRG0jJfiByIu2k9YXMli1bMG3aNMyfPx/nzp1Dy5YtERISgvT0dLGjkY67nZmPqKSytlJvtpWISAv1buGM9p62KChWYPleLpJXFYkgCFp9O3THjh3Rvn17fPPNNwAAhUIBNzc3TJw4ETNnznzm6+VyOaytrZGdnQ0rKyu15crMK0JeEXuWuuzXk7fw/eEb6NjYDlveDRI7DhFRlaKSsjDw2+OQSIAfRrSDr4ul2JEqsTGTwcK42ts3Vkt1f36r913VrKioCGfPnsWsWbOUx6RSKYKDgxEREVHlawoLC1FYWKj8Wi6XayTb53vjsPFUokauTXVrcJtGYkcgInqiVm42GNjKFduikvH2hkix41Rp0csB+F9Hd1HeW6sLmXv37qG0tBROTk4Vjjs5OSE2NrbK1yxevBiffPKJxrMZSSUwNtT6zhw9hanMAG93bYIhbVnIEJF2WzwoEKYyQ/wbdQclWriujIGIPw61urWUnJyMhg0b4sSJEwgKejT0P2PGDBw+fBinTp2q9JqqRmTc3NzU3loiIiIizdGL1lKDBg1gYGCAtLS0CsfT0tLg7Fz1zZnGxsYwNjaui3hEREQkMq3ujchkMrRt2xbh4eHKYwqFAuHh4RVGaIiIiKh+0uoRGQCYNm0aRo0ahXbt2qFDhw5YuXIl8vLyMHr0aLGjERERkci0vpAZNmwY7t69i3nz5iE1NRWtWrXC7t27K90ATERERPWPVt/sqw6aWkeGiIiINKe6P7+1+h4ZIiIioqdhIUNEREQ6i4UMERER6SwWMkRERKSzWMgQERGRzmIhQ0RERDqLhQwRERHpLBYyREREpLNYyBAREZHO0votCmqrfOFiuVwuchIiIiKqrvKf28/agEDvC5mcnBwAgJubm8hJiIiISFU5OTmwtrZ+4vN6v9eSQqFAcnIyLC0tIZFIxI6jcXK5HG5ubkhKSuLeUnWIn7s4+LmLg5+7OOrb5y4IAnJycuDq6gqp9Ml3wuj9iIxUKkWjRo3EjlHnrKys6sU/dG3Dz10c/NzFwc9dHPXpc3/aSEw53uxLREREOouFDBEREeksFjJ6xtjYGPPnz4exsbHYUeoVfu7i4OcuDn7u4uDnXjW9v9mXiIiI9BdHZIiIiEhnsZAhIiIincVChoiIiHQWCxkiIiLSWSxk9MjChQvRuXNnmJmZwcbGpspzEhMTERoaCjMzMzg6OmL69OkoKSmp26B6ztPTExKJpMJjyZIlYsfSO99++y08PT1hYmKCjh074vTp02JH0nsff/xxpX/bPj4+YsfSO0eOHEH//v3h6uoKiUSCbdu2VXheEATMmzcPLi4uMDU1RXBwMK5duyZOWC3AQkaPFBUVYejQoRg7dmyVz5eWliI0NBRFRUU4ceIEfvnlF6xfvx7z5s2r46T679NPP0VKSoryMXHiRLEj6ZUtW7Zg2rRpmD9/Ps6dO4eWLVsiJCQE6enpYkfTe/7+/hX+bR87dkzsSHonLy8PLVu2xLffflvl88uWLcOqVauwZs0anDp1Cubm5ggJCUFBQUEdJ9USAumddevWCdbW1pWO79y5U5BKpUJqaqry2OrVqwUrKyuhsLCwDhPqNw8PD2HFihVix9BrHTp0EMaPH6/8urS0VHB1dRUWL14sYir9N3/+fKFly5Zix6hXAAj//POP8muFQiE4OzsLn3/+ufJYVlaWYGxsLGzatEmEhOLjiEw9EhERgYCAADg5OSmPhYSEQC6X48qVKyIm0z9LliyBvb09Wrdujc8//5ztOzUqKirC2bNnERwcrDwmlUoRHByMiIgIEZPVD9euXYOrqyuaNGmC1157DYmJiWJHqlcSEhKQmppa4d+/tbU1OnbsWG///ev9ppH0SGpqaoUiBoDy69TUVDEi6aVJkyahTZs2sLOzw4kTJzBr1iykpKTgyy+/FDuaXrh37x5KS0ur/LccGxsrUqr6oWPHjli/fj28vb2RkpKCTz75BF27dsXly5dhaWkpdrx6ofx7dVX//uvr93GOyGi5mTNnVrq57r8PfvPWPFX+HqZNm4Zu3bohMDAQ7733HpYvX46vv/4ahYWFIv8piGqnT58+GDp0KAIDAxESEoKdO3ciKysLf/zxh9jRqB7jiIyWe//99/HGG2889ZwmTZpU61rOzs6VZnakpaUpn6Mnq83fQ8eOHVFSUoKbN2/C29tbA+nqlwYNGsDAwED5b7dcWloa/x3XMRsbG3h5eeH69etiR6k3yv+Np6WlwcXFRXk8LS0NrVq1EimVuFjIaDkHBwc4ODio5VpBQUFYuHAh0tPT4ejoCADYt28frKys4Ofnp5b30Fe1+XuIioqCVCpVfuZUOzKZDG3btkV4eDgGDhwIAFAoFAgPD8eECRPEDVfP5ObmIj4+HiNGjBA7Sr3RuHFjODs7Izw8XFm4yOVynDp16okzVvUdCxk9kpiYiIyMDCQmJqK0tBRRUVEAgGbNmsHCwgIvvvgi/Pz8MGLECCxbtgypqamYO3cuxo8fz91U1SQiIgKnTp1C9+7dYWlpiYiICEydOhWvv/46bG1txY6nN6ZNm4ZRo0ahXbt26NChA1auXIm8vDyMHj1a7Gh67YMPPkD//v3h4eGB5ORkzJ8/HwYGBhg+fLjY0fRKbm5uhVGuhIQEREVFwc7ODu7u7pgyZQoWLFiA5s2bo3Hjxvjoo4/g6uqqLOzrHbGnTZH6jBo1SgBQ6XHw4EHlOTdv3hT69OkjmJqaCg0aNBDef/99obi4WLzQeubs2bNCx44dBWtra8HExETw9fUVFi1aJBQUFIgdTe98/fXXgru7uyCTyYQOHToIJ0+eFDuS3hs2bJjg4uIiyGQyoWHDhsKwYcOE69evix1L7xw8eLDK7+WjRo0SBKFsCvZHH30kODk5CcbGxkLPnj2FuLg4cUOLSCIIgiBWEUVERERUG5y1RERERDqLhQwRERHpLBYyREREpLNYyBAREZHOYiFDREREOouFDBEREeksFjJERESks1jIEBERkc5iIUOkR+7fvw9HR0fcvHlT4++1fv162NjY1OoaRUVF8PT0RGRkpHpCiSA8PBy+vr4oLS0VLcOhQ4cgkUiQlZWl1uvu3r0brVq1gkKhUOt1idSJhQyRhrzxxhuQSCSVHr1791ae4+npqTxuZmaGgIAA/PTTTxWuU/5DqvxhamoKf39//PDDD5Xec+HChRgwYAA8PT01/cdTC5lMhg8++AAffvihWq73+Of5+GPJkiUAgJs3b1Y4bmdnhxdeeAFHjx6tcJ2PP/64wnnW1tbo2rUrDh8+XOk9Z8yYgblz58LAwEAtfwZt0rt3bxgZGeH3338XOwrRE7GQIdKg3r17IyUlpcJj06ZNFc759NNPkZKSgsuXL+P111/H22+/jV27dlW6VlxcHFJSUhAdHY13330XY8eORXh4uPL5/Px8rF27FmPGjKlV5tLS0jr9Dfy1117DsWPHcOXKFbVcr/zzfPwxceLECufs378fKSkpOHLkCFxdXdGvXz+kpaVVOMff31/5+oiICDRv3hz9+vVDdna28pxjx44hPj4egwcPVkt2bVJcXAygrCBftWqVyGmInoyFDJEGGRsbw9nZucLjv7tgW1pawtnZGU2aNMGHH34IOzs77Nu3r9K1HB0d4ezsjMaNG2PSpElo3Lgxzp07p3x+586dMDY2RqdOnZTHykdzwsLCEBgYCBMTE3Tq1AmXL19WnlPeIvr333/h5+cHY2NjJCYmIjMzEyNHjoStrS3MzMzQp08fXLt2rVKubdu2oXnz5jAxMUFISAiSkpIqPP9///d/aNOmDUxMTNCkSRN88sknKCkpUT5va2uLLl26YPPmzap/wFUo/zwff5ibm1c4x97eHs7OzmjRogVmz54NuVyOU6dOVTjH0NBQ+Xo/Pz98+umnyM3NxdWrV5XnbN68Gb169YKJiYny2Mcff4xWrVrh559/hru7OywsLDBu3DiUlpZi2bJlcHZ2hqOjIxYuXFjh/b788ksEBATA3Nwcbm5uGDduHHJzc5XP37p1C/3794etrS3Mzc3h7++PnTt3VvkZ5Ofno0+fPujSpYuy3fTTTz/B19cXJiYm8PHxwXfffac8v3ykasuWLXjhhRdgYmKiHIXp378/IiMjER8fr8LfAlHdYSFDpCUUCgX+/vtvZGZmQiaTPfE8QRCwe/duJCYmomPHjsrjR48eRdu2bat8zfTp07F8+XKcOXMGDg4O6N+/v/I3bqDsB9/SpUvx008/4cqVK3B0dMQbb7yByMhI/Pvvv4iIiIAgCOjbt2+l1y1cuBAbNmzA8ePHkZWVhVdffbVCppEjR2Ly5MmIjo7G999/j/Xr11f6Id6hQ4dK7Z268ODBA2zYsAEAnvqZFxYWYt26dbCxsYG3t7fy+NGjR9GuXbtK58fHx2PXrl3YvXs3Nm3ahLVr1yI0NBS3b9/G4cOHsXTpUsydO7dC8SSVSrFq1SpcuXIFv/zyCw4cOIAZM2Yonx8/fjwKCwtx5MgRXLp0CUuXLoWFhUWl987KykKvXr2gUCiwb98+2NjY4Pfff8e8efOwcOFCxMTEYNGiRfjoo4/wyy+/VHjtzJkzMXnyZMTExCAkJAQA4O7uDicnJ1H+foiqRdzNt4n016hRowQDAwPB3Ny8wmPhwoXKczw8PASZTCaYm5sLhoaGAgDBzs5OuHbtmvKcgwcPCgCUrzc0NBSkUqmwYMGCCu83YMAA4c0336xwrPy1mzdvVh67f/++YGpqKmzZskUQBEFYt26dAECIiopSnnP16lUBgHD8+HHlsXv37gmmpqbCH3/8UeF1J0+eVJ4TExMjABBOnTolCIIg9OzZU1i0aFGFTL/++qvg4uJS4dhXX30leHp6VuNTfbrHP8/HH0eOHBEEQRASEhIEAIKpqalgbm4uSCQSAYDQtm1boaioSHmd+fPnC1KpVPl6iUQiWFlZCbt27arwftbW1sKGDRsqHJs/f75gZmYmyOVy5bGQkBDB09NTKC0tVR7z9vYWFi9e/MQ/y59//inY29srvw4ICBA+/vjjKs8t/3uOiYkRAgMDhcGDBwuFhYXK55s2bSps3Lixwms+++wzISgoqMLnsnLlyiqv37p16ye+N5HYDEWqn4jqhe7du2P16tUVjtnZ2VX4evr06XjjjTeQkpKC6dOnY9y4cWjWrFmlax09ehSWlpYoLCzE6dOnMWHCBNjZ2WHs2LEAykYXHm9xPC4oKKjC+3t7eyMmJkZ5TCaTITAwUPl1TEwMDA0NK4z42NvbV3qdoaEh2rdvr/zax8cHNjY2iImJQYcOHXDhwgUcP368wghMaWkpCgoKkJ+fDzMzMwCAqakp8vPzq8wOlN2vcuvWLQBA165dq7yHqFz55/m4hg0bVvh6y5Yt8PHxweXLlzFjxgysX78eRkZGFc7x9vbGv//+CwDIycnBli1bMHToUBw8eFA5CvOkz9zT0xOWlpbKr52cnGBgYACpVFrhWHp6uvLr/fv3Y/HixYiNjYVcLkdJSUmFz2nSpEkYO3Ys9u7di+DgYAwePLjC3xkA9OrVCx06dMCWLVuUNx/n5eUhPj4eY8aMwdtvv608t6SkBNbW1hVeX9XoEvDsvx8iMbGQIdIgc3PzKouSxzVo0ADNmjVDs2bN8OeffyIgIADt2rWDn59fhfMaN26snO7s7++PU6dOYeHChcpCpkGDBsjMzKxRTlNTU0gkkhq99mlyc3PxySefYNCgQZWee7wAyMjIgIODwxOvs3PnTmVLy9TU9KnvWf55Po2bmxuaN2+O5s2bo6SkBC+//DIuX74MY2Nj5TkymazCdVq3bo1t27Zh5cqV+O2335TvVdVn/t+iSCKRVHms/Kbqmzdvol+/fhg7diwWLlwIOzs7HDt2DGPGjEFRURHMzMzw1ltvISQkBGFhYdi7dy8WL16M5cuXV7iROTQ0FH///Teio6MREBAAAMr7bH788ccKhSmASjOt/nsvUbln/f0QiYn3yBBpETc3NwwbNgyzZs165rkGBgZ48OCB8uvWrVsjOjq6ynNPnjyp/O/MzExcvXoVvr6+T7y2r68vSkpKKtzDcf/+fcTFxVUosEpKSiqsARMXF4esrCzltdu0aYO4uDhlofb44/HRicuXL6N169ZPzOPh4aF83X9HV2pryJAhMDQ0rHDz65Oo8pmr4uzZs1AoFFi+fDk6deoELy8vJCcnVzrPzc0N7733HrZu3Yr3338fP/74Y4XnlyxZglGjRqFnz57KXE5OTnB1dcWNGzcq/R00btz4mdkKCgoQHx//1L8fIjFxRIZIgwoLC5GamlrhmKGhIRo0aPDE10yePBktWrRAZGRkhaH+9PR0FBQUKFtLv/76K4YMGaJ8PiQkBLNmzUJmZmalmVGffvop7O3t4eTkhDlz5qBBgwYYOHDgEzM0b94cAwYMwNtvv43vv/8elpaWmDlzJho2bIgBAwYozzMyMsLEiROxatUqGBoaYsKECejUqRM6dOgAAJg3bx769esHd3d3DBkyBFKpFBcuXMDly5exYMEC5XWOHj2Kzz777OkfZjXl5ORU+szNzMxgZWVV5fkSiQSTJk3Cxx9/jHfffVfZ7iopKVFep7y1FB0dXWHNm5CQkEo3zNZEs2bNUFxcjK+//hr9+/fH8ePHsWbNmgrnTJkyBX369IGXlxcyMzNx8ODBKovRL774AqWlpejRowcOHToEHx8ffPLJJ5g0aRKsra3Ru3dvFBYWIjIyEpmZmZg2bdpTs508eRLGxsYV2pNEWkXsm3SI9NWoUaMEAJUe3t7eynM8PDyEFStWVHptSEiI0KdPH0EQHt3IWf4wNDQUGjduLHzwwQdCbm5uhdd16NBBWLNmjfLr8tdu375d8Pf3F2QymdChQwfhwoULynPWrVsnWFtbV8qQkZEhjBgxQrC2thZMTU2FkJAQ4erVq5Ve9/fffwtNmjQRjI2NheDgYOHWrVsVrrN7926hc+fOgqmpqWBlZSV06NBB+OGHH5TPnzhxQrCxsRHy8/Or98E+hYeHR5Wf+bvvvisIwqObWs+fP1/hdXl5eYKtra2wdOlSQRDKbth9/PVmZmZCQECAsHr16gqvu3//vmBiYiLExsYqj82fP19o2bJlhfNGjRolDBgwoMKxF154QZg8ebLy6y+//FJwcXFRftYbNmwQAAiZmZmCIAjChAkThKZNmwrGxsaCg4ODMGLECOHevXuCIDz6ey4/VxAEYeLEiYKLi4sQFxcnCIIg/P7770KrVq0EmUwm2NraCs8//7ywdevWp34ugiAI77zzjvLzI9JGEkEQhDqtnIhIY8LCwjB9+nRcvnwZUqkUhw4dQvfu3ZGZmVnr7QQ0ZdiwYWjZsiVmz54tdpQamT59OuRyOb7//nuxo6jdvXv34O3tjcjIyGq1oYjEwHtkiPRIaGgo3nnnHdy5c0fsKNVSVFSEgIAATJ06VewoNTZnzhx4eHjo5X5EN2/exHfffccihrQaR2SI9JgujMgQEdUGCxkiIiLSWWwtERERkc5iIUNEREQ6i4UMERER6SwWMkRERKSzWMgQERGRzmIhQ0RERDqLhQwRERHpLBYyREREpLP+H2QsgYe07WKUAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -343,7 +336,6 @@ ")\n", "plt.ylabel('Max energy of fully masked probe in dB SPL')\n", "plt.xlabel('ERB(probe) - ERB(masker)')\n", - "plt.legend()\n", "plt.show()" ] }, @@ -367,10 +359,10 @@ "height": 278 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:21.176930Z", - "iopub.status.busy": "2024-04-17T11:26:21.176758Z", - "iopub.status.idle": "2024-04-17T11:26:21.378945Z", - "shell.execute_reply": "2024-04-17T11:26:21.378439Z" + "iopub.execute_input": "2024-04-17T11:55:33.558567Z", + "iopub.status.busy": "2024-04-17T11:55:33.558136Z", + "iopub.status.idle": "2024-04-17T11:55:33.787844Z", + "shell.execute_reply": "2024-04-17T11:55:33.787268Z" }, "executionInfo": { "elapsed": 425, @@ -386,16 +378,9 @@ "outputId": "977195e8-16b1-4ad4-9b6e-487d04b9fef8" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -414,7 +399,6 @@ ")\n", "plt.ylabel('Reduction of perceived probe dB SPL')\n", "plt.xlabel('Probe energy in dB SPL')\n", - "plt.legend()\n", "plt.show()" ] }, @@ -460,10 +444,10 @@ "height": 205 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:21.380964Z", - "iopub.status.busy": "2024-04-17T11:26:21.380792Z", - "iopub.status.idle": "2024-04-17T11:26:21.393779Z", - "shell.execute_reply": "2024-04-17T11:26:21.393241Z" + "iopub.execute_input": "2024-04-17T11:55:33.789804Z", + "iopub.status.busy": "2024-04-17T11:55:33.789624Z", + "iopub.status.idle": "2024-04-17T11:55:33.800039Z", + "shell.execute_reply": "2024-04-17T11:55:33.799648Z" }, "executionInfo": { "elapsed": 58, @@ -634,10 +618,10 @@ "height": 93 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:21.395736Z", - "iopub.status.busy": "2024-04-17T11:26:21.395574Z", - "iopub.status.idle": "2024-04-17T11:26:21.422776Z", - "shell.execute_reply": "2024-04-17T11:26:21.422272Z" + "iopub.execute_input": "2024-04-17T11:55:33.801918Z", + "iopub.status.busy": "2024-04-17T11:55:33.801762Z", + "iopub.status.idle": "2024-04-17T11:55:33.829530Z", + "shell.execute_reply": "2024-04-17T11:55:33.829103Z" }, "executionInfo": { "elapsed": 67, @@ -725,10 +709,10 @@ "height": 591 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:21.424588Z", - "iopub.status.busy": "2024-04-17T11:26:21.424450Z", - "iopub.status.idle": "2024-04-17T11:26:21.762177Z", - "shell.execute_reply": "2024-04-17T11:26:21.761678Z" + "iopub.execute_input": "2024-04-17T11:55:33.831321Z", + "iopub.status.busy": "2024-04-17T11:55:33.831179Z", + "iopub.status.idle": "2024-04-17T11:55:34.176643Z", + "shell.execute_reply": "2024-04-17T11:55:34.175925Z" }, "executionInfo": { "elapsed": 1707, @@ -792,10 +776,10 @@ "height": 595 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:21.767453Z", - "iopub.status.busy": "2024-04-17T11:26:21.767263Z", - "iopub.status.idle": "2024-04-17T11:26:26.718501Z", - "shell.execute_reply": "2024-04-17T11:26:26.717992Z" + "iopub.execute_input": "2024-04-17T11:55:34.183477Z", + "iopub.status.busy": "2024-04-17T11:55:34.183224Z", + "iopub.status.idle": "2024-04-17T11:55:38.958640Z", + "shell.execute_reply": "2024-04-17T11:55:38.958109Z" }, "executionInfo": { "elapsed": 5113, @@ -843,10 +827,10 @@ "height": 595 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:26.721126Z", - "iopub.status.busy": "2024-04-17T11:26:26.720974Z", - "iopub.status.idle": "2024-04-17T11:26:27.488430Z", - "shell.execute_reply": "2024-04-17T11:26:27.487894Z" + "iopub.execute_input": "2024-04-17T11:55:38.961038Z", + "iopub.status.busy": "2024-04-17T11:55:38.960894Z", + "iopub.status.idle": "2024-04-17T11:55:39.732548Z", + "shell.execute_reply": "2024-04-17T11:55:39.731911Z" }, "executionInfo": { "elapsed": 1817, @@ -916,10 +900,10 @@ "height": 595 }, "execution": { - "iopub.execute_input": "2024-04-17T11:26:27.491321Z", - "iopub.status.busy": "2024-04-17T11:26:27.491146Z", - "iopub.status.idle": "2024-04-17T11:26:28.100919Z", - "shell.execute_reply": "2024-04-17T11:26:28.100318Z" + "iopub.execute_input": "2024-04-17T11:55:39.735659Z", + "iopub.status.busy": "2024-04-17T11:55:39.735519Z", + "iopub.status.idle": "2024-04-17T11:55:40.338565Z", + "shell.execute_reply": "2024-04-17T11:55:40.338055Z" }, "executionInfo": { "elapsed": 2088,