From c5f43f3db8b1d0e70da5945130d2101bdf6df85e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lo=C3=AFc=20Lehnhoff?= <loic.lehnhoff@gmail.com> Date: Wed, 10 Jul 2024 15:11:57 +0200 Subject: [PATCH] Changes to plots --- README.md | 19 +- .../features/pictures/SNR_orientation.pdf | Bin 16483 -> 16483 bytes .../features/pictures/SNR_orientation_box.pdf | Bin 12340 -> 12316 bytes .../pictures/SNR_orientations_box.pdf | Bin 12988 -> 13246 bytes .../features/pictures/draftman_plot.pdf | Bin 103474 -> 103474 bytes .../features/pictures/duration_SNR.pdf | Bin 32479 -> 32479 bytes .../pictures/mean-freq_orientation.pdf | Bin 17173 -> 17173 bytes .../pictures/mean-freq_orientation_box.pdf | Bin 12949 -> 12933 bytes .../pictures/mean-freq_orientations_box.pdf | Bin 14180 -> 15089 bytes .../features/pictures/orientation_distrib.pdf | Bin 14885 -> 14885 bytes whistles_analyses.ipynb | 187 +++++++----------- 11 files changed, 82 insertions(+), 124 deletions(-) diff --git a/README.md b/README.md index 681393a..5741b5e 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ The goal was to determine the direction of arrival (DoAs) of clicks. Whistles we │ # Files ├── README.md ├── requirements.txt -├── detection_estimation_clicks.py # to get clicks TDoAs & DoAs- (1) +├── detection_estimation_clicks.py # to get clicks TDoAs & DoAs (1) ├── manual_processing.py # click clustering and whistle annotations (2) ├── post_processing.py # Whistles features extraction (3) ├── click_directivity_analysis.ipynb # Stats of clicks (one particular sequence) @@ -38,12 +38,19 @@ The goal was to determine the direction of arrival (DoAs) of clicks. Whistles we ``` ## Setup -Developped using Python 3.9.7. - -Install project's packages to your environment using: +### Requirements +- Python >=3.9.18 +- Packages in requirements.txt +- Developped with Ubuntu 20.04.6 LTS + - *should work on any OS though* + +### Recommended +It is preferable to work in a virtual environment : ```bash -$ pip install -r requirements.txt -``` +$ python -m venv DYOC-ENV +$ source DYOC-ENV/bin/activate +$ pip install -r requirement.txt +``` ## Get started ### Data exploration diff --git a/Whistles_kit/features/pictures/SNR_orientation.pdf b/Whistles_kit/features/pictures/SNR_orientation.pdf index b7eaa0767b6ae55b7a0d3b99195e0b1f3ca128d4..2a1a08ad640e34f4c5f9bf574e5e89e903211602 100644 GIT binary patch delta 23 ecmaFd!1%a<af78bhoOO?iK&sP!DdHmB~}1pVFuj* delta 23 ecmaFd!1%a<af78bhk>!7xv{yi@n%PBB~}1pum<J; diff --git a/Whistles_kit/features/pictures/SNR_orientation_box.pdf b/Whistles_kit/features/pictures/SNR_orientation_box.pdf index 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2024-07-03 17:37 LL-Null: -1545.7 \n", + "Date: 2024-07-10 14:52 LL-Null: -1545.7 \n", "No. Observations: 411 Deviance: 16.323 \n", "Df Model: 1 Pearson chi2: 17.2 \n", "Df Residuals: 409 Scale: 1.0000 \n", @@ -411,7 +411,7 @@ "Model: GLM AIC: 3023.6197 \n", "Link Function: Log BIC: -2448.2413\n", "Dependent Variable: max_f Log-Likelihood: -1509.8 \n", - "Date: 2024-07-03 17:37 LL-Null: -1511.2 \n", + "Date: 2024-07-10 14:52 LL-Null: -1511.2 \n", "No. Observations: 411 Deviance: 13.363 \n", "Df Model: 1 Pearson chi2: 13.5 \n", "Df Residuals: 409 Scale: 1.0000 \n", @@ -466,7 +466,7 @@ "Model: GLM AIC: 3091.3517 \n", "Link Function: Log BIC: -2445.2816\n", "Dependent Variable: SNR Log-Likelihood: -1543.7 \n", - "Date: 2024-07-03 17:37 LL-Null: -1545.7 \n", + "Date: 2024-07-10 14:52 LL-Null: -1545.7 \n", "No. Observations: 411 Deviance: 16.323 \n", "Df Model: 1 Pearson chi2: 17.2 \n", "Df Residuals: 409 Scale: 1.0000 \n", @@ -735,30 +735,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 36, "id": "6c0e6591", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mann-Whitney U test: statistic=18074.00, pvalue=0.016\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 300x600 with 1 Axes>" ] @@ -774,22 +757,27 @@ "# Nope. So KW is good.\n", "\n", "# SNR \n", - "cdfplot = cdf_with_thresholds(\n", - " better_filtered_data, \"SNR\", \"Orientation\", \n", - " hue_order=[\"on-axis\",\"unknown\"])\n", - "plt.xlabel(\"SNR (dB)\")\n", - "plt.show()\n", - "cdfplot.get_figure().savefig(os.path.join(output_img, \"SNR_orientation.pdf\"))\n", + "# cdfplot = cdf_with_thresholds(\n", + "# better_filtered_data, \"SNR\", \"Orientation\", \n", + "# hue_order=[\"on-axis\",\"unknown\"])\n", + "# plt.xlabel(\"SNR (dB)\")\n", + "# plt.show()\n", + "# cdfplot.get_figure().savefig(os.path.join(output_img, \"SNR_orientation.pdf\"))\n", "\n", - "fig = plt.figure(figsize=(3,6))\n", + "fig, ax = plt.subplots(1,1,figsize=(3,6))\n", "sns.boxplot(\n", " data=better_filtered_data, \n", " y=\"SNR\", fill=False,\n", " x=\"Orientation\", hue=\"Orientation\",\n", - " hue_order=[\"on-axis\",\"unknown\"],\n", - " order=[\"on-axis\",\"unknown\"]\n", + " hue_order=[\"unknown\",\"on-axis\"],\n", + " order=[\"on-axis\",\"unknown\"],\n", + " ax=ax\n", ")\n", - "plt.ylabel(\"SNR (dB)\")\n", + "\n", + "plt.ylabel(\"SNR (dB)\", fontsize=15)\n", + "plt.xlabel(\"Orientation\", fontsize=15)\n", + "ax.tick_params(which=\"both\", labelsize=12)\n", + "plt.ylim((9, 33))\n", "fig.tight_layout()\n", "plt.show()\n", "fig.savefig(os.path.join(output_img, \"SNR_orientation_box.pdf\"))" @@ -813,30 +801,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 37, "id": "ec951f06", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mann-Whitney U test: statistic=24493.00, pvalue=0.0033\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 300x600 with 1 Axes>" ] @@ -846,22 +817,26 @@ } ], "source": [ - "cdfplot = cdf_with_thresholds(\n", - " better_filtered_data, \"mean_f\", \"Orientation\", \n", - " hue_order=[\"on-axis\",\"unknown\"])\n", - "plt.xlabel(\"Mean frequency (kHz)\")\n", - "plt.show()\n", - "cdfplot.get_figure().savefig(os.path.join(output_img, \"mean-freq_orientation.pdf\"))\n", + "# cdfplot = cdf_with_thresholds(\n", + "# better_filtered_data, \"mean_f\", \"Orientation\", \n", + "# hue_order=[\"on-axis\",\"unknown\"])\n", + "# plt.xlabel(\"Mean frequency (kHz)\")\n", + "# plt.show()\n", + "# cdfplot.get_figure().savefig(os.path.join(output_img, \"mean-freq_orientation.pdf\"))\n", "\n", - "fig = plt.figure(figsize=(3,6))\n", + "fig, ax = plt.subplots(1,1,figsize=(3,6))\n", "sns.boxplot(\n", " data=better_filtered_data, \n", " y=\"mean_f\", fill=False,\n", " x=\"Orientation\", hue=\"Orientation\",\n", - " hue_order=[\"on-axis\",\"unknown\"],\n", - " order=[\"on-axis\",\"unknown\"]\n", + " hue_order=[\"unknown\",\"on-axis\"],\n", + " order=[\"on-axis\",\"unknown\"],\n", + " ax=ax\n", ")\n", - "plt.ylabel(\"Mean frequency (kHz)\")\n", + "plt.ylabel(\"Mean frequency (kHz)\", fontsize=15)\n", + "plt.xlabel(\"Orientation\", fontsize=15)\n", + "ax.tick_params(which=\"both\", labelsize=12)\n", + "plt.ylim((6, 23))\n", "fig.tight_layout()\n", "plt.show()\n", "fig.savefig(os.path.join(output_img, \"mean-freq_orientation_box.pdf\"))" @@ -1150,30 +1125,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 33, "id": "740aeff1", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Kruskal-Wallis test: statistic=1.37, pvalue=0.5\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { - "image/png": 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", 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VDwYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkcIub+1JRGQpEYEhL9vWZZSLi84LmqbZuoxSMRiIyKEZ8rIR/zfHuvNi+MZ0uHp427qMUrEriYiIFNxjICKH5qLzQvjGdKsusyg3C8cmBwAAOr2XbPVP9y46L6suz9oYDE5IpAi49iOQmwp4+AH+YdA0V1uXRVQlNE2r0m4ZVw9vu+72qQoMBicjl2Ih378DZP/+x0Sv+kC7x6EFdrNdYUTkMHiMwYnIpVhI3MuAvjG0Pq9BG7oVWp/XAH1jSNzLkEuxti6RiBwAg8FJiBQV7ykEhEPr9iK0Oi2huXkWf+/2IhAQDjn5bnE3ExFRGRgMzuLaj0D279BajoSmqb9WTXOB1nIkkJVS3I6IqAwMBmeRm1r8Xd/Y/HzfELUdEVEpGAzOwsOv+Htakvn56efVdkREpWAwOAv/MMCrPiTxQ4gYlFkiBkjih4B3g+J2RERlYDA4CU1zhdbucSA5HhI7H3IjEVKQXfw9dj6QHA+t7WO8noGIbovXMTgRLbAbEPk85Pt3IF9G/zHDuwG0yOd5HQMRWYTB4GS0wG5Ao3t45TMRVRiDwQlpmitQr62tyyAiB8VjDEREpGAwEBGRosJdSUlJSTh06BBOnDiBa9eu4datW6hVqxb8/f3Rvn179OzZE40bN7ZiqWQpjq5KRJVRrmC4efMm1q1bh3feeQenT58GUHxbvb8quWVdy5Yt8fjjj2P8+PGoXbu2Fcql2+HoqkRUWZqY27L/RXZ2Nl599VUsW7YMWVlZ8PT0ROfOnREeHo7Q0FD4+fnB19cXaWlpuHnzJhITExEfH4+EhATk5ubC29sbzz77LGbOnAkvL/u7QUV6ejr0ej3S0tLg6+tYtwj8M+PoqgHhxWMj6RsDaUnFF7clx/OUVSILFeVmGW8Xau+34bRUebZzFu0xNG3aFFevXsUDDzyAsWPHYsiQIfD2vv0blZWVha1bt2LDhg2IiYnBW2+9hStXrlj2KqhcTEZXLRlIr05LoNuLxRe9nXwXaHQPu5WIqEwWHXyOjIzEsWPH8Omnn2LMmDEWhQIAeHt7Y9y4cdi3bx8SEhIQERFRqWKpDBxdlYisxKI9hm3btlV6RR07drTKcqgUHF2ViKyEp6s6C46uSkRWwmBwFhxdlYispFzBcO3aNezcuRNbt25FYmKiMu/gwYN4+OGH0aZNG0RGRmLBggXIzs62arFUOo6uSkTWYvF1DK+++ipefPFFFBQUGKcNHjwYH374ITZs2IDHHntMuaYhPj4ee/bswVdffQU3Nw7JVB04uioRWYNFW+w9e/Zg9uzZAICgoCDUq1cPZ86cwY4dO7B48WIsW7YMgYGB+Ne//oUmTZrg3LlzeOWVV/Dtt99i1apV+Oc//1mlL4L+wNFViaiyLAqGFStWQNM0rFy5Ek888QQAICMjA8OGDcPLL78MTdPw9ddfIzg42PicAQMGIDQ0FB9++CGDoZpxdFUiqgyLjjEcO3YMrVu3NoYCAPj4+GDRokXIz89HZGSkEgoA0LhxY0RGRuKnn36ybsVERFSlLAqGGzduoGXLlibTW7VqBQAIDAw0+7zAwEBkZGRUojwiIqpuFgWDwWAwO8aRh4cHAJR6cNnNzc3sIHtERGS/eB0DEREpLD6PNDMzExcuXCjXvMzMzIpXRkRENmHRsNsuLi7GeyxURFFRUYWfWx2cZdhtIrIODrttgeDg4EoFAxEROQ6LgiEpKamKyyAiInvBg89ERKRgMBARkcKirqSvvvqqUivp0aNHpZ7vzEQEKMqzdRnl46rjMSciJ2ZRMPTq1cupz0qyqaI8yLahtq6iXLSh2wA3D1uXQURVxKJgGD9+vEkwpKamYteuXdA0De3atUPjxo0BAOfPn8eJEycAAAMHDoSfH+8YRkTkSCwKhrVr1yqPf//9d0RERKBPnz74z3/+YzKO0unTpzFt2jScPHkScXFxVivWKbnqij+BW5EU5gK7Rhc/iNoEzdqf7l111l0eEdmVCt1BZ/bs2cjLy8POnTvNjqEUGhqK7du3o1mzZpg9e7ZJsNAfNE2rkm6ZkqsWNTcP6wcDETm1Cp2VtHfvXvTs2dNsKJTw9vZGz549sW/fvgoXR0RE1a9CwZCWloa0tDSrtSMiIvtRoa6kFi1a4MCBAzh58iTatjV/p7CTJ0/iyy+/NN6zgcgRiQiQn23rMsrH3YunE1OlVCgY/vnPf+Kxxx5Dr169MH36dIwcORIhISEAis9K2rx5M5YvX47CwkJMmzbNqgUTVav8bBQ871hn1tV4ORXQOf6gb2Q7FQqGyZMn48yZM1iyZAliYmIQExNj0kZEMHPmTEyePLnSRRIRUfWpUDAAwOLFizF06FCsWrUKhw8fxpUrVwAAAQEB6N69O5544glERkZarVAim3D3Kv4EbkWSn4XCmCAAgNvci9Dcrfzp3r30k0KILFHhYACAiIgIREREWKsWIrujaVqVdsto7t7Q2O1DdoaD6BERkcKiYCgoKLDKyqy1HCIiqjoWBcNdd92Ft956C4WFhRVaSUFBAVatWoW77rqrQs8nIqLqY1EwNGvWDE8++SQCAwMxffp0HDlyBAaDocznGAwGxMXFYdq0aQgMDMRTTz2F5s2bW6VoIiKqOhYdfP7yyy/xySef4LnnnsMbb7yB//znP/D09ESHDh1w9913o3bt2vDx8UFGRgZSU1Px888/48SJE8jJyYGIoH379li7di0efPDBqn49RERUSRaflTRgwAAMGDAAsbGxePfdd7Fnzx7ExsYiNjbWbPt69ephxIgRePzxx3naKhGRAyn36ardunVDt27dAAA///wzTp48iatXryItLQ16vR716tVDu3bt0KJFC6sXS0REVa9S1zHcfffduPvuu61VCxER2QFex0BERAoGAxERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkqPJg2Lt3b1WvgoiIrKjKgmHLli3o3LkzBg4cWFWrICKiKlCuK58vXLiA/fv34+rVq6hXrx769u2LoKAgpc2GDRuwaNEinD59GiKCRo0aWbVgIiKqWhYHw/z587FgwQIUFRUZp7m6umLx4sWIjo7GDz/8gHHjxuHkyZMQEQQEBGD27NmYMmVKlRRORERVw6Jg2LlzJ+bNmwcACA0NRVhYGDIyMhAfH4+ZM2eifv36eOqpp5CWloZ69ephzpw5+Pvf/w4PD4+qrJ2IiKqARcHw5ptvQtM0LF++HNOmTTNOT01NxdChQzFhwgSICIYOHYo1a9bA19e3ygomIqKqZdHB5+PHj6N169ZKKACAn58fli1bBoPBgPr16+ODDz5gKBAROTiLgiE1NRVhYWFm57Vp0wYAEBkZiRo1alivMiIisgmLgqGoqKjU4wU6nQ4AoNfrrVcVERHZDK98JiIihcWnq+7duxd9+vQp93xN07B///6KVUdERNXO4mBISUlBSkpKuedrmlbuoo4ePYp169bhwIEDSEpKQp06dXDPPfdgwYIFJveSTkxMxDPPPIPDhw/D3d0dAwYMwGuvvQZ/f/9yr5eIiCwMhgMHDlR1HYpXXnkFsbGxGD58ONq2bYuUlBSsWLECHTt2xJEjR9C6dWsAwKVLl9CjRw/o9XosXLgQmZmZWLp0KU6dOoX4+Hi4u7tXa91ERM7AomDo2bNnVdehiI6OxsaNG5UN+8iRI9GmTRssXrwYGzZsAAAsXLgQWVlZOHbsGIKDgwEA4eHhuP/++7F27VpedU1EVAF2efC5a9euJp/2mzdvjrCwMCQmJhqnbdmyBQMHDjSGAgD07dsXLVq0wObNm6utXiIiZ2KXwWCOiOD3339H3bp1AQCXL1/G1atX0blzZ5O24eHh+O6776q7RCIip2BRV1JZZyPdjrXOSnr//fdx+fJlzJ8/HwCQnJwMAAgICDBpGxAQgNTUVOTl5Rmvs/izvLw85OXlGR+np6dXuj4iImdhUTAcPHiw3AvWNA0iUqGzkv7q9OnTmDp1KiIjIzFhwgQAQE5ODgCY3fCXXIyXk5Njdv6iRYsQExNT6bqIiJyRRcEQFxdn8QJFBFu2bMGqVauMG+/KSElJwYABA6DX6/Hxxx/D1dUVAODp6QkAyif/Erm5uUqbv5ozZw6io6ONj9PT003uK0FEdKeyKBgiIiIsWtiOHTsQExOD77//HiKC7t27V+qTeVpaGh588EHcunULX3/9NRo2bGicV9KFVNKl9GfJycnw8/Mzu7cAFO9llDaPiOhOV647uJXmk08+wbx583D8+HGICLp27YqYmBjcd999FV5mbm4uoqKicObMGXzxxRdo1aqVMr9Ro0bw9/dHQkKCyXPj4+PRvn37Cq+biOhOVqmzkvbu3YuIiAgMGjQIx44dQ0REBPbt24fDhw9XKhSKioowcuRIxMXF4aOPPkJkZKTZdo888gh2796NixcvGqft378fZ86cwfDhwyu8fiKiO1mF9hg+//xzzJs3D0eOHIGIoEuXLoiJiUH//v2tUtSMGTOwc+dOREVFITU11XhBW4mxY8cCAJ577jl89NFH6N27N55++mlkZmZiyZIlaNOmDSZNmmSVWoiI7jTlCoYDBw5g7ty5iI2NhYigU6dOmDdvHgYMGGDVok6cOAEA2LVrF3bt2mUyvyQYgoKCcOjQIURHR2P27NnGsZKWLVvGYwhERBVkUTB89dVXmDt3Lr766iuICNq3b4+YmBhERUVVSVHlOT02LCwM+/btq5I6iIjuRBYFQ69evaBpGjw9PfHkk09iyJAh0DQN33zzjUUr6dq1a6WKJCKi6lOurqTs7Gy89tpreO211yx+jqZpKCwsLHdhRERkGxYFQ48ePaxyBTMREdm/KhsSg4iIHJPDjK5KRETVw6rBkJubi5SUFB5TICJyYBYFQ0ZGBuLj43HmzBmz88+ePYsHHngAvr6+aNSoEXx8fDBq1Ciz4xgREZF9sygY1q9fj8jISOzevdtkXkpKCrp3744vvvgChYWFEBHk5eUZr0i2xgirRERUfSwKhkOHDsHFxcV4xfGfvfTSS7h69Spq166NHTt2ICMjA8ePH0fnzp1x9uxZvPnmm1YvmoiIqo5FZyWdPHkSbdq0Qb169ZTpBoMBmzZtgqZpWLhwofFK6Pbt22Pr1q1o2rQptm/frtz7gIjubCICQ162rcsoU1Fultmf7ZWLzsuqlxRYFAxXr17FAw88YDL95MmTuHXrFmrUqIFRo0Yp8xo1aoSIiAgkJiZap1Iicngigh+f64GMny0bNcEeHJtsevtge+MT2g1hLx+yWjhY1JWUlZWFgoICk+nHjh0DALRt2xa+vr4m8wMDA3k/ZSIyMuRlO1QoOIqM07FW3QuzaI/B398fp0+fNpl++PBhaJqG8PBws8/Lzc2FXq+vXIVE5JQ6v5cMFw9vW5fh0Ay5WUiogj0ai2/tuX37duzatct4HOHatWvYunUrAKBfv35mn/fTTz8pt+MkIirh4uENVwaDXbKoK+mpp56CiGD48OEYP348ZsyYgS5duiAjIwNBQUFm78dw7tw5nDlzBu3atbN60UREVHUs2mPo3bs35s2bh5iYGGzYsAGapkFE4OnpiTVr1sDNzXQxq1evBgCzB62JiMh+WTzs9osvvoiBAwdi69atuHbtGoKCgjBmzBg0adLEbHudToenn37aarf7JCKi6lGu+zF07NgRHTt2tKjtSy+9VKGCiIjItji6KhERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkYDAQEZGCwUBERIpy3aiHyN6JCJCfbesyyiT5WWZ/tlvuXtA0zdZVUDViMJDTEBEUruwNSYqzdSkWK4wJsnUJt6U17gq3qV8yHO4g7Eoi55Gf7VCh4Cgk6Ru73wsj6+IeAzmlGnMvAu7eti7DseVnocAB9mjI+hgM5JzcvaHpGAyVIbYugGyGXUlERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRws3UBjkZEgKI8W5dRJinMNfuzXXLVQdM0W1dBRH/CYCgHEYEceBa48ZOtS7HcrtEQW9dQljqtgN5LGQ5EdoRdSeVRlOdYoeAIbvxk93tgRHca7jFUkBa1CXDzsHUZjqswF7JrtK2rICIzGAwV5eYBjcFQYXbdvUV0h2NXEhERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkYDAQEZGCwUBERAoGAxERKRgMRESkYDAQEZGCwUBERAoGAxERKewyGDIzMzF37lz0798ffn5+0DQNa9euNWk3ceJEaJpm8hUaGlr9RRMROQm7vLXn9evXMX/+fAQHB6Ndu3Y4ePBgqW11Oh3effddZZper6/iComInJddBkNAQACSk5PRoEEDJCQkoEuXLqW2dXNzw9ixY6uxOiIi52aXXUk6nQ4NGjSwuH1RURHS09OrsCIiojuHXQZDeWRnZ8PX1xd6vR5+fn6YOnUqMjMzbV0WEZHDssuuJEsFBARg1qxZ6NixIwwGA/bu3YtVq1bh+++/x8GDB+HmZv7l5eXlIS8vz/iYextERH9w6GBYtGiR8njUqFFo0aIFnn/+eXz88ccYNWpUqc+LiYmpjhKJiByOw3cl/dUzzzwDFxcXfPHFF6W2mTNnDtLS0oxfFy9erMYKiYjsm0PvMZjj6emJOnXqIDU1tdQ2Op0OOp2uGqsiInIcThcMGRkZuH79Ovz9/W1dChGVoSg3y9YlOLyqeg8dNhhyc3NRUFAAHx8fZfpLL70EEUH//v1tVBkRWeLY5ABbl0ClsNtgWLFiBW7duoUrV64AAHbt2oVLly4BAKZNm4abN2+iQ4cOGD16tHEIjH379mHPnj3o378/Bg8ebLPaiYgcmd0Gw9KlS3H+/Hnj461bt2Lr1q0AgLFjx6JWrVoYOHAgPv/8c6xbtw5FRUVo1qwZFi5ciGeffRYuLk53XJ3IqXR6LxmuHt62LsOhFeVmVcmel90GQ1JS0m3b/O9//6v6QoioSrh6eDMY7BQ/VhMRkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkcJur3y2d1KYa+sSHBrfPyL7xWCoqF2jIbaugYioCrAriYiIFNxjqKioTdDcPGxdhcOSwlxg12hbl0FEZjAYKkhz82AwVBK74ojsE7uSiIhIwWAgIiIFg4GIiBQ8xkBOSfKzbF2Cw+N7eOdiMJBTKowJsnUJRA6LXUlERKTgHgM5Jbe5F6G580bzlSH5WdzzukMxGMgpae7e0HQMBqKKYFcSEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpOLoqEVUfEeOPhlzeIa6yquo9ZDAQUbUx5GUbf06YHGDDSqgs7EoiInJwPqHd4KLzstryuMdARNXGTe+Pzu8lA0DxhkzTbFyReUW5WTj2//doOr2XDFcP+77pk4vOC5oV30sGAxFVG03TUKNWPVuXUS6uHt52HwzWxq4kIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgXHSiqXP8aSR2Hunx9ReRXm2roCIioFg6E8CvOMP8qu0TYshIio6jAYyLbqtAJcdVZa2J/24fKzuEdXWfm8w9qdisFQHjo9tKhNxT+76QDY51jyUpgLlOzRRG2C5uZh24LK4qqz3jjy+X/cHawgJsg6yyS6AzEYykHTNMCjlq3LsEjJp2XNzcO+g4Hsnta4K+BuvbuDkf1jMJDzqOmPGnMvFv/s7gW73aPLz0Lh/9+jcZt7EZq7nd8Ext26dwcj+8dgIKehaRrg41h3B9PcvaHp7DwY6I7D6xiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFG62LoCIqDJEBIa8bKsusyg3y+zP1uKi84KmaVZfrrUwGIjKICJAvnU3OpKfZfZnq3G3742OtRnyshH/N98qW/6xyQFWX2b4xnS4enhbfbnWwmAgKkt+Ngqe96uyxRfGBFl9mTVeTgV09rvRIfvHYCAih+ai80L4xnRbl1EuLjovW5dQJrsMhszMTCxZsgTffvst4uPjcfPmTaxZswYTJ040aZuYmIhnnnkGhw8fhru7OwYMGIDXXnsN/v7+1V84OR93r+JP4I7E3b43OtamaZpdd8s4IrsMhuvXr2P+/PkIDg5Gu3btcPDgQbPtLl26hB49ekCv12PhwoXIzMzE0qVLcerUKcTHx8Pd3b16Cyeno2kau2XojmOXwRAQEIDk5GQ0aNAACQkJ6NKli9l2CxcuRFZWFo4dO4bg4GAAQHh4OO6//36sXbsWU6ZMqc6yiYicgl1ex6DT6dCgQYPbttuyZQsGDhxoDAUA6Nu3L1q0aIHNmzdXZYlERE7LLvcYLHH58mVcvXoVnTt3NpkXHh6OPXv22KCq8hMRoCjPussszDX7s9W46u6o0yGJ7jQOGwzJyckAirud/iogIACpqanIy8uDTqczmZ+Xl4e8vD82xunpNjyjoSgPsm1o1S1/12iIlRepDd0GuHlYealEZC/ssivJEjk5OQBgdsPv4eGhtPmrRYsWQa/XG7+Cgqx/LjkRkaNy2D0GT09PAFA++ZfIzc1V2vzVnDlzEB0dbXycnp5uu3Bw1RV/AnckrqZhTETOw2GDoaQLqaRL6c+Sk5Ph5+dndm8CKN7LKG1eddM0jd0yRGRXHLYrqVGjRvD390dCQoLJvPj4eLRv3776iyIicgIOGwwA8Mgjj2D37t24ePGicdr+/ftx5swZDB8+3IaVERE5LrvtSlqxYgVu3bqFK1euAAB27dqFS5cuAQCmTZsGvV6P5557Dh999BF69+6Np59+2jiURps2bTBp0iRblk9E5LA0EbH22YxW0bhxY5w/f97svN9++w2NGzcGAPz444+Ijo5WxkpatmwZ6tevb/G60tPTodfrkZaWBl/fqhu+l4jIVsqznbPbYKhODAYicnbl2c459DEGIiKyPgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECgYDEREpGAxERKRgMBARkYLBQERECru9H0N1KhlgNj093caVEBFVjZLtmyUDajMYAGRkZAAAgoKCbFwJEVHVysjIgF6vL7MN78cAwGAw4MqVK/Dx8YGmabYuxyrS09MRFBSEixcv8h4Tdoi/H/vnbL8jEUFGRgYaNmwIF5eyjyJwjwGAi4sLAgMDbV1GlfD19XWKP2pnxd+P/XOm39Ht9hRK8OAzEREpGAxERKRgMDgpnU6HuXPnQqfT2boUMoO/H/t3J/+OePCZiIgU3GMgIiIFg4GIiBQMBiq3/Px8W5dAZNcKCgpgMBhsXUaFMRgc3MWLFxETE4Pw8HDUrl0bdevWRa9evfDFF19Y9PykpCRommb264MPPlDa5ubm4m9/+xu8vb1Rv359bN68uSpeUrWYOHGi8XW2bt3a1uVYzfLly5Xf4fXr103a5OXl2aAyx1ba/8jixYuVdiKC6dOnw8fHB7Vr18Ybb7xho4orhxe4ObgdO3bglVdewZAhQzBhwgQUFhZi/fr1uP/++/Hee+9h0qRJFi1n9OjReOihh5RpkZGRyuNly5bh1KlT2LRpE86fP4/HHnsM99xzD4KDg632eqpT3bp18frrr6NWrVrGadnZ2VizZg127NiBU6dOITMzE82aNcOUKVMwZcoUuLq63na5jRs3xvnz502m//3vf8fq1asrVGuvXr1w6NAhk+kPPPAA9u7da3zcv39/1K1bF1u3bsW2bduUtjdu3MDf/vY3fPHFFwgODsaaNWvQq1evCtVzJ7r//vsxfvx4ZVqHDh2Uxxs3bsTWrVvx7rvvIjs7G7Nnz0ZERAQiIiKqs9RKYzDYsQsXLsDX11fZcP1V7969ceHCBdStW9c47YknnkD79u3x4osvWhwMHTt2xNixY8tsExcXhwULFmDw4MEAgMOHD+Po0aMOGwze3t4mr/ncuXOYNm0a7rvvPkRHR8PX1xf79u3DP/7xDxw5cgTr1q2zaNnt27fHjBkzlGktWrSoVL2BgYFYtGiRMq1hw4bK49DQUISGhuKXX34xCYbZs2cjNzcXW7ZsQUJCAkaMGIHffvsN3t7elarLHl2/fh0FBQUICAiw2jJbtGhh0f/IjBkzjO0SExNx+PBhhwsGCNmVvLw8+eijj+SBBx4QFxcX+e677yq0nOjoaAEg6enpZbb77bffBIAsWbJEMjMzJS8vr9S206ZNk4ceekhOnz4tn332mfj5+cmJEycqVJ+tTZgwQUJCQkymX7t2TX744QeT6ZMmTRIAcvbs2dsuOyQkRAYMGGCNMo169uwpYWFhFrefO3euAJBr164Zp4WFhSm/r/bt20tCQoJV67QXBw4cEDc3Nxk0aJDs2LFDCgoKKrU8ADJ16lTJzs6WnJycUtstW7ZMunTpIidOnJC4uDhp2rSp7Nixo1LrtgUeY7ATP/74I6Kjo9GoUSMMHz4cSUlJWLhwIZo3b16h5aWkpMDLywteXl4WtY+JiUHNmjXh4eGBLl264LPPPjNpM2fOHPz6668IDQ1Fv379MGXKFLRr165C9dmrunXrIiwszGT60KFDARR/ArRUfn4+srKyrFYbABQWFiIzM7NCz23atCneeOMN/Prrr/joo4/wyy+/ICQkxKr12Yv27dvj//7v/3Dq1CkMHjwYwcHBmDNnDs6ePVvhZa5duxbe3t7w9PREq1atsHHjRpM2TzzxBNzc3NC+fXtERkbinnvuQVRUVGVeim3YOpnuZOnp6fLOO+9IRESEABAfHx959NFHJTY2tlLLPXv2rHh4eMi4ceNu2/b8+fPSr18/efPNN2Xnzp2yfPlyCQ4OFhcXF9m9e7dJ+7y8PElISJCkpKRK1Whrpe0xlObtt98WAPLNN9/ctm1ISIh4enqKq6urAJCQkBBZvnx5Jaot3mOoUaOGuLu7CwCpX7++vPDCC5Kfn2+2vbk9hlOnTknDhg0FgLi5ucmKFSsqVZMjMBgM8uWXX8rYsWPF09NTAEiPHj1k3bp1kp2dbfFyunbtKsuXL5cdO3bIm2++Ka1btxYAsmrVKpO2RUVFcuLECTl9+rQ1X0q1YjDYQHJyskyaNEm8vb1F0zTp2bOnrF27VrKysiq97KysLGnfvr3Url1bLl++XKFl3LhxQ+rXry933313peuxV+UJhry8PGnVqpU0adLEoi6JqKgoeeWVV2T79u3y3//+V7p37y4AZNasWRWud/LkyTJv3jzZsmWLrF+/XgYNGiQAZMSIEWbbmwsGkeK/j2+//VaSk5MrXIujSktLk9WrVxs/iOn1enniiSckNTW13MvKy8uT1q1bS61atcoVMI6CwWADBw4cMH5qW7JkSamf+sqrsLBQoqKixN3dXfbv31+pZc2ePVsAyMWLF61Sm70pTzA8/vjjAkA++eSTCq3LYDDIAw88IG5ublZ9P0vqiouLM5lXWjCQSE5OjrzwwguiaZoAqPBxvNWrVwsA+frrr61boB3gMQYb6NKlC1asWIE2bdpg5syZaNiwIZ555hmcPHmyUst9/PHHsXv3bqxduxZ9+vSp1LJK7maXmppaqeU4uiVLluCdd97BSy+9ZHI6r6U0TcMzzzyDwsJCHDx40Gq1lZz1ZOk1K3e6o0eP4sknn0RAQAAWLFiA8PBwvP3222jZsmWFlufM/yMMBhvw9vbG1KlTcfz4cRw7dgzDhw/HmjVr0K5dO3Tq1AkrVqwo9x/bzJkzsWbNGrz++usYPXp0pWs8d+4cAMDf37/Sy3JUa9euxb/+9S888cQTeOGFFyq1rKrYiDjzhslarl69imXLlqF169YIDw/HRx99hIkTJ+LUqVM4cuQIHn/88QqPnurU/yO23mWhYtnZ2bJu3Trp0aOHABCdTifDhw+Xq1ev3va5r776qgCQ5557rsx2t27dksTERLl165ZxmrnlX7p0SWrXri1t27Yt/wtxELfrStq+fbu4urrKI488IkVFRZVe365duwSAbNy4sdLLKnHq1CkBIAsXLjSZd6d3JV24cEEGDx4sbm5uomma9O3bVz744IMyT8cujbn/kfT0dLnrrrukbt26FVqmveMFbnbC09MT48ePx/jx43H27Fn897//xbp163D58uUyP5Fs27YNs2bNQvPmzdGyZUts2LBBmX///fejfv36xraTJk3CmjVrMHHiRADArFmz8Ouvv+K+++5Dw4YNkZSUhLfeegtZWVn497//XWWv15599dVXGDVqFHr06IH333+/1PvjFhQU4Ndff4VerzdeSJWamgq9Xq9cIV1QUIDFixfD3d0dvXv3Lnc96enp0Ol0yidbEcGCBQsAFF/9TKpff/0Vx48fx5w5czB58mQ0bty4wstauXIltm/fjqioKAQHByM5ORnvvfceLly4gP/9739wd3e3XuF2gsFgh5o3b47FixdjwYIFKCoqKrPt999/DwA4e/Ysxo0bZzL/wIEDxmAwp1+/fli9ejVWrlyJmzdvolatWujRowdeeOEFdOzYsXIvxAGdP38egwYNgqZpGDZsGD766CNlftu2bdG2bVsAwOXLl9GyZUtMmDABa9euBQDs3LkTCxYswLBhw9CkSROkpqZi48aN+OGHH7Bw4UI0aNDAuKykpCQ0adJEeb45x48fx+jRozF69Gg0a9YMOTk52LZtG2JjYzFlypQ78vd0OxEREUhKSrrtTe8t0a1bN3zzzTd49913cePGDXh7eyM8PBzvvfdepY/l2S1b77IQ2UJpXUklZ4yV9jV37lxj25KrxidMmGCclpCQIFFRUdKoUSNxd3eXmjVryr333iubN282WVdJV9Ds2bPLrPXcuXMyfPhwady4sXh4eIiXl5d06tRJVq9eLQaDwexz7vSuJKoc7jHQHctgMOD69etwc3MzjkfVq1cviIU3NWzcuLFJ206dOmHnzp0WPf+rr76Ct7c3pk+fXma7Jk2aWDySbW5uLjIzM5GdnW1ReyJzeFYS3bEuXrwIf39/3HvvvTZZ/4EDB/DPf/6zzK6+8lq9ejX8/f2xZMkSqy2T7jy85zPdkX766SdcuXIFAFCzZk3cc889Nq7IOi5evIiff/7Z+Lhnz56oUaOGDSsiR8RgICIiBbuSiIhIwWAgIiIFg4GIiBQMBiIiUjAYiIhIwWAgo9TUVMybNw+dO3dG7dq14enpaRyyIS4uztblWV3jxo2haZpN1q1pWqXG73GEdR88eBCaphnH5SLHwWAgAMD+/fvRrFkzxMTEICkpCd27d8fgwYPh6+uL9evXo2vXrpg+fToMBoOtSyU7MW/ePGiaVuY4T+SYOCQG4ejRo3jooYdQUFCA+fPnY/bs2cpFUYcPH8bo0aPx73//G66urli2bJkNq7We/fv3o6CgwNZlVLvExMRquegtPDwciYmJ0Ov1Vb4usi7uMdzhRAQTJkxAfn4+5s6di//7v/8z2Wjce++9+Oyzz+Dh4YHXX38dR44csVG11nXXXXchNDTU1mVUu9DQUNx1111Vvh4vLy+EhoYahyQnB2LDAfzIDnzyyScCQBo2bHjbe0/PmDFDAMjw4cOV6T179hQA8ttvv8m2bdskIiJCvLy8pHbt2jJq1KgK3ed49+7dMmnSJAkNDRUfHx/x8vKStm3byssvvyy5ublK24yMDLnrrrsEgOzevdtkWRs2bBAA0qZNG+W5ISEhYu5f4NSpUzJmzBhp0qSJ6HQ6qVu3rrRr106efvppuXLlisWv4caNGzJ16lQJCAgQnU4nLVu2lOXLl4vBYBAApd4o6MiRIzJs2DBp0KCB1KhRQxo1aiSPPvqonD9/Xmk3bdo0ASCrVq0qtYaOHTsKAPn++++N08yt22AwyMaNG2XkyJHSvHlz8fLykpo1a0qXLl1k5cqVJjcrKnnvzH0dOHBARP4YqfbPo8+WKCgokDfeeEM6duwo3t7e4u3tLV26dJFVq1ZJYWGhSfuK/I3l5eXJypUrpXPnzuLn5yeenp4SEhIiAwYMkE2bNpX6npEIg+EO949//EMAyNNPP33btsePHxcAotfrlQ1FyT/tzJkzxdXVVXr16iXDhg2ToKAgASDNmzeX7OzsctVVv3598fX1la5du8qIESPkgQcekNq1awsA6dOnj8nGIy4uTlxdXaVevXry+++/G6cnJSWJXq8XDw8POXXqlPIcc8GQkJAgHh4eAkDatm0rI0aMkIEDB0qrVq2Ujd7tpKamSsuWLQWANGjQQEaMGCF9+/YVNzc3eeqpp0oNhpUrV4qLi4u4uLhIRESEDB8+XNq2bSsAxN/fX3766Sdj2yNHjggAuffee83WkJiYaAzEPzO37pycHAEgderUke7du8vIkSOlb9++4uXlZXbjPmPGDGnXrp0AkG7dusmECROMX4mJiSJSejAUFhbKQw89JADE19dXhgwZIoMHDxYfHx8BIEOHDjUJoor8jQ0bNkwAiI+Pjzz00EMyatQo6d69u+j1eunZs6fZ94yKMRjucN26dRMA8r///e+2bQsKCsTd3V0AyC+//GKcXvJP6+XlJd98841xelZWlnTt2lUAyH//+99y1bV9+3aTf/T09HQZOHCgAJB169aZPGfevHkCQAYOHCgiIkVFRdK9e3cBIMuXLzdpby4Yxo8fLwBk6dKlJu0TExMt3mN44oknBID0799fsrKyjNO//fZbqVmzptmNc0m4NWrUSBISEpR57777rgCQiIgIZXqzZs1E0zSTvQkRkRdeeEEAyOLFi5Xp5tZdUFAg27ZtM9lrvHr1qnTu3FkAyKFDh5R5Jfd8WLNmjdn3oLRgWLp0qQCQsLAwSUlJMU6/cuWK3H333QJA/vOf/yjPKe/f2Llz54yv8/r168qycnJylGWQKQbDHS40NFQAyN69ey1qX79+fQEgR44cMU4r+ad9/vnnTdp//PHHpXYnVMTZs2cFgDz88MMm8woLCyUyMlIAyMqVK2XBggUCQPr162f2hjbmguHBBx8UAHLixIkK15iZmSmenp7i4uKiBGiJf/3rX2Y3zoMHDxYAsmvXLrPLHTRokACQ48ePG6eVbJwXLVpk0r5p06aiaZpcuHBBmV5WN5Y5n3/+uQCQ6OhoZXpFgyE4OFgAyL59+0yes3PnTgEgzZo1U6aX92/s22+/FQAyZMgQy14kKXhWEllNv379TKa1aNECAJCcnFzu5Z09exZ79uzBL7/8gqysLBgMBuONcc6ePWvS3tXVFRs2bED79u3x7LPPorCwEHXq1MGaNWssvl6hU6dO+PTTTzF16lQsWLAA9957L9zcyvdvcuzYMeTk5CA8PNzsQd7Ro0fjlVdeUaYZDAbs378fXl5epd7DuXv37ti5cyfi4+PRoUMHAMCYMWMQExODjRs3Yvbs2ca2cXFxOHfuHHr27ImgoCCLaz9x4gQ+++wznD9/HtnZ2RARZGRkADD/npfXhQsXcOHCBfj7+5v9exk4cCBq1aqFX375BSkpKcqtUAHL/8ZCQ0Ph7e2NTz75BEuWLMGYMWPQsGHDStd/p2Aw3OHq1KkDALh27dpt2xYWFuLmzZsAgLp165rMDwwMNJnm4+MDAMjLyzNO2759O7Zv327StuR8eBHBs88+i9dff73Uu6mVbKz+qmnTpliwYAGefvppAMCqVavKtUGYOXMmDh8+jIMHD6J3796oWbMmIiMjMWDAAEycONGiUy9L7vMQEhJidr65i8uuX7+OzMxMALjtzeWvX79u/Ll58+bo0qULjh49ilOnTqFNmzYAgPfffx9AcXBYIj8/HxMnTsSmTZtKbVPae14et3tvNE1DSEgIbt26hcuXL5sEg6V/Y76+vnjnnXcwZcoUzJo1C7NmzUKLFi3Qu3dvjBs3Dt26dav0a3FmDIY7XLt27RAbG4uEhASMHTu2zLY//PAD8vPzodfr0aRJE5P5lt54/cSJE1i3bp3J9JJg+PDDD/Haa68hKCgIr7/+OiIjI+Hv748aNWogPz8fOp2u1MAwGAz4+OOPjY8TEhIwYsQIi+oCijcoX375JWJjY7Fr1y4cPHgQX375JT7//HMsWrQIX3/9NZo3b27x8ixVcuFgzZo18cgjj5TZNiwsTHk8duxYHD16FBs3bsSiRYtQWFiIzZs3Q6fTYdiwYRat/7XXXsOmTZvQpk0bvPrqq+jYsSNq166NGjVq4MyZM7j77rstvuVpZZW1d2fp3xhQvGfWt29f7NixA5999hkOHTqEt956C2+99Raio6Od5nqcKmHLfiyyvd27dwsAadSo0W1PV505c+ZtT1f9q99++00AlOsskBEjRpR66mnJmTal9ZEvXLhQAEivXr0kMDBQXFxcSj2TqLTTVf/q999/l9GjR5t97eYcPHhQAEh4eLjZ+d9//73JaygoKBAPDw/x9fU1ezykLCkpKeLq6iohISFiMBiMpyAPHTrUbHtz7194eLgAkB9++MGk/aeffmr2d1iRYwznz583nmFVmpKzz5KTk43TrPE3ZjAY5NNPPxVfX99SXysV4wVud7gHH3wQoaGhuHz5MhYvXlxqu59//hkrVqyApmmIjo6u0ppKuqvMdRts3ry51OcdO3YMc+fOhZ+fH95//32sXbsWIoLx48fj1q1bFa6nXr16mDdvHoDivabb6dSpEzw9PXHs2DGcO3fOZP4HH3xgMs3NzQ29evVCeno69u/fX6766tevj759++L8+fOIjY0tdzcSULH3vKTLq7Cw0OL1BAcHIzg4GNeuXTP7Oj/55BPcvHkTzZo1M+lGqixN09C/f38MGDAAAPDjjz9adfnOhMFwh3NxccH69evh7u6OuXPnYuHChSb/6N988w3uv/9+5OTkYPr06VV+f+SSg4lvv/220n3x9ddfl3qT+5ycHIwdOxYFBQV4++230bBhQ9x3332YPn06Ll68iCeffNKida9evRq//fabyfQ9e/YAgEUHcmvWrIlx48ahqKgI06ZNQ05OjnFeQkICVqxYYfZ5zz//PFxcXDBp0iQcPHjQZH5mZibee+89ZXklSroB3377bezYsQN6vR4DBw68ba0lSt7z1atXK9M//vhjrF+/3uxzSo7d/Pke05aYNm0aACA6Olo5tpWSkoKZM2cCgPEYUUV999132Lp1K/Lz85Xpqamp+PbbbwFY9ru8Y9l6l4Xsw+eff27cha9bt64MGjRIRo4cabyICYBMmzbN5MIjEet3Jf3888/i7e0tAKRVq1bGC5M0TZNnn33WbFfIk08+KQBk0qRJyvTc3Fxp06aN2Ws1zHUllbzeVq1aySOPPKK8Bx4eHnL48GGLXsONGzeM5+QHBATIyJEjpV+/fuLm5iZTp04ttTvszTffFFdXVwEgrVu3locfflhGjhwpERERotPpBIDcvHnT5HkZGRnGi9EAyKOPPlpqbebWfejQIeN6O3XqJKNHjzZev1Dynv/1d3j58mXx8PAQV1dX6d+/v0yePFkeffRROX36tIiUfYFbyWnBer1ehg4dKkOGDDFe4DZkyJBSL3Cz9G9s27ZtxuXfd999MmbMGBkwYIBxHVFRUaW+P8TrGOhPrl+/Li+++KJ06NBBfH19RafTSXBwsIwbN67MC4KsHQwixccSoqKipF69euLl5SUdOnSQt99+W0RMN2wlfepNmzaVjIwMk2WdPHlSdDqd+Pr6KjWaC4adO3fK5MmTJSwsTGrVqiVeXl7SokULeeyxx4wbPEtdv35dnnzySWnQoIHodDoJDQ2VpUuX3nZIjO+++04mTJggISEh4u7uLrVq1ZKwsDCZPHmy7N69u9RjECXHQQDIl19+WWpdpa07Li5O+vTpI7Vr1xYfHx/p2rWrbNmypczf4b59+6Rbt27Gi/YAy4fE+Pe//y0dOnQQLy8v8fLyks6dO8vKlStvOyTGX5mrLzk5WRYsWCB9+vSRwMBAcXd3l/r160u3bt3kvffeu+3xtDudJlJNpxoQEZFD4DEGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJSMBiIiEjBYCAiIgWDgYiIFAwGIiJS/D/q4Y4pXuK03wAAAABJRU5ErkJggg==", "text/plain": [ "<Figure size 400x600 with 1 Axes>" ] @@ -1183,23 +1141,28 @@ } ], "source": [ - "cdfplot = cdf_with_thresholds(\n", - " data_without_unknowns, \"SNR\", \"Orientations\", \n", - " hue_order=['< 2.5°', '[2.5, 5]°', '> 5°']\n", - " )\n", - "plt.xlabel(\"SNR (dB)\")\n", - "plt.show()\n", - "cdfplot.get_figure().savefig(os.path.join(output_img, \"SNR_orientations.pdf\"))\n", + "# cdfplot = cdf_with_thresholds(\n", + "# data_without_unknowns, \"SNR\", \"Orientations\", \n", + "# hue_order=['< 2.5°', '[2.5, 5]°', '> 5°']\n", + "# )\n", + "# plt.xlabel(\"SNR (dB)\")\n", + "# plt.show()\n", + "# cdfplot.get_figure().savefig(os.path.join(output_img, \"SNR_orientations.pdf\"))\n", "\n", - "fig = plt.figure(figsize=(4,6))\n", + "fig, ax = plt.subplots(figsize=(4,6))\n", "sns.boxplot(\n", " data=data_without_unknowns, \n", " y=\"SNR\", fill=False,\n", " x=\"Orientations\", hue=\"Orientations\",\n", " hue_order=['< 2.5°', '[2.5, 5]°', '> 5°'],\n", - " order=['< 2.5°', '[2.5, 5]°', '> 5°']\n", + " order=['< 2.5°', '[2.5, 5]°', '> 5°'],\n", + " ax=ax,\n", + " palette=[\"xkcd:light orange\", \"xkcd:orange\", \"xkcd:dark orange\"],\n", ")\n", - "plt.ylabel(\"SNR (dB)\")\n", + "ax.set_ylabel(\"SNR (dB)\", fontsize=15)\n", + "ax.set_xlabel(\"On-axis deviations\", fontsize=15)\n", + "ax.tick_params(which=\"both\", labelsize=12)\n", + "plt.ylim((9, 33))\n", "fig.tight_layout()\n", "plt.show()\n", "fig.savefig(os.path.join(output_img, \"SNR_orientations_box.pdf\"))\n" @@ -1207,30 +1170,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 35, "id": "8526d1c7", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Kruskal-Wallis test: statistic=0.51, pvalue=0.78\n" - ] - }, { "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 400x600 with 1 Axes>" ] @@ -1240,22 +1186,27 @@ } ], "source": [ - "cdfplot = cdf_with_thresholds(\n", - " data_without_unknowns, \"mean_f\", \"Orientations\", \n", - " hue_order=['< 2.5°', '[2.5, 5]°', '> 5°'])\n", - "plt.xlabel(\"Mean frequency (kHz)\")\n", - "plt.show()\n", - "cdfplot.get_figure().savefig(os.path.join(output_img, \"mean-freq_orientations.pdf\"))\n", + "# cdfplot = cdf_with_thresholds(\n", + "# data_without_unknowns, \"mean_f\", \"Orientations\", \n", + "# hue_order=['< 2.5°', '[2.5, 5]°', '> 5°'])\n", + "# plt.xlabel(\"Mean frequency (kHz)\")\n", + "# plt.show()\n", + "# cdfplot.get_figure().savefig(os.path.join(output_img, \"mean-freq_orientations.pdf\"))\n", "\n", - "fig = plt.figure(figsize=(4,6))\n", + "fig, ax = plt.subplots(figsize=(4,6))\n", "sns.boxplot(\n", " data=data_without_unknowns, \n", " y=\"mean_f\", fill=False,\n", " x=\"Orientations\", hue=\"Orientations\",\n", " hue_order=['< 2.5°', '[2.5, 5]°', '> 5°'],\n", - " order=['< 2.5°', '[2.5, 5]°', '> 5°']\n", + " order=['< 2.5°', '[2.5, 5]°', '> 5°'],\n", + " ax=ax,\n", + " palette=[\"xkcd:light orange\", \"xkcd:orange\", \"xkcd:dark orange\"],\n", ")\n", - "plt.ylabel(\"Mean frequency (kHz)\")\n", + "ax.set_ylabel(\"Mean frequency (kHz)\", fontsize=15)\n", + "ax.set_xlabel(\"On-axis deviations\", fontsize=15)\n", + "ax.tick_params(which=\"both\", labelsize=12)\n", + "plt.ylim((6, 23))\n", "fig.tight_layout()\n", "plt.show()\n", "fig.savefig(os.path.join(output_img, \"mean-freq_orientations_box.pdf\"))" -- GitLab