{ "cells": [ { "cell_type": "code", "execution_count": 6, "id": "df2f6f71", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import sys\n", "import os\n", "\n", "\n", "# Add project root to path\n", "sys.path.insert(0, os.path.abspath(os.path.join(os.getcwd(), '..')))\n", "\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import weibull_min\n", "import numpy as np\n", "from etc.tools.read_raw_data import load_data, RC_PREFIX, DP_PREFIX\n", "\n", "DATA_PATH = os.path.abspath(os.path.join(os.getcwd(), '..', 'data'))\n", "STATISTIC_ROOT_NOISE = os.path.join(DATA_PATH, 'noise_statistics')\n", "STATISTIC_ROOT_RAIN = os.path.join(DATA_PATH, 'rain_statistics')\n" ] }, { "cell_type": "code", "execution_count": null, "id": "0dc841fb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checksum do arquivo inválido\n", "Checksum do arquivo inválido\n" ] } ], "source": [ "# get a sample of data\n", "\n", "AD_EXAMPLE = 1\n", "BURST_EXAMPLE = 1\n", "ABERTURA_EXAMPLE = 14\n", "VOLTA_EXAMPLE = 2\n", "\n", "_data_rc = load_data(RC_PREFIX, ad_num=AD_EXAMPLE, burst_num=BURST_EXAMPLE, feixe_num=0, abertura_num=ABERTURA_EXAMPLE, volta_num=VOLTA_EXAMPLE)\n", "_data_rc = np.squeeze(_data_rc)\n", "\n", "_data_dp = load_data(DP_PREFIX, ad_num=AD_EXAMPLE, burst_num=BURST_EXAMPLE, feixe_num=0, abertura_num=ABERTURA_EXAMPLE, volta_num=VOLTA_EXAMPLE)\n", "_data_dp = np.squeeze(_data_dp)\n", "\n", "_noise_data_dp = _data_dp[5000:6000,:]\n", "\n", "# values of _noise_data_dp should be greater than 0, take only values greater than 0\n", "_noise_data_dp = _noise_data_dp[np.abs(_noise_data_dp) > 0]\n", "\n", "_mean__noise_dp = np.abs(_noise_data_dp).mean()\n", "\n", "factor_quartile_99 = 3.424\n", "factor_quantile_pfa_1e_6 = 4.194\n", "\n", "_data_dp_threshold = _mean__noise_dp * factor_quantile_pfa_1e_6\n", "\n", "_dp_above_noise_idx = np.where(np.abs(_data_dp).mean(axis=1) > _data_dp_threshold)[0]\n", "\n", "# plot dp mean and threshold to check if the threshold is correct, save the figure\n", "# fig = go.Figure()\n", "# fig.add_trace(go.Scatter(y=np.abs(_data_dp).mean(axis=1), name='Mean DP Power'))\n", "# fig.add_trace(go.Scatter(y=[_data_dp_threshold]*len(_data_dp), name='Threshold', line=dict(dash='dash')))\n", "# fig.update_layout(title=f'Mean DP Power and Threshold for ad{ad} burst{burst} abertura{abertura} volta{volta}', autosize=True)\n", "# # plot dots on _dp_above_noise_idx\n", "# fig.add_trace(go.Scatter(x=_dp_above_noise_idx, y=np.abs(_data_dp).mean(axis=1)[_dp_above_noise_idx], mode='markers', name='Above Threshold', marker=dict(color='red', size=5))) \n", "# fig.show()\n", "\n", "_dp_above_noise_idx = _dp_above_noise_idx[_dp_above_noise_idx >2250] # remove the first 1500 samples to avoid noise\n", "\n", "_rain_data = _data_rc[_dp_above_noise_idx,:]\n", "\n", "# get rain data above zero\n", "_rain_data = _rain_data[np.abs(_rain_data) > 0]" ] }, { "cell_type": "code", "execution_count": 11, "id": "04eb8940", "metadata": {}, "outputs": [], "source": [ "def set_plot_style():\n", " sns.set_style(\"whitegrid\")\n", " sns.set_context(\"paper\", font_scale=1.25)\n", "\n", "set_plot_style()\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "d32df999", "metadata": {}, "outputs": [ { "data": { "image/png": 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7ZM6cOapTp45uvvlmf6cC+NTq1au1cuVKzZgxQxdeeKG/0wk4bdq00Ztvvqns7Gxt2bJF06dPV3h4uIYMGeLv1AJGfn6+nnrqKd1///0lXqaPPwT7Z6UvOJ1OSWfPIH/mmWckSV27dlWVKlX06KOPatKkSUH1BaYvrVu3ThdccIG6du3q71R8iuLT/8TGxiorK6vY9oyMDMXFxZW5X0FBgfLz84t8o5qZmSmbzVbmvoGgov0uSb169dShQwft2bPHW+kFlGB/rr0lGJ/nzMxM3XvvvapZs6Zmz55d5nXZleV5dqfPJQnG51mS6xKCdu3aKTExUYMGDdKmTZtK/Pa78LnMyspS3bp1XdszMzOLPB7o3OlzSaKiotSzZ0+9//77VqbpFUeOHNHChQv14osvuj67Ctcyy83NVU5OjqKjo4vtV1ne1whdmzdv1tSpU/XnP/9ZN910k7/TCUgxMTFKTEyUdPYPYIfDoRkzZmjw4MGV+gsIdyxatEhhYWHq37+/67PObrfL6XQqMzNT1apVC5q73PpaMH1W+krhZ2eXLl2KbC+8e9u+ffsoPpUgJydHn3zyiYYMGRJyv5tY8+l/mjRpUmyNo6ysLB0/frzM6+oLH/vpp5+KbD9w4IAuuuiigD+Nv6L9DkXB/lyHqry8PI0ZM0ZZWVl65ZVXVKNGjTLjK8Pz7G6fK6uEhARVrVpVhw4dKvHxwuf6/N+BBw4cUNWqVYNywlRen4PdL7/8IrvdrtGjR6tTp07q1KmTxo4dK0m64447XJfcnK8yvK8Runbu3KkJEyboxhtv1IQJE/ydTtBo1aqVsrOzdfLkSX+nEjAOHDiggwcPqmvXrq7foevXr9f+/fvVqVMnrV692t8pIohcfPHFZRYr8/PzfZhN8Ni0aZPy8vI0cOBAf6fic5z59D89evTQ3Llzi6yBtHHjRoWFhalbt26l7te+fXvFxMTovffec337XLiAWI8ePXySuycq2u+SpKen65tvvtGgQYOsSNXvgv259pZgep7PnDmjiRMn6sCBA1qyZIni4+PL3SfYn+eK9LkkwfQ8l2bXrl2y2+2lLr598cUXq1GjRtq4caP69Onj2r5hwwZ17do1KL/9La/PJcnNzdWnn37qOmMgkLVs2VKvv/56kW3ff/+9nn76aU2bNq3UPgT7+xqh68cff9SYMWN0+eWXa9q0af5OJ6h88803iomJUa1atfydSsC49957i505N2/ePP300096+umn1ahRI/8kFgSC6bPSVyIiItStWzd98cUXRbZv27ZN0tkCMIpbv369LrnkErVt29bfqfgcxaf/GTZsmBYvXqyUlBSNGTNG6enpevbZZzVs2LAif7wlJyfr119/1aZNmyRJkZGRGjNmjGbPnq3atWurefPmWrZsmU6dOqVRo0b5qzumVbTf69ev1yeffKKePXuqXr16Onz4sObNm6fw8PBSv3kOJKdPn9bmzZslnb2MIzs727XwYufOnVW7du1K91xXpM/B/jxPmzZNn3zyiaZMmaLs7Gzt3LnT9dhll12miIiISvc8V6TPwf48S9K4cePUunVrJSQkqFq1avrvf/+rBQsWKCEhwVVYeuSRR7R27Vp99913rv3uv/9+PfTQQ7rkkkvUpUsXbdiwQbt379Ybb7zhr66YVpE+f/3113rllVfUt29f1a9fX8eOHdOrr76q48ePa9asWf7sjimxsbHFTu8v1KpVK9dEt7K9r4ONmc+bH3/8UT/++KNrn71792rjxo2qXr26evbs6Ze8fa28cTIMQ6NGjVJkZKSSk5P17bffuvaNiYlRs2bN/JK3r5U3TseOHdM//vEPXXfddapfv76rSLBq1So98MADqlIldP7cKW+smjZtqqZNmxbZ56233lJ6enqpv1sro/LG6cCBA0H9WektZn6Xjxs3TsOGDdODDz6om266SQcPHtTMmTM1cOBAXXLJJf5M36fMjJUknTx5Ul988YXuvfdev+XqT6Hz27gccXFxWrRokZ544gmlpKQoOjpat9xyiyZNmlQkzul0yuFwFNl27733yjAMLVy4UCdPnlTLli21YMGCoLhko6L9btCggY4dO6annnpKWVlZqlGjhi6//HKNHz8+KPr922+/FTt1vfDn119/XV26dKl0z3VF+hzsz/PWrVslSTNmzCj22EcffaQGDRpUuue5In0O9udZOrvQ7IYNGzRv3jwZhqH69etryJAhGjVqlOsMppKe6wEDBuj06dOaP3++5s2bp8aNGys1NTUo7mRTkT7XrVtXdrtd//rXv3Tq1ClVr15d7dq107Rp09SmTRt/dcXrKtv7OtiY+bx57733lJqa6np87dq1Wrt2rerXr6+PP/7Yp/n6S3njJJ29cYQk3XnnnUXiOnfurMWLF1ufZAAob5yaNm2q2NhYvfTSSzp+/Lhq1KihJk2aKDU1tchZraHAzHsP5Y/ThRdeGBKfleUx83pq3bq15s+fr3/84x+67777FBcXp6FDhxb7W7KyM/vee++993TmzJmQvOROkmyGYRj+TgIAAAAAAACVEwuOAwAAAAAAwDIUnwAAAAAAAGAZik8AAAAAAACwDMUnAAAAAAAAWIbiEwAAAAAAACxD8QkAAAAAAACWofgEAAAAAAAAy1TxdwIAACC0HDx4UAsWLNCuXbu0b98+NWnSROvXr3e7nSlTpuitt94q8bEHH3xQo0eP9jRVAAAAeAFnPgFwW0JCgmbPnu3vNCqV2bNnKyEhwd9pAD6xb98+bd68WQ0bNlTTpk0r3M6f//xnrVixosh/ycnJkqQePXp4K10AsNzu3bs1bNgwJSUlKSEhQd9//71Pj9+7d29NmTLFp8es7NasWaOEhAT98ssv/k4FCAic+QRUYmvWrNHDDz/s+jk8PFx16tRRt27dNGnSJMXHx/sxuz+cf/ZCVFSUateurVatWql///7q27evwsIqVitft26dfvvtN915551eyfW3337TlVdeqeuvv17/+Mc/SozJzs7WFVdcoR49eig1NdUrxwUqk969e6tPnz6Szr7/v/322wq1c8kll+iSSy4psm3mzJlq1qyZWrRo4XGeAIJP4dznzTffVGJior/TMcVut2vixImKiIjQww8/rGrVqumiiy4qMfarr77SHXfc4fo5LCxMNWvWVKdOnTRhwgSPCvreNHv27CJzoGrVqqlWrVpq0aKF+vbtq4EDByoiIqJCbW/evFm7d+/W/fff75Vc7Xa7unfvriZNmmjZsmUlxhiGoV69eql27dqlnnELoGwUn4AQMH78eDVo0EAFBQXauXOn3nrrLX3zzTdav369IiMj3W5v9+7dCg8P92qOERERmj59uiQpPz9fR44c0SeffKLx48erc+fOmjNnjmJiYtxud/369dq3b5/Xik916tTRFVdcoY8++kinT59W9erVi8Vs2rRJ+fn5uuGGG7xyTKCyMVNMNgxDCxcu1MqVK3XkyBHFx8dr5MiRZb6X09PT9fXXX2vChAlezBYArHXo0CEdOXJE06dP15AhQ0ztM3LkSCUmJurMmTP64YcftHz5cn311Vdav3696tat63YOGzdulM1mc3u/8jz++OOKiopSQUGB0tPT9fnnn+uRRx7RokWL9PLLL+tPf/qT221u3rxZS5Ys8VrxqWrVqrruuuu0YsUKHTlyRPXr1y8W85///EdHjx712nwSCEUUn4AQ0KNHD9e3f0OGDFGtWrU0f/58ffTRR7r++uvdbq8iBavyVKlSRYMGDSqybdKkSZo3b55mzpypRx99VM8//7zXj1sRAwcO1GeffaaPP/5Y/fv3L/b4+vXrVaNGDfXq1cv3yQGVxJNPPqlVq1Zp7Nixatu2rbZv365//OMfioyM1PDhw0vcZ/369XI6nSW+LwEgUJ08eVKSVKNGDdP7dOzYUdddd53r58aNG+vxxx/X2rVrde+997qdQ0XPQirPtddeq9q1a7t+HjdunN555x1NnjxZEyZM0MqVKy05rrsGDhyo5cuX69133y1xvcD169crLCysQvNmAGex5hMQgjp27ChJOnz4sGtbQUGBZs2apcGDB6tDhw5KSkrSiBEj9OWXXxbb//w1nwrXKzp48KCmTJmijh07qkOHDnr44Yd1+vRpj3IdPXq0unfvro0bN+qnn35ybf/www9dj7Vu3Vp9+vTRiy++KIfD4YoZOXKkPv30Ux05ckQJCQlKSEhQ79693e7v+fr27auoqCitW7eu2GO//fabvvjiC1177bWKiIjQ119/rfHjx6tXr15q3bq1evbsqaeeekp5eXllHuOXX35RQkKC1qxZU+yxktbcSk9P18MPP6wrrrhCrVu3Vv/+/fXmm2+W2xcgEB06dEhvvPGGHnnkEd1333264oorNG7cON1555168cUX5XQ6S9xv/fr1ateunS6++GIfZwwg2Hz33Xe655571L59e7Vr107JycnauXNnsbj//ve/uv3229WmTRv16NFDL730klavXm16LZ8vvvhCI0aMUFJSkjp27Kj77rtP+/fvdz0+ZcoU3X777ZKkCRMmKCEhQSNHjnS7PyXN7SRpwf9v796DoirfAI5/t9WIFeVSSo5EouhEXhEVAUslxQxhhImLoE4G3URTEY2y7OZl0DQjTfCaiNKKSHIxNoWmBMrS1EpNLdMUlVLkJhgI+/uD2fNjZVEUNM3nM8Mfe/bsOedd/uDheZ/3edesITg4GFdXV3r37o2/vz9ZWVkNPn91zydDv6K9e/eyYMECBg0aRN++fYmIiFCSZTfL19eXgIAADhw4QF5ennK8KTFTdHQ0GzduBFBiu/o9M5s63qu5uLjQqVMnk7FddXU1Op0OV1dXbG1t+fXXX4mOjuapp56iV69eeHh48Prrr3Px4sXr3qexvqmmem6VlpYyb948hgwZQs+ePRkxYgQrV65s9G+gEHc6qXwS4h5UUFAAQLt27ZRj5eXlJCcnM3r0aAICArh06RJbtmwhPDyc5ORknJycrnvdadOmYWdnR2RkJIcOHSI5ORkbGxtmzpzZrOf19fUlNzeX/Px8HBwcAEhNTUWj0TBx4kQ0Gg3fffcdsbGxlJeX89prrwHw8ssvU1ZWxrlz55TeV23atGn2eDUaDZ6enuh0OoqLi7GyslLe2759OzU1Nfj4+AB1ZeyXL19m7NixWFlZ8dNPP5GYmMi5c+eIjY1t1vdicP78eQIDA1GpVISGhmJjY8M333zD7NmzKS8vlxJxcdfJz88HwMvLiytXrijH3d3dWbVqFWfPnm2wLOL333/n0KFDvPXWW7f1WYUQd59jx44RGhpKmzZtCA8Pp1WrVmi1WsaPH09iYiJ9+vQB6iZ2DJsYvPjii2g0GpKTk5tcJZSfn88LL7yAnZ0dkydP5vLlyyQmJjJ27Fi2bt2KnZ0dQUFB2NraEhcXpyyle+ihh254TKZiO4CEhAQ8PT3x8fGhurqazMxMpk6dSnx8fJMqtOfOnUu7du2YPHkyBQUFrF+/nvfee6/Z1ei+vr5otVpyc3Px8PAAmhYzBQUF8ddff5GXl8fChQsbXPdmx6tSqfDx8SEuLo5jx47RrVs35b1du3ZRXFysxHb5+fmcOnUKf39/2rdvz7Fjx9i8eTO//fYbmzdvbpHli5WVlYwbN47CwkKCg4Pp2LEj+/btY8mSJfz999/Mnj272fcQ4naT5JMQ94Dy8nKKioqoqqriwIEDLFu2jPvvv59hw4Yp51haWpKTk2MUUAUGBjJq1Cg2bNjA/Pnzr3sfJycno/OKi4vZsmVLs5NP3bt3B+qqIQwWL17MAw88oLweO3Ysc+bMISkpienTp3P//ffj4eFBQkICpaWlDZb0NXe8vr6+ZGRkoNPpCAoKUo5nZGRga2vLwIEDAYiKijJ6zqCgIB599FGWLFnCmTNnGm0oeiM+/PBDampqSE9Px9raWvk+IiMjWbZsGcHBwUbPIMSd7uLFi+j1egYNGmTyfVPJp/T0dFq1aiVLIoQQ17V06VKqq6tJSkpSKiXHjBnD008/zaJFi0hMTARg1apVlJSUkJqaqkxK+fv7M3LkyCbdZ+HChVhaWqLVapWJquHDh+Pn58fHH39MTEwMzs7OVFVVERcX12Ap3bVcunSJoqIipefT/PnzUalUeHl5GZ2n0+mMYoDQ0FD8/f1Zt25dk5JPVlZWrF27Vkmo1NbWsmHDBsrKym5omeDVDLFd/UqtpsRMzs7OdO7cmby8vAaxHTRvvIbkU3p6OpGRkcpxQ49Uw+89JCSE559/3uizffv2JTIykr179ypVaM2xbt06Tp06RWpqKp07dwYgODiYDh06sGbNGp5//vmb6pclxL9Jlt0JcQ947rnncHNzY8iQIbz66quYm5uzYsUKHn74YeUctVqtJGJqa2spLi7mypUr9OzZk0OHDjXpPsHBwUav+/fvT3FxMeXl5c16fo1GA9QFWgb1AwtDcq1///5UVlZy/Pjx616zueP18PDAxsaGjIwM5dipU6fYv38/3t7eSkPl+s9ZUVFBUVERzs7O6PX6Jn+v16LX6/nyyy/x9PREr9dTVFSk/AwePJiysjIOHjzY7PsIcTtZWlqiUqlISkpiy5YtDX5M7WSXmZmJm5ubUW8RIYS4Wk1NDXl5eQwfPtxoiW6HDh0YPXo0e/fuVeKWXbt20bdvX6NqaCsrK6UC5lr++usvDh8+jJ+fn1GF9GOPPYa7uztff/11s8bxxhtv4ObmxhNPPEF4eDhlZWUsXLiQ3r17G51XPw4pKSmhrKwMFxeXJscghspqg/79+1NTU6NUWt2s68V2NxszNWe8jo6OPP7442RmZho9R05ODkOHDlU2vql/j3/++YeioiKlWq6lYq6srCxcXFxo166dUWzn7u5OTU0NP/zwQ4vcR4jbSSqfhLgHzJkzBwcHB8rKykhJSeGHH34wWTKemprK2rVr+eOPP6iurlaO29nZNek+V1fxGEq/S0pKbmqnOoOKigrg/0vmoK5kfunSpXz33XcNkltlZWVNum5zxmuosNi0aROFhYXY2toqiaj6u9ydOXOG2NhYcnJyKCkpMbpGc5NyUNektLS0FK1Wi1arbfQcIe4mbm5uQF31pKFP27UcOHCAP//8k4iIiFv9aEKIu1xRURGVlZXKMv76unbtSm1tLWfPnqVbt24UFBTQt2/fBufZ29tf9z5nzpwBaPQ+ubm5VFRUKEmYGxUREUH//v2pqKhgx44dZGZmmtxJ9KuvvmLFihUcPnyYqqoq5XhTl4Y1FtuVlpbe1HMbmIrtWiJmau54fXx8iImJ4ccff6Rfv37s3LmTyspKo9iuuLiYZcuWsX37di5cuGD0+abGoNdz8uRJjhw5ovw9vJrEduJuJMknIe4BvXv3Vna7Gz58OCEhIcyYMYOsrCzlj/62bduIjo5m+PDhhIWF8eCDD6JWq4mPj2/QvLIxjW2frtfrm/X8R48eBf4f7JWWljJu3DgsLCx49dVXsbe3x8zMjIMHD/LBBx80qRFjS4zX19eXxMREMjIyCAsLIzMzE0dHR2WGtKamhokTJ1JSUkJ4eDhdunRBo9FQWFhIdHT0NZ+zsSCpfkN1QLmGr68vfn5+Jj9TvxGnEHeCyspKZda/oKCA8vJypSHswIEDcXBwIDQ0lFmzZhEWFkafPn2orq7mxIkT7N69m08++cToeunp6TzwwAOMGDHito9FCCH+Dd27d8fd3R2oi+0qKyt56623cHFxUZZj7dmzh1deeYUBAwbw9ttv0759e1q3bk1KSopR5fa13K7Yrjkxk0FLjNfb25tFixaRkZFBv379yMjIwNLSkieffFI5Z9q0aezbt4+wsDCcnJzQaDTU1tYSHh5+09+LqfjOw8OD8PBwk+cbluIJcTeR5JMQ9xi1Wk1kZCQTJkxg48aNynayOp2ORx55hGXLlhklPlqqKXZzpKWloVKplIaU33//vTLrNGDAAOU8U7vONJbEaYnx9unTB3t7ezIyMvDw8ODYsWNMnz5def/o0aOcOHGCmJgYxowZoxyvv7NLYywtLYGGM4uGmVQDGxsb2rRpQ21trRKECnGnu3DhAlOnTjU6ZnidkJCAq6srb775Jg4ODmi1WpYvX06bNm1wcHBo0A+lpqaGrKwshg0bZjSDLoQQptjY2GBubm60g67B8ePHue+++5TkTadOnTh58mSD8+r3oGyMoWKosftYW1vfdNWTKVFRUezcuZMVK1bw3nvvAXWxjpmZGWvWrDGqeE9JSWmx+96stLQ0AJ544gngxmKma8V2zR2vra0trq6uZGVlMWnSJPLz8/Hz81OuV1JSwrfffsuUKVOYPHmy8rkTJ0406fqWlpYNYruqqir+/vtvo2P29vZUVFRIbCf+U6TnkxD3IMP2s+vXr+eff/4B6pJSYDyTdeDAAZPbDt9OK1euJDc3l2eeeUaZ5THMwtV/1qqqKjZt2tTg8+bm5iZLoFtqvD4+Phw6dIjY2FhUKhWjR49W3jP1nHq9noSEhOte18LCAmtra/bs2WN0/OoxqtVqRo4ciU6nU2YR65OybHEnsrOz48iRIyZ/XF1dgbp/LsaNG0d6ejq//PILu3fv5rPPPmuwe6NarSY3N7fZOy8JIe4NarUaDw8PsrOzjSatzp8/T0ZGBi4uLkqrgMGDB7N//34OHz6snFdcXEx6evp179OhQwecnJz4/PPPjZINR48eJS8vjyFDhrTgqOqSFV5eXqSmpiqJDLVajUqlMqqqOX36NNnZ2S167xuVnp5OcnIyzs7OyrKyG4mZzM3NgYYTdC01Xh8fHy5cuMCcOXOorq426vFliB+vtn79+iZd+5FHHmkQ223evLlB5dOoUaPYt28fu3btanCN0tJSo51ghbhbSOWTEPeosLAwpk6dytatWxk7dixDhw7lyy+/JCIigqFDh3L69Gk+++wzHB0dlXX5t9KVK1fYtm0bUJdIKigoICcnR/ln1DCLB+Ds7IylpSXR0dGMHz8elUrFtm3bTJY69+jRg+3bt7NgwQJ69eqFRqPB09Ozxcbr6+vL8uXLyc7Opl+/fkb9orp06YK9vT0xMTEUFhZiYWGBTqdrcp+EgIAAVq5cyezZs+nZsyd79uwxOYM6Y8YMdu/eTWBgIAEBATg6OlJSUsLBgwf59ttv+f7775s8HiGEEOK/ICUlxeQ/7hMmTGDatGnk5+cTEhJCSEgIarUarVZLVVWV0Q694eHhpKWlMXHiRMaNG4dGoyE5OZmOHTtSXFx83T5Cs2bN4oUXXiAoKIhnn32Wy5cvk5iYSNu2bY2qZlpKWFgYX3zxBevXrycqKoohQ4awbt06wsPDGT16NBcuXGDTpk3Y29tz5MiRFr+/KTqdDo1GQ3V1NYWFheTm5vLjjz/y2GOP8dFHHynn3UjM1KNHDwDmzp3L4MGDUavVeHt7t9h4R44cybvvvkt2djYdO3Y0qrK3sLBgwIABrF69murqamxtbcnLyzNZfW9KQEAAb7/9NlOmTMHd3Z1ff/2V3NxcZbdig7CwMHJycnj55Zfx8/OjR48eVFZWcvToUXQ6HdnZ2bLBhrjrSPJJiHuUl5cX9vb2rF27lsDAQPz9/Tl//jxarZbc3FwcHR1ZtGgRWVlZtyV5UVVVxaxZs4C6GS0bGxt69uxJREQEI0aMMOo5YG1tTVxcHDExMSxdupR27drh6+uLm5sbYWFhRtcNCQnh8OHDbN26lU8//ZROnTrh6enZYuPt3LkzvXr14ueff26w+03r1q2Ji4tj7ty5xMfHY2ZmxogRIwgNDTW5PfDVIiIiKCoqQqfT8cUXX/Dkk0+yevXqBs0nH3roIZKTk1m+fDk7duwgKSkJKysrHB0diYqKavJYhBBCiP+KpKQkk8f9/f3p1q0bGzduZPHixcTHx6PX6+nduzeLFi1Sdi0D6NixIwkJCcrfcRsbG0JDQzE3N2fu3LmYmZld8xnc3d1ZvXo1sbGxxMbG0qpVKwYMGMDMmTONdtprKb169WLgwIEkJSXx0ksv4ebmxrx581i1ahXz58/Hzs6OqKgoCgoKblvy6Z133gHAzMwMa2trnJycmD9/Pj4+PkZL424kZvLy8mL8+PFkZmaSlpaGXq/H29u7xcZrYWHBsGHDyMrKwtvbu0GScfHixbz//vts2rQJvV6Ph4cHq1atUpYQXktgYCCnT59my5Yt7Nq1CxcXF9atW9egqtfc3JwNGzYQHx9PVlYWn3/+ORYWFnTu3JkpU6bQtm3bJo9HiDuFSt/cbnFCCCGEEEIIcY+YN28eWq2Wffv2NboMSwghhDHp+SSEEEIIIYQQJly+fNno9cWLF0lLS8PFxUUST0IIcQNk2Z0QQgghhBBCmBAUFMTAgQPp2rUr58+fJyUlhfLyciZNmvRvP5oQQtxVZNmdEEIIIYQQQpiwZMkSdDod586dQ6VS8fjjjzN58mTc3d3/7UcTQoi7iiSfhBBCCCGEEEIIIcQtIz2fhBBCCCGEEEIIIcQtI8knIYQQQgghhBBCCHHLSPJJCCGEEEIIIYQQQtwyknwSQgghhBBCCCGEELeMJJ+EEEIIIYQQQgghxC0jySchhBBCCCGEEEIIcctI8kkIIYQQQgghhBBC3DKSfBJCCCGEEEIIIYQQt4wkn4QQQgghhBBCCCHELfM/RpqbBt7JGucAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot data and log-data\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "sns.histplot(np.abs(_rain_data), bins=50, ax=axes[0], stat=\"density\")\n", "axes[0].set_title('Rain Data Distribution')\n", "axes[0].set_xlabel('Rain Data Value')\n", "axes[0].set_ylabel('Frequency')\n", "\n", "sns.histplot(np.log(np.abs(_rain_data)), bins=50, ax=axes[1], stat=\"density\")\n", "axes[1].set_title('Log of Rain Data Distribution')\n", "axes[1].set_xlabel('Log of Rain Data Value')\n", "axes[1].set_ylabel('Frequency')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 56, "id": "69d7e5cc", "metadata": {}, "outputs": [], "source": [ "distribution_fit_noise = pd.read_csv(os.path.join(STATISTIC_ROOT_NOISE, 'distribution_fit_cvm_statistics.csv'))\n", "rayleigh_params_noise = pd.read_csv(os.path.join(STATISTIC_ROOT_NOISE, 'rayleigh_parameters.csv'))\n", "weibull_params_noise = pd.read_csv(os.path.join(STATISTIC_ROOT_NOISE, 'weibull_parameters.csv'))\n", "\n", "distribution_fit_rain = pd.read_csv(os.path.join(STATISTIC_ROOT_RAIN, 'distribution_fit_cvm_statistics.csv'))\n", "rayleigh_params_rain = pd.read_csv(os.path.join(STATISTIC_ROOT_RAIN, 'rayleigh_parameters.csv'))\n", "weibull_params_rain = pd.read_csv(os.path.join(STATISTIC_ROOT_RAIN, 'weibull_parameters.csv'))\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "3ad76695", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_weibull_shape(weibull_params, title='Weibull Shape Parameter Distribution'):\n", " plt.figure(figsize=(10, 6))\n", "\n", " sns.histplot(weibull_params['weibull_shape'], bins=20)\n", "\n", " plt.title(title)\n", " plt.xlabel('Weibull k Parameter')\n", " plt.ylabel('Frequency')\n", "\n", " max_weibull_shape = weibull_params['weibull_shape'].max()\n", " min_weibull_shape = weibull_params['weibull_shape'].min()\n", " plt.axvline(max_weibull_shape, color='r', linestyle='--', label=f'Max: {max_weibull_shape:.2f}')\n", " plt.axvline(min_weibull_shape, color='g', linestyle='--', label=f'Min: {min_weibull_shape:.2f}')\n", " plt.legend()\n", " plt.show()\n", "\n", "plot_weibull_shape(weibull_params_noise, title='Weibull Shape Parameter Distribution - Noise')\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "96edc5ee", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_weibull_shape(weibull_params_rain,title='Weibull Shape Parameter Distribution - Rain')" ] }, { "cell_type": "code", "execution_count": 59, "id": "c7140438", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_weibull_shape_comparison(weibull_params_noise, weibull_params_rain):\n", " plt.figure(figsize=(12, 6))\n", "\n", " sns.histplot(weibull_params_noise['weibull_shape'], bins=20, color='blue', label='Noise', alpha=0.5)\n", " sns.histplot(weibull_params_rain['weibull_shape'], bins=20, color='orange', label='Rain', alpha=0.5)\n", "\n", " plt.title('Weibull Shape Parameter Distribution Comparison')\n", " plt.xlabel('Weibull k Parameter')\n", " plt.ylabel('Frequency')\n", " plt.legend()\n", " plt.show()\n", "\n", "plot_weibull_shape_comparison(weibull_params_noise, weibull_params_rain)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "a8fbefd9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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gammaweibull_minlognormrayleigh
04.6320025.2866406.270220122.257277
17.5182017.9758639.153960124.499070
25.7273157.0428906.434200126.631044
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42.0064722.6955914.64572868.031478
584.52925810.1406113.988084167.374988
646.79730139.17423711.891710454.654236
7304.27660026.3427178.786113378.457252
838.77122032.32607112.489998399.561624
910703.45151226.1853328.401452412.162785
10305.49184729.3162119.010793384.718092
1124.85315822.6906247.785523293.026863
12162.19667516.1069756.149120302.797748
1312826.03942020.6175815.878036430.599377
1414158.14165918.1383998.836601451.715961
1511068.42635220.5560593.727104391.278508
167064.38407518.9905972.976717305.038716
1711447.00185514.3758325.280651304.060169
18109.2683656.5139252.725771144.626496
19123.7828136.9027974.521837182.616481
2022.4399174.9973518.695199150.140781
211438.0165376.2489102.492617138.491685
221799.1604145.6872214.422619166.569326
236.8315135.7978463.875975142.797623
\n", "
" ], "text/plain": [ " gamma weibull_min lognorm rayleigh\n", "0 4.632002 5.286640 6.270220 122.257277\n", "1 7.518201 7.975863 9.153960 124.499070\n", "2 5.727315 7.042890 6.434200 126.631044\n", "3 121.784216 8.112943 4.296017 149.377577\n", "4 2.006472 2.695591 4.645728 68.031478\n", "5 84.529258 10.140611 3.988084 167.374988\n", "6 46.797301 39.174237 11.891710 454.654236\n", "7 304.276600 26.342717 8.786113 378.457252\n", "8 38.771220 32.326071 12.489998 399.561624\n", "9 10703.451512 26.185332 8.401452 412.162785\n", "10 305.491847 29.316211 9.010793 384.718092\n", "11 24.853158 22.690624 7.785523 293.026863\n", "12 162.196675 16.106975 6.149120 302.797748\n", "13 12826.039420 20.617581 5.878036 430.599377\n", "14 14158.141659 18.138399 8.836601 451.715961\n", "15 11068.426352 20.556059 3.727104 391.278508\n", "16 7064.384075 18.990597 2.976717 305.038716\n", "17 11447.001855 14.375832 5.280651 304.060169\n", "18 109.268365 6.513925 2.725771 144.626496\n", "19 123.782813 6.902797 4.521837 182.616481\n", "20 22.439917 4.997351 8.695199 150.140781\n", "21 1438.016537 6.248910 2.492617 138.491685\n", "22 1799.160414 5.687221 4.422619 166.569326\n", "23 6.831513 5.797846 3.875975 142.797623" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distribution_fit_rain" ] }, { "cell_type": "code", "execution_count": 62, "id": "f6f2337b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_distribution_fit_progression(distribution_fit):\n", " plt.figure(figsize=(12, 6))\n", "\n", " distribution_fit['time'] = range(len(distribution_fit))\n", " sns.lineplot(x='time', y='rayleigh', data=distribution_fit, marker='o', label='Rayleigh CVM')\n", " sns.lineplot(x='time', y='weibull_min', data=distribution_fit, marker='o', label='Weibull CVM')\n", " sns.lineplot(x='time', y='lognorm', data=distribution_fit, marker='o', label='Lognormal CVM')\n", " sns.lineplot(x='time', y='gamma', data=distribution_fit, marker='o', label='Gamma CVM')\n", "\n", " plt.title('CVM Progression for Different Distributions Over Time')\n", " plt.xlabel('Time Progression')\n", " plt.ylabel('CVM Value')\n", " plt.ylim(0, 100)\n", " plt.legend()\n", " plt.show()\n", "\n", "plot_distribution_fit_progression(distribution_fit_rain)\n" ] }, { "cell_type": "markdown", "id": "e28649f4", "metadata": {}, "source": [ "A lognormal apresentou um bom desempenho, hora de analisar a distribuição da potencia." ] }, { "cell_type": "code", "execution_count": 63, "id": "738d3c2f", "metadata": {}, "outputs": [], "source": [ "distribution_fit_log_rain = pd.read_csv(os.path.join(STATISTIC_ROOT_RAIN, 'distribution_fit_cvm_normal_statistics.csv'))" ] }, { "cell_type": "code", "execution_count": 64, "id": "25417b9a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pvalues_normal_rain = pd.read_csv(os.path.join(STATISTIC_ROOT_RAIN, 'distribution_fit_pvalue_normal_statistics.csv'))\n", "pvalues_normal_rain['time'] = range(len(pvalues_normal_rain))\n", "plt.figure(figsize=(12, 6))\n", "sns.lineplot(x='time', y='norm', data=pvalues_normal_rain, marker='o', label='Normal p-value')\n", "plt.title('p-value Progression for Normal Distribution Over Time')\n", "plt.xlabel('Time Progression')\n", "plt.ylabel('p-value')\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 65, "id": "f185cc6b", "metadata": {}, "outputs": [ { "data": { "image/png": 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JSdHjjz9ub7v509lr167pwoUL9jssmBpiHRUVpTp16sjHx0cXLlyw/wsNDVVycrL27t0r6canngkJCdq5c6eR427fvl0lS5ZUmzZt7G3u7u7q2bOn4uPj7cdN9dhjj8nX19fIsQsXLizpxmSSJhw8eFDHjh3Tv/71L128eNH+GsbHxyskJER79+5Nc3lKly5dHJa3bNmilJQURUREOPwcHnjgAVWqVCnNZUNeXl4Oc1R4eHioevXqaYbDm+bl5XXb1y310/GtW7emec53y8PDQx06dLjr9du1a+dw94zWrVurZMmS9/z7fSeZef+UpNDQUPuIGOnG+5C3t7fDz8zHx0e//PKLzp49m621S9KLL76okJAQNW7cWH379lVcXJxef/31NKNxbn4fiomJUVxcnOrUqaP//ve/d3WcTp06OYzGqlu3rpKTk+0jKgAgFZdUAEAuUqNGDYeJ39q0aaN27dpp8uTJatasmTw8PHTq1CmVKlUqza3uUi9RuPkPQg8PD02bNk0dO3ZUwYIFNW3atHSH9Lu6ujqEBtKNYei37u9mFy5cUEJCgn29W2tJSUnRmTNn0h3+fjunT592OP6t+92xY8c9TdhXqVIlh+XChQurZMmS9ucZFxfnMO+Fu7u7ihUrpiZNmqhIkSLauHGjQkJCJN24nCIwMNCh1kuXLmnOnDnauHGjoqOjHY4VFxeXpZpvdfz4cR06dMhex61SL8vp1q2bNm3apH79+ql06dIKCwtTRESEmjRpkqXjnjp1SpUqVZKrq+PnGal9L/Vnl8rkHUlST5hTg4d7dezYMUmyz++Qnri4OIfLQG59PseOHZNlWXrsscfS3f7WuVcefPDBNL9/RYsW1aFDhzJTeqbFx8ff9hKHxx9/XP/+9781YcIEzZw5UyEhIWrZsqVat26d5medkdKlS2dqAsJbfw9dXFxUqVKlbD+hzcz7pySVKVMmzT6KFi2q2NhY+/KoUaMUGRmpZs2aqVq1amratKnatWuX5j31ZtevX08zd4yvr6/DpW7pGTx4sOrWrav4+Hht2bJFX375Zbo/o//85z+aN2+eDh48qOvXr9vb7/aSrltvL5waSt38vAFAInAAgFzN1dVVDRo00NKlS3X8+PFMn7xL0o4dOyTd+LT9+PHjt/0jGNKrr77qMAli/fr1tWzZMnl4eKhFixbasmWLXn75ZUVHR2v//v0aMWKEw/bPP/+8fvrpJz377LMKDAyUl5eXUlJS1Ldv3yzfni91gs9UKSkpCgsLU9++fdNd38/PT5JUokQJrVu3Tjt27ND27du1fft2rVmzRu3atdNrr72WpVoyIzPX4t/J77//LintiWpWpf4sxowZk+FtHm8NtW69K0ZKSopcXFy0YMGCdE8Ub93+TieT2eHvv/9WXFycw6f0t/L09NTHH3+sPXv2aNu2bfruu++0ceNGrVy5UosWLbqruk3+rO8kOTn5vr2WGR3n5t/lxx9/XHXr1tWWLVu0c+dOLVy4UAsWLNDs2bPVtGnTdLf/6aef0ow227p16x1DOn9/f/utXVu0aKGEhAS99NJLqlOnjj0c2bdvn5577jnVq1dPL7/8skqWLCl3d3d99tln+uKLL+7qeWcUNGX1PQxA3kXgAAC5XOrJZnx8vCSpXLly2r17ty5fvuzwKd3Ro0ftj6f63//+p7lz56pDhw763//+pwkTJmjDhg1pbg+YkpKiEydOOHxS/+eff6bZ3818fX1VqFAh+3o3O3r0qFxdXe1/AGdmosTUT9Yy2m/x4sXv6XaEx48fV8OGDe3LV65c0fnz5+2f+vft29dhks6bJ2OLiIjQ2rVrtXv3bv3xxx+yLEsRERH2x2NiYrR7924NHTpUQ4YMsbenfpp+J7d+cird+CT0/PnzDm0VK1ZUfHy8/cTjdjw8PBQeHq7w8HClpKRo0qRJWrlypQYNGpTpk/dy5crp0KFDSklJcTghSe17t34qasqVK1f09ddfq0yZMredbDQzUoM3b2/vu3od01OxYkVZlqXy5cunOyInK0xMKnqz9evXS5IaNWp02/VcXV0VEhKikJAQjRs3TvPnz9fbb7+tPXv2KDQ01Hhdx48fd1i2LEvHjx93uHtGer8P0o2RNDcHp5mpLTPvn5lRqlQpde/eXd27d1d0dLTat2+v+fPnZxg4BAQEaPHixQ5tJUuWzPRxR40apa+//lrz5s3T5MmTJd241KtgwYJauHChw6iTzz77LNP7B4A7YQ4HAMjFEhMTtXPnTrm7u9tPtJo0aaLk5GR9/PHHDusuWbJELi4u9hPnxMREjRs3TqVKldL48eM1ffp0/fPPP5o2bVq6x7p5f5Zl6eOPP5a7u3uGw/bd3NwUFhamrVu32m+ZKEn//POPvvjiC9WpU8f+B32hQoUk3d0lBaVKlVJgYKDWrVvncLJx+PBh7dy5M8M/4O/WypUrlZiYaF/+5JNPlJSUZH/dqlSpotDQUPu/oKAg+7qhoaEqVqyYNm7cqE2bNqlGjRoOJz4ZfRp6u9tQ3qxChQrat2+fQ9uqVavSjHCIiIjQTz/9pO+++y7NPmJjY5WUlCRJaW7F6erqaj+hu3mY9d1q0qSJzp8/r40bN9rbkpKStGzZMnl5ealevXqZ3uedXL16VWPGjNGlS5c0cOBAYye+QUFBqlixohYtWpTu/AZ3cwvAxx57TG5ubuneQtayrLu6FeqtUn9XTAxd3717t9577z2VL1/eIUS71aVLl9K0pY76SO0nJuuSpHXr1jnM8RIVFeUQ/Ek3fh9++eUXh776n//8J83tMzNT292+f96t5OTkNO9rJUqUUKlSpW77O1a0aFGH95nQ0NA0I2juRsWKFfXYY49p7dq19mDSzc1NLi4uDu8bJ0+e1NatWzO9fwC4E0Y4AEAusn37dvsnbRcuXNCGDRt07Ngx9e/f337yHh4ergYNGujtt9/WqVOnZLPZtHPnTm3dulVPP/20feh06vW7S5Yskbe3twICAjR48GC98847at26tcOJe8GCBfXdd99p7NixqlGjhr777jtt27ZNAwcOvO2kf88//7x27dqlbt26qVu3bnJzc9PKlSt1/fp1jR492r5eYGCg3NzctGDBAsXFxcnDw0MNGzbM8LryMWPGqF+/furcubM6duxovy1mkSJFHEYOZEViYqJ69+6tiIgI/fnnn1qxYoXq1KmjRx999I7buru7q2XLlvryyy+VkJCQ5vp/b29v1atXTx9++KESExNVunRp7dy50yGQuZ2nnnpKL7/8soYOHarQ0FD973//044dO+y330v17LPP6ptvvtHAgQPVvn17VatWTQkJCTp8+LA2b96srVu3ytfXVxMmTFBMTIwaNmyo0qVL6/Tp01q+fLkCAwOzNFKgc+fOWrlypSIjI3XgwAGVK1dOmzdv1v79+/Xiiy+muS4+s86ePWv/RD4+Pl5//PGH/US0T58+aSZtvBeurq6aOnWq+vXrpzZt2qhDhw4qXbq0zp49qz179sjb21vz58+/7T4qVqyo559/XjNnztSpU6fUokULFS5cWCdPntTXX3+tTp066dlnn81UXRUrVpSPj48+/fRTFS5cWF5eXmmCrfSkvnckJyfrn3/+0Z49e7Rz506VLVtW8+bNu+3J7Ny5c7Vv3z41bdpU5cqVU3R0tFasWKEHH3zQfpvJrNaVkaJFi6pbt27q0KGD/baYlSpVcrh151NPPaXNmzerb9++ioiI0F9//aUNGzakuTwkM7Xd7fvn3bpy5YqaNm2qVq1aKSAgQF5eXtq1a5d+++03RUZGZum1yaxnn31WmzZt0kcffaRRo0apadOmWrx4sfr27as2bdrYf54VK1bM9vlCAOQ/BA4AkIvMmjXL/n3BggX18MMPa9KkSQ4nWq6urpo3b55mzZqljRs3as2aNSpXrpzGjBmjPn36SLpxN4T3339fPXr0cLh8oH///tq6dasmTJigL7/80n65gJubmz788ENNmjRJb7zxhgoXLqwhQ4Zo8ODBt623atWq+vjjjzVz5ky9//77sixLNWrU0BtvvGG/M4N0Y6jwK6+8ovfff1/jx49XcnKyli5dmmHgEBoaqg8//FCzZs3SrFmzVKBAAdWrV0+jR4++5zkoJk6cqA0bNmjWrFlKTEzUE088oQkTJtz1J+epE+y5uLg4XE6RaubMmZoyZYpWrFghy7IUFhamBQsWqHHjxnfcd6dOnXTy5EmtXr1a3333nerUqaPFixerd+/eDusVKlRIy5Yt0/vvv6+oqCitW7dO3t7e8vPz09ChQ+2XzDz55JNatWqVVqxYodjYWJUsWVIREREaOnToXU8GeDNPT08tW7ZMb775ptauXavLly/roYce0vTp0zN1h4KMHDx4UGPGjJGLi4sKFy6sMmXKqHnz5nrqqafSzMJvQoMGDbRy5Uq99957Wr58ueLj41WyZEnVqFFDnTt3vqt99O/fX35+flqyZInmzp0r6cbkkGFhYQoPD890Te7u7poxY4beeustTZo0SUlJSZo+ffod+33qe0fqJKf+/v568cUX1aFDhzsGQeHh4Tp16pQ+++wzXbx4UcWLF1f9+vUd+lJW68rIwIEDdejQIX3wwQe6cuWKQkJC9PLLL9tHK0hS48aNFRkZqcWLF2vatGkKCgrS/Pnz08w/kpna7ub9MzM8PT3VtWtX7dy5U1999ZUsy1LFihX18ssvq1u3bpl/YbKgevXqql+/vj755BMNGDBAISEhevXVV7VgwQJNmzZN5cuX16hRo3Tq1CkCBwDGuVjM7gIAuI3IyEht3rxZP/30k7NLyVZr1qzRuHHjtHr1aoc7gQAAACBrmMMBAAAAAAAYR+AAAAAAAACMI3AAAAAAAADGMYcDAAAAAAAwjhEOAAAAAADAOAIHAAAAAABgXAFnF4CsS0pKUkxMjAoWLJil+6UDAAAAAJAZKSkpunbtmooWLaoCBW4fKRA45GIxMTE6duyYs8sAAAAAAOQzfn5+KlG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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RAIN_24MAR_PATH = os.path.join(DATA_PATH, 'rain_statistics_24mar2026')\n", "pvalues_rain_24mar = pd.read_csv(os.path.join(RAIN_24MAR_PATH, 'distribution_fit_pvalue_statistics.csv'))\n", "\n", "plt.figure(figsize=(12, 6))\n", "sns.boxplot(data=pvalues_rain_24mar[['rayleigh', 'weibull_min', 'lognorm', 'gumbel_r']], orient='h')\n", "plt.title('Boxplot of p-values for Different Distributions - Rain')\n", "plt.xlabel('p-value')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 66, "id": "cdd7899f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PATH = os.path.join(DATA_PATH, 'log_rain_statistics_26mar2026')\n", "\n", "genextreme_params_rain = pd.read_csv(os.path.join(PATH, 'genextreme_parameters.csv'))\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(genextreme_params_rain['genextreme_shape'], bins=20)\n", "plt.title('Genextreme Shape Parameter Distribution - Rain')\n", "plt.xlabel('Genextreme Shape Parameter')\n", "plt.ylabel('Frequency')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 67, "id": "0678793b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weibull_params_rain = pd.read_csv(os.path.join(PATH, 'weibull_parameters.csv'))\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(weibull_params_rain['weibull_shape'], bins=20)\n", "plt.title('Weibull Shape Parameter Distribution - Rain')\n", "plt.xlabel('Weibull k Parameter')\n", "plt.ylabel('Frequency')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "557ba3a6", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "clutter-chuva (3.14.3)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 5 }