atenuaciones-full-michael.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "atenuaciones.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1pXLyALd0EGfRnhr7Pcsx1Np9LGC8Cnor",
      "authorship_tag": "ABX9TyMVn3F8cmwa/AsDlg5cbNSu",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ftosse/ITU-R.676-R.838/blob/master/atenuaciones-full-michael.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Clone the entire repo.\n",
        "!git clone -l -s git://github.com/jakevdp/PythonDataScienceHandbook.git cloned-repo\n",
        "%cd cloned-repo\n",
        "!ls"
      ],
      "metadata": {
        "id": "C7f7e7hzzOzU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JMKBSRmRqTe7",
        "outputId": "7b0f3cd5-9003-4f70-9e6d-eb1cb38934d8"
      },
      "source": [
        "pip install itur \n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: itur in /usr/local/lib/python3.7/dist-packages (0.3.4)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from itur) (1.21.5)\n",
            "Requirement already satisfied: astropy in /usr/local/lib/python3.7/dist-packages (from itur) (4.3.1)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from itur) (1.4.1)\n",
            "Requirement already satisfied: pyproj in /usr/local/lib/python3.7/dist-packages (from itur) (3.2.1)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from astropy->itur) (4.11.3)\n",
            "Requirement already satisfied: pyerfa>=1.7.3 in /usr/local/lib/python3.7/dist-packages (from astropy->itur) (2.0.0.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->astropy->itur) (3.7.0)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->astropy->itur) (3.10.0.2)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from pyproj->itur) (2021.10.8)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9uz41qDc_ya8",
        "outputId": "703bf520-adbd-4a16-a193-8817c4afbe59"
      },
      "source": [
        "pip install cartopy"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting cartopy\n",
            "  Downloading Cartopy-0.20.2.tar.gz (10.8 MB)\n",
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            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[33mWARNING: Discarding https://files.pythonhosted.org/packages/f6/55/1e1c737dc9436b320deead73d1c455ddbb74b8b6992081863492f6f6378a/Cartopy-0.20.2.tar.gz#sha256=4d08c198ecaa50a6a6b109d0f14c070e813defc046a83ac5d7ab494f85599e35 (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpvfgachvn Check the logs for full command output.\u001b[0m\n",
            "  Downloading Cartopy-0.20.1.tar.gz (10.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 10.8 MB 29.0 MB/s \n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[33mWARNING: Discarding https://files.pythonhosted.org/packages/fc/59/aa52698e3838f4cd0e7eaa75bd86837e9e0b05041dbdaee3cda2fffced06/Cartopy-0.20.1.tar.gz#sha256=91f87b130e2574547a20cd634498df97d797abd12dcfd0235bc0cdbcec8b05e3 (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpjd39k6a_ Check the logs for full command output.\u001b[0m\n",
            "  Downloading Cartopy-0.20.0.tar.gz (10.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 10.8 MB 1.4 MB/s \n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[33mWARNING: Discarding https://files.pythonhosted.org/packages/0f/c0/58453b036e79046d211f083880d58dcce787e7e07647ac25dc46c6555099/Cartopy-0.20.0.tar.gz#sha256=eae58aff26806e63cf115b2bce9477cedc4aa9f578c5e477b2c25cfa404f2b7a (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpqz4_t4jd Check the logs for full command output.\u001b[0m\n",
            "  Downloading Cartopy-0.19.0.post1.tar.gz (12.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 12.1 MB 23.2 MB/s \n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting pyshp>=2\n",
            "  Downloading pyshp-2.2.0-py3-none-any.whl (44 kB)\n",
            "\u001b[K     |████████████████████████████████| 44 kB 3.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.7/dist-packages (from cartopy) (1.21.5)\n",
            "Requirement already satisfied: shapely>=1.5.6 in /usr/local/lib/python3.7/dist-packages (from cartopy) (1.8.1.post1)\n",
            "Building wheels for collected packages: cartopy\n",
            "  Building wheel for cartopy (PEP 517) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for cartopy: filename=Cartopy-0.19.0.post1-cp37-cp37m-linux_x86_64.whl size=12516272 sha256=4434af028d2f51edf7f9ea11ea5027f2e95cda5bcef35c7ac5c93933e7c7344c\n",
            "  Stored in directory: /root/.cache/pip/wheels/98/01/f7/bd10aeb96fe4b518cde5f7c4f5e12c7202f85b7353a5017847\n",
            "Successfully built cartopy\n",
            "Installing collected packages: pyshp, cartopy\n",
            "Successfully installed cartopy-0.19.0.post1 pyshp-2.2.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N7TaAfef4VKI",
        "outputId": "0cd0b221-013d-46cc-d513-61aa7365fbbb"
      },
      "source": [
        "!pip install pyproj==1.9.6"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pyproj==1.9.6 in /usr/local/lib/python3.7/dist-packages (1.9.6)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 717
        },
        "id": "0SfbLwGJp3Vl",
        "outputId": "a83a02d4-86a5-49c7-9bc2-af4b3ca7903e"
      },
      "source": [
        "import itur\n",
        "import astropy.units as u\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from matplotlib.ticker import ScalarFormatter\n",
        "\n",
        "\n",
        "\n",
        "el = 1\n",
        "rho = 7.5 * u.g / u.m**3\n",
        "P = 1013 * u.hPa\n",
        "T = 25 * u.deg_C\n",
        "f = np.linspace(1, 200, 1000)\n",
        "Att_aprox=itur.models.itu676.gaseous_attenuation_slant_path(f, el, rho, P, T, V_t=None, h=None)\n",
        "Att = itur.gaseous_attenuation_slant_path(f, el, rho, P, T)\n",
        "#print(Att)\n",
        "fig, ax = plt.subplots(figsize=(22, 15))\n",
        "#plt.subplot(figsize=(22,15))\n",
        "ax.semilogy(f, Att_aprox)\n",
        "#plt.xlabel('Frecuencia [GHz]')\n",
        "#plt.ylabel('Atenuacion por Gases [dB]')\n",
        "ax.grid(which='both', linestyle=':')\n",
        "#plt.title('Atenuacion por Absorcion de Gases en la atmosfera ITU-676 v-12')\n",
        "ax.set(title = \"Atenuacion por Absorcion de Gases en la atmosfera ITU-676 v-12\",\n",
        "       xlabel = \"'Frecuencia [GHz]'\",\n",
        "       ylabel = \"Atenuacion especifica por Gases [dB]\")\n",
        "\n",
        "fig.savefig('Atenuacion-gases.pdf')\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/itur/models/itu676.py:302: RuntimeWarning: The approximated method to compute the gaseous attenuation in recommendation ITU-P 676-11 is only recommended for elevation angles between 5 and 90 degrees\n",
            "  'The approximated method to compute '\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1584x1080 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "  \n",
        "# Example.csv gets created in the current working directory \n",
        "with open('Att_aprox.csv', 'w', newline = '') as csvfile:\n",
        "    my_writer = csv.writer(csvfile, delimiter = ',')\n",
        "    my_writer.writerow(Att_aprox)"
      ],
      "metadata": {
        "id": "PxTUvFgO5dJs"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rCVIpKQj6c9l",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 350
        },
        "outputId": "b91da22d-c6eb-4329-9503-d1cdf3820b73"
      },
      "source": [
        "gamma=itur.models.itu676.gamma_exact(f, P, rho, T)\n",
        "gammao=itur.models.itu676.gamma0_exact(f,P,rho, T)\n",
        "gammaw=itur.models.itu676.gammaw_exact(f, P, rho, T)\n",
        "fig, ax = plt.subplots(figsize=(9, 5))\n",
        "#plt.subplot(figsize=(22,15))\n",
        "ax.semilogy()\n",
        "#############################################Etiquetas####################################\n",
        "ax.plot(f,gamma,'g',label='Absorción por gases en la atmosfera')\n",
        "ax.plot(f,gammao,'b',label='Absorción por oxigeno en la atmosfera')\n",
        "ax.plot(f,gammaw,'y',label='Absorción por vapor de agua en la atmosfera')\n",
        "#ax.plot(d,Atenuacion_lluvia[2],'g',label='Intensidad de lluvia (12.5 mm/h) - Lluvia Media')\n",
        "#ax.plot(d,Atenuacion_lluvia[3],'y',label='Intensidad de lluvia (25 mm/h) - Lluvia Moderada')\n",
        "#ax.plot(d,Atenuacion_lluvia[4],'d',label='Intensidad de lluvia (50 mm/h) - Aguacero')\n",
        "#############################forma de la Grilla o malla##################################\n",
        "ax.grid(which='both', linestyle=':')\n",
        "####################Titulos ejes#########################################################\n",
        "ax.set(title = \"Atenuación por Absorción de gases en la atmosfera ITU-676 v-12\",\n",
        "       xlabel = \"Frecuencia [GHz]\",\n",
        "       ylabel = \"Atenuacion especifica [dB/km]\")\n",
        "######################################Agregar etiquetas a la figura######################\n",
        "ax.legend(loc='best', bbox_to_anchor=(0.5, 0., 0.5, 0.4))\n",
        "\n",
        "fig.savefig('Atenuacion-finaltotal.pdf')"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "5yqxC-XpL6z0",
        "outputId": "7d7dfa81-627f-422f-e1b2-83966598884c"
      },
      "source": [
        "vr=itur.models.itu838.get_version()\n",
        "print(vr)\n",
        "fr=np.linspace(10,150,200)\n",
        "print(len(fr))\n",
        "#fr=np.arange(10,100,40)\n",
        "R =[0.25, 2.5, 12.5, 25, 50]\n",
        "print(len(R))\n",
        "tau=0\n",
        "#tau=np.zeros(1, dtype = int)\n",
        "el = 0\n",
        "#fr= [28, 60, 73]\n",
        "#R=[5.5, 25]\n",
        "#R=np.linspace(0.25, 10, 6)\n",
        "#print(fr)\n",
        "Ar=itur.models.itu838.rain_specific_attenuation_coefficients(fr, el, tau)\n",
        "#Ar=itur.models.itu838.rain_specific_attenuation(R,fr, el,tau)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(Ar)\n",
        "#Ar=Ar.reshape(4,2)\n",
        "k=Ar[:,0]\n",
        "alpha=Ar[:,1]\n",
        "Atenuacion_lluvia=[]\n",
        "#for i in R:\n",
        "#  Atenuacion_lluvia= k*i**alpha \n",
        "Atenuacion_lluvia=[k*(r**alpha) for r in R]\n",
        "#print(k)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(alpha)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(Atenuacion_lluvia)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(k)\n",
        "fig, ax = plt.subplots(figsize=(9, 5))\n",
        "\n",
        "#ax.plot()\n",
        "#ax.loglog()\n",
        "ax.semilogy()\n",
        "#############################################Etiquetas####################################\n",
        "ax.plot(fr,Atenuacion_lluvia[0],'b',label='Intensidad de lluvia (0.25 mm/h - Llovizna)')\n",
        "ax.plot(fr,Atenuacion_lluvia[1],'r',label='Intensidad de lluvia (2.5 mm/h - Lluvia Baja)')\n",
        "ax.plot(fr,Atenuacion_lluvia[2],'g',label='Intensidad de lluvia (12.5 mm/h) - Lluvia Media')\n",
        "ax.plot(fr,Atenuacion_lluvia[3],'y',label='Intensidad de lluvia (25 mm/h) - Lluvia Moderada')\n",
        "ax.plot(fr,Atenuacion_lluvia[4],'d',label='Intensidad de lluvia (50 mm/h) - Aguacero')\n",
        "#############################forma de la Grilla o malla##################################\n",
        "ax.grid(which='both', linestyle=':')\n",
        "####################Titulos ejes#########################################################\n",
        "ax.set(title = \"Atenuación especifica por tasa de lluvia ITU-R P.838 v3\",\n",
        "       xlabel = \"Frecuencia [GHz]\",\n",
        "       ylabel = \"Atenuación especifica [dB/Km]\")\n",
        "######################################Agregar etiquetas a la figura######################\n",
        "ax.legend( bbox_to_anchor=(0, 0, 1, 0.8))\n",
        "##################################Guardar la figura######################################\n",
        "plt.savefig('atenuacion_lluvia.pdf')\n",
        "\n",
        "print('-----------------------------------------------------------------------------')\n"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3\n",
            "200\n",
            "5\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fzhV-XYeTmmP",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "15291acc-b646-404c-b3ff-ba79f809a852"
      },
      "source": [
        "import math\n",
        " \n",
        "fr=28\n",
        "print(fr)\n",
        "#R =[0.25, 2.5, 12.5, 25, 50]\n",
        "R =50\n",
        "#print(len(R))\n",
        "tau=45\n",
        "el = 0\n",
        "Ar=itur.models.itu838.rain_specific_attenuation_coefficients(fr, el, tau)\n",
        "#Ar=itur.models.itu838.rain_specific_attenuation(R,fr, el,tau)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "print(Ar)\n",
        "#Ar=Ar.reshape(4,2)\n",
        "k=Ar[0]\n",
        "alpha=Ar[1]\n",
        "Atenuacion_lluvia=[]\n",
        "#for i in R:\n",
        "#  Atenuacion_lluvia= k*i**alpha \n",
        "#Atenuacion_lluvia=[k*(rain**alpha) for rain in R]\n",
        "#####################################################IMPLEMENTACION EN DISTANCIAS#####\n",
        "#################Para obtener dB en la atenuacion por lluvia ITU-R P.530 vs10\n",
        "d=np.linspace(0.5,5,300)\n",
        "do=35*math.exp(-0.015)*R\n",
        "#print(do)\n",
        "r=1/(1+(d/do)) \n",
        "print(r)\n",
        "deff=r*d\n",
        "#print(deff)\n",
        "ar=k*(R**alpha)\n",
        "#print(ar)\n",
        "Atenuacion_lluvia=[ar*m for m in deff]\n",
        "#Atenuacion_lluvia=[k*(r**alpha) for r in R]\n",
        "print(Atenuacion_lluvia)\n",
        "#print(k)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(alpha)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(Atenuacion_lluvia)\n",
        "print('-----------------------------------------------------------------------------')\n",
        "#print(k)\n",
        "fig, ax = plt.subplots(figsize=(15, 10))\n",
        "\n",
        "#ax.loglog()\n",
        "#ax.loglog()\n",
        "ax.semilogy()\n",
        "#ax.plot()\n",
        "#############################################Etiquetas####################################\n",
        "#ax.plot(d,Atenuacion_lluvia[0,:],'b',label='Intensidad de lluvia (0.25 mm/h - Llovizna), Frecuencia 28GHz')\n",
        "#ax.plot(d,Atenuacion_lluvia[1],'r',label='Intensidad de lluvia (2.5 mm/h - Lluvia Baja), Frecuencia 28GHz')\n",
        "#ax.plot(d,Atenuacion_lluvia[2],'g',label='Intensidad de lluvia (12.5 mm/h) - Lluvia Media), Frecuencia 28GHz')\n",
        "#ax.plot(d,Atenuacion_lluvia[3],'y',label='Intensidad de lluvia (25 mm/h) - Lluvia Moderada), Frecuencia 28GHz')\n",
        "ax.plot(d,Atenuacion_lluvia,'d',label='Intensidad de lluvia (50 mm/h) - Aguacero), Frecuencia 28GHz')\n",
        "#############################################Etiquetas####################################\n",
        "#ax.plot(d,Atenuacion_lluvia[0],'b',label='Intensidad de lluvia (10 mm/h - Aguacero), Frecuencia 28GHz')\n",
        "#############################forma de la Grilla o malla##################################\n",
        "ax.grid(which='both', linestyle=':')\n",
        "####################Titulos ejes#########################################################\n",
        "ax.set(title = \"Atenuación por LLuvia en frecuencia de 28GHz y con Intensidad de lluvia de 50 mm/h\",\n",
        "       xlabel = \"Distancia BS-MS [Km]\",\n",
        "       ylabel = \"Atenuación por lluvia que excede el 0.01% del tiempo[dB]\")\n",
        "######################################Agregar etiquetas a la figura######################\n",
        "ax.legend()\n",
        "##################################Guardar la figura######################################\n",
        "plt.savefig('atenuacion_lluvia_final.pdf')\n",
        "\n",
        "print('-----------------------------------------------------------------------------')\n"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "28\n",
            "-----------------------------------------------------------------------------\n",
            "[0.20076879 0.94820533]\n",
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            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n",
            "-----------------------------------------------------------------------------\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JcEvqWYuFdpY"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}