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PandoraRiot/python_visualization_tools.ipynb

Created March 24, 2022 07:07
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python_visualization_tools.ipynb
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python_visualization_tools.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "python_visualization_tools.ipynb",
"provenance": [],
"collapsed_sections": [],
"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/gist/PandoraRiot/a73e5f8eb2300ff4f91dc25690305f34/python_visualization_tools.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Python Visualization Tools"
],
"metadata": {
"id": "E-K0FXLtN1BX"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np"
],
"metadata": {
"id": "tbgtIDf1MgYm"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"![matplotlib.webp](data:image/webp;base64,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)"
],
"metadata": {
"id": "JSi_Cl96MYFa"
}
},
{
"cell_type": "code",
"source": [
"sector = np.array([1, 2, 3, 4, 5, 6])\n",
"mean_house_value = np.array([40000000, 60000000, 95000000, 120000000, 192000000, 310000000])\n",
"\n",
"plt.plot(sector, mean_house_value)\n",
"plt.show()"
],
"metadata": {
"id": "NaY3ce-KOIYV",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 276
},
"outputId": "744d0659-bc42-45a4-c076-fde54626a3de"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.plot(sector, mean_house_value)\n",
"plt.title(\"House Data\")\n",
"plt.xlabel(\"Sector\")\n",
"plt.ylabel(\"Mean House Value\")\n",
"plt.show()"
],
"metadata": {
"id": "dRig23-DVpfA",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"outputId": "66333cfa-e92a-43ca-a8e0-2d943c32b233"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"fig = plt.figure() # an empty figure with no Axes\n",
"fig, ax = plt.subplots() # a figure with a single Axes\n",
"ax.plot(sector, mean_house_value);\n",
"ax.set_title(\"House Data\")\n",
"ax.set_xlabel(\"Sector\")\n",
"ax.set_ylabel(\"Mean House Value\")\n",
"# fig, axs = plt.subplots(2, 2) # a figure with a 2x2 grid of Axes"
],
"metadata": {
"id": "doJwKRdfMw8X",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 330
},
"outputId": "a76437f3-172d-4870-a1af-fcbc0d1b9e09"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, 'Mean House Value')"
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.plot(sector, mean_house_value, marker='>')"
],
"metadata": {
"id": "zc9qOGvERzx-",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 293
},
"outputId": "f591d74e-5cd1-4b1f-a716-a4b9f18bb64c"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fbbc7d29bd0>]"
]
},
"metadata": {},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.plot(sector, mean_house_value, 'o:g')"
],
"metadata": {
"id": "7iyK3jZZSNM3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 293
},
"outputId": "39479e7b-1eb1-474f-9b1f-5a44fb26047b"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fbbc7855150>]"
]
},
"metadata": {},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.plot(sector, mean_house_value, '.')\n",
"plt.title(\"House Data\")\n",
"plt.xlabel(\"Sector\")\n",
"plt.ylabel(\"Mean House Value\")\n",
"plt.grid()\n",
"plt.show()\n"
],
"metadata": {
"id": "Qt6_GthkWP8v",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"outputId": "1e1654e5-d137-40ce-af07-71db315c6b7b"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Subplots"
],
"metadata": {
"id": "KC0E_Ii8XNLH"
}
},
{
"cell_type": "code",
"source": [
"#plot 1:\n",
"\n",
"sector = np.array([1, 2, 3, 4, 5, 6])\n",
"mean_house_value = np.array([40000000, 60000000, 95000000, 120000000, 192000000, 310000000])\n",
"\n",
"plt.figure(figsize=(15, 10))\n",
"# subplot(filas, columnas, posicion)\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(sector,mean_house_value)\n",
"plt.title(\"House Data\")\n",
"plt.xlabel(\"Sector\")\n",
"plt.ylabel(\"Mean House Value\")\n",
"\n",
"#plot 2:\n",
"\n",
"np.random.seed(100)\n",
"t = np.arange(0.0, 5.0, 0.01)\n",
"s = np.cos(2 * np.pi * t)\n",
"sf = s + 10 * np.random.randn(len(s))\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(t,sf)\n",
"plt.title(\"Sensor Data\")\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"°C\")\n",
"\n",
"plt.show()\n",
"\n"
],
"metadata": {
"id": "1_lIZvaMXMku",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 641
},
"outputId": "e5f0497f-69e5-48df-f268-53b7a44cfbd7"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"#plot 1:\n",
"\n",
"sector = np.array([1, 2, 3, 4, 5, 6])\n",
"mean_house_value = np.array([40000000, 60000000, 95000000, 120000000, 192000000, 310000000])\n",
"\n",
"plt.figure(figsize=(15, 10))\n",
"plt.subplot(2, 1, 1)\n",
"plt.plot(sector,mean_house_value)\n",
"plt.title(\"House Data\")\n",
"plt.xlabel(\"Sector\")\n",
"plt.ylabel(\"Mean House Value\")\n",
"\n",
"#plot 2:\n",
"\n",
"np.random.seed(100)\n",
"t = np.arange(0.0, 5.0, 0.01)\n",
"s = np.cos(2 * np.pi * t)\n",
"sf = s + 10 * np.random.randn(len(s))\n",
"\n",
"plt.subplot(2, 1, 2)\n",
"plt.plot(t,sf)\n",
"plt.title(\"Sensor Data\")\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"°C\")\n",
"plt.suptitle(\"This is a data base\")\n",
"plt.show()"
],
"metadata": {
"id": "m4l5s1w1Z8c3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 573
},
"outputId": "3b385207-30cd-4cb1-919f-5cc2d9d20a90"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Bar Plots"
],
"metadata": {
"id": "Pm6FK5yVgRUg"
}
},
{
"cell_type": "code",
"source": [
"x = np.array([\"Store 1\", \"Store 2\", \"Store 3\", \"Store 4\", \"Store 5\"])\n",
"y = np.array([140, 40, 60, 90, 75])"
],
"metadata": {
"id": "nMA8PWQdEiUp"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.bar(x,y)\n",
"plt.title(\"Store Data\")\n",
"plt.ylabel(\"Total Sales ($)\")\n",
"plt.show()"
],
"metadata": {
"id": "g0s-h761gQE5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 281
},
"outputId": "6ae58aa4-c0cf-44e0-f9cb-46b1c79d0e71"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.bar(x, y, width =0.6)\n",
"plt.show()"
],
"metadata": {
"id": "kIUenfnbE1j3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "6b734278-a321-4730-d05b-0a70bfa1698c"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.barh(x, y)\n",
"plt.show()"
],
"metadata": {
"id": "GnAMVNx-gQww",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "3d5e35eb-fe90-4a95-8277-636c9615037b"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.barh(x, y, color = \"red\")\n",
"plt.show() "
],
"metadata": {
"id": "bILKrt1MfDtw",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "0f02d2c8-d425-4121-95ec-5aa5b12e7a4d"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.barh(x, y, height = 0.8)\n",
"plt.show()"
],
"metadata": {
"id": "4iCBMsArFcyY",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "bb1d3dcc-cd01-4002-bf2f-a7d39266ff61"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Scatter plot"
],
"metadata": {
"id": "sAquIdXEfIy4"
}
},
{
"cell_type": "code",
"source": [
"np.random.seed(123)\n",
"x = np.arange(50)\n",
"y = x + 10 * np.random.randn(50)\n",
"plt.scatter(x, y)\n",
"plt.show()"
],
"metadata": {
"id": "N-Kr4u-Jawmf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "c1e2c887-fd43-4c28-8f65-f39864b0f1e9"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.scatter(x, y, s=100)"
],
"metadata": {
"id": "vuzNF91yF7jm",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"outputId": "2997d7d6-a33e-48f0-a112-37d00e9b0a64"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fbbc6b54e90>"
]
},
"metadata": {},
"execution_count": 45
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD4CAYAAAAJmJb0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAZFklEQVR4nO3dfYxcV3nH8d+zu7axNtAQx0nz5thuo6DUgjjauiDYigSoDUnJIqEqEaFBLbGqUBQLKpq0SKlJ01AhUSOVtEoCbaSkNREmJqLUIQ2m9T/E+CUQJ8FNGmM5zouNIQIvwdnZffrH3MXLenb2zsy5c8899/uRIu+8eO+5zsxzz33OOc8xdxcAIE0DZTcAAFAcgjwAJIwgDwAJI8gDQMII8gCQsKGyGzDTmWee6cuXLy+7GQBQKbt37/6xuy9t9VpUQX758uXatWtX2c0AgEoxs4NzvUa6BgASRpAHgIQR5AEgYVHl5AGgTg4eG9fdO57T1r0vaPxEQ8OLhjS2+lzdMLpSFy4ZDnIMgjwAlGD7/iO68b49mpicUmOqWUPs+ImGNu88pC27D+vO6y7T5Ref1fNxSNcAQJ8dPDauG+/bo1cnJn8V4Kc1plyvTkzqxvv26OCx8Z6PRU8eADoQIsVy947nNDE51fY9E5NTumfHAd02tqqn9tKTB4Cctu8/onWbdmjzzkM6fqIh18kUy7pNO7R9/5Fcv2fr3hdO6cHP1phyPbj3cM9tJsgDQA4hUyzjJxq5jjn+Wr73tUOQB4AcOkmxzGd4Ub5M+fDC3jPqBHkAyCFkimVs9bkaGrC27xkaMH1g9XkdtbEVgjwA5BAyxXLD6EotGGwffhcMDuijoytyHbMdgjwA5BAyxXLhkmHded1lWrxg8JQe/dCAafGCQd153WVBFkQR5AEgh9AplssvPkvbNozq2jXLdNqiIZlJpy0a0rVrlmnbhtEgC6Ekydzb55j6aWRkxCk1DCBGB4+Na92mHXp1YnLO9yxeMKhtG0aDlSTIy8x2u/tIq9foyQNADv1MsYREkAeAnPqVYgmJdA0AVBzpGgCoKYI8ACSMIA8ACSPIA0DCCPIAkDCCPAAkjCAPAAkjyANAwgjyAJAwgjwAJIwgDwAJI8gDQMKCBHkzO93MvmpmPzSzp83sbWZ2hpk9YmbPZH++McSxAAD5herJf0HSNnd/k6S3SHpa0s2SHnX3iyQ9mj0GAPRRz0HezH5D0u9L+pIkuftr7v6KpKsl3Zu97V5JY70eCwDQmXw707a3QtJRSf9iZm+RtFvSTZLOdvcXs/e8JOnsVn/ZzNZLWi9Jy5YtC9AcAIjLwWPjunvHc9q69wWNn2hoeNGQxlafqxtGVxa+k1TPm4aY2Yik70p6u7s/ZmZfkPQzSR9399NnvO+n7t42L8+mIQBSs33/Ed143x5NTE6pMXUy3g4NmBYMDujO6y7reUepojcNeV7S8+7+WPb4q5Iuk/SymZ2TNeAcSUcCHAsAKuPgsXHdeN8evTox+WsBXpIaU65XJyZ14317dPDYeGFt6DnIu/tLkg6Z2cXZU++S9JSkhyRdnz13vaSv93osAKiSu3c8p4nJqbbvmZic0j07DhTWhlCzaz4u6X4z+4GkSyX9naTPSnqPmT0j6d3ZYwCoja17XzilBz9bY8r14N7DhbUhxMCr3P1xSa3yQe8K8fsBoIrGTzTyve+1fO/rBiteAaAgw4vy9aOHFwbpb7dEkAeAgoytPldDA9b2PUMDpg+sPq+wNhDkAaAgN4yu1ILB9mF2weCAPjq6orA2EOQBoCAXLhnWndddpsULBk/p0Q8NmBYvGNSd111W6IIogjwAFOjyi8/Stg2junbNMp22aEhm0mmLhnTtmmXatmG054VQ8+l5xWtIrHgFgM4VveIVABApgjwAJIwgDwAJK24GPgDUSJnlhNshyANAj1qVEz5+oqHNOw9py+7DQcoJd4t0DQD0IIZywu0Q5AGgBzGUE26HIA8APYihnHA75OQB1EJRA6MxlBNuh548gORt339E6zbt0Oadh3T8REOukwOj6zbt0Pb93e9OGkM54XYI8gCSVvTAaAzlhNseu5SjAkCf5BkY/eXEpN79+f9WY9I7TuPcMLpSW3YfVmNqcs73FF1OuB168gCSlmdg1CVNTHpXaZwYygm3Q5AHkLS8A6MzdZrGKbuccDukawAkbXjRkI53Eeilk/PbbxtbNe97L1wyrNvGVuV6bz/RkweQtDwDo3Mpc357KAR5AEnLs89qO2XNbw+FIA8gae0GRvNwl1bc/B9adevD+vTWJ0qrQdMtgjyA5LUaGB0aMOUN+SEXT/Ube7wCCCrWuuqzHTw2rnWbdujVibnnt89l8YJBbdswGs35tNvjlSAPQFKY4NyqrrrU7DUvGBwota56K3O1dz5DA6Zr1yyLZiYNG3kDaCtEbZfY66q30iqNk0eVZt0Q5IGaCxWcY6+rPpfp+e37Nq7VgTuuzJ2nr8qsG4I8UHOhgnMvddUPHhvXp7c+oVW3Plz6TJbYq0p2iiAP1FyoTS+6rateZBngbsReVbJTBHmg5kJtetFNDzjGPH6exVNlVpXsFEEeqLlQ6YluesAx5vFjryrZKYI8UHOh0hPd9IBj3R815qqSnarGyAGAwoTa9GK6BzzfPPmZPeCY90eNtapkp4L15M1s0Mz2mtk3sscrzOwxM3vWzL5iZgtDHQtAOCHTE532gFObyRKjYCtezewTkkYkvcHdrzKzByR9zd03m9k/S/q+u/9Tu9/Bitc0VWWZe90dPDaue3Yc0IN7D2v8tYaGFw7pA6vP00dHVxT2/+nTW5/Q5p2H2qZsYltdGqPCyxqY2fmS7pV0u6RPSPpDSUcl/aa7N8zsbZL+xt3Xtvs9BPn0VG2ZO/orT/2Y2OrExKhdkA91D7RJ0qckvT57vETSK+4+nUh7XlLLURszWy9pvSQtW7YsUHNQhtk99sULB3WiMaXJFr20xpSrMdWcHscXuL66yeO3w13jqXrOyZvZVZKOuPvubv6+u9/l7iPuPrJ06dJem4OStFrQ8ovXJlsG+JliXOaO/go1kyW2RVWx6DldY2Z3SPqwpIak10l6g6QHJa0V6Zpa6KVkq9T8Qu/b2PajAbRV97RPoVUo3f0Wdz/f3ZdLukbSt939Q5K2S/pg9rbrJX2912MhTnkWtLRTlUJPiFeMi6piUeS8pL+UtNnM/lbSXklfKvBYKFGeBS3thJgeRy62/2L6N+9kUVXdZukEDfLu/h1J38l+fk7SmpC/H3HKu6CllRCFnlrN4JnOxW7ZfZgZPAWI7d885kVVZaOsAXqWd0FLK70WeoqhwFVMZXL7IYZ/89lYVDU3gjx6lqf2yWyhCj11m4sNFZjrOKMjxvx3auWBQyLIo2d5ClMNmjS8cDB4oaduClyFCswx9mj7IcaiYqmVBw6JII+e5al9cs9HfldPfmadDtxxpfZtXKvbxlYFGZzrNBcbMjDH2KPthxjz36mVBw6JII8gyirN2mkuNmRgjrFHW4TZqa2886j6nf9OqTxwSPUbhUBhyijNOrb63FwFrqZzsSGn2sXYow1trtpD8ykr/51KeeCQ6Mmj0jrNxYYMzKnP6GiX2ppPXfPfMarmpw/IdFrganjRkI7nCPR5AnOndxFV081K5m6KirUT04KrqqInj8rrJBcbcqpd6jM6OlnJXET+u47TU4sQbNOQEChQhqKFLmSVcr38vIOsZtKBO64Meuy6FxzrVKEFyoAqCT3VLuUZHWWOOdR1emoR6MmjlsrY6q5qytyab9WtD+caO6FMdVM/doYCKoWpdvO7YXSltuw+rMbU3CmTosYc6jA9tV8I8gBaKnNrvpCzoOqOnDyAOZW1NR8Fx8IhJw+gUN3MlGF2TWeYXYMo1a0Oe111M1OGgmPh0JNHKbqdX17XFZBVPu9eZsowCyqfdj15gnxNxBQkur0VT3nhUTtVP+8yF1XVBemamotteXg3t+8pbdDRSZoqhfNOvZBb7AjyiYsxSHRThz2VFZCdXnBDn3cZ4yDMlCkXQT5xMQbHbha6pLBBRzcX3JDnXdYdXeqF3GJHkE9cjMGxm9v3FFZAdnPBDXXeZd7RMVOmXAT5xMUYHLu5fU8hr9vNBTfUeZd9R5dyIbfYEeQTF2Nw7Ob2PYW8bjcX3FDnHcMd3XS9oH0b1wbf0B1zI8gnLsbg2M3tewp53W4uuKHOO8Y7ul6wkC4/gnziYg2Ond6+p5DX7eaCG+q8Y7yj61ZsU4Jjx2KoGqjaYpp2C7ckVXYFZC/1WHpd+VlmbfiQqGnTGiteUZnl4VW7IHWqrPNLJTimcrEKjSCPSkglEM2nrAtuChdQdoxqjZ2hChBTLZhUdDLNr8q9tLJ2pZoeB6nCHd1cUhtA7gd68l1IoUcUI3ppmA+fkdboyQc0c+XgbI0pV2OquXKwk5QCdwVN9NIwn7HV5+bKyce8XqLfCPIdCp1SaHVXMD0dbMvuw7W6K2BfTy748ylzc/GqYp58h0KuHIyxQmSZYly41U/M/55fCusl+q3nIG9mF5jZdjN7ysyeNLObsufPMLNHzOyZ7M839t7c8oVMKZRdTyQ2sS7c6gcu+PlRB6czIXryDUmfdPdLJL1V0sfM7BJJN0t61N0vkvRo9rjyQq4cjKGeSEzq3Evjgt8Z6uDk13OQd/cX3X1P9vPPJT0t6TxJV0u6N3vbvZLGej1WDEKmFBhoPFXMvbQi66VwwUdRgo5gmdlySaslPSbpbHd/MXvpJUlnhzxWWUIO/DDQ2FpZ88jbKXqAnAs+ihJs4NXMTpO0RdIGd//ZzNe8ORm/ZTfFzNab2S4z23X06NFQzSlMyJRC3Qcaq6If+fKUCoghLkGCvJktUDPA3+/uX8ueftnMzsleP0dSy6kB7n6Xu4+4+8jSpUtDNKdwoVIKdR5orJJ+5Mu54KMoPa94NTNTM+f+E3ffMOP5z0k65u6fNbObJZ3h7p9q97uqsuI1JFbPxq8fqyzrUrcHxWi34jVET/7tkj4s6Qozezz7732SPivpPWb2jKR3Z48xS8wDjWjqR768zjOLUCxq1wDz6Ge9lKqUhEZcqF0D9KCf9VJinFmEaqOsATAPBshRZfTkgXlM58vnGyCPKZ1CoTNMIycP5FSVfDkztuqH7f+AmmAqZj0VPYUSQCQodIbZyMkjaWXmpss4dieFzpjBUw8EeSSrzF23yjo2hc4wG+kaJKnbomIhygmXuQEIhc4wW7JBvsja34hfN7npUNvvlZkXp9AZZksyyLNXZrGqcAHtdBOOkL3vMjcAYeEWZksuyNd9r8yiA3BVLqCd5qZD9r7LzItT6AyzJRfk6zyFrOgAXKULaKe56ZC977Lz4lQ2xUzJjb7UdQrZzAA8W2PK1ZhqBuC8i2BaTf875zdep4nJuRfZSCcvoGX/23ZaVCxk77ufBc3mQqEzTEuuJ1/XKWQh72DmuiN45shxNdofIprNpjvNTYfsfZMXR0ySC/Jl3yqXJVS6oV1KJq8YLqCd5qZDzkohL46YJBfk6zqFLNQdTJ47gvnEcgHtJDcduvdNXhyxiOPbGNANoyu1ZfdhNabmzh2neKs8vGgo1+5F8wXgPHcE7cR2Ac2bmy6inDB5ccQguZ58XW+VQ93B5L0jmEuVL6D0vpGiZEsNV6X2dyjdlpidPYum208DtcqB8lBPviY63SxirvfPZ9Ck3zrrNL3wyi9rcQEFYsdG3jUxnW7IcwfTbl79fBYODeruPx4hoAMVQJBPTN7Bvm5m0cS6nymAudUuyLPBcVMns2jMREoGqKhaBfkyN5GITd5ZNGbSgTuuLLg1AIqS3BTKuVSpuFY/1HVlMFA3tQnyda5O2UpdVwYDdVObblpq1Sl7HVuo68rg1DDGhPnUJsjHUJ0y1BcyxNhCEcv40V+MMSGP2qRrys5Bh9rQI+TYAsv4q4sxJuRVmyBfZg465Bcy9NjC9Lz6fRvX6sAdV2rfxrW6bWwVPfjIMcaEvGoT5MvcyCHkF7LMTaIRDz4HyKs2Qb7M6pQhv5AxjC2gfHwOkFdtBl6lzmq7hNTtF7LVQO3QoGlicv6VqsxvT1uo/QOQvtp9AsrYyKGbL+RcMyfajyo0Mb89fTFsFo5qKDxdY2brzGy/mT1rZjcXfbwYdTro226gNk+1Gea3p4/NwpFXoUHezAYlfVHSeyVdIulaM7ukyGPGqNMvZN4KkbMvGynvfIVfV9cd0NC5onvyayQ96+7PuftrkjZLurrgY0an0y9k3gqRgwPG/PYaY50D8ig6J3+epEMzHj8v6fcKPmZQoVapdjLom3egdtJd+zau7fickA42C8d8Sh94NbP1ktZL0rJly0puza8LvWw87xeSmRMAQik6XXNY0gUzHp+fPfcr7n6Xu4+4+8jSpUsLbk5+ZS4bp0IkgFCKDvLfk3SRma0ws4WSrpH0UMHHDKLMZePMnAAQSqFB3t0bkv5c0sOSnpb0gLs/WeQxQylz2TgzJwCEUnhS192/KembRR8ntLKXjZe1OhdAWhi5m0MMg5/MnADQq9oUKOsUg58AUkCQnwODnwBSQJCfA4OfAFJAkG+DZeMAqs7c89Q17I+RkRHftWtX2c0AgEoxs93uPtLqNXryAJAwgjwAJIwgDwAJI8gDQMII8gCQMII8ACSMIA8ACSPIA0DCKl2FMtT+qwCQqsoG+dD7rwJAiioZ5GfuvzpbY8rVmGruv7ptw2juHj13BQBSVMmcfOj9V7fvP6J1m3Zo885DOn6iIdfJu4J1m3Zo+/4jAVoNAP1XySAfcv/VmXcFs39nY8r16kTzruDgsfGe2gwAZahkkA+5/2rouwIAiEklg/zwonxDCXn2Xw15VwAAsalkkA+5/2rIuwIAiE0lg3zI/VdD3hUAQGwqGeRD7r8a8q4AAGJTySAvhdt/NeRdAQDEhj1e1Xr1rNTswS8YHGD1LICoscfrPELdFQBAbOjJA0DF0ZMHgJoiyANAwpj8XQAqWgKIBUE+MOrcA4gJ6ZqAqGgJIDYE+YCoaAkgNgT5gKhoCSA2BPmAqGgJIDY9BXkz+5yZ/dDMfmBmD5rZ6TNeu8XMnjWz/Wa2tvemxo+KlgBi02tP/hFJq9z9zZL+V9ItkmRml0i6RtLvSFon6U4zG+zxWNGjoiWA2PQU5N39W+4+nXv4rqTzs5+vlrTZ3U+4+wFJz0pa08uxqoCKlgBiEzIn/yeS/jP7+TxJh2a89nz23CnMbL2Z7TKzXUePHg3YnP4LWeceAEKYN8ib2X+Z2b4W/1094z1/Lakh6f5OG+Dud7n7iLuPLF26tNO/Hh0qWgKIybwjgO7+7navm9lHJF0l6V1+sqTlYUkXzHjb+dlztXDhkmHdNrZKt42tKrspAGqu19k16yR9StL73f0XM156SNI1ZrbIzFZIukjSzl6OBQDoXK9z+f5R0iJJj5iZJH3X3f/M3Z80swckPaVmGudj7j7Z47EAAB3qKci7+2+3ee12Sbf38vsBAL2JamcoMzsq6WCXf/1MST8O2Jwqqeu5c971wnnP7UJ3bzlzJaog3wsz2zXX9lepq+u5c971wnl3h9o1AJAwgjwAJCylIH9X2Q0oUV3PnfOuF867C8nk5AEAp0qpJw8AmIUgDwAJSyLIm9m6bHOSZ83s5rLbUxQz+7KZHTGzfTOeO8PMHjGzZ7I/31hmG4tgZheY2XYze8rMnjSzm7Lnkz53M3udme00s+9n570xe36FmT2Wfd6/YmYLy25rEcxs0Mz2mtk3ssfJn7eZ/cjMnjCzx81sV/ZcT5/zygf5bDOSL0p6r6RLJF2bbVqSon9VcxOWmW6W9Ki7XyTp0exxahqSPunul0h6q6SPZf+PUz/3E5KucPe3SLpU0joze6ukv5f0D9mK859K+tMS21ikmyQ9PeNxXc77cne/dMbc+J4+55UP8mpuRvKsuz/n7q9J2qzmpiXJcff/kfSTWU9fLene7Od7JY31tVF94O4vuvue7Oefq/nFP0+Jn7s3Hc8eLsj+c0lXSPpq9nxy5y1JZna+pCsl3ZM9NtXgvOfQ0+c8hSCfe4OSRJ3t7i9mP78k6ewyG1M0M1suabWkx1SDc89SFo9LOqLmdpv/J+mVGTuypfp536Rmhdup7PES1eO8XdK3zGy3ma3Pnuvpc86O0glxdzezZOfEmtlpkrZI2uDuP8sqn0pK99yz6q2Xmtnpkh6U9KaSm1Q4M7tK0hF3321m7yy7PX32Dnc/bGZnqVnd94czX+zmc55CT77WG5RIetnMzpGk7M8jJbenEGa2QM0Af7+7fy17uhbnLknu/oqk7ZLeJul0M5vuoKX4eX+7pPeb2Y/UTL9eIekLSv+85e6Hsz+PqHlRX6MeP+cpBPnvSbooG3lfKOkaNTctqYuHJF2f/Xy9pK+X2JZCZPnYL0l62t0/P+OlpM/dzJZmPXiZ2WJJ71FzPGK7pA9mb0vuvN39Fnc/392Xq/l9/ra7f0iJn7eZDZvZ66d/lvQHkvapx895Eitezex9aubwBiV9Oatlnxwz+3dJ71Sz9OjLkm6VtFXSA5KWqVmm+Y/cffbgbKWZ2Tsk7ZD0hE7maP9Kzbx8suduZm9Wc6BtUM0O2QPu/hkzW6lmD/cMSXslXefuJ8praXGydM1fuPtVqZ93dn4PZg+HJP2bu99uZkvUw+c8iSAPAGgthXQNAGAOBHkASBhBHgASRpAHgIQR5AEgYQR5AEgYQR4AEvb/m8EPdSRuAaMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"a = np.random.randn(50)\n",
"a*10"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Hn6EwWE22_28",
"outputId": "801dc28e-8383-4f45-84a9-149a996dd58c"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([-11.68629348, 6.70088643, -1.21355274, -23.84859015,\n",
" 11.11723729, -3.2373604 , -22.87956055, -12.67527383,\n",
" -7.26457177, 7.56862935, -2.86137993, 6.62748452,\n",
" -7.41592195, -13.43559579, -12.29947255, -6.51788036,\n",
" -11.80794168, 9.19320956, 4.54477022, -9.41468163,\n",
" 0.52785319, 5.04984564, 1.66503786, 13.84059953,\n",
" 10.15032934, -4.32058615, 3.93407372, 11.77789581,\n",
" -19.73093775, -15.2647954 , 9.45379178, -11.135219 ,\n",
" -2.47165416, -10.5576795 , -0.33194919, 1.71143392,\n",
" -29.61024282, -7.22082605, 16.38902163, -5.02486701,\n",
" 5.50491402, -4.60913242, 3.90267267, -3.59096626,\n",
" -24.17504075, -21.94699923, -9.70839354, -9.54712396,\n",
" 14.39838269, -7.98733475])"
]
},
"metadata": {},
"execution_count": 48
}
]
},
{
"cell_type": "code",
"source": [
"np.random.seed(123)\n",
"x = np.arange(50)\n",
"y = x + 10 * np.random.randn(50)\n",
"plt.scatter(x, y)\n",
"\n",
"np.random.seed(1453)\n",
"x = np.arange(50)\n",
"y = x + 20 * np.random.randn(50)\n",
"plt.scatter(x, y)\n",
"plt.show()"
],
"metadata": {
"id": "mxRQQjrGGJkx",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "c751ceb8-5688-43c7-eb24-bba3c4c9a27c"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"np.random.seed(1453)\n",
"x = np.arange(50)\n",
"y = x + 20 * np.random.randn(50)\n",
"z = x + 50 * np.random.randn(50)\n",
"\n",
"ax.scatter(x, y, z)\n",
"# plt.scatter(x, y, z)\n",
"# plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "laJMMuUd3omI",
"outputId": "ba98f420-5cbc-47f0-d24e-294871db55ab"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fbbc6baa210>"
]
},
"metadata": {},
"execution_count": 52
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# BoxPlot"
],
"metadata": {
"id": "6-cHVV22Omlt"
}
},
{
"cell_type": "code",
"source": [
"# Creating dataset\n",
"import numpy as np\n",
"\n",
"np.random.seed(10)\n",
"\n",
"# np.random.normal(mu, sigma, size)\n",
"# presión arterial sistólica (pas)\n",
"pas_controls = np.random.normal(120, 5, 1000)\n",
"pas_hipertension = np.random.normal(60, 5, 1000)\n",
"pas_controls1 = np.random.normal(80, 5, 1000)\n",
"pas_hipertension1 = np.random.normal(120, 5, 1000)\n",
"\n",
"data = [pas_controls, pas_hipertension, pas_controls1, pas_hipertension1]\n",
"\n",
"fig = plt.figure(figsize =(7, 5))\n",
"\n",
"# Creating axes instance\n",
"ax = fig.add_axes([0, 0, 1, 1])\n",
"\n",
"# Creating plot\n",
"ax.boxplot(data)\n",
"ax.set_title('Basic BoxPlot')\n",
"\n",
"\n"
],
"metadata": {
"id": "Wvam68aUOmPK",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"outputId": "cc3f1637-02bc-44a1-fa3f-7a73b8cf3c2c"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Basic BoxPlot')"
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 504x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"green_diamond = dict(markerfacecolor='g', marker='D')\n",
"fig3, ax3 = plt.subplots()\n",
"ax3.set_title('Changed Outlier Symbols')\n",
"ax3.boxplot(data, flierprops=green_diamond)"
],
"metadata": {
"id": "pL3eFF5mQXNC",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 541
},
"outputId": "0c94617f-a127-418a-cd11-a01af69c1779"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'boxes': [<matplotlib.lines.Line2D at 0x7fbbc7562390>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7687c90>],\n",
" 'caps': [<matplotlib.lines.Line2D at 0x7fbbc78e8ad0>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7954310>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7648550>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7648410>],\n",
" 'fliers': [<matplotlib.lines.Line2D at 0x7fbbc7d4e290>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc764ca10>],\n",
" 'means': [],\n",
" 'medians': [<matplotlib.lines.Line2D at 0x7fbbc7954510>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc764c8d0>],\n",
" 'whiskers': [<matplotlib.lines.Line2D at 0x7fbbcbdf98d0>,\n",
" <matplotlib.lines.Line2D at 0x7fbbcbdf9590>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7e10590>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7687790>]}"
]
},
"metadata": {},
"execution_count": 56
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"fig4, ax4 = plt.subplots()\n",
"ax4.set_title('Hide Outlier Points')\n",
"ax4.boxplot(data, showfliers=False)"
],
"metadata": {
"id": "j14x0aVNQs7r",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 524
},
"outputId": "52122c64-709c-40e0-dc80-97aa60a5a844"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'boxes': [<matplotlib.lines.Line2D at 0x7fbbc7577090>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc76af950>],\n",
" 'caps': [<matplotlib.lines.Line2D at 0x7fbbc7659710>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc76592d0>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc763db50>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc794a4d0>],\n",
" 'fliers': [],\n",
" 'means': [],\n",
" 'medians': [<matplotlib.lines.Line2D at 0x7fbbc76afcd0>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc794a110>],\n",
" 'whiskers': [<matplotlib.lines.Line2D at 0x7fbbc7979f90>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc7659d10>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc79c01d0>,\n",
" <matplotlib.lines.Line2D at 0x7fbbc763da50>]}"
]
},
"metadata": {},
"execution_count": 57
},
{
"output_type": "display_data",
"data": {
"image/png": 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kNchwl6QGGe6S1CDDXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBk373TLadyWZ9bKqWqhyJO1DDPf9mEEtaTIOy0hSg+y5Sxq6uQwZgmejw2S4Sxo6Q3r0HJaRpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDTLcJalBhrskNSj7ws0GSXYB9466joYsBR4YdRHSAP5uDtdLq2ps0IJ9Itw1XEk2V9X4qOuQJvJ3c/E4LCNJDTLcJalBhnub1o26AGkS/m4uEsfcJalB9twlqUGGuyQ1yHBvSJJLktyfZOuoa5H6JTk6yeeT3JZkW5LfG3VNrXPMvSFJ3gx8H7i0qk4YdT3SXkmOAI6oqq8lORTYArytqm4bcWnNsufekKraBOwedR3SRFW1s6q+1k0/CtwOHDXaqtpmuEtaVElWAK8G/mO0lbTNcJe0aJIcAmwEPlBVj4y6npYZ7pIWRZLn0Qv2K6rqn0ZdT+sMd0kLLkmAi4Hbq+ovR13Pc4Hh3pAkG4CvAK9MsiPJb426Jqnz88C7gF9Mcmv3OHnURbXMj0JKUoPsuUtSgwx3SWqQ4S5JDTLcJalBhrskNchwl6QGGe6S1KD/A1iMG+8gOPkIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Pie charts"
],
"metadata": {
"id": "JXvqndziHVxo"
}
},
{
"cell_type": "code",
"source": [
"y = np.array([45, 15, 25, 25, 5])\n",
"mylabels = [\"Store 1\", \"Store 2\", \"Store 3\", \"Store 4\", \"Store 5\"]\n",
"plt.pie(y, labels = mylabels)\n",
"plt.show()"
],
"metadata": {
"id": "j-HIdeioHU75",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
},
"outputId": "08cacb21-c475-4829-b589-2a09d9bee424"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"45/115"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "N_eTgPASBhzY",
"outputId": "fa8bc480-0ab5-43bc-dba1-7616e8df72a2"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.391304347826087"
]
},
"metadata": {},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"source": [
"myexplode = [0.4, 0, 0, 0, 0]\n",
"plt.pie(y, labels = mylabels, explode = myexplode)\n",
"plt.show() "
],
"metadata": {
"id": "u9Yi-w8KIMeJ",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 268
},
"outputId": "7c350bb0-3713-4b8a-9409-b7f51a1eb013"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"plt.pie(y, labels = mylabels, explode = myexplode, shadow = True)\n",
"plt.show() "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 268
},
"id": "Kv8iAvuiIXfa",
"outputId": "bd040d28-440a-4d70-f4bb-3319667ad70a"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"plt.figure(figsize=(15, 10))\n",
"plt.pie(y, labels = mylabels, autopct=\"%.2f\")\n",
"plt.legend()\n",
"plt.show() "
],
"metadata": {
"id": "PjhaGpJhIzYp",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 575
},
"outputId": "9ba153c8-aa01-47ce-8168-e53125262437"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# upper left', 'upper right', 'lower left', 'lower right\n",
"plt.figure(figsize=(10, 10))\n",
"plt.pie(y, labels = mylabels)\n",
"plt.legend(loc='upper right')\n",
"plt.show() \n"
],
"metadata": {
"id": "gKS0Eu7xJAKx",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 575
},
"outputId": "f914bc6b-0f0d-4af4-8dad-46ddbeb7e541"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Histograms"
],
"metadata": {
"id": "6X6hW8qLfERR"
}
},
{
"cell_type": "code",
"source": [
"mu, sigma = 200, 30\n",
"x = mu + sigma * np.random.randn(10000)\n",
"# the histogram of the data\n",
"plt.hist(x, 20, density=0.2, facecolor='g', alpha=1)\n",
"\n",
"plt.xlabel('Customers income')\n",
"plt.ylabel('Probability')\n",
"plt.title('Probability of buy')\n",
"plt.text(60, .0179, r'$\\mu=200,\\ \\sigma=30$')\n",
"plt.axis([40, 300, 0, 0.02])\n",
"plt.grid()\n",
"plt.show()"
],
"metadata": {
"id": "RlSLaVtJXLLY",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"outputId": "1b7aaf8d-b2ac-4537-ae17-9893127dad4c"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Pandas Visualization Tools"
],
"metadata": {
"id": "NipkS5EW9kPm"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"\n",
"sector = np.array([1, 2, 3, 4, 5, 6])\n",
"mean_house_value = np.array([40000000, 60000000, 95000000, 120000000, 192000000, 310000000])\n",
"\n",
"df = pd.DataFrame({'sector': sector, 'mean_house_value': mean_house_value})"
],
"metadata": {
"id": "X1te070c9ivy"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.set_index(\"sector\", inplace=True)\n"
],
"metadata": {
"id": "U7AKPGiF-8W9"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "aUD3KNMZJfDq",
"outputId": "79df6759-f99d-477d-a770-1392848165b4"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-2fdc39bc-c942-4ff1-bfae-80178d0b20be\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean_house_value</th>\n",
" </tr>\n",
" <tr>\n",
" <th>sector</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>40000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>60000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>95000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>120000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>192000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>310000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2fdc39bc-c942-4ff1-bfae-80178d0b20be')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-2fdc39bc-c942-4ff1-bfae-80178d0b20be button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-2fdc39bc-c942-4ff1-bfae-80178d0b20be');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" mean_house_value\n",
"sector \n",
"1 40000000\n",
"2 60000000\n",
"3 95000000\n",
"4 120000000\n",
"5 192000000\n",
"6 310000000"
]
},
"metadata": {},
"execution_count": 56
}
]
},
{
"cell_type": "code",
"source": [
"df.plot(title=\"test\", ylabel=\"mean\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 312
},
"id": "v9psJ93TJg7j",
"outputId": "947d0b3a-593e-4b4b-99f6-392e40e24c73"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3973341a90>"
]
},
"metadata": {},
"execution_count": 58
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"x = np.array([\"Store 1\", \"Store 2\", \"Store 3\", \"Store 4\", \"Store 5\"])\n",
"y = np.array([140, 40, 60, 90, 75])\n",
"\n",
"z = pd.DataFrame(y, index=x, columns=[\"total_sales\"])\n",
"z"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "XQNmOHqKKTFH",
"outputId": "5d62b96a-3b81-44d3-c453-08fb45928aa9"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-88d1a672-9a4b-4f6f-a2cc-dd77c6697103\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total_sales</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Store 1</th>\n",
" <td>140</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 2</th>\n",
" <td>40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 3</th>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 4</th>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 5</th>\n",
" <td>75</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-88d1a672-9a4b-4f6f-a2cc-dd77c6697103')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-88d1a672-9a4b-4f6f-a2cc-dd77c6697103 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-88d1a672-9a4b-4f6f-a2cc-dd77c6697103');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" total_sales\n",
"Store 1 140\n",
"Store 2 40\n",
"Store 3 60\n",
"Store 4 90\n",
"Store 5 75"
]
},
"metadata": {},
"execution_count": 62
}
]
},
{
"cell_type": "code",
"source": [
"z.plot(title=\"test\", kind= \"barh\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 298
},
"id": "s4RuNhdmKrvt",
"outputId": "135c3193-ed35-43e5-c665-abc478f1074e"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3974338c50>"
]
},
"metadata": {},
"execution_count": 65
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"a = np.random.rand(10, 4)\n",
"a "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3wA-GwHfLa5r",
"outputId": "665022a2-5f4f-47da-9cb5-b5f1f63629e5"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[0.06574381, 0.1736994 , 0.25998017, 0.31488129],\n",
" [0.6996197 , 0.01518294, 0.64583631, 0.2096045 ],\n",
" [0.30354166, 0.661238 , 0.50315055, 0.69768018],\n",
" [0.69112441, 0.63725009, 0.11115963, 0.03651868],\n",
" [0.64568755, 0.87689232, 0.91794965, 0.81532984],\n",
" [0.20543543, 0.74931018, 0.90137227, 0.37988397],\n",
" [0.35539858, 0.60645677, 0.65733776, 0.31636393],\n",
" [0.86459012, 0.60154623, 0.17946854, 0.76998422],\n",
" [0.05080541, 0.59945456, 0.75067995, 0.17536685],\n",
" [0.51924496, 0.64453242, 0.61256778, 0.23905291]])"
]
},
"metadata": {},
"execution_count": 66
}
]
},
{
"cell_type": "code",
"source": [
"a = [ \"Store \"+ str(i+1) for i in range(10)]\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "yDzR5yYuL-gV",
"outputId": "cadc1947-81f4-4669-8e92-3d8f4c0e90b3"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"10"
]
},
"metadata": {},
"execution_count": 71
}
]
},
{
"cell_type": "code",
"source": [
"df2 = pd.DataFrame(np.random.rand(10, 4), index = [ \"Store \"+ str(i+1) for i in range(10)], columns=[\"product a\", \"product b\", \"product c\", \"product d\"])\n",
"\n",
"df2"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 363
},
"id": "2ojmhM9LLYxe",
"outputId": "42717b19-b3ee-4aa3-81ba-2a9641a22679"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-a6fd586a-aec5-4201-a7b6-2dc98073b0ae\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>product a</th>\n",
" <th>product b</th>\n",
" <th>product c</th>\n",
" <th>product d</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Store 1</th>\n",
" <td>0.697817</td>\n",
" <td>0.670903</td>\n",
" <td>0.143974</td>\n",
" <td>0.837999</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 2</th>\n",
" <td>0.668419</td>\n",
" <td>0.549599</td>\n",
" <td>0.055927</td>\n",
" <td>0.714029</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 3</th>\n",
" <td>0.914035</td>\n",
" <td>0.108126</td>\n",
" <td>0.767955</td>\n",
" <td>0.340254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 4</th>\n",
" <td>0.939309</td>\n",
" <td>0.442126</td>\n",
" <td>0.202680</td>\n",
" <td>0.943148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 5</th>\n",
" <td>0.294620</td>\n",
" <td>0.174013</td>\n",
" <td>0.635384</td>\n",
" <td>0.427294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 6</th>\n",
" <td>0.783937</td>\n",
" <td>0.279894</td>\n",
" <td>0.063415</td>\n",
" <td>0.554039</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 7</th>\n",
" <td>0.692047</td>\n",
" <td>0.161511</td>\n",
" <td>0.447386</td>\n",
" <td>0.907145</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 8</th>\n",
" <td>0.337254</td>\n",
" <td>0.615493</td>\n",
" <td>0.858569</td>\n",
" <td>0.644845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 9</th>\n",
" <td>0.909657</td>\n",
" <td>0.015437</td>\n",
" <td>0.303789</td>\n",
" <td>0.041828</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Store 10</th>\n",
" <td>0.306273</td>\n",
" <td>0.084177</td>\n",
" <td>0.898819</td>\n",
" <td>0.072801</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a6fd586a-aec5-4201-a7b6-2dc98073b0ae')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-a6fd586a-aec5-4201-a7b6-2dc98073b0ae button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-a6fd586a-aec5-4201-a7b6-2dc98073b0ae');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" product a product b product c product d\n",
"Store 1 0.697817 0.670903 0.143974 0.837999\n",
"Store 2 0.668419 0.549599 0.055927 0.714029\n",
"Store 3 0.914035 0.108126 0.767955 0.340254\n",
"Store 4 0.939309 0.442126 0.202680 0.943148\n",
"Store 5 0.294620 0.174013 0.635384 0.427294\n",
"Store 6 0.783937 0.279894 0.063415 0.554039\n",
"Store 7 0.692047 0.161511 0.447386 0.907145\n",
"Store 8 0.337254 0.615493 0.858569 0.644845\n",
"Store 9 0.909657 0.015437 0.303789 0.041828\n",
"Store 10 0.306273 0.084177 0.898819 0.072801"
]
},
"metadata": {},
"execution_count": 73
}
]
},
{
"cell_type": "code",
"source": [
"df2.plot.bar();"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
},
"id": "MQQVm0ZqLYqN",
"outputId": "847cc6b3-fc4c-4dfb-fc19-4b4c84304296"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Manipulate Missing Values"
],
"metadata": {
"id": "8gUNXDkdOIuP"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy import signal"
],
"metadata": {
"id": "h5CDXwirORDY"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"sensor_data = pd.read_excel('sensor_data.xlsx')\n",
"sensor_data.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "egWz06J9Og3h",
"outputId": "d4b84c15-af0c-449e-bbeb-2b630a3fa9df"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-3c6878e7-56e7-4891-a14a-32c3548c301f\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CO</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3c6878e7-56e7-4891-a14a-32c3548c301f')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-3c6878e7-56e7-4891-a14a-32c3548c301f button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-3c6878e7-56e7-4891-a14a-32c3548c301f');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" CO\n",
"0 2.7\n",
"1 2.2\n",
"2 2.8\n",
"3 2.9\n",
"4 2.0"
]
},
"metadata": {},
"execution_count": 25
}
]
},
{
"cell_type": "code",
"source": [
"len(sensor_data)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WutecisdP5io",
"outputId": "e05ed780-5739-4464-94a4-1af6f6b673c6"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"751"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"source": [
"plt.plot(sensor_data)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"id": "VowiKOC1P7hd",
"outputId": "948e5d86-ad68-4a9d-b3e3-f6e44287b519"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f80a40bb390>]"
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"def manipulate_outliers(data, plot=True):\n",
" \n",
" new = data.replace(-200, np.NaN)\n",
"\n",
" if plot is True:\n",
" t = range(0, len(data))\n",
" plt.figure(figsize=(15, 10))\n",
" plt.plot(t, data, 'o', t, new.interpolate(), ':', t, new.interpolate(method='cubic'), ':',\n",
" t, new.interpolate(method='nearest'), ':', t, new.interpolate(method='akima'), ':',\n",
" t, new.interpolate(), ':')\n",
"\n",
" plt.legend(['raw data', 'linear', 'cubic', 'nearest', 'akima'], loc='best')\n",
" plt.xlabel('samples')\n",
" plt.ylabel('Co')\n",
" plt.show()"
],
"metadata": {
"id": "YV_YNCfgQiqB"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"manipulate_outliers(sensor_data, plot=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 606
},
"id": "BhpJ38QKQo0k",
"outputId": "bcac175c-b8f3-4c95-9468-6b119c9c80a6"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"emg_signal = pd.read_excel('emg_signal.xlsx')\n",
"emg_signal.head(20)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 677
},
"id": "mhPeBEtbSkOs",
"outputId": "903bd241-4882-417a-bbd4-eb8e2179dda9"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
" <div id=\"df-f8f9074b-3b5a-45b7-ba46-e5309263cb27\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>V</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.000264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.000256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-0.000254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.000264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.000247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>-0.000254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>-0.000261</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>-0.000264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>-0.000259</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>-0.000252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>-0.000256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>-0.000260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>-0.000263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>-0.000251</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>-0.000259</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>-0.000254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>-0.000256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>-0.000237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>-0.000239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>-0.000239</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f8f9074b-3b5a-45b7-ba46-e5309263cb27')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-f8f9074b-3b5a-45b7-ba46-e5309263cb27 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-f8f9074b-3b5a-45b7-ba46-e5309263cb27');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" V\n",
"0 -0.000264\n",
"1 -0.000256\n",
"2 -0.000254\n",
"3 -0.000264\n",
"4 -0.000247\n",
"5 -0.000254\n",
"6 -0.000261\n",
"7 -0.000264\n",
"8 -0.000259\n",
"9 -0.000252\n",
"10 -0.000256\n",
"11 -0.000260\n",
"12 -0.000263\n",
"13 -0.000251\n",
"14 -0.000259\n",
"15 -0.000254\n",
"16 -0.000256\n",
"17 -0.000237\n",
"18 -0.000239\n",
"19 -0.000239"
]
},
"metadata": {},
"execution_count": 32
}
]
},
{
"cell_type": "code",
"source": [
"def plot_signal(x, samplerate, chname):\n",
"\n",
" t = np.arange(0, len(x) / samplerate, 1 / samplerate)\n",
" plt.plot(t, x)\n",
" plt.autoscale(tight=True)\n",
" plt.xlabel('Time')\n",
" plt.ylabel('Amplitude (mV)')\n",
" plt.title(chname)\n",
" plt.show()"
],
"metadata": {
"id": "DTTx60qrSsel"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"samplerate = 2e3\n",
"plot_signal(emg_signal, samplerate, 'channel 1')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"id": "JBrJBn8QSuwQ",
"outputId": "00ca7510-f066-43a7-841f-be9bf4cc48f2"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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JIL/771wAJi3YwCkdGpFbJRsof63ETqHGVFzYPh4RuUZENgA/ALPdx6x4F8yYSOzafyiidNf+Zzb3f7Ao6Pv+swukylV6apSiYsKNapu0YD2LN0Q/nZCpvCIZXPB7oIuqFqhqa/fRJt4FMyYS1/5ndsRp124rmVGgzOCCcq6VE3h79Hmls3BB/Nr/fM/wRwLPc2fSUySB52cgdvOLGBNDP6ze4X2+50AxkxZsKFc+/lPo+F+le1/6nUTXbCs7Pc7STbspGPNBucphTCaIZLjJbcC3IjIdZyg1AKp6U9xKZUykfOLD7W/P592565j0uxPp2DSvQtn6X6UHG3QwdenmMtumLdtSoc8uXY6YZZU0dgOp8RdJ4Hka+AyYD2T2ZFMmpXlqLXsOhL+pM9z5fM/BCPIIksm2PQfD7ptJdh9wJgzZd+gwtXOrJLk0JhVE0tRWRVVvUdXxqvqi5xH3khkTgWiupX3jRLB+B9+L83+EmQ5n+77AAxtiOfN1Onnis3LPKWzSTCSB5yN3/rJmIlLf84h7yYxJskcDnCh9w9W7c23yi2hk+uzcpkQkTW0XuP/6TpOjgI1sM0kXTf9BRXoaAn3MkQT0v9z+9nwa167GH4d3jP+HGROB71dto0HNqhzVoGa58wgbeFS1dblzNyaBwi5bDTw7dRnb9h6MuNN+9da9tKxfw/t6yqKS+XG/cKeHiac3Zq8BSIvAM2tlhe85Nyngl09+C1Rs9d+gTW0ickKoHUUkT0S6lPuTjUmC+z/4kSc+/znolDn+znj861KvF28omfQy0Ig2E9zPRXsiSvfytBVxLYdJvlA1nrNF5EGcudBmA0VALtAWGAgcBdwa9xIaE8IOnw5+3+aw/YcO889Pl5ZK69taFmmNZ/veyGZGMKVVpFnzrncXhk9kKrVwC8GdDqzHmS/tTzgTdbYDnlbVk1R1ZkJKaUwInulWfIPJ898s986O7OEba5Zu2h0wL5skNHLb9x7k9RmrAr4Xq+6v1rd9QNexk5kwczVnP/VtjHI1sVCR2wZC9vG4E4H+230Yk5KGPzKVV648rtS2g8VlR1Ct3GLDnGPplgnz+GzxJnq0qlvhG3aDUYVdB4r545s/ALDv4GGqV82Oy2eZ6MxeuY1TOzUp174RLQRnTCo5UFz25s4VW/aEXUtn+ebI+hj8pcqEoalg3fZ97D3o3BBatMuZyCRQkI+Xxz9fGj6RSYgrXyr/XNEWeEylc+97gWeZjld8eOt7u1/H4/hxn3Hhv6ez+0Cxd4BGsObJeHji85/DJzJxMz3EdFA79h5iR4R9ohZ4TKXzw5rtZbaVPvlpuU+Gpz1adpbkl75bGZOVSZNFVflo/noOFh9h38HDvDJ9ZblqcYvWOX1pc1dvp8vYyazY7DRdBvq/2b2/uFxl3XOgfPvF0pbdB8InylAvfbey1Ouvl27mzdlrWLt9H93v+5ju930cUT5h7+MRkRo4o9daqepV7pLYHVT1/XKU25gKW7A29NotZz81jRsGto3Z581bvZ15q8sGu8pi6tLNXPfK91xzchv2HzzMi9NW0jQvl8HHRNc+f86/Snfu7w4QJPa5c9y97HeCisTL01ZEPYpQVXlw8hLO6NacTs1L+pl27D3ET5t2cWxB4ElW1m7fR4OaVcmtks3B4iNUyRZEhC9/KmL08zMYf9mxDOzQOOpjSEc/rNlOrWo5tGlUq8zl3K+fm16uPCOp8YzHmZW6v/t6LXB/uT7NmDjxvy/n8c9tXjCPbXud0Ufrtu/nxWlOQFi1dS+Fm3bR/d6PWb+j7NIOgRwOMlWDp8Zz5IiGXZgvULDyuOvdhRHN7P2bV773Pt936DBPffEz5/oFxUvGz+Dcf03j0OHA/U8Dxn3GVS/N4kDxYdrf+RF/neTMy/f9ym0AzFlVeS80Yu3Mx79h0N+/BCKbKSSSJUEiCTxHq+qDwCEAVd2LjS41ptLxDQr3vreIl6atZMe+Q0wu5xpGHp5mzbETF3oDWzDz1+wI+f6BCAYqfDB/PRPnrQNK+vX8Q+Kidc7nHAnRpDh16Wbv/HGvTi9dbv8T3KZd+/nyp6KwZTtyRHlp2gr2Hwo/u3lllBWjM38kgeegiFTH/duKyNH4rMtjTCq44+0FzK3EzWGxsGLzHtrf+ZF39N7+Q4cp9Llf6YslgU+cFV0vx7N7JM1rvjXTSQs28InPFEQQ+RXtTa/NCV0mNyf/uLNtz0E27dzvfe05kR4JEsA8zn7qW0Y/PyNsuSbOW8fd7y7ksc9KRt/t2n+IqUvDB63KIFY1jkgCz1ic2QtaisgrwKfAH2P0+SaONu8+wNYUWxtGVTlSgdk1F6wNfcWcaXz/P9+as5aDxUd4Z44zCu8Pb/zAqf/4Muj6RAvdwQKRTv0T7K8WVdzyyeTa/8wuMyQ3K8ogGPSb5GbjH3h6/mkKff/8aZn9vU2A7g7+xVi9NXxz5Kad+/m60Pm/3ObTV/W71+dy8XMz2OgT8P43azUFYz6IuJkzWTbt2l/q9aL1oftXIxU28KjqFOCXwKXAa0AfVf0iJp+ehhZv2Mlb368ps/3l71Zy7cuzE1qWPvd/Qq8/TUnoZz7wwSIKxnwQtG39vvcX0eb2DyMeVXX4iHrTbty5n9Mf+zrMHpll9PiZtLn9Q6Ds1eh7bnPUs1OXBdx3ttuf8cmPG3n5u5WsKucNtgvDDPaIShRx58FJi713zwvOhK4zV2wtlc1h97uzdOMuvi0sG2C37i65MCsY84F3KYy12/ahquw5UBxxs9mgv3/pndTV9+vtmSXDN5833XPEsgjnr6uo8jb9/euL0t+ddo1rx6I4IScJ7eV54MzLth5YB7Ryt2Wc2Su38facskEF4JNFG9mx9xDDH5nKLRPmlXn/rncWMGlh2bb0w0fUe5Jeu30fq0MsInbZ+Bm0v/OjcpY+vGtensXAv30R9P19Bw8zYdbqkEHj31OXA3Dve4Hn2xr/zQogsntupi/bwtG3f+jd5zifK1Xj+Mqn30G8V/nKoz7z1C2L4MbZu95ZwEkPfV5q27zV20vVToPFhFv/V/b7Hky4P/uM5ZHPYP3kFz9ziU/z14kPfs65/5oGlPQVefp4hjz8FRc+W3YE1ilBvu//m72Gp79aRuexk+l416SS8gf54r47d22pgROvBZhK6P0f1rNmm/P7/m7ZVje/oIfndbD4CDe8+j0/F+0OekEHMP6b5bzwzXLenbuWZUUlTazLN++h412TmDBrdfgPC6N2biQr6YQXKpe/u//mAn2AeTjfvW7ALEpGuWUMz1xRv+jZotT2DTv2c+VLszixXUPvtuWb97Bx537Of+Y7/nl+j4D5zV65jcvGz2Dn/mJWjBvJgHGfAc50498UbmbX/mJ6H1WPRrWrAfB5kDb6QHzvJv944QYGdmxMlWznOmPjzv1Uy8mibo2qpfaZvLB0e/uu/Yf478zVXHFCa2au2Majny7l68LNNM3L5aT2jcp8pu/MAN8UOqOTnvt6ORPnraNw4y5uHtLe+36o39uSDbt47LOlvP/DesBZGuDC41pFduAZav2Ofd5+jddnrmbTrvJ1w+7af4jDR5RF63Zy4bPTGTOiI9eefHTY/Z77enlE+d/02hy+GTOI3CqxmfbG853zbb29yqf5bs3WfWzeXb6+v3EfLS6zbeueg0xdupmzeuYDcOjwER744Ede+HZFmbQDxn3G2u0lTWkPTV7CQ5OXsOzPp3m3zVuznQFtG3j72Wav3ErX/LpUzSmpE3y/ahvv/7De+3sIthyB743V2VnCz+7nLHFnVP9k0UZ+1adlqX0+XriBbi3q0rRObvD/iDgIGnhUdSCAiLwF9FLV+e7rLsA9CSldili0bifNfP4wq7bsZfy3y7lrZCeyssR7pbN2W8mX7Levz+EHdwTPmz53vhcfPkKOGwCCTXp4sPgIF/lcnfl/0b76qch74l+wdgcfL9zAkE5NWbFlD2d0b87c1du58sWSH9/VL8+mdm4OD57djRFdm3Hcnz+lSraw9IHT2LX/EN/+vIVhnZt609/02hz+enY37n1vEW/MXsPiDbu8TQhQ0h5+6PARvl66mc8WbyrTsSzi1Fj+9H7Jj+H+D370PneuHIXCTbs57+lpvHh5Xz6cv57fD+3AsEe+KpWXAuc9813A/yvj6P+Xz7j5VCewlzfoAHS9p/QNgOM+WsyVJ7TmrTlrQ4448/07h7Jlz0E63jWJqX8cWO4yBrLPpynJd82kQDcEV0Tv+z8BYMaKrQzp1IS5q7YHDDpAqaDj6453FnifPzR5Cc3q5FK/ZlUa187l7KemcdmAAsae0dmb5v0f1pXaf8feQ9SpUSVkOX2HvntqfYH6z65+eTbN6+TynyuPY+rSzYw+vqBkvyPKZ4tLX4zGarReJPWmDp6gA6CqC0TkmIp8qLt09n+BAmAF8CtV3RYg3WjgTvfl/ar6oru9N/ACUB34EPitqmqwfEXkIuD/cGpsu4DrVDWi9oHZK7dy9lPTaFm/unfb2f/6lqJdBzj+6Iac0LYhxUecH6Rvk8Y6ny+d75+77R0f0alZXplOOt+7pV/0+yJPWrCeoZ1KAsMlz89g/KXH0rNVXW+fh6dtunPzPM564psyx7FrfzHXvfK9N4gdOux8GX//v3lMXriRNo1KVhOcOG8d36/axjHNnBvyfIMOwAvfruC0rs1od0fwZr9lRXtCBou5q7dzsPgIkxduYMueg97jePKLslOi/BijDs3K7L8zV3HesU6t79DhIxwsPkLNaqV/vh8vqtiw6GDahvg7l9eJD34ePlEKe3X6Kl6dHnhm7nD8m+Ee/7yQZUV76JLv/N7Gf7OCfQcPc6D4CNefcjT/+a50+pMe+pzLBhRwRvfm7NpfzJUvzuT+swIvjbZl9wHvuSXbbyy0p9lw3Y793vt0lm/ew/UDj6Zx7Vy63DOZvQdLAs3xf/mUdTtKDzYoLwnXySsirwF7gP+4my4CaqnqBcH3CvOhzjo/W1V1nIiMAeqp6v/5pamP06TXB+eidzbQ2w0kM4CbgOk4gedRVf0oWL4icjzwo7vvCOAeVS09nXEAPXr11u1D7wuZ5rjW9blzZKcyC4b5OqVDo6BDWSM19oxOparSo3o05+OFG0td6UVixbiR3hu8VowbyfBHviq1uFmkLjyuVbl/eKZ8PBcNl46fwRdLiqiancXBEG3+JrNN/ePAUgH+9G7NuGPkMdSomkNebg7jJi3m6S8DDzz58KYTK1RbXPnX02erap9g70cSeHKB64CT3E1fAU+parlDn4gsAU5R1fUi0gz4QlU7+KW5wE1zjfv6aeAL9/G5qnb0TxdhvvWABaqaH66c3Xr00p3D/1Tew/Sqki3eGkayTfrdiQx/xPlC3TnyGN78fq3VKCoJT+CJ5M5wY0J59IKeYe+FqohwgSdsU5sbYB52H7HSRFXXu883AIEmjcoHfIdhrHG35bvP/bdHmu8VQPyGhgWQKkEH8AYdKN3nYozJHN9FMDVRPEUySehyAgxCUtU2Yfb7BGga4K07/PJREYn5mTlQviIyECfwnBBsPxG5GrgaIL/lURF1ghljTGWS7GbySM6rvtWlXJxlsANP+epDVU8N9p6IbBSRZj5NYpsCJFsLnOLzugVOM9ta97nvds+wsaD5ikg34FlghKoGDfeq+gzwDLhNbcEP0RhjTDlEMnPBFp/HWlV9BAg8kDxyE4HR7vPRwLsB0kwGhopIPbdfZigw2W1K2yki/cQZ/H6Jz/4B8xWRVsBbwMWq+lOkhdxs63KYFOLMvRb9QBBjUk0kgwt8ZynIwqkBXaeq3cv9oSINgAlAK2AlzrDnrSLSB7hWVa90010O3O7u9oCqjne396FkOPVHwI1u01qwfJ8Fzna3ARSH6vjyqNasnTYb/Uh5D9MYYzLOinEjEZEKj2rzHXBfDCwH/q6qS2JTzNRlgccYY6ITSeCJpI/nClUtNdhbRFpXuHTGGGMyUiTLIrwR4TZjjDEmrKA1HhHpCHQG6ojIL33eysMZ3WaMMcZELVRTWwfgdKAucIbP9l3AVfEslImffm3qe6dkN8aklmo5WREt/52qfj+0ffhEhGhqU9V3VfUy4HRVvczncZOqBp5W2aS8Z0cf632+/B8/IRMAAB5ySURBVC+ncc1Jge8DvmVI+C/QrDuD3qplTFJ0bBqbhcqSZd7YockuQrnMu3so7994AjcMahdR+lALwXmWt75QRB71f8SisOlgRJemrBg3kn/9uuzaeM9fWnZQx2e3nlzqdaCTt+9M2LHyh2EdWPyn4dTymdFYRLjttGP48y+68u9LSpfVM1NuKA1rVeO+UZ355JaTKXxgBH87N7oR9rFaVMpUHs3d5UX6HFUvLvnfdXqnuOSbCHef3ilm6xSF0jW/Dvl1Y3uOqVOjCl3y60ScPtTgAs9EXrNwZob2fxgfw7s0Y8W4kXRqVnLCHtSxSal1fG4a1JY2jWp5F4JqULMqDWtV45Urj+OEtiWLyE3946BSeV90XCtG9z+KYwvqcbffD+vt64/nhoFtmfS7E7mk/1Es/tNwxp7RiR/vG14qXbcWdbxf6jl3DWHGHYO97114XCtOPaZxqfS5OZH9AC7pX0DbxrXIyc7inN4twu/gY/adQyJOO/32weETmZRXr6az+OB5x7YMk7J8EnHiBsr8vmKhWhXndPzURb14+/rjy5XHaV2bcufIsqvWPHxeyUXhC5cdyzdjBvHqlccx9Y8D+XuAC8a3ovj8ly7vG3U5Qy0E957774tR55omGrsrf0ajW4s6LFq/k8cu6AnA29cP4Mf1OxnYseTEnpUlzLlriHeVwQFtG9KvTQOOvv1DurdwrhqW/+U0bn97Aa/NWEXbxrW4bEDJCPb73EW3GtSsSs9W9ejZyrl6vG+UsyaHb1qAZy/pw4ntSlYM9fz4fYnfIlHN6lbnsQt6cnSjWgGnR3/1ysCrSsy4YzDPfLmMZ90VKX/ZK5+3vl/Lr/u14qoT23DyQ18AlDp+gNYNa7J88x7GjOgYcOXHajlZtKpfg1VBlgavUTW71NohJjU9ekFPpv5UxDm9W/CHN36Ief4B1jqLi+pVs7lxUFsec9fBCqdXq7o0q1udD35YHzTNee7qoCO6Ngub36gezVlWtIf5a3d4tzWvk8uTF/V2389n3urtTJi1mpsGt2OPz7LcDWo557Xj3YvdlvVrlFm+vFeresy7eyjd7ytZGLBpXi4bdpZdlOBwJOt3+wk1qu09QqxQrKpnRv1pGeCeMztzft9W9GhZF4CmdXIDLivrf/LPzhLeuLY/7Ro7bdQiwj1ndqKgQQ1+3e+oUmmfvKgXRbsOhK1hfHzzSWzfe4i+rcNOrQdAm4Y1vYvZ1a9RlTO6N2efezK/ZUh7TunQiDMf/4ZLjy/wfmn9Na6dy52nd6J2bhUa1KrK3NXOssPd8utyVIOSxeb8j3/KzSd5V2YNFHhUQYN8HefcNYRxHy3mvzFYU97EV4OaVbl0QPDbAPPrVg+6cmckerSoW+r1vWd2JidbuOPtBUH2iN7Ibk5guHVoB24d2oEvfyqia34d3v9hHXe/uzDgPgUNa4YdNOD5/ofSv00DZqzYypgRHWlWx2kum7t6e5nFHxvVrsapnZpwaidngv7DR5SrTmzNFScE7tP9Rc988nJzOLNHc+8y4v6rnPpeKPo6XI7Z90M1sv8t6tzSTN3qVfHMjHVO7xZlVuKEsldYuVWyvUEnWn0KSgeIajnZXBNgvfvTIrgiAmjfJLqO1gnX9uenDbvonF+HOtWdL131qtmllt7+dswgmuSFH03/21OdTsb57vLfnquiX/VpQdcAbcHhfnR1qlch2IVVvZpVgwalWPh1v1ZlVoFMd78f2p6/fRzZtIaXHl/AWT3zA658608IXSXJq14losDTNC+Xe0d15pqXS7f6Z2UJebk57NzvXOHn163OqZ2axCTwzLh9MA1rVSvzmz/ZXYY+XPP0FSe0Dlnj8XdS+0Y0zavGhFkl553OzfN47ep+pdK1qOcEoKMb1wqaV3aWcMfI4P1fD5/XI+D2nCyh2I1EfxjWgRsDrOFTfCT6316oUW1feh7ANGAbsBWY5m5Le542V4AHz+5Wql9k/GXO6LB6Nco2W1VWDWtV4/i2Db1BJ5DmdauXWUI3lHZNnB+Dp6/rwXO6c3H/Au/7HQIEx1E9mpNftzo3DWrr3ZaVJVx1YvCVOMpR24/YqB5h1wxMWb8dHNkoI18rxo3khkHtyInw79yzVV16tKwbWTNXmDThpvDy+HW/Vgzr3JRJvzuRN6/rz4uX92Xy75y1Kgd1bBxm78DmjR1aZoBM4QMjvM8b5+WSlSVlmqW9ZXcvfo5pVnZgTpO8XHq1Cjyg4i+/7Mq3YwaV2f7S5X158JzuXB6ihgjO7/aly/vyxEVlBzhVVKHbHw3ORUEg3VpEPqjAI2zdTkRGAj8DjwKPA4Xu8tEZJStLaFy75Er/lPaNuP+sLtwRoCPPlLh8QGv+d21/TukQ+GQw4Zr+vH9j6eWR/nl+T74ZM4hbhpZaPJbOzYOPtKvv13QXyxFzCeo2iLlnLu4dcZ/HGd2bl9n20/3R/cxb1a8RVfqK+M1A56KkY9M8eh9Vn5PbN6KDO5T6r+d0i3hYtW8nem6VrDLBNpLmL39d8/N474aS7/SILk25+dTgtyc0rl2N5iFGmV1zcsilzwCndpSXG/yCMRZ8R8R6rBg3MmTZg4nkf/XvwEBVPUVVTwYGEtvVSCslEeHX/Y6iRlUbEhxKVpZwbEHwPqZoh2EGc/OQ9tw2oqP39ctXBB78kEk6hQjU/h67oCd//kXXUhcBWT4n4VeuPC6qK9uerQI3N/sGwutOKduMHKw2EU26ajnZ3hp2uOx6tapH/zYNAMgKkvj1q/vxl192DVum6u65oHZuFbq2qMOS+4fz4DndePKiXt7+kUblGLDUJC+XO05L3gXud7cNZuG9w+h9VD0eOa8HA9o2qHCekZw1d6mq79CNZUDGLgoyZkTHgM1DJj5evqJvRFdUuVWc/rC/uAMTIm0mikQ0TYvJ8O5vBjDKp3/lzpHHsGrrXprXie5K9MLjWpXZ9rdzu1MtJ4sBbRtG1ZwZ7CTu6/dDO3Dp8QUc9+dPoylmVCKJY/8e3YcVm/dQJUjtpl+bBvRrE/5ke3rXZmzauZ+LjnMGA1XLyeZXfUoPG595x6nMW7291N8r1fkOjjqrZz5n9cxn1oqtbN97qNx5RhJ4ZonIhzjr3CjOCqQzPfO3qepb5f70SujaAJ39Jn58h4En5/MbBj0hpYruPoNZmuRV44oTWntrBOE688OJ9t6scHxLk50lEQ1UKY8OTfP4fEkRDWuVrWH0aFnXO9oSnCYkT6178DGN6VtQnxkrop9WKitLuDJEP6RH95Z1aZJXjY07nYUmIwmOLd1mzNaNaoZJmRj+A6GiFckvKhfYCJyMsxR1Ec4CbGfgzOVmTEK0S0JNs7wjFONtSKcm5OXmeIfK3+pOcXR2rxZBm6FSvOIWU78f2p43ru1PtxZl/353nR682ap2bhUmXNsfgHo14ttn4nF0o+Cj0TyGd2nKG9f258K+ZWullVHYGo87X1vG+ui3J1I9QXdDm9DqVK/CinEjKRjzQdw+45/n9+C3r8/1vv7t4HYs2ZgaLcv+V+I/3DPM+3xkt2b8fcpPnNUz+Ai8nKwsDh527iU5t3cL5q/dweINuyKePiUWQ9Yj7cOpqJzsrBBX5U4ZgvVDgXOja884XnR4mi2/+sNAWjWIbFBGRWsZqSRs4HEXfbsRKPBNnyk3kAYaGmlS171ndo6oPT4Y376JCdf0L9eoJiiZiSGWehfUC9oE1KZRrVL3W3kM6dSEhz/5iVOPaczNQ9pzyXMz2LLnIDcPaU92lvCf71ZydZCJYv3Vrhb/GkAiwpLnTxzq9pMzA4zyi4dgN2Wmu0j6eN4BngPeAyrvfN0mI4w+vgCI/H6QUCKd8SEZIj28Ts3zSgUk3/6qJnm53Oo3ZD2Uf17Qg74PBB8IEIPbeOJm/j1Dufi5Gcxdvd17w+WoBAUXU1YkgWe/qtps1KZSERHevv54fvFkxVfwaFAz+iGwZ3Zvzj8/XVrhz/bo1qJOqaYfz8kzkXzvYwskjvfwlnKpe3ERjdq5VXj96n7s3H+IxrVz+en+EVTJTn6nV6Lmlks1kdTz/ikiY0Wkv4j08jziXjJjKqhnq3pR39QY6ETQtE4ubd3pSCK9MbE8MwaE0qlZHkM7N2X67YN5+uLe3HZax/A7BXBGd2e6pXgvSRGsxhmLE+09Z3Yu1365VbK9wbNqTlbC+ptCieeMG6kskm9fV+BiYBAlTW3qvjYmIxxVvwaFm3Zz69AOXPXSrLDps+I0hKxJXi7DOjct9/5jRhzDDQPbUTvOd7mXV4aehzNOJDWec4E2qnqyqg50HxZ0TKUQq8lDU+DiOCays6TMrMPRWDFuJFed6Mwd5hlqHmjmiWC1iXD3FaXJf3PE0uV7Fa1IAs8CIDVvZjAZ6YK+sV9ErF+b0AMJAjWJ+C6u5euTW04OuD3dnNa1Kcv+fJr3PhTfc2h5m9oy9UScaSIJPHWBxSIyWUQmeh7xLpgxieSZZDSaO/3PCjprdewbjFL1hByvJkWT3iLp4xkb91IYk0Cnd2vG+37rooTr5K3Iib9Bzaps2XMw4vQDOzTi8yVF5f/ANGZxLj2ErfH4rsvjrsNzGPhVRT5UROqLyBQRWer+G3ChChEZ7aZZKiKjfbb3FpH5IlIoIo+K26AcLl8ROVZEikXknIqU31QegQLK4xcGH5QZLMAEyifSUVG1ohxBdonPekWpKNEjsbqn6LRFFZHpgygium1WRHqKyEMisgL4E/BjBT93DPCpqrYDPnVf+39mfZza1nFAX2CsTyB5CrgKaOc+hofLV0Sygb8CJYuIGxOl8lxwe/pAzo1wws1Un5Q0mLHlHOYcjVQPytHK1Apc0G+4iLR3799ZDDwGrALEHdX2eAU/dxTwovv8ReCsAGmGAVNUdauqbgOmAMNFpBmQp6rfqdOD+ZLP/qHyvRF4E9hUwbKbNBTpVXy0V6ontS+ZXbtFvcjuKQpckUr9U9TADo1587r+Fcoj3I2xY88IvnxzZZSpNZ9Ql1aLce7VOV1VT1DVx3Ca2WKhiap6Gtk3AE0CpMkHVvu8XuNuy3ef+28Pmq+I5AO/wKkphSQiV4vILBGZVVRk7eyZJtrTe6iFvVaMG8lLl/etUHl+1Se2yxLEUkWXXPA34Zr+Ye9RSoWbPk3FhQo8vwTWA5+LyL9FZDBR/C5F5BMRWRDgMco3nVtriXng98v3EeD/VDXsXHOq+oyq9lHVPo0aJXctGBNYNH0MR0U4829edacfplqV0M1c5TntefYpzz1FPVs5rcsDO6TOd9Ezce7RjWO7Nkzf1vUDrp+TzjI1jAbt9VTVd4B3RKQmThPW74DGIvIU8LaqhuwrUdVTg70nIhtFpJmqrnebzgI1f63FWf/HowXwhbu9hd/2te7zYPn2AV53r5YaAqeJSLF7jCaNPXFhLz79cRO3/m9eyHR3n9GZ9k1qM7BD45DpIgkd/oHxnjM7U71qNie2a8Qjn0Q3f9sxzfJYcv9wquWkztIcv+yVT+f8PDo2jf3M7Se1b8T4S4/lshdmercN69yEeT4Lt5nKL5JRbXtU9VVVPQPnJD8H+L8Kfu5EwDNKbTTwboA0k4GhIlLPHVQwFJjsNqXtFJF+7mi2S3z2D5ivqrZW1QJVLQDeAK63oJMZ6taoytDOgVpyS6tVLYcrT2wTl6aclvVr8PiFvahazkEDqRR0wGnuChd0KtKEMbBjSfCfN3Yo16Xhqr//vqQPZ3ZvnnE1PI+ofgmqus1tihpcwc8dBwwRkaXAqe5rRKSPiDzrftZWnBF0M93Hfe42gOuBZ4FC4Gfgo1D5GhMriW4aqcxNMSe0bVhmW7RxvU71KogIT1/cmztOC75yaGXTo2VdHr2gZ8begBvfKWqDUNUtQJngpaqzgCt9Xj8PPB8kXZdI8/VLc2n0JTap5NqTj+b1mavDJ4yDilzJH9UwwlFtFfiMVBHoGOpUr1LuWl9FJkY1qady3jBgMlpBw+g6tVNlJFRehDNCp8MQW8VZTgLwBpt//bp3yvwtTHJZ4DEmCv6nzUYB2ujTIXCUX8n/0H2jOvPIeT3o2Sr9Zh4wFWOBx5gKeOGyY5NdhJRVo2oOZ/UMNpFqiXd+M4BPbjkpASUyqcICj0l7sW7c+aXPybRxXi5P+M39Zo1J0enRsi5tG0e2sqtJDxZ4jInSP87rwYpxI72vR3ZrVupG1VBNbU9f3DuOJUtNmd30aAJJyqg2Y1LZ2DM6eWcMiFSksymke22oc/M8ji2ox92nl50w1MYVGA+r8Zi0F+0J77IBrb3LOifainEjSwWnqjmV6yeaWyWb/117PF1blCyHPbSTcwNvuAlATeawGo8xCRRts5NnXrTK7IoTWnNun5bUqR7ZcHKT/irX5ZQx5RDrWZQTpX+bBskuQkyIiAUdU4oFHmMi0LK+M3igTo3wJ9D8uhVrUrLOeJPurKnNVGq/GZiYCSRvO60jA9o25NiC+iHTffmHU6hZLfjPKlDdq1pOFgeKw67YYUzasBqPqdT+MKxj2DSxGE1VLSebIZ2Cz3J9irteTu0w0+IEqs34b6ucDYPGRM5qPMbEwF2nd+Kak4+mfs2qyS6KMSnPajzGxECV7Kxy9+1YDcdkGgs8xiRQoCBjN1aaTGOBxxhjTEJZ4DEmgfwHEtStUSXodDtqA6tNmrLAY9Keb1PWBX1bJq8gkbKmNwCa5JVd68ikBxvVZjJKszo2X1hlsPDeYWRnWQROVxZ4jEmgiE6l1sIW8iZcU/lZU5tJe5V1rrbKWm5jwrHAY0wCBarM2HBqk2ks8BiTZMFqNjaqzaQrCzwm7QWqUdx/VhfGX3Zs4svi91o1QICxGpBJc9aDZzLSr/sdlewieEW6bLYx6SIpNR4RqS8iU0RkqftvwAXuRWS0m2apiIz22d5bROaLSKGIPCriXNOGyldEThGRuSKyUES+jP9RmlRkJ3ljki9ZTW1jgE9VtR3wqfu6FBGpD4wFjgP6AmN9AslTwFVAO/cxPFS+IlIXeBI4U1U7A+fG6biMCck/7qmqDS4wGSdZgWcU8KL7/EXgrABphgFTVHWrqm4DpgDDRaQZkKeq36mqAi/57B8s3wuBt1R1FYCqbor1AZnKIRVP8jZs2mSaZAWeJqq63n2+AQi0wlY+sNrn9Rp3W7773H97qHzbA/VE5AsRmS0ilwQrmIhcLSKzRGRWUVFRVAdlTDj+IUZCREJrFjTpKm6DC0TkE6BpgLfu8H2hqioiMf+J+eWbA/QGBgPVgWki8p2q/hRgv2eAZwD69OljP/00k4rTsNiwaZNp4hZ4VPXUYO+JyEYRaaaq692ms0BNX2uBU3xetwC+cLe38Nu+1n0eLN81wBZV3QPsEZGvgO5AmcBj0k+WT63i8gGtk1iSwILVbFKxWdCYWEhWU9tEwDNKbTTwboA0k4GhIlLPHVQwFJjsNqXtFJF+7mi2S3z2D5bvu8AJIpIjIjVwBiz8GOuDMqkpO0v4+OaTWHjvMKpXzU52cYzJeMkKPOOAISKyFDjVfY2I9BGRZwFUdSvwJ2Cm+7jP3QZwPfAsUAj8DHwUKl9V/RGYBPwAzACeVdUF8T5IkzraN6mdshNPWs3GZJqk/BJVdQtOf4v/9lnAlT6vnweeD5KuS6T5uu89BDxU/lKbdPTmdcdTNTt5E3iojSAwGSg1LwGNCeOZi3uX6rspr95HBbx3OaGCztVmMcmkKQs8plIa2jnQgMnKR0RQjpTeZvf1mDRnk4Qak0AFDWuWev3wed0Z7gbR/Lq2OqrJDBZ4jEmg9k1qM/32wd4BBSe3b8y5fVoCcFSDGkksmTGJY4HHmARrkpeb7CIYk1QWeIxJEZ7BBDaTgUl3FniMSQIJ8tyYTGCBx5gkaO0zyMC/fmOj2ky6s+HUxiTBa1f3Y8HaHaUmLbUZDEymsMBjTBI0rp3LoI42yMBkJmtqM8YYk1AWeIwxxiSUBR5jUoT/3Gw2qNqkKws8xqQYG2Rg0p0FHmNShCfg2KzUJt1Z4DEmRVnFx6QrCzzGGGMSygKPMcaYhLLAY0yKsFFtJlNY4DEmxdioNpPuLPAYkyIs4JhMYYHHGGNMQlngMcYYk1AWeIwxxiSUBR5jUkytas5qJfl1qye5JMbER1ICj4jUF5EpIrLU/bdekHSj3TRLRWS0z/beIjJfRApF5FERp1s2WL4iUkdE3hOReSKyUEQuS8yRGhO9Lvl1eOLCXtx/VpdkF8WYuEhWjWcM8KmqtgM+dV+XIiL1gbHAcUBfYKxPgHoKuApo5z6Gh8n3N8AiVe0OnAL8XUSqxuG4jImJkd2aUbOardNo0lOyAs8o4EX3+YvAWQHSDAOmqOpWVd0GTAGGi0gzIE9Vv1NVBV7y2T9YvgrUdmtGtYCtQHGMj8kYY0wEkhV4mqjqevf5BqBJgDT5wGqf12vcbfnuc//tofJ9HDgGWAfMB36rqkcCFUxErhaRWSIyq6ioKLqjMsYYE1bc6vIi8gnQNMBbd/i+UFUVkZjPDuKX7zBgLjAIOBqYIiJTVXVngP2eAZ4B6NOnj81aYowxMRa3wKOqpwZ7T0Q2ikgzVV3vNp1tCpBsLU5/jEcL4At3ewu/7Wvd58HyvQwY5zbNFYrIcqAjMCP6IzPGGFMRyWpqmwh4RqmNBt4NkGYyMFRE6rmDCoYCk92mtJ0i0s/ts7nEZ/9g+a4CBgOISBOgA7AstodkTPnkVskGoH5NG+9iMoNoEpY7FJEGwASgFbAS+JWqbhWRPsC1qnqlm+5y4HZ3twdUdby7vQ/wAlAd+Ai40W1aC5Zvczd9M5z1tcap6n8iKOcuYElsjjrlNAQ2J7sQcWLHVjnZsVVOgY7tKFVtFGyHpASeykJEZqlqn2SXIx7s2ConO7bKyY6tNJu5wBhjTEJZ4DHGGJNQFnhCeybZBYgjO7bKyY6tcrJj82F9PMYYYxLKajzGGGMSygKPMcaYhLLAE4SIDBeRJe7SC2Vmz66sRKSliHwuIovcJSJ+m+wyxZKIZIvIHBF5P9lliSURqSsib4jIYhH5UUT6J7tMsSIiN7vfxQUi8pqI5Ca7TOUlIs+LyCYRWeCzLaJlYFJdkGN7yP1O/iAib4tI3UjyssATgIhkA08AI4BOwAUi0im5pYqZYuBWVe0E9AN+k0bHBvBb4MdkFyIO/glMUtWOQHfS5BhFJB+4Ceijql2AbOD85JaqQl6gZJkWj7DLwFQSL1D22KYAXVS1G/ATcFskGVngCawvUKiqy1T1IPA6zpILlZ6qrlfV793nu3BOYPmh96ocRKQFMBJ4NtlliSURqQOcBDwHoKoHVXV7cksVUzlAdRHJAWrgzCJfKanqVzjLrviKZBmYlBfo2FT1Y1X1LDHzHaXn0QzKAk9gwZZkSCsiUgD0BKYntyQx8wjwRyDgkheVWGugCBjvNiM+KyI1k12oWFDVtcDfcOZTXA/sUNWPk1uqmItkGZh0cDnOFGZhWeDJUCJSC3gT+F2g5SEqGxE5HdikqrOTXZY4yAF6AU+pak9gD5W3uaYUt79jFE5wbQ7UFJFfJ7dU8ePOkJ9297CIyB04zfivRJLeAk9ga4GWPq99l16o9ESkCk7QeUVV30p2eWJkAHCmiKzAaRodJCJhJ4KtJNYAa1TVUzN9AycQpYNTgeWqWqSqh4C3gOOTXKZY2+gu00KIZWAqLRG5FDgduEgjvDHUAk9gM4F2ItJaRKridHZOTHKZYsJdSuI54EdV/UeyyxMrqnqbqrZQ1QKcv9dnqpoWV86qugFYLSId3E2DgUVJLFIsrQL6iUgN97s5mDQZOOEjkmVgKiURGY7TvH2mqu6NdD8LPAG4nWU34KwJ9CMwQVUXJrdUMTMAuBinRjDXfZyW7EKZsG4EXhGRH4AewJ+TXJ6YcGtxbwDf4yxLn0Ulnl5GRF4DpgEdRGSNiFwBjAOGiMhSnBreuGSWsbyCHNvjQG2cVZ3nisi/IsrLpswxxhiTSFbjMcYYk1AWeIwxxiSUBR5jjDEJZYHHGGNMQlngMcYYk1AWeIxJASLSwGd4+wYRWes+3y0iTya7fMbEkg2nNibFiMg9wG5V/Vuyy2JMPFiNx5gUJiKneNYWEpF7RORFEZkqIitF5Jci8qCIzBeRSe5USIhIbxH5UkRmi8hkz3QtxqQKCzzGVC5HA4OAM4H/AJ+raldgHzDSDT6PAeeoam/geeCBZBXWmEBykl0AY0xUPlLVQyIyH2fRtEnu9vlAAdAB6IIzhQlumvUB8jEmaSzwGFO5HABQ1SMicshnNuAjOL9nARaqatosjW3SjzW1GZNelgCNRKQ/OEtgiEjnJJfJmFIs8BiTRtyl2s8B/ioi84C5pN/6NqaSs+HUxhhjEspqPMYYYxLKAo8xxpiEssBjjDEmoSzwGGOMSSgLPMYYYxLKAo8xxpiEssBjjDEmof4fLXTPOrHbILEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"# Remove baseline noise\n",
"detrend_emg_signal = emg_signal['V'] - np.mean(emg_signal['V'])\n",
"samples_number = len(detrend_emg_signal)\n",
"print('Number of samples: ' + str(samples_number))\n",
"duration = samples_number/samplerate\n",
"print('Duration(sec): ' + str(duration))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "m0KxN8mCTGzE",
"outputId": "b70b78a3-10ba-4bc6-964f-61cf57b84df7"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of samples: 24399\n",
"Duration(sec): 12.1995\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"plot_signal(detrend_emg_signal, samplerate, 'Channel 1')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"id": "L820tysvTMjT",
"outputId": "fc0ad231-966e-4705-91de-009bf7c4fb79"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"def rms_estimation(signal, frame, step):\n",
"\n",
" \"\"\"\n",
" Argument:\n",
" signal -- python numpy array representing recording of a signal.\n",
" frame -- int variable indicating the window size.\n",
" step -- int variable indicating the step between windows.\n",
"\n",
" Returns:\n",
" rms -- python list with computed rms values.\n",
" \"\"\"\n",
"\n",
" rms = [] \n",
" # [512:24000:256]\n",
" for i in range(frame, signal.size, step):\n",
" \n",
" x = signal[i-frame:i] \n",
" rms.append(np.sqrt(np.mean(x ** 2)))\n",
"\n",
" return rms"
],
"metadata": {
"id": "_HxbmHygUBOh"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"frame = 512\n",
"step = 256\n",
"rms_feature = rms_estimation(detrend_emg_signal, frame, step)"
],
"metadata": {
"id": "8dQYL4SxUxvT"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"len(detrend_emg_signal)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Bp65GPwpVL3h",
"outputId": "83247107-be27-4561-90c4-e0cce7987485"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"24399"
]
},
"metadata": {},
"execution_count": 37
}
]
},
{
"cell_type": "code",
"source": [
"len(rms_feature)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GfBCkuSgVJMu",
"outputId": "74f06d07-b157-4906-b3ba-e03b0a805242"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"94"
]
},
"metadata": {},
"execution_count": 38
}
]
},
{
"cell_type": "code",
"source": [
"time_raw_signal = np.arange(0, len(detrend_emg_signal) / samplerate, 1 / samplerate)\n",
"print(time_raw_signal.shape)\n",
"time_feature = step * (np.arange(0, len(rms_feature) / samplerate, 1 / samplerate))\n",
"print(time_feature.shape)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p-0l7_u8VZAi",
"outputId": "786269b0-dc17-451a-d27b-e0e8fc699ecb"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(24399,)\n",
"(94,)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"plt.subplot(2,1,1).plot(time_raw_signal, detrend_emg_signal)\n",
"plt.autoscale(tight=True)\n",
"plt.ylabel('Amplitude (mV)')\n",
"plt.subplot(2,1,2).plot(time_feature, rms_feature, 'k')\n",
"plt.autoscale(tight=True)\n",
"plt.ylabel('RMS values')\n",
"plt.xlabel('Time')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 279
},
"id": "2R3YARQAUUsB",
"outputId": "c49b8b5a-29c9-4ef7-c6f1-aa584431cdba"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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HcsVrizidls3WFwfx6+6T9G9bH7DdN5Lwj5+4vWds/h/zF3d258fNR/hm1QHevrkLD31ju3aw8fmB1KwcQVZuHh/9vCf/RsO9E4bR7rm5pGXlsufVoby1MIkVu04wqH0D7rzSNiWS/RvXnEd60bZhLQCOnclg/f7TJDSrzYmzWbSLqcXu5HPsP5XG7Z+sBmDIJQ0Y0SmGVg1q0iK6BlNW7ye6ZmX6talPZk4uO4+d45JGUfnHf/cPCQzt0ICk4+f467RNTLi+Aw98tY7qlSPYdDCVWQ9dySWNokjLyiHp+DlOp2Wzdl8KqenZ+e+/c5PavDWmC6/O2Z7fPO/f5uL8SrBdrwwlPEzIzMll6pqD3JDQmBVJJ+jb5mJmbTrMI5M35P8/9G0dzYP94rn+/ZV++X8uD/ZOGOZ0uf3/7G+D25CVk8cbC0o3IOkzw9ry7wU7ua1nM95dvIu7ezfn8YGt2HPiPIP/7Xp0gUtjL8ofJcKd+/u04O7ezen80k+litUTlzevQ6XwsPzrUaX1xMBWTF59gOevaU+L6OocO5OZ3wXpqRkPXsGId1YA0KROVX58uBcHTqUTX78Gz8/Yyv19WtD4omr52y9JPJ7/twyw5cVB1KhcdJhNxxZZQtPafHf/FYDtC8GtH6/i5u5NeHVUxwL7PDZlA6MSGtGxUW2Sks/StdmF+aSycvK49t0VbDtiS+57Xh3KfV+uY+7Wgt1tzux7bfhaVe3mar0niWerqrZ3tywUde3WTWveNJG9J9Po2DiKTYW+nfRtHc2fr4yjWmREsR+KV7WKdnsPw6MD4vP7t7s0rc36/QWrtOY80oshb174w7+vTwsysnP5ZMXeAts90LcF7y52XW2yd8Kw/F/QneOH8PyMrXz9m2dTPjsaf90lBYag8Vb32Dqs3Z/CZXF1WOlFK66iuuXyprx8bQfA9u131Z5ThIeJz0ZIMMqf6xMas/fkeZe9FAvGXsX0DYf4cfMRdiWfp0fzujw9tC0Na1ehbvVIvvptP8/8UPRvuFHtqnzzl8vpPXFxiWPzReL5BjgPfGkt+iNQQ1Vvdr2XZ0RkMPAmEA58qKoTCq2vDHwOdAVOAjep6l5r3VPAnUAu8LCqzivumCISB0wG6mKbX+hPqlrsLe4dOyfomcH/KO3bNAyfsLd63F1rMAx3GtWuyiEX1+x8wV3i8aSc+g5gK/CI9dhmLSsVEQnHdq1oCNAOuFlE2hXa7E4gRVVbAm8Ar1n7tgPGAO2BwcB7IhLu5pivAW9Yx0qxjl2s7LzyXUJrGIbhjD+TjieKnY8HQFUzsH3ov+Hjc3cHklR1N4CITAZGYktsdiOBF6zn04B3xDbG+khgsqpmAntEJMk6Hs6OKSLbgX7AH6xtPrOO+35xAe5OPk/D0rxDw/Ah09IxyoNGtavirq7Nk0FC94jI7sIPX8QHHHB4fdBa5nQbVc0BUrF1lbna19XyusBp6xiuzgWAiNwtImtEpHSDERmGYVRAK8b1c7uN2xYP4NhPVwXbNNh1XGxb7qnqJGyl41RuGF8xa3QNwzD8yJORC046PA6p6r8B57Wd3jkENHF43dha5nQbEYkAorAVGbja19Xyk0Bt6xiuzlUhTLzhQjlln9aupyW23xRoGEbgPD20TbBDKJHnr2lH5ya1mXL35R5t70lXW4LDo5uI3ItnLSV3VgPxIhInIpHYigVmFNpmBnCb9fwGYJHayvBmAGNEpLJVrRYPrHJ1TGufxdYxsI453QfvgSGXNGDvhGGsGNePv/SKI7pm5fx1hZucLS+uwcbnBvLWzV0A6NrsIra9NKjIL9v/3dipwOu61SOpVyMSgN6F5rCvHhkOwN+HtgXg49u70T2uDoPa1y+w3bf39WDn+CGM7taEL+7szge3JPDpHd3ZO2EYC8b2LhLrtHt7UJzm9aqzd8Iw5j7aiy0vDmLvhGH89FjvYvcp7MNbXRa9FPHiiJCv3q8Qbu7eFIBPbr/UL8d393vrKy9cU7gOqvS+vusy7u7dgicGtuKKlnVLfJxhHYpemf7roNb5z2c/fCVf3XUZo7s25sNbu9G/zcVFtm/ToKbH53tmWFvuuCKOHx64gsuaexa3J+XUjsXcOcAe4F+qWuobCERkKPBvbKXPH6vqeBF5CVijqjNEpArwBdAFOAWMcSgc+DvwZyumR1V1jqtjWsubYyunrgOsB26xihNcatm+k+Zc80qx72HIJQ14/5au+a9PnMtk0rLdPDognmqREWTn5pGWmUtUtUpufx5f/rqPK1vWI7ZedQDOZmTzz3mJjBvSlqpWggH4Yf0hlv6ezF96NaddTC2Xx3t++hYiwsN4ZEA8taq4P/8LM7by6cq9RIQJW14cRFpWLtUiw+n3zyXc17cl4SI8/f1m7undnAf6tXR6zLw8ZfeJ8yzcfow61SNZtecU/1t7kOeGt+P2nrE0f/pHomtW5ren+hMWJvkXzBeM7c2R1Aw6Nq7tdP6Z7S8NZuC/lzqdZO2zP3fni1/2smB7YKYpMIrq2aKuR/djrX/2atKzc4mpXdUvxRK7XhlKi6cvjG7x10GtqVklguemb/XZOQa1r89//tSN42cy2HgwlZ93JtO7VTSPTdmQP4V6Ydd1aUSbBjV51ckAt3aFbxJ29vO5ul19th85w//u7cGZ9Bx+P3aWU+ezeH7G1gI3jYJt7LzjZzJoUqcaEWHCs9O3cGuP2Pybzx29Omc7Ww6l0rp+LS6NvYghVvJyjOH6hMZ8u+5gkX0n/akrA9s3KLBMREp9H09z+4e9w7I4VfVsgKdyrFu3bnpiwIsA7PjHYI6dycgfHffrv1zGH/77G5/cfil9nXxjMGw2H0zlmnd+ZuW4fsTUrkry2UyqRobn33n94fLdfLB0N2ueGZC/z7drD7Lj6BnSsnL5yrq5de+EYczdcoR7v1xX5Bx7JwzjX/MT/TaQ55d3XsYtH/3ml2P70+XN6xBXrwbfrPLuBuHP/9ydHi3q8uS0TXy/3n2P9Bs3dWJ4xxji/z7H7bYbnx9IVFXbFxZnH6xtG9Zi+xH3o0NPuftyLmtel7lbjrLtcCr1o6rQqXFtLmkUxY+bj3C/NRTPh7d2Y0C7+i6T3IhOMczYaBsQ9KWR7UnPyi2QHOY/1puBb9iGnXI1ekR+TKv387dvNxMZEcboro3zf3cBJt99Od1j69D86aJDPv11UGt6x0fToXFUgeVHUzOoFC4s25nMY1Nsg3TedWUczwwv2tr6Yf0hroyvR70alYusK43dyefo96+lAHx3f09GvVfwRvn+bS7m3T8mUKVSeIHl7hKPJ11m04DCg4JOw3ZTZ4VRpVI4zepWp3pkOIPaN6Bni3pufxEN6NA4qsDPybErEuCuXs25q1fzAsuu79o4//n2I2foFW/rXizuj+qhfvE0j66e/wf67X09uP79X0odP0D1yuHuNwqimlUiOOvwTbtNg5rsOHqWj2+/NH8cNXeSxg9h+obDdG12UX6L+42bOrPlUCo7j5/jizu78/rcRKfTfYeJUCk8jGZ1q7HvpG0sL1cJxHFq8dkPX8k7i5KKjHjsCXuXzuBLGjD4koLftod2aEjf1tEsTkwucD5n3rq5CyM6xTBp2W7+dHkzFhZqNbeqX5N5j/bm0Gn3Y5TZf0+n3tODTo2jeHZ4O+ZvO8Y1HRsiViAvXNOOlLTs/DHhwPb/VTjpADSIqgLAdV0as+9kWrEjd1/bxWmRbqk1j67B/Md6E12jMhdVj+T9Pyaw/1QaS39PJjMnj49K2GXqMvGISBtsN2hGicgoh1W1sFW3VRhVKl24FLb1pcFBjKTicew6aB5dw+V2kRFhXNelcX7iqRzhm2TxYN+WVAr35D7rwIsMD6NdTC1+eOAKnpy2kalrDuZ3A9l5Oi9RRHhYgYRv99PYq/KfvzbXdTdRYdUinf/8HaNpHxPF+7d09UuX20sjL2HivESujK9XZN19fVoUmMRsQLv6DGhnuybav+3FTBjVgXHfbeayOFvxbusGNWntwTWPmNpVC3zJqlIpnBGdYgpsc/sVtnEXP/p5T/6gna3quz/2Xb2asyv5PPf3bel2W19zjM/eBXfPVS1Kdczi/qJaA8OB2sA1Do8E4C+lOms5su7Zq1n19wHuNzT8rk71SLetzPYxtXhpZPsSdzm8OaZz/vOH+rXk8YGt3H5rDpQxl14o2BzQtj6/jx/CDw/YEvOEUR355+hOvPfHgh0RQzvYWgNN6lTlkzsufDv95I5LmfXQlQD5/7pj/0bviic/JnHzw/TVj7pJnWq8dXMXp19ArrNaB8M6Fr0ILyKM6d6UxU/04WM/FUDAhcT889/60qRONTdbQ43KEbx9cxfqVI/0W0yB5LLFo6rTgeki0kNVfdNnUQ6Fyn90RTH74V75z1+/viNPfut8SgBXHMvIHx9oqwRq6sEHQ2Hv/zGhyJD/pdGuYS1u6xnL5NW2+6Ov7VLwm3RYmHCDkxZLfP2aBZK1vQuqY6Mo6tao7FV38RMDW3s83bGra8e+qNIfe3Urr/fZO2EY+0+msePoGVrVr8n7f0ygVyvXiTTO6m70t4iwstma9rfiutqeVNXXgT+ISJEBQVX1Yb9GZhildOOlTXhncRL7Xcyh5IyzrqmaVSrlT+kw8YaO/NXF/DaOhjgpaS2Njo2jaNuwVqmvK779hwQ2H0ylbglahOFhwq09mjFz42FS0rKpX6syx85kevSN3a6kU5I7erh/fIn2a1q3Gk3r2mL19f+P4Z3i0u1269812EZzLvwwjKC4qphvqoWpy+nLCkpoWtuj7WpXu9ACnu/ivqWp9wTmXpKSqFE5gh4tSn6PyEsjL8lvWf35ijh+eqw3CU0v8nh/d92WZaVbM1Aq2vu1c5l4VHWm9e9nzh6BC9EwCoqpXbraFsfrOHb1a9mO6c0HQfzFzosd6lQveH9Tq/quiyKccXazbFn8gBKxdeXZxQage6pBrdCoa6roY3G5TDwiMlNEZrh6BDJIwygpZ5caRnYuWnrqwUzcQMGL3+4ulNetHknPFnVpYs0meZc1k6w7LZ0mtLKTeVz9rN4c04X7+pSu2qlbs6Ktp05NLrRGp91XdluTJVF2/lcDq7iutn8C/yrmYRhl3h8va+bRdgOtIYbclc0W/swtfF8SXPhgXvvs1Xz9l8vzu7aKG2XClQ9uSSBM4I+XNfV6X38ZbpUI921d8MbpqKqVGNC25DdTJ748OL/c2JFjy9JxSujyLLKMlugHSnFVbUvtz61xz9pg+7tLdDdzp2H4U+G7pItzX58W3HJ5Uzq8UHQYHkejEhoztENDr44Nnn1jvfPKOIZ3jOHEuWJHaHKqQVRVdr9atm5U7tykdomLHIprJFaOCCfOGgPQfm/P13ddRkKzi9h57CwbDxa9ebW8+uLO7vyw4bDTLy4VgSeDhA4DdgFvAe8ASSIyxN+BGYYrTwxs7X6jEvAk6RT+3PSkh05EaBBVhXZOxsjy9nzlhWJLuGAbWQFs9814e2Nvz5b1qFIpnO/uv4Kk8aHzsdM8ugZjr27ltrs2VHnS3vsX0FdV+6jqVUBffD8bqWF4rHpl7wZH9+cfd+GRxIsTViGmmrjwHscNacPUe3rkJ9xbXHR73t+nhdvRnsPDhIgK3j0VSjz5nzyrqo6jL+4GzvopHsPwuZJ83F/SyHXrZMHYq/JHAegVH82WFwd5fNy/9HJfYOBpoUNZZL/hukOjKCqFh9E9ro7bVuGTg9s4vbZjhC5PvjquEZEfganYWtCjgdX28dtU9Ts/xmcYpeZtg2fluH75Iyg70/LiGgUqz2pUjqBpnWr5N6oW90HbLbYO/13uemD3L+7sXuDu/oalLB0PtLh61Znx4BW0aXAhcd/fpwWr9pwqUVejEZo8STxVgGOAfbTAZKAqtnHbFDCJxyjTvL1bPqZ21SLL7Hfn1/ZgXqWLqpV8mKVe8dGsSDoB2CYKvLhm+Uo8AB0bF7wZt0/ri81I7kYBbhOPqt4RiEAMoyS+v79nQM7z1NA2XNGyHt1i6zhd37tVPb78dT9zH+3ls0qlyhHmmoYRmtwmHmtq6YeAWMftVXWE/8IyDM908WC4Fl/UFlSOCOfqdvVdrn/+mvbc07uFV+OWXTh2GJk5efmv7btaOzEAACAASURBVOGW52s9hlEcT7rafgA+AmYCeW62NYwKqVJ4WImSjmFURJ4kngxVfcvvkRiGnzi2eJxNHRBMtatVIi0rt+BCK15PBzgNRV2bXUTzAE1NYASeJ4nnTRF5HpgP5N96raq+m2zEMAKkJHPr+JKzXr8iyypuvsn37X2BuXZnBIcniacD8CegHxe62tR6bRhlni/mgAmG8hq3YbjjSeIZDTQ347MZ5ZWz4oJv7+vJRdUq0e9fS4uuDCCnBQSmq80IcZ4kni1AbeC4n2MxjIDp6mT4/WBQ1TI5145h+JMniac2sENEVlPwGo8ppzbKncgydm9MRR0k0qjYPEk8z/s9CsPwo4gwoUblCKpGhnN7z9hgh1OEuV/HqGg8GbmgQCe4iFwJ3AwEt3PcMDwkIi4H8hxySYP8YfuDwXS1GRWRR39xItIF+AO2QoM9wLf+DMow3Jn3aG+ffGC/f0vX0h/EC4W7+lpeXIPDpzM4mp1RZFvTEjJClcsObxFpJSLPi8gO4G1gPyCq2ldV3wlYhIbhROsGNWlVv/hpqsui3vHR/HXQhYnsPrztUl4Y0R6AHs1tU2SbMmoj1BV3pXUHtnt1hqvqlar6NpBbzPaGYbgRFiY80Ldlfmstqmql/K4+0+VmVBTFJZ5RwBFgsYj8V0T6U35n4jWMMmXc4DYAVIhJSQ2jEJeJR1V/UNUxQBtgMfAocLGIvC8iA0tzUhGpIyI/ichO61+nN1WIyG3WNjtF5DaH5V1FZLOIJInIW2LVpLo6roj0EZFUEdlgPZ4rTfyGUVr3XNWCvROGmXJqo0Jye1ODqp5X1a9V9RqgMbAe+FspzzsOWKiq8cBC63UBIlIHWyn3ZUB34HmHBPU+8Bcg3noM9uC4y1W1s/V4qZTxG4bfmdoCI1R5dTedqqao6iRV7V/K844EPrOefwZc62SbQcBPqnpKVVOAn4DBItIQqKWqv6qqAp877O/JcQ3DMIwgCtZt3PVV9Yj1/CjgbIatRsABh9cHrWWNrOeFl7s7bg8R2Sgic0SkvavARORuEVkjImuSk5M9f0eG4WOmE84IVX67c05EFgANnKz6u+MLVVUR8XmvQqHjrgOaqeo5ERmKbXK7eBf7TQImAXTr1s30dhhBY375jFDlt8SjqgNcrRORYyLSUFWPWF1nzgYgPQT0cXjdGFhiLW9caPkh67nT46rqGYe4fhSR90SknqqeKMFbMwy/MvUGRqgLVlfbDMBepXYbMN3JNvOAgSJykVVUMBCYZ3WlnRGRy61qtlsd9nd6XBFp4FD51h3b+z7p+7dlGKUnhf41jFATrEGqJgBTReROYB9wI4CIdAPuVdW7VPWUiPwDWG3t85KqnrKe3w98ClQF5lgPl8cFbgDuE5EcIB0YYxUmGEaZ0y22Drf2aMbdvZsHOxTD8IugJB5VPQkUqYxT1TXAXQ6vPwY+drHdJV4c9x3ADPNjlAvhYcJLI4v8ehtGyChbk5MYRgVm2uBGRSGmx8k1ETkLJAY7Dj+pB4RqcYV5b+WTeW/lk7P31kxVo13tELyJSMqHRFXtFuwg/EFE1pj3Vv6Y91Y+mfdWkOlqMwzDMALKJB7DMAwjoEziKd6kYAfgR+a9lU/mvZVP5r05MMUFhmEYRkCZFo9hGIYRUCbxGIZhGAFlEo8LIjJYRBKtWU6LTFRXXolIExFZLCLbRGSriDwS7Jh8SUTCRWS9iMwKdiy+JCK1RWSaiOwQke0i0iPYMfmKiDxm/S5uEZFvRKRKsGMqKRH5WESOi8gWh2Uezbhc1rl4bxOt38lNIvK9iNT25Fgm8TghIuHAu8AQoB1ws4i0C25UPpMDPK6q7YDLgQdC6L0BPAJsD3YQfvAmMFdV2wCdCJH3KCKNgIeBbqp6CRAOjAluVKXyKRdmRLZzO+NyOfEpRd/bT8AlqtoR+B14ypMDmcTjXHcgSVV3q2oWMBnb7KblnqoeUdV11vOz2D7AGhW/V/kgIo2BYcCHwY7Fl0QkCugNfASgqlmqejq4UflUBFBVRCKAasDhIMdTYqq6DDhVaHFIzIzs7L2p6nxVzbFe/krBKWtcMonHOVezn4YUEYkFugC/BTcSn/k38CSQF+xAfCwOSAY+sboRPxSR6sEOyhdU9RDwT2A/cARIVdX5wY3K5zyZcTkU/JkLMwUUyySeCkpEagDfAo86TpRXXonIcOC4qq4Ndix+EAEkAO+rahfgPOW3u6YA63rHSGzJNQaoLiK3BDcq/7GmYwm5e1hE5O/YuvG/8mR7k3icOwQ0cXjtOMtpuScilbAlna9U9btgx+MjVwAjRGQvtq7RfiLyZXBD8pmDwEFVtbdMp2FLRKFgALBHVZNVNRv4DugZ5Jh87Zg1IzLFzLhcbonI7cBw4I+eznNmEo9zq4F4EYkTkUhsFztnBDkmn7BmYv0I2K6q/xfseHxFVZ9S1caqGovt/2uRqobEN2dVPQocEJHW1qL+wLYghuRL+4HLRaSa9bvZnxApnHDgyYzL5ZKIDMbWvT1CVdM83c8kHiesi2UPYpt+ezswVVW3Bjcqn7kC+BO2FsEG6zE02EEZbj0EfCUim4DOwCtBjscnrFbcNGAdsBnbZ1K5HV5GRL4BfgFai8hBazbkCcDVIrITWwtvQjBjLCkX7+0doCbwk/VZ8oFHxzJD5hiGYRiBZFo8hmEYRkCZxGMYhmEElEk8hmEYRkCZqa+LUa9ePY2NjQ12GEaI27hxI6pKp06dsBV2GUb5tnbt2hOqGu1qvSkuKEa3bt10zZo1wQ7DCGFbtmyhQ4cOACxYsID+/fsHOSLDKD0RWauq3VytN11thhFEixcvBiAiIoLp00Pm9g7DKJZJPIYRRIsWLSI2NpYhQ4Ywffp0TA+EURGYxGMYQZKXl8fSpUvp27cvI0eOZP/+/WzcuDHYYRmG35nEYxhBsnHjRlJSUujbty/Dhw9HREx3m1EhmMRjGEGyaNEiAPr27Uv9+vXp2bOnSTxGhWASj2EEyeLFi4mPj6dxY9vcWSNHjmT9+vXs378/yJEZhn+ZxGMYQZCTk8OyZcvo169f/rKRI22T3M6YERIDoRuGSybxGEYQrF27lrNnz9K3b9/8Za1ataJNmzamu80IeSbxGEYQ2O/f6dOnT4HlI0eOZMmSJZw+fToIURlGYJjEYxhBsHjxYtq3b0/9+vULLB8xYgQ5OTn5hQeGEYoCknhEZLCIJIpIkogUmSteRCqLyBRr/W8iEuuw7ilreaKIDHJ3TBF50FqmIlLPYXkfEUl1mPzsOf+9Y8NwLSsri59//rlAN5tdu3btANi7d2+AozKMwPH7IKEiEg68C1yNbe741SIyQ1Udp+69E0hR1ZYiMgZ4DbhJRNphm8a4PRADLBCRVtY+ro65ApgFLHESznJVHe7zN2kYXli1ahVpaWlOE09UVBRVq1bl8OHDQYjMMAIjEC2e7kCSqu5W1SxgMjCy0DYjgc+s59OA/tb86yOByaqaqap7gCTreC6PqarrVXWvv9+UYZTUunXrAOjZs2eRdSJCTEyMSTxGSAtE4mkEHHB4fdBa5nQbVc0BUoG6xezryTGd6SEiG0Vkjoi0d7aBiNwtImtEZE1ycrIHhzQM7yQmJhIVFVXk+o6dSTxGqKtIxQXrgGaq2gl4G/jB2UaqOklVu6lqt+hol9NJGEaJ7dixgzZt2riceycmJoZDhw4FOCrDCJxAJJ5DQBOH142tZU63EZEIIAo4Wcy+nhyzAFU9o6rnrOc/ApUciw8MI1DsiceVRo0acfjwYTNStRGyApF4VgPxIhInIpHYigUK35o9A7jNen4DsEhtf3UzgDFW1VscEA+s8vCYBYhIA+u6ESLSHdt7P+mTd2gYHjp79iyHDx8uNvHExMSQlpbGmTNnAhiZYQSO3xOPdc3mQWAesB2YqqpbReQlERlhbfYRUFdEkoCxwDhr363AVGAbMBd4QFVzXR0TQEQeFpGD2FpBm0TkQ+scNwBbRGQj8BYwRs1XSiPAEhMTAWjdurXLbWJiYgDMdR4jZPm9nBryu7Z+LLTsOYfnGcBoF/uOB8Z7ckxr+VvYEkvh5e8A73gbu2H40o4dOwDctngADh06RNu2bQMSl2EEUkUqLjCMoNuxYwfh4eG0aNHC5TaNGtkKNE2LxwhVJvEYRgAlJibSokULIiMjXW7TsGFDwCQeI3R5nHhE5HURqSUilURkoYgki8gt/gzOMELNjh07ir2+A1C9enWioqJM4jFCljctnoGqegYYDuwFWgJ/9UdQhhGKcnNz2blzZ7HXd+zMvTxGKPMm8dgLEYYB/1PVVD/EYxgha9++fWRmZnqceEyLxwhV3iSeWSKyA+gKLBSRaCDDP2EZRuixV7S562qDCzeRGkYo8jjxqOo4oCfQTVWzgTSKDvZpGIYLnpRS28XExHDkyBHy8vL8HZZhBJw3xQXVgPuB961FMUA3fwRlGKFox44d1KtXj7p167rdNiYmhuzsbE6eNINrGKHHm662T4AsbK0esI2N9rLPIzKMEJWYmOhRawcK3kRqGKHGm8TTQlVfB7IBVDUNcD68rmEYRXhSSm1nhs0xQpk3iSdLRKoCCiAiLYBMv0RlGCEmJSWF48ePe9ziMaMXGKHMm7Hansc2UGcTEfkKuAK43R9BGUaosQ8O6mniadCgAWASjxGaPE48qvqTiKwDLsfWxfaIqp7wW2SGEUK8KaUGiIyMJDo62lzjMUKSx4lHRHpbT89a/7YTEVR1me/DMgz/ycvLQ1UJDw8P2Dl37NhBpUqViIuL83gfcxOpEaq86WpzHB6nCtAdWAv082lEhuFn1157LWlpafz0008up5/2tR07dhAfH09EhOd/cibxGKHKm662axxfi0gT4N8+j8gw/Ojo0aPMnj2bvLw8vv/+e0aNGhWQ8yYmJtKuXTuv9mnUqBHr16/3U0SGETylmRbhIGBmqTLKle+++468vDxiYmL429/+RlZWlt/PmZGRQVJSkteTusXExHDs2DFycnL8FJlhBIc3Ixe8LSJvWY93gOXAOv+FZhi+N2XKFNq1a8eHH35IUlISH3zwgd/PuWnTJnJyckhISPBqv5iYGFSVo0eP+ikywwgOb1o8a7Bd01kL/AL8TVXNfDxGuXH48GGWL1/OjTfeyODBgxkwYAAvvvgip0+f9ut5162zfT8rSeIBU1JthB5vBgn9zOHxlaqu8GdghuFr06ZNQ1W58cYbEREmTpxISkoKr7zyil/Pu27dOurUqUOzZs282s8kHiNUuU08IrJZRDY5eWwWkU2BCNIwfGHq1Kl06NAh/1pL586dufXWW3nzzTfZt2+f3867du1aEhISvK6gM6MXGKHKkxbPcOAaJw/7csMo8w4cOMCKFSu46aabCix/9tlnycrKYubMmX45b1ZWFps3b6Zr165e7xsdHU14eLi5idQIOW4Tj6ruK+7hyUlEZLCIJIpIkoiMc7K+sohMsdb/JiKxDuuespYnisggd8cUkQetZSoi9RyWi1UYkWS12LzrcDfKtWnTpgFw4403FljevHlz6taty8aNG/1y3i1btpCdne319R2A8PBwGjRoYFo8RsjxpqrtchFZLSLnRCRLRHJF5IwH+4UD7wJDgHbAzSJS+IaGO4EUVW0JvAG8Zu3bDhgDtAcGA++JSLibY64ABgCFk+IQIN563M2FeYWMCmDKlCl06dKF+Pj4AstFhE6dOrFpk396je2FBSVp8YC5idQITd5Utb0D3AzsBKoCd2H78HenO5CkqrtVNQuYTNGZS0cCn1nPpwH9xdYhPhKYrKqZqroHSLKO5/KYqrpeVfc6iWMk8Lna/ArUFpGGHr53oxzbu3cvv/32W5HWjl3Hjh3ZvHkzubm5Pj/32rVriYqKonnz5iXa3yQeIxR5dQOpqiYB4aqaq6qfYGuFuNMIOODw+qC1zOk2qpoDpAJ1i9nXk2OWJA5E5G4RWSMia5KTk90c0igPpk+fDsDo0aOdru/UqRPp6ens2rXL5+det24dXbp0KfHQPI0aNTLXeIyQ403iSRORSGCDiLwuIo95uX+5oKqTVLWbqnaLjo4OdjiGD/z444+0adOGFi1aOF3fsWNHAJ9f58nOzmbjxo0l7mYDaNq0KSkpKZw547ZX2zDKDW8Sx5+s7R8EzgNNgOs92O+Qta1dY2uZ021EJAKIAk4Ws68nxyxJHEaIOX/+PEuXLmXIkCEut2nXrh3h4eFeJ57jx4+zY8cOVNXp+u3bt5OZmVmiwgI7exfdnj17SnwMwyhrvEk8XQFV1TOq+qKqjrW63txZDcSLSJzVYhoDzCi0zQzgNuv5DcAitf01zwDGWFVvcdgKA1Z5eMzCZgC3WtVtlwOpqnrEg/iNcmzx4sVkZmYydOhQl9tUqVKF1q1be11gMGrUKNq2bUtsbCz33HMPM2bMIC8vL3/92rVrgZIXFgD50yjs3r27xMcwjLLGm8RzDfC7iHwhIsOtlolb1jWbB4F5wHZgqqpuFZGXRGSEtdlHQF0RSQLGAuOsfbcCU4Ft2GY/fcC6vuT0mAAi8rCIHMTWotkkIh9a5/gR2I2tQOG/wP1evHejnJozZw7Vq1enV69exW7XqVMnr1o8J0+eZOXKlQwbNoyEhAS+/vprRo4cyTPPPJO/zbp166hRo0aRSjpvmBaPEZJU1eMHUAkYAXyFrVz5Q2/2L2+Prl27qlF+5eXlaWxsrF5zzTVut50wYYICmpKS4tGxp0yZooCuXLlSVVUzMzP1jjvuUBHRxYsXq6pqjx49tFevXiWOX9X2HmrVqqUPPvhgqY5jGIEErNFiPlu9rWrLBuZgK19eC1zrwxxoGD6VmJjI3r17i+1ms7MXGHja3TZ//nxq167NpZdeCtimqn7rrbeIj4/nlltuITk5mQ0bNpTq+g7Y7jOKi4szXW1GSPHmBtIhIvIptvt4rgc+BBr4KS7DKLUff/wRoNjCArtOnToBnlW2qSrz5s2jf//+BWYUrVGjBl9//TXHjx9n2LBhpKenl+r6jl3z5s1NV5sRUrxp8dwK/AC0VtXbVfVHtV1rMYwyac6cObRr186jUaEbNmxI3bp1PWrx7Nixg4MHDzJw4MAi67p27crLL7/M6tWrAe+nQnAmLi6OPXv2uKyeM4zyxptpEW5W1R9UNdOfARmGL5w7d45ly5Z51NqBC0PneNLimT9/PoDTxAPwxBNP0K9fP2rXrk2bNm08D9qFuLg4MjIyzIRwRsgIuRtADQNg0aJFZGVleZx4wHadZ8uWLW6Hzpk3bx6tWrUiNjbW6fqwsDBmzpzJ6tWrCQ8P9yZsp0xlmxFqTOIxQtKcOXOoUaMGV155pcf72IfOSUpyfXtaZmYmS5YscdnasatWrRotW7b0+NzFsd/LYxKPESq8TjwiUklEuojIxf4IyDB8Ye7cufTv35/KlSt7vI8nBQY///wz6enpDBo0yOU2vmZvWZnKNiNUeDID6Qci0t56HgVsBD4H1ovIzX6OzzC8lpqayt69e+nRo4dX+7Vt25bw8PBiCwzmz59PpUqV6NOnTymj9FzVqlVp2LChafEYIcOTFk8vtUYFAO4AflfVDtiG0HnSb5EZRgklJiYC0Lp1a6/2q1KlCm3atCm2xTN//nx69uxJjRo1ShWjt8y9PEYo8STxZDk8vxpbSTWqakpsjDLp999/B7xPPGArMFixYgWTJ08mM7NgAeeRI0fYsGFDQLvZ7My9PEYo8WS8tdMiMhzbSM5XYJst1D6KdFU/xmYYJZKYmEh4eLjLaRCK8/DDD/Prr79y8803U69ePW677TbCwsJYuXIla9asATy7IdXX4uLi+Prrr8nKyiIyMjLg5zcMX/KkxXMPtgE5PwEedWjp9Adm+ysww3AlOTmZKVOmMG7cOJxN1peYmEhcXFyJPqAvv/xykpKSmDdvHldddRVvvvkmb775JqrKQw89xMKFC+ncubMv3oZX4uLiyMvLY//+/QE/ty+kpKRw6623FlsxaFQcbls8qvo7TmYaVdV52EaHNoyA+Oqrr5g4cWKBazANGzbkkUceKbBdYmJiibrZ7MLCwhg4cCADBw4kNTWVKlWqeFUd5w+O9/L4qkw7kB599FG++OIL6tevz8SJE4MdjhFkbhOPiLxV3HpVfdh34RiGa6+//jopKSmMHz+e/v37M3LkSNavX19gm7y8PHbu3En//v19cs6oqCifHKe0yvO9PDNnzuTzzz+nSpUqfP/997z++uslngrcCA2edLXdC1wJHAbWYBuV2vFhGH6nquzatYtRo0bx9NNPc9lll9G1a1fWrVtXYLuDBw+Snp5eqhZPWdSoUSMqVapU7irbUlJSuOeee+jQoQMTJ05k165dbN682atjbNmyhR07dvgpQiMYPEk8DYFJwCBs019XAqar6meq+pk/gzMMu2PHjnH+/PkC3UwJCQls27aN9PT0/GUlLaUu68LDw2nWrFm5a/E8+uijHD9+nE8//ZTRo0cjInz//fce7//999/TtWtXrr766iJVhkb55TbxqOpJVf1AVftiu4+nNrBNRP7k9+gMw2K/KO1YqZaQkEBubm6Bb9ChmnjgwijV5cWsWbP4/PPPeeqpp0hISKB+/fpcccUVfPfddx7t//HHH3PDDTfQpEkTDh48yGefme+5ocKb+XgSgEeAW7BNBme62YyAsSeewi0eoEB3W2JiIjVr1qRBg9CbKqq83UT63HPP0bZtW5599tn8ZaNGjWLTpk3s2rWr2H1ff/117rzzTq6++mo2btzIZZddxquvvkp2dra/wzYCwJMhc14SkbXAWGAp0E1V71TVbX6PzjAsu3btyu9usmvatCl16tQpknhat24dkhevmzdvzsmTJzl79mywQ3Hr0KFDrF+/nttuu61AWft1110HUGx328yZM/nb3/7GTTfdxIwZM6hevTrPPvsse/fu5csvv/R77Ib/edLieQZb91on4FVgnYhsEpHNIuLZPMGGUUpJSUk0a9aswIeYiJCQkOA08YSi8lTZZp/9ddiwYQWWx8bG0qVLl2ITz3fffcdFF13El19+mf//PXToUBISEnjllVfIyTHzT5Z3niSeOKAfMNx6XGM97M8Nw++SkpKcjkSQkJDA5s2bycrKIj09nf3799OqVasgROh/9nt5ykN32+zZs2natCnt27cvsu66665j5cqVHDlypMi6vLw85s6dy8CBAwtMKy4iPPvssyQlJTFlyhS/xm74nyfFBfucPYAD2MqsDcPvdu3a5fTGyYSEBLKysti2bRs7d+4EQrOwAMpPiyczM5MFCxYwbNgwp12e9u626dOnF1m3adMmjh496nRYohEjRtChQwfGjx/vdrI+o2zz5BpPLRF5SkTeEZGBYvMQsBu40ZOTiMhgEUkUkSQRGedkfWURmWKt/01EYh3WPWUtTxSRQe6OKSJx1jGSrGNGWstvF5FkEdlgPe7yJHYj+E6dOkVKSorLxAO2AoNQrmgDqFOnDhdffDELFy4MdijFWrp0KefPny/SzWbXvn174uPjnVa3zZkzB8DpQKxhYWE888wzbN++nVmzZvk2aCOgPOlq+wJoDWwG7gIWAzcA16rqSHc7i0g48C4wBGgH3Cwi7QptdieQoqotgTeA16x92wFjgPbYhu15T0TC3RzzNeAN61gp1rHtpqhqZ+vxoQfv3SgDnJVS27Vo0YKaNWsWSDzx8fEBjS9QRIQHH3yQ2bNnFxmxoSyZNWsWVapUoW/fvk7XiwijR49m0aJF7Nu3r8C6OXPm0KVLF5dViaNGjSI6OppvvvnG53EbvuHJFyNPEk9zVb1dVf8D3Iztg36Qqm7wMI7uQJKq7lbVLGAyUDhhjQTsRfrTgP5ia6OPBCaraqaq7gGSrOM5Paa1Tz/rGFjHvNbDOI0yyl5666zFExYWRpcuXfITT5MmTahevXqgQwyYhx56iKioKF5++eVgh+KUqjJ79mz69etHtWrVXG537733IiK89daFEblOnz7NypUrix39OyIiglGjRjFr1izS0tJ8GrtROidPnuT2229nwIABbrf1JPHkF86rai5wUFUzvIinEbbrQXYHrWVOt1HVHCAVqFvMvq6W1wVOW8dwdq7rrYq8aSLSxFmwInK3iKwRkTXORj42As/e4rFfXC8sISGBDRs2sH379pDtZrOrXbs2Dz/8MN999x1btmwJdjhFJCYmsnv3bpfdbHZNmjThxhtv5L///S+pqamA7Ztybm4ugwcXGZO4gNGjR3P+/Pn8bjkjuFSVr776ijZt2vDVV1/x9NNPu93Hk8TTSUTOWI+zQEf7cxE5U+qoA2cmEKuqHYGfuNDCKkBVJ6lqN1XtFh0dHdAADeeSkpJo1KgRVas6n/4pISGB9PR01q5dG/KJB2zD0NSoUaNMtnpmz7bNlOIu8QA8/vjjnD17lg8/tPV6z5kzh6ioKLdTll911VVER0fzv//9r/QBG6U2efJkbrnlFlq0aMG6desYP3682308qWoLV9Va1qOmqkY4PK/lQVyHAMfWRWNrmdNtrAnmooCTxezravlJoLZ1jALnsob+sQ/29CG2qbuNciApKanYqQDsBQZAyJZSO6pTpw4PPvggU6dOLfHgmfv27SMjw5uOC8/Mnj2b9u3bF7jR15WEhAT69OnDm2++SXZ2NnPnzuXqq68uUEbtjOluK1veffddWrVqxYoVK+jQoYNH+3g8ZE4prAbirWqzSGzFAjMKbTMDuM16fgOwSFXVWj7GqnqLA+KBVa6Oae1jL37AOuZ0ABFp6HC+EcB2H79Pw09clVLbtW7dOr81VBFaPABjx46latWqvPLKK17v++233xIfH8+gQYPIyspyv4OHUlNTWb58uUetHbuxY8dy4MABnn/+eQ4dOuS2m83OdLeVDVu3bmXFihXcfffdhIeHe76jqvr9AQwFfgd2AX+3lr0EjLCeVwH+h614IxgwDgAAEalJREFUYBW2ggb7vn+39ksEhhR3TGt5c+sYSdYxK1vLXwW2AhuxJac27uLu2rWrGsF15swZBfTVV18tdrvLL79cAd2zZ09gAisDxo4dq2FhYTpv3jyP9/n00081LCxM4+PjFdB7773XZ/G8/PLLCujSpUs93ic3N1dbt26tIqKAHjx40KP9srOzNTo6Wm+66aaShmv4wCOPPKKRkZGanJxcYDmwRovLCcWtrOgPk3iCb/369Qro1KlTi93ukUce0Vq1amlubm6AIgu+U6dOaceOHbVKlSoeJZ93331XAe3fv7+eO3dOn3zySQX0/fffL3Us9mPfeOONXv8ffPDBBwpohw4dvNrvnnvu0erVq+v58+e92s/wjbS0NL3oooucJn+TeEziKdemTZumgK5bt67Y7U6dOqWbN28OUFRlR3Jystvkk5ubq88++6wCOmLECE1PT1dV1ZycHB0yZIhGRETokiVLShzDJ598kn/srKwsr/dPS0vTpk2b6ssvv+zVfgsWLFBAp02b5vU5jdL74osvFNCFCxcWWWcSj0k85dqECRMU0NTU1GCHUmbZk0/lypX1m2++0ezs7Px1J06c0MGDByugd9xxR5HEkJKSoq1bt9Z69ep53M2lqnr27Fndvn27vvfeexoWFqZXX311fkIriezsbM3Ly/N6H9PdFjy9e/fWli1bOm3hmsRjEk+5dtddd2l0dHSwwyjzkpOTtXPnzgpoTEyMPv300zpz5kxt1qyZRkZG6gcffODyg3379u1arVo1HTBggNtusnfeeUdr166tQP6jV69eQevuuvfee7Vq1ap65MiREu2fm5urR48e1VWrVum8efN06dKl+ttvv+nGjRs1LS3Nx9GGju3btyugr732mtP1JvGYxFOu9e3bV3v06BHsMMqFzMxM/fbbb3XYsGEaFhamgDZp0kRXrVrldl/7dZY33njD5TbLli3TsLAwveqqq3TChAn65Zdf6pIlSzQzM9OXb8Mrv//+u4aHh+uDDz7o8T55eXk6ZcoU7dChg1auXLlAEnV8VK1aVa+55hqdNGmSHj582I/vovwZO3asRkRE6NGjR52ud5d4xLaN4UyXLl20LI+JVRE0bdqUPn368Pnnnwc7lHLl0KFDLFmyhEGDBlGvXj2326sqI0eOZP78+axevbrI/RgnTpygc+fOVK1albVr11Krlie38AXGPffcwyeffEJiYmL+CN6ubN68mYcffpglS5bQsWNHBg0aRNOmTWnatCl169YlMzOTjIwMzp07x/Lly5k5cyb79u2jUqVKfPTRR/zpT38K0Lsqu44ePUrbtm3p378/06ZNc7qNiKxV1W4uD1JcVqroj0qVKumcOXOKT/2G36Snp6uI6AsvvBDsUCqEY8eO6cUXX6wdOnQocL0mNzdXhwwZopGRkW6LPILh4MGDWrlyZb311ltdbpOXl6d///vfNSwsTOvUqaPvv/++5uTkuD12Xl6ebt68Wfv166eA/vOf//RZ3Lm5uXrmzJkC1+TKury8PB02bJhWrlxZt27d6nI7TFdbyR9VqlRRQG+//XY9depUsf8hhu9t27ZNAf3yyy+DHUqFMWvWLAW0b9+++sorr+js2bP1ueeeU0Dfe++9YIfn0uOPP64iolu2bCmyLjc3V++///78v+WTJ096ffyMjAwdPXq0AvrEE0+Uumx/2bJl2rp16/xuvYiICK1fv75X92QFw6RJk9x2yaqaxFOqR0JCgj799NMaHh6uDRs21OXLlxf7wzZK7/z587ps2TKdOHGiDhgwQAH99ddfgx1WhfLKK69os2bNClzvGD16tNdVZ4GUnJysNWvW1Ouuu67A8tzcXL3rrrsU0L/+9a+leg85OTn6wAMPKKBjxozRs2fPutw2Ly9P58yZo0OHDtU//OEPOmXKFE1NTdUzZ87kHyMuLk5feeUVffHFF3XcuHEaHx+vMTExmpKSUmwcZ8+e1RkzZpSqivD/27v/2KjqdI/j7wdKhU4t9hegLWXopVmhq8hAWtqirMAf4CqgrkbNKiFX0OR6RbJkgxvirlWCXukNK3pNDFhRNhh/rHZjLLuIoGiBWrbY0s5FcWmhlZaqlVLS0h/z3D9m6KXaFkunc+jwvJJJZ878+nxnpueZc853vt+LceTIEXW5XDpnzpwLFl4rPAM4netcUFJSomlpaRobG6tHjhzp8wU3F6+yslLHjRvXtbJzu926ZMkSbW1tdTraZamxsVH37Nmjr776ap8r2UvFk08+qYDm5eXpm2++qYWFhfrAAw8ooGvWrAlK4fT5fLpu3ToVEZ0yZYpWVlZ2u76zs1Pfe+89nTFjhgKalJSkCQkJCmhkZKQmJCSoiOiKFSu0ubm5230///xzHT58uC5durTX56+urtapU6cqoOPGjdPnnnsuJO9NR0eHZmdn6+jRo/XYsWMXvL0VniAUHlV/tY+NjdX09HRtamq64Atv+uerr77Sq6++WseOHavvvvtur71ljOlNU1OTpqam/qR3Wm5ubtCfa8eOHZqYmKgul0vz8/N169atev/99+uYMWMU0NTUVN20aZOePXtWOzo6dM+ePbpq1Sq97bbb9LPPPuv1cVevXq1Aj8eWi4qKdMyYMRoTE6PPP/+8zp07VwGNjY3V9evXD9qoHT6fT1euXNmv3d5WeIJUeFT9H7Zhw4bp7bffHrZDswz0QGdbW5vu3r1bX3jhBf34449/1u87qqurNSUlRePj4y/L0QdM8LS0tGhVVZWWl5drUVGRlpaWDtpz1dTUaE5OTleBS0hI0HvvvVffeOONi/4/amlp0cmTJ2tycnLXj6br6+v1xRdf1MjISE1NTe22lbVv3z5dsGCBAjpv3rygd/tua2vTJUuWKKCPPPLIz95qvFDhse7UfZgxY4aWlJR0W7ZhwwZWrlzJ448/zkMPPURMTAwxMTGcOnUKr9eL1+vl6NGjpKWlkZ2dTVpaGv6JUXvX1NTE/v37KSoqoqOjgxtuuIFp06YxceLEC94X/F1dDx48SHt7Oz6fj87OTq6//nrcbvcF73v27Fk+/fRTCgsLKSwsxOv1ct1115GTk8OsWbPIysrC7Xb3mUNV2bZtG2+99RY7d+7k9OnTXddFREQwdepUJk2axIgRI7pOsbGxJCQkEBcXx7p162hoaOCjjz7qNsWBMZe69vZ2CgoKcLvdeDwehg0b+ID/+/fvJzs7m+nTp9Pc3IzX6x9If/bs2bzzzjvEx8d3u72qsnnzZh599FFcLhdbtmzhlltuGXCOM2fOcPfdd/PBBx+Qm5vLmjVrftb6CC7cndoKTx96KjyqytKlS9mypcd55AD/nPLnXtf4+Hg8Hg8TJkwgJSWF5ORkmpubqa6upqqqii+//JJDhw75vwWIICL4fD4AYmJicLvdJCcnk5SUxNixY4mOjsblcjFq1CjKysrYtWsX5eXlP8lwxRVXsHbtWh577LFehys/cOAAixYtora2lsjISG688UY8Hg9ffPEFRUVFNDc3A5CYmEhGRgaZmZncddddXHvttV2PUV1dzYMPPsiHH37I+PHjWbBgAfPnz8fj8VBWVsbevXvZu3cv33zzDe3t7bS3t9PW1kZjYyPt7f7JbV0uFzt27LjgBGDGXC6eeOIJNm7cSFZWFrNnz+amm24iIyOjz6kHvF4v99xzD2VlZVxzzTWkp6eTnp5Oamoq0dHRREVFERUVhcfjISnpx5NAd1daWsrDDz9MSUkJL730EsuXL+9Xfis8A9BT4QG6Jq1qaGigqamJU6dO4XK5mDx5MpMnTyYlJYXDhw93rXTLyso4fvw49fX1XY8xcuRIJkyYQGpqKpmZmWRnZ5OZmcmIESM4dOgQpaWllJWVcezYMWpra6mpqaGhoYHz369Ro0aRk5PDzTffTFZWFlFRUQwbNozOzk6eeeYZCgoKyM7OJj8//ycTpBUUFHDfffeRmJjIhg0bmDdvHtHR0V3Xd3R0UF5ezr59+yguLqa4uBiv14uqMmvWLJYtW0ZrayurVq1CVcnLy2PZsmU/+xuRqnL69Gm+++47Ro8eTVxcXH/fHmPMj7S2tvLyyy9z4MABKioqqKyspKWl5Se3mzlzJnfccQe33norycnJREdHIyIUFxfz1FNP8f7773PVVVeRn5/P4sWL+53DfkAaxGM8A9Xa2qpff/211tXVXVQPG5/Pp2fOnNH6+no9evRon729fD6fvv766xobG6sjR47UxYsX68aNG7WyslLz8vJURDQjI6NfB/Hr6ur02Wef7ZrLhcDvPS6nOXCMGUo6Ozv15MmTWlVVpRUVFVpUVKRPP/20ejyebh0wIiIiND4+XgGNi4vTtWvX6g8//HDRz4sd47l4vW3xDCUnTpwgNzeX7du3U1VV1bX8zjvv5LXXXiMqKqrfj6mqfPLJJzQ2NrJw4cKg7Nc2xoRWVVUVu3fv5ttvv6WxsZHvv/+eSZMmsXz5cq688soBPbbtahsAETmNf+bTcJUAfOt0iEEW7m209g1t4dq+Caqa2NuVEaFMMgQd7qtqD3UiUhLO7YPwb6O1b2gL9/b1xvaRGGOMCSkrPMYYY0LKCk/fXnY6wCAL9/ZB+LfR2je0hXv7emSdC4wxxoSUbfEYY4wJKSs8xhhjQsoKTy9EZL6IHBaRIyKy2uk8wSQi40Vkl4hUikiFiKxwOtNgEJHhIlIqIu87nWUwiMhVIvK2iPyviHhFJKwGuxORlYHP5yER2SYiI53ONBAi8oqInBSRQ+ctixORHSLyVeBvrJMZQ8UKTw9EZDjwIrAAmALcKyJTnE0VVB3A71R1CjAT+I8wa985KwCv0yEG0Z+B7ap6LTCVMGqriCQBjwIzVPWXwHDgHmdTDdirwPwfLVsN7FTVNGBn4HLYs8LTswzgiKr+S1XbgDeARQ5nChpVPaGq/wycP41/hdX3cLVDjIgkA78GNjmdZTCIyGjgJmAzgKq2qeoPzqYKughglIhEAFHANw7nGRBV/QT4/keLFwHnhrrfAvR/RM4hyApPz5KA4+ddriHMVszniIgbmAbsdzZJ0G0Afg/4nA4ySCYCDUB+YHfiJhFxOR0qWFS1FlgPHANOAKdU9R/OphoUY1X1ROB8HTDWyTChYoXnMiYi0cA7wGOq2uR0nmARkVuBk6p6wOksgygC8AAvqeo04AxhtJsmcKxjEf4Cew3gEpHfOptqcAVGdb4sft9ihadntcD48y4nB5aFDREZgb/o/EVV/+p0niDLARaKSBX+3aRzRGSrs5GCrgaoUdVzW6pv4y9E4WIecFRVG1S1HfgrkO1wpsFQLyJXAwT+nnQ4T0hY4enZ50CaiEwUkUj8BzX/5nCmoBH/bG2bAa+q/rfTeYJNVR9X1WRVdeN/7z5S1bD6tqyqdcBxEflFYNFcoNLBSMF2DJgpIlGBz+tcwqjzxHn+BiwJnF8CFDiYJWRsdOoeqGqHiDwC/B1/b5pXVLXC4VjBlAPcD5SLyMHAsj+o6gcOZjL995/AXwJfjv4FLHU4T9Co6n4ReRv4J/5emKUM8eFlRGQb8CsgQURqgD8CzwBvisi/A9XA3c4lDB0bMscYY0xI2a42Y4wxIWWFxxhjTEhZ4THGGBNSVniMMcaElBUeY4wxIWWFx5hLgIjEi8jBwKlORGoD55tF5H+czmdMMFl3amMuMSLyJ6BZVdc7ncWYwWBbPMZcwkTkV+fmExKRP4nIFhHZIyLVInKHiPyXiJSLyPbAMEiIyHQR+VhEDojI388NyWLMpcIKjzFDy78Bc4CFwFZgl6peB7QAvw4Un43Ab1R1OvAKsNapsMb0xIbMMWZoKVTVdhEpxz+c0/bA8nLADfwC+CWwwz/EGcPxTytgzCXDCo8xQ8tZAFX1iUi7/v9BWh/+/2cBKlQ1rKbBNuHFdrUZE14OA4kikgX+6S9EJN3hTMZ0Y4XHmDASmKr9N8CzIvIFcJDwnMfGDGHWndoYY0xI2RaPMcaYkLLCY4wxJqSs8BhjjAkpKzzGGGNCygqPMcaYkLLCY4wxJqSs8BhjjAmp/wMaF815yAZWPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
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