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matplotlib_bar_plots
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "matplotlib_bar_plots",
"version": "0.3.2",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/vivek081166/53aaa79baf1ef9acc506e7fcd773e54d/matplotlib_bar_graphs.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"metadata": {
"colab_type": "text",
"id": "EjcNRwu_fhPQ"
},
"cell_type": "markdown",
"source": [
"### Bar Chat"
]
},
{
"metadata": {
"colab_type": "code",
"outputId": "441515e3-abc8-48a8-f749-e8f61a68fd14",
"id": "WC74dGyrfhZ8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 376
}
},
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Look at index 4 and 6, which demonstrate overlapping cases.\n",
"x1 = [1, 3, 4, 5, 6, 7, 9]\n",
"y1 = [4, 7, 2, 4, 7, 8, 3]\n",
"\n",
"x2 = [2, 4, 6, 8, 10]\n",
"y2 = [5, 6, 2, 6, 2]\n",
"\n",
"# Colors: https://matplotlib.org/api/colors_api.html\n",
"\n",
"plt.bar(x1, y1, label=\"Blue Bar\", color='b')\n",
"plt.bar(x2, y2, label=\"Green Bar\", color='g')\n",
"plt.plot()\n",
"\n",
"plt.xlabel(\"bar number\")\n",
"plt.ylabel(\"bar height\")\n",
"plt.title(\"Bar Chart Example\")\n",
"plt.legend()\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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0049q3bpNuWX/97RygwYNNGHCn/Xee/9QePhl+tOfnlV2drbGjh2u119fqVmzZuiFF/6i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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "aBLdAtaZqvMd",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 401
},
"outputId": "15c32882-8553-44fc-8180-0e991c99886e"
},
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from mpl_toolkits.mplot3d import axes3d\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection = '3d')\n",
"\n",
"x = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"y = np.random.randint(10, size=10)\n",
"z = np.zeros(10)\n",
"\n",
"dx = np.ones(10)\n",
"dy = np.ones(10)\n",
"dz = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"ax.bar3d(x, y, z, dx, dy, dz, color='g')\n",
"\n",
"ax.set_xlabel('x axis')\n",
"ax.set_ylabel('y axis')\n",
"ax.set_zlabel('z axis')\n",
"plt.title(\"3D Bar Chart Example\")\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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QzeYqnuRrhUy64ZM+G90QQ8MnlUKnjF1Dp7+/p5R1JcuSBzV0SOgQRJiQoCEIWJYY2yoj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\nYII=\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "krnT98EaB0UX",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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