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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/b475b78fce56ab9ad70da2dd649da723/matplotlib_scatter_plot.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": [
"### Scatter Plot"
]
},
{
"metadata": {
"colab_type": "code",
"outputId": "50b90377-1030-425e-b0e3-c13d4eb40635",
"id": "WC74dGyrfhZ8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 362
}
},
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"x1 = [2, 3, 4, 2.5, 3.5 , 4.5]\n",
"y1 = [5, 4.5, 5, 4.5, 3.5, 5.5]\n",
"\n",
"x2 = [1, 2, 3, 4, 5]\n",
"y2 = [6, 8, 7, 8, 7]\n",
"\n",
"# Markers: https://matplotlib.org/api/markers_api.html\n",
"\n",
"plt.scatter(x1, y1)\n",
"plt.scatter(x2, y2, marker='^', color='m')\n",
"plt.title('Scatter Plot Example')\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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9xicA0SXOHqekswYEt5Ozk9Vcwz9IAbSLhnPEmu+MAADAAghZAAAMIWQBADCEkAUAwBBC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\nEEIWAABD/hdlmwkozz00QAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "4wGB1tlHROiM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 401
},
"outputId": "96e3afb4-f81c-4c2b-af5d-541a061ce365"
},
"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",
"x1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"y1 = np.random.randint(10, size=10)\n",
"z1 = np.random.randint(10, size=10)\n",
"\n",
"x2 = [-1, -2, -3, -4, -5, -6, -7, -8, -9, -10]\n",
"y2 = np.random.randint(-10, 0, size=10)\n",
"z2 = np.random.randint(10, size=10)\n",
"\n",
"ax.scatter(x1, y1, z1, c='b', marker='o', label='blue')\n",
"ax.scatter(x2, y2, z2, c='g', marker='D', label='green')\n",
"\n",
"ax.set_xlabel('x axis')\n",
"ax.set_ylabel('y axis')\n",
"ax.set_zlabel('z axis')\n",
"plt.title(\"3D Scatter Plot Example\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": 1,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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4+OBDXR8vCwpmMAICzwOCUBA0bigWOjwPtLdHoKpZqGoGqpqBomQG/zsHVVWIBvs2Kzvt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\n/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zZShK5U2ECwFJVprdH7Cy64EGvXrsOnn36KlStXorGxAQMGDMKgQUMwceIpqpJNe4UG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\nOBwOh8Np9/w/85crhD1zAn0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "7_AnhPWjRQqk",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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