07-Bar Plot with Matplotlib in Python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "isolated-hospital",
   "metadata": {},
   "source": [
    "# Bar Plot with Matplotlib in Python"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8ae8fdd",
   "metadata": {},
   "source": [
    "Hi Guys, Welcome to [Tirendaz Academy](https://youtube.com/c/tirendazacademy) 😀\n",
    "</br>\n",
    "In this notebook, I'm going to talk about bar plot with Matplotlib.\n",
    "</br>\n",
    "Happy learning 🐱‍🏍 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "unusual-cooper",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "touched-intranet",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cubic-fashion",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"fivethirtyeight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "accepted-toyota",
   "metadata": {},
   "outputs": [],
   "source": [
    "Math=np.random.randint(50,100,7)\n",
    "Stat=np.random.randint(50,100,7)\n",
    "CS=np.random.randint(50,100,7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "polish-blame",
   "metadata": {},
   "outputs": [],
   "source": [
    "classes=list(\"ABCDEFG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "human-reading",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Averages')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(classes, Math, label=\"Math Avg\")\n",
    "plt.plot(classes, Stat, label=\"Stat Avg\")\n",
    "plt.plot(classes, CS, label=\"CS Avg\")\n",
    "plt.legend()\n",
    "plt.title(\"Average of Lessons\")\n",
    "plt.xlabel(\"Classes\")\n",
    "plt.ylabel(\"Averages\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "statewide-ecology",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Averages')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(classes, Math, label=\"Math Avg\")\n",
    "plt.bar(classes, Stat, label=\"Stat Avg\")\n",
    "plt.bar(classes, CS, label=\"CS Avg\")\n",
    "plt.legend()\n",
    "plt.title(\"Average of Lessons\")\n",
    "plt.xlabel(\"Classes\")\n",
    "plt.ylabel(\"Averages\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aquatic-index",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_indeks=np.arange(len(classes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "artificial-highland",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Averages')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=0.25\n",
    "plt.bar(x_indeks-x, Math, label=\"Math Avg\")\n",
    "plt.bar(x_indeks, Stat, label=\"Stat Avg\")\n",
    "plt.bar(x_indeks+x, CS, label=\"CS Avg\")\n",
    "plt.legend()\n",
    "plt.title(\"Average of Lessons\")\n",
    "plt.xlabel(\"Classes\")\n",
    "plt.ylabel(\"Averages\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "pursuant-exposure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Averages')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x_indeks-x,Math,width=x,label=\"Math Avg\")\n",
    "plt.bar(x_indeks,Stat,width=x,label=\"Stat Avg\")\n",
    "plt.bar(x_indeks+x, CS, width=x, label=\"CS Avg\")\n",
    "plt.legend()\n",
    "plt.title(\"Average of Lessons\")\n",
    "plt.xlabel(\"Classes\")\n",
    "plt.ylabel(\"Averages\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "private-wednesday",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x15728b5afa0>,\n",
       "  <matplotlib.axis.XTick at 0x15728b5af70>,\n",
       "  <matplotlib.axis.XTick at 0x157289c7ee0>,\n",
       "  <matplotlib.axis.XTick at 0x15728bc5280>,\n",
       "  <matplotlib.axis.XTick at 0x15728bc56a0>,\n",
       "  <matplotlib.axis.XTick at 0x15728bc5af0>,\n",
       "  <matplotlib.axis.XTick at 0x15728bcb040>],\n",
       " [Text(0, 0, 'A'),\n",
       "  Text(1, 0, 'B'),\n",
       "  Text(2, 0, 'C'),\n",
       "  Text(3, 0, 'D'),\n",
       "  Text(4, 0, 'E'),\n",
       "  Text(5, 0, 'F'),\n",
       "  Text(6, 0, 'G')])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x_indeks-x,Math,width=x,label=\"Math Avg\")\n",
    "plt.bar(x_indeks, Stat, width=x,label=\"Stat Avg\")\n",
    "plt.bar(x_indeks+x, CS, width=x, label=\"CS Avg\")\n",
    "plt.legend()\n",
    "plt.title(\"Average of Lessons\")\n",
    "plt.xlabel(\"Classes\")\n",
    "plt.ylabel(\"Averages\")\n",
    "plt.xticks(ticks=x_indeks, labels=classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "brazilian-right",
   "metadata": {},
   "source": [
    "## Error Bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "underlying-addition",
   "metadata": {},
   "outputs": [],
   "source": [
    "x=np.linspace(0,10,30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "tender-fishing",
   "metadata": {},
   "outputs": [],
   "source": [
    "y=np.random.randint(0,5,30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aware-rwanda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x15728960d30>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,\"bo\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "adjustable-helping",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ErrorbarContainer object of 3 artists>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,\"bo\")\n",
    "plt.errorbar(x,y,yerr=1, fmt=\".k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "subject-tender",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ErrorbarContainer object of 3 artists>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,\"bo\")\n",
    "plt.errorbar(x,y,xerr=1, fmt=\".k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "centered-independence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ErrorbarContainer object of 3 artists>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.errorbar(x, y, \n",
    "             yerr=1, \n",
    "             fmt='bo', \n",
    "             ecolor='red', \n",
    "             elinewidth=2, \n",
    "             capsize=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "intensive-montana",
   "metadata": {},
   "source": [
    "## Bar Graph with Error Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "emotional-economy",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "acoustic-certification",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "difficult-station",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = np.mean(iris.data, axis=0)\n",
    "sd = np.std(iris.data, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "promising-basket",
   "metadata": {},
   "outputs": [],
   "source": [
    "interval = range(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "regular-fundamentals",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(interval ,mean, color=\"b\", \n",
    "         xerr=sd, alpha=0.7, align=\"center\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "intense-shopping",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Horizontal Bars')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(interval ,mean, color=\"b\", \n",
    "         xerr=sd, alpha=0.7, align=\"center\")\n",
    "plt.title('Horizontal Bars')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "signal-print",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1572b0f31f0>,\n",
       "  <matplotlib.axis.YTick at 0x1572b0f0dc0>,\n",
       "  <matplotlib.axis.YTick at 0x1572b0eac10>,\n",
       "  <matplotlib.axis.YTick at 0x1572b128160>],\n",
       " [Text(0, 0, 'sepal length (cm)'),\n",
       "  Text(0, 1, 'sepal width (cm)'),\n",
       "  Text(0, 2, 'petal length (cm)'),\n",
       "  Text(0, 3, 'petal width (cm)')])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(interval ,mean, color=\"b\", xerr=sd, \n",
    "         alpha=0.7, align=\"center\")\n",
    "plt.title('Horizontal Bars')\n",
    "plt.yticks(interval, iris.feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "exact-turkey",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Vertical Bars')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(interval, mean, color=\"m\", \n",
    "        yerr=sd, alpha=0.7, align=\"center\")\n",
    "plt.title('Vertical Bars')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "adapted-detail",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x15728c899d0>,\n",
       "  <matplotlib.axis.XTick at 0x1572b1b37f0>,\n",
       "  <matplotlib.axis.XTick at 0x1572b1b0550>,\n",
       "  <matplotlib.axis.XTick at 0x1572b1ed040>],\n",
       " [Text(0, 0, 'sepal length (cm)'),\n",
       "  Text(1, 0, 'sepal width (cm)'),\n",
       "  Text(2, 0, 'petal length (cm)'),\n",
       "  Text(3, 0, 'petal width (cm)')])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(interval, mean, color=\"m\", yerr=sd, \n",
    "        alpha=0.7, align=\"center\")\n",
    "plt.title('Vertical Bars')\n",
    "plt.xticks(interval, \n",
    "           iris.feature_names, \n",
    "           rotation=70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "comic-middle",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x1572b212520>,\n",
       "  <matplotlib.axis.XTick at 0x1572b2124f0>,\n",
       "  <matplotlib.axis.XTick at 0x1572b210040>,\n",
       "  <matplotlib.axis.XTick at 0x1572b240cd0>],\n",
       " [Text(0, 0, 'sepal length (cm)'),\n",
       "  Text(1, 0, 'sepal width (cm)'),\n",
       "  Text(2, 0, 'petal length (cm)'),\n",
       "  Text(3, 0, 'petal width (cm)')])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(interval, mean, color=\"m\", yerr=sd, \n",
    "        alpha=0.7, width=0.5, align=\"center\")\n",
    "plt.title('Vertical Bars')\n",
    "plt.xticks(interval, \n",
    "           iris.feature_names, \n",
    "           rotation=70)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11e7504b",
   "metadata": {},
   "source": [
    "Don't forget to follow us on [YouTube](http://youtube.com/tirendazacademy) | [Medium](http://tirendazacademy.medium.com) | [Twitter](http://twitter.com/tirendazacademy) | [GitHub](http://github.com/tirendazacademy) | [Linkedin](https://www.linkedin.com/in/tirendaz-academy) | [Kaggle](https://www.kaggle.com/tirendazacademy) 😎"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}