Matpliotlib.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [

    "#creating visulization using MatplotLib - Assignment"

   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "        34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
       "        51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
       "        68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
       "        85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99]),\n",
       " array([  0,   2,   4,   6,   8,  10,  12,  14,  16,  18,  20,  22,  24,\n",
       "         26,  28,  30,  32,  34,  36,  38,  40,  42,  44,  46,  48,  50,\n",
       "         52,  54,  56,  58,  60,  62,  64,  66,  68,  70,  72,  74,  76,\n",
       "         78,  80,  82,  84,  86,  88,  90,  92,  94,  96,  98, 100, 102,\n",
       "        104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128,\n",
       "        130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154,\n",
       "        156, 158, 160, 162, 164, 166, 168, 170, 172, 174, 176, 178, 180,\n",
       "        182, 184, 186, 188, 190, 192, 194, 196, 198]),\n",
       " array([   0,    1,    4,    9,   16,   25,   36,   49,   64,   81,  100,\n",
       "         121,  144,  169,  196,  225,  256,  289,  324,  361,  400,  441,\n",
       "         484,  529,  576,  625,  676,  729,  784,  841,  900,  961, 1024,\n",
       "        1089, 1156, 1225, 1296, 1369, 1444, 1521, 1600, 1681, 1764, 1849,\n",
       "        1936, 2025, 2116, 2209, 2304, 2401, 2500, 2601, 2704, 2809, 2916,\n",
       "        3025, 3136, 3249, 3364, 3481, 3600, 3721, 3844, 3969, 4096, 4225,\n",
       "        4356, 4489, 4624, 4761, 4900, 5041, 5184, 5329, 5476, 5625, 5776,\n",
       "        5929, 6084, 6241, 6400, 6561, 6724, 6889, 7056, 7225, 7396, 7569,\n",
       "        7744, 7921, 8100, 8281, 8464, 8649, 8836, 9025, 9216, 9409, 9604,\n",
       "        9801]))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import Numpy for creating the Data Set of range 0 to 100 fro 3 Dimensions\n",
    "import numpy as np\n",
    "x=np.arange(0,100)\n",
    "y=x*2\n",
    "z=x**2\n",
    "x,y,z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Y - Axis')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "ax=fig.add_axes([0,0,1,1])\n",
    "ax.plot(x,y)\n",
    "plt.title(\"title\")\n",
    "plt.xlabel(\"X - Axis\")\n",
    "plt.ylabel(\"Y - Axis\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a9d1030410>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "ax1=fig.add_axes([0,0,1,1])\n",
    "plt.xlabel(\"x-Axis\")\n",
    "plt.ylabel(\"y-Axis\")\n",
    "plt.plot(x,y,color='red')\n",
    "ax2=fig.add_axes([0.2,0.5,0.2,0.2])\n",
    "plt.xlabel(\"X-Axis\")\n",
    "plt.ylabel(\"Y-Axis\")\n",
    "plt.plot(x,y,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "axess1=fig.add_axes([0,0,1,1])\n",
    "axess2=fig.add_axes([0.2,0.5,0.4,0.4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30.0, 50.0)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "axess1=fig.add_axes([0,0,1,1])\n",
    "axess1.plot(x,z)\n",
    "plt.xlabel(\"x-axis\")\n",
    "plt.ylabel(\"z-axis\")\n",
    "axess2=fig.add_axes([0.2,0.5,0.4,0.4])\n",
    "axess2.plot(x,y)\n",
    "plt.xlabel(\"x-axis\")\n",
    "plt.ylabel(\"y-axis\")\n",
    "plt.title(\"zoom\")\n",
    "plt.xlim([20,22])\n",
    "plt.ylim([30,50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 640x480 with 2 Axes>, array([<Axes: >, <Axes: >], dtype=object))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(ncols=2,nrows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a9d1307410>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(ncols=2,nrows=1,figsize=(12,2))\n",
    "axes[0].plot(x,y,linestyle=\"--\",color='blue',linewidth=3)\n",
    "axes[1].plot(x,z,color='red',linewidth=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplot lib Assignment"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}