Data_Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 . Line Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
     ]
    }
   ],
   "source": [
    "#themes\n",
    "themes = plt.style.available\n",
    "print(themes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6 7 8 9] [ 0  1  4  9 16 25 36 49 64 81] [ 1  4  7 10 13 16 19 22 25 28]\n"
     ]
    }
   ],
   "source": [
    "x = np.arange(10)\n",
    "y = x**2\n",
    "y1 = 3*x + 1\n",
    "print(x,y,y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,marker = 'o')\n",
    "plt.plot(x,y1,color = 'green',linestyle = 'dashed',marker = '*')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 . Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9j9MFAAC+nuW7Uk0FRepzuF71yamyPYRaWzBiA4Bo5vVKgwczUmsHgg0AYBSCDQBgFIINAGCUqAi2DRs2qLi4WIWFhZo/f74kqaKiQj6fT/n5+Vq6dKls23a4SgBALHA82Hbv3q0HHnhAv/rVr+T3+/Xhhx/qzTffVGlpqZYtW6a1a9dq27ZtKi8vd7pUAEAMcDzYXn/9dRUVFalfv37yeDxasmSJkpOTNXDgQGVmZsrj8cjn82n9+vVOlwoAiAGOz2P76KOP5PV69b3vfU81NTWaMGGCvvnNbyo9Pb3lPunp6aqrq3OwSgBArHA82ILBoDZu3KiVK1cqJSVFt99+u7p16yaXy9VyH9u2w263ph13NcKxfuk7PtC3s3VEWrz33RGOB1ufPn00atQopaWlSZIuvfRSrVu3Tm63u+U+dXV1YSO41qSl9ej0OmMBfccX+o4v8dp3RzgebBMmTNDs2bN14MABde/eXZs2bdLEiRP1+OOPKxAIKDMzU36/X1OmTGnzc+7b95ni6UuULtfRP3r6jg/0Td/x4FjfHeF4sA0dOlQzZszQ1KlT1dTUpFGjRum6667T4MGDNXPmTDU2Nmr8+PEqKCho83PatuLqD+AY+o4v9B1f4rXvjnDZBk4Q27s3/v5l06dPD/qOE/RN3/HgWN8d4fjX/QEA6EwEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwDAKAQbAMAoBBsAwCgEGwC0xrKUEKiWmpqcrgRtQLABwAl4/auVmjdGvccOV2ruaHn9q50uCa0g2ADgeCxLKWUL5anaLpdlyVO1XSllCyXLcroynADBBgDHkVBbI3egOuyYO1CthNoahypCWxBsAHAcoYwBCmYNCjsWzBqkUMYAhypCWxBsAHA8iYlqKJmj5uwc2V6vmrNz1FAyR0pMdLoynIDH6QIAIJpZvitlTSxSQm3N0ZEaoRb1CDYAaI3Xq9CXLkkienEpEgBgFIINAGAUgg0AYBSCDQBgFIINAGAUgg0AYBSCDQBgFIINAGAUgg0AYBSCDQBgFIINAGAUgg0AYBSCDQBglHYF26ZNm3TXXXdp2rRpqqur09KlS9XU1NRVtQEA0G5tDrZnn31WixYt0gUXXKAPPvhAHo9HlZWVmj9/flfWBwBAu7Q52FasWKHly5fr+uuvl8vlUmpqqh599FGtX7++K+sDAKBd2hxslmUpJSVFkuRyuY4+OCFBHg97lQIAokebg62oqEjf//73VVlZqVAopO3bt+uee+5RQUFBV9YHAEC7tDnY7r77bg0fPlz33nuvmpqa9IMf/ECDBw/W7Nmzu7I+AADapc3XERMTE3Xddddp+vTp6tatm6qrq9WzZ08lJSV1WjGLFy/WP//5Tz300EOqqKjQokWL1NjYqMLCQt15550tl0ABADieNo/Y1q5dq/z8fO3cuVOStHnzZl1++eX64x//2CmFbN68WS+//LIk6ciRIyotLdWyZcu0du1abdu2TeXl5Z1yHgCA2docbEuWLNGTTz6pnJwcSdLUqVP1+OOPa+HChSddRH19vZYuXarbbrtNkrR161YNHDhQmZmZ8ng88vl8fPsSANAmbQ62+vp6ZWdnhx3LyclRfX39SRdx//33a9asWerZs6ckac+ePUpPT2/5eXp6uurq6k76PAAA87X5M7aLL764JYDS09O1Z88eLVu2TCNGjDipAl588UWddtppGjVqlFatWiVJCoVCYZ+n2bbdrs/X4u2juGP90nd8oG9n64i0eO+7I9ocbD/5yU80d+5c5eXlKRgMyu1269JLL9WPf/zjjp9dRz+7q6ur0xVXXKEDBw7o0KFDqq2tldvtbrlPXV1d2AiuNWlpPU6qplhF3/GFvuNLvPbdES7btu32PMCyLB04cEC9e/cOC5/OsGrVKr3zzjt68MEHddlll+mpp55SZmamZsyYoSlTpqiwsLBNz7Nv32dqX1exzeU6+kdP3/GBvuk7HhzruyNaHbHNnz9f9913n+67777jXg6cN29eh05+PElJSVq8eLFmzpypxsZGjR8/vl0TwW1bcfUHcAx9xxf6ji/x2ndHtBpsp556qiSpX79+XV5McXGxiouLJUmjRo3Sq6++2uXnBACYpdVgu/XWWyVJlZWVWrZsWct6kQAARKM2f91/165damho6MpaAAA4aW3+VuRZZ52lyZMna9iwYUpLSwv7vK2zP2MDAKCj2hVsZ511lnbt2qWPP/5Yffv2Vf/+/buyNgAA2q3NwTZp0iTdeeed2rlzp1JTU7VlyxYNGTJEP//5z7uwPAAA2qfNn7GVlpbqkksu0ZYtW/Tmm2+qsrJSI0aMUGlpaVfWBwBHWZa0Y4fU1OR0JYhybQ62qqoq3XHHHfJ6vZIkr9erO+64Q3/5y1+6rDgAkCSvf7V65Y6RhgxRrwmj5fWvdrokRLE2B1teXp6eeeaZsGOvvPKKxo8f3+lFAUALy1JK2UJ5qrZLliVP1XallC08OoIDvkabP2PbvXu31qxZoxUrVqh///7au3evampq1K9fP02cOLHlfmwvA6AzJdTWyB2oDjvmDlQrobZGoaxBDlWFaNbmYLvrrru6sg4A+FqhjAEKZg06OmL7XDBrkEIZAxysCtGszcE2fPjwrqwDAL5eYqIaSuYcvRwZqFZz1iA1lMyREhOdrgxRqs3BBgBOsXxXqqmgSH0O16s+OVW2h1DD8bX5yyMA4CivVxo8mJEaWkWwAQCMQrABAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQC+lmVJgYBLTU1OV9I+BBsA4Cv8frfy8pI1dmyKcnOT5fe7nS6pzQg2AEAYy5LKypJUVeWWZblUVeVWWVmSLMvpytqGYAMAhKmtdSkQCI+HQCBBtbUuhypqH4INABAmI8NWVlYo7FhWVkgZGbZDFbUPwQYACJOYKJWUNCo7Oyiv11Z2dlAlJY1KTHS6srbxOF0AACD6+HxBTZx4SLW1LmVk2DETahLBBgA4Dq9XysqKjcuPX8SlSACAUQg2AIBRCDYAbWdZSghUK+aWoohhliXt2MGvvD0INgBt4vWvVmreGPUeO1ypuaPl9a92uiTj+f1u5eYma8gQacKE2Fr9w0kEG4DWWZZSyhbKU7VdLsuSp2q7UsoWKmaWoohB4at/KOZW/3ASwQagVQm1NXIHqsOOuQPVSqitcagi88X66h9OItgAtCqUMUDBrEFhx4JZgxTKGOBQReaL9dU/nESwAWhdYqIaSuaoOTtHtter5uwcNZTMUUzN2o0x4at/KOZW/3CSy7Zt4+J/797PZF5Xx+dySX369KDvOOFo35alhNqaoyO1CL/Dxuvr3dQkHT7cQ8nJn8kTR0tqHHu9O4IRG4C283oVyhrESC2CvF5p8GB+5e1BsAEAjEKwAUArLEsKBFxMko4RBBsAnIDf71ZeXrLGjk1Rbi6TpGMBwQYAxxE+SdrFJOkYQbABwHEwSTo2EWwAcBxMko5NURFsK1as0KRJk+Tz+VRaWirLslRRUSGfz6f8/HwtXbpUBk63AxDlwidJ20ySjhGOT/fbunWrVq1apRdffFGnnHKKSkpKtGLFCj333HN65pln1L9/f916660qLy9Xbm6u0+UCiDM+X1ATJx5Sba1LGRk2oRYDHB+x9ezZU3PnzlVycrJcLpdycnK0adMmDRw4UJmZmfJ4PPL5fFq/fr3TpQKIU16vlJVFqMUKx4PtjDPO0PDhwyVJ+/bt08qVK3XttdcqPT295T7p6emqq6tzqkQAQAxx/FLkMTU1Nbr11lt1zTXXKBQKyeX617eObNsOu92adtzVCMf6pe/4QN/O1hFp8d53R0RFsH344YeaMWOGZsyYoRtvvFHvvPNO2Aitrq4ubATXmrS0ji2cGevoO77EW9+WJe3YIWVm9ojLS4Lx9nqfDMeDbf/+/Zo+fboeeOAB5efnS5KGDh2q6upqBQIBZWZmyu/3a8qUKW1+zn374mv1b5fr6B89fceHeOzb73dr8eIkBQJuZWUFdc89jfL5gk6XFRHx+HpL/+q7Q491etuapUuX6sknn9QZZ5zRcuySSy7RyJEjtWjRIjU2Nmr8+PEqLS1t8+XIeNvWIl6386Dv+OjbsqS8vGRVVf1rKavs7KDeeOOQvF4HC4uQeHu9jzmZbWscD7auEK9/APQdH+Kt70DApbFjU2RZ//qHrddra+PGBmVlmf8LiLfX+xj2YwNgLFb/QHsRbACiWvjqH2L1D7TK8S+PAEBrfL6gCgoO6fDhHkpOPiQP71w4AUZsAGKC1ysNHixGamgVwQYAMArBBsSaYzOVm5ocOXUg4HLi1ECbEWxADPH6V6tX7hhpyBD1mjBaXv/qiJ3b73crLy9ZY8emKDc3WX6/u/UHAQ4g2IBYYVlKKVsoT9V2ybLkqdqulLKFR4dRXX9qlZUlqarKLctyqarKrbKypEicGmg3gg2IEQm1NXIHqsOOuQPVSqit6fJz19a6FAiEv10EAgmqrY2zlXkREwg2IEaEMgYomDUo7Fgwa5BCGQO6/NxMkkYsIdiAWJGYqIaSOWrOzpG8XjVn56ihZE5Evv8ePknaZpI0ohprRRog3teSi7u+myz1OVyvvcmpsj2RTRbLOnpZMiMj8rtJx+3rHed9dwQjNiDWODhT2euVsrIiH2pAexBsAACjEGwAAKMQbECMcXDhESAmEGxADPH73crNTdaQIdKECaz+AXwdgg2IEeGrf4jVP4DjINiAGMHqH0DbEGxAjGD1D6BtCDYgRoSv/iFW/wCOgw3WgRji8wVVUHBIhw/3UHLyIXn4Lxj4CkZsQIxxcOERICYQbAAAoxBsAACjEGxAB1iWFAi4WP0DiEIEG9BOfr9beXnJGjs2Rbm5rP4BRBuCDWiH8NU/XKz+AUQhgg1oB1b/AKIfwQa0Q0aGrUFp9WHHBqXVs/oHEEUINqAdEm1LD7oe0BBtk1dHNETb9KDrASXaXIsEogXrFgDtkFBbo2v2/lpX6jHt1gBlapc8exO0v/bfFcoa5HR5AMSIDWiXUMYABbMGyasmDVa1EtWsYNYghTIGOF0agM8RbEB7JCaqoWSOmrNzZHu9as7OUUPJHNa3AqIIlyIRsyxL2rFDSk5WRBcDtnxXyppYpITamqMjNUINiCqM2BCT/H63cnOTNWSINGGCA5Okvd6jn6kRakDUIdgQc8InSYtJ0gDCEGyIOUySBnAiBBtiTkaGraysUNixrKwQk6QBSCLYEIMSE6WSkkZlZwfl9UrZ2UGVlDTycRcASXwrEjHK5wuqoOCQDh/uoeTkQxH9ViSA6MaIDTHL65UGD+aLiQDCEWwAAKMQbAAAoxBsOCmWJQUCLjU1OXTyHTvkzMkBRCuCDR3m97uVl5essWNTlJsb2dU/vP7V6pU7RhoyRL0mjJbXvzpi5wYQ3Qg2dEj46h+uyK7+YVlKKVsoT9V2ybLkqdqulLKFYukRABLBhg5ycvWPhNoauQPVYcfcgWol1NZ0+bkBRD+CDR3i5Oofx/ZE+yL2RANwDMGGDglf/cOO7OofX9gTTeyJBuBLXLZtG7fA3t69n8m8ro7P5ZL69OnhSN+WdfSyZEaGHfFccTVZ6nO4XnuTU2V74ifUnHy9nUTf8dl3RzBiw0nxeqWsrMiHWsvJWXoEwJcQbAAAoxBsBnB0nrJlKSFQzSRpAFGDYItxfr9bubnJGjJEmjAh8pOkU/PGqPfY4UrNZZI0gOgQ9cHm9/tVVFSk/Px8Pfvss06XE1XCJ0nLsUnSLiZJA4giUR1s//jHP7RkyRKtXLlSq1ev1gsvvKCqqiqny4oaTJIGgK+K6mCrqKjQyJEjlZqaquTkZE2cOFHr1693uqyowSRpAPiqqA62PXv2KD09veV2enq66urqHKwouiQmSnNyN2qI93/k1REN8f6P5uRujPgkaZtJ0gCiiMfpAk4kFArJ5frXZTXbtsNuH08b7mIGy9L1G27Xt60d2q0ByrR2ybXhTNXft+noHK8u1jT5StUXFCmhtuboSC0xUZH81R97nePm9f4cfTtbR6TFe98dEdXB1q9fP1VWVrbcrqurCxvBHU9aWsdmq8ecHTukQLWkJg3W5593BarV53C91H9w5Oronxa5c32NuHm9v4S+40u89t0RUR1sF198sR555BHt27dPp5xyitatW6cFCxa0+rh9++Jk6ZnkVPXKGnR0+5bPNWcNUn1yqrT3MwcLiwyX6+h/7HHzen+Ovuk7HhzruyOiOtj69u2rWbNmadq0aWpubtaUKVP0rW99q9XH2bbi4w/Ac/RzrpSyhfIEqtWcNUgNJXOOrpsYD/1/Lm5e7y+h7/gSr313BIsgG4DFgOPs9aZv+o4DLIIc71gMGABaEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjEGwAAKMQbAAAoxBsAACjOB5su3fv1k033aTJkyfrqquu0ubNmyVJlmVp9uzZKiws1FVXXaUdO3Y4XCkAIBZ4nC5g3rx5uuqqq3TllVdqx44duvHGG7Vx40Y988wzSkpK0muvvaYtW7Zo9uzZWrVqldPlAgCinOMjtsmTJ2vixImSpDPOOEOWZenQoUN68803dcUVV0iSLrroIn366afavXu3k6UCAGKA48F2+eWX65RTTpEkLV++XDk5OerRo4f27Nmj9PT0lvudeuqpqqurc6pMAECMiNilyLVr12rBggVhx/r166eXXnpJkvT444/rhRde0LPPPitJsm1bLper5b62bSshoW05/IWHxYVj/dJ3fKBvZ+uItHjvuyMiFmxFRUUqKir6ynHbtvXggw/qvffe03PPPdcySuvbt6/27NmjzMxMSdLevXvDRnAnkpbWo/MKjyH0HV/oO77Ea98d4filyEceeUR//etftXLlyrDgGj9+vF5++WVJUmVlpZKSktS/f3+nygQAxAiXbdu2UydvaGjQyJEjlZ6eru7du7ccf+yxx9S7d2/df//92rZtmxITE7VgwQKdffbZTpUKAIgRjgYbAACdzfFLkQAAdCaCDQBgFIINAGAUgg0AYBTjgu14iyqbzO/3q6ioSPn5+S0T3E23YsUKTZo0ST6fT6WlpbIsy+mSImrx4sX60Y9+5HQZEbNhwwYVFxersLBQ8+fPd7qciFqzZo0mTZqkSZMmafHixU6X06UOHjwon8+nmpoaSVJFRYV8Pp/y8/O1dOlStfm7jrZhvvvd79ovv/yybdu2/be//c0eNWqU3dzc7GxRXeiTTz6xL7nkEnv//v12Q0OD7fP57O3btztdVpd6//337csvv9xuaGiwQ6GQfffdd9srVqxwuqyIqaiosEeMGGHfc889TpcSEbt27bLHjBljf/zxx3ZTU5N9/fXX2+Xl5U6XFRGHDx+2hw8fbu/du9duamqyp0yZYr/11ltOl9Ul/vznP9uTJ0+2zz77bHv37t324cOH7XHjxtkfffSR3dTUZN9yyy32G2+80abnMm7EdrxFlU1VUVGhkSNHKjU1VcnJyZo4caLWr1/vdFldqmfPnpo7d66Sk5PlcrmUk5Ojv//9706XFRH19fVaunSpbrvtNqdLiZjXX39dRUVF6tevnzwej5YsWaKhQ4c6XVZENDc3q7m5WUeOHFEwGFQwGFRSUpLTZXWJ559/XnPnzm1ZqGPr1q0aOHCgMjMz5fF45PP52vzeZlywHW9RZVN9ebHo9PR04xeLPuOMMzR8+HBJ0r59+7Ry5Url5uY6XFVk3H///Zo1a5Z69uzpdCkR89FHHykUCul73/ueJk+erOeee069evVyuqyI6N69u+68804VFhZq3Lhx6t+/v84//3yny+oSixYt0oUXXthy+2Te22I22NauXavRo0eH/e/qq69u+fmxRZV/+tOfOlhl1wuFQl9ZLNoVJ6ul1tTUaNq0abrmmms0cuRIp8vpci+++KJOO+00jRo1yulSIioYDGrjxo2aN2+eXnjhBW3durVluT3TVVVVadWqVSovL9fGjRvlcrm0fPlyp8uKiJN5b3N8o9GOau+iyqbq16+fKisrW27X1dUZ37Mkffjhh5oxY4ZmzJihG2+80elyImLt2rWqq6vTFVdcoQMHDujQoUOaP3++7rvvPqdL61J9+vTRqFGjlJaWJkm69NJLtXXrVhUXFztcWdfbuHGjRowY0dJ7cXGx/vM//1PTp093uLKu169fv7ARWnve22J2xHY8x1tU2VQXX3yxNm/erH379unQoUNat26dxo0b53RZXWr//v2aPn265s6dGzehJh39JuiaNWv0yiuv6Ic//KFyc3ONDzVJmjBhgt566y0dOHBAwWBQmzZtipt1Y3NycrRp0yYdPHhQtm2rvLw8bnofOnSoqqurFQgEFAwG5ff72/zeFrMjtq/T0NCg3/zmN0pPT9fUqVNbjj/22GM67bTTHKys6/Tt21ezZs3StGnT1NzcrClTpuhb3/qW02V1qaeeekoHDx7UsmXLtGzZMknSJZdcolmzZjlcGbrC0KFDNWPGDE2dOlVNTU0aNWpUXIzWJGnMmDGaPHmyrr76anm9Xp1zzjmaMWOG02VFRFJSkhYvXqyZM2eqsbFR48ePV0FBQZseyyLIAACjGHcpEgAQ3wg2AIBRCDYAgFEINgCAUQg2AIBRCDYgiuzfv19HjhxxugwgphFsQBQpLCxUfX29Jk2apPfee8/pcoCYZNQEbSDW1dfXS5J+//vfO1sIEMMYsQFRYtq0aZKkgoICjRgxQpWVlXr77bd1ww03qLS0VMOGDVNxcbHee+89ffvb39awYcN01113tWy+WF1drWnTpumiiy7Stddeq7/+9a9OtgM4hmADosTTTz8tSVq3bp1SUlJajm/ZskXnn3++tmzZoh49eui2227TwoULtW7dOm3atEnvvvuumpubdfvttysvL08VFRW6+eabddttt8XdzuKARLABUa9Xr1665ppr5PF4NGzYMI0cOVKDBg1S3759deaZZ+rjjz/W+++/r6amJt10001KTExUYWGhevfurbffftvp8oGI4zM2IMp9caNct9ut7t27t9xOSEhQKBTSP/7xD33yySdhGzU2Nzfrk08+iWitQDQg2IAo15bNFfv06aMzzzxTr776asuxjz76KC62bgK+jEuRQBRJTExUQ0NDux933nnn6eDBg1q9erVCoZAqKyt15ZVXqra2tguqBKIbIzYgihzbe6u9k7S9Xq8effRRzZs3T/Pnz1fv3r21YMECnXnmmV1UKRC92I8NAGAULkUCAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQCMQrABAIxCsAEAjEKwAQCMQrABAIzy/wGZG1MNuhdIOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#adjust the plot size.\n",
    "plt.figure(figsize = (6,6))\n",
    "plt.scatter(x,y,color = 'r',label = 'My_profit')\n",
    "plt.scatter(x,y1,color = 'b',label = 'My_income')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('price')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 . Bar Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAc/y9eWFz587VBx98oGLFiumOO+7Q+PHjNX36dH3yyScqX768JOm+++7Tgw8+6M2xAACAMV4LlJ07d2rZsmVaunSpSpcurWeffVbvvfeedu7cqRkzZqhevXreGgUAABjntUCpUKGCoqOjVaZMGUlS3bp1dfLkSe3evVuvv/66Tpw4oWbNmunZZ59ViRIlvDUWAAAwyGuBUrt2bdWuXVuSlJycrEWLFmnkyJE6fPiwnnvuOdWoUUOjR4/WrFmzNHTo0Hxt0+EowoG97Nfrcj1dJxQt1gwKgnWDgvDFunG43W639y5OOn78uAYOHKhu3bpp0KBBOY7bvXu3Ro8erY8++uiK28nOdsnPj318AQC4Hnl1J9ndu3drwIABGjBggPr06aMjR44oNjZWPXv2lCRlZ2fLz88vX9tKSTl3Xf0PwOGQgoLKKzn5rLybjLhWsWZQEKwbFERhrpvKlcvn63ReC5SUlBQ99thjGjdunCIiIiRJJUqU0JQpU9S0aVNVq1ZNCxcuVMeOHfO9zevxH5fbfX1eLxQd1gwKgnWDgvDmuvFaoMybN09paWmaOXOmZs6cKUlq166doqOjNWDAAGVmZurPf/6zHnnkEW+NBAAAjPL6PiiFJSnprK9HKFQOx8WXvU6f5mVX5A9rBgXBukFBFOa6qVIlf2/xsJcpAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHP8fT3AtS4rK0vx8fuvejsOhxQQUFZO5zm53QXfTmjorfL3524FAF8prOeFwnKtPi9cexMbEx+/X23faCYF+noSSSnSpsHbVLfu7b6eBABuWPHx+5XyUTOFhvh6Eik+QYq/59p8XiBQCkOgpGBfDwEAsCI0RKpf3ddTXJTi6wEKiH1QAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcrwbK3Llz1bVrV0VFRWnUqFHKyMjQ5s2bFRUVpYiICE2bNk1ut9ubIwEAAIO8Fig7d+7UsmXLtHTpUq1YsUJZWVmaO3euRo0apZkzZ2rVqlWKi4vT+vXrvTUSAAAwymuBUqFCBUVHR6tMmTJyOByqW7euvvzyS9WqVUs1a9aUv7+/oqKitGbNGm+NBAAAjPL31gXVrl1btWvXliQlJydr0aJFGj58uDZs2OA5TXBwsJKSkvK9TYejkIcsAAszXMrhsDeTBVlZWYqP3+/rMXIIDb1V/v4F/yf46/3M/X1jKKw17HBIiYlllZp6Tlf7jvrVruHrlbV/k4XxvOCLxxuvr6zjx49r4MCB+p//+R+5XC45Lrm2brc7x895CQwsKz8/3+/jGxBQ1tcj5BAQUFaVK5f39Rjm7Nq1S8nLmik0xNeTXBSfIAX0j1P9+vWveltBQdzfN4Jdu3apzcxmUqCvJ/lFihT3QuGs4evN9fy84M3HG68Gyu7duzVgwAANGDBAffr00fbt23O8YpKUlKTg4OB8bSsl5ZyJSnU6z/l6hBycznM6ffqsr8cwx+k8p9AQqX51X0/yH1d7XzkcFx8skpPPXvX/hGGf03nuYpzk7yHSK3i8yZ3TeU4Bvh7iEoVxPxXm401+Y8lrgZKSkqLHHntM48aNU0REhCSpYcOGOnjwoA4dOqSaNWsqJiZGvXv3zvc2LTwoW5jhUm63vZkssHibFNZ9xX1+Y7B4H7P2cmftNinM+8mb97nXAmXevHlKS0vTzJkzNXPmTElSu3bt9PLLL2vo0KFKT09XeHi4Onfu7K2RAACAUV4LlGHDhmnYsGG5HrdixQpvjQEAAK4Bvt/LFAAA4DcIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAw5w8HyuHDh7VlyxZlZWXpzJkzRTETAAC4weU7UBISEvTAAw/owQcf1ODBg3X06FG1b99e27dvL8r5AADADSjfgTJmzBh16dJFX375pfz9/XXzzTdr4sSJmjRpUlHOBwAAbkD5DpQffvhBDz30kBwOhxwOhySpc+fOOn78eJENBwAAbkz5DpSaNWtq/fr1OQ7bvHmzatWqVehDAQCAG5t/fk8YHR2tgQMHasGCBTp//ryeeOIJxcbG6vXXXy/K+QAAwA0o34HSsGFDffbZZ9qwYYNat26tKlWq6KWXXlJgYGBRzgcAAG5A+X6LJy0tTa+99poaNGigv/3tbzpz5oxmz56tCxcuFOV8AADgBpTvQHnuueeUkpKiChUqSJLCw8OVnJys6OjoP3SBaWlpioqK8uxc++qrr6pDhw7q0aOHevTooUWLFv2h7QEAgOtPvt/i2b59u7Zs2SJ//4tnqVWrliZNmqQ2bdrk+8K+//57jR07VocOHfIctnPnTs2YMUP16tX7A2MDAIDrWb5fQQkICNCPP/6Y47ADBw6oUqVK+b6wxYsXKzo6WsHBwZIkt9ut3bt36/XXX1dUVJT+/ve/KyMjI9/bAwAA16d8v4IyZMgQ9e/fXxEREQoJCVFiYqI+++wzjR07Nt8XNnny5Bw/O51O/elPf9Jzzz2nGjVqaPTo0Zo1a5aGDh2ar+398nEsPmVhhks5HPZmssDabZKVLR0+fPCq5nI4pMTEskpNPSe3++rmCQ291fPqKP4jKytL8fH7fT2GpIvrxRoeb3Jn7TYpjPvp1/N787rl+xEpKipKt956q9auXaukpCSFhIRowYIFuu222wp84YGBgXrzzTc9Pz/yyCMaPXp0vgIlMLCs/Px8/12HAQFlfT1CDgEBZVW5cnlfj2GOtfvpcJLUd+dfJAu/BJcixb0Qp/r16/t6EnN27dql5GXNFBri60mk2DhJxv5p83iTO2uPN4V5PwUFee/+vmKgJCUlqUqVKkpMTFRAQIDuv//+HMcnJiaqatWqBbrwI0eOKDY2Vj179pQkZWdny8/PL1/nTUk5Z6JSnc5zvh4hB6fznE6fPuvrMcxxOs8pwNdD/FagpGBfD3ER6yZ3Tuc5hYZI9av7ehIpPkFSuq+nyIl1kztrjzeFcT85HBfjJDn57FW/YpvfWLpioHTq1EnffvutwsPDPR9x/yu32y2Hw6Hdu3cXaMgSJUpoypQpatq0qapVq6aFCxeqY8eO+T7/1d5IhcHCDJdyu+3NZAG3Sd5YN7njNskb6yZ31m6TwryfvHmfXzFQvv32W0nSW2+9paZNm6pEiRKFduHVqlVTdHS0BgwYoMzMTP35z3/WI488UmjbBwAA16Z874MyYsQI/etf/yqUC123bp3n7127dlXXrl0LZbsAAOD6kO9A6dSpk2bOnKlOnTopKCgox3EF3QcFAAAgN/kOlCVLlkiSZs+enePwq9kHBQAAIDf5DpQ9e/YU5RwAAAAeVwyUzMxMvfbaa4qPj1dYWJgefvjhfP8qMAAAQEFc8ZPOXnrpJW3cuFG33HKLlixZoldeecUbcwEAgBvYFQNlzZo1mj9/vkaOHKlZs2Zp7dq13pgLAADcwK4YKJmZmQoIuPiZeDfffLPOnDlT5EMBAIAb2x/+MpvffposAABAYbviTrJut1unTp2S+5fPtv3tzxKfgwIAAArXFQPlwoULCg8PzxEkbdu29fydz0EBAACF7YqBwuefAAAAb/vD+6AAAAAUNQIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHK8HSlpamqKionT8+HFJ0ubNmxUVFaWIiAhNmzZNbrfb2yMBAABjvBoo33//vR588EEdOnRIkvTzzz9r1KhRmjlzplatWqW4uDitX7/emyMBAACDvBooixcvVnR0tIKDgyVJO3fuVK1atVSzZk35+/srKipKa9as8eZIAADAIH9vXtjkyZNz/Hzq1ClPrEhScHCwkpKS8rWtPXt2y+Eo1PEK5PDhg74eIQeHQyZuF2u4TfLGuskdt0neWDe5s3SbZGVffJ662pkcDikxsaxSU8/pavfEqFKlab5O59VA+S2XyyXHJbea2+3O8XNeUj5qptCQopos/2LjJJX39RT/ERBQVpUrGxrIiICAsr4ewTTWTe5YN3lj3eTO0ro5nCT13fkXKdDXk/wiRXK3zl/h+DRQQkJCcrxikpSUlOMVlbyEhkj1qxfVZPkXnyAp3ddT/IfTeU6nT5/19RjmOJ3nFODrIQxj3eSOdZM31k3uzK2bQEn5e2o1xaeB0rBhQx08eFCHDh1SzZo1FRMTo969e/typGue262rfvntesRtkjfWTe64TfLGuskdt0nh8GmglCxZUi+//LKGDh2q9PR0hYeHq3Pnzr4cCQAAGOCTQFm3bp3n7y1atNCKFSt8MQYAADCKT5IFAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHP8fT2AJA0fPly7du1SqVKlJElPPvmkOnbs6OOpAACAr5gIlLi4OC1ZskSVKlXy9SgAAMAAn7/Fk5qaqpSUFI0YMUJRUVGaMWOG3G63r8cCAAA+5PNXUE6fPq0WLVpo7NixKleunAYNGqQPP/xQvXv39vVo1ySH4+If5MRtkjfWTe64TfLGuskdt0nh8HmghIaGavr06Z6fH3roIS1fvpxAKaCAgLKqXLm8r8cwJyCgrK9HMI11kzvWTd5YN7lj3RQOnwfKDz/8oFOnTumuu+6SJGVnZ8vPz8/HU127nM5zOn36rK/HMMfpPKcAXw9hGOsmd6ybvLFucse6KRw+DxSXy6WJEyeqadOmKlWqlBYvXqxevXr5eqxrltt98Q9y4jbJG+smd9wmeWPd5I7bpHD4PFAaNmyovn376r777lN2drYiIiLUrVs3X48FAAB8yOeBIkkPP/ywHn74YV+PAQAAjPD5rxkDAAD8FoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOaYCJSYmBhFRkYqIiJCCxcu9PU4AADAx/x9PUBiYqKmTp2qZcuWqWTJknrggQcUFhamOnXq+Ho0AADgIz5/BWXz5s1q3ry5AgICVKZMGXXq1Elr1qzx9VgAAMCHfP4KyqlTpxQcHOz5OTg4WDt37rzi+eITinKq/Dt6WlKmr6f4RYrkcFz8g5wcDjtrRmLdXCssrRtTa0Zi3eSBdZOHlPyf1OF2u91FN8mVzZo1S+np6Xr66aclSUuWLFFcXJwmTJjgy7EAAIAP+fwtnpCQECUlJXl+TkpKyvGKCgAAuPH4PFBatmypLVu2KDk5WefPn9enn36qtm3b+nosAADgQz7fB6Vq1aoaNmyY+vbtq6ysLPXu3VsNGjTw9VgAAMCHfL4PCgAAwG/5/C0eAACA3yJQAACAOQQKAAAwh0Ax6Pc+5r9Dhw46fvy4l6eBr40ZM0Y//PCDtm3bpj59+vh6HBjAWsDVuNJXyRw7dkyjR4+WJP3www8aM2aMN8a6jM9/iwdA3iZOnCjp4pMSABS1kydP6tixY5KkO++8U3feeadP5iBQvOTVV1/VmjVrFBAQoCpVqqhDhw5yOBx6++235XA4VL9+fUVHR6ts2bKe86SmpmrkyJFKSEjQLbfcovT0dB9eA3hDSkqKRowYIafTqezsbA0dOlTz5s3Tk08+6TnN3r179fTTT2v16tWSpK1bt2rWrFmaN2+e5s6dq5iYGGVlZSksLEyjRo1SQkKC+vfvr6CgIDkcDi1atMhXVw+FyOl06rHHHlNCQoIaNGigF198UW3atFGDBg2UkJCgDz74QPPmzdPy5cvl5+enVq1aaeTIkfr3v/+twYMHq379+tq1a5dKliypqVOnyuFw6IknnvBs/8iRI+rXr5+GDRuW67ry9+fpw7pt27ZpxowZKlWqlI4dO6b69etr0qRJnuMTExM1ZswYnTlzRqdPn1ZUVJSGDRumCRMm6OTJkxo7dqy6du2qGTNmaMGCBerTp48aNmyoHTt26NSpU3ryySd17733avr06ZKkIUOGSLr4av/8+fO1fft2rV+/XmfOnNHRo0fVt29fnTx5Ulu3blXFihX11ltvqVSpUr87P2/xeMG6dev09ddfa+XKlZo9e7Z27dql8+fPa+bMmZo/f75iYmJUpkwZzZgxI8f5Xn/9ddWtW1cxMTF66KGHdPr0aR9dA3jLypUrddttt2n58uV6+eWX9c0331x2mjp16qhEiRLavXu3JOmTTz5Rjx49tHnzZsXGxmrp0qX6+OOPlZGRof/7v/+TJB0+fFiTJ08mTq4jx44d0wsvvKCYmBidP39e77//vlJTU/XII48oJiZG27Zt09q1a/Xhhx/qo48+0pEjR7R48WJJ0r59+/TXv/5VK1asUMOGDbVo0SJVr15dH3/8sT7++GMNHz5cNWrU0N/+9rc81xXs+/777zVq1CitXr1amZmZWrhwoee4lStXqkuXLlqyZIliYmK0cOFCpaSkaOzYsbrjjjty/cqZCxcuaPHixZoxY4ZefvnlK17+zp07NXPmTC1YsEBTpkxR27ZtFRMTI4fDoS+//DLP8xIoXrB582ZFRkaqRIkSqlSpku6++245HA61b99egYGBkqT77rtPW7duzXG+7du3q2vXrpKkJk2aqEaNGl6fHd7VrFkzrVy5UkOGDFFcXFyO/9FeqkePHvrkk0+UmZmpTZs2KSIiQv/617/0/fff695771XPnj319ddfKz4+XpIUGBioWrVqefOqoIg1btxYtWvXlsPhUFRUlLZv3y5JatSokSRpy5Yt6tatm0qXLi1/f3/16tVLW7ZskSQFBQV5Xra//fbb9dNPP3m2e+DAAY0fP17Tp09XuXLl8lxXsC8sLEw333yzHA6HevTo4VknkvToo48qJCREb731liZMmKCMjAxduHAhz+2Fh4dLurhuUlNTr3j5TZo0Ubly5VS9enVJUosWLSRJN910k86cOZPneXmNzguKFcvZgQ6HQ9nZ2XJc8jWgbrdbWVlZl53uUn5+fkU3JEyoU6eO1qxZo02bNmn9+vV65513FBQUdNnpunXrpgcffFCNGzdW48aNVa5cOWVnZ6tfv3569NFHJUlnz56Vw+FQamqqSpcu7e2rgiJ26eOK2+32PD78el+7XK7LHkN+fYwpWbKk5zCHw6FfP68zNTVVgwcP1osvvqjatWtL0u+uK1wbLn3ecLvdOdbN5MmTdeLECUVFRaljx47asmWLrvTZrb+unUvXgMPhkMvl8vycmfmfr08uXrx4jvP/kbcGeQXFC1q2bKk1a9YoIyNDaWlp2rBhg86cOaPPP/9cKSkXv3t6yZIlCgsLy3G+Fi1a6KOPPpJ08WWyo0ePen12eNebb76pOXPmKDIyUi+++KJSUlKUlpZ22emCg4NVs2ZNTZ8+XT169JAkNW/eXMuXL1daWpqys7M1bNgwffjhh96+CvCS2NhYnThxQi6XS8uXL1erVq1yHN+8eXPFxMTowoULysrK0ocffnjZY8ylMjMz9dRTT+m+++7L8X1orKtr2zfffKPExETPOmndurXnuC1btujRRx9V586ddfjwYZ06dUoul0t+fn6X/Yc5L5UqVdLevXslXXxL6dIvAL4avILiBe3atVNsbKzuueceVaxYUcHBwbr55ps1aNAg9evXT5mZmapXr57Gjx+f43xPPfWUnn/+eXXt2lU333wzb/HcAHr37q1nnnlGUVFR8vf315AhQ7R27dpcT9ujRw9NnjzZ88TUoUMH7d27V/fff7+ys7PVtGlTPfjgg0pISPDmVYCXhIaGKjo6WomJiWrWrJl69+6tsWPHeo5v3769du/erd69eysrK0stW7ZUnz59dOrUqVy39+mnn+qbb77R+fPnFRMTI7fbrYYNG2rChAm5ritcG4KDg/X888/r5MmTatGihe6//37PviUDBw7U8OHDVbZsWVWrVk133HGHZ2fatLQ0DR8+XPfff/8VL6Nr165au3atIiMjVb9+fdWrV69QZue7eLzg+++/18GDB3XPPfcoIyND9913n6ZMmaK6dev6ejQAwHXq19/iWbBgga9HKRBeQfGCWrVq6fXXX9fcuXPlcrnUvXt34gQAgDzwCgoAADCHnWQBAIA5BAoAADCHQAEAAOYQKAAAwBwCBYApKSkp+vnnn309BgAfI1AAFJrjx4+rTp06euCBBy477o033lCdOnW0Y8eOPLfRpUuXfH3HR506dfgQOuA6RqAAKFTFihXTwYMHlZiYmOPwNWvWqEyZMlc8f37iBMD1j0ABUKgcDofatWunzz77zHPYwYMHVbp0aQUEBHh+7tu3r8LCwnT//fdr3759kqS+fftKkjp37qy9e/fq8OHDevTRR9WyZUs1btxYo0ePzvGlZJKUkZGhESNGqGnTpurQoYP++c9/eumaAihKBAqAQtepUyetWbPG8/OqVavUpUsXz8+DBg3SXXfdpc2bN+vhhx/W448/royMDM2fP1/Sxe+FqVOnjl544QW1atVKX331lVauXKlNmzbpq6++ynFZy5cvV2pqqr788kstXbpUq1ev1p49e7xzRQEUGQIFQKFr06aN9u7dq+TkZEkX397p3LmzJMnlcikzM1P9+vVT8eLF1aVLFwUGBmrbtm2Xbefll19W37599fPPPyspKUkVK1bU6dOnc5ymXLlyio+P16effip/f3998cUXfJUEcB3gu3gAFLoSJUqobdu2+vzzz9W4cWNVqFBBVatWlSRt375dCQkJatKkief0WVlZue7wum/fPj322GM6f/686tWrp59//lm//XaOyMhIJSQkaPbs2Xr++ecVHh6uSZMmed5OAnBtIlAAFInOnTvrvffeU1JSUo63d5o2baq1a9dqxYoVnsOOHDmi4ODgHOfPyMjQsGHDNGfOHIWFhUmS7r333ssu5/Dhw7r77rv16KOP6tixYxo9erTeeustjRw5soiuGQBv4C0eAEWiTZs2iouLU0xMjDp16pTjuLS0NC1fvlwul0s7duxQz549deLECUlS8eLFde7cOWVkZCgjI0MlS5aUy+XS8uXL9eOPPyorKyvHtr744guNGjVKZ8+eVeXKlVWiRAlVrFjRa9cTQNHgFRQARaJkyZJq06aNTp06pSpVqngOL1asmGbNmqWXXnpJf//73xUYGKiJEycqNDRUktS9e3f16tVLc+bM0ZgxYzRw4EC5XC7deeedioyM1KFDh3JcTp8+fbR//37dfffdys7O1l133aV+/fp59boCKHwO92/f0AUAAPAx3uIBAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADm/D+HPB3QgHNoegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "plt.figure(figsize = (8,8))\n",
    "x_coord = np.array([1, 2, 3, 4])\n",
    "plt.bar(x_coord-0.125,np.array([10,20,15,22]),width = 0.25,tick_label = ['gold','silver','bronze','platinum'],color = 'orange',label = 2019)\n",
    "plt.bar(x_coord+0.125,np.array([22,15,20,10]),width = 0.25,tick_label = ['gold','silver','bronze','platinum'],color = 'green',label = 2020)\n",
    "plt.xlabel('Metals')\n",
    "plt.ylabel('Price')\n",
    "plt.title('Metal Prices')\n",
    "plt.ylim(0,30)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4 . Pie Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,8))\n",
    "subjects = 'Mathematics','computer','english','physics','chemistry'\n",
    "expl = (0.1,0,0,0.1,0)\n",
    "vals = [95,95,89,90,95]\n",
    "plt.pie(vals,labels = subjects,explode = expl,shadow = True,autopct = '%1.1f%%')\n",
    "plt.title('Marks in 12th Board Exams')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5 . Histogram(Normal Distribution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85.0 61.0\n",
      "74.26\n",
      "5.201192171031561\n"
     ]
    }
   ],
   "source": [
    "#creating a normal distribution from standard normal distribution\n",
    "X_standardNormal = np.random.randn(100)\n",
    "sigma = 5\n",
    "u = 75\n",
    "X = np.round(sigma*X_standardNormal + u)\n",
    "Y = np.round(sigma*X_standardNormal + u-20)\n",
    "print(max(X),min(X))\n",
    "#now, the values are spread in range [61,88]\n",
    "#with mean = 75 ans std = 5\n",
    "print(np.mean(X))\n",
    "print(np.std(X))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#take care of overlap , with alpha value in range (0,1).\n",
    "plt.style.use('Solarize_Light2')\n",
    "plt.hist(X,label = 'maths',color = 'yellow',alpha = 0.9)\n",
    "plt.hist(Y,label = 'physics',color = 'orange',alpha = 0.5)\n",
    "plt.ylim(0,25)\n",
    "plt.xlim(20,100)\n",
    "plt.title('Marks of the students')\n",
    "plt.xlabel('marks')\n",
    "plt.ylabel('freq. of number of students')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# - Seaborn Usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>25.29</td>\n",
       "      <td>4.71</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8.77</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>26.88</td>\n",
       "      <td>3.12</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>15.04</td>\n",
       "      <td>1.96</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>14.78</td>\n",
       "      <td>3.23</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4\n",
       "5       25.29  4.71    Male     No  Sun  Dinner     4\n",
       "6        8.77  2.00    Male     No  Sun  Dinner     2\n",
       "7       26.88  3.12    Male     No  Sun  Dinner     4\n",
       "8       15.04  1.96    Male     No  Sun  Dinner     2\n",
       "9       14.78  3.23    Male     No  Sun  Dinner     2"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "tips.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(244, 7)\n"
     ]
    }
   ],
   "source": [
    "print(tips.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 . Bar Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#bargraph in seaborn\n",
    "sns.barplot(x = 'sex',y = 'total_bill',data = tips,estimator = np.std)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 . Count Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#countPlot\n",
    "plt.figure(figsize = (8,6))\n",
    "sns.countplot(x = 'sex',data = tips)\n",
    "plt.ylim(0,180)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'time',data = tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 . Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#used with the categorical data.\n",
    "#they show the distribution of categorical data.\n",
    "plt.figure(figsize = (8,6))\n",
    "sns.boxplot(x ='day' ,y ='total_bill' ,data = tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#with hue : categorical data.\n",
    "plt.figure(figsize = (8,6))\n",
    "sns.boxplot(x ='day' ,y ='total_bill' ,data = tips,hue = 'sex')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4 . Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "sns.violinplot(x = 'day', y = 'total_bill',data = tips,hue = 'sex',split = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5 . Distribution plot & KDE plot & Joint Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#kde : kernel density estimate\n",
    "plt.figure(figsize = (6,4))\n",
    "sns.distplot(tips['total_bill'],kde = True,color = 'orange')\n",
    "plt.show()\n",
    "plt.figure(figsize = (6,4))\n",
    "sns.kdeplot(tips['total_bill'],color = 'green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.subplot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#jointplot\n",
    "sns.jointplot(x ='total_bill' ,y = 'size',data = tips,kind = 'hex',color = 'blue')\n",
    "sns.jointplot(x= 'total_bill', y = 'tip',data = tips,kind = 'hex',color = 'blue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6 . Heat Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips_corr = tips.corr()\n",
    "sns.heatmap(tips_corr,annot = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights = sns.load_dataset('flights')\n",
    "flights.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>year</th>\n",
       "      <th>1949</th>\n",
       "      <th>1950</th>\n",
       "      <th>1951</th>\n",
       "      <th>1952</th>\n",
       "      <th>1953</th>\n",
       "      <th>1954</th>\n",
       "      <th>1955</th>\n",
       "      <th>1956</th>\n",
       "      <th>1957</th>\n",
       "      <th>1958</th>\n",
       "      <th>1959</th>\n",
       "      <th>1960</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>January</th>\n",
       "      <td>112</td>\n",
       "      <td>115</td>\n",
       "      <td>145</td>\n",
       "      <td>171</td>\n",
       "      <td>196</td>\n",
       "      <td>204</td>\n",
       "      <td>242</td>\n",
       "      <td>284</td>\n",
       "      <td>315</td>\n",
       "      <td>340</td>\n",
       "      <td>360</td>\n",
       "      <td>417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>February</th>\n",
       "      <td>118</td>\n",
       "      <td>126</td>\n",
       "      <td>150</td>\n",
       "      <td>180</td>\n",
       "      <td>196</td>\n",
       "      <td>188</td>\n",
       "      <td>233</td>\n",
       "      <td>277</td>\n",
       "      <td>301</td>\n",
       "      <td>318</td>\n",
       "      <td>342</td>\n",
       "      <td>391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>March</th>\n",
       "      <td>132</td>\n",
       "      <td>141</td>\n",
       "      <td>178</td>\n",
       "      <td>193</td>\n",
       "      <td>236</td>\n",
       "      <td>235</td>\n",
       "      <td>267</td>\n",
       "      <td>317</td>\n",
       "      <td>356</td>\n",
       "      <td>362</td>\n",
       "      <td>406</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April</th>\n",
       "      <td>129</td>\n",
       "      <td>135</td>\n",
       "      <td>163</td>\n",
       "      <td>181</td>\n",
       "      <td>235</td>\n",
       "      <td>227</td>\n",
       "      <td>269</td>\n",
       "      <td>313</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>396</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>121</td>\n",
       "      <td>125</td>\n",
       "      <td>172</td>\n",
       "      <td>183</td>\n",
       "      <td>229</td>\n",
       "      <td>234</td>\n",
       "      <td>270</td>\n",
       "      <td>318</td>\n",
       "      <td>355</td>\n",
       "      <td>363</td>\n",
       "      <td>420</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>June</th>\n",
       "      <td>135</td>\n",
       "      <td>149</td>\n",
       "      <td>178</td>\n",
       "      <td>218</td>\n",
       "      <td>243</td>\n",
       "      <td>264</td>\n",
       "      <td>315</td>\n",
       "      <td>374</td>\n",
       "      <td>422</td>\n",
       "      <td>435</td>\n",
       "      <td>472</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>July</th>\n",
       "      <td>148</td>\n",
       "      <td>170</td>\n",
       "      <td>199</td>\n",
       "      <td>230</td>\n",
       "      <td>264</td>\n",
       "      <td>302</td>\n",
       "      <td>364</td>\n",
       "      <td>413</td>\n",
       "      <td>465</td>\n",
       "      <td>491</td>\n",
       "      <td>548</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>August</th>\n",
       "      <td>148</td>\n",
       "      <td>170</td>\n",
       "      <td>199</td>\n",
       "      <td>242</td>\n",
       "      <td>272</td>\n",
       "      <td>293</td>\n",
       "      <td>347</td>\n",
       "      <td>405</td>\n",
       "      <td>467</td>\n",
       "      <td>505</td>\n",
       "      <td>559</td>\n",
       "      <td>606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>September</th>\n",
       "      <td>136</td>\n",
       "      <td>158</td>\n",
       "      <td>184</td>\n",
       "      <td>209</td>\n",
       "      <td>237</td>\n",
       "      <td>259</td>\n",
       "      <td>312</td>\n",
       "      <td>355</td>\n",
       "      <td>404</td>\n",
       "      <td>404</td>\n",
       "      <td>463</td>\n",
       "      <td>508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>October</th>\n",
       "      <td>119</td>\n",
       "      <td>133</td>\n",
       "      <td>162</td>\n",
       "      <td>191</td>\n",
       "      <td>211</td>\n",
       "      <td>229</td>\n",
       "      <td>274</td>\n",
       "      <td>306</td>\n",
       "      <td>347</td>\n",
       "      <td>359</td>\n",
       "      <td>407</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>November</th>\n",
       "      <td>104</td>\n",
       "      <td>114</td>\n",
       "      <td>146</td>\n",
       "      <td>172</td>\n",
       "      <td>180</td>\n",
       "      <td>203</td>\n",
       "      <td>237</td>\n",
       "      <td>271</td>\n",
       "      <td>305</td>\n",
       "      <td>310</td>\n",
       "      <td>362</td>\n",
       "      <td>390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>December</th>\n",
       "      <td>118</td>\n",
       "      <td>140</td>\n",
       "      <td>166</td>\n",
       "      <td>194</td>\n",
       "      <td>201</td>\n",
       "      <td>229</td>\n",
       "      <td>278</td>\n",
       "      <td>306</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>405</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year       1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
       "month                                                                         \n",
       "January     112   115   145   171   196   204   242   284   315   340   360   \n",
       "February    118   126   150   180   196   188   233   277   301   318   342   \n",
       "March       132   141   178   193   236   235   267   317   356   362   406   \n",
       "April       129   135   163   181   235   227   269   313   348   348   396   \n",
       "May         121   125   172   183   229   234   270   318   355   363   420   \n",
       "June        135   149   178   218   243   264   315   374   422   435   472   \n",
       "July        148   170   199   230   264   302   364   413   465   491   548   \n",
       "August      148   170   199   242   272   293   347   405   467   505   559   \n",
       "September   136   158   184   209   237   259   312   355   404   404   463   \n",
       "October     119   133   162   191   211   229   274   306   347   359   407   \n",
       "November    104   114   146   172   180   203   237   271   305   310   362   \n",
       "December    118   140   166   194   201   229   278   306   336   337   405   \n",
       "\n",
       "year       1960  \n",
       "month            \n",
       "January     417  \n",
       "February    391  \n",
       "March       419  \n",
       "April       461  \n",
       "May         472  \n",
       "June        535  \n",
       "July        622  \n",
       "August      606  \n",
       "September   508  \n",
       "October     461  \n",
       "November    390  \n",
       "December    432  "
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#instead using data.corr() to form data table for heat map, used pivot_table to do the same.\n",
    "flights_pivot = flights.pivot_table(index = 'month',columns = 'year',values = 'passengers')\n",
    "flights_pivot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#heat_map or corelation plot for the above data of flights.\n",
    "plt.figure(figsize = (10,10))\n",
    "sns.heatmap(flights_pivot)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.8.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}