Charts and Graphs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "042bd781-1a91-4f91-85d3-cdbfb27a9015",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in c:\\users\\kashi\\anaconda3\\lib\\site-packages (3.8.4)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (4.51.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n",
      "Requirement already satisfied: numpy>=1.21 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (1.26.4)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (23.2)\n",
      "Requirement already satisfied: pillow>=8 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (10.3.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0fc5ca62-d1d1-4638-a916-68b0880da585",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b8e08791-92b0-4b60-9c43-14f0d3ce1920",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3],[2,7,9])\n",
    "plt.title(\"Basic chart\")\n",
    "plt.xlabel(\"x axis\")\n",
    "plt.ylabel(\"y axis\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4540dd8f-d669-481c-8399-55d1f5b37b81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yM8Ch1cDR/wA1pWKb3F2cqTL0IaDbGO6rQkRkBzptzMfVcoq3tzc2b97clrckupLJKG5Zf/AzIGcLzNNklRHi4NHBcwB/riNDROSouF402Y/qErGH49Dn1vur9Jgo9nL0nsIlzomInAD/S07SEgQg7w9xLEfGBsBYL7Z7BYjTZIc+CAT1kLJCIiLqYAwfJA19FXD8e/HRSlGapV0zWBxAGj8T8PCWrj4iIuo0DB9kW9pMMXAc+xaorxTb3L2A/neKj1YiBktbHxERdTqGD+p8hnog62fg4OfA2d2W9sAeYi/HDfcA3l2kq4+IiGyK4YM6T3kecHgNcORLoFortsncgLhbxF6OmARALpe0RCIisj2GD+pYJhNweqf4aOXEb4BgEtv9woAh84AhcwGlRtISiYhIWgwf1DFqLgKpX4mhoyzX0t5trPhoJe5WwM1DuvqIiMhuMHxQ+wkCcOGIOE02bS1gbNydWKESx3EMfRAIiZW2RiIisjsMH9R29TVA2o9i6Cg4ZmkPGyD2cvS/E/D0la4+IiKyawwfdO1KchqnyX4N1FWIbW4KcU2OYQ8DEUO4zwoREV0Vwwe1ztgAZP8q9nLkpljau3QTH6vccB/gGyRZeURE5HgYPqh5ugLgyBfiVNnKArFNJhf3Vxn6kLjfCqfJEhFROzB8kIUgALnJ4qOVrE2AYBTbfUOAwfeLU2UDukpaIhEROT6GDwJqy4Fj34ihozTH0t51FDDsIaDP7YC7p2TlERGRc2H4cGX5qeJYjuM/AoZasc3TDxg4W3y0EtpX0vKIiMg5MXy4moZaIH292Mtx4ZClXd1P7OUYcBeg8JeuPiIicnoMH66i9BRw6HNxFdLaMrFN7gH0myH2cnQdwWmyRERkEwwfzsxoAHI2i70cp7Zb2lVdgaHzgEH3A34hkpVHRESuieHDGVUWAUe/BA6tAXTnGxtlQM+bxMXAek0G5G5SVkhERC6M4cNZCAJwdo/Yy5G5ETAZxHbvQGDwHGDIA0BgjLQ1EhERgeHD8dXpgD+/E2etFGdZ2iNvFHs5+k4HPLykq4+IiOgyDB+OqvC42Mvx5/dAQ7XY5uEjzlYZ+hAQPkDa+oiIiFrA8OFIDHog4yexlyPvgKU9OFacJjtwNuClkq4+IiKia8Dw4QjKzgCHVgNH/wPUlIptcnegzzSxl6PbGE6TJSIih8HwYa9MRuDkNvHRSs4WAILYrowQ91gZfD/gHyZlhURERO3C8GFvqkvEHo5DnwPl5yzt3SeIA0h7TwHceNuIiMhx8VPMHggCkPeHOJYjYwNgrBfbvQKAQfcBQx8EgnpIWSEREVGHYfiQkr4KOP69+GilKM3Srhks9nLEzwQ8vKWrj4iIqBMwfEhBmykGjmPfAvWVYpu7F9D/TnEAacRgaesjIiLqRAwftmKoB7J+Bg5+DpzdbWkP7NE4TfYewCdQuvqInITeYMSJwioE+HggKtBH6nKIqBkMH52tPA84vAY48iVQrRXbZG5A3C1iL0dMAiCXS1oikaOq1huQWaBD2oUKpOfrkJavQ05RJQwmAQsm9sTixFipSySiZjB8dAaTCTi9U3y0cuI3QDCJ7X6hjdNk5wKqCElLJHI0ZdX1SM/XIT2/AmmNf+aWVEMQrjw3wMcDpuYOEJFdYPjoSDUXgdSvxNBRlmtp7zZWHEAadyvg5iFdfUQOQBAEaCv1SLtQgbQLYshIz9fhQnlts+eHKhWI16jQT6NEvwjxz4gAb8i48B6R3WL4uF6CAFw4Ik6TTVsLGPViu0IJ3HCvOE02hF2/RM0RBAHnLtaIj0waH52k51egpKq+2fO7BvogPkKJfpfChkaFEH+FjasmouvF8NFe9TVA2o9i6Cg4ZmkP6w8Me0ScueLpK119RHbGYDThdEm1ZXzGhQpkFOhQWWe44ly5DOip9rMKGX01Sqi82XNI5AwYPtqqJKdxmuzXQF2F2OamAPrdIT5aiRzKfVbI5V2acZKWX2EOG5kFOugNpivO9XSTIzbMH/ERSvTVqBCvUSIuTAlvTzcJKiciW2D4uBbGBiD7V7GXIzfF0t6lm/hY5Yb7AN8gycojklJV44yT9AuXBoJaZpxczsfTzdyTcenPXqF+8HDjjC8iV8Lw0RpdAXDkC3GqbGWB2CaTA71uFns5ekzkNFlyKZdmnKQ1DgJNv1CB3NKWZ5w0HQgar1GiW5Av5HL2DBK5OoaPywkCkJssPlrJ2gQIRrHdN0TcSXbIPCCgq6QlEnU2QRBQpNM3WT+jAhmtzDgJU3pZzTaJj1BBo/LijBMiahbDxyW15cCxb8TQUZpjae86SlyBtM/tgLunZOURdZZLM04uTWtNa+zRKK1ufsZJdJAP4hsHgMY3ho1gP844IaJrx/CRnyqO5Tj+I2Bo/Fedpx8wcLY4niO0n6TlEXUkg9GEU8XVYshoDBsZ+TpU6pufcdJL7W/Vo9FXo4TSizNOiOj6uGb4aKgF0teLvRwXDlna1f2AYQ8CA+4GFP7S1UfUAeoajDhRVGnVo5HVyoyTuHB/8yDQ+AgV4sL84eXBGSdE1PFcK3yUngIOfS6uQlpbJrbJPYC+08UBpF1HcJosOaQqvQEZl5YebwwbJ7VVzc448fV0Q98mM07iI1ToqeaMEyKyHdcJH0UZwKqRlu9VXYGh84BBcwA/tWRlEbXVxep685LjaRfExyYtzTjp4uOB+IjG8RmNYYMzTohIaq4TPtR9xNVH/cLEXo5ekwE5u5TJfgmCgEJdHdIvWE9tza+oa/b8cJWX1Roa8REqhHPGCRHZIdcJHzIZ8NA2wMNL6kqIrmAyNc44uaxHo6UZJ92CfMSQ0WSfE844ISJH4TrhA2DwILtwacZJ2oUKc9jIyNehqpkZJ25yGXqG+JlDRrxGiT6ccUJEDs61wgeRjdU1GJFdWGm1KmiLM07c5egT5i/ub9IYNjjjhIicEcMHUQeprGtAZkGl1dbwOdoqGFuYcdL0sUl8hBI9QjjjhIhcA8MHUTuUVukbA4Zl6fHckupmzw309bxiIGh0oA9nnBCRy2L4IGrFpRkn5oW6Gv8saHXGiSVk9NMoOeOEiOgyDB9EjUwmAWcv1liFjPR8HS62MOMkJtjXav2MfholgjjjhIjoqhg+yCUZjCacLK6yhIwLOmQUtDzjpJfazxw04iNU6BPuD3/OOCEiapc2hY9ly5Zh3bp1yMrKgre3N0aNGoXly5cjNjbWfI4gCFi6dCk++eQTlJWVYfjw4fjggw/Qrx83aCNp1DUYkVVYae7RyMivQGZhJepbmXFi3hpeo0IsZ5wQEXWoNoWP5ORkzJ8/H8OGDYPBYMCLL76IxMREZGRkwNfXFwDwxhtvYMWKFVizZg169+6NV199FZMnT0Z2djb8/blZG3WuyrqGxj1OLANBW5px4qdwb9zjpPHRCWecEBHZhEwQmtsR4toUFxdDrVYjOTkZ48aNgyAI0Gg0WLhwIZ599lkAgF6vR2hoKJYvX45HH330qu+p0+mgUqlQUVEBpVLZ3tLIBVyacdJ06fEzpTXNnntpxkl8kx6NrpxxQkTUYdry+X1dYz4qKioAAIGBgQCA3NxcFBYWIjEx0XyOQqFAQkIC9u7d22z40Ov10Ov1VsUTNSUIAgoq6qzWz0jP17U440Sj8rJaqCs+QokwJWecEBHZi3aHD0EQsGjRIowZMwbx8fEAgMLCQgBAaGio1bmhoaE4e/Zss++zbNkyLF26tL1lkJO5NOPk0tLjGY37nJTVNDR7fkywr3kNjUthI9DX08ZVExFRW7Q7fDzxxBP4888/sXv37iuOXf4vTEEQWvxX5/PPP49FixaZv9fpdIiKimpvWeRAGowmnNRWWW2kdrUZJ01DBmecEBE5pnaFjwULFmDjxo1ISUlBZGSkuT0sLAyA2AMSHh5ubtdqtVf0hlyiUCigUHBtBGd3acZJ00cnWS3MOFG4yxEXrkR8kx6N3qGccUJE5CzaFD4EQcCCBQuwfv16JCUlISYmxup4TEwMwsLCsHXrVgwaNAgAUF9fj+TkZCxfvrzjqia7dmnGSVrjIND0fB1OFjc/48Rf4Y4+TRbqio9QoUeIL9w544SIyGm1KXzMnz8fX3/9NX766Sf4+/ubx3ioVCp4e3tDJpNh4cKFeO2119CrVy/06tULr732Gnx8fHDvvfd2ygWQtErMe5yIC3Wl57c84yTI19Nq/Yx+GiVnnBARuaA2hY9Vq1YBAMaPH2/Vvnr1asybNw8A8Mwzz6C2thaPP/64eZGxLVu2cI0PBycIAvIr6pB+oQJp+eJCXWkXdCjUNT/jJCLA22rp8fgIFUKVCs44ISKi61vnozNwnQ/pmUwCzpRWi49NmvRotDTjpHuwr1WPRl+NkjNOiIhcjM3W+SDHd2nGSdOBoBn5OlTXG684110uQ0+1n2WhrggV+oQr4afgjxEREV07fmq4kLoGIzILdFYLdbU246RPuNJqVVDOOCEioo7A8OGkdJdmnDSun5GWX4FTxdUtzjjp23Tp8QgVugdzxgkREXUOhg8nUFKlv2Lp8bNXmXES3yRsRHXhjBMiIrIdhg8HdLa0GmuPXDCvodHajJPLlx7njBMiIpIaw4cDeuy/R5BRYL0Bn5/CHeNjQ9A/QoV+jdNbu3DGCRER2SE+1HdAj43vgd6hflZtVXoDjp0vR355LYyCAG9PDgwlIiL7xHU+HFjexRrszNZiR5YWe0+VWs1a8fZww+iewZjUR40JsWqEqbwkrJSIiJxdWz6/GT6cRE29AXtPlmJ7lhY7s7RXjAPpp1FiYpwaE+PUGBgZwAGmRETUoRg+XJwgCMgo0GFnlhbbs7RIzStH07sc5OuJ8bFiEBnbOxhKbktPRETXieGDrJRW6ZGUXYwd2VqkZBejUm8wH3OXyzCsW6D4eCZOje7BvpwNQ0REbcbwQS1qMJpw6EwZdmZrsT2zCKeKq62OdwvywYTGxzM3xgRC4c6Bq0REdHUMH3TNzpZWY0eWOGj1wOmLqDdaBq36erphTK9gTIoLxfi4EKj9OWiViIiax/BB7VKtN2D3yRLsyNRiZ7YW2kq91fEBkSpMiFVjUh814jUqDlolIiIzhg+6biaTOGh1e6YWO7K1OJZXbnU82E+BiXEhmBinxpheIdzZlojIxTF8UIcrrtQjqXFNkV05JahqMmjVw02G4TFBmBCnxqQ4NboF+0pYKRERSYHhgzpVvcGEg2cumseK5JZYD1rtHuxrXlNkaLdAeLpzIV0iImfH8EE2dbq4CjuyxHEiB05fhMFk+ZHyV7hjbO9gTIwLxfjYEAT7KSSslIiIOgvDB0mmsq4Bu3NKsD1Li6RsLUqq6s3HZDJgYGSAuVekn0bJNUWIiJwEwwfZBZNJwPELFeYl349fqLA6HqpUYELjSqujewbDl4NWiYgcFsMH2aUiXR2SsrXYnqnF7pMlqKk3mo95uskxokcQJsaGYGJcKLoG+UhYKRERtRXDB9k9vcGIA6ctg1bPXayxOt5T7YdJceKS70Oiu8DDjYNWiYjsGcMHORRBEHCquBo7soqwI0uLg2fKYGwyaFXp5Y5xvUMwqY8aCb3VCPT1lLBaIiJqDsMHObSK2gbsyinGjkwtkk4U42K19aDVwV27mAetxoX5c9AqEZEdYPggp2E0CTh2vhw7MsXHMxkFOqvj4Sov8+Jmo3oEw9uTG+EREUmB4YOcVkFFLXZmFWNHVhF2nyxBXYNlIzyFuxyjegRhYuNYkcguHLRKRGQrDB/kEuoajNh3uhQ7s8QZNBfKa62Ox4b6Y2If8fHMoKgAuHPQKhFRp2H4IJcjCAJytFXYnimuKXLo7EU0GbMKlbcHxseKG+El9A5BgA8HrRIRdSSGD3J55TX1SD5RjJ1Z4qDV8poG8zG5DBgS3QUT40IxMU6N3qF+HLRKRHSdGD6ImjAYTUjNKzevtJpVWGl1PCLAW5w900eNkd2D4OXBQatERG3F8EHUivNlNdiZXYwdmUXYe6oUeoNl0KqXhxxjegZjQuNU3nCVt4SVEhE5DoYPomtUW2/E3lMl5pVWCyrqrI73CVdiYpy45PsNUQFwk/PxDBFRcxg+iNpBEARkFVaag8iRc2Vo+tsR6OuJ8b1DMCFOjXG9Q6Dy9pCuWCIiO8PwQdQBLlbXI/mEFjuyipGcrYWuzmA+5iaXYWh0F0xqnMrbI4SDVonItTF8EHUwg9GEw2fLzL0iOdoqq+NdA33MS74P7x4IhTsHrRKRa2H4IOpkeRdrsCNLi+1ZWuw/VYp6o2XQqo+nG8b0DDavtBqq9JKwUiIi22D4ILKhar0Be06WYGe22CtSpNNbHY+PUGJirBoT+4RiQIQKcg5aJSInxPBBJBFBEJCerzM/njl2vtxq0GqwnyfGx4qPZ8b2Coa/FwetEpFzYPggshMlVXokZYsrraacKEal3jJo1V0uw40xgeaxIt1D/CSslIjo+jB8ENmhBqMJB89cxI5MLXZka3G6uNrqeEywLyY09orcGBMIT3duhEdEjoPhg8gBnCmpNj+eOZBbigaj5VfRT+EuDlrto8aEWDVC/BUSVkpEdHUMH0QOpkpvwO6c4sYwUoySKutBqwMjVZgQp8akuFD00yg5aJWI7A7DB5EDM5kEpOVXmHtF/jxfYXU8xF+BibHiNN4xvYLhp3CXqFIiIguGDyInotXVISlb7BXZlVOM6nqj+ZinmxzDu1sGrUYH+UpYKRG5MoYPIielNxhxMLcM27OKsCNLi7OlNVbHu4f4YlLj4mbDugXCw42DVonINhg+iFyAIAg4XVKNnVlabM/U4uCZizCYLL/O/gp3jOsdgolxaoyPDUGQHwetElHnYfggckG6ugbsOlGCHVlaJGVrUVpdbz4mkwE3RAWYx4r00yi5ER4RdSiGDyIXZzIJOHa+XOwVydIiPV9ndTxM6YUJcSGYGBeK0T2D4OPJQatEdH0YPojISmFFnXnvmd05JahtaDJo1V2Okd2DzINWowJ9JKyUiBwVwwcRtaiuwYgDuRexI7MIO7K1yLtYa3W8l9oPE/uoMTFWjSHRXeDOQatEdA0YPojomgiCgJPaKuxofDxz+GwZjE0GrSq93JEQq8bEuBCM761GF19PCaslInvG8EFE7VJR04DkHHEjvKRsLcpqGszH5DJgUNcu5sczcWH+HLRKRGYMH0R03YwmAal5ZWKvSKYWWYWVVsc1Ki9xyfc+aozsHgxvTzeJKiUie9Cp4SMlJQVvvvkmDh8+jIKCAqxfvx4zZswwH583bx6++OILq9cMHz4c+/fv7/Diich2LpTXYmeWFjuztNhzqgR1DSbzMYW7HKN7BmNCY69IRIC3hJUSkRTa8vnd5vl11dXVGDhwIB544AHMmjWr2XOmTJmC1atXm7/39ORzYiJHFxHgjftGROO+EdGoazBi36lSbM8qws6sYlworzXvRfMSgLgwf/PjmUFdu8CNG+ERURNtDh9Tp07F1KlTWz1HoVAgLCys3UURkX3z8nDDhMZl3AVBQHZRpRg+MrU4cq4MWYWVyCqsxIdJp9DFxwMJvUMwIU6N8b3VUPl4SF0+EUmsU1YWSkpKglqtRkBAABISEvDPf/4TarW62XP1ej30esv24TqdrtnziMg+yWQyxIUpERemxOPje6Ksuh7JJ8SN8JJPFKOspgEbUvOxITUfbnIZhkR3wZMTe2FMr2CpSyciiVzXgFOZTHbFmI/vvvsOfn5+iI6ORm5uLl566SUYDAYcPnwYCsWVe0ssWbIES5cuvaKdYz6IHJ/BaMKRc+WNj2SKcKKoynxs5qAIvHhrH+45Q+QkbDbbpbnwcbmCggJER0fj22+/xcyZM6843lzPR1RUFMMHkRPKu1iDf+86jS/3n4UgAF18PPDirX0xa3AEp+0SObi2hI9OX7owPDwc0dHRyMnJafa4QqGAUqm0+iIi5xQV6IOl0+Ox7rFRiAvzR1lNA/7xwzH89d8HkFtSLXV5RGQjnR4+SktLkZeXh/Dw8M7+q4jIQQzq2gU/LxiDZ6fEQeEux95Tpbj5nRR8sPMk6g2mq78BETm0NoePqqoqpKamIjU1FQCQm5uL1NRUnDt3DlVVVfjHP/6Bffv24cyZM0hKSsK0adMQHByMO+64o6NrJyIH5uEmx2Pje2DL0+Mwtlcw6g0mvLk5G7e9vwuHz16Uujwi6kRtHvORlJSECRMmXNE+d+5crFq1CjNmzMDRo0dRXl6O8PBwTJgwAa+88gqioqKu6f25yBiR6xEEAT+l5uP/fsnAxep6yGTAX4d3xTNT4qD04tRcIkfA5dWJyCGVVdfjtV8z8cPh8wAAtb8CS2/vhynxYRyQSmTn7GrAKRHRteri64k3/zIQXz8yHDHBvtBW6vHYV0fwyJeHkF9eK3V5RNRBGD6IyO6M6hGM354aiycn9oSHmwzbMrW4aUUyPt+dC6PJrjpriagdGD6IyC55ebhhUWIsfn1yLIZGd0FNvRH/90sG7vhwD9IuVEhdHhFdB4YPIrJrvUL98f2jI/HPO+Lh7+WOP89XYPoHe/Dar5moqTdIXR4RtQPDBxHZPblchr8Oj8b2RQm4dUA4jCYBn6ScRuLbKUjK1kpdHhG1EcMHETkMtdILH9w7GJ/PG4qIAG+cL6vFvNUHseCboyiu1F/9DYjILjB8EJHDmRgXii1Pj8NDY2IglwE/H8vHpLeS8O0f52DigFQiu8fwQUQOyVfhjpdu64uf5o9BfIQSujoDnlt3HLM/3Y+T2qqrvwERSYbhg4gcWv9IFTY8Phr/79Y+8PZwwx+5F3HLu7vw9tYT0BuMUpdHRM1g+CAih+fuJsfDY7tj66JxmBinRr3RhHe35+CWd3fhwOlSqcsjosswfBCR04js4oPP5g7FynsHIdhPgVPF1bj7k/14bu2fqKhpkLo8ImrE8EFETkUmk+G2ARpsX5yAe4d3BQB8ezAPk1YkYeOxfNjZdlZELonhg4icksrbA6/d0R8//H0keqr9UFJVjye/OYp5qw8i72KN1OURuTSGDyJyasO6BWLTk2OwaHJveLrJkXyiGJPfTsYnKadgMJqkLo/IJTF8EJHTU7i74clJvfD7wrEY0T0QdQ0mvPZrFm5fuQfH8sqlLo/I5TB8EJHL6B7ih28eGYE37hyAAB8PZBTocMeHe7BkYzqq9NwnhshWGD6IyKXIZDLcNTQK2xYlYMYNGpgEYM3eM5i8IhlbM4qkLo/IJTB8EJFLCvZT4J3Zg/DlgzciKtAbBRV1eOTLQ3jsv4dRpKuTujwip8bwQUQubVzvEGxZmIC/J/SAm1yG39IKcdNbyfjP/rPcJ4aokzB8EJHL8/Z0w3NT4/DzE2MwMCoAlXoDXtqQhjs/2ovswkqpyyNyOgwfRESN+mqUWPfYKCy9vR98Pd1w5Fw5bn1vF97cnIW6Bu4TQ9RRGD6IiJpwk8swd1Q3bFucgMS+oTCYBHyw8xSmvJOCPSdLpC6PyCkwfBARNSNc5Y1P7h+Kj+4bglClAmdKa/DXfx/Aou9TcbG6XuryiBwawwcRUSumxIdh26IEzB0ZDZkMWHfkAia9lYS1h89znxiidmL4ICK6Cn8vDyydHo+1j41CXJg/ymoasPiHY7jvswM4U1ItdXlEDofhg4joGg3u2gU/LxiDZ6bEQuEux56Tpbj5nRR8sPMk6g3cJ4boWjF8EBG1gYebHI+P74ktT4/D2F7B0BtMeHNzNqa9vxuHz5ZJXR6RQ2D4ICJqh+ggX3z54I14++6BCPT1RHZRJe78aC/+34bj0NU1SF0ekV1j+CAiaieZTIY7BkVi+6IE3DkkEoIA/Hf/Odz0VjJ+O17AAalELWD4ICK6Tl18PfGvvwzE1w8PR0ywL7SVejz21RE88uVh5JfXSl0ekd1h+CAi6iCjegbjt6fGYsHEnvBwk2FbZhEmr0jG57tzYeQ+MURmDB9ERB3Iy8MNixNjsenJsRgS3QXV9Ub83y8ZmPnhHqTnV0hdHpFdYPggIuoEvUP98cOjI/HPO+Lh7+WOY+crcPvKPVj2ayZq6g1Sl0ckKYYPIqJOIpfL8Nfh0di+KAG39g+H0STg45TTSHw7BUnZWqnLI5IMwwcRUSdTK73wwV8H47O5Q6FReeF8WS3mrT6IJ785iuJKvdTlEdkcwwcRkY1M6hOKrYsS8NCYGMhlwMZj+bhpRTK+O3iO03LJpTB8EBHZkK/CHS/d1hc/zR+DfholKmob8Oza47j7k/04qa2Sujwim2D4ICKSQP9IFX6aPxov3tIH3h5u+CP3Im55dxfe2XYCeoNR6vKIOhXDBxGRRNzd5HhkXHdseXocxseGoN5owjvbcnDLu7vwR+5Fqcsj6jQMH0REEosK9MHqecPw/j2DEOynwKniatz18T48t/ZPVNRwnxhyPgwfRER2QCaTYdpADbYvSsA9N0YBAL49mIdJK5Kx8Vg+B6SSU2H4ICKyIyofDyybOQDfPzoSPdV+KKnS48lvjuKBNQeRd7FG6vKIOgTDBxGRHboxJhCbnhyDp2/qDU83OZKyi5H4dgo+STkFg9EkdXlE14Xhg4jITinc3fDUTb3w28KxGB4TiNoGI177NQvTP9iDP8+XS10eUbsxfBAR2bkeIX749m8j8MasAVB5eyA9X4cZH+zB//2cgWo994khx8PwQUTkAGQyGe4aFoXtixMw/QYNTALw+Z5cTF6RjG0ZRVKXR9QmDB9ERA4k2E+Bd2cPwhcP3oioQG/kV9Th4S8P4fGvDkOrq5O6PKJrwvBBROSAEnqHYMvCBDya0B1uchl+PV6ISW8l47/7z8Jk4rRcsm8MH0REDsrb0w3PT+2DjU+MxsBIFSr1Bvy/DWn4y8f7cKKoUuryiFrE8EFE5OD6aVRY9/hovDytL3w93XD4bBlufW8X/rU5G3UN3CeG7A/DBxGRE3CTy/DA6BhsXZSAm/qEosEoYOXOk5jyTgr2niyRujwiKwwfRERORBPgjU/vH4KP7huMUKUCZ0prcO+/D2Dx98dwsbpe6vKIADB8EBE5HZlMhinx4di6KAFzRkRDJgPWHjmPm1YkY92R89wnhiTH8EFE5KSUXh54ZUY8fvz7KMSG+uNidT0WfX8Mcz77A2dLq6Uuj1xYm8NHSkoKpk2bBo1GA5lMhg0bNlgdFwQBS5YsgUajgbe3N8aPH4/09PSOqpeIiNpoSHQX/PLkGPzPzbFQuMux+2QJEt9OwQc7T6KB+8SQBNocPqqrqzFw4ECsXLmy2eNvvPEGVqxYgZUrV+LgwYMICwvD5MmTUVnJaV9ERFLxcJNj/oSe2LxwHEb3DILeYMKbm7Mx7f3dOHKuTOryyMXIhOt4+CeTybB+/XrMmDEDgNjrodFosHDhQjz77LMAAL1ej9DQUCxfvhyPPvroVd9Tp9NBpVKhoqICSqWyvaUREVELBEHA+qMX8MovGSiraYBMBswZEY3/uTkW/l4eUpdHDqotn98dOuYjNzcXhYWFSExMNLcpFAokJCRg7969zb5Gr9dDp9NZfRERUeeRyWSYOTgS2xePx6zBkRAE4Mt9Z3HTimT8nlYodXnkAjo0fBQWij+0oaGhVu2hoaHmY5dbtmwZVCqV+SsqKqojSyIiohYE+nrirbsG4quHh6NbkA+KdHr8/b+H8ciXh1BQUSt1eeTEOmW2i0wms/peEIQr2i55/vnnUVFRYf7Ky8vrjJKIiKgFo3sG4/eF4/DEhJ5wl8uwNaMIN72VjDV7cmHkPjHUCTo0fISFhQHAFb0cWq32it6QSxQKBZRKpdUXERHZlpeHG/5xcyw2PTkWg7sGoLreiCU/Z2Dmqr3IyOfjcOpYHRo+YmJiEBYWhq1bt5rb6uvrkZycjFGjRnXkX0VERJ0gNswfP/59FF6dEQ9/hTuO5ZVj2srdWPZbJmrruU8MdYw2h4+qqiqkpqYiNTUVgDjINDU1FefOnYNMJsPChQvx2muvYf369UhLS8O8efPg4+ODe++9t6NrJyKiTiCXy3DfiGhsW5yAW/qHwWgS8HHyaSS+k4zkE8VSl0dOoM1TbZOSkjBhwoQr2ufOnYs1a9ZAEAQsXboUH3/8McrKyjB8+HB88MEHiI+Pv6b351RbIiL7si2jCP/7UxryK+oAANNv0OCl2/oi2E8hcWVkT9ry+X1d63x0BoYPIiL7U6U34K0t2fhi7xmYBEDl7YEXb+mDvwyNbHFCAbkWydb5ICIi5+SncMfL0/phw/zR6BuuREVtA55Z+yfu+XQ/ThVXSV0eORiGDyIiumYDIgOw8YnReOGWOHh7uGH/6YuY+s4uvLstB3oDB6TStWH4ICKiNnF3k+Nv43pgy9PjkNA7BPVGE97edgK3vrcbB89clLo8cgAMH0RE1C5RgT5Y88AwvHfPIAT7eeKktgp/+Wgfnl93HBU1DVKXR3aM4YOIiNpNJpPh9oEabFuUgNnDxO0xvvnjHCatSMbPx/JhZ3MayE4wfBAR0XUL8PHE67MG4Lu/jUD3EF+UVOmx4JujeHDNQZwvq5G6PLIzDB9ERNRhhncPwm9PjcXCm3rB002OndnFmLwiBf/edRoGo0nq8shOMHwQEVGHUri7YeFNvfHrU2NxY0wgahuMeHVTJmZ8uAfHz1dIXR7ZAYYPIiLqFD3Vfvj2kRFYPqs/lF7uSLugw/QPduOVXzJQrTdIXR5JiOGDiIg6jVwuw93DumL74vG4faAGJgH4bHcuEt9OwY6sIqnLI4kwfBARUacL8VfgvXsGYc0DwxDZxRsXymvx4JpDmP/VEWh1dVKXRzbG8EFERDYzPlaNLU+Pw6PjusNNLsOm4wWYtCIZXx04C5OJ03JdBcMHERHZlI+nO56/pQ82PjEaAyJVqKwz4MX1abjr4304UVQpdXlkAwwfREQkiX4aFdY/PhovT+sLX083HDpbhlvf24W3tmSjroH7xDgzhg8iIpKMm1yGB0bHYOuiBNzUJxQNRgHv7ziJqe/uwt5TJVKXR52E4YOIiCSnCfDGp/cPwUf3DYbaX4Hckmrc++kB/M8Px1BWXS91edTBGD6IiMguyGQyTIkPx7bFCZgzIhoyGfDD4fOYtCIZ64+e5z4xToThg4iI7IrSywOvzIjHj38fhdhQf1ysrsfT3x3D/Z//gbOl1VKXRx2A4YOIiOzSkOgu+HnBGPzPzbHwdJdjV04JEt9OwaqkU2jgPjEOjeGDiIjslqe7HPMn9MSWheMwumcQ9AYTlv+ehWnv78bRc2VSl0ftxPBBRER2r1uwL/770HC89ZeB6OLjgazCSsxctRcv/5SGyroGqcujNmL4ICIihyCTyTBrSCS2Lx6PmYMjIAjAF/vOYvKKFGxOL5S6PGoDhg8iInIogb6eWHHXDfjq4eHoFuSDQl0dHv3PYfzty0MoqKiVujy6BgwfRETkkEb3DMbvC8dh/oQecJfLsCWjCJNXpOCLvWdg5D4xdo3hg4iIHJaXhxv+5+Y4bHpyLAZ3DUCV3oCXN6Zj1qq9yCzQSV0etYDhg4iIHF5smD9+/PsovDIjHv4Kd6TmlWPa+7vx+m9ZqK3nPjH2huGDiIicglwuw5wR0di2OAFT48NgMAn4KPkUbn4nBbtyiqUuj5pg+CAiIqcSqvTCqvuG4NP7hyJc5YVzF2sw57M/8PR3qSit0ktdHoHhg4iInNTkvqHYuigBD4zuBpkMWH/0AiatSMb3h/K4T4zEGD6IiMhp+Snc8fK0ftjw+Gj0CVeivKYBz/z4J+799ABOF1dJXZ7LYvggIiKnNzAqAD8/MRov3BIHLw859p0uxZR3d+H97TmoN3CfGFtj+CAiIpfg7ibH38b1wNanE5DQOwT1BhPe2noCt763C4fOXJS6PJfC8EFERC4lKtAHax4Yhndn34BgP0/kaKtw50f78ML646io5T4xtsDwQURELkcmk2H6DRHYtigBdw+NAgB8feAcblqRjE1/FnBAaidj+CAiIpcV4OOJ5XcOwHd/G4HuIb4ortRj/tdH8NAXh3C+rEbq8pwWwwcREbm84d2D8NtTY/HUpF7wdJNjR5YWiW+n4N+7TsNg5IDUjsbwQUREBEDh7oanJ/fGr0+NwY3dAlFTb8SrmzIx48M9SLtQIXV5ToXhg4iIqImean98+7cReH1mfyi93JF2QYfbV+7Gq79koFpvkLo8p8DwQUREdBm5XIbZN3bFtsUJmDZQA5MA/Ht3LhLfTsHOLK3U5Tk8hg8iIqIWqP298P49g7D6gWGICPDGhfJaPLDmIOZ/fQTayjqpy3NYDB9ERERXMSFWja2LxuFv47rDTS7Dpj8LcNNbyfj6wDmYTJyW21YMH0RERNfAx9MdL9zSBz/NH43+ESro6gx4Yf1x3P3JPpzUVkpdnkNh+CAiImqD+AgVNswfjf+9rS98PN1w8EwZpr67Cyu2nkBdg1Hq8hwCwwcREVEbuclleHBMDLYuSsCkODUajALe256DW97dhX2nSqUuz+4xfBAREbVTRIA3/j13KD7862Co/RU4XVKNez7dj2d+PIbymnqpy7NbDB9ERETXQSaT4Zb+4di2OAH3jegKAPj+0HlMeisZP6Ve4D4xzWD4ICIi6gBKLw+8OqM/1j42Er1D/VBaXY+nvk3F/Z//gXOl3CemKYYPIiKiDjQkOhC/LBiLfyT2hqe7HLtySpD4TjI+Sj6FBu4TA4Dhg4iIqMN5usvxxMRe2LxwHEZ2D0Jdgwmv/5aFae/vRmpeudTlSY7hg4iIqJPEBPvi60eG419/GYguPh7IKqzEHR/uwZKN6ahy4X1iGD6IiIg6kUwmw51DIrFtUQJmDoqAIABr9p7B5BXJ2JJeKHV5kmD4ICIisoEgPwVW3H0D/vvQcEQH+aCgog5/+89hPPqfQyiscK19Yhg+iIiIbGhMr2BsXjgOj4/vAXe5DJvTi3DTimR8ue8MjC6yT0yHh48lS5ZAJpNZfYWFhXX0X0NEROSwvDzc8MyUOPzy5BgM6hqAKr0B//tTOu78aC+yCnVSl9fpOqXno1+/figoKDB/HT9+vDP+GiIiIocWF6bEj38fhVem94Ofwh1Hz5Xjtvd2Y/nvWU69T0ynhA93d3eEhYWZv0JCQjrjryEiInJ4bnIZ5ozshm2LEjClXxgMJgGrkk4h8e0U7Moplrq8TtEp4SMnJwcajQYxMTGYPXs2Tp8+3Rl/DRERkdMIU3nhozlD8MmcIQhTeuHcxRrM+ewPPP1dKkqr9FKX16FkQgcvOv/bb7+hpqYGvXv3RlFREV599VVkZWUhPT0dQUFBV5yv1+uh11v+T9XpdIiKikJFRQWUSmVHlkZEROQQqvQG/GtzNr7YdwaCAAT4eODFW/rgziGRkMlkUpfXLJ1OB5VKdU2f3x0ePi5XXV2NHj164JlnnsGiRYuuOL5kyRIsXbr0inaGDyIicnWpeeV4ft1xZBaIg1BHdg/CP++IR/cQP4kru5JdhQ8AmDx5Mnr27IlVq1ZdcYw9H0RERC1rMJrw2e5cvLPtBOoaTPB0l2PBhJ54NKEHPN3tZ8WMtoSPTq9ar9cjMzMT4eHhzR5XKBRQKpVWX0RERCTycJPj7wk9sGVhAsb2Cka9wYS3tp7Are/twqEzF6Uur106PHz84x//QHJyMnJzc3HgwAHceeed0Ol0mDt3bkf/VURERC6ja5APvnzwRrw7+wYE+XoiR1uFOz/ahxfXH0dFbYPU5bVJh4eP8+fP45577kFsbCxmzpwJT09P7N+/H9HR0R39VxEREbkUmUyG6TdEYPviBNw1NBIA8NWBc7hpRTI2/VkAG4yk6BA2GfPRFm15ZkREROTK9p0qxYvrj+N0STUAYFKcGv83Ix4RAd42r8WuxnwQERFR5xjZIwi/PjUWT07qBQ83GbZnaTF5RTI+251r1/vEMHwQERE5MC8PNyya3Bu/PjkWw7p1QU29Ea/8koEZH+xB2oUKqctrFsMHERGRE+gV6o/v/jYSy2b2h7+XO45fqMDtK3fjn5syUFNvkLo8KwwfRERETkIul+GeG7ti++IE3DYgHCYB+HRXLiavSMHOLK3U5ZkxfBARETkZtb8XVt47GKvnDUNEgDculNfigTUH8cTXR6CtrJO6PIYPIiIiZzUhTo2ti8bhkbExkMuAX/4swE1vJeObP87BJOGAVIYPIiIiJ+bj6Y4Xb+2LjU+MQf8IFXR1BvzvT2k4e7FGsprcJfubiYiIyGbiI1RY//gorNl7BnqDCTHBvpLVwvBBRETkItzd5Hh4bHepy+BjFyIiIrIthg8iIiKyKYYPIiIisimGDyIiIrIphg8iIiKyKYYPIiIisimGDyIiIrIphg8iIiKyKYYPIiIisimGDyIiIrIphg8iIiKyKYYPIiIisimGDyIiIrIpu9vVVhAEAIBOp5O4EiIiIrpWlz63L32Ot8buwkdlZSUAICoqSuJKiIiIqK0qKyuhUqlaPUcmXEtEsSGTyYT8/Hz4+/tDJpNJXQ50Oh2ioqKQl5cHpVIpdTk246rXDbjutbvqdQO8dle8dle9bqDzrl0QBFRWVkKj0UAub31Uh931fMjlckRGRkpdxhWUSqXL/YACrnvdgOteu6teN8Brd8Vrd9XrBjrn2q/W43EJB5wSERGRTTF8EBERkU0xfFyFQqHAyy+/DIVCIXUpNuWq1w247rW76nUDvHZXvHZXvW7APq7d7gacEhERkXNjzwcRERHZFMMHERER2RTDBxEREdkUwwcRERHZlMuGj2XLlmHYsGHw9/eHWq3GjBkzkJ2d3eprkpKSIJPJrvjKysqyUdUdY8mSJVdcQ1hYWKuvSU5OxpAhQ+Dl5YXu3bvjo48+slG1Hatbt27N3sP58+c3e76j3vOUlBRMmzYNGo0GMpkMGzZssDouCAKWLFkCjUYDb29vjB8/Hunp6Vd937Vr16Jv375QKBTo27cv1q9f30lX0H6tXXtDQwOeffZZ9O/fH76+vtBoNLj//vuRn5/f6nuuWbOm2Z+Durq6Tr6atrnafZ83b94V1zBixIirvq+93/erXXdz904mk+HNN99s8T0d4Z5fy+eYvf6uu2z4SE5Oxvz587F//35s3boVBoMBiYmJqK6uvuprs7OzUVBQYP7q1auXDSruWP369bO6huPHj7d4bm5uLm655RaMHTsWR48exQsvvIAnn3wSa9eutWHFHePgwYNW171161YAwF/+8pdWX+do97y6uhoDBw7EypUrmz3+xhtvYMWKFVi5ciUOHjyIsLAwTJ482by3UnP27duHu+++G3PmzMGxY8cwZ84c3HXXXThw4EBnXUa7tHbtNTU1OHLkCF566SUcOXIE69atw4kTJ3D77bdf9X2VSqXVz0BBQQG8vLw64xLa7Wr3HQCmTJlidQ2//vprq+/pCPf9atd9+X37/PPPIZPJMGvWrFbf197v+bV8jtnt77pAgiAIglarFQAIycnJLZ6zc+dOAYBQVlZmu8I6wcsvvywMHDjwms9/5plnhLi4OKu2Rx99VBgxYkQHV2Z7Tz31lNCjRw/BZDI1e9wZ7jkAYf369ebvTSaTEBYWJrz++uvmtrq6OkGlUgkfffRRi+9z1113CVOmTLFqu/nmm4XZs2d3eM0d5fJrb84ff/whABDOnj3b4jmrV68WVCpVxxbXyZq79rlz5wrTp09v0/s42n2/lns+ffp0YeLEia2e44j3/PLPMXv+XXfZno/LVVRUAAACAwOveu6gQYMQHh6OSZMmYefOnZ1dWqfIycmBRqNBTEwMZs+ejdOnT7d47r59+5CYmGjVdvPNN+PQoUNoaGjo7FI7TX19Pf773//iwQcfvOomhs5wzy/Jzc1FYWGh1T1VKBRISEjA3r17W3xdSz8Hrb3GEVRUVEAmkyEgIKDV86qqqhAdHY3IyEjcdtttOHr0qG0K7GBJSUlQq9Xo3bs3HnnkEWi12lbPd7b7XlRUhE2bNuGhhx666rmOds8v/xyz5991hg+Iz8QWLVqEMWPGID4+vsXzwsPD8cknn2Dt2rVYt24dYmNjMWnSJKSkpNiw2us3fPhwfPnll9i8eTM+/fRTFBYWYtSoUSgtLW32/MLCQoSGhlq1hYaGwmAwoKSkxBYld4oNGzagvLwc8+bNa/EcZ7nnTRUWFgJAs/f00rGWXtfW19i7uro6PPfcc7j33ntb3WArLi4Oa9aswcaNG/HNN9/Ay8sLo0ePRk5Ojg2rvX5Tp07FV199hR07duCtt97CwYMHMXHiROj1+hZf42z3/YsvvoC/vz9mzpzZ6nmOds+b+xyz5991u9vVVgpPPPEE/vzzT+zevbvV82JjYxEbG2v+fuTIkcjLy8O//vUvjBs3rrPL7DBTp041/+/+/ftj5MiR6NGjB7744gssWrSo2ddc3jMgNC6Me7UeA3v22WefYerUqdBoNC2e4yz3vDnN3dOr3c/2vMZeNTQ0YPbs2TCZTPjwww9bPXfEiBFWAzNHjx6NwYMH4/3338d7773X2aV2mLvvvtv8v+Pj4zF06FBER0dj06ZNrX4YO9N9//zzz/HXv/71qmM3HO2et/Y5Zo+/6y7f87FgwQJs3LgRO3fuRGRkZJtfP2LECLtNwtfK19cX/fv3b/E6wsLCrki8Wq0W7u7uCAoKskWJHe7s2bPYtm0bHn744Ta/1tHv+aWZTc3d08v/tXP569r6GnvV0NCAu+66C7m5udi6dWubtxWXy+UYNmyYQ/8cAGLPXnR0dKvX4Uz3fdeuXcjOzm7X77093/OWPsfs+XfdZcOHIAh44oknsG7dOuzYsQMxMTHtep+jR48iPDy8g6uzLb1ej8zMzBavY+TIkeZZIZds2bIFQ4cOhYeHhy1K7HCrV6+GWq3Grbfe2ubXOvo9j4mJQVhYmNU9ra+vR3JyMkaNGtXi61r6OWjtNfboUvDIycnBtm3b2hWgBUFAamqqQ/8cAEBpaSny8vJavQ5nue+A2Ns5ZMgQDBw4sM2vtcd7frXPMbv+Xe+woasO5rHHHhNUKpWQlJQkFBQUmL9qamrM5zz33HPCnDlzzN+//fbbwvr164UTJ04IaWlpwnPPPScAENauXSvFJbTb4sWLhaSkJOH06dPC/v37hdtuu03w9/cXzpw5IwjCldd9+vRpwcfHR3j66aeFjIwM4bPPPhM8PDyEH3/8UapLuC5Go1Ho2rWr8Oyzz15xzFnueWVlpXD06FHh6NGjAgBhxYoVwtGjR80zOl5//XVBpVIJ69atE44fPy7cc889Qnh4uKDT6czvMWfOHOG5554zf79nzx7Bzc1NeP3114XMzEzh9ddfF9zd3YX9+/fb/Ppa09q1NzQ0CLfffrsQGRkppKamWv3u6/V683tcfu1LliwRfv/9d+HUqVPC0aNHhQceeEBwd3cXDhw4IMUltqi1a6+srBQWL14s7N27V8jNzRV27twpjBw5UoiIiHD4+361n3dBEISKigrBx8dHWLVqVbPv4Yj3/Fo+x+z1d91lwweAZr9Wr15tPmfu3LlCQkKC+fvly5cLPXr0ELy8vIQuXboIY8aMETZt2mT74q/T3XffLYSHhwseHh6CRqMRZs6cKaSnp5uPX37dgiAISUlJwqBBgwRPT0+hW7duLf4CO4LNmzcLAITs7OwrjjnLPb80Rfjyr7lz5wqCIE7Be/nll4WwsDBBoVAI48aNE44fP271HgkJCebzL/nhhx+E2NhYwcPDQ4iLi7PLENbatefm5rb4u79z507ze1x+7QsXLhS6du0qeHp6CiEhIUJiYqKwd+9e21/cVbR27TU1NUJiYqIQEhIieHh4CF27dhXmzp0rnDt3zuo9HPG+X+3nXRAE4eOPPxa8vb2F8vLyZt/DEe/5tXyO2evvuqzxAoiIiIhswmXHfBAREZE0GD6IiIjIphg+iIiIyKYYPoiIiMimGD6IiIjIphg+iIiIyKYYPoiIiMimGD6IiIjIphg+iIiIyKYYPoiIiMimGD6IiIjIphg+iIiIyKb+PwnVxTbHqclGAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "x=[20,11,4,12]\n",
    "y=[4,15,19,22]\n",
    "x1=[2,7,13,17]\n",
    "y1=[21,25,29,30]\n",
    "plt.plot(x,y)\n",
    "plt.plot(x1,y1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4315d395-3c92-4e97-822b-1ad7b0b188da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: seaborn in c:\\users\\kashi\\anaconda3\\lib\\site-packages (0.13.2)\n",
      "Requirement already satisfied: numpy!=1.24.0,>=1.20 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from seaborn) (1.26.4)\n",
      "Requirement already satisfied: pandas>=1.2 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from seaborn) (2.2.2)\n",
      "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from seaborn) (3.8.4)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.51.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.4)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (23.2)\n",
      "Requirement already satisfied: pillow>=8 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (10.3.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from pandas>=1.2->seaborn) (2024.1)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from pandas>=1.2->seaborn) (2023.3)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\kashi\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8381625c-9139-4a60-adb4-0f877b8b5750",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "860e6deb-0473-4270-ae54-3744fe8325da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter ploting\n",
    "sns.scatterplot(x=x, y=y)\n",
    "x=[1,2,3,4,5]\n",
    "y=[2,4,6,8,10]\n",
    "plt.xlabel(\"X-axis\")\n",
    "plt.ylabel(\"Y-axis\")\n",
    "plt.title(\"Scatter Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d8afaf80-f2a6-47f6-b139-a167ddb2d069",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#line chart\n",
    "x=[1,2,3,4,5]\n",
    "y=[10,15,7,12,9]\n",
    "plt.plot(x,y,marker='o',linestyle='-',color='yellow')\n",
    "plt.title('line chart exapmle')\n",
    "plt.xlabel(\"x-axis\")\n",
    "plt.ylabel(\"Y-axis\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d6c5c90f-e776-46cf-8a0a-78d33a719a07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#bar chart\n",
    "categories=['Category A','Category B','Category C','Category B']\n",
    "values = [25,18,30,22]\n",
    "plt.bar(categories,values,color='green')\n",
    "plt.xlabel(\"categories\")\n",
    "plt.ylabel(\"Values\")\n",
    "plt.title(\"Bar chart example\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "48b2be73-820e-429e-a03e-b657a698a36a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#historic data\n",
    "data=[1,2,2,3,3,3,4,4,4,4,5,5,5,5,5]\n",
    "plt.hist(data,bins=4,color='blue',edgecolor='black')\n",
    "plt.title('historic data')\n",
    "plt.xlabel('values')\n",
    "plt.ylabel('frequency')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "ebd8d8ac-eb8d-4f30-9b5b-31fe6a6b7ea9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pie chart\n",
    "labels=['category a','category b','category c','category d','category e']\n",
    "sizes=[15,30,45,10,20]\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(sizes,labels=labels,autopct='%1.1f%%',startangle=140,colors=['blue','lightblue','skyblue','darkblue','lightskyblue'])\n",
    "plt.title(\"Pie chart\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "91c3be47-2022-400a-85b0-64735b131736",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13b8b2c0-cfc8-4829-8bbc-8922f307c8c2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}