{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e5e06686-3de1-488c-813c-1eb211b902a0",
   "metadata": {},
   "source": [
    "## Matplotlib\n",
    "Γραφικές παραστάσεις και διαγράμματα"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4e339f88-7e2d-48a7-8208-5a8da89e7d64",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fcd12d01-c6a5-4d3e-b2b8-3b1a38fcafde",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9fafe927-1e66-4786-8bf6-9f59eca6b472",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(-np.pi, np.pi, 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f31a8cf2-bae0-41b8-8a82-8f2ce0ab8cf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.14159265, -3.03509799, -2.92860332, -2.82210865, -2.71561399,\n",
       "       -2.60911932, -2.50262466, -2.39612999, -2.28963532, -2.18314066,\n",
       "       -2.07664599, -1.97015133, -1.86365666, -1.75716199, -1.65066733,\n",
       "       -1.54417266, -1.43767799, -1.33118333, -1.22468866, -1.118194  ,\n",
       "       -1.01169933, -0.90520466, -0.79871   , -0.69221533, -0.58572066,\n",
       "       -0.479226  , -0.37273133, -0.26623667, -0.159742  , -0.05324733,\n",
       "        0.05324733,  0.159742  ,  0.26623667,  0.37273133,  0.479226  ,\n",
       "        0.58572066,  0.69221533,  0.79871   ,  0.90520466,  1.01169933,\n",
       "        1.118194  ,  1.22468866,  1.33118333,  1.43767799,  1.54417266,\n",
       "        1.65066733,  1.75716199,  1.86365666,  1.97015133,  2.07664599,\n",
       "        2.18314066,  2.28963532,  2.39612999,  2.50262466,  2.60911932,\n",
       "        2.71561399,  2.82210865,  2.92860332,  3.03509799,  3.14159265])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "31a3c5e7-55fd-42da-a987-20581743ff40",
   "metadata": {},
   "outputs": [],
   "source": [
    "sin = np.sin(x)\n",
    "cos = np.cos(x)\n",
    "tan = np.tan(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "68ae0abd-8ee8-4a24-b2fc-dd104aca4491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.22464680e-16, -1.06293486e-01, -2.11382624e-01, -3.14076712e-01,\n",
       "       -4.13212186e-01, -5.07665800e-01, -5.96367359e-01, -6.78311836e-01,\n",
       "       -7.52570770e-01, -8.18302776e-01, -8.74763085e-01, -9.21311978e-01,\n",
       "       -9.57422038e-01, -9.82684125e-01, -9.96812007e-01, -9.99645611e-01,\n",
       "       -9.91152831e-01, -9.71429893e-01, -9.40700267e-01, -8.99312130e-01,\n",
       "       -8.47734428e-01, -7.86551556e-01, -7.16456740e-01, -6.38244184e-01,\n",
       "       -5.52800065e-01, -4.61092501e-01, -3.64160575e-01, -2.63102564e-01,\n",
       "       -1.59063496e-01, -5.32221748e-02,  5.32221748e-02,  1.59063496e-01,\n",
       "        2.63102564e-01,  3.64160575e-01,  4.61092501e-01,  5.52800065e-01,\n",
       "        6.38244184e-01,  7.16456740e-01,  7.86551556e-01,  8.47734428e-01,\n",
       "        8.99312130e-01,  9.40700267e-01,  9.71429893e-01,  9.91152831e-01,\n",
       "        9.99645611e-01,  9.96812007e-01,  9.82684125e-01,  9.57422038e-01,\n",
       "        9.21311978e-01,  8.74763085e-01,  8.18302776e-01,  7.52570770e-01,\n",
       "        6.78311836e-01,  5.96367359e-01,  5.07665800e-01,  4.13212186e-01,\n",
       "        3.14076712e-01,  2.11382624e-01,  1.06293486e-01,  1.22464680e-16])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b9092272-a8c9-4513-b15e-588f1479bcae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x17c911f56a0>]"
      ]
     },
     "execution_count": 7,
     "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": [
    "plt.plot(x, sin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "05e167d7-ccbd-4808-b510-3bcdace52fa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17c9124f4d0>"
      ]
     },
     "execution_count": 8,
     "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, ax = plt.subplots()\n",
    "plot1, plot2 = ax.plot(x, sin, 'yo-', x, cos, 'rx:', linewidth=2, markersize=5)\n",
    "ax.set_title(\"Sin(x) and Cos(y) for some x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.legend((plot1, plot2), (\"sin(x)\", \"cos(x)\"), loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cd166a51-a3c2-4633-a08f-a00d25dbb96f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:/msys64/tmp/ipykernel_6260/3423410490.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, sharex=True, sharey=True)\n",
    "plot1, = ax[0].plot(x, sin, 'bo', linewidth=1.5, markersize=6)\n",
    "plot2, = ax[1].plot(x, cos, 'rx', markersize=6)\n",
    "ax[0].set_title(\"Sin(x)\")\n",
    "ax[1].set_title(\"Cos(x)\")\n",
    "fig.text(0.53, 0, 'X', ha='center')\n",
    "fig.text(0, 0.5, 'Y', va='center', rotation='vertical')\n",
    "fig.tight_layout()\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0f387d77-2f5d-4698-8f0c-c4b61c15bfa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Grid spec can be used to define figure grids as we want \n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "#fig = plt.figure(tight_layout=True, figsize=(6, 6))\n",
    "fig, big_ax = plt.subplots()\n",
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "ax = fig.add_subplot(gs[:, 1])\n",
    "ax.plot(x, tan)\n",
    "ax.set_title(\"Tan(x)\")\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "\n",
    "ax = fig.add_subplot(gs[1, 0])\n",
    "ax.plot(x, sin)\n",
    "ax.set_title(\"Sin(x)\")\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "\n",
    "ax = fig.add_subplot(gs[0, 0])\n",
    "ax.plot(x, cos)\n",
    "ax.set_title(\"Cos(x)\")\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "\n",
    "big_ax.axis(\"off\")\n",
    "fig.suptitle(\"Trigonometric Functions\", y=1.0, x=0.55)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0b5b5445-8fb8-4ef3-86f6-b7f489cd17f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 200\n",
    "var1 = np.random.rand(N)\n",
    "var2 = np.random.rand(N)\n",
    "labels = np.random.randint(0, high=5, size=N)\n",
    "\n",
    "fix, ax = plt.subplots()\n",
    "plots = []\n",
    "for i in np.unique(labels):\n",
    "    plot = ax.scatter(var1[labels == i], var2[labels == i],\n",
    "                      color=str(i/np.max(labels+1)), alpha=0.5)\n",
    "    plots.append(plot)\n",
    "ax.set_xlabel('var1')\n",
    "ax.set_ylabel('var2')\n",
    "ax.set_title('var2 vs var1')\n",
    "ax.legend(plots, np.unique(labels), bbox_to_anchor=(1.0, 1.03))\n",
    "plt.savefig(\"fig.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ac85aedb-c7b2-4f6c-b99a-397fdff7cd3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "men_means, men_std = (20, 35, 30, 35, 27), (2, 3, 4, 1, 2)\n",
    "women_means, women_std = (25, 32, 34, 20, 25), (3, 5, 2, 3, 3)\n",
    "\n",
    "ind = np.arange(len(men_means))  # the x locations for the groups\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "rects1 = ax.bar(ind - width/2, men_means, width, yerr=men_std,\n",
    "                color='SkyBlue', label='Men')\n",
    "rects2 = ax.bar(ind + width/2, women_means, width, yerr=women_std,\n",
    "                color='IndianRed', label='Women')\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "ax.set_ylabel('Scores')\n",
    "ax.set_title('Scores by group and gender')\n",
    "ax.set_xticks(ind)\n",
    "ax.set_xticklabels(('G1', 'G2', 'G3', 'G4', 'G5'))\n",
    "ax.legend()\n",
    "\n",
    "\n",
    "def autolabel(rects, xpos='center'):\n",
    "    \"\"\"\n",
    "    Attach a text label above each bar in *rects*, displaying its height.\n",
    "\n",
    "    *xpos* indicates which side to place the text w.r.t. the center of\n",
    "    the bar. It can be one of the following {'center', 'right', 'left'}.\n",
    "    \"\"\"\n",
    "\n",
    "    xpos = xpos.lower()  # normalize the case of the parameter\n",
    "    ha = {'center': 'center', 'right': 'left', 'left': 'right'}\n",
    "    offset = {'center': 0.5, 'right': 0.57, 'left': 0.43}  # x_txt = x + w*off\n",
    "\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax.text(rect.get_x() + rect.get_width()*offset[xpos], 1.01*height,\n",
    "                '{}'.format(height), ha=ha[xpos], va='bottom')\n",
    "\n",
    "\n",
    "autolabel(rects1, \"left\")\n",
    "autolabel(rects2, \"right\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "512543ba-8552-4cb9-9316-5ba559530451",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 5\n",
    "menMeans = (20, 35, 30, 35, 27)\n",
    "womenMeans = (25, 32, 34, 20, 25)\n",
    "menStd = (2, 3, 4, 1, 2)\n",
    "womenStd = (3, 5, 2, 3, 3)\n",
    "ind = np.arange(N)    # the x locations for the groups\n",
    "width = 0.35       # the width of the bars: can also be len(x) sequence\n",
    "\n",
    "p1 = plt.bar(ind, menMeans, width, yerr=menStd)\n",
    "p2 = plt.bar(ind, womenMeans, width,\n",
    "             bottom=menMeans, yerr=womenStd)\n",
    "\n",
    "plt.ylabel('Scores')\n",
    "plt.title('Scores by group and gender')\n",
    "plt.xticks(ind, ('G1', 'G2', 'G3', 'G4', 'G5'))\n",
    "plt.yticks(np.arange(0, 81, 10))\n",
    "plt.legend((p1[0], p2[0]), ('Men', 'Women'))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "860dad68-0602-4205-a09d-64298650f7ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pie chart, where the slices will be ordered and plotted counter-clockwise:\n",
    "labels = 'Frogs', 'Hogs', 'Dogs', 'Logs'\n",
    "sizes = [15, 30, 45, 10]\n",
    "explode = (0, 0.5, 0, 0)  # only \"explode\" the 2nd slice (i.e. 'Hogs')\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.3f%%',\n",
    "        shadow=True, startangle=90)\n",
    "ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "727a058d-1bc9-4d09-a6ce-cffc0f2df950",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seed = 239422358\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "#seed = random.randrange(1000000000)\n",
    "seed = 239422358\n",
    "print(\"seed =\", seed)\n",
    "np.random.seed(seed)\n",
    "\n",
    "# example data\n",
    "mu = 100  # mean of distribution\n",
    "sigma = 15  # standard deviation of distribution\n",
    "x = mu + sigma * np.random.randn(437)\n",
    "\n",
    "num_bins = 50\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# the histogram of the data\n",
    "n, bins, _= ax.hist(x, num_bins, density=1)\n",
    "\n",
    "# add a 'best fit' line\n",
    "y = ((1 / (np.sqrt(2 * np.pi) * sigma)) *\n",
    "     np.exp(-0.5 * (1 / sigma * (bins - mu))**2))\n",
    "ax.plot(bins, y, 'r--')\n",
    "ax.set_xlabel('Smarts')\n",
    "ax.set_ylabel('Probability density')\n",
    "ax.set_title('Histogram of IQ: $\\\\mu=100$, $\\\\sigma=15$')\n",
    "\n",
    "# Tweak spacing to prevent clipping of ylabel\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b086299-790c-4dbc-ab0a-81eeb6d4db00",
   "metadata": {},
   "source": [
    "## Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "14336ee3-678d-4cba-b017-d3c20552864c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7c2eab18-4cb6-4507-8b7f-360923e3863d",
   "metadata": {},
   "outputs": [],
   "source": [
    "s = pd.Series(np.random.randn(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e1a906d8-c72b-4a82-89c1-d77af4f3a2ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.758104\n",
       "1   -0.832919\n",
       "2    0.590585\n",
       "3   -1.452978\n",
       "4   -0.799862\n",
       "dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c0faacab-d2f6-48de-ac94-2d912573d697",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(0.5905854995121078)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6dea0530-c66e-40b4-b5da-7dde4df7f00e",
   "metadata": {},
   "outputs": [],
   "source": [
    "s[2] = 17.42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7da80167-d837-477d-a998-ed35416ad61e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.758104\n",
       "1    -0.832919\n",
       "2    17.420000\n",
       "3    -1.452978\n",
       "4    -0.799862\n",
       "dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1472bea8-a8fe-4805-815e-c8829a3010de",
   "metadata": {},
   "outputs": [],
   "source": [
    "s = pd.Series(np.random.randn(5), index=['a', 'b', 'c', 'd', 'e'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3f6ed2f5-4afa-48ef-84a6-199695bb35ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a   -2.092655\n",
       "b   -0.402823\n",
       "c   -0.138782\n",
       "d   -1.476169\n",
       "e   -0.482540\n",
       "dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6b13c95c-86c0-4277-ac38-e73902ef0079",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(-0.1387824592420949)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s['c']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b99e8a55-f34e-44bd-90af-f72a741457b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['a', 'b', 'c', 'd', 'e'], dtype='object')"
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     "execution_count": 25,
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    "s = pd.Series({'a': 42, 'c': 17, 'b': 0})"
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   "cell_type": "code",
   "execution_count": 27,
   "id": "f5f6d239-8262-4d3b-ad44-024a26481509",
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   "id": "a68461bc-95fa-4a4f-89f0-969f0406ebb6",
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   "source": [
    "s = pd.Series(np.random.randn(5), index=list('abcde'))"
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   "execution_count": 29,
   "id": "c3323ee6-da61-43a4-8900-940c463e5922",
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   "execution_count": 30,
   "id": "2c6e1f8d-9f03-498e-8806-0e9f26f256c0",
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     "execution_count": 30,
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   "execution_count": 31,
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     "execution_count": 31,
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   "execution_count": 32,
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     "execution_count": 32,
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   "id": "94886ecb-dad2-4da4-bf55-44a995a8ac01",
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   "outputs": [],
   "source": [
    "t = s['b':]"
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   "execution_count": 34,
   "id": "b946949c-0800-41aa-ae96-faeb9d52429f",
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   "execution_count": 35,
   "id": "7cf9f9c6-6e38-4a17-a57d-218dd33c9b2b",
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   "outputs": [],
   "source": [
    "t['b'] = 42"
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   "execution_count": 36,
   "id": "3c14db51-0eed-49e8-8f3a-8d7dd05b206b",
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   "execution_count": 37,
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   "execution_count": 39,
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    {
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   "execution_count": 40,
   "id": "25f68c95-629e-4137-8b8e-89a9588ea077",
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   "source": [
    "t = pd.Series([1, 2, 3, 4], index=list('mpca'))"
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   "execution_count": 41,
   "id": "bb22a71e-bde2-44e9-a441-d6da748cace5",
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       "a    2.594129\n",
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     "execution_count": 41,
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   "id": "d87df6dc-4168-46c8-9b5a-e4b4b1f600ce",
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   "source": [
    "s = pd.Series(np.arange(5), index=list('abcde'))\n",
    "t = pd.Series(np.random.randn(5), index=list('abcde'))\n",
    "df = pd.DataFrame({'one': s, 'two': t})"
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       "   one  two\n",
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       "e    4   42"
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       "   one  two\n",
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   "id": "ef5f5a53-c122-473a-b712-15c0e4be77d2",
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       "one     3\n",
       "two    42\n",
       "Name: d, dtype: int64"
      ]
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     "execution_count": 58,
     "metadata": {},
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    "df.iloc[3]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "149f5ff2-aa97-464d-8f6e-e5253758db3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(0)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "df.at['a', 'one']"
   ]
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   "execution_count": 60,
   "id": "b8657f79-38e9-485d-a408-5ba4e5d43f87",
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    {
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       "   one  two\n",
       "a    0   42\n",
       "b    1    1\n",
       "c    2   42\n",
       "d    3   42\n",
       "e    4   42"
      ]
     },
     "execution_count": 60,
     "metadata": {},
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    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6fde60a5-8608-4abb-a89f-1e35ef02fe95",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"pandas.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "66961db1-6bae-4b01-a4bb-89ae998339ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel(\"pandas.xlsx\", sheet_name=\"example\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "85592843-e2c5-4e4a-a6de-6733032dc7a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Volume in drive C is OS\n",
      " Volume Serial Number is F291-B1D8\n",
      "\n",
      " Directory of C:\\Users\\nickie\\Documents\\Courses\\progds\\2026b\n",
      "\n",
      "03/10/2026  11:44    <DIR>          .\n",
      "14/09/2026  01:21    <DIR>          ..\n",
      "03/10/2026  11:42    <DIR>          .ipynb_checkpoints\n",
      "23/09/2026  17:57            29,584 actual-20260921.ipynb\n",
      "24/09/2026  19:34         1,084,303 actual-20260923.ipynb\n",
      "24/09/2026  20:00           354,264 actual-20260924.ipynb\n",
      "03/10/2026  11:44            40,270 fig.png\n",
      "14/09/2026  02:16    <DIR>          leaflet\n",
      "03/10/2026  11:32            29,984 notes-20260921.ipynb\n",
      "03/10/2026  11:43            43,236 notes-20260923.ipynb\n",
      "03/10/2026  11:40         1,683,376 notes-20260924.ipynb\n",
      "03/10/2026  11:44                49 pandas.csv\n",
      "03/10/2026  11:44             5,033 pandas.xlsx\n",
      "14/09/2026  02:16    <SYMLINKD>     Styles [..\\Styles]\n",
      "               9 File(s)      3,270,099 bytes\n",
      "               5 Dir(s)  683,177,746,432 bytes free\n"
     ]
    }
   ],
   "source": [
    "!dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "688948cc-86d4-4168-b5c5-a3a14d758148",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install openpyxl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "067e09a0-6cd4-4098-8513-f83e9b2a4be7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel(\"pandas.xlsx\", sheet_name=\"example\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7c0e336-c54e-4c2c-9174-1b04a941881e",
   "metadata": {},
   "source": [
    "## Scipy for image processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "528bb312-96cf-466c-bec6-1c8f04b44aef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install imageio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "441ddd36-5f72-47e4-a9bb-15a06c2405b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import imageio.v3 as imageio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "34b88349-41f5-4e25-8676-1de20a18292f",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = imageio.imread(\"https://courses.softlab.ntua.gr/progds/2019b/cat.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "947bb0c8-94ec-435c-a343-88c89274293a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[132, 128, 116],\n",
       "        [155, 151, 139],\n",
       "        [181, 175, 161],\n",
       "        ...,\n",
       "        [ 78,  68,  43],\n",
       "        [ 76,  65,  43],\n",
       "        [ 64,  53,  31]],\n",
       "\n",
       "       [[134, 130, 118],\n",
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       "        [ 66,  59,  33],\n",
       "        [ 59,  52,  26]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[115, 145,  75],\n",
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       "        [106, 135,  69],\n",
       "        ...,\n",
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       "        [103,  91,  67]],\n",
       "\n",
       "       [[107, 134,  67],\n",
       "        [110, 139,  72],\n",
       "        [109, 138,  72],\n",
       "        ...,\n",
       "        [112,  97,  76],\n",
       "        [109,  94,  73],\n",
       "        [103,  88,  67]],\n",
       "\n",
       "       [[124, 151,  84],\n",
       "        [116, 143,  76],\n",
       "        [111, 140,  76],\n",
       "        ...,\n",
       "        [ 91,  76,  57],\n",
       "        [ 89,  74,  53],\n",
       "        [ 86,  71,  50]]], shape=(400, 248, 3), dtype=uint8)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "ac04f7a7-a21d-4a41-ae24-7b4bf8c156aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "c8535530-5e7b-4858-9082-6eac0055677f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(400, 248, 3)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "7126c819-0798-4aec-a67c-2148b76aa570",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "877c515e-cbd3-41c3-9746-741182e5bece",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "9975ad6b-08aa-4103-ad0b-9c6cc4bea996",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c9485fe00>"
      ]
     },
     "execution_count": 74,
     "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": [
    "plt.imshow(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "c3427d44-4c20-4814-b394-22875bc0e099",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(400, 248, 3)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "9aa2b743-99d3-4825-9673-67e90ef0a8e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def zoom_factors(img, m=60):\n",
    "    x, y, _ = img.shape\n",
    "    z = m / max(x, y)\n",
    "    return (z, z, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c3ae6ae5-f183-42e5-9ed7-e1bbc657dfa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.15, 0.15, 1)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zoom_factors(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "e982452e-6d1a-422f-83a4-24c6d040ef7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.25, 0.25, 1)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zoom_factors(cat, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab1b8f76-8a3e-4c5f-a8e2-c2c876feb8cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "1f34bb38-43f7-4d5d-be4e-d4e036a22677",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.ndimage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "ac761dc0-93c3-4089-9abe-8140452f9de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_thumb = scipy.ndimage.zoom(cat, zoom_factors(cat))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "49dc3541-b734-4b5d-a3fe-878b142f43bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 37, 3)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_thumb.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "60515726-f9ea-4368-a8a1-d6a1c5964c24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c94c5a850>"
      ]
     },
     "execution_count": 83,
     "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": [
    "plt.imshow(cat_thumb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "290017a0-c04c-4318-97ff-c89535116d1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "imageio.imwrite(\"cat-thumbnail.jpg\", cat_thumb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "baa47d0d-7f43-40f6-bd23-f0f0da9a7271",
   "metadata": {},
   "outputs": [],
   "source": [
    "imageio.imwrite(\"cat-thumbnail.png\", cat_thumb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "5fe8d686-6e10-4f0d-ac4a-9e7dc8616ab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_funny = cat * [0.5, 1, 0.75]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "a75c436c-a831-458d-bf33-3845352e4893",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..255.0].\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c94ea9bd0>"
      ]
     },
     "execution_count": 87,
     "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": [
    "plt.imshow(cat_funny)  # something does not work as intended here, let's see..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "81c5b388-50a3-4690-8e03-ca72129cf553",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "e41c045c-8125-4f7c-8b27-5e3f0718e756",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_funny.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "e6e52648-c757-4815-955b-146d4bca1331",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_funny = np.uint8(cat_funny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "112bcdac-7646-4dde-aee1-f33ba88cc34c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c94ef7b10>"
      ]
     },
     "execution_count": 91,
     "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": [
    "plt.imshow(cat_funny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "c052de42-f513-47ee-8899-cba8aec94147",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_funnier = 255 - cat_funny"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "55a41636-a198-43b3-91dc-d429ae19781d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c94fa1950>"
      ]
     },
     "execution_count": 93,
     "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": [
    "plt.imshow(cat_funnier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "5f8dab40-8858-4a55-ad6f-a8292c51876d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c9500f750>"
      ]
     },
     "execution_count": 94,
     "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": [
    "maybe_cat = np.uint8((42 * np.uint64(cat) + 17) % 256)\n",
    "plt.imshow(maybe_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "bfee684c-c050-45f3-8a78-85186939554c",
   "metadata": {},
   "outputs": [],
   "source": [
    "square = np.zeros((256, 256, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "34a6ab8d-fb5f-4294-b41f-54ca077f3588",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c951f9590>"
      ]
     },
     "execution_count": 96,
     "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": [
    "plt.imshow(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "13c598df-59a2-4dfc-b275-d71101430a8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "8cf7e7ca-680e-4480-a128-7a365eb0b3d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "e796c7cd-bcb0-45a6-bc9c-1929ea67a41e",
   "metadata": {},
   "outputs": [],
   "source": [
    "square[64:-64, 64:-64] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "49972394-3b70-47fd-bbf3-2062e7245784",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c95256fd0>"
      ]
     },
     "execution_count": 100,
     "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": [
    "plt.imshow(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "39f2fb4b-459f-4637-8244-26d786cd3459",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "square.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "994ad1b7-84bc-4587-90ac-4f02bdbc7550",
   "metadata": {},
   "outputs": [],
   "source": [
    "square = scipy.ndimage.rotate(square, 15, order=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "3f3d6b28-0962-452d-9a01-92e20d6789b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c9509ca50>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Vobi4GAAwOTmJ6upqfP/73wcAlJSUQK/Xo6qqCl/5ylcAAH19fWhubsZrr73mz3IoBKxcuRKrVq2CxWKBzWZDeno6Vq9ejfT0dNhsNthsNlitVrXL9IlMgSCj9PR0pKSk4MqVKxgfH1e7HJLEgkNqdHQUn376qfKzw+FAQ0MDEhISkJ6ejgMHDuDVV19FVlYWsrKy8Oqrr2LlypX42te+BgAwmUz41re+hYMHDypTgF944QUUFBTgs5/9rP96RppkMBgQGxsLo9GImJgYpKSkYO3atcjPz0dRURGKi4sRGRk57wVf7ZGK2seXyd2PhS+PjdFoRFZWFlpbW9Hd3R3oEkkrFjpd9Pjx4/NOI9yzZ48Q4i9TWl9++WVhsViEwWAQ27ZtE01NTbPuY3x8XOzbt08kJCSIqKgosXv3btHZ2elzDZyCHjotIiJCGAwGsXLlShEfHy+KiorEvn37xK9//WvR3Nws3G73Qv9El0yGadky1KCGH/3oR6KkpET1v0u24LUHTUHXCfF/C29piNvthslkUrsMWqLY2Fhs3LgRJSUl2LBhA0pKSpCVlaV2WaSijz/+GEeOHMG7776rdikUJC6XC7GxsffczrX7KGjMZjOKi4vx8MMPY+vWrdi0aRMiIyMRHh6ufNVFqBNLWIx1OSguLobNZoNOp4MGnz9TADCkKCDCw8ORmZmJkpISrF+/Hrm5ubDZbDCZTIiOjobRaER0dLRmL9Zike8/BbK/d9a02PrUZjAYkJmZibVr16K9vV3tckgCDCnyC5PJhLS0NKSnpyM9PR0ZGRmw2+1ITU2F2WxGcnIyYmJiNDNaetBFXsYAuLMmGevzhU6nQ3p6OjIzMxlSBIAhRYsQFhaGqKgorFq1ComJiUhOTsbq1auRmZkJu90Ou92OzMzMOauKEPkiLS0Ndrtd7TJIEgwp8klERARiY2OxYsUKGI1G2Gw25OfnY8OGDXj44Yexdu1an76RVraXoe71HhGnsqsnLS0Na9asQVhYGLxer9rlkMoYUvRAOp0OZrMZzzzzDMrKylBUVITU1NRF35c/LfWCvpTf9WUSxGLqC+WA8uXxSE1NRVZWFuLj4zE4OBikykhWDCl6IJ1Oh6SkJHzve9+TbtkaNS/ovhw7WBMlZHV3kPtab3JysrKWHy1vYWoXQPLzer1obm6G0+nE9PS09BfGxXrQlGeZpkRrIaCA2V+XshCJiYkoKSkJQEWkNQwp8sn09DQaGhpw69Ytv9xfsC749zrOfLc/6GIa6FHRQmghoJYiISEBhYWFapdBEmBIkc8aGhowNjamdhl+IdtFXrZ61BYTE4PMzEwkJCSoXQqpjCFFPnvQSGoho4Hl/o24dH8GgwFJSUlYu3at2qWQyhhS5LOGhgaMjIzcc1pwMAJBpveFKLBWrFiBTZs2qV0GqYwhRT7r6enB5cuXMTQ0pFoNy2VkxDD+S0ht3bp12Zxzmh9DihaktrYWPT09apcRcu4OpWCPSmUMxaioKGzbtk3tMkhlDClakMbGRjidTrXLkNpiLvhqjBaCudbfYh6TsLAwZZafL6uZUGhiSNGCtLa2or+/X+0ypMaXp+Za7IrxERERKCkpQWRkZACqIi1gSNGCOJ1O9PT0qPq+FC0fOp0OGzZsgF6vV7sUUglDihZkcnISHR0duHbtmtql+I0QQml0f8F+jHQ6HUpKSmAwGIJ6XJIHQ4oWzOFwLPi7fmQOgdtL9/BlugcL9mOk0+nw8MMPIzY2VjPfRUb+xZCiBWtvb0dra+uCfochQItx+29m8+bNXH1imWJI0YI5HA5cvHgxZJZIIrnpdDqUlpYypJYphhQtmNfrxY0bN9Dc3Kx2KUsi68uPNNeGDRsQFxendhmkAoYULcrQ0JDmQ4ovP8rlfk8asrKykJyczAkUyxBDihbl5s2baGlpUbuMe5JhlCRDDQshW7131pOUlIS0tDSOppYhhhQtyu2R1PT0tHQXNyD4o6TFfD9VoCz2fKg9srz7+Hf/nJ2djbS0tGCWRBJgSNGijIyM4PLly6qs47fcQ/FB/Q/mEkfBPBe5ublIT08P2vFIDgwpWrTx8XFUV1cH/bhqP+NXm9r9D+aaf3cqKChAZmZm0I5HcmBI0aJNTEzg448/XtBXtBMtVlJSEux2O2w2m9qlUBAxpGjRJiYmcP78eQByvSdDc4XCE4bw8HBYrVZkZWWpXQoFEUOKFm16ehoOhwP9/f33/LZeIn+yWCzIzs5WuwwKIoYULZrX64XL5UJrayump6fVLofuI1RGtSkpKQypZYYhRUsihMDZs2cxOTmpdimaMN9Cu6HwUlywWCwWPPTQQ1xsdhlhSNGSeL1enDp1SoqQmu9iL1sAzLfQrr9GOYvpqwyPz0KmtBsMBlgsFmzcuDHQZZEkGFK0JEIIVFdXSxFS813sQ+VlLl8s9ttv1bbQKe1xcXHYsmVLIEsiiTCkaMlu3bqF+vp6DA8Pq10KhaC7R1exsbEcSS0jDClaMiEELly4AJfLpXYptAgPeolN7ZcE7x5dGY1GrF+/novNLhMMKfKLpqYmuN1utcugZcBgMMBqtSItLU2KlyspsBhS5BeNjY0YGhri56UeQO1RyXwedKGXMQgiIiKwceNGhIXxEhbqeIbJL1paWtDX14eJiYmgHG++qdxa4M8Lvi/91+Jj5Au9Xo+ysjKG1DLAM0x+09jYCIfD4dO+S714zjeVO5T4K1xC9THS6/XYsWMHQ2oZ4Bkmv2lpaUFHR4dP+9598QzmM34tjC58CZdQCqCFnpPw8HDk5OTAZrMhIiIiQFWRDBhS5DdtbW3o7u5e1O8G84IbShd3X8geykKIBZ8TnU6HiIgIFBcXIyoqKkCVkQwYUuQ3vb296O7u5iw/ycgeykupr7i4GCtWrPBjNSQbhhT5jdvtRk9PD3p7e4N2TNlHCaFMhseeI6nQx5Aiv+rp6cGlS5eCdrxgzpaT4aIsExlGaMXFxYiJiZGiFgoMhhT5VVdXF5qamtQuY1HU/LwQA3DhdDodLBYLcnJyEB8fr3Y5FCAMKfKrjo4OXLhwQe0yFDJc/H2pgSOBxdu0aRMsFovaZVCAMKTIr27duoWenh5cvHhR7VIABOfi/6AQWmwNvn5YV4YgVlNRURGSk5PVLoMCZMEhdfLkSXzhC1+A1WqFTqfDH//4x1nbn3nmGeWDlrfb5s2bZ+3j8Xiwf/9+JCYmIjo6Go8//viipy6TXIQQcLlcaGxs9GnfUBCoIPT1s1JLPb7Wz0NeXh4SExPVLoMCZMEhNTY2hsLCQrzxxhv33Ofzn/88+vr6lPb+++/P2n7gwAEcPXoUlZWVOH36NEZHR7F7927MzMwsvAcknZGREZ9CisgfzGYzUlNTERcXp3YpFAAL/qj2rl27sGvXrvvuc/vbM+fjcrnw85//HL/+9a/x2c9+FgDwn//5n0hLS8OHH36Iz33ucwstiSTjdrtx4cKFWc/Ql/sXEqrt9gdm5/vgrNbPg16vR2ZmJlavXo2Ghga1yyE/C8h7UidOnEBycjKys7Px7LPPor+/X9lWW1uLqakplJeXK7dZrVbk5+ejpqZm3vvzeDxwu92zGslrZGQEdXV18Hg8ALR/EfQHtV9Su30ObgdVsOsJ9PHWrFmDzMzMgB6D1OH3kNq1axd+85vf4KOPPsIPfvADnDt3Djt37lQuWE6nE5GRkXOmjJrNZjidznnvs6KiAiaTSWlpaWn+Lpv8SAiB8fFxVFdX++WrO0JhXT+ZglqNxXkDfbx169Zh3bp1AT0GqcPvIfXUU0/hb/7mb5Cfn48vfOEL+NOf/oTLly/jvffeu+/v3W/9rkOHDsHlcimtq6vL32WTn01NTeHUqVN+CanluK6fGiMvtUd7vpqvTrvdjnXr1sFoNKpQEQVSwKegp6SkICMjA+3t7QAAi8WCyclJDA0Nzdqvv78fZrN53vswGAyIjY2d1UhuU1NTOHv2rGYufLJRIyxlCegHma/O8PBwmM1m5OXlqVARBVLAQ2pwcBBdXV1ISUkBAJSUlECv16OqqkrZp6+vD83NzdiyZUugy6EgmZ6eRnNzM9xuN2dtUlAkJiYiNzdX7TLIzxY8u290dBSffvqp8rPD4UBDQwMSEhKQkJCAw4cP48tf/jJSUlJw7do1vPjii0hMTMSXvvQlAIDJZMK3vvUtHDx4EKtWrUJCQgJeeOEFFBQUKLP9SPuEEHA6nejs7ERMTAzCw8PVLolC3KpVqxhSoUgs0PHjxwWAOW3Pnj3i1q1bory8XCQlJQm9Xi/S09PFnj17RGdn56z7GB8fF/v27RMJCQkiKipK7N69e84+9+NyueatgU2+9h//8R9iaGjI53Pr9Xp93lcWWqx5KWTtr8vlEu+//76IiIhQ/e+ezffmcrnue151QmjvTQO32w2TyaR2GeSDZ555Bv/yL/8Cq9U663axiC+6CzV3Pwa3/ysu98dlKdra2vDXf/3XuHr1qtqlkI9cLtd95xlw7T4KqJMnT2JsbGzO7f6+EPvyXEvc9fkgtZ+fzfehWjUDSu3Hwx9iYmKwbds2tcsgP2JIUUB1dHTg6tWrAf8A9mLWuVtOI5a7A3o+gX48ghGCK1euRFlZWcCPQ8HDkKKAmpmZQUtLC27evKl2KX6h1dGG2qO02zUEWlRUFEpKSgJ+HAoehhQF3MWLFzE4OKh2GbQM6PV6pKenw2KxqB7K5B8MKQq4lpYWTYXU/UZLy/HCp6XRY3h4OIxGI/Lz8xERseBP2JCEGFIUcC0tLejv71f1Q70LudAuxyC6n0A+HnefF38EYlhYGEpLSxlSIYIhRQE3MjKCS5cuweFw+O0+fZkIcCcGj5wC8bUh4eHheOSRR6DX65d8X6Q+hhQFRVtbGy5fvjzvtoUGDiDHRACSU1hYGLZv344VK1aoXQr5AUOKguLTTz/FlStX5t0mW+Bo6T0YfwjES25LOb4/GAwGlJSUcDHqEMCQoqC4du0aHA4Hpqam1C7lgWQKTH+bLxDU/qZefx/v9pOeoqIifnVHCGBIUVAMDw+jp6cH169fV7sUWibWr1+PmJgYtcugJWJIUdAMDAygpaVF7TJCwmJfIgvlUeLdCgsLYTKZllWfQxFDioLm+vXruHDhgk/7Lrf3hRYq2Bde2dY99EVOTg5SU1OxcuVKtUuhJWBIUdD09fXh/PnzPl3g+Ow3cO43m/Je27S67mFRURHS09PVLoOWgCFFQTM0NIRLly7h+vXrmngmHqruN5syEDMt1TzXBQUFsNlsqh2flo4hRUEjhMDIyAjq6+vVLoWCSM1RV05OzpzvMiNtYUhRUI2PjzOkKGhSU1ORmprKz0tpGEOKgoohRYu1mJcNjUYjbDYbR1MaxpCioLp16xYaGhowPT29bN6X0mI/Zax5sS8bpqWlITs728/VULAwpCiopqen0d3djdbWVr+sii7jxfRuMs2E8/Xx8lfNi1mX0Z+EEMjIyEBubq5qNdDSMKQo6GZmZnDixAm/LJEkUwBogRpLHql5jnQ6HTIzM1FQUKBaDbQ0DCkKOq/Xi5qaGkxPT6tdirS0MELUiqioKFitVuTl5aldCi0CQ4qCzuv14vz588sqpBbzVSTkH2FhYYiPj8f69evVLoUWgSFFQSeEQHd3N3p7e+HxeNQuh5YBk8nEl/w0iiFFqvB4PGhsbMTY2FjAjyXDS2ccGakrLi4O69ev53nQIIYUqeb8+fNwu90BPw4vTBQXF4eioiJER0erXQotEEOKVFNTUwOXy6V2GZoiw6gwmPzZX4PBgG3btvFJi8YwpEg1586dw/Xr1/m+1AL44wKr9meXFsKfgWIwGPDII48wpDSGIUWqmZmZQWtrK5xOp9qlLCtqf3ZJDUIIREZGorS0dNn1XesYUqSqtrY2hlSIkXGUptPpEBERgZycHH5br8YwpEhVbW1tuH79utpl0DIQHh6O5ORk2O126PV6tcshHzGkSFWXL19Gb2+vX9bxWyoZRwBaJPsoZdOmTTAYDGqXQT5iSJGquru7ce3aNQwMDKhdivQX10BbDiGt0+lQVlaGFStWqF0K+YghRaq7cuUKmpqafN5/OVxMF8ofj0kwQ1rNGYbbt29nSGkIQ4pU19HRgdbWVgC+XWyX24jn7sdE9pD29RyqdR5TU1ORnZ0No9GoyvFpYRhSpLquri5cvnwZQPCfzWvB3Y/JfI+RTMEtUy13uz3Lr6CgAPHx8WqXQz5gSJHqhoaG0NXVhRs3bqhdCi0T+fn5iIuLU7sM8gFDilTn8XjQ39+P9vb2oB5X5mf8FFj5+fkcSWkEQ4qkMDQ0hPr6erXLoCXQysunwF9CKjExEWFhvATKjmeIpHDz5k188sknmrrQ0WxqjkwXOlswOjoaeXl5sNvtAayK/IEhRVIYHBzExx9/DEBbz8iXAy2cj8XMFszNzcXatWsDVBH5C0OKpDAzMwO3241PPvlE7VLoLqH63l12djZWr16tdhn0AAwpkobH40Ftba20z9xlrYsWx263IyMjA5GRkWqXQvfBkCJpTE1NSR1SFFri4uKQmpoKi8Widil0Hwwpksbk5CTq6+sxPT09K6iCHVr3Ol6ovuzli1B94pCcnIycnBy1y6D7YEiRNKampnDhwgXcvHkTXq9XuT3Q4RCqF2B/CtWATklJQX5+vtpl0H0wpEg61dXVmJiYCNrxfFl2iJZOxicDNpsNGzZsULsMuo8FhVRFRQU2bdoEo9GI5ORkPPHEE2hra5u1jxAChw8fhtVqRVRUFHbs2IGWlpZZ+3g8Huzfvx+JiYmIjo7G448/ju7u7qX3hjRPCIHTp08HNaQoOGQM//j4eGRnZyM1NVXtUugeFhRS1dXVeO6553DmzBlUVVVhenoa5eXlGBsbU/Z57bXX8Prrr+ONN97AuXPnYLFY8Nhjj2FkZETZ58CBAzh69CgqKytx+vRpjI6OYvfu3VJ88R2pSwiBc+fOwePxqF0K3UHtUVCgjh8WFobY2FgUFRUF5P7JD8QS9Pf3CwCiurpaCCGE1+sVFotFHDlyRNlnYmJCmEwm8dZbbwkhhBgeHhZ6vV5UVlYq+/T09IiwsDBx7Ngxn47rcrkEALYQbQkJCaK+vl5MTEws5c9TGl6vNyi/Q4vT3d0tXnrpJdX/7pdrc7lc9z0/S3pPyuVyAQASEhIAAA6HA06nE+Xl5co+BoMB27dvR01NDQCgtrYWU1NTs/axWq3Iz89X9qHl7ebNm7h69SpGR0fVLoWWgejoaI6kJLbokBJC4Pnnn8fWrVuV2TFOpxMAYDabZ+1rNpuVbU6nE5GRkXNWIL5zn7t5PB643e5ZjULbhQsXMDQ09MD9hIRvxt9JCDHrvRjh4xpz/nz/RvbHSG3R0dEoLCyEXq9XuxSax6JDat++fWhsbMTvfve7Odvu/g9293/U+dxvn4qKCphMJqWlpaUttmzSiPPnz2NgYOCB+8n4Zvyd5ps5GOyaZX+M1CSEQEREBMxmM/Ly8rgquoQWdUb279+Pd999F8ePH4fNZlNuv/3J7btHRP39/croymKxYHJycs6z5Dv3uduhQ4fgcrmU1tXVtZiySUPOnj3rU0hpFUc3cujt7cX//M//4Pvf/z5u3LjB8yKhiIXsLITA/v37cfToUZw4cWLOMvd2ux0WiwVVVVUoLi4G8JdVBKqrq/H9738fAFBSUgK9Xo+qqip85StfAQD09fWhubkZr7322rzHNRgMMBgMC+4cadfQ0BAuX76M3t5eWK1WtctZkvleJZB9dOPLqx9aMzU1hStXruDs2bOora1FU1MTenp6MDo6iomJCbjdboaUhBYUUs899xx++9vf4r/+679gNBqVEZPJZEJUVBR0Oh0OHDiAV199FVlZWcjKysKrr76KlStX4mtf+5qy77e+9S0cPHgQq1atQkJCAl544QUUFBTgs5/9rP97SJrk9Xrx6aefoqurS/qQetAFXYsXey3WfLfbE3DubB0dHejv78fAwACGhoYwPj4+a3UTks+CQurNN98EAOzYsWPW7W+//TaeeeYZAMB3v/tdjI+P4zvf+Q6GhoZQWlqKDz74AEajUdn/3/7t3xAREYGvfOUrGB8fx6OPPopf/OIXCA8PX1pvKKRcvXoV3d3dKC0tVbuU+wqFC7rWzczMYGRkBP39/XA6nejp6VFCqaurS2mcdKU9OqHB8a3b7YbJZFK7DAqwrKwsfOc738E//MM/MAhoFiEERkdHMTIygtHRUeW96tbWVjQ1NaG2thZXr17lKEkDXC4XYmNj77l9QSMpomD69NNP4XA44PF4sGLFCrXLCXkyvw/l9XoxMzOjNI/Hg/Pnz+P06dP45JNPUF9fj/7+frXLpABgSJG0hBDo6upCQ0MDNm/erHY5IU3mgAKAK1euoLa2dlbjS3fLA0OKpNbd3Y36+nqGVIDJFFAjIyPo6OhAXV0dPvnkE5w6dQodHR2YnJycNZqi5YEhRVJzOp1zVtGn0CGEgMfjQX19Perr69Hc3Iz29nY4nU6MjY1hZGQEIyMjXHB4GWNIkdQGBgbQ3t6OkZGRWTNESbt6enpmzbi7PYuzp6cHTqcTg4ODGB8fV7tMkgRDiqQ2Pj4Op9OJzs5O5OXlBfXYsr9PowUejwejo6O4efMmBgYG0N/fj/b2dly5ckX57NKVK1f4IVq6J4YUSW90dBR1dXVBDykG1MIIIeD1ejE+Po7x8XF4PB7cuHEDV69exYULF1BbW4szZ85geHiYU8PJZwwpkt7IyAjOnj2Lr3/962qXQv/n9sjn9qruQghMT0/j5s2bOHnypDI1/MqVK7h586bK1ZKWMaRIem63G6dPnw76cdV+uW++498OB1lGeefOncP58+dRV1eHuro6NDY2zgowoqViSJH0PB4POjo60N7ejjVr1gTt6xTUDoL5jq9mTTdu3MDly5dRX1+Ps2fP4uOPP1Zm3k1NTWFycpIv45HfMaRIEyYnJ1FbW4vVq1f7HFJqj4RkstDHYmZmBjdu3EBTUxMuXryIy5cvo6urC/39/RgeHsbNmzcxODjIUKKAY0iRJszMzKC2thZf+tKXfP4dBpTvPB4P+vr64HQ64XQ60dvbC4fDoSzS2t3djeHhYX5eiYKOIUWacDuk7rXSwHxf086Q+v/ufixuTw13u90YHh6G0+nEpUuX0NbWhsuXL6O9vR3d3d0qVUv0/zGkSBOmp6dRW1sLj8ejfHfZnYL5pYJaC0AhBGZmZjA1NYWpqSlMT0+jp6cHjY2NqK2tRU1NDc6fP8+lhkhKDCnSDLfbjfPnz6OsrAwxMTGq1SF7QN09q256ehqtra04ceKEEkjd3d186Y40gSFFmnL69Gnk5+cvOKS0NvpZiuvXr6Ourk5ZD6+hoQHd3d3wer1K4/Rw0gqGFGnKnR/qXUjwhGpATU1N4fr162hubsaFCxdw7tw5XLp0CaOjo8rKD+Pj45ienla7VKJFYUiRpjQ0NMDlcmFmZgbh4eFqlxN0MzMzcDgcuHTpkrL+XU9PDwYGBnDjxg04nU4MDQ1xpEQhgyFFmnL9+nV0dXVh7dq1MJlMapcTcG63G4ODgxgYGFAWaG1ra0NbWxuuXLmCa9euweVyqV0mUcAwpEhzWltbkZeXF3IhdXsG3vj4OG7duoXR0VFcvXoVFy9eREtLCy5evIiLFy9iZGRE7VKJgoYhRZrT2NiIrVu3IisrS+1SFu32y3F3TmZwu93o7OzE+fPncebMGZw8eRIdHR2cGk7LGkOKNKe2tha9vb1zbtfaDD6Px4Pq6mqcOnUKZ86cQXNzM65fv652WURSYUiR5ly5cgUOhwNDQ0OIj49Xbpc9oC5evIjGxkZcuHABDQ0NqKurw8TEhPIBW87AI5qLIUWa4/V6ce3aNVy9ehUlJSVqlzMvt9uNnp4eXLp0CU1NTWhoaEBPTw9cLhdGR0cxMjICt9utdplE0mNIkSZ1dnbC4XBIEVK3v43W4XDg2rVr6O7uVlpfXx+6urrQ2dmJW7ducWo40QIxpEiTurq64HA4VDv+8PAwhoeH4XK5MDQ0hN7e3llfa9HT08NZeER+wJAiTbodUlNTU9Dr9QE91szMDKanpzE5OQmPxwOPx4P6+no0NjaiqakJTU1NaGlpCWgNRMsVQ4o0yeVy4dq1a7hy5Qoeeughv93vnS/H3f73jRs30NrairNnz+LUqVOorq7mS3dEQcKQIs3q7+/HJ598suSQunPq+szMDHp6elBdXa2sGO5wOOByuSCEUBoRBQdDijTrxo0bqKurwze+8Y1F38fY2Biam5vR1NSE5uZmNDc34/Lly5iYmMDExAQ8Hg+mpqYYTEQqYUiRZg0ODqKpqWlBvzM0NASHw4H29nZlqaGBgQEMDQ0pbXR0NEAVE9FCMaRIs8bHx9HT04Oenh5YrdY5H+b1er0YGhpSpoJfv34dvb296OjogMPhUD4U7PV6VeoBET0IQ4o0y+v1YmRkBPX19bBarZiamsLY2JjS3G432tvbUVdXp0wPv379OiYnJ9UunYh8xJAiTZuYmMDHH3+M7du3w+l0oqGhQVl2qL6+ft41/ohIO3RCg+8Iu93ukPuaBlqciIgImM1mJCUlobm5mevfEWmMy+VCbGzsPbdzJEWaNj09jd7eXvT19fG9JaIQxJAizeNnl4hCV5jaBRAREd0LQ4qIiKTFkCIiImkxpIiISFoMKSIikhZDioiIpMWQIiIiaTGkiIhIWgwpIiKSFkOKiIikxZAiIiJpLSikKioqsGnTJhiNRiQnJ+OJJ55AW1vbrH2eeeYZ6HS6WW3z5s2z9vF4PNi/fz8SExMRHR2Nxx9/HN3d3UvvDRERhZQFhVR1dTWee+45nDlzBlVVVZienkZ5eTnGxsZm7ff5z38efX19Snv//fdnbT9w4ACOHj2KyspKnD59GqOjo9i9ezdmZmaW3iMiIgodYgn6+/sFAFFdXa3ctmfPHvHFL37xnr8zPDws9Hq9qKysVG7r6ekRYWFh4tixYz4d1+VyCQBsbGxsbBpvLpfrvtf7Jb0n5XK5AAAJCQmzbj9x4gSSk5ORnZ2NZ599Fv39/cq22tpaTE1Noby8XLnNarUiPz8fNTU1SymHiIhCzKK/T0oIgeeffx5bt25Ffn6+cvuuXbvwt3/7t8jIyIDD4cA//uM/YufOnaitrYXBYIDT6URkZCTi4+Nn3Z/ZbIbT6Zz3WB6PBx6PR/nZ7XYvtmwiItKQRYfUvn370NjYiNOnT8+6/amnnlL+nZ+fj40bNyIjIwPvvfcennzyyXvenxACOp1u3m0VFRV45ZVXFlsqERFp1KJe7tu/fz/effddHD9+HDab7b77pqSkICMjA+3t7QAAi8WCyclJDA0Nzdqvv78fZrN53vs4dOgQXC6X0rq6uhZTNhERacyCQkoIgX379uGdd97BRx99BLvd/sDfGRwcRFdXF1JSUgAAJSUl0Ov1qKqqUvbp6+tDc3MztmzZMu99GAwGxMbGzmpERLQM+DSd7v98+9vfFiaTSZw4cUL09fUp7datW0IIIUZGRsTBgwdFTU2NcDgc4vjx46KsrEykpqYKt9ut3M/evXuFzWYTH374oairqxM7d+4UhYWFYnp6mrP72NjY2JZRe9DsvgWF1L0O8vbbbwshhLh165YoLy8XSUlJQq/Xi/T0dLFnzx7R2dk5637Gx8fFvn37REJCgoiKihK7d++esw9Dio2NjS3024NCSvd/4aMpbrcbJpNJ7TKIiGiJXC7Xfd/C4dp9REQkLYYUERFJiyFFRETSYkgREZG0GFJERCQthhQREUmLIUVERNJiSBERkbQYUkREJC2GFBERSYshRURE0mJIERGRtBhSREQkLYYUERFJiyFFRETSYkgREZG0GFJERCQthhQREUmLIUVERNJiSBERkbQYUkREJC2GFBERSYshRURE0mJIERGRtBhSREQkLYYUERFJiyFFRETSYkgREZG0GFJERCQthhQREUmLIUVERNJiSBERkbQYUkREJC2GFBERSYshRURE0mJIERGRtBhSREQkLYYUERFJiyFFRETSYkgREZG0GFJERCQthhQREUmLIUVERNJiSBERkbQYUkREJC2GFBERSYshRURE0mJIERGRtBYUUm+++SbWr1+P2NhYxMbGoqysDH/605+U7UIIHD58GFarFVFRUdixYwdaWlpm3YfH48H+/fuRmJiI6OhoPP744+ju7vZPb4iIKLSIBXj33XfFe++9J9ra2kRbW5t48cUXhV6vF83NzUIIIY4cOSKMRqP4wx/+IJqamsRTTz0lUlJShNvtVu5j7969IjU1VVRVVYm6ujrxV3/1V6KwsFBMT0/7XIfL5RIA2NjY2Ng03lwu132v9wsKqfnEx8eLn/3sZ8Lr9QqLxSKOHDmibJuYmBAmk0m89dZbQgghhoeHhV6vF5WVlco+PT09IiwsTBw7dsznYzKk2NjY2EKjPSikFv2e1MzMDCorKzE2NoaysjI4HA44nU6Ul5cr+xgMBmzfvh01NTUAgNraWkxNTc3ax2q1Ij8/X9lnPh6PB263e1YjIqLQt+CQampqQkxMDAwGA/bu3YujR48iNzcXTqcTAGA2m2ftbzablW1OpxORkZGIj4+/5z7zqaiogMlkUlpaWtpCyyYiIg1acEitW7cODQ0NOHPmDL797W9jz549uHjxorJdp9PN2l8IMee2uz1on0OHDsHlcimtq6troWUTEZEGLTikIiMjsXbtWmzcuBEVFRUoLCzED3/4Q1gsFgCYMyLq7+9XRlcWiwWTk5MYGhq65z7zMRgMyozC242IiELfkj8nJYSAx+OB3W6HxWJBVVWVsm1ychLV1dXYsmULAKCkpAR6vX7WPn19fWhublb2ISIiUixkJt+hQ4fEyZMnhcPhEI2NjeLFF18UYWFh4oMPPhBC/GUKuslkEu+8845oamoSTz/99LxT0G02m/jwww9FXV2d2LlzJ6egs7GxsS3T5tcp6N/85jdFRkaGiIyMFElJSeLRRx9VAkoIIbxer3j55ZeFxWIRBoNBbNu2TTQ1Nc26j/HxcbFv3z6RkJAgoqKixO7du0VnZ+dCymBIsbGxsYVIe1BI6YQQAhrjdrthMpnULoOIiJbI5XLdd54B1+4jIiJpMaSIiEhaDCkiIpIWQ4qIiKTFkCIiImkxpIiISFoMKSIikhZDioiIpKXJkNLg54+JiGgeD7qeazKkRkZG1C6BiIj84EHXc00ui+T1etHW1obc3Fx0dXWF/Fd3uN1upKWlsa8hZLn0E2BfQ9VS+yqEwMjICKxWK8LC7j1eilhKkWoJCwtDamoqACyr75diX0PPcuknwL6GqqX01Zc1WDX5ch8RES0PDCkiIpKWZkPKYDDg5ZdfhsFgULuUgGNfQ89y6SfAvoaqYPVVkxMniIhoedDsSIqIiEIfQ4qIiKTFkCIiImkxpIiISFqaDKkf//jHsNvtWLFiBUpKSnDq1Cm1S1qyw4cPQ6fTzWoWi0XZLoTA4cOHYbVaERUVhR07dqClpUXFin138uRJfOELX4DVaoVOp8Mf//jHWdt96ZvH48H+/fuRmJiI6OhoPP744+ju7g5iL3zzoL4+88wzc87z5s2bZ+2jhb5WVFRg06ZNMBqNSE5OxhNPPIG2trZZ+4TKefWlr6FyXt98802sX79e+YBuWVkZ/vSnPynb1Tinmgup3//+9zhw4ABeeukl1NfX45FHHsGuXbvQ2dmpdmlLlpeXh76+PqU1NTUp21577TW8/vrreOONN3Du3DlYLBY89thjmljHcGxsDIWFhXjjjTfm3e5L3w4cOICjR4+isrISp0+fxujoKHbv3o2ZmZlgdcMnD+orAHz+85+fdZ7ff//9Wdu10Nfq6mo899xzOHPmDKqqqjA9PY3y8nKMjY0p+4TKefWlr0BonFebzYYjR47g/PnzOH/+PHbu3IkvfvGLShCpck6Fxjz88MNi7969s2576KGHxPe+9z2VKvKPl19+WRQWFs67zev1CovFIo4cOaLcNjExIUwmk3jrrbeCVKF/ABBHjx5Vfvalb8PDw0Kv14vKykpln56eHhEWFiaOHTsWtNoX6u6+CiHEnj17xBe/+MV7/o5W+9rf3y8AiOrqaiFEaJ/Xu/sqROieVyGEiI+PFz/72c9UO6eaGklNTk6itrYW5eXls24vLy9HTU2NSlX5T3t7O6xWK+x2O7761a/i6tWrAACHwwGn0zmr3waDAdu3b9d8v33pW21tLaampmbtY7VakZ+fr8n+nzhxAsnJycjOzsazzz6L/v5+ZZtW++pyuQAACQkJAEL7vN7d19tC7bzOzMygsrISY2NjKCsrU+2caiqkBgYGMDMzA7PZPOt2s9kMp9OpUlX+UVpail/96lf485//jJ/+9KdwOp3YsmULBgcHlb6FYr996ZvT6URkZCTi4+PvuY9W7Nq1C7/5zW/w0Ucf4Qc/+AHOnTuHnTt3wuPxANBmX4UQeP7557F161bk5+cDCN3zOl9fgdA6r01NTYiJiYHBYMDevXtx9OhR5ObmqnZONbkKuk6nm/WzEGLObVqza9cu5d8FBQUoKyvDmjVr8Mtf/lJ5AzYU+33bYvqmxf4/9dRTyr/z8/OxceNGZGRk4L333sOTTz55z9+Tua/79u1DY2MjTp8+PWdbqJ3Xe/U1lM7runXr0NDQgOHhYfzhD3/Anj17UF1drWwP9jnV1EgqMTER4eHhcxK5v79/TrprXXR0NAoKCtDe3q7M8gvFfvvSN4vFgsnJSQwNDd1zH61KSUlBRkYG2tvbAWivr/v378e7776L48ePw2azKbeH4nm9V1/no+XzGhkZibVr12Ljxo2oqKhAYWEhfvjDH6p2TjUVUpGRkSgpKUFVVdWs26uqqrBlyxaVqgoMj8eD1tZWpKSkwG63w2KxzOr35OQkqqurNd9vX/pWUlICvV4/a5++vj40Nzdrvv+Dg4Po6upCSkoKAO30VQiBffv24Z133sFHH30Eu90+a3sondcH9XU+Wj2v8xFCwOPxqHdOFzXdQkWVlZVCr9eLn//85+LixYviwIEDIjo6Wly7dk3t0pbk4MGD4sSJE+Lq1avizJkzYvfu3cJoNCr9OnLkiDCZTOKdd94RTU1N4umnnxYpKSnC7XarXPmDjYyMiPr6elFfXy8AiNdff13U19eLjo4OIYRvfdu7d6+w2Wziww8/FHV1dWLnzp2isLBQTE9Pq9Wted2vryMjI+LgwYOipqZGOBwOcfz4cVFWViZSU1M119dvf/vbwmQyiRMnToi+vj6l3bp1S9knVM7rg/oaSuf10KFD4uTJk8LhcIjGxkbx4osvirCwMPHBBx8IIdQ5p5oLKSGE+NGPfiQyMjJEZGSk2LBhw6ypoFr11FNPiZSUFKHX64XVahVPPvmkaGlpUbZ7vV7x8ssvC4vFIgwGg9i2bZtoampSsWLfHT9+XACY0/bs2SOE8K1v4+PjYt++fSIhIUFERUWJ3bt3i87OThV6c3/36+utW7dEeXm5SEpKEnq9XqSnp4s9e/bM6YcW+jpfHwGIt99+W9knVM7rg/oaSuf1m9/8pnJtTUpKEo8++qgSUEKoc075VR1ERCQtTb0nRUREywtDioiIpMWQIiIiaTGkiIhIWgwpIiKSFkOKiIikxZAiIiJpMaSIiEhaDCkiIpIWQ4qIiKTFkCIiImkxpIiISFr/Dx0rKPOAoalEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "cc784f63-7226-4c84-b623-61e422074a43",
   "metadata": {},
   "outputs": [],
   "source": [
    "square = scipy.ndimage.gaussian_filter(square, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "1b5f01f2-8d65-4580-954a-d3bef2bea8c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..1.0000000000000002].\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c950e6c10>"
      ]
     },
     "execution_count": 105,
     "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": [
    "plt.imshow(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "533c1cc3-39be-4abc-bbf8-34d7ab5cf117",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.float64(0.0), np.float64(1.0000000000000002))"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(square), np.max(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "67e4f1d2-d1e0-4e0d-9631-43ab1d449c2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "square[square > 1] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "d19c4824-3d74-4cd8-a636-a0c35656b0a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c95698e10>"
      ]
     },
     "execution_count": 108,
     "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": [
    "plt.imshow(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "6acdc3ad-46f9-44f5-bcb1-eefb082182f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "sx = scipy.ndimage.sobel(square, axis=0, mode='constant')\n",
    "sy = scipy.ndimage.sobel(square, axis=1, mode='constant')\n",
    "edges = np.hypot(sx, sy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "813c5806-6ea4-4e04-80f8-fdc7d0e5cf7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..1.590448210107325].\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c956eefd0>"
      ]
     },
     "execution_count": 110,
     "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": [
    "plt.imshow(edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "bc5edc41-0cf6-4299-b277-26fb89160eb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.5365501142892333..1.5365501142892315].\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c95b2d1d0>"
      ]
     },
     "execution_count": 111,
     "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": [
    "plt.imshow(sx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "4991f895-49e0-474b-ae4d-700fcfa8a040",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.5365501142892335..1.5365501142892328].\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17c95b7f390>"
      ]
     },
     "execution_count": 112,
     "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": [
    "plt.imshow(sy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2f199cc-96a7-47f2-a25e-f4e55916cb6f",
   "metadata": {},
   "source": [
    "## Scikit-learn, basic machine learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "615a16ea-e778-4e3d-8654-00b473949e13",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "5932843c-53fc-4a6d-974a-1c81e08731b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "1aea66bc-c6e6-4904-928e-3fc7eba69833",
   "metadata": {},
   "outputs": [],
   "source": [
    "twenty_train = fetch_20newsgroups(\n",
    "    subset=\"train\",\n",
    "    categories=['alt.atheism', 'soc.religion.christian', 'comp.graphics', 'sci.med'],\n",
    "    shuffle=True, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "1f14d045-d093-4105-b9b4-2a4c3ec3e5f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sklearn.utils._bunch.Bunch"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(twenty_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "3a94f57b-8893-4f1c-92b8-50cf2466efa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isinstance(twenty_train, dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "86aba4cd-41d9-406d-97a5-968dc5bea510",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['data', 'filenames', 'target_names', 'target', 'DESCR'])"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twenty_train.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "7a7c9265-b99c-4646-b6a7-1b63f3f30d2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".. _20newsgroups_dataset:\n",
      "\n",
      "The 20 newsgroups text dataset\n",
      "------------------------------\n",
      "\n",
      "The 20 newsgroups dataset comprises around 18000 newsgroups posts on\n",
      "20 topics split in two subsets: one for training (or development)\n",
      "and the other one for testing (or for performance evaluation). The split\n",
      "between the train and test set is based upon a messages posted before\n",
      "and after a specific date.\n",
      "\n",
      "This module contains two loaders. The first one,\n",
      ":func:`sklearn.datasets.fetch_20newsgroups`,\n",
      "returns a list of the raw texts that can be fed to text feature\n",
      "extractors such as :class:`~sklearn.feature_extraction.text.CountVectorizer`\n",
      "with custom parameters so as to extract feature vectors.\n",
      "The second one, :func:`sklearn.datasets.fetch_20newsgroups_vectorized`,\n",
      "returns ready-to-use features, i.e., it is not necessary to use a feature\n",
      "extractor.\n",
      "\n",
      "**Data Set Characteristics:**\n",
      "\n",
      "=================   ==========\n",
      "Classes                     20\n",
      "Samples total            18846\n",
      "Dimensionality               1\n",
      "Features                  text\n",
      "=================   ==========\n",
      "\n",
      ".. dropdown:: Usage\n",
      "\n",
      "  The :func:`sklearn.datasets.fetch_20newsgroups` function is a data\n",
      "  fetching / caching functions that downloads the data archive from\n",
      "  the original `20 newsgroups website <http://people.csail.mit.edu/jrennie/20Newsgroups/>`__,\n",
      "  extracts the archive contents\n",
      "  in the ``~/scikit_learn_data/20news_home`` folder and calls the\n",
      "  :func:`sklearn.datasets.load_files` on either the training or\n",
      "  testing set folder, or both of them::\n",
      "\n",
      "    >>> from sklearn.datasets import fetch_20newsgroups\n",
      "    >>> newsgroups_train = fetch_20newsgroups(subset='train')\n",
      "\n",
      "    >>> from pprint import pprint\n",
      "    >>> pprint(list(newsgroups_train.target_names))\n",
      "    ['alt.atheism',\n",
      "     'comp.graphics',\n",
      "     'comp.os.ms-windows.misc',\n",
      "     'comp.sys.ibm.pc.hardware',\n",
      "     'comp.sys.mac.hardware',\n",
      "     'comp.windows.x',\n",
      "     'misc.forsale',\n",
      "     'rec.autos',\n",
      "     'rec.motorcycles',\n",
      "     'rec.sport.baseball',\n",
      "     'rec.sport.hockey',\n",
      "     'sci.crypt',\n",
      "     'sci.electronics',\n",
      "     'sci.med',\n",
      "     'sci.space',\n",
      "     'soc.religion.christian',\n",
      "     'talk.politics.guns',\n",
      "     'talk.politics.mideast',\n",
      "     'talk.politics.misc',\n",
      "     'talk.religion.misc']\n",
      "\n",
      "  The real data lies in the ``filenames`` and ``target`` attributes. The target\n",
      "  attribute is the integer index of the category::\n",
      "\n",
      "    >>> newsgroups_train.filenames.shape\n",
      "    (11314,)\n",
      "    >>> newsgroups_train.target.shape\n",
      "    (11314,)\n",
      "    >>> newsgroups_train.target[:10]\n",
      "    array([ 7,  4,  4,  1, 14, 16, 13,  3,  2,  4])\n",
      "\n",
      "  It is possible to load only a sub-selection of the categories by passing the\n",
      "  list of the categories to load to the\n",
      "  :func:`sklearn.datasets.fetch_20newsgroups` function::\n",
      "\n",
      "    >>> cats = ['alt.atheism', 'sci.space']\n",
      "    >>> newsgroups_train = fetch_20newsgroups(subset='train', categories=cats)\n",
      "\n",
      "    >>> list(newsgroups_train.target_names)\n",
      "    ['alt.atheism', 'sci.space']\n",
      "    >>> newsgroups_train.filenames.shape\n",
      "    (1073,)\n",
      "    >>> newsgroups_train.target.shape\n",
      "    (1073,)\n",
      "    >>> newsgroups_train.target[:10]\n",
      "    array([0, 1, 1, 1, 0, 1, 1, 0, 0, 0])\n",
      "\n",
      ".. dropdown:: Converting text to vectors\n",
      "\n",
      "  In order to feed predictive or clustering models with the text data,\n",
      "  one first need to turn the text into vectors of numerical values suitable\n",
      "  for statistical analysis. This can be achieved with the utilities of the\n",
      "  ``sklearn.feature_extraction.text`` as demonstrated in the following\n",
      "  example that extract `TF-IDF <https://en.wikipedia.org/wiki/Tf-idf>`__ vectors\n",
      "  of unigram tokens from a subset of 20news::\n",
      "\n",
      "    >>> from sklearn.feature_extraction.text import TfidfVectorizer\n",
      "    >>> categories = ['alt.atheism', 'talk.religion.misc',\n",
      "    ...               'comp.graphics', 'sci.space']\n",
      "    >>> newsgroups_train = fetch_20newsgroups(subset='train',\n",
      "    ...                                       categories=categories)\n",
      "    >>> vectorizer = TfidfVectorizer()\n",
      "    >>> vectors = vectorizer.fit_transform(newsgroups_train.data)\n",
      "    >>> vectors.shape\n",
      "    (2034, 34118)\n",
      "\n",
      "  The extracted TF-IDF vectors are very sparse, with an average of 159 non-zero\n",
      "  components by sample in a more than 30000-dimensional space\n",
      "  (less than .5% non-zero features)::\n",
      "\n",
      "    >>> vectors.nnz / float(vectors.shape[0])\n",
      "    159.01327...\n",
      "\n",
      "  :func:`sklearn.datasets.fetch_20newsgroups_vectorized` is a function which\n",
      "  returns ready-to-use token counts features instead of file names.\n",
      "\n",
      ".. dropdown:: Filtering text for more realistic training\n",
      "\n",
      "  It is easy for a classifier to overfit on particular things that appear in the\n",
      "  20 Newsgroups data, such as newsgroup headers. Many classifiers achieve very\n",
      "  high F-scores, but their results would not generalize to other documents that\n",
      "  aren't from this window of time.\n",
      "\n",
      "  For example, let's look at the results of a multinomial Naive Bayes classifier,\n",
      "  which is fast to train and achieves a decent F-score::\n",
      "\n",
      "    >>> from sklearn.naive_bayes import MultinomialNB\n",
      "    >>> from sklearn import metrics\n",
      "    >>> newsgroups_test = fetch_20newsgroups(subset='test',\n",
      "    ...                                      categories=categories)\n",
      "    >>> vectors_test = vectorizer.transform(newsgroups_test.data)\n",
      "    >>> clf = MultinomialNB(alpha=.01)\n",
      "    >>> clf.fit(vectors, newsgroups_train.target)\n",
      "    MultinomialNB(alpha=0.01, class_prior=None, fit_prior=True)\n",
      "\n",
      "    >>> pred = clf.predict(vectors_test)\n",
      "    >>> metrics.f1_score(newsgroups_test.target, pred, average='macro')\n",
      "    0.88213...\n",
      "\n",
      "  (The example :ref:`sphx_glr_auto_examples_text_plot_document_classification_20newsgroups.py` shuffles\n",
      "  the training and test data, instead of segmenting by time, and in that case\n",
      "  multinomial Naive Bayes gets a much higher F-score of 0.88. Are you suspicious\n",
      "  yet of what's going on inside this classifier?)\n",
      "\n",
      "  Let's take a look at what the most informative features are:\n",
      "\n",
      "    >>> import numpy as np\n",
      "    >>> def show_top10(classifier, vectorizer, categories):\n",
      "    ...     feature_names = vectorizer.get_feature_names_out()\n",
      "    ...     for i, category in enumerate(categories):\n",
      "    ...         top10 = np.argsort(classifier.coef_[i])[-10:]\n",
      "    ...         print(\"%s: %s\" % (category, \" \".join(feature_names[top10])))\n",
      "    ...\n",
      "    >>> show_top10(clf, vectorizer, newsgroups_train.target_names)\n",
      "    alt.atheism: edu it and in you that is of to the\n",
      "    comp.graphics: edu in graphics it is for and of to the\n",
      "    sci.space: edu it that is in and space to of the\n",
      "    talk.religion.misc: not it you in is that and to of the\n",
      "\n",
      "\n",
      "  You can now see many things that these features have overfit to:\n",
      "\n",
      "  - Almost every group is distinguished by whether headers such as\n",
      "    ``NNTP-Posting-Host:`` and ``Distribution:`` appear more or less often.\n",
      "  - Another significant feature involves whether the sender is affiliated with\n",
      "    a university, as indicated either by their headers or their signature.\n",
      "  - The word \"article\" is a significant feature, based on how often people quote\n",
      "    previous posts like this: \"In article [article ID], [name] <[e-mail address]>\n",
      "    wrote:\"\n",
      "  - Other features match the names and e-mail addresses of particular people who\n",
      "    were posting at the time.\n",
      "\n",
      "  With such an abundance of clues that distinguish newsgroups, the classifiers\n",
      "  barely have to identify topics from text at all, and they all perform at the\n",
      "  same high level.\n",
      "\n",
      "  For this reason, the functions that load 20 Newsgroups data provide a\n",
      "  parameter called **remove**, telling it what kinds of information to strip out\n",
      "  of each file. **remove** should be a tuple containing any subset of\n",
      "  ``('headers', 'footers', 'quotes')``, telling it to remove headers, signature\n",
      "  blocks, and quotation blocks respectively.\n",
      "\n",
      "    >>> newsgroups_test = fetch_20newsgroups(subset='test',\n",
      "    ...                                      remove=('headers', 'footers', 'quotes'),\n",
      "    ...                                      categories=categories)\n",
      "    >>> vectors_test = vectorizer.transform(newsgroups_test.data)\n",
      "    >>> pred = clf.predict(vectors_test)\n",
      "    >>> metrics.f1_score(pred, newsgroups_test.target, average='macro')\n",
      "    0.77310...\n",
      "\n",
      "  This classifier lost over a lot of its F-score, just because we removed\n",
      "  metadata that has little to do with topic classification.\n",
      "  It loses even more if we also strip this metadata from the training data:\n",
      "\n",
      "    >>> newsgroups_train = fetch_20newsgroups(subset='train',\n",
      "    ...                                       remove=('headers', 'footers', 'quotes'),\n",
      "    ...                                       categories=categories)\n",
      "    >>> vectors = vectorizer.fit_transform(newsgroups_train.data)\n",
      "    >>> clf = MultinomialNB(alpha=.01)\n",
      "    >>> clf.fit(vectors, newsgroups_train.target)\n",
      "    MultinomialNB(alpha=0.01, class_prior=None, fit_prior=True)\n",
      "\n",
      "    >>> vectors_test = vectorizer.transform(newsgroups_test.data)\n",
      "    >>> pred = clf.predict(vectors_test)\n",
      "    >>> metrics.f1_score(newsgroups_test.target, pred, average='macro')\n",
      "    0.76995...\n",
      "\n",
      "  Some other classifiers cope better with this harder version of the task. Try the\n",
      "  :ref:`sphx_glr_auto_examples_model_selection_plot_grid_search_text_feature_extraction.py`\n",
      "  example with and without the `remove` option to compare the results.\n",
      "\n",
      ".. rubric:: Data Considerations\n",
      "\n",
      "The Cleveland Indians is a major league baseball team based in Cleveland,\n",
      "Ohio, USA. In December 2020, it was reported that \"After several months of\n",
      "discussion sparked by the death of George Floyd and a national reckoning over\n",
      "race and colonialism, the Cleveland Indians have decided to change their\n",
      "name.\" Team owner Paul Dolan \"did make it clear that the team will not make\n",
      "its informal nickname -- the Tribe -- its new team name.\" \"It's not going to\n",
      "be a half-step away from the Indians,\" Dolan said.\"We will not have a Native\n",
      "American-themed name.\"\n",
      "\n",
      "https://www.mlb.com/news/cleveland-indians-team-name-change\n",
      "\n",
      ".. rubric:: Recommendation\n",
      "\n",
      "- When evaluating text classifiers on the 20 Newsgroups data, you\n",
      "  should strip newsgroup-related metadata. In scikit-learn, you can do this\n",
      "  by setting ``remove=('headers', 'footers', 'quotes')``. The F-score will be\n",
      "  lower because it is more realistic.\n",
      "- This text dataset contains data which may be inappropriate for certain NLP\n",
      "  applications. An example is listed in the \"Data Considerations\" section\n",
      "  above. The challenge with using current text datasets in NLP for tasks such\n",
      "  as sentence completion, clustering, and other applications is that text\n",
      "  that is culturally biased and inflammatory will propagate biases. This\n",
      "  should be taken into consideration when using the dataset, reviewing the\n",
      "  output, and the bias should be documented.\n",
      "\n",
      ".. rubric:: Examples\n",
      "\n",
      "* :ref:`sphx_glr_auto_examples_model_selection_plot_grid_search_text_feature_extraction.py`\n",
      "* :ref:`sphx_glr_auto_examples_text_plot_document_classification_20newsgroups.py`\n",
      "* :ref:`sphx_glr_auto_examples_text_plot_hashing_vs_dict_vectorizer.py`\n",
      "* :ref:`sphx_glr_auto_examples_text_plot_document_clustering.py`\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(twenty_train.DESCR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "42cfeb01-bd2a-438a-9640-f3d5a41813c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2257"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(twenty_train.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "3bf31d39-a945-4872-b16e-e3717725f735",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "From: sd345@city.ac.uk (Michael Collier)\n",
      "Subject: Converting images to HP LaserJet III?\n",
      "Nntp-Posting-Host: hampton\n",
      "Organization: The City University\n",
      "Lines: 14\n",
      "\n",
      "Does anyone know of a good way (standard PC application/PD utility) to\n",
      "convert tif/img/tga files into LaserJet III format.  We would also like to\n",
      "do the same, converting to HPGL (HP plotter) files.\n",
      "\n",
      "Please email any response.\n",
      "\n",
      "Is this the correct group?\n",
      "\n",
      "Thanks in advance.  Michael.\n",
      "-- \n",
      "Michael Collier (Programmer)                 The Computer Unit,\n",
      "Email: M.P.Collier@uk.ac.city                The City University,\n",
      "Tel: 071 477-8000 x3769                      London,\n",
      "Fax: 071 477-8565                            EC1V 0HB.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(twenty_train.data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "ecb93bf2-f9c7-4d7f-a033-201ef324cb37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.str_('C:/Users/nickie/scikit_learn_data/20news_home/20news-bydate-train/comp.graphics/38440')"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twenty_train.filenames[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "abf3d8c7-f14c-4fb0-a300-474720670118",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['alt.atheism', 'comp.graphics', 'sci.med', 'soc.religion.christian']"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twenty_train.target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "ee626d23-a431-41c3-a88e-c0f0b209c785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(1)"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twenty_train.target[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "6db88501-613b-45fa-92f6-2f5e3649be2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(3)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twenty_train.target[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "83612331-85c3-4526-af90-473661f5de14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "From: djohnson@cs.ucsd.edu (Darin Johnson)\n",
      "Subject: Re: harrassed at work, could use some prayers\n",
      "Organization: =CSE Dept., U.C. San Diego\n",
      "Lines: 63\n",
      "\n",
      "(Well, I'll email also, but this may apply to other people, so\n",
      "I'll post also.)\n",
      "\n",
      ">I've been working at this company for eight years in various\n",
      ">engineering jobs.  I'm female.  Yesterday I counted and realized that\n",
      ">on seven different occasions I've been sexually harrassed at this\n",
      ">company.\n",
      "\n",
      ">I dreaded coming back to work today.  What if my boss comes in to ask\n",
      ">me some kind of question...\n",
      "\n",
      "Your boss should be the person bring these problems to.  If he/she\n",
      "does not seem to take any action, keep going up higher and higher.\n",
      "Sexual harrassment does not need to be tolerated, and it can be an\n",
      "enormous emotional support to discuss this with someone and know that\n",
      "they are trying to do something about it.  If you feel you can not\n",
      "discuss this with your boss, perhaps your company has a personnel\n",
      "department that can work for you while preserving your privacy.  Most\n",
      "companies will want to deal with this problem because constant anxiety\n",
      "does seriously affect how effectively employees do their jobs.\n",
      "\n",
      "It is unclear from your letter if you have done this or not.  It is\n",
      "not inconceivable that management remains ignorant of employee\n",
      "problems/strife even after eight years (it's a miracle if they do\n",
      "notice).  Perhaps your manager did not bring to the attention of\n",
      "higher ups?  If the company indeed does seem to want to ignore the\n",
      "entire problem, there may be a state agency willing to fight with\n",
      "you.  (check with a lawyer, a women's resource center, etc to find out)\n",
      "\n",
      "You may also want to discuss this with your paster, priest, husband,\n",
      "etc.  That is, someone you know will not be judgemental and that is\n",
      "supportive, comforting, etc.  This will bring a lot of healing.\n",
      "\n",
      ">So I returned at 11:25, only to find that ever single\n",
      ">person had already left for lunch.  They left at 11:15 or so.  No one\n",
      ">could be bothered to call me at the other building, even though my\n",
      ">number was posted.\n",
      "\n",
      "This happens to a lot of people.  Honest.  I believe it may seem\n",
      "to be due to gross insensitivity because of the feelings you are\n",
      "going through.  People in offices tend to be more insensitive while\n",
      "working than they normally are (maybe it's the hustle or stress or...)\n",
      "I've had this happen to me a lot, often because they didn't realize\n",
      "my car was broken, etc.  Then they will come back and wonder why I\n",
      "didn't want to go (this would tend to make me stop being angry at\n",
      "being ignored and make me laugh).  Once, we went off without our\n",
      "boss, who was paying for the lunch :-)\n",
      "\n",
      ">For this\n",
      ">reason I hope good Mr. Moderator allows me this latest indulgence.\n",
      "\n",
      "Well, if you can't turn to the computer for support, what would\n",
      "we do?  (signs of the computer age :-)\n",
      "\n",
      "In closing, please don't let the hateful actions of a single person\n",
      "harm you.  They are doing it because they are still the playground\n",
      "bully and enjoy seeing the hurt they cause.  And you should not\n",
      "accept the opinions of an imbecile that you are worthless - much\n",
      "wiser people hold you in great esteem.\n",
      "-- \n",
      "Darin Johnson\n",
      "djohnson@ucsd.edu\n",
      "  - Luxury!  In MY day, we had to make do with 5 bytes of swap...\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(twenty_train.data[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "bfce33f6-6647-4b1b-844b-dcfad3abd8a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "twenty_test = fetch_20newsgroups(\n",
    "    subset=\"test\",\n",
    "    categories=['alt.atheism', 'soc.religion.christian', 'comp.graphics', 'sci.med'],\n",
    "    shuffle=True, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "24709bd6-448d-4691-9b16-8c06c848bdcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1502"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(twenty_test.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "6ffb7345-7085-4d81-9c82-d98398da3563",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "204adc4c-e036-4d1f-bb13-2ed8e8323629",
   "metadata": {},
   "outputs": [],
   "source": [
    "v = CountVectorizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "30eb2e1f-c375-41c5-81bc-6bbefd1b8783",
   "metadata": {},
   "outputs": [],
   "source": [
    "tdm = v.fit_transform([\n",
    "    'This is the first document.',\n",
    "    'This document is the second document.',\n",
    "    'And this is the third one.',\n",
    "    'Is this the first document?',\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "dd4bf36f-f975-4dce-98f5-b252f8737e9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['and', 'document', 'first', 'is', 'one', 'second', 'the', 'third',\n",
       "       'this'], dtype=object)"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v.get_feature_names_out()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "4c23cb67-3f51-45f5-b332-560cb82425da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "scipy.sparse._csr.csr_matrix"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tdm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "96e8cfb1-7c47-4e5d-ac98-560ae7a09813",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 1, 1, 0, 0, 1, 0, 1],\n",
       "       [0, 2, 0, 1, 0, 1, 1, 0, 1],\n",
       "       [1, 0, 0, 1, 1, 0, 1, 1, 1],\n",
       "       [0, 1, 1, 1, 0, 0, 1, 0, 1]])"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdm.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "d5e688be-073f-4520-a97d-1553d7108fd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = TfidfTransformer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "d49d8a40-86fb-4ad7-b71e-1b9da0dff312",
   "metadata": {},
   "outputs": [],
   "source": [
    "tf_idf = t.fit_transform(tdm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "b4beaa6c-6762-4fba-b630-c2ca6c034dd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.91629073, 1.22314355, 1.51082562, 1.        , 1.91629073,\n",
       "       1.91629073, 1.        , 1.91629073, 1.        ])"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.idf_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "189305a1-ea65-4de4-948d-7d23490aa6e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        , 0.46979139, 0.58028582, 0.38408524, 0.        ,\n",
       "        0.        , 0.38408524, 0.        , 0.38408524],\n",
       "       [0.        , 0.6876236 , 0.        , 0.28108867, 0.        ,\n",
       "        0.53864762, 0.28108867, 0.        , 0.28108867],\n",
       "       [0.51184851, 0.        , 0.        , 0.26710379, 0.51184851,\n",
       "        0.        , 0.26710379, 0.51184851, 0.26710379],\n",
       "       [0.        , 0.46979139, 0.58028582, 0.38408524, 0.        ,\n",
       "        0.        , 0.38408524, 0.        , 0.38408524]])"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf_idf.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "02d35ffd-248f-4510-a07b-b949ce77cc38",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_classify_pipeline = Pipeline([\n",
    "    (\"vect\", CountVectorizer()),\n",
    "    (\"tfidf\", TfidfTransformer()),\n",
    "    ('clf', SGDClassifier(loss='hinge', penalty='l2'))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "59a8be45-3665-43b2-a02a-d40d9ea196f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameters = {\n",
    "    'vect__ngram_range' :[(1, 1), (1, 2)],\n",
    "    'tfidf__use_idf' : (True, False),\n",
    "    'clf__alpha' : (1e-2, 1e-3)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "37c969d4-aacc-41e6-8348-541973085073",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "6d5c34c9-0492-46f1-8818-10d76cb7140c",
   "metadata": {},
   "outputs": [],
   "source": [
    "gs_clf = GridSearchCV(text_classify_pipeline, parameters, cv=5, n_jobs=-1)\n",
    "gs_clf = gs_clf.fit(twenty_train.data, twenty_train.target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "c9ef5c98-a70c-449f-8809-738cbb3822f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(0.9672124874909247)"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gs_clf.best_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "548f97bd-1083-4dd6-990e-b0ffa3d98005",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clf__alpha: 0.001\n",
      "tfidf__use_idf: True\n",
      "vect__ngram_range: (1, 1)\n"
     ]
    }
   ],
   "source": [
    "for param in sorted(parameters.keys()):\n",
    "  print(\"{}: {}\".format(param, gs_clf.best_params_[param]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "1db67ca5-1d6f-4513-ae12-13432203f6cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_pipeline = Pipeline([\n",
    "    (\"vect\", CountVectorizer(ngram_range=(1,1))),\n",
    "    (\"tfidf\", TfidfTransformer(use_idf=True)),\n",
    "    ('clf', SGDClassifier(loss='hinge', penalty='l2', alpha=0.001))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "1df12041-6b85-4d98-ae24-68bfe4ad3375",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_pipeline = final_pipeline.fit(twenty_train.data, twenty_train.target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "925e88e7-62bf-4f33-b5dd-4021801aadfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9127829560585885"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_pipeline.score(twenty_test.data, twenty_test.target)"
   ]
  }
 ],
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