diff --git a/your-code/figures/scatter_plots.png b/your-code/figures/scatter_plots.png new file mode 100644 index 0000000..7539a72 Binary files /dev/null and b/your-code/figures/scatter_plots.png differ diff --git a/your-code/figures/steps_and_activity.png b/your-code/figures/steps_and_activity.png new file mode 100644 index 0000000..e1810f8 Binary files /dev/null and b/your-code/figures/steps_and_activity.png differ diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..8452063 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,12 +11,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", - "import numpy as np" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n" ] }, { @@ -30,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -53,11 +54,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.figure(figsize=(10,5)) \n", + "plt.plot(x,y, linestyle='-.', label = 'legend')\n", + "\n", + "plt.xlabel('x label')\n", + "plt.ylabel('y label')\n", + "\n", + "plt.plot(x,z, label= 'legend 2', c=\"orange\")\n", + "\n", + "plt.title(\"My lab plot\", fontsize=15, fontweight='bold')\n", + "plt.legend()\n", + "\n", + "plt.grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -69,11 +96,54 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "# Method 2\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2\n", + "\n", + "plt.figure(figsize=(10,5))\n", + "fig, [ax1, ax2] = plt.subplots(1,2)\n", + "\n", + "ax1.plot(x,y, linestyle=\":\", label= \"label 1\" )\n", + "ax1.set_title('Plot 1', fontsize=15, fontweight='bold')\n", + "ax1.set_xlabel('axis x')\n", + "ax1.set_ylabel('axis y')\n", + "ax1.legend()\n", + "\n", + "ax2.plot(x,z, '--', c='orange', label='label 2')\n", + "ax2.set_title('Plot 2',fontsize=15, fontweight='bold')\n", + "ax2.set_xlabel('axis x')\n", + "ax2.set_ylabel('axis z')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -88,11 +158,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2\n", + "\n", + "plt.figure(figsize=(10,5 ))\n", + "fig, [ax1, ax2] = plt.subplots(1,2)\n", + "\n", + "ax1.plot(x,y, linestyle=\":\", label= \"label 1\" )\n", + "ax1.set_title('Plot 1', c=\"blue\", fontsize=15, fontweight='bold')\n", + "ax1.set_xlabel('axis x')\n", + "ax1.set_ylabel('axis y')\n", + "ax1.legend()\n", + "\n", + "ax2.plot(x,z, '--', c='orange', label='label 2')\n", + "ax2.set_title('Plot 2', c='orange', fontsize=15, fontweight='bold')\n", + "ax2.set_xlabel('axis x')\n", + "ax2.set_ylabel('axis z')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -105,11 +216,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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obv0+jUDj4+Nls9m8o8TqFBcXNxhNBgAAAAAAYLZjx/6rzZsvk8dzQrGxl2nAgFdCPhgLNT4Nx8LDw5WWltZgXmpOTo5GjRrly4cCAAAAAAA4K8ePb9TmzRnyeCrUqdMPNWjQP2S1hptdFtpYi6dVlpeXa+fOnd7t/Px85ebmKjY2VsnJycrKytKUKVM0YsQIjRw5UosWLVJBQYFmzpzp08IBAAAAAADOVHn5Vn3+ebrc7mPq0OFCpaYuk80WYXZZMEGLw7H169dr3Lhx3u26RfGnTZumxYsXa/LkySotLdUDDzygwsJCpaamasWKFerRo4fvqgYAAAAAADhDFRVf6PPPL1ZNTanatz9fgwf/WzZbtNllwSQtDsfGjh0rwzBOuU9mZqYyMzPPuCgAAAAAAIDWUFn5lT7/fLxcrmK1azdMQ4asVFhYjNllwUSh952kAAAAAAAgJJ04sVuffz5e1dWFio4erCFDcmS3dzK7LJiMcAwAAAAAAAS9Eyf2KDd3nJzO/YqK6q+hQ99TeHi82WXBDxCOAQAAAACAoFZVtVeffz5OTmeBIiP7aejQDxQe3tnssuAnCMcAAAAAAEDQqqrap9zc8aqq2qPIyL4aNuxDORxdzS4LfoRwDAAAAAAABKXaYGysqqp2KyKit4YO/UAOR6LZZcHPEI4BAAAAAICgUz8Y66Vhwz5URER3s8uCHyIcAwAAAAAAQaVhMPaRIiKSzC4LfopwDAAAAAAABI2qqr3Kzb2IYAzNFmZ2AQAAAAAAAL5w4kS+cnPHyencq4iI3ienUhKM4dQIxwAAAAAAQMA7cWLXyWBs37e+lbKb2WUhABCOAQAAAACAgFZZuUO5ueNVXX1AUVH9T34rZVezy0KAIBwDAAAAAAABq6Jim3JzL5bLdUhRUQM1dOj7cji6mF0WAgjhGAAAAAAACEjl5Z/r889/KJerRNHRQzV0aI7Cw88xuywEGMIxAAAAAAAQcMrKPtPmzZeopuaI2rVL09Chq2S3x5pdFgIQ4RgAAAAAAAgoR49+rC1bLpXbfVwxMd/XkCHvKiysg9llIUBZzS4AAAAAAACguQ4ffk+bN18it/u4OnYcqyFDVhGM4awwcgwAAAAAAASEkpJ3tG3b1TIMp2Jjf6RBg/4pmy3K7LIQ4Bg5BgAAAAAA/N6hQ29o27YrZBhOxcdPUmrqMoIx+AThGAAAAAAA8GsHDy7S9u3XyzBq1LnzDRo48O+yWh1ml4UgQTgGAAAAAAD81r59f9aOHbdKMpSYOFMDBvxNVqvd7LIQRAjHAAAAAACA3zEMQ7t336ddu+6RJCUl/Vp9+y6QxUKUAd9iQX4AAAAAAOBXDMOjr766XQcPLpQkpaQ8rB495phcFYIV4RgAAAAAAPAbHk+1vvjiJhUXvy7Jon79Fiox8Vazy0IQIxwDAAAAAAB+we2u0LZtV+vw4XdlsYRpwIBX1LnzZLPLQpAjHAMAAAAAAKZzuUq1efNlOn78/8lqjdKgQf9QXFyG2WUhBBCOAQAAAAAAU1VV7dfmzemqrNyusLBOGjz43+rQYaTZZSFEEI4BAAAAAADTVFRs1+bNl8jp3Kfw8G4aOnSloqMHmV0WQgjhGAAAAAAAMMWxY+u0ZcuPVVNzRJGR52ro0FWKiEg2uyyEGMIxAAAAAADQ5kpKlisvb7I8nhOKifm+Bg9+R3Z7nNllIQRZzS4AAAAAAACElsLCF7R16xXyeE4oNvYyDR36HsEYTNPm4di+ffs0duxYDRw4UEOGDNGbb74pSfryyy81bNgw709kZKSWLVvW1uUBAAAAAIBWYhiG8vPn6ssvZ0hyq0uXm5SaulQ2W7TZpSGEtfm0yrCwMM2fP1/Dhg1TcXGxzjvvPF166aU699xzlZubK0kqLy9Xz549NWHChLYuDwAAAAAAtAKPx6UdO2aqqOhFSVKPHr9Vz54PyGKxmFwZQl2bh2Ndu3ZV165dJUmdO3dWbGysDh8+rOjob1Lit99+WxdffHG9NgAAAAAAEJhqasqVl3etDh/+jySr+vVboMTEW80uC5B0BtMq16xZo4kTJyoxMVEWi6XRqY8LFixQSkqKIiIilJaWprVr1zZ6rvXr18vj8SgpKale+9///ndNnjy5paUBAAAAAAA/43QWKjf3Ih0+/B9ZrZFKTV1GMAa/0uJwrKKiQkOHDtVTTz3V6P1LlizRrFmzdN9992nTpk0aM2aMMjIyVFBQUG+/0tJSTZ06VYsWLarXXlZWpk8++USXXnppS0sDAAAAAAB+pKJimzZu/L7KyzfKbj9Hw4Z9qPj4iWaXBdTT4mmVGRkZysjIaPL+xx9/XNOnT9eMGTMkSfPnz9fKlSu1cOFCZWdnS5KcTqeuuOIKzZkzR6NGjap3/FtvvaVLLrlEERERp6zD6XTK6XR6t8vKyiRJLpdLLperpZfll+quI1iuBwAAtB0+RwAAzHb06If64otr5XYfU0REXw0atFwREb342+TngukzRHOvwadrjlVXV2vDhg2aPXt2vfb09HStW7dOUu03U9x0000aP368pkyZ0uAcf//73/Xzn//8tI+VnZ2tefPmNWhftWqVoqKizvAK/FNOTo7ZJQAAgADF5wgAgBns9vcVGblAFotbNTUDVFw8R4cOfSHpC7NLQzMFw2eIysrKZu3n03CspKREbrdbCQkJ9doTEhJUVFQkSfrkk0+0ZMkSDRkyxLte2csvv6zBgwfr2LFj+vTTT/XPf/7ztI81Z84cZWVlebfLysqUlJSk9PR0xcTE+O6iTORyuZSTk6MJEybIbrebXQ4AAAggfI4AAJjBMAwVFMzV/v1PSpLi469R374vyGo99eww+I9g+gxRN8vwdFrl2yq/+zWshmF42y688EJ5PJ5Gj+vQoYMOHTrUrMdwOBxyOBwN2u12e8A/ed8VjNcEAADaBp8jAABtxe2u0pdf/kzFxa9LkpKT71NKygOyWFq83Dn8QDB8hmhu/T4Nx+Lj42Wz2byjxOoUFxc3GE0GAAAAAACCQ3V1sbZuvUJlZetksYSpX79F6tr1ZrPLAprFp/FteHi40tLSGsxLzcnJabDwPgAAAAAACHy130h5gcrK1slm66AhQ94lGENAafHIsfLycu3cudO7nZ+fr9zcXMXGxio5OVlZWVmaMmWKRowYoZEjR2rRokUqKCjQzJkzfVo4AAAAAAAw1+HDK7Vt27Vyu8sUEdFbgwe/o+jo/maXBbRIi8Ox9evXa9y4cd7tukXxp02bpsWLF2vy5MkqLS3VAw88oMLCQqWmpmrFihXq0aOH76oGAAAAAACmMQxDBw48rZ07Z0lyq0OHMRo06F8KD483uzSgxVocjo0dO1aGYZxyn8zMTGVmZp5xUQAAAAAAwD95PC599dUdKix8VpKUkDBN5577rKzWhl+aBwSCVvm2SgAAAAAAEHxcrlJt23a1jh79SJJFvXr9SUlJ98hisZhdGnDGCMcAAAAAAMBpVVTkacuWy1VVtUs2WzsNGPCa4uMnml0WcNYIxwAAAAAAwCmVlCzX9u03yO0+roiInkpNfVvt2g02uyzAJwjHAAAAAABAowzDUEHBH5Wff58kQx06XKRBg95UePg5ZpcG+AzhGAAAAAAAaMDtrtSXX05XcfEbkqTExEz16TNfVqvd5MoA3yIcAwAAAAAA9Zw4sUfbtl2h8vJcWSxh6tv3KSUm3mp2WUCrIBwDAAAAAABeR458oG3brlVNTans9nM0aNA/1LHjD8wuC2g1hGMAAAAAAECGYWj//ie0a9c9ktxq1y5NqalLFRGRZHZpQKsiHAMAAAAAIMTVri92i4qLX5MkJSRMVb9+z8hmizS5MqD1EY4BAAAAABDCTpzYpa1br1RFxWZJNvXp82d163anLBaL2aUBbYJwDAAAAACAEFVa+h9t3369amqOym5P0KBBf2d9MYQcwjEAAAAAAEKMYXi0d+8ftGfPPEmGYmK+r0GD/iGHo5vZpQFtjnAMAAAAAIAQ4nKVavv2G3X48LuSpMTEmerTZ76sVofJlQHmIBwDAAAAACBEHD++QVu3XiWnc6+s1kj16/esunSZYnZZgKkIxwAAAAAACHKGYaiw8Dl99dWdMgynIiJ6KzX1n2rXbqjZpQGmIxwDAAAAACCI1dSUa8eOmSouflWSFBd3ufr3/z/Z7R3NLQzwE4RjAAAAAAAEqYqKPG3bdrUqK7dLsqlXr4eVlHSPLBar2aUBfoNwDAAAAACAIFRU9Ip27LhVHk+lwsO7auDAN9Sx4w/MLgvwO4RjAAAAAAAEEbe7Ul99dYeKil6UJHXseLEGDnxN4eGdTa4M8E+EYwAAAAAABImKiu3atu0aVVZuk2RRjx6/V8+ev5PFYjO7NMBvEY4BAAAAABAEior+ph07fnFyGmUXDRjwqjp1Gm92WYDfIxwDAAAAACCA1dQc11dfZerQoVckSZ06/VADBryi8PAEkysDAgPhGAAAAAAAAer48Y3Ky5usEyd2SrKpZ8+56tFjDtMogRYgHAMAAAAAIMAYhqEDB/6qXbt+JcNwyeFI0sCBr6tDh9FmlwYEHMIxAAAAAAACSHV1sb744mYdPrxCkhQff4XOPfd52e2xJlcGBCbCMQAAAAAAAsThwyu1ffs0uVyHZLE41KfPn5WYmCmLxWJ2aUDAIhwDAAAAAMDPeTxO7d79G+3f/7gkKSpqkAYOfEPt2qWaXBkQ+AjHAAAAAADwYxUVedq+/QaVl+dKkhITb1Pv3o/KZos0tzAgSBCOAQAAAADgh2oX3X9Ku3ffK4+nSnZ7vM4990XFx080uzQgqBCOAQAAAADgZ5zOIn355c06fPhdSVJs7I907rkvyeHoYnJlQPAhHAMAAAAAwI98/fVS7djxc7lcJbJaI9Sr16Pq1u02Ft0HWom1rR9w3759Gjt2rAYOHKghQ4bozTff9N53xRVXqFOnTrr66qvbuiwAAAAAAExVU3NM27ffpG3brpTLVaLo6KFKS9ug7t1vJxgDWlGbh2NhYWGaP3++8vLy9N577+nuu+9WRUWFJOnOO+/U3/72t7YuCQAAAAAAUx058pE++2yIDh36P0lWJSfPVlra/1N09ECzSwOCXptPq+zatau6du0qSercubNiY2N1+PBhRUdHa9y4cfroo4/auiQAAAAAAEzhdp9Qfv5vtX//XyQZiojopQED/qYOHUabXRoQMlo8cmzNmjWaOHGiEhMTZbFYtGzZsgb7LFiwQCkpKYqIiFBaWprWrl3b6LnWr18vj8ejpKSkFhcOAAAAAEAgKyv7VBs2nKf9+x+XZKhr11s0YkQuwRjQxlo8cqyiokJDhw7VzTffrKuuuqrB/UuWLNGsWbO0YMECjR49Ws8++6wyMjKUl5en5ORk736lpaWaOnWqnn/++TMq3Ol0yul0erfLysokSS6XSy6X64zO6W/qriNYrgcAALQdPkcAgP/yeKq1b9+D2r//UUlu2e1d1KfPM4qNvVSGwXs3zBVMnyGaew0WwzCMM30Qi8WipUuXatKkSd62Cy64QOedd54WLlzobRswYIAmTZqk7OxsSbXB1oQJE3TLLbdoypQp9c750Ucf6amnntI//vGPUz723LlzNW/evAbtr732mqKios70kgAAAAAAaDVW625FRf1VNtseSVJ19Q9UVXWLDKO9uYUBQaiyslLXX3+9jh07ppiYmCb38+maY9XV1dqwYYNmz55drz09PV3r1q2TJBmGoZtuuknjx49vEIy1xJw5c5SVleXdLisrU1JSktLT0095wYHE5XIpJydHEyZMkN1uN7scAAAQQPgcAQD+xeOp1v792dq//08yjBqFhcWrd++nFB9/pdmlAfUE02eIulmGp+PTcKykpERut1sJCQn12hMSElRUVCRJ+uSTT7RkyRINGTLEu17Zyy+/rMGDB+uSSy7Rxo0bVVFRoe7du2vp0qU6//zzG30sh8Mhh8PRoN1utwf8k/ddwXhNAACgbfA5AgDMd/z4Jn3xxU2qqNgsSYqPv1L9+i1UeHhnkysDmhYMnyGaW3+rfFulxWKpt20YhrftwgsvlMfjafS4lStXtkY5AAAAAAC0OY/Hqb17H9LevQ+rdm2xePXt+7TOOeeaBv/dDMA8Pg3H4uPjZbPZvKPE6hQXFzcYTQYAAAAAQLAqK/t/+uKL6aqs3CZJOueca9W371MKDz/H5MoAfJfVlycLDw9XWlqacnJy6rXn5ORo1KhRvnwoAAAAAAD8jttdoZ07s7Rx40hVVm6T3d5ZAwe+qUGDlhCMAX6qxSPHysvLtXPnTu92fn6+cnNzFRsbq+TkZGVlZWnKlCkaMWKERo4cqUWLFqmgoEAzZ870aeEAAAAAAPiTI0c+0Jdf3qKqqt2SpISEKerT5y+y2+NMrgzAqbQ4HFu/fr3GjRvn3a77xshp06Zp8eLFmjx5skpLS/XAAw+osLBQqampWrFihXr06OG7qgEAAAAA8BMu12Ht2vUrFRW9KElyOJLUr9+ziovLMLkyAM3R4nBs7NixMgzjlPtkZmYqMzPzjIsCAAAAAMDfGYah4uIl2rnzLrlcxZKkxMRfqFevPyosLMbk6gA0V6t8WyUAAAAAAMGsqmqvduzI1OHDKyRJUVED1K/fInXseKHJlQFoKcIxAAAAAACayeOp0YEDTyo//3fyeCpksYSrR4/fKDl5tqxWh9nlATgDhGMAAAAAADRDWdln2rHj5yovz5Ukdehwofr1W6To6AHmFgbgrBCOAQAAAABwCjU1x5Sf/1sdOPC0JENhYZ3Uq9ef1LXrdFksVrPLA3CWCMcAAAAAAGiEYRj6+ut/aOfOWaquPihJSki4Ub17/1nh4Z1Nrg6ArxCOAQAAAADwHZWVO/TVV7fryJEcSVJkZF/17btAsbE/NLkyAL5GOAYAAAAAwElud6UKCrJVUPCIDKNaFotDycmzlZw8WzZbhNnlAWgFhGMAAAAAAEgqKXlHO3feoaqqPZKk2NgfqW/fpxQZ2dvcwgC0KsIxAAAAAEBIq6zcqZ07Z+nw4X9LkhyO7urT5wnFx18hi8VicnUAWhvhGAAAAAAgJLndFdq7N1v79j16cgqlXd27360ePX6nsLB2ZpcHoI0QjgEAAAAAQkrtt1D+U7t2Zcnp3CdJ6tQpXX37/lVRUeeaXB2AtkY4BgAAAAAIGeXlm7Vz5ywdPfqhJMnh6KE+feYrPv4nTKEEQhThGAAAAAAg6LlcpcrP/70OHnxGkkdWa4SSku5VcvKvZbNFmV0eABMRjgEAAAAAgpbHU6ODB5/Rnj2/V03NEUnSOedco169HlFkZE9ziwPgFwjHAAAAAABB6fDhldq585eqrNwmSYqOHqI+fZ5Qp05jTa0LgH8hHAMAAAAABJWKijzt2vVLHT78riQpLCxOKSkPKjHxFlksNpOrA+BvCMcAAAAAAEGhurpEe/bcr4MHn5XklsViV7dud6hHj9/Kbu9kdnkA/BThGAAAAAAgoLndVTpw4Ent3fuQ3O5jkqT4+Enq1esRRUX1Nbk6AP6OcAwAAAAAEJAMw6Pi4je0e/dv5HTulSS1azdMvXs/rk6dxplcHYBAQTgGAAAAAAg4R458pF277lF5+QZJUnh4olJSHlSXLlNZVwxAixCOAQAAAAACRkXFNu3ePUelpcslSTZbOyUnz1b37nfLZosyuToAgYhwDAAAAADg96qq9mnPnrkqKlosySPJpsTEW9Wz5/0KD+9scnUAAhnhGAAAAADAb7lch1VQ8EcdOPCkPJ4qSVJ8/BVKSXlY0dH9Ta4OQDAgHAMAAAAA+B23u1IHDjylgoJs1dQclSR16PAD9er1J3Xo8H1ziwMQVAjHAAAAAAB+w+OpVmHhC9q79w+qri6UJEVHD1avXn9UbGyGLBaLyRUCCDaEYwAAAAAA0xmGW4cOvaY9e+5XVVW+JMnh6KGUlHlKSLiRb6AE0GoIxwAAAAAApjEMQyUlbyk//7eqrNwmSbLbE9Sz5+/UtesMWa0OkysEEOwIxwAAAAAAbc4wDB0+/B/l5/9e5eUbJElhYZ2UnPxrdet2u2y2aJMrBBAqCMcAAAAAAG3GMAwdOfKe9uz5vcrK/idJslqj1b37XUpK+pXs9o7mFggg5BCOAQAAAADaxNGjq5Wf/zsdO7ZWkmS1Rqpbt9uUlHSvwsPPMbk6AKHKasaDXnHFFerUqZOuvvrqeu1hYWEaNmyYhg0bphkzZphRGgAAAADAx44eXaPc3IuVmztWx46tlcXiULdud+mCC3ard+9HCcYAmMqUkWN33nmnfvazn+n//u//6rV37NhRubm5ZpQEAAAAAPAhwzB09OhH2rNnno4dWy1Jsljs6tr1FiUnz1FERHeTKwSAWqaEY+PGjdNHH31kxkMDAAAAAFpRbSj2wclQrHb6pMUSrq5dpys5ebYiIpJNrhAA6mvxtMo1a9Zo4sSJSkxMlMVi0bJlyxrss2DBAqWkpCgiIkJpaWlau3Zts85dVlamtLQ0XXjhhVq9enVLSwMAAAAAmMQwDJWWvqtNm8bo889/eHL6ZLgSE2/TBRfsUr9+CwjGAPilFo8cq6io0NChQ3XzzTfrqquuanD/kiVLNGvWLC1YsECjR4/Ws88+q4yMDOXl5Sk5+dRvhHv27FFiYqK2bt2qyy67TFu2bFFMTExLSwQAAAAAtBHD8Kik5G3t3fugyss3SJIsFocSE3+u5ORfy+HoZnKFAHBqLQ7HMjIylJGR0eT9jz/+uKZPn+5dUH/+/PlauXKlFi5cqOzs7FOeOzExUZKUmpqqgQMHaseOHRoxYkSj+zqdTjmdTu92WVmZJMnlcsnlcrXomvxV3XUEy/UAAIC2w+cIAK3NMNwqKXlT+/f/UZWVeZIkqzVKXbrcosTEu+Vw1P73He9DQGAJps8Qzb0Gn645Vl1drQ0bNmj27Nn12tPT07Vu3bpTHnvkyBFFRUXJ4XBo//79ysvLU69evZrcPzs7W/PmzWvQvmrVKkVFRZ3ZBfipnJwcs0sAAAABis8RAHzPJbv9Izkc/5LNVihJMowoOZ2Xqbr6xzpypIO2b8+VlGtmkQDOUjB8hqisrGzWfj4Nx0pKSuR2u5WQkFCvPSEhQUVFRd7tSy65RBs3blRFRYW6d++upUuXyuVy6dZbb5XVapXFYtETTzyh2NjYJh9rzpw5ysrK8m6XlZUpKSlJ6enpQTMV0+VyKScnRxMmTJDdbje7HAAAEED4HAHA12pqjuvQoed18OATqq4+KEkKC4tTYuKd6tr1FwoL62hugQB8Ipg+Q9TNMjydVvm2SovFUm/bMIx6bStXrmz0uC1btjT7MRwOhxwOR4N2u90e8E/edwXjNQEAgLbB5wgAZ6u6ulj79/9VBw8+rZqao5Kk8PBuSkrKUteuP1dYWDtzCwTQKoLhM0Rz6/dpOBYfHy+bzVZvlJgkFRcXNxhNBgAAAADwXydO5Gvfvj+rqOgFeTz/v717j7Oqrvc//l5rX+d+ZQYGGME7gqBcRMELaOAP1ASl1AwvecnQ1PBUWudk6jlZaeUpQyVLLaMwO1gaZdPRxBN5QzHviqAgzIUZZpjrvq/fH2v2bW7MhmH2zJ7X8/FYj732d6393Z+1vS3ffL/f5ZMkZWUdpcrKr6u8/GKZpjvNFQLAwBjQcMztdmvGjBmqqqrS0qVLY+1VVVU699xzB/KrAAAAAAAHQXPzy9qx427t3v24pIgkKS/vBFVW3qzS0nNlGGZ6CwSAAZZyONba2qotW7bE3m/btk2bN29WcXGxKisrtXLlSi1fvlwzZ87USSedpNWrV2v79u265pprBrRwAAAAAMDAsKyIGhrWa8eOu7R374ZYe1HRmaqsvFmFhad1Wz4HADJFyuHYK6+8ovnz58feRxfFv/TSS/Xwww/rggsuUENDg26//XZVV1drypQpWr9+vQ455JCBqxoAAAAAcMDCYZ9qax/VJ5/8QO3t70qSDMOlsrLPafz4lcrNnZrmCgHg4Es5HJs3b54sy+rznBUrVmjFihX7XRQAAAAA4OAJBGq1a9f92rlzlYLBOkmSw5GvioprNG7c9fJ4xqa5QgAYPAflaZUAAAAAgKGntfVf+uSTe1Rb+2tZVkCS5PGM17hxN2rMmCvldOanuUIAGHyEYwAAAACQwaLriX3yyY/U1PRMrD0vb7bGj/+KSkvPk2m60lghAKQX4RgAAAAAZKBQqFk1NQ9r58571dHxQWerQ6NGna9x476igoIT01ofAAwVhGMAAAAAkEHa2t7Vzp33qrb2EYXDrZIkh6NAFRVXaezYL8vrrUxzhQAwtBCOAQAAAMAwZ1lhNTSs186dP1FjY1WsPTt7ksaOvU7l5ZfI6cxNY4UAMHQRjgEAAADAMBUMNqi6+iHt2nWffL6tna2GSkrO0dixX1ZR0RkyDCOtNQLAUEc4BgAAAADDiGVZam5+Ubt23ae6urWyLL8kyeks0pgxV6iiYoWysiamuUoAGD4IxwAAAABgGAiH21Rb+xvt2rVKra2vxdpzc49XRcWXVF5+sRyO7DRWCADDE+EYAAAAAAxhbW1vadeu1aqpeUTh8F5JkmF4VFZ2gcaOXaG8vBOYOgkAB4BwDAAAAACGmHC4Q7t3/067dq1Wc/M/Yu1e72GqqLhGY8ZcLperJI0VAkDmIBwDAAAAgCGitfVNVVevVm3trxQKNXW2OlRScrbGjv2SiooWyDDMdJYIABmHcAwAAAAA0igcblNd3e9UXb1azc3/jLV7vRM0ZsxVGj36Mnk8FWmsEAAyG+EYAAAAAAyy6BMna2p+obq63yocbpEkGYZTJSXnqqLiahUVfYpRYgAwCAjHAAAAAGCQBAJ1qq39laqrf6H29rdj7V7vYRoz5srOUWKj01ghAIw8hGMAAAAAcBBFIiHt2fMX1dT8Qg0NT8qyQpIk08zSqFGf0ZgxX1BBwak8cRIA0oRwDAAAAAAOgtbWN1RT84jq6n6tQKAm1p6XN1tjxnxBZWUXyOksSGOFAACJcAwAAAAABkwgsFt1dWtUU/OIWltfi7W7XKUqL79Eo0dfrtzcKWmsEADQFeEYAAAAAByASMSvhoanVFPziPbs+XNs2qRhuFRScrZGj75UxcWLZJruNFcKAOgJ4RgAAAAApMiyItq7d6Pq6n6turrHFArtiR3Ly5ul0aMvVVnZhXK5StJYJQCgPwjHAAAAAKCf2treVm3tr1VXt0Y+30exdrd7rMrLP6/Roy9RTs4x6SsQAJAywjEAAAAA6IPfv1N1db9Vbe2jam3dHGt3OPJUWnqeyssvVlHR6TIMR/qKBADsN8IxAAAAAOgiGNyj+vp1qq1do6amZyVZkux1xIqLF6m8/GKVlJwjhyMrvYUCAA4Y4RgAAAAASAqFmlVf/wfV1a1VY+PTsYX1Jamg4GSVlV2ssrLPsI4YAGQYwjEAAAAAI1Y43KaGhj+pru63amhYL8vyx47l5ExTWdkFKiu7SFlZE9JXJADgoCIcAwAAADCihMMd2rPnae3evVb19X9UJNIeO5adfbTKyi7UqFEXKCfn6DRWCQAYLIRjAAAAADKePULsz9q9+3E1NDylSKQtdszrnaiysgtVVnaBcnKmyjCMNFYKABhshGMAAAAAMlIo1Ko9e/7UGYitTxoh5vGM16hRy1RWdqHy8mYRiAHACEY4BgAAACBjhEJ71dDwlHbvflx79vxFkYgvdszrnaBRoz6jUaOWEYgBAGIIxwAAAAAMa35/tRoa/qjdu9epqekZWVYwdiwr6/BYIJabezyBGACgG8IxAAAAAMNOe/sHqq9fp/r6J9Tc/IIkK3YsO/tojRq1TKNGLWMNMQDAPhGOAQAAABjyLMtSS8sm1dc/ofr6dWpvfzvpeF7ebJWWLlFp6RKeMgkASMmQCsfuvvtuPfTQQzIMQzfffLM+//nPp7skAAAAAGkSDvvU1PSMGhqeVEPDU/L7P4kdMwynCgvnq7R0qUpLPy2PZ2waKwUADGdDJhx74403tGbNGm3atEmSdMYZZ+jss89WYWFhegsDAAAAMGj8/ho1NDylhoan1NhYlfSESdPMUUnJIpWWLlFx8VlyuQrTVygAIGMMmXDsnXfe0Zw5c+T1eiVJxx13nP7yl7/owgsvTHNlAAAAAA4Wy7LU2vp65+iwJ9XS8nLScY9nnEpKzlZJyTkqLJwvhyMrTZUCADKVOVAdbdiwQeecc44qKipkGIaeeOKJbuesWrVKEydOlNfr1YwZM/T888/Hjk2ZMkXPPvusmpqa1NTUpGeeeUY7d+4cqPIAAAAADBGhUKvq6/+o9967Ri+8cIg2bTpeH330rVgwlpc3SxMm3K4ZM17TiSdu15FH3qeSksUEYwCAg2LARo61tbVp2rRpuvzyy3X++ed3O7527VrdeOONWrVqlebOnasHHnhAixYt0ttvv63Kykodc8wxuv7663X66aeroKBAs2bNktPZe3l+v19+vz/2vrm5WZIUDAYVDAZ7+9iwEr2OTLkeAAAweLiPwFBiWZY6Ot5RY+PTamx8Ws3N/yfLCsSOm2a2CgvPUFHRWSouXiS3e0zsWCgUSkfJADBiZdI9RH+vwbAsy9r3aakxDEPr1q3TkiVLYm2zZ8/W9OnTdd9998XaJk2apCVLlujOO+/s1seVV16ppUuX6qyzzurxO7797W/rtttu69a+Zs0aZWdnH/hFAAAAADgAHXI635DT+apcrk0yzd1JR8PhcoVCMxQKTVcodKwkT3rKBABkrPb2dn3uc5/T3r17lZ+f3+t5g7LmWCAQ0KZNm3TzzTcntS9cuFAbN26Mva+rq1NZWZnee+89vfTSS7r//vt77fOWW27RypUrY++bm5s1fvx4LVy4sM8LHk6CwaCqqqq0YMECuVyudJcDAACGEe4jMNgsy1J7+5tqavrfztFhzyeNDjMMjwoKTlNR0ZkqKjpTXu8RMgwjjRUDAHqSSfcQ0VmG+zIo4Vh9fb3C4bDKy8uT2svLy1VTUxN7v2TJEjU1NSknJ0cPPfRQn9MqPR6PPJ7uf7rkcrmG/V+8rjLxmgAAwODgPgIHUyBQqz17qtTYaG+BQHXSca93ooqLF6ukZJEKC+fJ4chJU6UAgFRlwj1Ef+sf1KdVdv2TIcuyktoSR5EBAAAAGFrCYZ/27v0/NTb+VXv2/FVtba8nHTfNLBUWnqaiooUqKVmsrKwjGR0GABjyBiUcKy0tlcPhSBolJtnTKLuOJgMAAAAwNFhWRG1tb6ix8W/as+ev2rt3gyIRX9I5ubnHq6hooYqLFyo/f44cDm+aqgUAYP8MSjjmdrs1Y8YMVVVVaenSpbH2qqoqnXvuuYNRAgAAAIB9sJ8q+b4aG59RU9Mzamx8VqFQQ9I5bneFiosXqqhooYqKzpDbXZamagEAGBgDFo61trZqy5Ytsffbtm3T5s2bVVxcrMrKSq1cuVLLly/XzJkzddJJJ2n16tXavn27rrnmmoEqAQAAAECKfL7tCWHYMwoEdiYdN80cFRaeqqKiBSouXqjs7GOYKgkAyCgDFo698sormj9/fux99EmSl156qR5++GFdcMEFamho0O23367q6mpNmTJF69ev1yGHHDJQJQAAAADYh0CgVk1Nf1dj4zNqbPxf+XwfJh03DLcKCuaosPB0FRWdoby8WTLN4b0gMwAAfRmwcGzevHmyLKvPc1asWKEVK1YM1FcCAAAA2Ae/f6eamp5TU9MG7d37nNrb3+1yhkP5+bM6w7DTO9cNy0pLrQAApMOgPq0SAAAAwMFjWZZ8vo+0d++GzkDsOfl8W7udl5MzTUVFZ6io6HQVFJwipzM/DdUCADA0EI4BAAAAw5S9gP4HsSBs794N8vt3dDnLVG7u8SosPE2FhaeqoOAUuVzFaakXAIChiHAMAAAAGCYikYBaW1/T3r3/iG3BYG3SOYbhVF7eLBUUnKrCwtNUUDCXkWEAAPSBcAwAAAAYooLBRjU3b4wFYS0tLysS6Ug6xzA8ys+f3RmEnaqCgpPkcOSkqWIAAIYfwjEAAABgCLCnSH6o5ub4qLD29re7ned0FqugYI7y8+eqoGCu8vJmyeHwpqFiAAAyA+EYAAAAkAbhcJtaWjapufkFNTe/2OMUSUnKyjpCBQVzY2FYdvZRMgwzDRUDAJCZCMcAAACAg8yyImpvfy8WhDU3v6C2tjclhZPOMwyX8vJmJoRhc+R2l6WnaAAARgjCMQAAAGCABQL1aml5MSEMe0nh8N5u57ndFcrPP1H5+bOVnz9HeXkzmSIJAMAgIxwDAAAADkA43K7W1s1qaXklNirM59va7TzTzFJe3szOIOxE5eXNltc7Lg0VAwCARIRjAAAAQD+Fwz61tb2ulpZXYltb29uSIt3Ozc4+Wnl5s2Mjw3Jypsg0XYNfNAAA6BPhGAAAANCDSMSv1tY3YiFYa+smtbW9KcsKdTvX7R6tvLxZysubpfz82crLO0EuV+HgFw0AAFJGOAYAAIARLxLxq63tLbW0vJowIuxfsqxgt3NdrlHKy5uZtHk8FWmoGgAADATCMQAAAIwowWCjWltfV2vra2pt3azW1s1qb3+7xxFhTmdxD0HYOBmGkYbKAQDAwUA4BgAAgIxkWZb8/u2xAKylxQ7D/P6Pezzf6SxSbu7xSUGY1zuBIAwAgAxHOAYAAIBhLxIJqr393aTRYK2tmxUKNfZ4vtc7Qbm5x3Vuxys39zh5POMJwgAAGIEIxwAAADBsREeDtbW9qdbWN9TWZm/t7e/2uD6YYTiVnT05IQg7Trm50+RyFaWhegAAMBQRjgEAAGBICgb3qK3tjc4Q7M3OIOxNhcPNPZ7vcOR3CcGOU07OMTJNzyBXDgAAhhPCMQAAAKRVONyh9vZ3EoIwOwQLBHb1eL49Guxo5eQcq5ycKZ2vx8rrrZRhmINcPQAAGO4IxwAAADAoQqFWtbe/q/b2dzrDsLfV3v6OOjq2SIr0+Bmvd0K3ECw7+0iZpntwiwcAABmLcAwAAAADKhDYnRCAvRPb9/t39PoZp7NEubnHxgIwOwybLKczfxArBwAAIxHhGAAAAFJmL4y/o1sA1t7+joLB+l4/53KVKTt7knJyJik7+5jO/Slyu8t5UiQAAEgLwjEAAAD0KhRqUUfHB+ro+EDt7e+ro+P9zjDsXUUibb1+zuudoOzsSbHNDsMmyeUqHsTqAQAA9o1wDAAAYIQLh33y+T5Ue/sH6uh4PyEI+0CBQHWvnzMMp7KyjugSgB2j7Oyj5HBkD+IVAAAA7D/CMQAAgBEgEgnJ5/uoW/jV3v6+/P7tkqxeP+tyjVJW1pHKzj4iKQzLyjpMpukavIsAAAA4CAjHAAAAMkQkEpDPt10+31a1tr4vr7dKb7+9Wj7fFvl8W2VZoV4/63DkKzv7SGVlHdkZgNmvWVlHyOUqHLyLAAAAGGSEYwAAAMOEZVkKBuvl821VR8fWLq/bOp8GGYmd7/FIjY3xz5tmlrKyDk8YBRYPwlyuUSyIDwAARiTCMQAAgCEkHPbJ7/+4h/DLfg2HW/v8vGlmy+udKI9ngmpqHJo0aaHy8iYpK+sIeTxjZRjmIF0JAADA8EA4BgAAMIgsK6JAoEY+30fy+bZ1C7/8/p3qa/0vyZDHM1Ze76HKyjq026vLVSbDMBQMBvXRR+s1ZsxiuVysCwYAwLBiWVIwKPn93bdDD7WHh0vS++9L770nVVZK06bZba2t0oMPSj5f9892bUt8/8AD0tSp6bvmNCIcAwAAGEDhcLv8/h3y+T6Wz7ddfv92+XwfJ7x+IssK9tmHw5Hba/jl8Rwih8M7SFcDAMAI4/NJ7e2S1ytldz55uaVFeued1IImv1+67TYpJ8fu42c/k9avlz77Wemii+y2Dz6Qzjuv58/6/XZA1pO335YmTbL3H31UuuMO6dprpXvvtdva2qSvfCX1a9+zJ/XPZAjCMQAAgH6y1/za3Rl6JYdf0f1gcHc/enLI4xnXJfyaGHvvcpWy/hcAIPNFIr0HS13bJWnx4vhnf/97aetW6eyz40HRa69J99/fcz99fU99vWR2LjtwySXS734n/eQn0nXX2W2vvirNm5f69d10Uzwc+9e/pCeekCZPjh8Ph6U33+xfXw6HPVrM67U/F1VZKc2aZb9G5ebaAVz0fLc7vu/xdN+Pbom1jTBDJhxraWnR6aefrmAwqHA4rOuvv15XXXVVussCAAAjSCQS6Bz11TX0iodfkYhvn/04HLnyeA6R13uIvN7Kzv1KeTyV8noPkds9RqY5ZG7DAAAjhWUlj0oqLIwf+9e/7Ol4U6fa4YokvfWWHQwlhkq9hVjRrbTUDqiiPvMZOwB68EFp7ly77ec/l665Rgr1/hTlbgoKpKam+Pv775f+9jdpzJh4OLZ9u7R6deq/SyBgh0VSfLpiNJCTpLw86ZBD4iGS291zuJQYOnm9UlZWvI8LLpCmTJFmzIi3VVZKVVX77svjscOxnlx5pb0lysmR1qxJ/XcYwYbMXVl2draee+45ZWdnq729XVOmTNF5552nkpKSdJcGAACGOcuyFAo1yu/fKb9/pwKBXQn7Ozv3dykYrFPf631JkiG3e0yPoVe0zeksYOQXACA+LS7634SGBjvg6c9opuhWWSmdf368zxtusEOs739fiv7/8gMPSL/5Td/9+Xz2GlZRs2dLL7wQf3/WWdInn0ivvBIPcJ58UrrlltSu+ZBDkt9v2ya9+25ysOVw9ByM9TaiyeuV8vOTz/3Up6SKCmnChHjbpEn2VMbeAqae2t1ue4v6+c+lhx5KDqOmT5c++ii136Grk0+2t0TZ2fZ1IO2GTDjmcDiU3Tmf1+fzKRwOy+ptfi0AAECnSMQvv39Xt6Arvm+HYf0Z8SVJpumNhV1dQy/7dZxM073vjgAAg8+y7NClr+CprEyaONE+v61N+sMf7M9cckm8nzVr7NFOqUzNO+ss6Xvfsz/f3i4VF9vtLS3xkVg33SQ98khq13Tmmcnh2C9+YYdj3/hGPBzbtk167rnU+k0cGSXZIZPHE59eKEmHHy4tXNj3iKaubUVFyf2uWiV1dEjHHhtvW7bMDoUSP+dyxUPE/vj617u3HXmk9K1v9b+Pnrj5b/xINGDh2IYNG3TXXXdp06ZNqq6u1rp167RkyZKkc1atWqW77rpL1dXVmjx5su655x6dcsopseNNTU067bTT9MEHH+iuu+5SaWnpQJUHAACGGcuKKBhs6BJ6JY/68vt3KhRq6HefTmeJPJ6x8njGyu2uiO0nvne5RjHqCwBSYVnxUMPnk2pr7f3EEUQbN0qNjf0fLeX3S+ecY68nJUkffihdfbU9emjduni/S5dK//xn8ucikb7rveEG6Z577P2mJuniiyWnMzkce+wxOzRLxZQp8X23Ox4++f3xcCw31956GsnUW+gUfQJh1L//u73mVOKUyIsuskc39WfEVOI6VImef777NS1bZm8H4oQTurdFfwdgiBiwcKytrU3Tpk3T5ZdfrvMTU+1Oa9eu1Y033qhVq1Zp7ty5euCBB7Ro0SK9/fbbquxcOK6wsFCvv/66amtrdd5552nZsmUqLy8fqBIBAMAQEAq1KhisVSAQ3+z3NbH30RBsX091jDIMT49Bl70/Vh5PhdzuCp7yCCAzWNa+n5LXtT0QkE49NT4F7c037QBo/Hgpca3nq6+2p/71NVKq63f95CfSl75kf/4f/7BHBE2enLzQ+BVX2FPrUjFmTDwc8/mkZ56x17NK1NgYD+N6El3EPHErKIgfz82VzjjDbo9E4qOmzj47vsbUvkKm6P6YMfF+nU7p44+7j6S69974EwX3V08jpqZN6x6iAei3AQvHFi1apEWLFvV6/Ic//KGuuOIKXdm5UNw999yjp59+Wvfdd5/uvPPOpHPLy8s1depUbdiwQZ/5zGd67M/v98ufMAy0ublZkhQMBhUM9u9GeqiLXkemXA8AIHOFw60KBGoUDNZ1Bl11sQAsGKztbK9TIFCrSKQtpb5drjK53RVJWzQAi25OZ/E+R3tFIlIkMnL+m8p9BDCALMsOl7qGQuPHxxfv3rZNxgcfyBozJj59rKND5sMPdw+ZAgHJ75fRS3v47rul44+XJBmPPirHv/+7rIULFY4uNG5ZcnUuSZOK0KOPyho71u73zTflvOMORebOVfiyy2LnOP/4Rxl9hU09CLe3K9L57xrD5ZKjc1RSKOHfP45jjrEXCU8MlhKeoGf10G6dcoqsaB+jR8v45S+l3Nx4myT99Kf2b9dbaNXbIubRPrKzpT//ufNCwvGnAF56aUq/Qbd+pXhYltgvMAxk0j1Ef69hUNYcCwQC2rRpk26++eak9oULF2rjxo2SpNraWmVlZSk/P1/Nzc3asGGDvhT904ce3Hnnnbrtttu6tf/1r3+NrV2WKaqqqtJdAgBgxLEk+WSaTTKMRhlGU+f+3s79RhnG3s62JhmGf589JvVuuWVZhYpEimRZBYpECmVZhZ1thbKsYkUixbKsIkmuXnoJS9rRuaE33EdguDLCYZmBgCyHQ5HO6V8Ov185O3fKEQrJDAZlBgL2aygkRzBo73duie8/OP98hTr/H2Hcs89q9Msvq3r2bO087TRJUlZdnU747nd7/KwZDMrRyxP1nv3hD9V86KGSpCMfe0yT1qzRRwsW6PVrr5UkOVtbddYNN6R87S+sX6/d1dWSpMpNm3T8rl2qeestvbR+feycs53OWF1hp1MRl0sRt1sRp1Nhl8t+H92cToXdbm3ZulX1nX3k19TokMWL1TZ6tLYm9Fu5bJnMUCj22XDn5xP769p/MDdX4YQ+9Nvf2q+JbYlTFvurtTW5j+iC7IltAA6aTLiHaG9v79d5gxKO1dfXKxwOd5siWV5erpqaGknSJ598oiuuuEKWZcmyLF133XWaOnVqr33ecsstWrlyZex9c3Ozxo8fr4ULFyq/61MshqlgMKiqqiotWLBALldv/2MAAMC+WZalcLhFoVC9gsE9na/1CoX2KBis79yiI73sUV+RSEdK32Ga2XK5yuV2l8nlKu+yXya3e7RcLvu9w5HLul4HGfcRSFnXRcwTps8ZnSOa5PdLoZCsM8+Mfcz4059kbN2qyOmn21PpJOmtt2T+7Ge9joyKbkaXttCWLfaIH0mOyy6TuWaNwt/7niJf+Yr9XS++KOcFF6R8aRO/+93Y+lfmc8/JsXGjRp94oqYtXmyfsG2bXFdf3e/+LJdL8nh08pw59jpPkozdu2W99ZbGn3iixkb79fsVOe+82Ggmq7epedFjnSOmZp1yijR6tN3HrFkKXnKJSouLtThhDa9Iba0dGrrdsfW+zM6tt//J67byU2eId3RiW7R2ACNWJt1DRGcZ7sugPq2y602wZVmxthkzZmjz5s397svj8cgTHcKcwOVyDfu/eF1l4jUBAPafHXQ1KxhsSAi2uu+HQslt/V2/K5FpZsvtHi23u1xudzTwir9PbHM6WVh3KOI+YggLh+1QKByW8vLi7e++az/d7uij4+3vvy+9+mrfa0x1fZ+fLz3wQLzfyy6z+/jxj6V58+y23/xGuvLKeB394fHY3xX1859LTz0lx4MPSscdZ7fV1NhPqEuRKxKxn1gnSVlZkiRHKCRHtK2gwJ6q1p9FzBM2V0FBvN/zzpMmTpRjxox4v+PH26OR+tmf0bkuVdI/WVdeKV15pRySYhP5XC7p979P+XdIUlFhb10VFx9YvwCwD5lwD9Hf+gclHCstLZXD4YiNEouqq6tjwX0AwIgWD7p6D7l6Crwsq+cpPvtiml65XKPkcpXI5SqV02m/ulylPYZeBF7IWM3N0t69fS863vX9mDFS4oOnbr7Z7uPb35ai97S//KX06KM9L47etS06VW/aNCnxD4nPOUfaskX6v/+T5s6129avlzpHT/Xb6NHJ4diWLdIbb9iLrSfqacqJafYeFGVlJT+d8NRT7bWkogu9S9Lhh9tP1EsxxFJOTryPH//Y3hL/QPzYY6Vdu1L7Hbo6+WR7S5SVJfWxfjIAILMNSjjmdrs1Y8YMVVVVaenSpbH2qqoqnXvuuYNRAgAAB5UdcrUqFGrqsu3pM/AKhRoOIOjKjoVc9hbfj4deyccdjsxalxNDXHQR856eoOf32yNfotPEfD7pySft8y++ON7H739vBzq9PYmvp9DpjDOku++2Px8OS4WFdnt1tVRSYrd/9atSdHHz/po3Lzkce/BBO2i67rp4OLZ1q5TqGi0JD5mSJI0da7dFn5on2b/T/Pn9C5qi7V2XGrn7bntEWuIT7c4+266562edKfxvwle/2r3t8MOlO+7ofx89ybB1hAEAQ9eAhWOtra3asmVL7P22bdu0efNmFRcXq7KyUitXrtTy5cs1c+ZMnXTSSVq9erW2b9+ua665ZqBKAABgv/UebvV/kyL7/f2mmdNL0NVT4BUNurIG7PqRgQIBeffskXbuTB7R88orUmNj32FT18DpzDPt0UyStH27dPXV9kibdevi/V58sbRhQ/d++nLNNdJ999n7ra3SZz9r7190UTwYeuwxe0tF4vU6HPbIqEgkuZ7Op+n1GS51fT9lSvL33HST3Wc0cJOkpUvtYKi38Kq3QCvR3//e/ZqWLrW3A3Hiid3b8vKSp3QCADACDVg49sorr2j+/Pmx99HF8i+99FI9/PDDuuCCC9TQ0KDbb79d1dXVmjJlitavX69DEhaVBABgfx14uLVX9tMPD4xhuOR0FsnpLIxtPY3s6hp6ORzeA/8RkB7hcGpBk99vhxQTJ9qff/99ae1aewrcVVfF+73hBqm2dt99JW7f/a50/fWSJOPll3XmF74g6/DDpQ8+iPd7xRXSv/6V2jXm5cXDsUBAevrp7oFKfb30ySd99+N0JodDiX1kZ9vT8zwee7ph59MJtWCBPcKsP9Pyose6rs/0/vt2e+JyHvfcI/33f6f2O3R1yy3d26ZNSx6ZBQAAhrwBC8fmzZsny7L6PGfFihVasWLFQH0lACCDRCJBhcOtnU9UbN7PkVsDFW4V9rIV9XHM3kzTy1MYD7ZIxA5oEkOi8vL46JsdO+wwqKwsPtInGJQeemjfIVPXtv/6L2n2bLuPxx+3p4+deqr0yCPxenJy9j1CqquHH04Ox771LWnWrORw7Ikn7FFaqehIeMKox6OIacYWDo856qjY8X6tAeX1SqecEv/86NH29Xed8nbPPVJbW9+jpLrWkig7W3ruue7tnYucH5DDDuvexj+nAACg06A+rRIAkBnsUVptsTCr59dWhUK9Het+jmWlGC70wjCc/Qqxeg+3sgi3uoquG2UY8dE8Pp/04YepjWry+aQbb5SKiuw+HntM+uMf7Sl7y5fbbTU10pIlffcX7OGpmy+8EA+x1q61Q6zPf1761a/stlBI+uIXU7/2L385vu/zSR99JB1xRPI5Hk88HDOM/oVNZWXxz0+caE9TPPTQ5H7/4z/s6YD7GiWVuCVM77NmzNCT//M/Wrx4cfIT9VKdothVbq50ySXd2ydNOrB+AQAA0oRwDABGgEjEv1+BVe/ntEnqe7Tw/rJHbhUcwMitDAi3LMsOc/Y1VS8QkD71qfjnqqrsEVOnnhofMfX++9L996c25c/vl956K76Y91VXST//uT2K6hvfsNveeUeaPj31a7v44ng49vrr0q9/bU+Zi4ZjliW9+GJqfUan4UWVl0uTJydPrfN4pHPP7Tu06il0SrzGM8+0Q7ji4uTv37YtvnaV05n6iKTJk5OfKBh1oKOlhvs/BwAAAIOEcAwAhhjLisRCqmgYFQ+reg+s+jrHsnoYaTMgDDkcuZ1bXtKr05nX67G+zjFN90GqdR9CIXtEUlbCIvdbt9pPdjv00PjaSNu2Sa++mlrQlJVlB1RRK1ZIL71krw8VDbfWrZMuvzz+mX0sVRATicRDkPvvl/7nf6Sf/jQeju3cKf3oR6n/Hj5fPByLTldMnDqYnS2VlqY2qqnrGlOLFtkjnRIDqOJi6Q9/6H+fbnf3EGj58njYFmWa9jTFAzFqlL111TUsAwAAwLBCOAYA+xCJhBSJdCgS8XW+digc7ojtR9uT2+z2rm32e1+vbeFwqyKR9oN2Labp7SWs6imw6j3cip5jmtkHPkqrrU1qapH8LZK/vn9rQZWWSuefH+/j9tulhgbp61+PjxZau1b65S/7v7ZUJCIdfbQ9Iirq05+2R1D97/9Kp59ut/3lL3a4lYqiouRw7L33pE2bpN27422WJe3d2/Pnnc7eQ6hQSHJ1Tpo76ST7NbqWlWQ/te9rX0ttMXOPJz66S5K+9z3pO99JXmPqqKOS698fJ59sb4k8Hvt3BwAAAAYJ4RiAYWUwg6roZlmhfRd2UJhyOPL6NQKr51Cry6uZLTMY6Tkcys+XKivtrw0GpT/9yZ6yt2xZfAHtP/1Jev35/odNfr80d670wx/GL2n0aKm11Z7qFw2xvvEN6cc/Tu2nOfHE5HDsgQekXbukSy+N97t1q7R+fWr9dl1UfdQoe4peYgA4bpx9XakETbm5yf3ecYd0003SccfF2xYssEOznvpyOPpX/7/9W/e2iRPtcOtAdK0fAAAAyCCEYwD228gKqmyG4ZHDkSXT9Mo0s2Kb3ZbcHmuTW6ZfMuWRo7As/rkdtTJbA3IEDJmdm8MnOXymHD7J9EVk+APJ4dO8efa6SZK9cPnVV9vBybp18SKvvtoe6dQ1uOppEfOoyy6zn+Qn2ecuXWrvt7XFRws99pg9EisVCYuDS7KnKLa3J4dQ0Sl7/VnEPLp/9NHJ/V57rV1r4iLnixfbYVwqU/683uR+n322+zWdc469HYg5c7q35eUlTzkEAAAAMCgIx4AhxLIsWVZIlhWUZQUViQQ79wMJ+4nHAl3Oix4L9NBH38cS26PHhk9QlRhKeeWQR6Y8Mi2XTMstM+KSI+KUGY5upsyQQ46gKbPyCJnllfZndzfJ8exGmfmjZC69MN7fd+6WuaNOZnsoHlYljZLySf69yW233iqtXGkX+vLL0gkn2COzPv44fgHnnGAfS+2i4+FYMCg9+WT86YFRNTX2qKl9cbvjIVHiyCCv1x6Z5fHYUw2jTjvNnr7XV8DUtW3MmOTvfPVVe4rguHHxtjvvtEc2Hcj0zOgi8YmmTbM3AAAAAOgD4RgyhmWF9xn27F/QdPBDqGhd6Q6bDoRheOQwvDId2TIdnUFV2CmHXzJdOXbgZHplGl45tmyXGXLIDJoyg4bMgOzRU37J9Fky/ZZMX0SOjojMjojM9rDML35Zjplz7T6eflbmTbfIOOFE6Ve/ihdRXCw1NqZW+AMPSFdfZO9vrpKu+5k0daq0/L/i5/x2vf0EwFS0tcX3oyOjwuHkcw491B5J1Ve41PX9KafEP19SIq1e3X200513Srfc0ndw1dMi5lEul/TPf3Zv/8IX7O1AHHVU97b+ThkEAAAAgIOAcAydo5X2P9DpOUwa/NFOUj+f7DbsmDIMl0zTLcNw2fuGS4aZsB+0ZFimjIhDpmXKiNibGTZkhA0ZEUNGyJAZloyQvZnHHi8jp8Du870PZb71royJR8o4YY5M0yWjPSDzhz+V2RGWoz0ssy0osy1kv7YG5WgNyGwNyGyPyAxIhuWX5Jee+6M091S79J/8RLr+eumzn7UXR5fskUiT9yMMOfvL0tyx9n6HJb2/RRpdkXyOs8u/0hyOfU+lS5yGN368Pb3wkEOS+/m3f5Oam/s3NS/alvhEu2OPtYOx6NpdUb/9beq/Q6LsbOmqq7q3T558YP0CAAAAwAiSceHYxx9/T3l53n2fOAxEImF5PO/q44//KcMIH7QQSgrvs5bhKhYmJQRL9vvovjthP/GYO/m8iCnDMmVGTBlhU0bE6AyeJCNkv5qHHS2j83vMD7bKqN4t4/CjZU443O6jrkHGk3+W6Q/L8AVl+MIy/SEZvpCMjpAMX1BmR1BGR1BGm19mR0BGe0DGCy/Fg5YbbrAXLv+P/7CfzifZT9Y75pjUf5zX75cOnWrvP3qH9K1fS1fPkM67zm7bs0e67/pUf3B7Efeo0lLpiCPsBc2jTFM6++yen77X16ipWbPifcybJz3/vD1SLNGbbyb32zUs25ejj46vu5Xo6qtT66crwziwKYMAAAAAgIMm48Kx7du/o5ycdFcxcLxe6ZNP0vHNjtQDpB6CqMRj/Q+onDIthwxnVvy8+iYZHQEZZRUycwvt766tl/nOBzICYRm+sAx/qDN46gyc/EF7fajEdaCcTun+++OXedNN0saN0q3fkv7f/7Pb/vxn6ZJL4p9JDHv64vfH13766sXSmjX2U/pmdq4P9d5G6eu/Sf0vRUdHfD8a9iQuZu712k8aTGUxc49HKiiI93HGGXbtxx8fb8vLk373u9TWl3I6k0Ogiy6yt66efDL13yHRqFHJI7OiEkeBAQAAAADQDxkXjo0efZlyc937PnEYiEQi2r79E02YcJgcDu/BD6iCEXukkj8kIxBMftJd16feRfcLC+NPtZOk739fqquzRziNH2+3PfGE9PDDfffTdZswIXlB8QUz7IW816+XFs2w2x77hXTFF1P7UbOzk8Oxd96RXnhBqq5O/OGl+vre+3C5eg6KQqF4ODZjhr2W1IQJ8c+NGyd95Sv9e2Je4vHEUVe33mqvJZW4ePrEidLevan9Dl3NmdP96Xkul7Rs2YH1CwAAAADAEJdx4dgRR/y38vPz012GLRr+hEL2ekOJr721FRfb09AkBf1+Na35Tx3WPFXOpUvjo4aqqqTNmyV/h+Rv6l/YNHOm9KMfxWs7/HB72tyrr0oTOtdx+ubXpLvuSu0ap09PDsfuv1/atk06//x4OPbhh9If/pBav4kjoySpqKj7FLrRo+0nAKYSNmVnJ/fxzW9KX/xi8oipU06xp+f19Hm3u/u6UT1ZuTL+pMKoykp7JNmBGCp/bwMAAAAAkCEyLhzTLbfYi3BHA6dzzrHXN5Kkjz+2F9YuKJAefDD+mRtukF5/vX/hVXT/C1+QvvMd+/PV1fYC3oaRHOpceGHqodBFF9nT8SQpEtFJ//mf9v6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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "fig, chart = plt.subplots(nrows=2, ncols=1, figsize=(15,10))\n", + "\n", + "chart[0].set_title('Chart',fontsize=12, fontweight='bold')\n", + "chart[0].plot(x, y1, 'y-.')\n", + "chart[0].plot(x, y2, 'b-')\n", + "\n", + "chart[1].set_title('Chart 2', fontsize=12, fontweight='bold')\n", + "chart[1].plot(x, y1, 'r-.')\n", + "chart[1].plot(x, y2, 'y-')\n", + "\n", + "chart[1].set_xscale('log')\n", + "chart[1].set_yscale('log')\n", + "\n", + "chart[0].grid()\n", + "chart[1].grid()\n", + "plt.show()\n" ] }, { @@ -121,11 +263,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "fig, chart = plt.subplots(nrows=2, ncols=1, figsize=(15,10))\n", + "\n", + "chart[0].set_title('Chart',fontsize=12, fontweight='bold')\n", + "chart[0].plot(x, y1, 'y-.', label='label x1')\n", + "chart[0].plot(x, y2, 'b-', label='label x2')\n", + "\n", + "chart[1].set_title('Chart 2', fontsize=12, fontweight='bold')\n", + "chart[1].plot(x, y1, 'r-.', label='label y1')\n", + "chart[1].plot(x, y2, 'y-', label='label y2')\n", + "\n", + "chart[1].set_xscale('log')\n", + "chart[1].set_yscale('log')\n", + "\n", + "chart[0].legend()\n", + "chart[1].legend()\n", + "chart[0].grid()\n", + "chart[1].grid()\n", + "plt.show()\n" ] }, { @@ -140,11 +315,228 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
02015-05-0819349050.6501.35546001680...0.403891Friday4.016.40000092.0863310.0000000.000000May5
12015-05-0936311892514.114611.00031661602248...8.767545Saturday5.007.56666792.4643586.40000092.086331May5
22015-05-1032041422810.571602.00022614771719...6.567891Sunday6.006.45000088.7614687.56666792.464358May5
32015-05-11267367565.028749.0001902349620...3.119282Monday0.015.18333388.8571436.45000088.761468May5
42015-05-1224955023.731876.000171007360...2.317714Tuesday1.016.78333382.8920575.18333388.857143May5
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "0 2015-05-08 1934 905 0.65 0 1.355 \n", + "1 2015-05-09 3631 18925 14.11 4 611.000 \n", + "2 2015-05-10 3204 14228 10.57 1 602.000 \n", + "3 2015-05-11 2673 6756 5.02 8 749.000 \n", + "4 2015-05-12 2495 502 3.73 1 876.000 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "0 46 0 0 \n", + "1 316 61 60 \n", + "2 226 14 77 \n", + "3 190 23 4 \n", + "4 171 0 0 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "0 1680 ... 0.403891 Friday 4.0 \n", + "1 2248 ... 8.767545 Saturday 5.0 \n", + "2 1719 ... 6.567891 Sunday 6.0 \n", + "3 9620 ... 3.119282 Monday 0.0 \n", + "4 7360 ... 2.317714 Tuesday 1.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "0 1 6.400000 92.086331 0.000000 \n", + "1 0 7.566667 92.464358 6.400000 \n", + "2 0 6.450000 88.761468 7.566667 \n", + "3 1 5.183333 88.857143 6.450000 \n", + "4 1 6.783333 82.892057 5.183333 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "0 0.000000 May 5 \n", + "1 92.086331 May 5 \n", + "2 92.464358 May 5 \n", + "3 88.761468 May 5 \n", + "4 88.857143 May 5 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "import pandas as pd\n", + "fitbit= pd.read_csv(\"Fitbit2.csv\")\n", + "fitbit.head()" ] }, { @@ -167,15 +559,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", "# your code here\n", "\n", + "## average number of steps change by month -> groupby \"steps\" and \"months encoded\"\n", + "month = fitbit.groupby('Months_encoded')[\"Steps\"].median()\n", + "\n", + "# create the first plot, where i nedd to change the x axis -> name of months \n", + "plt.figure(figsize=(12, 4))\n", + "plt.subplot(1,2,1)\n", + "\n", + "plt.bar(month.index, month.values)\n", + "plt.xlabel('Months', fontsize=8)\n", + "plt.ylabel('Steps', fontsize=8)\n", + "plt.title('Median Steps by Month', fontweight='bold')\n", + "plt.xticks(range(1,13), ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], fontsize= 8 ,rotation=50)\n", + "plt.yticks(fontsize=8)\n", + "\n", + "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "activity_work_weekend= fitbit.groupby('Work_or_Weekend')['Steps'].median()\n", + "plt.subplot(1,2,2)\n", + "\n", + "#create a label to each part of the pie chart\n", + "label=['Weekend', 'Workday']\n", + "\n", + "plt.pie(activity_work_weekend, labels=label, textprops={'fontsize': 8},autopct='%1.1f%%', colors=[\"saddlebrown\",\"orange\"]) #autopct='%1.1f%%' it's a function to put labels on pie chart \n", + "plt.title('Median Steps: workday vs weekends',fontweight='bold' )\n", + "\n", + "\n", + "\n", + "#Save the chart using plt.savefig\n", + "plt.savefig('figures/steps_and_activity.png')\n", + "plt.show()\n" ] }, { @@ -191,11 +622,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "feature_pairs = [('Minutes Lightly Active', 'Steps'),\n", + " ('Minutes Very Active', 'Steps'),\n", + " ('Minutes Sedentary', 'Steps')]\n", + "\n", + "\n", + "plt.figure(figsize=(20, 10))\n", + "plt.subplots_adjust(wspace=0.3) #space between plots\n", + "colors = ['red', 'green', 'blue'] \n", + "\n", + "for i, (x_feature, y_feature) in enumerate(feature_pairs, 1):\n", + " plt.subplot(1, 3, i)\n", + " plt.scatter(fitbit[x_feature], fitbit[y_feature], color=colors[i-1], marker='o', alpha=0.5)\n", + " plt.xlabel(x_feature)\n", + " plt.ylabel(y_feature)\n", + " plt.title(f'Scatter Plot: {x_feature} vs. {y_feature}')\n", + " plt.grid(True) # Grid \n", + "\n", + "plt.savefig('figures/scatter_plots.png')\n", + "\n", + "\n", + "plt.show()" ] }, { @@ -211,13 +674,122 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250U0S
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0.0 3 \n", + "1 2 1.0 1 \n", + "2 3 1.0 3 \n", + "\n", + " Name Gender Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 U0 S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 U0 S " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic= pd.read_csv(\"titanic.csv\")\n", + "titanic.head(3)" ] }, { @@ -229,11 +801,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -246,22 +842,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['PassengerId', 'Survived', 'Pclass', 'Age', 'SibSp', 'Parch', 'Fare']" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "titanic.select_dtypes(include=[\"float\", \"int\"]).columns.to_list()\n" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Name', 'Gender', 'Ticket', 'Cabin', 'Embarked']" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "\n", + "titanic.select_dtypes(include=[\"object\"]).columns.to_list()" ] }, { @@ -274,11 +897,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "from matplotlib import style\n", + "plt.figure(figsize=(12, 6))\n", + "plt.style.use('classic')" ] }, { @@ -290,11 +926,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "fig, ax = plt.subplots(figsize=(12,6), facecolor=\"none\")\n", + "ax.hist(titanic.Age,bins=20, color='paleturquoise')\n", + "plt.xlabel(\"Age\",fontweight='bold')\n", + "plt.ylabel(\"Frequency\", fontweight='bold')\n", + "plt.title(\"Age Distribuition\", fontsize=14, fontweight='bold')\n", + "\n", + "#change the axis values size\n", + "ax.tick_params(axis='x', labelsize=9)\n", + "ax.tick_params(axis='y', labelsize=9)\n", + "\n", + "plt.show()" ] }, { @@ -306,11 +966,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "fig, ax = plt.subplots(nrows= 1, ncols=3, figsize=(18,6), facecolor=\"none\")\n", + "#Age bins 10\n", + "\n", + "ax[0].hist(titanic.Age,bins=10, color='paleturquoise')\n", + "ax[0].set_xlabel(\"Age\",fontweight='bold')\n", + "ax[0].set_ylabel(\"Frequency\", fontweight='bold')\n", + "ax[0].set_title(\"Age Distribuition(10)\", fontsize=11, fontweight='bold')\n", + "\n", + "ax[1].hist(titanic.Age,bins=20, color='paleturquoise')\n", + "ax[1].set_xlabel(\"Age\",fontweight='bold')\n", + "ax[1].set_ylabel(\"Frequency\", fontweight='bold')\n", + "ax[1].set_title(\"Age Distribuition(20)\", fontsize=11, fontweight='bold')\n", + "\n", + "ax[2].hist(titanic.Age,bins=50, color='paleturquoise')\n", + "ax[2].set_xlabel(\"Age\",fontweight='bold')\n", + "ax[2].set_ylabel(\"Frequency\", fontweight='bold')\n", + "ax[2].set_title(\"Age Distribuition(50)\", fontsize=11, fontweight='bold')\n", + "plt.show()" ] }, { @@ -322,12 +1012,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\"\\nBins in histograms refers to the range of values that are grouped together in a single bar. \\nThe bin sizes affect the aparrence of histogram (ganularity). \\n\\nHaving too many bins makes the histogram look messy, making it hard to see the real patterns.\\nHowever, if there are too few bins, the histogram won't show enough information to spot meaningful trends in the data. \\nIt's about finding the right balance for a clear understanding.\\n\"" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "Bins in histograms refers to the range of values that are grouped together in a single bar. \n", + "The bin sizes affect the aparrence of histogram (ganularity). \n", + "\n", + "Having too many bins makes the histogram look messy, making it hard to see the real patterns.\n", + "However, if there are too few bins, the histogram won't show enough information to spot meaningful trends in the data. \n", + "It's about finding the right balance for a clear understanding.\n", "\"\"\"" ] }, @@ -340,11 +1046,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "import seaborn as sns\n", + "\n", + "sns.histplot(data=titanic, x='Age', kde=True)\n", + "\n", + "plt.show()" ] }, { @@ -357,22 +1079,60 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "\n", + "plot= titanic['Gender'].value_counts().plot(kind='pie',autopct='%1.1f%%', ylabel=\"\", colors=['skyblue', 'thistle'])\n", + "plt.title(\"Gender\", fontsize=12, fontweight=\"bold\")\n", + "\n", + "plt.show()\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(8,4))\n", + "gender = titanic['Gender'].value_counts()\n", + "\n", + "ax[0].pie(gender, labels=[gender.index[0], gender.index[1]], autopct='%1.1f%%', colors=['skyblue', 'thistle'])\n", + "sns.set(rc={\"axes.facecolor\": \"#EAEAF2\"}) # To change the background color\n", + "ax = sns.histplot(data=titanic, x='Gender', color='#3498db') # to change the bar color\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -384,38 +1144,170 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250U0S
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0.0 3 \n", + "1 2 1.0 1 \n", + "2 3 1.0 3 \n", + "\n", + " Name Gender Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 U0 S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 U0 S " + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.head(3)" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 118, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#### We would like to have in one single plot the summary statistics of the feature `Age`. What kind of plot would you use? Plot it. " + "sns.histplot(data=titanic, x='Pclass', hue='Pclass')\n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# your code here" + "#### We would like to have in one single plot the summary statistics of the feature `Age`. What kind of plot would you use? Plot it. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 120, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" + "# your code here\n", + "ax = sns.histplot(data=titanic, x='Age')\n", + "ax.text(60,50, titanic.Age.describe().round(2).to_string())\n", + "plt.show()" ] }, { @@ -432,7 +1324,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "We can perceive from the graph that the majority of the passengers died with 20-25 and 27-33 years old.\n", "\"\"\"" ] }, @@ -480,22 +1372,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 121, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "fig, ax = plt.subplots(figsize=(16,8))\n", + "\n", + "ax.scatter(titanic.Fare, titanic.Age)\n", + "ax.grid(True)\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "sns.scatterplot(data=titanic, x='Fare', y='Age', hue='Gender')\n", + "plt.show()" ] }, { @@ -507,11 +1429,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Ana\\AppData\\Local\\Temp\\ipykernel_10788\\2096681223.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + " correlation_matrix = titanic.corr()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "correlation_matrix = titanic.corr()\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(correlation_matrix, annot=True, fmt='.2f', linewidths=0.5)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" ] }, { @@ -528,7 +1474,17 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "Negative Correlations:\n", + "\n", + "Fare and Pclass: Higher class, higher fare.\n", + "Age and Pclass: Older in higher class.\n", + "Pclass and Survived: Rich survived more.\n", + "Positive Correlations:\n", + "\n", + "Parch and SibSp: More family, more siblings/spouses.\n", + "Fare and Survived: Pay more, better survival.\n", + "Fare and Parch: More family, higher fare.\n", + "These show how factors like class, age, family size, and fare were linked on the Titanic, affecting survival and costs.\n", "\"\"\"" ] }, @@ -541,13 +1497,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.histplot(data=titanic, x='Age', hue='Pclass', multiple='stack')\n", + "plt.show()" ] }, { @@ -560,18 +1529,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 129, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "g = sns.FacetGrid(titanic, col='Gender')\n", + "g.map_dataframe(sns.histplot, x=\"Age\")\n", + "\n", + "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -585,7 +1570,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.10.9" } }, "nbformat": 4,