{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "klajosw_r_pelda.ipynb", "version": "0.3.2", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "code", "metadata": { "id": "xqKC-VY_USnH", "colab_type": "code", "outputId": "695382b1-debd-4dec-f9cc-256ea1f888d2", "colab": { "base_uri": "https://localhost:8080/", "height": 102 } }, "source": [ "!jupyter-kernelspec list" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Available kernels:\n", " ir /usr/local/share/jupyter/kernels/ir\n", " python2 /usr/local/share/jupyter/kernels/python2\n", " python3 /usr/local/share/jupyter/kernels/python3\n", " swift /usr/local/share/jupyter/kernels/swift\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "oLF_7aMTUqmE", "colab_type": "text" }, "source": [ "### Jé, van 'R' nyelv is. !!!! OK !!!\n", "### Probáljuk ki!\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "0FeyJkQNU1T5", "colab_type": "code", "colab": {} }, "source": [ "%load_ext rpy2.ipython" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "2dxIbEdmVASZ", "colab_type": "text" }, "source": [ "Betöltöttük a szükséges kiterjesztést.\n" ] }, { "cell_type": "code", "metadata": { "id": "uYdiI7WjVGD6", "colab_type": "code", "outputId": "4fb8f8c2-b9c5-49ea-f5c7-143663380b21", "colab": { "base_uri": "https://localhost:8080/", "height": 72 } }, "source": [ "%%R\n", "x <- 42\n", "print(x)\n", "a <- 1;\n", "b <- -1;\n", "print(a+b)\n", "c <- 1:2;\n", "d <- 1:3;\n", "c(c,d)\n", "# getwd() \n", "\n", "\n" ], "execution_count": 4, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "[1] 42\n", "[1] 0\n", "[1] 1 2 1 2 3\n" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "0CqyylnZVLI2", "colab_type": "text" }, "source": [ "OK, OK, OK\n", "### Működik.\n", "OK\n" ] }, { "cell_type": "code", "metadata": { "id": "T9-nOj42bDDK", "colab_type": "code", "colab": {} }, "source": [ "%matplotlib inline" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "VDom4J0fbE4F", "colab_type": "text" }, "source": [ "Colab-on a matplotlib használat betöltése (Impont)\n" ] }, { "cell_type": "code", "metadata": { "id": "muDnrdzQbLVx", "colab_type": "code", "outputId": "7226e335-1227-4a7c-8a5e-739e336be5b3", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "source": [ "import numpy as np\n", "x = np.linspace(0, 10, 100)\n", "\n", "fig = plt.figure()\n", "plt.plot(x, np.sin(x), '-')\n", "plt.plot(x, np.cos(x), '--')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": { "tags": [] }, "execution_count": 16 }, { "output_type": "display_data", "data": { "image/png": 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TnNmlJLXZu5y2velohrV3wZHXv1h0uaWTtw6VsiojxqU7qPl6ufP1r8Szq6iGk2WNastx\nOexx14oBSnt9LzMv+xJCiLFAPPBJr8XeQogcIcQBIcRqO+hxLjO/DZ5+Sny3mRf2nCHMz5PbsqzL\nknYm352XSF1LJ28fvqi2FB2Awg3wr9VweqvaSgbH0w+aymHfnxSDBrxx4AJtXUYenusaUXgDcd/s\ncQR4u/OnT/RRw7U4+3H2DuA9KWXvx9Ox5h6kdwF/EEL0OT4VQjxsNiA5NTUu1HhmVBBk3qvEdTeW\nk1feyKena/jaV+Lx9nCBhKRBmB4fwnXjgnnx07N0dpvUljOykRI++wOEjIcJC9VWMzhCwJzvQ10J\nFG2mvcvIa/vOMy8pnKQoJ9dzsoIAbw8emBPPjoIqTlfpeQ29sYdhKAd6PxrHmpf1xR1c40aSUpab\n388Cu4HMvnaUUr4opcySUmaFhzuh5LAlzPwWSBMc+jsv7D6Dv5c798wcq7aqIfOdeYlcamzXs6HV\npvSQkrcw6zuukeU8FFJWQdBY+PyPvHekjLqWTr7p5CKRtnD/rLF4uRt49fPzaktxKexhGA4DE4QQ\n8UIIT5Sb/5eii4QQyUAwsL/XsmAhhJf5cxgwB9Be5knwOJj1XepGJbA5r4K7Z44lwNtFEpKGwI0T\nw0mO8ufVz8/rzXzU5MBfwTsQptyptpKh4+auhG6XHWL/7k1MiQtiRrx69cAsJdTPizWZMXxwtIzL\nekn6L7DZMEgpu4FHgG3AKeAdKWW+EOKXQojeUUZ3AG/Jq+88KUCOECIX2AU8LaXUnmEAWPgkLzRM\nx00IHpwzTm01FiGE4IHZ4zhV0cShc/VqyxmZdLVB+VGY9gB4Or6JjV3JvJui1B+wryGYb81NQLj6\npPk1PDgnno5uE2v1ebYvsEs6rpRyM7D5mmX/e833X/Sx3z5gkj00qE1rZzcbcor5RdxJIv0WqS3H\nYlZlxPDrLYW8tu88MxJC1ZYz8vAYBd8/Ct3taiuxHE9fnri8BL+QNhamRamtxmKSovyZkxjKP/dd\n4BvXJ+DhwpGEzkL/F7AT645dIqPzGPdUPQuFG9WWYzGjPN24Y3oc2wuqKG+wvbe1jgV0d0B3p1IP\nydlNeOxAYaUy0nwioQS3Y68PvoML8rU58VQ2tbMlr1JtKS6BbhjsgJSS1/edpzziRmRgLBx+WW1J\nVnHvzLFIKfWEN2dz5HX442S4Uq22Eqt448AFvNwN3Ni5R0n27NLeg8W8pAjGhfrwit7IB9ANg104\neK6eoqpm7p2TgJj2AJzbozT00RixwT5kp0ay9tBFvSS3s5BS6aUcMFrpr6wxmtu7+PBoOSumjMZz\n5sNKA6v8dWrLshiDQfDgnHiOlzZwvNS69qXDCd0w2IHX950nyMeDVRkxSk6DwR2OvKq2LKt4YHY8\nDa1drD9+SW0pI4OL+6H2tNLjQ4N8eKyclk4j984cq7QdDZ2g9CrRIDdPjWGUhxtrD+qT0LphsJGK\nxja2F1Tx1aw4JaHNPwqSl0GtNrMpZyaEMDHSj38f1N1JTiHnVfAKhLSb1VZiMVJK/rX/AlNiA5kS\nF6QkvF33EJTnwKVjasuzGH9vD1ZOGc363Es0j/DCkrphsJF3c8owmiR3z+iV0LbmRbj7HfVE2YAQ\ngjuuG0NuWSMFl5rUljO8aa2Hgo9g8u3g6bp1hfrjwNl6iquvXJ3MmXEnRE+xqCe6K3HnjDG0dRn5\naISPmHXDYAMmk+SdnFLmJIYyJrTXD9vDW3lv12ZxrjWZMXi6GXgnp3TwjXWsxzsI7npLqbelQd48\ndJHAUR6s6F1B2DsQvvkpjJ+vnjAbmBIbSEp0AG8evDiikz11w2AD+87UUXa5jdv7KpZXvAOenQBV\n+c4XZiPBvp4sTo/ig6Nl+iS0IzEYlBtoP+WrXZmG1k625VeyJjOm75pgna1Qd8b5wmxECMFd0+Mo\nqGjiZLk2H+zsgW4YbODtnFICR3mwqK+knphpyvsRbcZ133FdHE3t3WzV47odQ+lh2PYzxZ2kQdbn\nXqKz29T3QxHAGzfD+w85V5SdWJUZg7eHgbWHRu4ktG4YrORySyfb8gZ4YvIJUSahT76rJC9pjJkJ\noYwN9eEtvUyAYzj8Ehz9F7h7q63EKt7JKSU9JoDU0QF9b5CyUikIqMERc4C3Bysmj+aj45e40tGt\nthxV0A2Dlaw7Xk6n0cRXrxug50LG3dBWr43a+tdgMAhuz4rjwNl6ztW2qC1neNHeBAXrYdKtmpx0\nzr/USF55U/+jBVAm1A0ecOzfzhNmR+6YPobWTiObTozMSWjdMFiBlJK3D5d+MVHVL+PngX80HH/T\neeLsyG3TYnEzCH3UYG8K1kF3G2TcpbYSq3g3pwxPd8PAbWt9wyBpCZx4S5Mj5qljgkgI8+X9oyOz\nFL1uGKzgZHkjhZXN3D7QaAGUmvor/wILf+UcYXYmIsCbeUnhrDtWjtE0ciM07M7xN5VEsJ55KA3R\n0W1k3fFyFqVFEeTjOfDGmfdCax2c+9Q54uyIEIJbpsVy6Fw9pfWtastxOrphsIIPjpbj6W5g+eQB\nnph6mLAAwly3KfpgrMmMpaqpg/1n6tSWMjwwdkNwvJLprLHy1AA7CqpoaO3i9qzYwTcePx8e3g2J\nNzlalkNYnRmDEPD+0TK1pTgd3TBYSJfRxIbcS2SnRBI4aojNeC4ehK2PK3VxNMZNKRH4e7vzwQj8\ncTgEN3dY84LSpU2DvHekjNGB3sweHzb4xm7uMDpTkwYQICZoFLMSQvngaPmIy2nQDYOFfHq6hrqW\nTtZkxgx9p+p8pTuXBssEeHu4sXxyNFvzK2kZoREadsNk0mSUTg+1VzrYW1zL6swY3AxDvNl3d8K6\n7yqlPzTILVNjuVjfSs4FbWZyW4tdDIMQYrEQokgIUSKEeKyP9Q8IIWqEEMfNr4d6rbtfCFFsft1v\nDz2O5INj5YT4enJDkgV9p9NuBjcvyF07+LYuyJrMWFo7jWzL13MabOLifnhhNpzSXr8OgI25lzCa\nJKsteShy94SqPDjymsN0OZLF6VH4eLrx/pGRNWK22TAIIdyA54ElQCpwpxAitY9N35ZSZphf/zDv\nGwL8HJgBTAd+LoQItlWTo2hq72JHQRUrJkdb1uVpVBAkLYa8DxQfs8bIGhtMbPAoPjw2MiM07Ebu\nWvD0U6LVNMiHxy+RGh3AxEgLmwlNvh0qjkPNaccIcyC+Xu4sSY9m04mKEVUFwB4jhulAiZTyrJSy\nE3gLWDXEfRcBO6SU9VLKy8AOYLEdNDmELScr6Ow2sWbqECbermXS7dBaC2d3212XozEYBDdnxvB5\nSS2VjRpsPekKdLUrBfNSVmqvpzNwrraF3NIGy1yoPaTfAsIAJ7VZWPKWqTE0d3Szo6BKbSlOwx6G\nIQboXW2tzLzsWm4RQpwQQrwnhOiJ8xzqvi7BB0fLSQjzZUpsoOU7T8iGqEnQ2Wx/YU5gzdRYTBI+\nOq6PGqyieDt0NMHk29RWYhXrjpUjBFcXzBsq/lEQf4NSBUCDk7gzEkKJDPBife7ISXZz1uTzBmCc\nlHIyyqjA4gJCQoiHhRA5QoicmpoauwscjLLLrRw8V28OYbMiysLdC771GaStsb84JxAf5ktGXJDu\nTrKW/A/BNxzGzVVbicVIKVl3vJzZ40OJCrSyhEfW12DiYk22/XQzCFZMHs3uomoaW0dGnwZ7GIZy\noHemV6x52RdIKeuklB3mr/8Apg11317HeFFKmSWlzAoPt2Di105syK0AYHWGjQMaY7dme/uuyhhN\nYWUzJdXaHPWoyso/w13vKCGcGuN4aQMX6lptu/ZTV8KS32iyBAjAyozRdBklW/Mr1JbiFOxhGA4D\nE4QQ8UIIT+AOYH3vDYQQ0b2+rgROmT9vAxYKIYLNk84Lzctcjg25l8iIC7q674I1vDQPNvzAPqKc\nzLJJ0QjxHyOpYwFefhAzVW0VVrHuWDle7gYWp/dRRdgSTCY4/7kmS2RMiglkXKjPiHEn2WwYpJTd\nwCMoN/RTwDtSynwhxC+FECvNm31fCJEvhMgFvg88YN63HvgVinE5DPzSvMylOFNzhYKKJuv8q9cS\nP1fp1aDBcssRAd7MjA9lQ+6lEZfwYxNbHoNjb6itwiq6jSY2naxgQUok/t5DTOjsjzM74bWlcHaX\nfcQ5ESEEK6eMZt+ZOqqbhn8Ahl3mGKSUm6WUE6WU46WUT5mX/a+Ucr358+NSyjQp5RQp5TwpZWGv\nfV+RUiaaXy6ZBbMxtwIhlCdmm5l0G5i6lAgVDbJiymjO1raQr7f9HBpXauDQi1BXorYSqzh4rp7a\nK50sn2yHaz/+BqXDW/6Hth9LBVZmjEZK2Hhi+I+Y9cznQZBSsj63nOnjQqyfeOtN9BSlgFre+7Yf\nSwWWpEfhbhBsGKHliC2mYB1Io/JAoEE2nriEr6cb85IjbD+Yuyckr4DCTUr4rsZIjPAnJTpgRLiT\ndMMwCIWVzZypaWG5PdxIoNSNSb8ZLnwOzdqLiw729eT6CWFszK3Q3UlD4eR7EJ4CkWlqK7GYLqOJ\nLXmVLEiN7LsZlTWkr1HCds/stM/xnMyqjNEcL23gYt3wrriqG4ZB2HjiEm4GwRJbJ956k3kv3Lde\nqVmvQVZMGU15QxtHLzaoLcW1aSyD0gNKgpcG+byklobWrqFVER4q8TfAqBAo2my/YzqRnnnG4T5i\n1g3DAEgp2ZBbwezxoYT5ednvwEFxEH+90q9Bg2SnRuLlbmDDCBhS20R7k1J6WqO5KxtPVODv5c7c\niXZ8gHHzgAc3w/I/2O+YTiQmaBQZcUFsGubzDLphGIATZY1crG+1TzTStTRchK0/hWbtFabz9/Zg\nXlIEm05WYNIb+PRPZCrc+yGEJaqtxGI6u01sy68kOy0SL3c7P8BEpCgGQqMsmxRNQUUT54dxy1vd\nMAzAppMVeLgJFqXa0Y3UQ2crHHhe6f2rQZZOjqamuWPElSMeMm0NmpxD6mFvcQ3N7d2ssKcbqTef\n/1F5MNIgSyYp94PNecN31KAbhn6QUrL5ZAVzEsMI9HHA001EsjIpqdHQvfnJEXi5G9h8cvj+OGwi\ndy38PlmZZ9AgG09UEDjKgzmJDpoHa7gIOa9AxxXHHN+BxAb7kBEXNKyvfd0w9ENeeRNll9tYmm6H\n+O3+SFuj1Ohv0t4F5uflzg0Tw9mSp7uT+iR/HUSkQqAVlXhVpqPbyMcFVSxKi8TT3UG3iLQ10N0G\nxS5Z6GBQlk2KJq+8adhGJ+mGoR8251XgZhBkp0Y67iRpqwEJpzTqTpoUTVVTB8dKdXfSVTSWK9FI\nqavVVmIVn5fU0tzRzRJ7JHT2x5hZ4BuhWVdqjztp0zAdNeiGoQ+klGw5qUQjBft6Ou5E4UkwZjZ0\naLMo3U0pEXi6Gdh0QnsT6A6lx9CnadMwbD5Zib+3O3OG0tfZWgxukLJcKQ/Tqb2n7thgH6YMY3eS\nbhj64FRFM+frWlnqyCemHh7cDHMfdfx5HIC/twdzJ4bp7qRrKfgIItMhbILaSiymy2hiR0EV2SkO\ndCP1kH4LTFwE7Y2OPY+DWDYpipPljcPSnaQbhj7YkleBQcBCR7qRehBCaV6i0VHD0knRVDS2k1um\nJ7t9wS3/gBV/VFuFVew/U0djW5ftlVSHwrivwG2vQoATHsAcwBLz/ONwjE7SDcM1SCnZdLKCmQmh\nhNozqW0g3vwqvH2Pc85lZ25KicTDTQzbIbVVBMZCbJbaKqxiS14lvp5uzJ3oxJ4ntSXQ3TH4di5G\nXIgPk2MD2Zo3/FypumG4htNVVzhb0+LYibdriUyFc3s1WYo7cJQH108IZ/PJSr12EsAnT0GhNss9\nGE2S7fmVzEuOsF9tpME4txf+Mk2TvdABFqVFcby0gYpG7XWmGwjdMFzDljylxPaiNCe4kXpIWalU\n4NRo/ZjFaVGUN7Tppbhb62Hv76A8R20lVnHoXD11LZ3OmVvrIW46eAVqNjqpx+W2PV+7yYx9oRuG\na9iaV0nW2GAi/O1QYnuojM6EwDjN/jgWpEZiELAtf/gNqS2iaLNi4FNWqK3EKrbkVeDtYeDGJCe6\nkdy9IGkxFG0Co/b6KY8P92NChB9bhtk8g10MgxBisRCiSAhRIoR4rI/1/y2EKBBCnBBC7BRCjO21\nziiEOG5+qXpnvFDXQmFlM4vSnDDx1hshlJvJ2V1K4TWNEeLryYz40GHpa7WIUxsgcAxEZ6itxGJM\nJsm2/EpumBiOj6eT+1KnrIQ1LlaIAAAgAElEQVS2y3B+r3PPaycWp0cpo60r2psn6Q+bDYMQwg14\nHlgCpAJ3CiFSr9nsGJAlpZwMvAc802tdm5Qyw/xaiYr0PPE63TAATL0PVr8Abg7Mm3Agi9IiKa6+\nwpka7ZU4sAsdzXDmE8XAC6G2Gos5XtZAVVOHc6KRriXxJvDwgVMbnX9uO7A4PQqThI9PDR93kj1G\nDNOBEinlWSllJ/AWsKr3BlLKXVLKnmDfA4BL1gnYll9FanQAcSE+zj95RApMuhU8nOjCsiMLzcZ0\nxLqTGsshLEmzbqRt+ZW4GwTzk5w4t9aDxyi46x246Qnnn9sOKPeMUcNqxGwPwxADlPb6XmZe1h9f\nB7b0+u4thMgRQhwQQvSbKiqEeNi8XU5NTY1tivuguqmdoxcvq/PE1EPTJfj8T9ClvQiH0UGjmBIb\nyLZh9OOwiIhk+PZnMHaW2kosRkrJ9vwqZo0PdUzByKEQfz2MClbn3DYihGBxWhSfl9TR1K69eZK+\ncOrksxDiHiALeLbX4rFSyizgLuAPQojxfe0rpXxRSpklpcwKD7f/5Nj2giqkVMmN1EN1Aex4Qruh\ne+lR5JY1cqlBe4bNJoxdmjTmPRRXX+FcbcsXoz7VOPgiHHlNXQ1Wsjg9ik6jiV2F1WpLsQv2MAzl\nQFyv77HmZVchhFgA/AxYKaX8YpZGSllufj8L7AYy7aDJYrblVxIf5svESD81Tq8wbq4SuqdVX2ta\nT+jeCBs1lOyEZ8ZDxQm1lVhFzyjPKZn+A1G0WRkxazAfJjMumAh/r2HjTrKHYTgMTBBCxAshPIE7\ngKuii4QQmcDfUYxCda/lwUIIL/PnMGAOUGAHTRbR2NrF/jN1LEyLRKg5cejuCRMXKj8QY7d6Oqwk\nwRy6t22YxXQPSuFGpShceLLaSqxiW0ElmWOCiAxQeX4rZTnUn4GaQnV1WIHBXIl5z+ka2ruMasux\nGZsNg5SyG3gE2AacAt6RUuYLIX4phOiJMnoW8APevSYsNQXIEULkAruAp6WUTjcMnxRV0W2SXzzx\nqkryMmirV8o2a5DF6VEcPFdHfUun2lKcg8kIRVtgwkLFsGuM0vpW8sqb1HWh9pC0THnX6Ih5YVoU\nrZ1G9p2pVVuKzdhljkFKuVlKOVFKOV5K+ZR52f9KKdebPy+QUkZeG5YqpdwnpZwkpZxifn/ZHnos\nZXt+FZEBXkyJDVLj9FeTmA2eflB9Sm0lVrEwVQnd+2SY+FoHpfQgtNYqT7saZHuBMrpzCcMQEA2x\n10HhBrWVWMWshFD8vdyHRRb0iM98bu8ysud0DdmpkRgMLhB/7uUHjxbD9G+orcQq0mMCiA70Hjnz\nDIWblNyTxAVqK7GKbfmVTIz0Iz7MV20pCqmrwCsAutrVVmIxnu4GbkyO4ONTVRg1XoZ+xBuGz0tq\nae00sjDVBZ6YevA051FocBJOCMHC1Eg+La6hrVP7vtZBmXIHLP8DePmrrcRi6ls6yTlf7xqjhR5m\nPQIPbNRuPk9qJLVXOjl6UdtdDUe8YdieX4W/lzszE0LVlvIfjN3w+grY88zg27ogC9OiaO8ysbfY\n/vkmLkfUJMi8W20VVrHzVBUmiWs9FPUEf3S2qKvDSm5MCsfTzaD5EfOINgxGk2RnYRU3Jkc4vluV\nJbi5K8ah4CO1lVjF9PgQArzdv/BfD1tOb1NCVTXK9oIqogO9SY8JUFvK1Rx5HZ5J0GQZen9vD2Yn\nhprzorQ34u/Bhe6GzufYxcvUXulUP367L5KXQXU+XD6vthKL8XAzcFNKJDtPVdFtNKktx3F88qRm\nR3VtnUb2Fitza6qGaPdFZDp0t0PxdrWVWMXC1Cgu1LVyukq7dcNGtGHYXlCFh5twbpnhoZK8VHnX\naNOX7NRILrd2kXNB277Wfmm4CJUnFAOuQfYW19DeZXItN1IPozPBP1qZ2NcgC1IjEBovQz9iDYNS\nH6aS2ePD8PdWqT7MQIQkQESqZpv3zJ0Yjqe7YViE7vVJj8HWqGHYUVCFv7c7MxJC1JbyZQwGSFqi\nuOk0GJ0U4e9NZlwQOzTsSh2xhqGk+grn61pZ6MxObZYy67uardbp5+XOVxLD2F4wTFt+Fm1SMp1D\n+yzt5dIoc2vVzE+OwMPNRW8BycugqwXO7VFbiVVkp0ZxsrxRsy0/XfSqcDw9E6MLUlzYMGTeAzO+\nqbYKq1mYGknZ5TZOVTSrLcW+dHdC3RlIWqq2Eqs4cuEy9S2drulG6mHcXFj4pDLfoEGyzfOWH2t0\n1DByDUN+JVPiXKA+zGC01sP5z9RWYRU3pUQiBJoeUveJuyf8vzyY+6jaSqxie34lnm4GbnDFubUe\n3D1h9vcgcKAK/q5LYoQfCWG+mo3MG5GGoaqpndyyRteMRrqWT56Ef9+mybLO4f5eiq/1lHYn4frF\nYABPF8kWtgApJdsLqpidGIqfl5NbeFpKVxucfA9qitRWYhXZqZEcOKvNHg0j0jD0PMFqwjAkL4Wu\nVjirXV9rXnnT8OnR0N0Bz89Qblga5HTVFS7Wt37h6nBpjJ3w4bfg2BtqK7GK7NRIuoyS3UXaS/Qc\nsYZhbKgPiREq9l4YKuOuB09/ZbJTg3zhax0u/XDPfaqUhfYOVFuJVewoUEZvLj231oN3IIz7imYj\n8zLHBBPq66lJV+qIMwxXOrrZf6aO7BQXTOzpC3cvmJCtlHY2aa/2UI+vVYs/jj4p3KRUv42fq7YS\nq9hRUKWNubUekpdBXQnUFqutxGLcDIKbUiLYXVhNZ7e2Ej1HnGHYU1RDp9GkjaF0D8nLoKUGKnLV\nVmIVWva1XoXJpBjoxJsUg60xNDW31sPExcq7RpPdslOjaO7o5uC5OrWlWIRdDIMQYrEQokgIUSKE\neKyP9V5CiLfN6w8KIcb1Wve4eXmREGKRPfQMxI6CSoJ9PJg2VkONxycuhu8dhZipaiuxCi37Wq/i\n0jG4UvmfhjIao8edp6mHoqA4iJqsZJlrkK8khuHtYdDciNlmwyCEcAOeB5YAqcCdQojUazb7OnBZ\nSpkIPAf8xrxvKkor0DRgMfBX8/EcQpfRxCeF1cxPjsTdVRN7+sLLT5OJVD1o2dd6FZ6+Sm7JhGy1\nlVhFz9zaBC3MrfXm/g1w6ytqq7CKUZ5uXD8hnI81VlTPHnfH6UCJlPKslLITeAtYdc02q4DXzZ/f\nA24SioN/FfCWlLJDSnkOKDEfzyEcPldPU3u3tp6YeqgtgXcfVBKrNIaWfa1XEZEMq54HHxcsIzEI\nVzq62VdSxwKtzK31ZpQLdFa0gezUSC41tpN/qUltKUPGHoYhBijt9b3MvKzPbcw9ohuB0CHuaze2\nF1Th5W5g7sQwR53Ccbh7Qf4HSuN5DaJVX+sXXKmBihOabJ4E8OlpDc6t9Wb7E0roqga5KTkCg0BT\nyW6a8acIIR4WQuQIIXJqaqzzVXcZTSxIicTH08UTe/oiKE5pCqPRaqta9bV+wYm34e/XK1VVNciO\ngiqCfDzI0tLcWm+6OyD/Q0028An182La2GBNXfv2MAzlQFyv77HmZX1uI4RwBwKBuiHuC4CU8kUp\nZZaUMis83LpU/qfWTOIvd2Vata9LkLRMaT5/RXuTuFr1tX5B0WaISIPgsWorsZjuL+bWIrQ1t9ab\n5KVKj4Yzu9RWYhXZqZGcqmiitL5VbSlDwh5XyWFgghAiXgjhiTKZvP6abdYD95s/3wp8IpW7w3rg\nDnPUUjwwAThkB039ojn/am+SlwISTm9VW4lVZKdoz9cKQEsdXNz/nx4ZGuPQ+Xoa27q0FaZ6LWPn\nKAlvGk12yzYXLNypkURPmw2Dec7gEWAbcAp4R0qZL4T4pRBipXmzl4FQIUQJ8N/AY+Z984F3gAJg\nK/BdKaX2sricRdRkiL8BDBp0hQHzUyK0WVSveBtIk2arqe4oqMLT3cD1E1y4aN5guHnAhIXKQ5EG\nEz3jw3xJjPBjh0YMg13uMFLKzcDma5b9b6/P7cBt/ez7FPCUPXQMe4SA+68djGmHMD8vpo1RfK3/\nlT1RbTlD5/RW8B+tdBbTGFJKdhRU8ZXEMHxdvWjeYEy5A/wilXkGbxfrUz0EslMjeenTszS2dRE4\nygWbg/VCow7HEY6xS5ON0kH5cRRUNFF2WRu+VgBWvwB3v6MYZo1RWNlM2eU27UYj9SZxASx6SpNG\nAZRrv9sk2V1UrbaUQdENg9aQEv48FXY8obYSq9BkAxNPXyUiTIPsKKhCCLgpJUJtKfbB2A0XD2gy\nbDgjNohwfy9NhK3qhkFrCAFxM6BIm77WhHA/xof7asbXymfPwf6/qq3CanYUVJERF0SEv0aK5g3G\n8TfglUWa7NFgMAgWpESwp6iGjm7X/u3qhkGLJC2F1loodWgAl8PITo3i4Nl6GltdvKieyQj7n4ey\nw2orsYqKxjZOljcODzdSDxPM5dQ0WoZ+YWoUVzq6OXDWtV3BumHQIokLwOCh4Sxos6/1tIv7Wsty\nlKq2yRotmqelhlRDJSAaRk/VbKLnrPGh+Hi6sT3ftbsa6oZBi3gHKP0ACjdp0teaGRdEmJ8X2/Nd\n3J1UtEkJDU5coLYSq9heUEV8mC/jwzVWNG8wkpdCeQ40u/bNtS+8Pdy4MSmcj09VYTK57m9XNwxa\n5YafwGpt+r4NBkF2aiS7i6pd29dauEnpoKfBIm5N7V0cOFtHdqoGi+YNRk/Zc60meqZGUtXUwYny\nRrWl9ItuGLTKmBkwdrYmQyhBcW+0dBrZd8ZFi+p1XIHgeEhbrbYSq9hdVEOXUQ6v+YUeIlLgwS2Q\ncbfaSqxiXlIEbgbxRZtVV0Q3DFrm0jHY92e1VVjFrPGh+Hq6ua47ycsP7nkPpj2gthKr2J5fSZif\nJ1PHaLRo3kAIoTwUubl2klh/BPl4MiM+xHWvfXTDoG1KPobt/wNNFWorsRhvDzducGVfq0YTCAE6\nuo3sLqphQUokbgZtjigHpaNZufaLP1ZbiVVkp0ZSXH2Fc7WuWS1WNwxaJnm58q7RwmILU6Ooae7g\neFmD2lKuprkKnk2EI68Pvq0Lsv9MHVc6ulmYNgzdSD14+MDxNyF3rdpKrKLHxeeq7iTdMGiZ8GQI\nSdBs2Oq8pAjcDcL1htRFm0EaIWaa2kqsYntBFT6ebswer8GGVEPF4AZJS6B4O3R3qq3GYmKDfUiN\nDnC9a9+Mbhi0jBDKqOHcp9DmYk/dQyDQx4MZCSFsd7WnpsJNEDwOItPUVmIxJpNSNO/GpHC8PRzW\nPt01SF4OHU1wfq/aSqxiYVokRy5epqa5Q20pX0I3DFoneTl4+kHtabWVWMXC1CjO1rRQUn1FbSkK\n7U1wbo/y76rBiK/jZQ3UNHew0Fz/f1iTcCN4+CqGXIMsSotCSvjYBcvD6IZB68ReBz86A3HT1VZi\nFT2+1m2ukglavB2MnZCyQm0lVrE9vwp3g2Be0jApmjcQHqMgfY3SD12DJEf5ExcyynWu/V7ohkHr\nGAzg5q5kQJtMaquxmNFBo5gcG+g6JQLi58LyPygGV4NsL6hkZkIogT7aDOW0mFXPw+Jfq63CKoQQ\nLEqNYl9JHc3trlU3zCbDIIQIEULsEEIUm9+/FDQthMgQQuwXQuQLIU4IIb7aa91rQohzQojj5leG\nLXpGLHVn4E+ZULJDbSVWsSgtityyRioa29SWAn4RkPWgMrmpMUqqmzlb0zK8o5H6Q4NzbACL0qPo\nNJrYVeRafdxtHTE8BuyUUk4Adpq/X0srcJ+UMg1YDPxBCNG7xsCPpJQZ5tdxG/WMTALjoLVOs9FJ\ni9IUf7jqERplR+DoP6GrXV0dVrLN/O83LLOdB2Ldd+Ef2qxnNXVMMGF+nq4zYjZjq2FYBfQEe78O\nfKl+gJTytJSy2Pz5ElANaLj5rAvi7gkTspWKkxrs0ZAYofRoUN3XevQ12PpTTU46A2zNqyQjLojo\nwFFqS3EuozOgrliTPRrcvqgb5lo9Gmw1DJFSyp6020pgwEcVIcR0wBM402vxU2YX03NCCG3OIrkC\nycuVHg0XD6itxCoWp0dx8Fw9l1tUikk3GRXDOnGhJiczyy63crK8kcXpIyAa6Vp6yqKf0mY/9IVp\nSo+GfSWuUzdsUMMghPhYCJHXx2tV7+2klBLot7aBECIa+BfwoJSyZ5b0cSAZuA4IAX4ywP4PCyFy\nhBA5NTWu5Y9zCSZkg5uXpt1JRpNUL3Sv9KBiWDXae6HHjdTjlhtRBIxWggVObVBbiVXMHh+Kn5e7\n+iPmXgxqGKSUC6SU6X28PgKqzDf8nht/n51XhBABwCbgZ1LKA72OXSEVOoBXgX5jLqWUL0ops6SU\nWeHhuifqS3j5w/z/gfE3qa3EKibFBDI60PuLG5zTObUR3DwhMVud89vItvxKkqP8iQ/zVVuKOqSs\ngIpcuHxBbSUW4+Wu9GjYUVCF0UXqhtnqSloP3G/+fD/w0bUbCCE8gQ+Bf0op37tmXY9RESjzE3k2\n6hnZzPk+TNDmJJwQgoVpUewtrqG1s9v5Ai6fV4yqd4Dzz20jNc0dHD5fPzJHCz2k3wI3/wN8QtVW\nYhWL06Ooa+nk8HnXKN5oq2F4GsgWQhQDC8zfEUJkCSH+Yd7mdmAu8EAfYan/FkKcBE4CYcCTNurR\nqS2Bc9osEbAoLYqObhO71Qjdu/NNuF2bRfM+PlWFlIzM+YUeAmNh8m1KuXQNMi8pAi93A1vzXMOd\nZJNhkFLWSSlvklJOMLuc6s3Lc6SUD5k/vyGl9OgVkvpFWKqUcr6UcpLZNXWPlNJF6iJomM0/hA0/\n0GTLz+vGBRPq68kWZ/84ehIDNTjpDEo00thQH5Kj/NWWoi5XapT+JFdcvJd4H/h6uXPDxHC25lW6\nRBl6PfN5uJGyEurPQPUptZVYjLubgYVpUXxyqor2LieF7kkJf58Le551zvnsTGNbF/vO1LI4LWr4\ntfC0lJYapUeDRgMwlkyKorKpnWOl6ifr6YZhuJG8HBCajdBYkh5FS6eRvcW1zjlhVT5UnQRfbfqm\nPymsossoWTiS5xd6iEiBkPFQoM2w1fnJkXi4Cbbmqd94SzcMww3/SBgzU7Mx3bPGhxI4yoMtJ530\n4zi1HhD/aXqkMTafrCQqwJvMuKDBNx7uCAGpK5Uy9BrswBc4yoM5iWFsyatEquwK1g3DcCRlhZIF\n2uwaE1mW4OFmYGFqJDtOVTknE7RgvdI/2E971Uib27vYc7qGJZOiMAzXFp6WkrpaabKkUXfS0vRo\nyi63kX+pSVUdumEYjmTeAz8qBn9tuheWTIqiud0JmaC1xVBzSpmX0SCfFFbT2W1i2aRotaW4DtFT\nIDQR6s+prcQqslOVPt1bVHYn6YZhOOIdCKO+VOhWM8xJDMPfy53NjnYnefrC3B9ptvfC5pMVRAZ4\nMXWMdv+v7Y4Q8O39sODnaiuximBfT2YmhKjuTtINw3ClIhdeXqSU5NYYXu5uLEiNZHtBFV1GB/aY\nCBitZIsHxjjuHA6ipaOb3UU1LEmP1t1I1+LuqbxrsKAkwJL0aM7WtFBU1ayaBt0wDFdGhUDpAShY\np7YSq1icHkVjWxf7zzjIndRQCqe3abKRPMDOwmo6uk0s1d1IfbPuO/DW3WqrsIrF6VEYBGzMVc+d\npBuG4UpQHMROh/wP1VZiFTdMDMfX041NJxz048hdC2/erhTO0yCbT1QQ4e9F1ljdjdQnPqFQ8jG0\nXVZbicWE+Xkxe3wYG09cUs2dpBuG4Uzaaqg8qUl3kreHG9mpkWzNr6Sz2wHupPwPYcwsxZ2kMVo6\nutlVVM2SdD0aqV/SVoOpSymlrkGWTY7mfF2ratFJumEYzqSaK6NrdNSwfPJoGtu6+KzEzrWTqguh\nugDSbrbvcZ3EriLFjbREdyP1z+ipEDRGu67UtCjcDIKNjhoxD4JuGIYzgbEw/WEIHa+2Equ4fmIY\nAd7u9ve15n8ImJOhNMiG3EtE+Htx3bgQtaW4LkIoOQ1ndmky2S3Y15M5iWFsOqmOO0k3DMOdpc9C\n2hq1VViFl7sbi9Ki2F5g59pJF/fD2DmazPNoau9iV1ENyyePxk13Iw1Mxl2w4BdgcFNbiVUsnxxN\naX0bJ8oanX5u3TCMBFrr4dJxtVVYxYopo7liDs20G/eu02yJ7W15ypzLiim6G2lQIlJg9iNKXo8G\nWZQahYebYOOJS04/t24YRgLvPgDvP6TJUtyzx4cS4utp3x+HwQC+YfY7nhPZcKKCMSE+ZOi1kYZG\nZwvkvg3NKnUGtIFAHw+unxDOphMVTi/FrRuGkUD6zVBXrCS9aQx3NwOL06PYeara9s5uUsLLC+Hw\ny/YR52TqrnTweUktK6ZE6yW2h0pjOXz4MOS9r7YSq1g+OZpLje0cvejcsFubDIMQIkQIsUMIUWx+\n7zOoWghh7NW9bX2v5fFCiINCiBIhxNvmNqA69iZlJRg8IO+9wbd1QVZMHk1bl5Gdp2xswFKWA6UH\nwd3bPsKczOaTFRhNkhVTtBdiqxrhEyFqkmav/YVpUXh7GFh3vNyp57V1xPAYsFNKOQHYaf7eF229\nurf1DgX5DfCclDIRuAx83UY9On3hEwKJC+Dk+//pVqYhpseHEBngxUfHbXQnnXxHMQoarY20IbeC\niZF+JEdpry+1qqTfCuVHNFlYz8/LnezUKDadqHBseZhrsNUwrAJ6ZvFeB1YPdUehjIXnAz2m3KL9\ndSxk0q3QfAkqtDcJ7WYQrMqIYXdRNfUtVpawMHZB3gcwcTF4a+/GeqmhjUPn61mpjxYsJ/0W5V2j\n7qTVGaO53NrFp6ed1wvdVsMQKaXsCTKvBCL72c5bCJEjhDgghOi5+YcCDVLKHsdxGaC9amZaIWkp\nfP8YxExVW4lVrM6Iodsk2WTtJPTZ3Ur5i8m321WXs9iQq/zdyyfrhsFiguIgbiZUnlBbiVXMnRhO\nsI8H62wdMVuA+2AbCCE+BvoK+P5Z7y9SSimE6G/qfKyUslwIkQB8IoQ4CVgUnCuEeBh4GGDMmDGW\n7KoD4OkDIQlqq7CalGh/kiL9+fBYOffOGmf5AQJGQ9bXITHb7tocjZSSD46WkzkmiHFhvmrL0SZ3\nv6vJkSIozauWTY7mvSNlXOnoxs9r0Nu2zQw6YpBSLpBSpvfx+gioEkJEA5jf+5wdlFKWm9/PAruB\nTKAOCBJC9PyVsUC/MyxSyhellFlSyqzw8HAL/kSdL7hSDW/fC8U71FZiMUII1kyN4ejFBi7UtVh+\ngMg0WP77/5Rk1hAFFU0UVTVz89RYtaVolx6joNFS3KszYmjvMrE93zldGW11Ja0H7jd/vh/46NoN\nhBDBQggv8+cwYA5QIJU8713ArQPtr2NHRgXDhX1w9J9qK7GKlVNGIwSsO2bhkPrSMeWlwTwOgA+O\nluPhJlgxWU9qs4mDL8Kfp4HRxrBnFZg2NpjY4FFOcyfZahieBrKFEMXAAvN3hBBZQoh/mLdJAXKE\nELkohuBpKWWBed1PgP8WQpSgzDloM8BcK7h5wOSvQtEWTdaPGR00ipnxoaw7Xm5Z/ZhPnoS37tGk\nYeg2mvjoeDk3JUcS5KO90Y5LERgDl8/BmU/UVmIxQghWZYzms+Iaapo7HH4+mwyDlLJOSnmTlHKC\n2eVUb16eI6V8yPx5n5RykpRyivn95V77n5VSTpdSJkopb5NSOv4vHulk3KmUIz6pzbjuNVNjOFfb\nQu5Q68c0XVJuBFPuUDKeNcbe4lpqr3Ry81Q9LsNmErOVBla5a9VWYhVrMmO4ZWosHd2Od4dp75ei\nYxtRk5RX7ptqK7GKJelReLkbeP9I2dB2yF0L0qQUVNMg7x8tI9jHgxuTItSWon3cPZWw7cJN0Nag\nthqLSYzw59nbphAb7OPwc+mGYSQy6xGYsFCTvlZ/bw8Wp0fx0fHywSuuSgnH34QxszVZeryxrYvt\nBVWsnDIaT3f9p2oXptwJxg7N9mlwFvrVNhKZcgfM+ym4OT7szRF8NSuOpvZutg0WodFwQSmelqnN\n3r+bT1bQ2W3So5HsyehMmP+E8rCg0y+6YRipGLuUSWgNjhpmJoQSFzKKtw+XDrxh8Dh4tEgpiaBB\n3j5cSmKEH5NjtVk22iURAuY+qtRQ0ukX3TCMVIq3w9o74MxOtZVYjMEguH1aHPvO1HGxrrXvjUwm\nxZXk6Qse2iuaV1jZxPHSBu6cPkavpOoIzn8GJ95VW4XLohuGkUpiNviGwxFtNqy5NSsWg4B3j/Qz\najj5Dvx1FjQ7JyHI3rx1qBRPNwM3Z+rRSA7hwAuw9THotrL21jBHNwwjFXdPyLgbTm9VQjo1RnTg\nKOZODOe9I2UY+2picvRf0N0Ofv2V73Jd2ruMfHC0jMXpUQT76rkLDmHag0rtrKJNaitxSXTDMJKZ\ndj9Io3IT1SC3Z8VR0djO3uJrqk5WF8KFz5S/T4NumM0nK2hq7+aO6XFqSxm+jJ8HgXFw5DW1lbgk\numEYyYQkQMI8OL9XbSVWsSAlkhBfT9Yeunj1ipxXwM0TMu9VR5iNvHWolHGhPsxKCFVbyvDF4AZT\n71Oq7tafVVuNy6EbhpHOra/AfesH384F8XQ3cHtWHDsKqrjU0KYs7GxRktpSV2myr3NJ9RUOna/n\nDn3S2fFk3A3+0bph6APdMIx0fEKUUhEaDFsFuHuGUoL9zYPmUYPBA5Y/B7O/r6Iq63nr0EXcDYJb\n9NwFxxMYA/9VoHQ31LkK3TDoKGW4f5cEDYPkBbggcSE+zE+OZO2hi0oNmZ6yB9GT1ZZmMS0d3byd\nU8ri9CjC/b3UljMyMBiUUtxNFYNvO4LQDYMOhCdBax0ceVVtJVZx36yx1LV0sm/vJ7D3d9DepLYk\nq/jgWDnN7d08OCdebSkjizduhnfuU1uFS6EbBh0IGgPJyyDnVejsJ2HMhflKYhgJYb7Ig3+Dvb/X\nZCSSySR57fNzTI4NZOqYILXljCwmLoGyQ1B2RG0lLoNuGHQUZn4H2urhxFtqK7EYg0HwjUxf5rTt\npm78GvDyV1uSxewtqbp35fUAABCCSURBVOVMTQsPzhmnTzo7m4y7wNMfDr6gthKXQTcMOgpjZ0N0\nBuz/q1JOQmOs6d6MB0Ze6lqsthSreO3zc4T7e7Fs0mi1pYw8vANg6r2Q/6E+12DGJsMghAgRQuwQ\nQhSb34P72GaeEOJ4r1e7EGK1ed1rQohzvdZl2KJHxwaEgMW/htUvaK+hTWcL3sdeoTDoel4+ZaCy\nsV1tRRZxtuYKu4pquHvGGL28tlpMf1iZhD7xttpKXAJbr8LHgJ1SygnATvP3q5BS7pJSZkgpM4D5\nQCuwvdcmP+pZL6U8bqMeHVsYOxvirlNbheW01kNsFqHZP8Qk4eXPtBWX/tq+83i6Gbh7xli1pYxc\nQuLhoY9h9vfUVuIS2GoYVgE9VdheB1YPsv2twBYppfZmOEcKzVWw/ntQmae2kqETFAf3vE9k+o0s\nnxzNmwcv0tjapbaqIVHT3MHbh0tZlTFaD1FVm9gsJSNag73B7Y2thiFSStnjlKsEBqtYdgdwbcPV\np4QQJ4QQzwkh+v1lCCEeFkLkCCFyampq+ttMx1bcPJR+0Pv+pLaSoVGRCw3/KYnxzbnjaek08q8D\n59XTZAEvf3aOLqOJb9+ovQ5zw5Lja+Hv14/4qquDGgYhxMdCiLw+Xqt6byellEC/plYIEQ1MArb1\nWvw4kAxcB4QAP+lvfynli1LKLCllVnh4+GCydazFJwSyvgYn34XaErXVDIyUsPG/4I1bvnjKSx0d\nwI1J4bz6+fnBW3+qTENrJ//af57lk0eTEO6nthwdUMqoVJ4c8XMNgxoGKeUCKWV6H6+PgCrzDb/n\nxl89wKFuBz6UUn4xxpdSVkiFDuBVYLptf46OXZjzA3Dzgk+fVVvJwBTvgPIjSqhtrxDPb90wnrqW\nTt49UqaiuMF59fPztHQa+e68RLWl6PSQuECJzvvs95otE2MPbHUlrQfuN3++H/hogG3v5Bo3Ui+j\nIlDmJzTk2B7G+EXAdV9Xmt3UnVFbTd9ICbuegqCxkHnPVatmxIeQOSaIv+0+o5TJcEGa27t4bd95\nFqZGkhSlvbyLYYsQMPdHSmG9/A/UVqMathqGp4FsIUQxsMD8HSFElhDiHz0bCSHGAXHAnmv2/7cQ\n4iRwEggDnrRRj469mP19xaXk4aO2kr4p3AQVx+GGnyjzIr0QQvDD7CTKG9r494GL/RxAXd44cJHG\nti4ema+PFlyOpKUQkQqf/laTOT32wN2WnaWUdcBNfSzPAR7q9f088KUehVLK+bacX8eB+EfCst+p\nraJ/aosgPAUmf7XP1V+ZEMbs8aE8v6uE26+Lw8/LpkvdrjS2dfH3T89ww8RwJsfq5S9cDoMBlv5W\neeDQWk6PnRiZf7XO0Ck9BJ+7YITS9T+Eb34Kbv3f8H+0KIm6lk5e+eycE4UNzl93ldDY1sVPFier\nLUWnP8bNgbiRO+WpGwadgSnaDDuegLIctZUoGLug9LDy2X3gfsiZY4JZlBbJS5+epb7FNcIPS+tb\nefXz89wyNZbU0QFqy9EZCGMXrP8+7Puz2kqcjm4YdAbm+h+CXyRsfcw1En8OvQQvL4BLx4a0+aML\nk2jp7OaF3a4Revvb7UUYDPDDhRPVlqIzGG4ecKUK9jwDLbVqq1H6pXRcccqpdMOgMzBe/nDT/0LZ\nYSW3QU2aq2D3ryExWwkpHAITIv25ZWosr+07T0l1s4MFDkxuaQMfHb/EQ19JIDpwlKpadIZI9i+V\ndrF7fqOuDpMJ3v86vLbUKQ9oumHQGZwpdyk34h0/V34kavHxL6C7HZb8xqKeCz9ZkoyPpzs/+zAP\nqdKox2SSPLmpgDA/T76lZzlrh/AkmHY/HH4ZaorU03HsX1B6EKZ/0yn9RnTDoDM4BgMseUbJbRBu\n6mi4eBBy34RZj0CoZTfWMD8vHluSzMFz9bx/tNxBAgfm34cucvj8ZX68KNmlIqR0hsCNj4OXH2z7\nqTrnlxJOvANj5yi9I5yAfoXqDI0xM5SXWjSVKeGpcx+1avevZsXx3pEy/m/zKW5KjiDYd+CJa3tS\ndrmVpzef4voJYdyWFeu08+rYCb8IuO11CFUp50QIuG8dtF12WndCfcSgYxklO+H1ldDl5J4H/397\ndx5cVX0FcPx7XsKOGJBNsghIEAMWkKVQrIiA4lSNAipYqFVEhmJdO4pdpoxo1ZYpMFPGSoVWlIGy\nuGBFRQSMVmUkIAoBIUaRQDBhjSwSQk7/+F2mCSNL8t69N7x3PjOZvHffy/2dO3n3nfv73d/SZRiM\n/xDqNqrRn0ciwpM3d6H0yDH+tHRTjIM7NVXlsZc/B+CpoZfZ6mznqosHuFl8VeH7A8GVW7zZlZdU\nxyWogFhiMNWjCl+9BysmB1Petg9h7Yuu3CgHG3Vq3YSxV7ZnYW4hb3wWzEpdC3MLeX/rbiZe14m0\nprV0FLk5ewt/CfNuD2ZE9KHd8OLNMG9k4D0CLTGY6skc5KbK+GgGfP2Bv2Ud2QeLx7oJzcpjU0N5\ncFBHumek8Ojiz/hqt7830vOLDzL59Tx6t2tmi/DEiw4DYdsH8JHPYxsqKuCVcXB4j1tZMeCapiUG\nU32DJ0PTtu5Lu3SnP2WowusPwMFdMOx5qBOb7p11kyP87fbLSU4SJsxd69vU3AeOHGPsnDXUqxNh\n6m3diESsCSkudB8NWdmuh9zWd/wr57/TIH+5SwoXdvWvnFOwxGCqr15juO1FOFrqmnn8sOopyHsV\nrv49pPaI6a5TUxow9dZu5BWVMmnJxph3YT1eodw3bx2F+w7z7KgepKbYmIW4IeLWRW/VGRbdBSVb\nYl/GNx/Diieg81BXOw+BJQZTM60vc3MV9X8k9vvetcENKOo+Cvo9EPv9AwM6tWTCgIuZ/8l2piz7\nIqbJ4Zm3NvPelhIez+5Cr7bNYrZfU0vUbQQj5kHTi6DMh5HIzTtCl6Fww/TAm5BOsO6qpuZOjCfY\n8yWsnw9XTXRr5kardRf4xRLXb9vHE+PhwZew91AZM1Z+SXIkwoODo5umQlV5+s3NzMwpYHSfixjZ\nOyNGkZpaJyUdxr3vPp8neio1iHKm3JItLtk0bOaaT0NkNQYTvbxXIefPrvfE0RpOO6HqRpdu8VZ+\nbd//tDOnxkIkIjx502Xc0iON6e9uZfryrTWuOZQfr+DRxZ/xXE4Bo/pkMOnGzjGO1tQ6Jy5acv4C\nM/u7xX1qauc6mDUYltZsnE6sRZUYROQWEdkoIhUi0vM07xsiIl+ISL6ITKy0vZ2IrPa2/1tEght1\nZGLnpw+7tRvyl8Osa2F/NRfHKTsMr/4K3njIjfAMUCQiPD3sRwy9PJWpy7cwdk4uuw8erdY+9h4q\nY/zctSxYU8h9AzOZnN2FJLvZnDjaD3A1hlnXuhH61VFR4Xr4zboG6jZ251ItEG2NYQMwFMg51RtE\nJAmYAVwHZAEjRSTLe/kZYKqqdgD2AWOijMeEpdfd8POFcGA7/P2Ks5v9VBUKVrmTYv086D8Rhv7D\n91BPlhQRpgzvyh+uzyJnawlDpuXwTt63Z6w9HK9QXvp4GwOmrGLl5mIm3ZDFQ4M72iC2RJPeC+5a\nBnXqw+xr3EXOweIz/93hvTB3mJtqo8MgGPee6+1XC0S7gtsm4EwnQm8gX1ULvPfOB7JFZBNwNXBi\n8o8XgEnAs9HEZELUYSCMXQEfTHNLIwLsWAta4Xpx1GngFlg/dhjqN4EduTAn203rffsC6HhNaKFH\nIsKYK9pxRYfm3D9/HWPnrKFDy8YM75HGTd1SadWkHiKCqpJXVErOlt28vn4neUWl9G1/AY9ndyaz\nla3dnLBadITxH7lmpdXPQd8JbqTy/u3QoKnryafqPvuH90BKhrsfV7Qerp8KPe4M7UbzD5FY9MYQ\nkVXAb7wlPU9+bTgwRFXv9p6PBn6MSwIfe7UFRCQdeFNVu5ypvJ49e+qaNbVk4RhzauVHYXo3+G6n\nm3zvvNZufvusbBg+250om5ZA5rXuaquWOFp+nFfW7mBhbiG52/YB7pxtVDcZEfju+3IAOrU+j/FX\nXcyNXdtYLcH83+G97gYyuPtuW5dB/RTX3FRxzI1LGOc1snx/AOqfH1hoIpKrqqds9j/hjDUGEVkO\ntP6Bl36nqq/VJLiaEJF7gHsAMjKst8c5IbkejFkGRZ+6K6P926FJG0jr5V4XcUmilqmXnMSI3hmM\n6J1BQclBVmwupvTIMQ4ePU7Z8eN0S2/KlZnNadmk9iQzU4s0rNRFue+9buruI/tdr6X6KdDyUndR\nJBJoUqiOMyYGVR0UZRk7gPRKz9O8bXuAFBFJVtXySttPFcdMYCa4GkOUMZmgpKS7n0tvCDuSGmnf\nojHtWzQOOwxzrmrbz/2cY4LorvoJkOn1QKoLjACWqGvDWgkM9953BxBYDcQYY8wPi7a76s0iUgj0\nBd4Qkbe97W1EZCmAVxu4F3gb2AQsUNWN3i4eBR4SkXzgAmBWNPEYY4yJXkxuPgfNbj4bY0z1ne3N\nZxv5bIwxpgpLDMYYY6qwxGCMMaYKSwzGGGOqsMRgjDGminOyV5KIlADbavjnzYHdMQznXGDHnBjs\nmONftMd7kaq2ONObzsnEEA0RWXM23bXiiR1zYrBjjn9BHa81JRljjKnCEoMxxpgqEjExzAw7gBDY\nMScGO+b4F8jxJtw9BmOMMaeXiDUGY4wxp5FQiUFEhojIFyKSLyITw47HTyKSLiIrRSRPRDaKyP1h\nxxQUEUkSkXUi8p+wYwmCiKSIyCIR2Swim0Skb9gx+U1EHvQ+1xtEZJ6IxN2qSSIyW0SKRWRDpW3N\nROQdEdnq/W7qR9kJkxhEJAmYAVwHZAEjRSQr3Kh8VQ48rKpZQB9gQpwfb2X346Z4TxTTgbdUtRPQ\nlTg/dhFJBe4DenpLASfh1nmJN/8Chpy0bSLwrqpmAu96z2MuYRID0BvIV9UCVS0D5gO1b13JGFHV\nIlVd6z3+DvdlkRpuVP4TkTTgZ8DzYccSBBE5H7gSby0TVS1T1f3hRhWIZKCBiCQDDYGdIccTc6qa\nA+w9aXM28IL3+AXgJj/KTqTEkApsr/S8kAT4ogQQkbZAd2B1uJEEYhrwCFARdiABaQeUAP/0ms+e\nF5FGYQflJ1XdAUwBvgGKgAOquizcqALTSlWLvMe7gFZ+FJJIiSEhiUhjYDHwgKqWhh2Pn0TkeqBY\nVXPDjiVAycDlwLOq2h04hE/NC7WF166ejUuKbYBGIjIq3KiC5y2P7Eu30kRKDDuA9ErP07xtcUtE\n6uCSwlxVfTnseALQD7hRRL7GNRVeLSIvhRuS7wqBQlU9URtchEsU8WwQ8JWqlqjqMeBl4CchxxSU\nb0XkQgDvd7EfhSRSYvgEyBSRdiJSF3ezaknIMflGRATX7rxJVf8adjxBUNXHVDVNVdvi/r8rVDWu\nryRVdRewXUQu8TYNBPJCDCkI3wB9RKSh9zkfSJzfcK9kCXCH9/gO4DU/Ckn2Y6e1kaqWi8i9wNu4\nXgyzVXVjyGH5qR8wGvhcRD71tv1WVZeGGJPxx6+Bud4FTwFwZ8jx+EpVV4vIImAtrvfdOuJwBLSI\nzAOuApqLSCHwR+BpYIGIjMHNMH2rL2XbyGdjjDGVJVJTkjHGmLNgicEYY0wVlhiMMcZUYYnBGGNM\nFZYYjDHGVGGJwRhjTBWWGIwxxlRhicEYY0wV/wNeA7MDJu519QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "4HTTUMXAXsB2", "colab_type": "text" }, "source": [ "Python rajzolás" ] }, { "cell_type": "code", "metadata": { "id": "9NZ4gqCVc7SC", "colab_type": "code", "outputId": "da97fb47-ef06-4148-b4ff-5d08e1921d83", "colab": { "base_uri": "https://localhost:8080/", "height": 269 } }, "source": [ "plt.plot(x, np.sin(x - 0), color='blue') # specify color by name\n", "plt.plot(x, np.sin(x - 1), color='g') # short color code (rgbcmyk)\n", "plt.plot(x, np.sin(x - 2), color='0.75') # Grayscale between 0 and 1\n", "plt.plot(x, np.sin(x - 3), color='#FFDD44') # Hex code (RRGGBB from 00 to FF)\n", "plt.plot(x, np.sin(x - 4), color=(1.0,0.2,0.3)) # RGB tuple, values 0 to 1\n", "plt.plot(x, np.sin(x - 5), color='chartreuse'); # all HTML color names supported" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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EaqymWXgzHuz7IAv3LuRkgXc/D3fx9ebzdCBFRGrOBG1EpB9wK/AvTdOudHSh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Gyv29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\nK45iV5B/aCO4egRcP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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "5YZBJUgsdAoo", "colab_type": "text" }, "source": [ "Python rajzolás 1" ] }, { "cell_type": "code", "metadata": { "id": "m29KR4zue4vQ", "colab_type": "code", "outputId": "c0a4b77b-5c6b-4a41-8fd1-1d9a568f9453", "colab": { "base_uri": "https://localhost:8080/", "height": 269 } }, "source": [ "plt.plot(x, np.sin(x), '-g', label='sin(x)')\n", "plt.plot(x, np.cos(x), ':b', label='cos(x)')\n", "plt.axis('equal')\n", "\n", "plt.legend();\n" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "Dd6itEIve6P5", "colab_type": "text" }, "source": [ "Python rajzolás 2" ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "V2JNHCQvbn2f", "colab": {} }, "source": [ "# !pip install tensorflow # Istallálás ezzel lehet\n", "import tensorflow as tf \n", "tf.test.gpu_device_name() \n", "a = tf.constant(1, name='a_var')\n", "b = tf.constant(2, name='b_bar')\n", "x = tf.placeholder(dtype=tf.float32, shape=(None, 1))\n", "y_true = tf.placeholder(dtype=tf.float32, shape=(None, 1))\n", "\n", "\n" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "QyLzzOJoWMD3", "colab_type": "text" }, "source": [ "Tensort hasznáalat" ] }, { "cell_type": "code", "metadata": { "id": "FxMFonq9izqH", "colab_type": "code", "outputId": "0fb072dd-460f-4484-e8bf-39e0c3da1726", "colab": { "base_uri": "https://localhost:8080/", "height": 357 } }, "source": [ "%matplotlib inline \n", "import math\n", "\n", "import numpy as np \n", "import matplotlib.pyplot as plt\n", "\n", "theta = np.arange(0, 4 * math.pi, 0.1) \n", "eight = plt.figure() \n", "axes = eight.add_axes([0, 0, 1, 1]) \n", "axes.plot(0.5 * np.sin(theta), np.cos(theta / 2)) " ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": { "tags": [] }, "execution_count": 29 }, { "output_type": "display_data", "data": { "image/png": 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0uo1go4EbJ6Vy5/QsZuXGy6dsIfyY3enmnUN1PL+jgm1lTRgNihsmpvKFmVnM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\nQmCC\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "rXQG7JgbjZTt", "colab_type": "text" }, "source": [ "Parancssor Bash Shell használata a Colab-ban" ] }, { "cell_type": "code", "metadata": { "id": "ckC4pdOFjLiH", "colab_type": "code", "outputId": "4a65525f-800e-481c-a5bf-d28112d6db20", "colab": { "base_uri": "https://localhost:8080/", "height": 54 } }, "source": [ "%%bash \n", "python -c \"print(2 * 4)\"\n", "echo \"print(2 * 4)\" > eight.py # Fájlba kiirás\n", "python eight.py Fálból beolvasás végrahajtás\n", "\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "8\n", "8\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "qVF8QJuAjh_Q", "colab_type": "text" }, "source": [ "Ez egy másik meghivási szintektika állományba kiirás és futtatásra\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "ADYtCXurjXvj", "colab_type": "code", "outputId": "d304737b-7ac3-4177-b835-370c65787124", "colab": { "base_uri": "https://localhost:8080/", "height": 35 } }, "source": [ "%%writefile fourteen.py \n", "#! /usr/bin/env python \n", "print(2 * 7)" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Writing fourteen.py\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "_rtfQm6Ek8kR", "colab_type": "text" }, "source": [ "Környezet beállitása után futtatás\n" ] }, { "cell_type": "code", "metadata": { "id": "APfQrRpHkj0c", "colab_type": "code", "outputId": "c6c91777-455b-4abf-e11c-395aff3aa059", "colab": { "base_uri": "https://localhost:8080/", "height": 35 } }, "source": [ " %%bash \n", " chmod u+x fourteen.py # jog beállytása\n", " ./fourteen.py # futtatás" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "14\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "m5BcHe8PlM_v", "colab_type": "text" }, "source": [ "Komplex példa python program kiirása" ] }, { "cell_type": "code", "metadata": { "id": "-b8-0JItlSkT", "colab_type": "code", "outputId": "6d6755db-965e-4fb9-8e7e-06e5a271a1fa", "colab": { "base_uri": "https://localhost:8080/", "height": 35 } }, "source": [ "%%writefile draw_eight.py \n", "import math\n", "import numpy as np \n", "import matplotlib.pyplot as plt\n", "def make_figure(): \n", " theta = np.arange(0, 4 * math.pi, 0.1) \n", " eight = plt.figure() \n", " axes = eight.add_axes([0, 0, 1, 1]) \n", " axes.plot(0.5 * np.sin(theta), np.cos(theta / 2)) \n", " return eight\n", " " ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Writing draw_eight.py\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "quh6m_A6lyiq", "colab_type": "text" }, "source": [ "Használat" ] }, { "cell_type": "code", "metadata": { "id": "_P1x9QM7l05Q", "colab_type": "code", "outputId": "bf3494e4-fdef-4623-992e-9765690a799e", "colab": { "base_uri": "https://localhost:8080/", "height": 339 } }, "source": [ "import draw_eight\n", "image = draw_eight.make_figure()" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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0uo1go4EbJ6Vy5/QsZuXGy6dsIfyY3enmnUN1PL+jgm1lTRgNihsmpvKFmVnM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\nSTSsF3FTSs1txxJpntnVx9PtvTzdfoTOY6MANMU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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "T5iZi0UsqXC1", "colab_type": "code", "outputId": "dfab606c-0602-47b2-d2d2-293ff031527a", "colab": { "base_uri": "https://localhost:8080/", "height": 472 } }, "source": [ "import geopy\n", "geocoder = geopy.geocoders.Yandex(lang=\"en_US\") \n", "geocoder.geocode('Cambridge', exactly_one=False) \n", "\n", "def geolocate(place): \n", " return geocoder.geocode(place, exactly_one = False)[0][1]\n", " \n", "print(geolocate('Cambridge') )\n", "\n", "london_location = geolocate(\"London\") \n", "\n", "import requests \n", "def request_map_at(lat, long, satellite=True, zoom=10, size=(400, 400)): \n", " base = \"https://static-maps.yandex.ru/1.x/?\"\n", " params = dict( \n", " z = zoom, \n", " size = str(size[0]) + \",\" + str(size[1]), \n", " ll = str(long) + \",\" + str(lat),\n", " l = \"sat\" if satellite else \"map\", \n", " lang = \"en_US\" )\n", " return requests.get(base,params=params)\n", "\n", "def map_at(*args, **kwargs): \n", " return request_map_at(*args, **kwargs).content\n", "\n", "print(london_location) \n", "import IPython \n", "\n", "map_png = map_at(*london_location) \n", "print(\"The type of our map result is actually a: \", type(map_png)) \n", "IPython.core.display.Image(map_png)\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "(52.20532, 0.121794)\n", "(51.507351, -0.12766)\n", "The type of our map result is actually a: \n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "image/jpeg": 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feJXb94kHhj/WrFxGIZhC+CRwTxkeo/CmsImjUbUUAcjHFAEcaNN91TtyAzHt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\n2P/Z\n", 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