{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Special assignment - Data analysis workflows\n", "\n", "This notebook contains the special assignment for the [Data analysis workflows-course](https://aaltoscicomp.github.io/data-analysis-workflows-course/). The assignment consists of three problems. Each problem is worth 6 points so the maximum number of points is 18. To successfully complete the assignment one needs to get at least 9 points. Solutions can be done with Python or R, but they need to be able to run with the course environment.\n", "\n", "The answers and the datasets used by the anwers should be returned as notebook files stored as a zip-file and sent to scip -at- aalto.fi. They need to be in a form where running the whole kernel produces the answers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 1 - Economic Freedom of the World analysis\n", "\n", "The [Economic Freedom of the World index](https://www.fraserinstitute.org/economic-freedom/) is an annual survey that is widely used in the fields of economic and social science to indicate the economic freedom of different countries. Let's use the ([2020 dataset](https://www.fraserinstitute.org/sites/default/files/efw-2020-master-index-data-for-researchers.xlsx)) for the following tasks:\n", "\n", "1. Augment the data by including the geographical region (e.g. Europe, Africa) for each country. You can use [this dataset](https://datahub.io/core/country-codes) to provide that data. (1 point)\n", "2. Calculate yearly mean value of the `Economic Freedom Summary Index` for each region. Plot it. Example result plot show below. (1 point)\n", "3. Calculate percentage histogram of ratings for each year and each region (what percent of countries had rating 1,2,3,...,9,10 for each year and each region). Plot the results for years 1970 and 2018 with each country represented as a different bar. Example result plot shown below. (2 points)\n", "4. Calculate the progress that each country has made since the first time it has appeared in the index. That is, calculate the difference between current rating and first rating. Do note that some countries are younger than 1970. Plot these differences by country and by region with each region in its own plot. Example result plots are shown below. (2 points)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Example image for task 2\n", "from IPython.display import Image, display\n", "Image(filename='efw-yearly-means.png')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example image for task 3\n", "for year in (1970, 2018):\n", " display(Image(filename='efw-percentage-%d.png' % year))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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0HACZmZnZ0HEAZGZmZkPHAZCZmZkNHQdAZmZmNnQcAJmZmdnQcQBkZmZmQ2faT4VhZmZmc6e7Dj258brP2PtNfb23S4DMzMxs6DgAMjMzs6HjAMjMzMyGjgMgMzMzGzoOgMzMzGzoOAAyMzOzoeNu8GZmZjbh7vrWOY3XfcYHXjeBOUkuATIzM7Oh4wDIzMzMho4DIDMzMxs6DoDMzMxs6LgRtJmZmfXlzm9e3Gi9ZffZeIJzMjiXAJmZmdnQmbQASNKCki6TdI2kGyR9tsM6m0h6QNLV5fGZycqfmZmZDY/JrAJ7HNg0Ih6WND9wsaQzI+KStvUuioitJjFfZmZmNmQmLQCKiAAeLk/nL4+YrO2bmZmZtUxqGyBJ80q6GrgLODciLu2w2stKNdmZkl48mfkzMzOz4TCpAVBEPBURawLLA+tLWr1tlSuBlSJiDeBbwMmd3kfSnpKukHTF3XffPZFZNjMzs7nQlPQCi4j7gfOBzduWPxgRD5f/zwDml7RMh/RHRMS6EbHujBkzJiHHZmZmNjeZtDZAkmYA/46I+yUtBLwW+GLbOssBd0ZESFqfDNDunaw8mpmZDZM7v35l43WX/dDaE5iTyTeZvcCeCfxQ0rxkYHN8RJwuaS+AiDgc2B54r6QngceAHUvjaTMzM7NxM5m9wK4F1uqw/PDK/4cAh0xWnszMzGw4eSRoMzMzGzoOgMzMzGzoOAAyMzOzoeMAyMzMzIaOAyAzMzMbOg6AzMzMbOhM5jhAZmZmNkHu+Or/NV53uQ+vOoE5mR5cAmRmZmZDxwGQmZmZDR0HQGZmZjZ0HACZmZnZ0HEjaDMzsznMP770j8brPvNjz5zAnMy9XAJkZmZmQ8cBkJmZmQ0dV4GZmZlNoD8eemej9V6w97ITnBOrcgmQmZmZDR0HQGZmZjZ0HACZmZnZ0HEAZGZmZkPHAZCZmZkNHQdAZmZmNnQcAJmZmdnQmbQASNKCki6TdI2kGyR9tsM6kvRNSTdJulbS2pOVPzMzMxsekzkQ4uPAphHxsKT5gYslnRkRl1TW2QJYpTw2AA4rf83MzMbN+cfc3XjdTXaZAcDMI+9qnGad3Z/Rd55sck1aCVCkh8vT+csj2lZ7I/Cjsu4lwJKSPMubmZmZjatJnQpD0rzATOD5wKERcWnbKs8Gbq08v60saz4trpmZDZXTj7+n0XpbvWWZCc6JTSeT2gg6Ip6KiDWB5YH1Ja3etoo6JWtfIGlPSVdIuuLuu5sXY5qZmZnBFPUCi4j7gfOBzdteug1YofJ8eeD2DumPiIh1I2LdGTNmTFQ2zczMbC41mb3AZkhasvy/EPBa4Ma21U4Fdi29wTYEHogIV3+ZmZnZuJrMNkDPBH5Y2gHNAxwfEadL2gsgIg4HzgC2BG4CHgV2m8T8mZmZ2ZCYtAAoIq4F1uqw/PDK/wHsPVl5MjMzs+HkkaDNzMxs6DgAMjMzs6HjAMjMzMyGzqQOhGhmZtbLMT9vNrbbLm/2ECg2Ni4BMjMzs6HjAMjMzMyGjgMgMzMzGzoOgMzMzGzoOAAyMzOzoeMAyMzMzIaOAyAzMzMbOg6AzMzMbOg4ADIzM7Oh0/dI0JLe3GHxA8B1EXHX2LNkZmZmNrEGmQrjXcDLgPPK802AS4BVJR0UEUePU97MzMzMJsQgAdB/gBdGxJ0AkpYFDgM2AC4EHACZmQ25r510R+N199t2uQnMiVlng7QBWrkV/BR3AatGxD+Bf49PtszMzMwmziAlQBdJOh04oTzfDrhQ0iLA/eOVMTMzM7OJMkgAtDcZ9GwECPgRcGJEBPDqccybmZmZ2YToOwAqgc7PysPMzMxs2hm0G/wXgWeQJUAi46LFxzlvZmY2B9jnpFsbr/vNbVeYwJyYjZ9BqsC+BGwdEX8Y78yYmZmZTYZBeoHd6eDHzMzMprNBSoCukPRT4GTg8dbCiPh5r0SSViAbTC9HjiV0REQc3LbOJsApwM1l0c8j4qAB8mhmZmbW1SAB0OLAo8DrKssC6BkAAU8CH46IKyUtBsyUdG5E/L5tvYsiYqsB8mVmZmbWyCC9wHYbZEMR8Q/gH+X/hyT9AXg20B4AmZnZBHnLic1aMBy/3QsnOCdmU6txACTpYxHxJUnfIkt8RomIffp4r5WBtYBLO7z8MknXALcDH4mIG5q+r5mZmVkT/ZQAtW4brhjLBiUtCpwI7BsRD7a9fCWwUkQ8LGlLsp3RKh3eY09gT4AVV1xxLNkxMzOzIdQ4AIqI08q/j0bECdXXJO3Q5D0kzU8GPz/u1Gi6GhBFxBmSvi1pmYi4p229I4AjANZdd93ZSqPMzIbBdide1mi9E7dbf4JzYjb9DNINfv+Gy0aRJOD7wB8i4mtd1lmurIek9Uv+7h0gj2ZmZmZd9dMGaAtgS+DZkr5ZeWlxsodXnY2AtwPXSbq6LPsEsCJARBwObA+8V9KTwGPAjmXqDTMzM7Nx008boNvJ9j/bADMryx8CPlSXOCIuJqfN6LXOIcAhfeTJzMzMrG/9tAG6BrhG0k8i4t8TmCczMzOzCTXIQIgrS/oC8CJgwdbCiHjuuOXKzMzMbAIN0gj6KOAwst3Pq8npLY4ez0yZmZmZTaRBAqCFIuJXgCLilog4ENh0fLNlZmZmNnEGqQL7l6R5gD9Jej/wd+AZ45stMzMzs4kzSAnQvsDCwD7AOsAuwDvGMU9mZmZmE6qvEiBJ8wJviYiPAg8DA02MamZmZjaV+ioBioingHVaozWbmZmZTUeDtAG6CjhF0gnAI62Fneb2MjMzM5sTDRIALU3Oz1Xt+RWAAyAzMzObFvoOgCLC7X7MzMbRtiee33jdk7bbZMLyYTZMBukFZmZmZjatOQAyMzOzoeMAyMzMzIZO322AJD0N2A5YuZo+Ig4av2yZmU29rX92UqP1Ttt+21n/v/FnZzZ+/1O236LvPJnZ+BikF9gpwAPATODx8c2OmZmZ2cQbJABaPiI2H/ecmJmZmU2SQdoA/VbSS8Y9J2ZmZmaTZJASoI2Bd0q6mawCExAR8dJxzZmZmZnZBBkkAHKrPTMzM5vWGgdAkhaPiAeBhyYwP2ZmZmYTrp8SoJ8AW5G9v4Ks+moJ4LnjmC8zMzOzCdM4AIqIrcrf50xcdszMzMwm3qSNBC1pBUnnSfqDpBskfbDDOpL0TUk3SbpW0tqTlT8zMzMbHoM0gh7Uk8CHI+JKSYsBMyWdGxG/r6yzBbBKeWwAHFb+mpmZmY2bSSsBioh/RMSV5f+HgD8Az25b7Y3AjyJdAiwp6ZmTlUczMzMbDgMFQJI2lrRb+X+GpL7aBUlaGVgLuLTtpWcDt1ae38bsQZKZmZnZmPQdAEk6APg4sH9ZND9wTB/pFwVOBPYt3epHvdwhSXR4jz0lXSHpirvvvrvpps3MzMyAwUqAtgW2AR4BiIjbgcWaJJQ0Pxn8/Dgift5hlduAFSrPlwdub18pIo6IiHUjYt0ZM2b0mX0zMzMbdoM0gn4iIkJSAEhapEkiSQK+D/whIr7WZbVTgfdLOo5s/PxARPxjgDyamc2y1c+Oa7zu6dvvOIE5MbM5xSAB0PGSvkM2UN4D2B34boN0GwFvB66TdHVZ9glgRYCIOBw4A9gSuAl4FNhtgPyZmZmZ9dR3ABQRX5G0GfAg8ALgMxFxboN0F9O5jU91nQD27jdPZmZmZv3oOwAqPb4uagU9khaStHJE/HW8M2dmZmY2EQZpBH0C8J/K86fKMjMzM7NpYZAAaL6IeKL1pPy/wPhlyczMzGxiDRIA3S1pm9YTSW8E7hm/LJmZmZlNrEF6ge0F/FjSIWSj5luBXcc1V2ZmZmYTaJBeYH8GNiwjOqvM62VmZmY2bQzSC+xpwHbAysB8Ob4hRMRB45ozM7MOtjrxR43XPX07F06bWWeDVIGdAjwAzAQeH9/smNkwecOJTcZQTb/Ybo8JzImZDZtBAqDlI2Lzcc+JmU1rb/j5txqt94s3f2CCc2JmVm+QXmC/lfSScc+JmZmZ2SQZpARoY+Cdkm4mq8BEzmLx0nHNmZlNiS1P+mLjdc/Y9uMTmBMzs4kzSAC0xbjnwswmxJYnf6Lxume86X8mMCdmZnOWvqvAIuIWYAVg0/L/o4O8j5mZmdlU6TtwkXQA8HFg/7JofuCY8cyUmZmZ2UQapORmW2Ab4BGAiLgdWGw8M2VmZmY2kQYJgJ6IiAACQNIi45slMzMzs4k1SAB0vKTvAEtK2gP4JdB8NDMzMzOzKdZXLzDlvBc/BVYDHgReAHwmIs6dgLyZmZmZTYi+AqCICEknR8Q6gIMeMzMzm5YGqQK7RNJ6454TMzMzs0kyyECIrwb2kvRXsieYR4I2MzOzacUjQZuZmdnQ8UjQZmZmNnT6LgEqI0GvS/YAO4qRkaA3qkl3JLAVcFdErN7h9U2AU4Cby6KfR8RB/ebPbG61xSm7N1rvzDceOcE5MTOb/gapAtsWWAu4EnIkaElNRoL+AXAI8KMe61wUEVsNkCczMzOzxiZtJOiIuBD45wDbMzMzMxtXc9pI0C+TdI2kMyW9eJze08zMzGyUxlVgkp4WEY9HxFckbcb4jwR9JbBSRDwsaUvgZGCVLnnZE9gTYMUVVxyHTZuZmdkw6acE6HcAko6OiHMj4qMR8ZHxmgYjIh6MiIfL/2cA80tapsu6R0TEuhGx7owZM8Zj82ZmZjZE+mkEvYCkdwAvl/Tm9hcj4udjyYik5YA7y3Qb65PB2b1jeU+zifbJEzZvvO7ndzhr1v+7ndQs3VHbnlW/kpmZ9a2fAGgvYGdgSWDrttcC6BkASToW2ARYRtJtwAFkF3oi4nBge+C9kp4EHgN2LI2tzczMzMZVPwHQMyPivZKuiogj+t1QROxU8/ohZDd5MzMzswnVTwC0P3ACWRLUdwBkNqf78rGvb7zuR3c6ewJzYmZmE62fAOheSecBz5F0avuLEbHN+GXLzMzMbOL0EwC9AVgbOBr46sRkx8zMzGziNQ6AIuIJ4BJJL4+IuycwT2ZmZmYTqp+BEL8REfsCR0qarXeWq8DMzMxsuuinCuzo8vcrE5ERMzMzs8nSTxXYzPL3Akkzyv+uCjMzM7Npp/FUGEoHSroHuBH4P0l3S/rMxGXPzMzMbPz1MxfYvsBGwHoR8fSIWArYANhI0ocmInNmZmZmE6GfAGhXYKeIuLm1ICL+AuxSXjMzMzObFvoJgOaPiHvaF5Z2QPOPX5bMzMzMJlY/vcCeGPA1s0n37WOaTWvxvl08pYWZ2TDqJwBaQ9KDHZYLWHCc8mNmZmY24frpBj/vRGbEzMzMbLL00wbIzMzMbK7gAMjMzMyGjgMgMzMzGzoOgMzMzGzoOAAyMzOzoeMAyMzMzIaOAyAzMzMbOg6AzMzMbOhMWgAk6UhJd0m6vsvrkvRNSTdJulbS2pOVNzMzMxsuk1kC9ANg8x6vbwGsUh57AodNQp7MzMxsCE1aABQRFwL/7LHKG4EfRboEWFLSMycnd2ZmZjZM+pkMdaI9G7i18vy2suwfU5MdG2/HH9WrAHC0t+x21qz/f/DD1zVK8853nNN3nszMbDjNSY2g1WFZdFxR2lPSFZKuuPvuuyc4W2ZmZja3mZMCoNuAFSrPlwdu77RiRBwREetGxLozZsyYlMyZmZnZ3GNOCoBOBXYtvcE2BB6ICFd/mZmZ2bibtDZAko4FNgGWkXQbcAAwP0BEHA6cAWwJ3AQ8Cuw2WXkzMzOz4TJpAVBE7FTzegB7T1J2bIxOP3KLxututfuZE5gTMzOz/s1JVWBmZmZmk8IBkJmZmQ0dB0BmZmY2dOakgRBtipz3vTc0Wu/V7/7FBOfEzMxscrgEyMzMzIaOAyAzMzMbOq4Cm4tc9p2tG6+7/ntOm8CcmJmZzdlcAmRmZmZDxwGQmZmZDR0HQGZmZjZ0HACZmZnZ0HEj6DnUHw7dpvG6L9z71AnMiZmZ2dzHJUBmZmY2dBwAmZmZ2dBxFdgkuO2Q3Ruvu/z7j5zAnJiZmRm4BMjMzMyGkAMgMzMzGzoOgMzMzGzoOAAyMzOzoeMAyMzMzIaOAyAzMzMbOg6AzMzMbOg4ADIzM7OhM2kBkKTNJf1R0k2S/qvD65tIekDS1eXxmcnKm5mZmQ2XSRkJWtK8wKHAZsBtwOWSTo2I37etelFEbDUZeTIzM7PhNVklQOsDN0XEXyLiCeA44I2TtG0zMzOzUSYrAHo2cGvl+W1lWbuXSbpG0pmSXjw5WTMzM7NhM1mToarDsmh7fiWwUkQ8LGlL4GRglY5vJu0J7Amw4oorjmM2691x2Ocarbfcez89wTkxMzOzQU1WAHQbsELl+fLA7dUVIuLByv9nSPq2pGUi4p72N4uII4AjANZdd932QKqRuw8/rPG6M/Z67yCbMDMzsznUZFWBXQ6sIuk5khYAdgROra4gaTlJKv+vX/J27yTlz8zMzIbIpJQARcSTkt4PnA3MCxwZETdI2qu8fjiwPfBeSU8CjwE7RkSj0p27DzumcV5mvHeXfrNvZmZmc5nJqgIjIs4Azmhbdnjl/0OAQyYrP2ZmZja8PBK0mZmZDR0HQGZmZjZ0HACZmZnZ0HEAZGZmZkPHAZCZmZkNHQdAZmZmNnQcAJmZmdnQcQBkZmZmQ8cBkJmZmQ0dB0BmZmY2dBwAmZmZ2dBxAGRmZmZDxwGQmZmZDR0HQGZmZjZ0HACZmZnZ0HEAZGZmZkPHAZCZmZkNHQdAZmZmNnQcAJmZmdnQcQBkZmZmQ8cBkJmZmQ0dB0BmZmY2dBwAmZmZ2dCZtABI0uaS/ijpJkn/1eF1Sfpmef1aSWtPVt7MzMxsuExKACRpXuBQYAvgRcBOkl7UttoWwCrlsSdw2GTkzczMzIbPZJUArQ/cFBF/iYgngOOAN7at80bgR5EuAZaU9MxJyp+ZmZkNkckKgJ4N3Fp5fltZ1u86ZmZmZmOmiJj4jUg7AK+PiHeX528H1o+ID1TW+QXwhYi4uDz/FfCxiJjZ4f32JKvJAF4A/LHDZpcB7hkgu4Okm6w0k7ktf6bB00zmtvyZJn9b/kyDp5nMbfkzDZ5mMrc13vlbKSJmNHqHiJjwB/Ay4OzK8/2B/dvW+Q6wU+X5H4FnjmGbV0xWuslKM6fnz59peuRvbvxMc3r+/JmmR/78mebu/LU/JqsK7HJgFUnPkbQAsCNwats6pwK7lt5gGwIPRMQ/Jil/ZmZmNkTmm4yNRMSTkt4PnA3MCxwZETdI2qu8fjhwBrAlcBPwKLDbZOTNzMzMhs+kBEAAEXEGGeRUlx1e+T+Avcdxk0dMYrrJSjOZ2/JnGjzNZG7Ln2nyt+XPNHiaydyWP9PgaSZzW5OZv1EmpRG0mZmZ2ZzEU2GYmZnZ0HEAZGZmZkNn0toATWeSVien8FiwtSwiflSTZilyWo9qmgsnKo82Z5O0CPBYRPynPJ8HWDAiHp3anNncrkxF9AZgZSrn/Ij42lTlyaZe2S+WZfQ+8bepy9HkG+oAqAQpK0TEtT3WOQDYhAyAziDnLLsY6BoASXo38EFgeeBqYEPgd8CmNfl5P/DjiLivz8/RaeLYB4BbIuLJHuleyuwnxZ/3WH8j4OqIeETSLsDawMERcUuDPC4ArFqe/jEi/l2XpilJS/d6PSL+2SPtwsCHgRUjYg9JqwAviIjTa7a5FXBGK6Bp4FfAa4GHy/OFgXOAl3d5/zf3erNuv5Okc4EdIuL+8nwp4LiIeH1dBiVtERFnti3bq9pZoUOaBYF3AS9mdLC/e480TwO2Y/Z976Dx3M6gJK1KzkW4bESsXo6TbSLiv3ukWT0irh9we29g9s/V9bsYwGnAv4DrgKb7aytvC5HHRqfBZrulmdDfatBjYzLy1ratxucISfv1en28g1VJHwAOAO5kZJ8I4KVzQv7KNif8t5q2AVAZK+hbwAuBBcju9Y9ExOI16c4HtiE/+9XA3ZIuiIhuP/D2wBrAVRGxm6Rlge/VZO+DwHrAJRHxakmrAZ9t8LGWAy6XdCVwJDl4ZJNW6t8mg5FrAQGrl/+fXi5g57QnkHQkubPfwOgDoOvJg7worCFpDeBjwPfJQPBVvTInaRPgh8BfS/5WkPSObiViJQj5ArOXuj23yyZmlrwLWBG4r/y/JPA34Dk9sndUSf+y8vw24ASgZwBEjmV1sKQTgaMi4g816y8YEa3gh4h4uARf3Wxd/j6DDJJ+XZ6/Gjif7r/TMq3gp2znPknPqMlby6clPR4RvwaQ9HEy+O8aAAFHAzcCrwcOAnYG6r6LU8gAfSbweMO89bUdSaeR+0RHEbFNj219F/goOTgrEXGtpJ8AXQMg4PAS5P8A+En1N+hF0uFkMPxq8ryyPXBZj/XfDHyR3C9UHlFz3ls+Ijpe2GrytjXwFfL8+hxJawIH1Xx3MMA+IWkG8HFmP+Y73TQOemwMmrd+z0ct/ZwjFqt5r/HO3wfJG717G26mlb8XkNe21jh+WwM9azbG8P0Ncm7pz1hHUpyqB3AF8HzgKjL42Q34fIN0V5W/7wY+W/6/tsf6l5W/M4HFyRPODTXbuLz8vRp4Wuv/hp9L5Qc/jhwT6X+A59WkOQ54ceX5i8gL+3O7bRf4/QDf+ZXl72eAd1WX1aSbSR5sreerAjN7rH8x8BoyiFsJOLD1W9Vs53Bgy8rzLYCv1u1H1f2i/H9Nw+9jceA9wCVkCd+ewGJd1v0NsHbl+TrA7xps43QqI6IDzwR+XvNdr1h5vlKT36isu0z5LK8APg+cCMxfk+aq8vfa8nd+4Nc1aa4fYN/raztkUP4q4GDgp+SJemvgJ8D/1Gzr8uo2y/8dj6O2dK0T/U1lO5s1SHNt299FgXN6rH8T8MI+v7svAq8b4DufCSzR9j10PVeOcZ84h7zb/0P53Y4EvliTpq9jYwx5G+h8VNI2PkcM+hgkf8B5wHwDbOucav7JwOisifj+Bvmt+n1M60bQEXETMG9EPBURR5F3AHXmK7PMv4X6u3yAKyQtSd4VzgSupMcdWnFbSXMycK6kU4DbG2yLyF/6jvJ4ElgK+JmkL/VItlpE3FB5j98Da0XEX3qk+Z2kFzXJU8VDkvYHdgF+UeqQ52+Qbv6oFKFHxP/VpFsoIn5FDtNwS0QcSE31YbFe5HhTre2cSU3pFPBEKebP6FN6Hg1LJSLiQTJIOI48+W4LXFmKl9vtC5wg6SJJF5EX5fc32MzKMXpE9DsZqUrs5JPAxZKOlnQ0eXe2f4PtEBH3kKWjhwLPAraP+qrK1uv3l7ZyS5BVW738VtJLmuRp0O1ExAURcQF5HLw1Ik4rj7cBG9ds656yH7T2ie2B2lHpI+JPwKfIkoxXAd+UdGNNlc1j5e+jkp5Ffs5eJZZ3Rn1pY7tLgJMkPSbpQUkPSXqwQbonI+KBPrcFg+0TT4+I7wP/Lr/d7mTTgV76PTYGzdug56N+zxFIWlDS3pK+LenI1mMC8vcX4HxJ+0var/Vo8JFWBJ6oPH+Cifv+Bvmt+jJtq8DIE8YCwNUlOPgHsEiDdAeRI1JfHBGXS3ou8KduK0fE+8q/h0s6C1g8erQZKmm2Lf8eKOk88oc7qy5jkvYB3kFO8PY94KMR8e/SYPZPZLVTJ/8n6TDyIAN4a1n2NEZ2onY/JIOgO8gLfqsovVdR+VuBt5GlP3dIWhH4ct3nAmZK+j5ZpAlZlDnbJLcV/2p95tIu6u9kcXedeyR9CjiGvHjtAtQV8R5A/jYrSPoxsBHwzroNleqB3YHnkZ9r/Yi4q1Rr/YGsnp2l7GurkUXIAm5sEFxAnqTOBo4tn2lH8u6to4g4q7QJ27Bs50MlsOn1WR5idHXRAmTp4faSInpXrxxR2hl9miwWX5QsIexlY+Cdkm6m+b43yHYAZkh6butmQNJzgLqJEvcmB1lbTdLfgZvJfamr0k5oN7Kx8bnA1hFxZQlqfkf3apnTy83Sl8mbq6B3FfsVkn5K3lzNCtSjR7sX4KtkFe915QarqeslvQ2Yt1Rj7AP8tkG6QX6r1rHwj9Im6nayDWUvfR0bY8jbQOcjSduQ+0Sjc0QxSLXPIPn7W3ksUB5NHQ1cJukk8jvflh7tYceQPxj8mG9s2g6EKGklMuJfAPgQGWR8u5QKjfe2nk0W3VUbbM5W7ylp8Yh4UF0a5UaPxrgl/UHA96NDo2JJL+x251dKMN5HXlhEFjl+m2z4uHBU2p5U0twE7Edbw8hO2x6rEojtXcnfheRv1bGkRdJ65EG/JPA58rf9UkRcUrOdpcmA5pVl0YVkUWvd9/50RgKGS+oChpLmR8D3uuwHryl3PEjaNCJ+3a0UoObC1Xq/N5PVUgAXRsRJHdZZLSJuVOcG8UTElTXbENkhYMJ7gZRjdzYTtO9tTgYzrdLQlYH3RMTZDdIuAswTEQ81WPdCMnA5ISIea3vt7RFxdOeUo9Z7GtlWrGupi6SjOiyO6N3o/Gxgi2jeYL+VbmGyRPF15LFxNvC5iPhXP+/TcFtbARcBK5CBweLAgRFxWk262mNjHPI26Pnoh+T5vOc5om35VRGxlqRrI+KlkuYn24J2LTEZNH8l7WLk/jPbNaJHmnUYKUW9MCKuqll/4PxNtOkcAG1LtrBv2oiyle4oOjSO7HYCkfRFsuTj98BTI6vP3hBQ0ukRsVW5sw3ypFHZRG2jr767Jpb1z46I19a9d1u6X/c6qNrWbS8hGKVXCUGJ/K+NiNX7yd9kKfvRr1sXnXI3vklEnDxO7//ZiDhgkAtXn9v5bmQvtk53wNHkt5Y0MyLWabi9XSLimG7F5lHTK0TSxsAqEXGUsgHsohFx83hvp7zH04DVytMb684Zkv6HPEHfX54vBXw4Ij5Vt62mxiMw7mNbPyBL9M5kdKnRePcsGvi3krRRRPymbtlU5G3A7Q16Xr4sItYvAfX7yKYQlzW5dvS5ndXJ0pzWzfo9wK5RaUrRI+2Edp+fzN9qOleBbQN8o+wox5E7W9cu3xXVdj8LkkV4vdrnvIlswFsbaEXEVuVvrzr8rkrx4IE07JpYtvWUpEclLdHrzrGDG5U9W06jpig9IhYr+TuIPCCPJoO7nanpvRAR/5F0jaQV6w4SSd+IiH3VpQdPp6CzLf2qwEeYvXt1r4v/AdW7xoi4Xzn0wck122rUCzEiDih/B5rcVw17/UTEHuVvk3Zw3Vwiab2IuLzBuq3q5r57r5Tvd12yOvAosj3YMWT147htp2IdRvaJNSQRvcfx2iIiPtF6EtmTbkuyfc8okq6j881BXbXeq8jeS1t3eC1oqzKT9LGI+JKkb3XaXkTs0+3DkFV4N9NndccAx9NYfqtvkT1Z65ZV89dPj7i+8zaW89EYzsuNq33GeL48AtgvIs4r77UJ2c6147AclW1Wu88/RfnO6XCNGkP+xuOYb2TalgABlOLBLcgSmo2BcyPi3X2+xzzAL7sd1JLOJMdVaVxEWNI1qjZrS3MTsEE075rYSnc8WYVzLvBIZXtdT4oDFqVfGhEb1C3rkO7XZNfJy9ryt03beutExExJHRsuRzZq7bWda8ieYDMZKa0jIrq2N2oVNbctuy4iejbSlXQF2ebgBPJivivw/Ij4ZNt6Yxo/o+wTW0dNw9duJQmV7TSpavs92Yj0FvJ3atI2p2+SrgbWInunrVWWzfY7VNafF9gnIr4+wLaOJttgXM3oEtxex8a1ZIP6x8vzhcjegi/usG7H6ryWqKnWkzRvRDzVa52y3tYRcZqkd3TZzg8bvEdf1R2DHE/9kvQy8qK7L1D9fRcHto2INXqkbXRsjCFvYz0f9X1enqz8Sbqm/bvttKxDusbXqLF+f5NhOpcAEdlA+EwyulwIeCPZvb0fq5At27t5lGxo/StGl5T0OoF2rDajZrwE4FZyfJR+/aI8GhuwROIpSTuTJW4B7ETlxNhDkzGQZp1YI+ICZQP31cp2/hgRT/RMnJ6MiMOabKviCklfI3s+BfABejfQrub3psoF7ChJnRqIjvUupmmvn04lCS2zlSh0sUWzLI0o1Vd7MHspQa+qvSciIiS1eln17LxQ7qa3YfQFsql1gRdFf3d6xwC/0kh1+e5kp4FOeRtru6WblZ0rfkpWxXbMZ5S2ME0CnXbt1R2SmlZ3DHI89btPLECWcszH6GPlQXJMpF767hHXT94qgd6aEXFw2/t8EKi7gPd9Xu5yw/QAOWzI1e35KzcHe0REz0b6HfxF0qcZ6ZiyC1lKWKfxNap6Pu8zb8DA55b+tjFdS4CUjRt3hFmDX/2UHD+jZzWYZm/Pcgewf0Sc2GX9vu+4JP0ReGn03z7p+2S1wC+YwLr6sq2+2kKVNCuT46psVNL+Btg3Iv46znl7A3nn+WeyFOI5ZMPVM2vSHQjcBZzE6O+v10jQi5DFza8t2zoH+O+IeKRbmpLuwpLme+Q+9A/gnXV3UP2SdDA5QObJNO/1M9ZtPoPRA5b1aoP2W7LxanspQcfjqaT5CHnjsRk5bs7u5OCBnXrFtNJ8nmw8+VNG303XNe4+gSw9qu3G3pZucyr7RNQ0mm5aJdoh3UJk8LojWd1zOjly98Vd1u9nwMBWmt8Cn2yr7vifiKir7jiQPo+nyvb63SdW6jeYHOTYGDBvV0bE2m3LrmqVXo4nZbOEdcmmCZC9Ci8nbwZPiIjZhkNRNnLfuuFNYivNUuSNabVjyoFRMwvBINco5QwCBzJSI9IqWe7ZrmmQ36pf0zkAOo4siTizaaAhTU5PlzFUmx3QaXlE9CxB0Uij6/Z0XXcwSdtVns5qCzVexbNt2+rUiPoBcjDLD0fbeEWSbgS2itKjTzkmyy8iYjV6KN9Du9oDbRDqsxeicriFg8ki8SC7Rn+o/bN3SNdXVaWyR9sB5IktyB6BBzUsst6G7DL9LPLCtxLwh05VP5U0V0fEmnXv3SHdZlR6F0XEuTXrD9S4u6Rbk6x+rZ6w69qTrUQ20v6lsjfUvNGjN1jTKtGabS5F7iM7R8S8XdY5hwwCPwLsRQ6bcXdEfLzH+w5a3THQ8dTPPqExjNg9YDV+P3nbiRz2Y2PyQtyyGPBU1DRw1gAjIJdgZrvWtUPSosDPyPPzzIiYbew2Sd8hg+dTGX1zMBE3zn1fo8r5/EPMHsj0PCcNem7px7StAouIHZXTUmyWcQ2XRcRdNWlCOX5BbU8XScdHxFvUpZFj9G4X0Xe1WXm9UVVRB+tW/l8Q2IGR1v3dtjUqipZ0LPDLXmnGUCT5NbKh+U/IC96O5J3bH8kRXzdpW/+utkDiL+QFuacYoPG5Bms4Ddmu5O7Igc6a/G4/IavZWmNE7UiOX9Kz/VT0X1V5HHk31wpwdyYvmE16o3yODNB+GdkV99VkNWcvp0vaMioDUDZRAp6eQU+bd3UIlJsEtgf2k6/yvnuQI/YuTf7OzyZLJF/TK100qxLttL1XkVXmW5B3+2/psfrTI+L7kj5YqhYukFRXxTBQdccgx1PRzz7xlQG3MWg1fj95+y1ZsrsMeWPQ8hA5qnGdo8ibka+TNRW7waiewZ20DzT4b2CliHhMUrcb/dvLYx5qqtw1xo4mA16jHqgrve9ioHNLP6ZzCdAO5MFzPrlTvYIcOPBnNekOBX4QNT1dJD0zIv6hAcYsGaTarKSbQQ522D75W6Pu6m3vdXFE1I14W13/BWQpy/N7rDNQkaQ6N56+JCI2rN6JaqQh72Zk6cPx5EG6A9kO6MMNPsfqzH7H1bXHjwZs6KkcB2hDcqDFi8rj4m5FyL2+g5rt9DUhoDp0ZZd0RUSs22n9TuuV72StyB58l0XE+j3SPET22niiPLr2xOlSEjhLr+qiLtUQjbvt90PZSHt94NIYaaTds2H8oFWipZTlanJfPzXqq15bx83ZwDfJC9/PIuJ5PdL0Vd2hMXbRr+wTj5MX8F69swbW77ExmXkr25oZEetU9x1JF0XEK3qk+TR5k3RKWbQ1WbLzVeCIiNh5jHkaa8Puvq9Rkv6XrBL+OaMLBOqqryf8t5q2JUBkl9T1WqU+5Yf5JVlc2MurgfdI6tnTJUbaDLwZOD4i/t40YxHxQw02+/mPybv1ragUb9cl0ujB7+YhS4Tq7gRaF6NWN8Y7yLYFvSzcq6i9h/9Iegsjv021cWP1glhtyHsnI9NY3E1OCdJTKZ7dhAyAziDvqC+m90ilAzX0jIhdyzafRX6e1vQRo44pjQyKeZ6k/2KkAflbadZAst+RYc+TtCN5QaXkrWlDzPtLkfuFwI8l3UVOx9JVlCESmogBhlNQjp79YmCJtgvy4lROwN1osLY5j0fEE6VkGUnz0SNwK95OHnvvJ4v7VyDPHXXeEW29Q9V7/Jv/lrQE8GFGBgz8UK8NlECnn6rtvrrod9jeIEMjDDJhZt+jJg+Yt4HadzHACMgR8TlJZzASrO4VEVeUlzsGP/0EJTH2ht2DXKNaN37Vm7CgZjqMQX6rvsU4Tiw2mQ9yWPfq83nal3VJt1KnR4/1DyBnTL+IHM142Qbb2ITsSnwBeTG5GXhlg3QzozL5W/n/ggbpzqs8ziXHc3hBXboBvvP/pjLZaB/pnks26ruHPFhOIyeyXQjYuG3decm2MQPtE2U/uKY8XxY4rSbNgeSAY88kqzyWBpZusK1dyNnCf0veoX0MeFmH9W4mq/Bu7vD4S4PtXFXdJ+gyISBZLP9g+fsfMnB5svz/YMPvb5Hy/c9Hntj2IatceqVR+S4+XZ6vQA753yvNpU2WleVvJKsS7i1/W49vAi9v8Jk6TZpcNxnql4BPkBfXzchGwD0nWgY+2GRZh3Vmm6i207IBj4fTyr7Z8TEe2+ix7aXIUrRXth416w8yoedV5W9fk2UOkLdBJ95ej+zhtnzZZ38ObFiTZsVOj5o0g0wk22m/u6rBZxroGjVZ+1Hf7z9RGZ/oBzl3ztnkvE3vJEc57fmjt6V/RtMdrKz/UnKG7BvJNhI9dxL6mP28st4l5e/ZZOv/tYA/j/P3tlr5u3anR03a1sX1MUYuto0urn3m8bwB011W+f4XJy/ON9SkGTQwuQe4tJwMVx7v76DDZ7oQWJ1sj1CbvzFuc3EaBoPAYWTp1x/K86Uos6n3SPNb8m52XjJg3Rn4bU2a2YLLhp/livK3esKu29Y8ZFu3E8hSyz0ozQV6pOnrgkLOzfVhslvxfpXHgZQAvku66s3EXWRVyXO7rPuq8jiYvGvfujx+Qk0QWHmPN5DB/WdajwZp3k3ejNxH3pQ9Rv2M660L63WVZRfVpOn72Bgwb33vQ4M+St6uLY8/kTcxdeewxkEJ2abvtPL5qwHxedRc10r6vq9RZAeRr5GB5BVkdd4SE7Ef9fuYtlVgEfFRZU+mjcgL3RHRYB4YdenpQhYf9nIXWWx/L/UTuc02+7ly0MY6fRdvA5Q0BzAyB9YFZM+fTuM17Ec28Pxqh9eCHsWSMWCRZGlofBhZera6cuLIbSLiv7sk+a2kQ+izyzM5ps+SZAnYTOBhsvdPVzFgQ8+IWEbSi8nv/POlCP+PEfH2TutL2rXL+/SqnoM+JwSU9MpOy6NmEM6S9j1kVcJjZKDbqh7tVQ2xQUSsLemqsp37SvVvL28jL8oHMzKcwttq0mwr6YaSt7OANcghGI6pSdf3pMmRbZ+OIec5+mOvdTXSU+g5kk6tvLQYvSfiHXT8m8aN6aO055D0uYio7henlTZLPUk6HFiYbDbwvZKvnsdT8UGy9OOSiHh1qcasazw7yISZg0yWOUjeBpp4u0tD41bv1+9EhznVoq2dWWne8J6aTfUzkexYG3YPco06Eriekcb9bydLxOqqiAf5rfoybRtBD6o08NyUtp4uEbFnl/XfS7bXmEHeDf40In5fs40jyR2/1etiZ2C+GHA6hDqSTiR3sFYj67cDa0REkzYI/W5rKXIMl2pdc8+TqbKXykfJg77VqPT66DI/mMYwn1XlPVYGFo+I2oO634bTJc3iZPD9KrIB/jLkgfqOLutXx7hZkCzuvzIi6gZ760s56Va3sz55h1j73Un6E1nSUjsZbCXNpeRIvpeXQGgGOW7OuI6RotIlVjl325vIk+55Ud/IeCXy5mV+Gk6aXG6SvgwsEBHPkbQmeUPRaf6/lchxqr4A/FflpYfIO/K6cclWij7Gv9EAjekl/QF4Q5RedJKeQ86j+MKabbUm5Gz9XRT4eUS8ribd5RGxXmlMvkFEPK6aLs2apAkzB8zbSgww8bZynKIZZIAKeR25g6z6X7zbzVKH95mtA0Db650mkv1sRJzaLc1k6vT91n3nZZ2+f6t+TbsSII2hJ0nx74i4V9I8kuaJiPOUIzd3sxJ5p3l1H9l8L9leaB9Gel18uy5ROTF9gNm7ZPfsmgg8LyKq4/p8tuw0vbbVKTh6gCyC7tjlXNK7yah8ebLnyobkeDZ1F9eFI+KyVqPSouuFIfqcz0pdZkBvvdar5GjAhtOUdVqPQyLitl4rR8QH2ra7BCMBcqd87Vfzfh3H+IiIUQ1XJa1Atmlp4s/kEA79+CbZRuYZysEKt6fDnFlteeq3RBAygAHYEjg2Iv7Ztj91VAkuHqP53eMBZOB4fnmPq0tA3e39byGrtAbxqKQv07xXTcfG9CqN7aPzIIUfAs6X1BpGYGXqSxUAWiUUjyob+99LBnt1bislsScD50q6j97zLRIjvXIfJquVuxr02BhD3m4pJUArAifSvFPLWp1K3iLilaU0czZtn20esmlCz0bGEdGa3/IBsrSulvps2K0uc9BV8tCrkf1jkjaOMrincmDExxpks+/fql/TLgCKMUzMWfTV0yUi/kvSGqVYFrJe+pqaPD5O1nn2OxDVycD3yTra//SRbpAd7F3kSbtV2rIJcAmwqqSDIqLTxXnQIsl7lIMZRsnf9mQxbEfK8Z3+B3hWRGwh6UVkycT3uyTpVJ3X0rNaj7xgr0G219itbPt7PdZHOfz8ORHxkV7r1XiULEnrZrx6QNxGto9oYn+y+vFSGo5fFRE/ljSTLNES8Kaon57gu5QSwfIe1ypHwO0VAJ2mHFDtMeB9paRptiqEFnWfpLSV717jeD0ZEQ80CbB63JA17bLbb6+at5a/rRLrViZ3p0t1ZUScpayibQ0kemM0Gzz2tHIB+jJwZXn/79YliohW9dyBpTR3CbLacjYaXW3Y6b063fwNfGz0k7cWSZuQpet/Jb/vFSS9o0G18gxVJoGWtCJZUgyjx/qpqn62J8kenHXDjHyzw+IHyLZLp3R4DeAQOgzc2WMzV/R4rc5ewI/KTR9km56OJeVVg/xW/Zp2AVDF69uKgg8rJ+66u903kifOD5FB0xJku4eOJO1DnmxaXT+PkXREdBi2f4wnXYB/RUSnnbnOe4Eflh1MwD+p38H+A7wwIu6EWUHHYWRbggvpXDrxr4j4lyQkPS0iblSOH1Rnb3L24dUk/Z1saNxr7pofkHXErVF0/4+8SHQMgPotMWrzWGSbjyeV1Vp30bvNC5FzU/VVxaPR7QHmJe+8ju+2fkR8VgNMAtp2pzYPOQpyz4C94jtk9+fraBiAl2L+n0bEoU3zSJ8lgjDrRuSLZKP7pyQ9Qh7L3WzVR37aXS/pbcC8JXDYh2w70SlfYw1UGw1sWKqIbo3SZk051th25EX5wC4lP6207aW9z5NUV9o7D/CriLgfOFHS6cCC0WBm83Khb7m5/F0O+FuH1V9GNgQ/luxUUBt1xuADxrbytzYjI6X/JuqnkPgq8Loo7cFKCeax1A+o+2HgYknVKX3ep5x+p9uYcL+PiBPa8rsDGah0syBlqozyfDuy5/K7JL06IvbtlCj6GLgz2sawU38T6z4YEWuU8ysR8WCp7ailbHKxAlml/BB5M1fXFrSx6RwADTQxZ4weaKzbTlj1brL+8RGAchL+HVl82K510t27/K22AWpStXBwqZI5hz4GjCrVc6N2sAbbWrkV/BR3AauWqoVuxbsDFUmWtgevLQf+PNFjSoFimYg4XtL+Jf2TkppMuoqklzN7FWKv6qy+G04XV5e71xMY3VC72xgp1RFvnwRuaVBtNsgkoNU7tSfJ6qJuY8q0ezIielYvdHAl8KlyUTiJDIbq7hb7KhEs6+xa+b/6UsfftlL11WrD0ZrWYiHqz3sfIIPvx8lGx2fTu3RqLJo2YP0OZTRvZUP3L5R8rkneXPRqS9Yq7f01eSHehJrS3nJT8NWSrlWq3XRuw18wMsbYguSF/4907miyHDnUQKsx+S/IfbZuotaBqlIlfYYcWLV1nB4l6YS66tcYoFNLRJxRKXkTWfLWKrX8Rpdk+zN7sNNpWdXzgU2jtDeTdBh5DdmMvJnpZNCG3dWJdSXpbuon1j2R7GFcvS79jJoAUtLnyB7ef2HkhqyuRL8v07YRtPqcmLNDUXWrh0vPoupSqrNea8dVjj56efQeFfY3EbFR3bIO6b5ANmD+M5UfvEd7gFa6vud/kvRtsk67etdwG1k1cXpdqYpyJNElgLPq7qAkPa28/8qMDkw6lrxJOr+sf25kw9oNySEOXlWznaPJqQuuZiQYjm5VOMor6fIRcWt5vjLNG04f1WFxRO9RaJcj25YEuQ/d0WA7fU8CWk5sq5Xt/LHBHW51W7eQVbCNJ78saZcmf7MdyWElulbvKaewOIJsPH0fWUqwc/QeXX2gRuSqTGsREc8rF6TDI6LjtBal1O3sqJnnabyocwPWA6PM/l5Zrzpi+qHkNCwHlud1jXhPA97dobT33WRPt26dET5L9gz6eYzhQlFKXN4TET3bHZXzxE5kldtBnUrZ29bvq3NFef0PZNuc1vl8IXI/6togvBzr/2GATi1Nb8gkbUG2b3sLeay3LA68KHqPxv5HcuytB8rzJchxtVZTl0lbNXjD7sYT62pkENMvkb9T9TN9NHrMMVj5XC9pev4axLQtASqBTq8i8Pb1By2qPgq4VDmHGGQPlG5tUVoW0eg2OS+nQXRNdm197gA/+CDzP+1d1m8NI/Aj4MRyohsV/GhkNOOq1p3FomSVWy+nkHXSM2l2F7kf2a31eZJ+Q/akaNJbal3yZNHoZB0RIelkyp1It+C5S9q+evQpG5B/hpG78G+Vu+8ja5K2TizVYLHrXZCkLcnSglnF7pLeE83m4ml1Rd+/bVs9qwSL55NB18pAz16SA5QI9t2IvGJvyrQW5X3+pJztvtt2npL0qKQlmlT3jFV0aMAqad8Oq84rab5yl/8aRtoAQf15fJDSXsjjcBHgSUn/onm7plEi4kplFV5HJfB5Axn8rEw2rO852nTRd1UqWWW4ICPtx55GHiu97MVgnVo63pDRudTydrL0dhvyPNnyEPXdzL9EluScX/L3SuB/yvE12/yOJcj/fETsQn4P/VQpLtIKfgAi4vyynU5eQNaKLMnoUcUfIsfWqnN9SVs7D+Sgpl0ApLG1Rm+9x8ZkkfhRkpYBFouImzutGxFfKztWa2jy3SLiqppNvAs4spykgzy5dS0ZqLiGwX7wpSPic5Xn/y3pTb0SlCDhZ9RPHQJ5QLZKy2a9BTQaJwaylGXzuo1opJ3DlaWE6T1kkHYOWTpV53qySL1ndUqbSyStFzVzw3XI6/LkHXurBPJicuTfbvn8KHnneW9J/3SyXUnPAKiuJK6DrwGvbt3JlaqmX5ADhfYUg00m+0VyPI8/k22aPhfZbqRXmj+TVTAXkReTngFTF48yMtVML4NMa/Ev4DpJ5zK61K2f6STGYj9mryI5lmwfdA/ZEPwiAEnPJ88vvVykbMNTLe29sFy47u+WqNNNo1TfMlx99GSS9EOyXceZZNft6+vev6JxVWrluvE4cEP5bYOsJrq4x2eZhxxGYnX679TS+IYsIq6RdD3Z1qhJ04xq2u8rp89YnzwnfyIiWk0TPtph/ackzZC0wAA3240n1o1sgH2KpJdFxO/63A5kNe9V5XuplkjX9YpubNoFQIytNTrKNjbrktHpUWQR4DHkhazT+kuTdw1/rSybP3p0g4ycb6XVJkd93EkuC9wo6XL6+8Ebz//UoSpw1kt0ubuLHAtFwApRejT06beSXhIR3eqjW2a1cyBLPj5J83YOkD0sfi/pMpp/f68G9pL0V3rMDdfBUWT7kB3K813Kss26rH8beefT8hDZ+LMn9d8j7q62Yuy/0EdA3bTIvuJm+hw7iBxyYANy/KSvlKLya2Kk10enfPXViLziAkmfABaStBk57clpNWl+wcjx09pmfZew8TPbtiLi85J+RU7Zck7lojoPeYz00ri0d1QmsoTyM5Xn85AXvroJOfvpyfR28rhbFdinEl81KW3qp3NF67oxk2yr1nJ+j/dvtYW6RpXeXH3o64asBCZPbxqYaPbhP1rnk+UkLRe9247+FfiNsh1jNcivC/J2J0uMWiV0F1IzbAGDD2L6Q+CL9NEpo1/Ttg1Qi/prjY5yfJy1yHrfVr3xtd0ueOXCuALZVkFkCc0/yIvKHtFh1vABLlqtdB3buESXGXo1ekLTRRjZSeYBHu63qLqOBpx9W9LvySqSm8nApGOQoTG0cyjrNP7+Wie0UhfeKU3X9ijd8tMrj8rZ419CVgcGWX17GdnDreuJR9KZlB5xkT0p5iO77Hdsg6ZsALkSGRwEGaD9kWwj16uRdt9tqCrptqEyCnm0tV/psP585HAKryJLVp9ODhrYtY1I22/7JLkP7RQRe3dJ0konsq3L60qas4Hvdborl/RGsrTy0PL8MrL6NYCPR1vvnIki6W8RsWL9mhOejx+Qbci+UKqpTiDPmwdOacba9FOVOuD7/5rcXy9jdLDQ88ZU2XV7zZKu0Q2ZpO+QJWa1gYk6DxhbSdJzhvYDuiTqWB2mbPu6F3kevw44slchQFvaq2OwQUwviJp2n2M1HUuAANBgrdEBnoiIkNQqNq1rm3MWcFJEnF3Wfx2wOXmB+TYdhqCnz27c5X3nAQ6NHg342nUqou5HP1WBxUDVReTggk2MpZ1D10Cxi5PJngm3SDoxRg8k2cQ9knZhZJTXneg99cGfGd3WoDU+R91v2G+PuAXJxo2tE8fd5DGyNdTO5N1XGyqg1XB/fXI8G8i7+JdHxP49kj1InkS/Bnw3ejTWb4mIC5QjMr+NbCh6M/Xjo8xDBlar02D8GnLOqx0rzxcg24ctSh7P4xYA1ZTELjRe2ynbejN5J/2M8v5N2/LsRo6Vtj9ZUnRmNBiSQdk76yPMXpI4br13ynb+hxwt+v7yfCngwxEx20Cc6j1ESXS6GJfqxWWZvY3Mq8ipOuoc2GCddreXxzzUnBtiDMN/tAIdSYvE6J7R3fyQ7LF4EXk+fyGwb8PNDTSIKTCznF9OpY9e0X2JCZjQbTIeZPuJV1eeb0KDCerIA/M7ZNXAHmSX9g/0WP+KbsuAq7ukubz8vaqyrOO6bel+TIOJWbukfSnZgO7NrUfN+geQVQH/V54/ixwTo1ea35MlA38me4dcR2UCvpq0G5PtpyDvqp/TYZ1PkiUVp5AzL7dKKJ/fK2/AxeXvQ+TFtfV4iC6Ttbb9Nlc1+Qxt6VckD8y7ydLAk4GVGqRbpM/tnE+WkFxZnm/IBM2+TF7gn9lnmmvJu+/W83nr9gmy9OvL5Jx155IXmNd0WXdVsvH4H8i2Gh8ghxBomr/GxxRtk7iSI3y3/r9kIr7zyXgAN5FjfjVdf+3KYwOyRPBQGkyYXNJfQ45Ntj4ZQK4DrDMBn+uqDstmm5S2LF+pw2Plcl46o0ua04GXdli+LnDaBP9miwGLNlx3106PmjQvI8/nfyvP1yB7gXVbvzpJ7Xzdvucuaf+XnET8KjIYmkH2UqtLd16HhydDLfppjU5lva+UtgAPku2APhMR5/ZI8k9JHyd7WkGOxHqfsiV9t3rJR5SNXFulTBtS31ARsn7/hlL03k9R65FkAHQDo8dL6HW3vy2lKrBs4/ZSndhL05Kc9vy1t7uanw7trmLwdg47l/T9lIhFl/+bJc72AI0b40l6GVkCuCiwoqQ1yK7B76tJ+mFm7xG3Q7eVNdg0Ey2DtKGCrBZu9QRcom4jMdI4cjVyn9qXLH3pVPJxI3nXuXWMNOyu6xVT1c8xtVRbPt9feTqjj23Oae6M+tG5q77K6GPiPrLdVmt5XUnOkxFxWH9ZHMi8ygFZHwdaXdqf1mnFGD0u1Jo0K0lcOToMiRERV6jL1ChVbaV8C5Dnva7TTZQ01ZoNlI3e62o2qj3sZg0RQe/pfL4BvJ48txDZCPuVPdafVd0VWQrdY9XRYvZBTB+lQQ/uGNsAt41M5wCocWv0diXgObdU+9QVv7+NLC05uTy/uCybl5HZbdsN2o170BFON4yIF/WZpt+qQCKri6rVZjPIC3qdxsFWdJj8MCL+r+b9TyLvTumjOmsNSQ9SqhzK/1BTPaAcSK2biNG98aq+QX8nnNYbziztX15Q8lY3D9Eg00y0HNhgnXatnhrnMdIFt1f1F8rJe9ckSyYuIhvCdht8sjW20HmSziJvRPppkNzPMXWppD0iYlR1maT39MjfdHCFpJ+S57BqYNvtBun0tudBlnReHD2qyDUyXMZpkt5HHpd9jSfVp2OAXynH6QmygW7HHlTlxmBHRqqqf0qWMPe6yC7Y47Xaasr2GzJlz9yu4/kURwD7xehxdr7LyHAYnbYz0BAREXFrWyDTq2p9jbZz5EKV82fH86Wkj0VEa2aG10ZpQxcRj0j6JPCJXvkrn+MAKu0LyfGhxm14iukcAFVbo7fGZujaGr2Uwvwveaf6OXIHWQaYR9KuEdFxjpHI3i0fkLRozN7QuuOgUTHSjbvpRauV7gKNHrV2YTLQqvM7SS+Kmlnq2xxfGtwtqRwsbndq2kk0LcnpoO9gq0/Vo7jJmDVERJPvtZNO9eWLkEMfPJ3ct7pts58TDjCry/iXI+LwyrLTI6LbVA+DjI3Syl/f+19EHKscJmI98nf4eHQZ4FFlmAPyOLySvGnZjmybcj0d5vaKiJOAk8o+8yayAeWyysbeJ0XEOXWfqdfrbT4EnKycBqPVzmAdslThTX28z5xmcXLYgOos7r1KiDvd1KwEfFLSgRFxXIfXYfbhMqpdsIOGx2ZTEfGl0rbnNWWbn4vSVrODQUoSL+8SEL+L0WP1NM3vycqJbHsZqGajTd08gwC3Knt8hnLg1H3IauaOBjxf7sjI1FTto1lvTk0ARA4Rcj0jBQ1vJ6877VO7DG4869Pm5AfZDfJ1ZPXBfWSpCeTgbVf1SPdy+qgrLevsDSxZeb4U8L4GedwDuBz4c3m+CjkfT126V5JVbH+kj7Y5ZJftL5PTNGzWYP2ryRPNVZVlTbbTqd3VPuP4217Z6f9J2KcWI2c+v5nSyLTHuj8r+9KVZHH4R4DjGmzjRvJu9ShggbKs1/56JtmTq9VmaHuy8WqTz9N4/2N0O5HZHt1+J3LMqtY+ezsZAH0O+Fkf3/vS5BhRXdsDMHt7sNp2YZW0m5JVrh8gpxiYlP1pTn+U7732+CLnDKtdNsl537YcR7eSN3qvAW6uSbMs2db0fLL676tkKcTvgOUabPPNlcf2ZOD/u5o0JwGfJtsnrVzOLyfXpDmNLFk+lSy9+wvwvzVpliHbx91JtmE8hpyXbjy/86s6/d/peZf0VzdZNpbHtOsGr8FmDx7VRVnSH6Iy9Lm6DBdeXruU3HlPjebDrc/aVpNtVNNRRq2tbOu66DHtRlnnJrLabdR4CVHTlbuSfhng3qjZGSRdFhHrS7oycoqKRcgDum7MHEq7q1ldkaN3u6u+KHtFtcbwWYiRedcGGrm2wfaWJr/vncki94Mj4r6aNMuQU7e8tuTrHDII7FktUPmuP0YGC28hSz7axwBprd/3NBOVtFfTcP8rVV7Vu/1R+0506PGjMQ5zYP1pVUGoy+CxMcDAjg3PY1e275+dlg1KA4xlVknbKknciQx0f0hNSaKkV5ODNQLcEBG/bpjPoypPnyTH3vludJmAtqRZiqzZ2LgsupAcILLr+UWzDxFRO8/gZKj+5u2/f5P9QdLvyCkzWjMqbAR8JSJeNl55nI5VYH3PHlxUGyw/1vZazwt/9F91MY8ktQIKZYPpBRrkcZBRayFLp3oGhi2DVgUWfVeblW1+MSI+Tvb4aV82ZjF4dVbfJH2ZvKM7gpynptH4U5FVqbMGkCsnuvcBn6/bZEn/JUkzyXFsOk1N0trOqGkmyH39reQcX3X62f8+To7a/Y+y7juozE7eJc2YhjmwvrWqNMY0eGyLpE3JoLrb68sBzybbh6zFyLl5cWDh8cgDjG34j8gu3z8mu/cvTdYI/Bd5Q9ItTasHUr/bqhsgcBbNPs7Oh6PhODtRqeZVTbvWbsFw5b3Gc7TzXu0se7Wvankv8MPSFkjkNesd45i/aXnSGXT24EF/jL7qSouzyWDhcHJn24scT6jOBep/1FrI0aN/wuyTWHaq4z+ErHtdgpyXaouIuETZI+fYXvmM/nvQtWxGXjCrtuiwbDr4MPkdf4psE9Fa3vHuU9IKZJH2s8ji7WPJeb12ZWQMoV5mNbqOiF9Jej0dTgLKUcf3Ji9Ap5BzAO1NVrVdw8g4Pb30s/8dTv+zk49lOgfr398AosPUCpLe2y2ROo+ZszRZZblrj+29npy9e3lGTxvxEPXtPSZdKX39TnmMmwGDjL7H2RnwZrYVDG9E9uxrTby6AwO0a+plrDemEXE1IzMqQJbsv5Vs5jEupl0VWJX6nD14wG10qrr4YPSeaX0eso3CayppvhcRPUuOSrp3MdJY8eyI+F6DPB7VYXFEh5nJB60KHEQ5yb6PbPxYHQRwMXJcn27D1s81SlVRq93A5uQ+cQPwoWg2G/yvom3m8i7LTiHvzn9XtrEUWer4wXIiaZLX6v5XN2ryQNVZ5aTdGubgkbJsVXLMk/Eb4MyQ9Bdgh2gbrV45y/vWPapRV2pbFGQVeZMB85C0XUT0HKRyblZKQ1s+S/ZkmqVLQDqrqrmUvF7WoIroCkZuZo+g7Wa217m8nJde1yplkjQ/eUxOeNfzOnU3cxFR24W+8bamYwCk2WcPPpUcmrvJ6Jz9bmuFiLi1bdlyTS5efWzjjXQfgv9jEdFkwtKm2xq4XlZ9jihbii6XIksHqr0fHqpr+zK3qAYK5fmd5MB8j/dI1ioSX5gset+E0dUJZ1YD17J+9QQ6L3BP2U5f0wMohzYgIjpOXllZ73pgzcgxQW4E9oyIC1uvRR8jmtvEkLQO2fNm54j4nbK48jBycMk3RcSDPd+g/+3tEhHHSPowndsc9TuZ6LTX9KZywDYyA9/MSvojOT3TP8vzpcjBPl9Q+6Em2HjczDU17arANLbZgwdxs6QTgN0jotV26AzKuDNd8rgKedF/EZXqtYjo1g20bgj+ngGQ+hv8biz1sl8i7xwbDaoWOV7DA8BO5aK8LLnPLaocVuBvTd5nuisnl1YAcwewcGmj0yqG7+Q9ZBH4sxjpkg1Z/Xhoh/WrA5U9JenmpsFPuTAeALy/5FPKhuXfioiDuiRzddYcLnIMqTeRwwjsTfbyA9g8+p8FvIlWd+1O3ein3532+Gj6ufseZ4cxtGslq85a43dBTu9xYMO8TrTnVm7mvseAN3NNTLsSIEn/YWQslmrmJ6rHz1VkQ993AW+JiD83iK4vJi8oXyfnYNqN/K4P6LL+5RGxXuX5IVFGoZV0SURsWJPHCyiD30XDnmqDkPSbiKgb86dTuveTB9edVEaqjga9x6Y75WS6/6FzY/3oERS30n+gSdWuRnrCUbbV6g3XpGfMh8h5evaMMtCdsjfZYcBZ0WX+J1dnzdk0MjDhi8hBEH9JBrn/gQkZmLBXXvaNiG9M1vbmFE1Kcsbw3r16vy4YEfN3S1vSL8fIXJaXjmetxlgMUho28LamWwA02TTSDXkjMhD6OFny1KsEaGZErNNWLXFRRLyiy/o3RcTzu7z254h4Xk0eL4+I9aqBWa92GP0qVV+QdwnL0XxE2Vb6m4ANosGkl5YkbRoRv65896PUfed9busqchyoe9qWzyCDm3FrF2aTR9LNjNwkVocraAXF4zowYU1e5ogZ7ieDRnfTX5gJHpZjEKXUd2eytOUgSSuSYxtN+YjnY7mZ69e0qwKbAq1uyL+R9Bqy1fxqNWn+VRqU/qmUfvydbDfTzViH4L9H0vNg1txj2wP/aJCuqa0r//czomzLrbhapF+vInvpbd3htSbfeT/mbw9+INsBlcaRNg1FxHOmOg8VTYcrmfZiDN30J9G3yZLATcleqQ+Rc6Kt1yvRZIjJHNbEJUDdlSDmLVEZ+r200H95q8Fnl3TrkV3llyS7Jy4BfCk6zHNV1n8GI6Uqsw3BHxF31uSz0+B3u0TEX2s/ZB8kbRQRv6lb1iHd98lu879gdMnR0DWKnBP1KmKeyOJnGx7DVAI0HVRqNqq1BqM6bAwDB0A1JF0YEbWTVo7TtjYFXlye9jPi6IIR8a/SsHaeiHhI0jKd7urHmL+BRnhVziE2m4j47Hjmb26knAvsErKR8YXR33xvTbdRLXIe9RIN2hKYwWxVP6NeAhaKCNc4zCGUMxy8HLi8BEJDWd3tAKiGcsb5x8iqr1kXiU4NCDXgNB1jpRy4bI9WCZOk7YAvRMSq4/T+LyMPln3Jht0tiwPbNr1rUM4AH9Fw9OS5TVtPOADqesIph3zYAHgFOXjZauRYGNt2WX+LiDizbdleUZlM1cyGm6SdyUEF1yYHYdwe+FSUGduHhSPyeq3BBPeuLAs6z2w86DQdY/U24EjlrNzPImcln20upjFYgOzaOh85iGHLg3Qe8XcUSauTo5QuXZ7fA+wa9aN3zzUkfYDsGTiqJxxQ1xPuKbKL+1MlXWvywm4+LenxVumhpI+T4wg5ABoylV5gHU1mLzCbs0TEj5VT67QG631T0+FN5iYuARpH5Q6/NU3HS2k+Tcd4bPtNZJDxEPDKiLhpAraxUkTcImmRaDgqbEn3W+CTkXPqIGkT4H8i4uXjncc51aA94SQ9Ss4N9DXgl3XplSOXn04Oi7A5WWK0YzScV8jmHpVeYAJWJNsHimyb+Lc5rJG0TQJJ50TE68r/+0fEF6Y6T1NpnqnOwJxO0sKSPiXpiPJ8FUlbdVo3Ip6KiLMi4h3AhsBNwPnl7n8i8/h9snrqpeSYQ6eVgc/G27Mk/Z4yF5qkNSR9u0G6RVrBD0BEnM/IoGnDYtCecDuRM0K/DzhO0mdLb8SOSruvbcjBEp8FbO/gZzhFxHNKV/ezyQFMl4mIpwNbMb69CG36mFH5f4cpy8UcwiVANST9lJwkbtfIUZYXAn7XbYwdTeI0HZVtfgj4RsSs2eeXAL4WEe8a5+1cSlZ5nRp9DLgo6SSyd9vRZdEuwLoR8abxzN+cSNJ+5d8XM4aecMr5fbYgA91nRMRCba+3N0BdAHiyLJsjxh6xqdEal6xt2RURse5U5cmmhnpMhTSM3Aao3vMi4q2SdgKIiMfKIFKz0eRP00HJ09fbnj9Ajlw9Edu6te3j95zgtdidnBTw52QR/IVkSdUwaLWZ+lt5LFAejUg6kZxh/SayJ9jb6TA21DQZe8Smxj2SPgUcQwbEuwAelHQ4Pbd01lHl/1kmqqPOnMoBUL0nSqlPq3TleVTu4Nu8newptiqwTyVQmNARQNtGfJ1lAkZ6vVXSy4GQtACwD6U6rJeIuK+sO3QG7epfxpK6lZyz50ryorUdOaDm9cC/eqRdCliF0fPQdR23yuZ6O5EN8E8izxMXlmU2fKozqX9lynIxh3AVWA1JmwGfIufTOYfsivzO0o5ljiDp6ZWnC5J1u0tHxGfGeTvLAAcDryWDunPIGXo73k1O1bAAcyJJ5wI7RMT95flSwHER8fou618JvDYi/inplcBxwAfI0qAXRkTH3neS3g18EFgeuJpsi/a7iBjPXoE2DSknIB7KISjMOnEA1EAJMDYkL/qXjPcAgxNB0sURsfEU5+FuegwLEBEXTEW+poI6zM2mHpPqVkdllXQocHdEHNjtvSrpriOHs78kItYsbYc+GxFvHbcPY9NKKbX9HjlJ7YqS1gDeExHvm+KsmU0pV4F1Iam9cVhrbq0VJa0Yc9Bs1215nQdYl9Hj9Yz1/XuVJEVEfK7La8sxMizA25jEYQHmQE+V/eZvkEMK0HnU3JZ5Jc0XEU+SY3XsWXmt13H7rzIqOJKeFhE3SnrB2LNv09jXgdeTHTKIiGtKqaLZUHMA1N1XK/+vA1wBo2ZUnpOqFKp5fZKcC2w8uzh2GvNnEbKh9dPJ+c5mExFPAWcBZ5XecTuRwwIcFBHfGsf8TQefBC6W1Cr1eiWjg5p2xwIXlEEjHyMbQCPp+fTuTn+bpCXJueXOlXQfcPvYsm7T3YCdF8zmaq4Ca6BXVcWcStK+EfGNCXjfxcg2Ju8Cjge+GhFdRyaeimEB5lSlDVWrKvV3dVWpkjYEnknO0fNIWbYqWZVRWwIp6VXkRLxnRcQTY82/TU+SfkYOpHkIuf/tQw5DseOUZsymTDmPfBRYidFT88xJN/YTzgFQA/2OlyDpzcAXyR47YoJ7gXXJw7jOvlyG1d8P2JmcO+bg0rurV5rqsADHTdawAHOiMnTCzsBzI+IgSSsCy0XEbF3ax7idg4GfRsRvx/N9bfrq0nlhH0+FMbwkXUNOjzOTSmlgRMycskxNAQdADQwQAN1Ejrw6ZXOrSLo1IlYYp/f6MvBm4Ajg0KY9SST9h5Hqs+qONukB4VSTdBg5l9emEfHC0gvsnIhYb5y38w5yksNVyW7PP42IK8ZzGza9SNooIn5Tt8yGR6fBMYeRA6AuJH2LkYv2jmQ35Fkiouu4NpJ+ExEbTWD2ao1nCVAJZB5nZGThWS8xZIHMoFpBdLU6tdrTawK2tzQ5btCOwIoRscpEbMfmfJ1u4DwK8HCTdCA5qfJJjB6ZfqhKBd0IurvqXXOjYsFS9QVwRZlC42RG71zjOv9Oh+kPZr0ELNRh+UAiwnPGjd2/lZPltgbUnMHIrPAT4fnkRKgrA7+fwO3YHErSy4CXAzMqU7IALA7MOzW5sjnEO8rfj1aWBTDeg+fO0RwAdRERPxwg2daV/x8FXld9S8Z5AkJPfzCtfJO823qGpM+Tc6p9arw3IumLZHXln8lG6p9rDb5oQ2cBYFHyPF89VzxI7n82pCLiOVOdhzmBq8AmgOvcrZMyKOFryBK6X01EGzFJewE/mw6DddrkkLRSRNwy1fmwOYuk1ckZDqpT5vxo6nI0+RwATQDXuVs7Sd8HvhURV1eWHdga3Xmct7UNOc4QwAURcdp4b8PmfJK+ERH7SjqNznMFDs1UNDaapAOATcgA6AxgC+DiblPszK1cBTaOXOduPbweWEfS1yp3WdsAB47nRiR9AVgf+HFZtI+kl0fE/uO5HZsWji5/h37SS5vN9sAawFURsZukZcnpUoaKA6Au2nqBzaZLLzDXuVs3d5F3XD+WtAE5mKR6phjMG4A1I+I/MGsspqsAB0BDpjWmyzDNuWeNPRYR/5H0pKTFyfPTUDWABgdAvbR6gW1EFhP+tDzfgS69wiLiAkkXAy+JiM9OfBZtGlFEPAhsXbqgXkCO0jwRlgRa3Vknahs2TUjaiCxpbI362xq+YugueDbLFWXKnO+S17OHgXEdlHU6cBugGpLOA14XEf8uz+cnB7B7dY80vx62IcWtN0mfjYgDKs+3AvYb7/1E0k7A/wLnkRe6VwL7R8RxPRPaXEvSjcCHmH3U33unLFM2x5C0MrB4RFw71XmZbA6Aakj6I/Cy1gBRZQTfSyKi6wzbkr4KrAKcQGUi0fEeB8jmfGXy0mU79Ap8JfD3iPjzBGzzmcB6ZAB0aUTcMd7bsOlD0qURscFU58OmnqTVIuJGSR075DSZY3Bu4iqwev8LXFVKggBeRX3D1aWBexk9Y/y4jwNk08I3gE90WP5oeW3rDq/1rcMJ7bby91mSnjVsJzYb5bwync3PGT0wq/eJ4bMfsCfw1Q6vBaOvWXM9lwA1IGk5oHUH5Ttqa0zS9RGxepfXrouIl4zTds7r8XK4SnZ4ddk3vE/Y0HMA1ICkZzPSgBCAiLiwx/rLA98iG1AHcDHwwYi4rVsamztJuikint/va2ZmE0XSDsBZEfGQpE8Ba5Ojxl81xVmbVK4Cq1GmFngrcAMjczcF0DUAAo4CfkL2GAPYpSzbbIKyaXOuyyXtERHfrS6U9C4azjHXhKT1gFtbpZOSdiUnQ70FOHDYJjk0aBuLDPK8dQ854N3NU5Alm3N8OiJOkLQxOUbZV4DDGanpGAouAapRGkG/NCIer115JM3VEbFm3TKb+5UBxk4CnmAk4FmXHDNq2/GqTpV0JfDaiPhnaWB9HPABYE3ghcM2wqvNGu233dLkBe9A9wwcXpKuioi1ysCp10XET1rLpjpvk8klQPX+AsxPpfFgA/dI2gU4tjzfiWwUbUMmIu4EXi7p1UCrLdAvIuLX47ypeSulPG8FjoiIE4ETJV09ztuyaaDbWGSSlgZ+SQbJNpz+Luk7wGuBL0p6GjDPFOdp0jkAqvcocLWkXzG6B0WnkaBbdgcOAb5OFjv/tiyzIRUR55Fj80yUeSXNFxFPkhOu7ll5zce5zVJKCSdiFHKbPt4CbA58JSLuL0NnfHSK8zTpfGKsd2p5NBYRfyPneTKbLMcCF0i6B3gMuAhmjUP0wFRmzOYskjYF7pvqfNiUeiZZEv24pE2AlwJDNRM8uA3QuJL0mR4vR0R8btIyY0NH0obkie2ciHikLFsVWNRjvgwfSdcx+3yGSwO3A7tGxI2TnyubE5Rq8XWBlYGzyZv8F0TEllOYrUnnAKiGpFWAL5DzgS3YWt5pHh1JH+7wFosA7wKeHhGLTlQ+zcyqJK3UtiiAe1vBsQ0vSVdGxNqSPkZOjPotN4K2To4CDiDb87wa2I0us3hHxKzRNSUtRs74vRvZ2LDTyJtmZhMiIm6Z6jzYHOvfZd7AXRkZjX7+KczPlBi6Vt8DWCgifkWWlt0SEQfSY7hwSUtL+m/gWjLAXDsiPh4Rd01Ods3MzHraDXgZ8PmIuFnSc4BjpjhPk84lQPX+JWke4E+S3g/8HXhGpxXLfDtvBo4AXhIRD09eNs3MzOpFxO+BfSrPbybnvRwqbgNUo4yw+wdgSeBzwOLAlyPikg7r/ofsKv8koxsfimwEvfiEZ9jMzKwHSTczewP5jm1b52YOgMzMzIaIpKdXni5ITtu0dET06sk813EAZGZmNuQkXRwRG091PiaT2wCZmZkNEUlrV57OQ44JtNgUZWfKOAAyMzMbLtVhWZ4E/kpWgw0VV4HVkLQgOZDhixk9EKLn9jIzs2lP0nzAWyPix1Odl8nkcYDqHQ0sB7weuABYHnhoSnNkZmbWJ0mLS9pf0iGSNlN6P3ATOUHqUHEJUI3W8OCSro2Il0qaHzg7IroOhmhmZjankXQKORHu74DXAEsBCwAfjIirpzBrU8JtgOr9u/y9X9LqwB3kBHJmZmbTyXMj4iUAkr4H3AOsGBFDWavhAKjeEZKWAj5Nzpi7KDBUYyWYmdlcoXVDT0Q8JenmYQ1+wFVgZmZmQ0HSU8AjrafAQsCjDOlsBQ6AupC0S0QcI2m/Tq9HxNcmO09mZmY2PlwF1t0i5e/QDQ5lZmY2t3MJkJmZmQ0dlwDVkDQD2IPs+TXr+/JAiGZmZtOXA6B6pwAXAb8EnprivJiZmdk4cBVYDUlXR8SaU50PMzMzGz+eCqPe6ZK2nOpMmJmZ2fhxCVANSQ+RPcIeJweRGsrxEszMzOYmDoDMzMxs6LgKrIakjSQtUv7fRdLXJK041fkyMzOzwTkAqncY8KikNYCPAbcAR09tlszMzGwsHADVezKynvCNwMERcTAeHdrMzGxa8zhA9R6StD/wduAVkuYF5p/iPJmZmdkYuASo3lvJHmC7R8QdwLOBL09tlszMzGws3AusAUnLAuuVp5dFxF1TmR8zMzMbG5cA1ZD0FuAyYAfgLcClkraf2lyZmZnZWLgEqIaka4DNWqU+ZXLUX0bEGlObMzMzMxuUS4DqzdNW5XUv/t7MzMymNfcCq3eWpLOBY8vztwJnTGF+zMzMbIxcBdaApDcDG5PzgF0YESdNcZbMzMxsDBwA9UHSMsC94S/NzMxsWnNbli4kbSjpfEk/l7SWpOuB64E7JW0+1fkzMzOzwbkEqAtJVwCfAJYAjgC2iIhLJK0GHBsRa01pBs3MzGxgLgHqbr6IOCciTgDuiIhLACLixinOl5mZmY2RA6Du/lP5/7G211xsZmZmNo25CqwLSU8Bj5A9vxYCHm29BCwYEZ4Q1czMbJpyAGRmZmZDx1VgZmZmNnQcAJmZmdnQcQBkZmZmQ8cBkJlNGUnLSTpO0p8l/V7SGZJWHcf330TSy8fr/cxs7uEAyMymhCQBJwHnR8TzIuJF5OCjy47jZjYBOgZAkjwZtNkQcwBkZlPl1cC/I+Lw1oKIuBq4WNKXJV0v6TpJb4VZpTmnt9aVdIikd5b//yrps5KuLGlWk7QysBfwIUlXS3qFpB9I+pqk84AvS/qTpBnlPeaRdFOZ88/M5nK+AzKzqbI6MLPD8jcDawJrAMsAl0u6sMH73RMRa0t6H/CRiHi3pMOBhyPiKwCS3gWsCrw2Ip6SdD+wM/AN4LXANRFxz9g+lplNBy4BMrM5zcbkfHtPRcSdwAXAeg3S/bz8nQms3GO9EyLiqfL/kcCu5f/dgaP6z66ZTUcOgMxsqtwArNNhubqs/ySjz1kLtr3+ePn7FL1Ltx9p/RMRtwJ3StoU2AA4s1eGzWzu4QDIzKbKr4GnSdqjtUDSesB9wFslzVva57wSuAy4BXiRpKdJWgJ4TYNtPAQsVrPO94BjgOMrJUNmNpdzAGRmUyJyHp5tgc1KN/gbgAOBnwDXAteQQdLHIuKOUlpzfHntx8BVDTZzGrBtqxF0l3VOBRbF1V9mQ8VzgZnZUJO0LvD1iOgWIJnZXMi9wMxsaEn6L+C9ZE8wMxsiLgEyMzOzoeM2QGZmZjZ0HACZmZnZ0HEAZGZmZkPHAZCZmZkNHQdAZmZmNnQcAJmZmdnQcQBkZmZmQ8cBkJmZmQ0dB0BmZmY2dBwAmZmZ2dD5fza56kkax9ulAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example image for task 4\n", "for region in ('Africa',\n", " 'Americas',\n", " 'Asia',\n", " 'Europe',\n", " 'Oceania'):\n", " display(Image(filename='efw-difference-%s.png' % region))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 2 - Wine classification\n", "\n", "Let's consider the [Wine quality machine learning dataset](http://archive.ics.uci.edu/ml/datasets/Wine+Quality) that contains physical measurements of white and red wines and a measured quality by testers.\n", "ΒΆ\n", "Let's create a machine learning pipeline that learns to classify features from these datasets. You can use e.g. decision trees as described in the chapter 1 for the classification task, but you can also use other classification model if you're interested.\n", "\n", "1. Combine the red and white wine datasets, but add a column that contains the wine species information (e.g. `Species`-column). Change the ratings from range of 1 to 10 to levels `Bad` (rating = 1-4), `Ok` (rating = 5-6) and `Good` (rating = 7-10). (1 point)\n", "2. Train a classifier that can recognize the wine species. Do not use non-physical quantities (rating etc.) for the classification. What accuracy does your model achieve? (2 points)\n", "3. Split the data among wine species. For each species, train a classifier that recognizes the wine quality. So train two classifiers that try to determine what qualities make red/white wine good. What accuracy do your models achieve? (2 points)\n", "4. After training the classifiers in task 3 try to predict the quality of the other wine species. That is, use the classifier for red wine quality to predict the white wine quality. Do you think that some of the learning is transferrable? (1 point)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 3 - Daily rhythm analysis\n", "\n", "In the file [bash_prompt_counts](https://raw.githubusercontent.com/AaltoSciComp/data-analysis-workflows-course/master/special-assignment/bash_prompt_count), you find a list of times (unixtime) containing all of the times a person has used a `bash` prompt. Study this data and make some visualizations based on it.\n", "\n", "1. Read the data and find the correct time zones. Hint: the first timestamp is 2007-08-15 20:34 in the local time. Verify you got the conversion correct. (1 point)\n", "2. Create new columns for `hour` and `yearmonth` (=`YYYY-MM`). Calculate the number of bash commmands issued for each `yearmonth` and `hour`. (2 points)\n", "4. Create a heatmap which shows hours of the day on the vertical axis and Year-Month on the horizontal axis. This should show how the time-of-day of the person's activity changes as years go by. Example result plot shown below. (2 points)\n", "5. Give an evaluation of the data. Is the person who created this normal? The timezone changed sometime during the data. Can you find it? (1 point)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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90WvEwLmS8f+N3UbYPK3ZHKMr7UZC3jNgPkfb3d9cL+xZ56XfP9Vo1W7bt94pN7fZCG3vzrsC2vWpDi+9coe5J7FIFNm8Oc903lwDO3rwRnHF609Y4vB8ybBSvyUG/kqvETnb7QDALx46zUtfcNomJ2/3pm4v3Ro3IuRdOuiU68mYe/n0HlfDuLFxt5c+29I89mfdYySi5nmz70sXetBiRXn+fHSLVc597v4puchL35xe66WnJdqccusGjAB6RpMb5dr+7uzMm2jj39/pRn9ORIzAPFvyzI70vfIF/4TMUwH8ovh3JQbgx6r6gIg8BeAOEbkcwEYA7wIAVV0mIncAeBlAFsDVqlrZfP0aJ/QOLAiGRL5j+nCPwkjCa1uE3Nw4v+Jj7upedcB2+LIiQR0xOGCcx8wJx4yjJeHCdl61it/Puub9ee2kqmsBnDDM/t0AzilT53oA1/tiQA1BB0YIIX7AlTgChw6MEEL8gGshBg4dGCGE+EH2kHjtFCrowAghxA84hBg4dGCEEOIHFerAiH/QgRFCiB+wBxY4dGCEEOIHPk2jJ5VDB4bh9V+KysXMtpB5pGGERNREo22IJzC57Ujvc1e/EYkK3IXMSu1LxRLDHn+mFdF2RHutdF96AI2JVEX1yjEnaqLnbs25ItZd/Sbq8v60K3K2sSNG2+LZoc/poii1L+cKbW3heJv1Dr1UGLylzwh3J7a60Ynv3r+8bL1y7Onf76V/0P8YmhNugMcJyZbSKgU7+o0ddlv7Btzr9uM2E3V567NuxOd9aSMatsXVXRlXAN6fMdcqIq4A/OQmc0w7GvSJLW7g0s2ZLi/da4mcB3IZLGyY6n1+ixgx+L0RVyj+id1/8tKv6zDP/NSoex/arCCZUyXp5F3ZaIKtDlhRnbdlSxYOsKKILJ68EE/vNFpIWwydV3W+V4zIXJscEg4sW2V05owPD3W1IuSRxNU9fetete9gKBdpejh7hrhm3nt8aXvouKNdm6FzPmbqa3xp109KnRdgImpXGq271rCdV5jJVBCJ3C+UsxAD55BwYIQQMuZwCDFwQrmYr4i8RkRai+kGEfmiiNwnIjeKSNto9QkhJHD8jQdGKiCUDgzADwEMrTJ7E4A2ADcW990yXkYRQkhZ8lrZRnwjrA4soqpDb6cXq+onVPVRVf0igMPKVWJEZkLIuJHPV7YR3wjrO7CXROSDqnoLgOdFZLGqPi0iCwFkylViRGZCyLjB3lXghNWBfQjATSLyOQC7ADwuIpsAbCrmEUJIuMhxFmLQhNKBqeo+AB8oRiU9DAU7O1V1+8g1CSFkfFAODwZOKB3YEKq6H8Dz1dQtFxSyVJxsd/oPJAqzzYSUGz12V5+JmGvbMbnRTKA8rGmaU2dpZi0Olpf2bRi90CgkU65odiigY+n1fPPU47304dFWJ/1P7UZ0io75OGnN8Lq1iIinzYlb4uXBXAaDWXekuFykbFtEPtnS4dzR8lq8e/9fhm13bZ/7O2j3gBEl2xGUSyP42uf8u/5lXrovM+hEaFZV77xExBFb28+Gfc6xaMwp12tFbt4WdSML2wJoOyIzALTFTKDJrkEjji69ns9YUaOlROTcEDVC+YQYG7sz5nhPZ9bije1GlPzWpLnnr6RdQf2eNnMNt2X2OemOmPnuvDcy3UtPG3CdQSZuBMqxmMn7SgxIJM31+fg+cz0e2Paco8Mb8wE+DiEGTqgdWK3iZ4TnsYiQXE6gXeq8qsFxXkX29qwZtmw5YWnpH9tqKOe8xgId5U/jSNG2vWP4sBCs7byqxXZeI2E7r2qxnVe12M5r3KEDCxw6MEII8QNqvAKHDowQQnxAs3RgQUMHRgghfsAhxMChAyOEED/gLMTAoQMjhBA/YA8scOjACCHED+jAAocOjBBCfMAPKQQ5MOjACCHEDzgLMXDq1oHZKzYkYnE0Nc4r7Bd3LQf7V1Olv5+GjjXE4a3Thy0XjbgrHGSs8O8NVlh0AJjZNKnC1seO4VYUKSe8PccKIb8SJtR8NO5+iY9dvh5oPhwA0JsecPLsEO+ZnLk2rUlXkNs92OelEzH3uuXL/OptKYmSvD/d76W7BnqdvI6GFi+917JjetME1468OU9bvJyKueLf/owpVxq63n767HM+vsONSJ1Wk/fnQVd43mC1l1WzKseMeKtTrqvRrIixpmuLkzcpaVaFOTlhoiuvynY55Z7Za6J191nn9cvBpU65755l7G9Z3u7knZ+a56VfypuVSCZGkk6552FWH1kTjTp5p083z0DPLreezaN7VpTNa4y79ezz8QPlEGLg1K0DOxQpt+IFIeTV+L7Kjc8OTESiAJ4GsFlVzxeRiQB+CmAegPUALlbVvcWy1wG4HEAOwMdU9Te+GhNSQhkPTEQSInKpiLyp+Pm9IvItEblaROKj1SeEkMDJV7hVzscBLLc+XwvgYVVdAODh4meIyNEALgFwDIDzANxcdH51TygdGApRl/8KwMdF5DYA7wLwBIBTAXx/PA0jhJDh0LxWtFWCiMxC4W+g/ffuQgC3FtO3ArjI2n+7qg6q6joAawCc5sc5hZ2wDiEep6rHi0gMwGYAM1Q1JyI/QpWr0xNCyJji7xDiNwB8GkCLtW+qqm4FAFXdKiJTivtnArBXr+4s7qt7wtoDi4hIAoWb1whg6I1zEkDZIUQRuUJEnhaRp/P53nLFCCHEdzSrFW3236nidoV9HBE5H8AOVX2mwqaHiwR1SMwoCWsP7AcAVgCIAvgsgJ+JyFoApwO4vVwlVV0CYAkAxBMzD4kbSAgJCRW+37L/TpXhDAAXiMjbAKQAtBZHn7aLyPRi72s6gB3F8p0A7FhIswC4007rlFD2wFT16wBeD+C1qvqfAN4B4DcALlfVL46rcYQQMgx+vQNT1etUdZaqzkNhcsYjqvo+APcCuKxY7DIA9xTT9wK4RESSIjIfwAIAT/p9fmEkrD0wqOoWK90F4M7xs4YQQkZh7HXMNwC4Q0QuB7ARhcltUNVlInIHgJcBZAFcrWoJBOuY0Dqwg8X+nROLmBmlpdF+bTGtLXJOxRJoKwpwAaAjZUSidkh3ANjev9dL92YG0dxYEHUu7ljglHtmd3md1sIGIybdnO7CSdPOAAC8tGe9U862sVTEW+5cpGSIvM0SCvdaYs5UiUh4ftu0sseYmzFtnxM3AtTmee61+fBOMxnqti53/k3cui8zG4yQO1kyA3j5/k6Uo9sSKP/R0i6/teFop9zdu03bA9m0k5ex7udRE8xIzA061yn3L3mjG7LFy6XHm95sBMS2gBoAejNGzD0xZd7P7xjscsqd13qUl56rrgD3AUsEv6rH2PTWpCtkfiJjRMjtqSYnb1LUfP7Z7qVe+qQ2V1BtXxv7e3T0hDlOucSclJfev9x9BrrUfOfiYgZ9oiXPVMbyABPUfRZ/tdZE777kKnOM+7/ltvVXHUaM/7PtTzl55UTvfjEW8SxV9fcAfl9M7wZwTply1wO43n8Lwk3dOjBCCAkSa/EUEhB0YIQQ4gdcCjFw6MAIIcQHxmIIkYwMHRghhPgAHVjw0IERQogP0IEFDx0YIYT4gQ63IAYZS+jACCHEB/JZOrCgoQMjhBAf4BBi8NStA7OFprZ4uTRKcjI6/NrAubz7NB7XaBZ37k67CwWf3naEl/7T3pVeuivrlrMj6W5Nd7l2WOLUY5NG1Nzd6gphuzPmmP0ZV0BrC5kTUXNrJ5YIXKclTDTeOTGTXpnZhXJMjrnRmrdbwyU3ZvZ46asfc8W/70/s89J3xVJOXtQStX5EzfX9RazbKTe/yQiqX+nd6uTZUY1PHTTH+1xug1POFqIP5lwxu/0MXJAyQt7cgCt87c6ae9GeNELg+e2u+PdvYez9aeNOJ29nZr+X7sr0eOkZqQ6n3PqcKdcbcQVGx8eN6Lu/0TwDHSUh7ec0TvHSa3tKrps157s5bu5LokREbt8jO/pzpESEfOUDRhyfhvvMvittBNv/GTF27Cg5RnPUCLb/bZ77LN60cYaXvvG/zH0ZTLrnvCFjnrfS73Au735f7EjZfgS3VA4hBk7dOjBCCAkS9sCChw6MEEJ8QPPsgQUNHRghhPhAPkcHFjShDKciIm0icoOIrBCR3cVteXFf+3jbRwghpWheKtqIf4TSgQG4A8BeAGeqaoeqdgA4q7jvZ+Uq2ZFOM9n95YoRQojvqFa2Ef8IqwObp6o3quq2oR2quk1VbwQwp1wlVV2iqotVdXE81lKuGCGE+A57YMETVge2QUQ+LSLefHIRmSoi1wDYNI52EULIsKhKRRvxj7A6sHcD6ADwBxHZIyJ7UAjqNhHFKKSEEBImNF/ZRvxjzGchikgUwG9U9U2V1lHVvQCuKW6lx/sggFtGO8bUxgleenufiZg8WBI9Nw0jEs1bT1dHQ0l0224T3XZm4yQn7/CIEflubzHiyLfFZzrlvtJjRK0TS4TBR8dNFN8deRO1d2ZyglOu1xLTHt463cmLWyLUVd1GmHlCo2vHfDGi00UZS7gad8+rXYzAtzR67uRBM5hvi5zPnLjdKff9fZNNW42uva+x5uMk0+Z4Z+bda39TxpxLe8K9bmq9VPhcbpWXPrrBbWur9U50a+8eJ+/IZiOSjVm/kH+TcqP9ngFXpD3EYMlfpRfFCKW/GXeFwf8s5n42WsLdf8zPcMr9PGYE69GS35k71Twf6bx5fn+ScoXzx4u5nxPaGpy8YyNGwP6KeCP16FdX5N0UNzbaEZn3WCJsADgnaq7Nr6KuEP0LudVeelHCiLyPEDdK9Fo19tsRmAHg/Kw556NONd+jPz3lPtu3Dmzx0qV9nWjEvRelkdUPllw+rP2B+mXMr7iq5gD0iUjbqIUr44s+HYcQcgiTTW/2Nj/gO7DgCUoHNgDgRRF5EID3M0tVPzZcYRF5ocxxBMDUMnmEEDJucIZh8ATlwH5V3CplKoBzUZg2byMAHvPLKEII8Qv2roInEAemqrceYJVfAmhW1aWlGSLyez9sIoQQP8lzhmHgBOLARGQdgFd1sFX1sOHKq+rl5Y6lqu/10TRCCPEFTpEPnqCGEBdb6RQKU+EnlilLCCE1R45DiIETyLxPVd1tbZtV9RsAzg6ibUIICQIKmYMnqCHEk62PERR6ZFzriRBSN3AWYvAENYT4VSudBbAewMVj2eCW3t1e2o6E3JZsdMr1W8JmWxSbLxGnfmiC8cF/zLhi3TcMmI7s5mS7l06USClbEkZMmoV7fPtTzIqCu3nQnYi5sMkIXgfUjdS7bcAIdO22NllRagGgOWFu+0tRI4y+Xt3o1F+CEXpeNZB08nqt6M/rB821vq1rgVPu3WJErWvEPf7zMOLio6zfMz0l4wL/0LDIS28qiU78m8g6Lz090e6lX+rb4pRrirr22+yxImdvjxkh7xnphFOuM27sfx5GyPtKxr1HkbiJrnxLxpU/Hh4xz9i0iLlHO0tCcZwAI9i+O9Pp5F0eMSLfvqS5Hk/sX+uUu6D1aC89mHev20DEPHH7M+YZaG5yr9OAHb3aSr+1bZFTbn6/+R6lI65A+M2NJmL1JYPGjuVRV1i8IWpufH9JR6Uhbtru22ae3xOnuRGvp24zQvE9/cEu6O3XJA4RSQH4I4AkCn+j71TVz4vIRAA/BTAPxb+hxUUfICLXAbgcQA7Ax1T1N74YE3KCmoV4VhDtEELIeOHj8OAggLNVtUdE4gAeFZFfA/gbAA+r6g0ici2AawFcIyJHA7gEwDEAZgB4SEQWFheRqGsCeQdWjO/1taFQJyLyVR9X5iCEkHEnp1LRNhpaYKiLHy9uCuBCAEOSpFsBXFRMXwjgdlUdVNV1ANYAOM3HUwstQS3e9UMA+1EYNrwYQDcqWM+QEEJqhbxKRVsliEhURJYC2AHgQVV9AsBUVd0KAMX/pxSLz4QbpaOzuK/uCeod2OGq+g7r8xeLN4cQQuqCSocQReQKAFdYu5ao6hL3WJoDcGIxAv0vROTYkQ45nDkVGVPjBNUD6xeR1w99EJEzAPSXKywirSLyZRG5TUTeW5J38wj1vIjM2WxPuWKEEOI7+Qo3O/BucVtS7piq2oVCKKnzAGwXkekAUPx/R7FYJ4DZVrVZANxZTHVKUA7sKgDfFpH1IrIewLcAfHiE8reg8KviLgCXiMhdIjI0Per0cpXsByNWEq6EEELGEoVUtI2GiEwu9rwgIg0A3gRgBYB7AVxWLHYZgHuK6XtR+DuZFJH5ABYAeNLfswsnQQ0hLgfw7wAOB9AOYB8KLyDLrTpvDzneLSKfBfCIiFwwxnYSQkhV5P0btJsO4NZiLMUIgDtU9Zci8jiAO0TkcgAbUQzuq6rLROQOAC+jIFO6+lCYgQgE58DuAdAF4FkAlQTfSYpIRLUgxlLV60WkEwVtBLtWhJDQkfNpQEtVXwBw0jD7dwM4p0yd6wFc74sBNURQDmyWqp53AOXvQ2GpqYeGdqjqrSKyHcA3KzmALUpuSxjx8ra+LqdcKmrEqbZoc0GrO4nHFhp359zXd9+JGyHrJVkjYn0k1ueUsyPatkdSTt69e1/00qe1HYFyrO/f4aXPal3o5EUtAfQp8Sle+nNzXOH1jRvNOX8qNuil4wk3WvVt/2VeP+77l+87eV9aZyIevwVmTWYp+RX627xRS3wu6gqqO6ab95T/tsVcj/94v3uMJbcaQfFuuBGDW2Pm3s6LGjH0MU1uJOtf9phozXa0bgA4JmlCzK3Kdnnp96u7WEx33giPTxfzO+qkuPubaoL123dr1L0gO8VEFr7IEocvbHGjRL+z24jDP5h0xeHzBs01OC1lCXdT7vNmC+ltsTYAnJEzkbKfaTHC6AZx/yQ0xoYXgP+5b6Pz+ZiUeRbT6kZkXps39/niwQ1e+sMtJzjlcta3bFrWvW7PWPd2Qqe53itdrTl6ssu9dL5kaYy85pzvoN/kRy9CfCYoB/aYiBynqi+OXhRQ1U+X2f+AiHzJX9MIIYcKAwMbRy9UJZW83yL+MqYOTEReRGE6ZwzAB0VkLQoqc0FBr3d8FYf9IqghI4SEDPbAgmese2DnV1NJRMpN7hAUojUTQkiooAMLnjF1YKq6YfRSwzIVwLkA9pbsFwCPHZRRhBAyBnAIMXiCegd2oPwSQLOqLi3NEJHfB24NIYSMQlbowIImlA5MVS8fIe+95fIIIWS8OCTWbgoZoXRghBBSa/AdWPDQgRFCiA/kOYQYOHXrwOa3TvPSEy2h6Y5+V0w7o8kIjzfsNyJhWxQMAJ1qBKjzEhPdY0SMmPbonBGT3pF3Bc9HNRpx9Ma0K1w9oXWelz6jsAwaAODZ3Dqn3KAltj411+DkrbVWApho3dp0nyvePNOKIL0GrV763K+4C15vvupHXnr6B1wx7dlfMef5vUSXl9aIK/5dnTei1ivf6Yq3191p7kvKsl1a3ajZDWoE1m0lj+z8WLuXPjlnjn8fdjvl3tps7H8ms8PJO1xMe5dlzDG64PK3b9rmpf/9d0Yo/rH57uIy968y66qem3GfgfVq7tmCJtPCtzPudftE3Dxjx2VdgXJjg3kGOmGExs0lUaf/esBEP56WnO/kfd2K8tyfM9d3UnySU64lbq7N7KSxaXXfVqecLd7ek3dF0+cmzfVYb30X/8+AK5xfnjLP6aa46wz+J22+B++xzmUp3KjLO/u7MF5wCDF46taBEUJIkGTZAQscOjBCCPGBPKfRBw4dGCGE+ACHEIOnZhyYiExR1R2jlySEkODJswMWOKF0YCIysXQXgCdF5CQAoqp7hqnmhOqe1jwX7Q1ThitGCCG+w2n0wRNKBwZgF4DSZahmohBPTAErfodFMTT3EgBYNOU09ugJIYHBPzjBE1YH9mkUwmj/81AIFhFZp6rzR65GCCHjA2chBk8oHZiqfkVEbgfwdRHZBODz4A8cQkiI4RBi8ITSgQGAqnYCeJeIvB3AgwAaR6nisGfQCGjf0DjXS29tdBe435cxostUzEQqXt/rRjGe0GoEqJMjroD4C/NNWTtScbuWf6T3Rl1R76lR89rvDzkjwk3ns045O8rsHXlXTHpk3ETn3QITafmJzdOcci1qVKeb4uYR0F07nXKt0414+8n/cAXgJ8401/GEPeZd49Kce32vzBib+p51Bb+TZ5ufrIetM5Gbn/uqG9F3S8oIdLdagnIAOCdvBMB7Le15b9YVyf66f7WXnpJsc/LO6jfXY33cPANTsjmn3PLfGNH3+ywR8rKX3Qg/Z0zc5aVnfXKRk5e8/hUvncsbg//a1TvjDw3mPi/Ou3Y8mjP2x6PmPJft3+SU29ZgotLPT5f8/rN6C1nrebgKriH/3WOeifZ4k5eeV/J++WEr+vjOHvdZ+X6fOUbSioC+PemGU+7MmlfbuyKuHXMS5jn6o5pnbFdJpOl0znxfgu4QKXtggRMZvcj4oqr3ATgLhSFFiMgHx9ciQgh5NfkKN+IfoXdgAKCq/ar6UvHjF8fVGEIIGQY6sOAJ5RAiIzITQmoNvqQPnlA6MDAiMyGkxuAsxOAJqwNjRGZCSE3B4cHgCaUDY0RmQkitwSHE4AmlAyOEkFqDayEGT03MQiSEkLDj1yxEEZktIr8TkeUiskxEPl7cP1FEHhSR1cX/J1h1rhORNSKyUkTO9fvcwkrd9sAmJI3AdWXWzAXZ3ufOC4lFTBTYAUv8+rpJRznljo4Y8eiTJRF9e3a6ouQhBkseV/vXwhFxd71iW3jcFDFiT1v4CQB7Mz3DtgUAyzNGCPoRNYLqrqj703BRgznG1sF2Lx09591OuUc+b84zKe4AyUCfa9cQ06NNzue1VmTrxSWRofv3mWM8HzXn/zez3WjKyc0zvHSjuI/sGxLmft5viaZnxtwIxzsyRhx9cXSmk3fy60x04iefnOWlL7nMFZF3PdLlpT+xxRz/vLgryJ08YM5rx80vOXnft9apblNzPT7zYfdZ2fNf1vHmuFGH79psRL5T1Oj7j2uZ45SzddgrS25XV78RAIsl+Z11gisin/u4ESy3RIyg/Pnu9U65i9vM89bfPM/Je3D3MtOWmLa+EdnilLOf7WkJV2xu2zgtas75hYGNKEfQQ3o5/1rMAviUqj4rIi0AnhGRBwF8AMDDqnqDiFwL4FoA14jI0QAuAXAMgBkAHhKRhaqaK3P8uoE9MEII8QG/emCqulVVny2m9wNYjsJi5hcCuLVY7FYAFxXTFwK4XVUHVXUdgDUATvPhlEIPHRghhPiAVrgdCCIyD8BJAJ4AMFVVtwIFJwdgqHs8E4C9jlhncV/dQwdGCCE+UGkPTESuEJGnre2K4Y4nIs0A7gLwCVXtHq7MUNFh9h0SkyJr5h2YiHSo6u7RSxJCSPBUOgvRjltYDhGJo+C8/ldVf17cvV1EpqvqVhGZDmDoJXUngNlW9VkA3BeMdUooe2AicoOITCqmF4vIWgBPiMgGEXnjCPW8XzZd/TvLFSOEEN/JQyvaRkMKM11+AGC5qn7NyroXwGXF9GUA7rH2XyIiSRGZD2ABgCd9O7EQE0oHBuCvVHUoJsV/AHi3qh4B4M0AvlqukqouUdXFqrq4vWFyEHYSQggAIFfhVgFnAHg/gLNFZGlxexuAGwC8WURWo/C38AYAUNVlAO4A8DKABwBcfSjMQATCO4QYF5GYqmYBNKjqUwCgqqtEJDlKXUIICZxKeleVoKqPonw4s3PK1LkewPW+GFBDhNWBfRvA/SJyA4AHROQbAH6Ows1bOo52EULIsBwSsyZCRigdmKp+U0ReBHAVgIUo2LkQwN0A/rWSY/TnjDB2bZ+JmJwtiW6biJhLYIuG3xR1I87OzpgfRLvj7U7eKztNvZkpc7ycuJGbt1vRhDuz7qSiU+JmyHOm1cncmOpwyjXHzDEzJaqS4+OTvPQPciYq8LcaXAHx5n1GhNtvaXAjbe45742Zc+4X9wfhcTHTdp9lx+68GzH5lLSp13qS23l+9uftXjqbMiLyj2x2RcjXZIxw9w/RPifv8aw55y0xIzyeCffaL2pY6KWbSwZXnv6jidBjBX/G4EuuYH17p7E3aQngT425EYhfGDQi3L/5l9c6eYl/NJGCjsiYEfzI8Uc75R5KPu+leztnOHmnx831filvnqOGEpH3soT5k/rZr7jH/+VHjQD4pKSJ2P3gk64oe1/6OWNvyjwfjTH3Xj4VNfdoR8aNkmxjLxzw8j5XhDy7yXwHXhNzXwGsVXPff9e9ykt3DbptJaIxJypzkHAx3+AJpQMDAFX9PYDfl+4vRmS+JWh7CCG1wcAIq3OMJX4NIZLKCeskjpFgRGZCSOjwcRIHqZBQ9sAYkZkQUmsoe2CBE0oHBkZkJoTUGHwHFjxhdWCMyEwIqSn4Dix4QunAGJGZEFJr0H0FTygdGCGE1BrsgQUPHRghhPiAjwEtSYXUrQPrSLR66U19ZmHfloQrcM1YwuYPTD7VS79v4nan3JWWWLlJ3fC2p19gIube9ttmL92VTzvlHu8yAsypDROcvKVW5OLzI2aiZbZkSbMtvWZB/ta2RicvbqkiOiLmPG9Lu+W2Nxi73ttvvnR73vl3Trm2nAkptLMkou+3e4z9K3JGyLuib7NT7paWBV567l8yTt49KfP5YUucen/7XKfcL2Hsb4UrUj1VTNvLYKJBb9Z+p9wDA9u8dFvMvR7np4xQuEcskfATrrD7oZQR+b4xawTaXdlBp1yf9a368cdedvJelzNC3recb4TS+RVOMVzQb3813WfgHRd2eenz7jFtJ8QVrL8iRvw78NOHnLx26xpszhsx8H0Jt61ZYoTiGTXXJhV1hcxdeWNHT969Hr3pgWHTpd/FbksAvSzpCv1f7DXhrvpz5vnNaeVTJ2IJN0RWNr25TMnq4CSO4KlbB0YIIUHCafTBQwdGCCE+wB5Y8NCBEUKID+SVPbCgoQMjhBAfoPsKnlCuhViMwvw7EfmRiMwWkQdFZJ+IPCUiJ41Qz4vIvKtvW7lihBDiOznkK9qIf4TSgQG4GcC/A/gVCktHfU9V2wBcW8wbFjsi86TGaeWKEUKI7+Qr3Ih/hNWBxVX116r6EwCqqneikHgYQGp8TSOEkFeTh1a0Ef8I6zuwARF5C4A2ACoiF6nq3SLyRjAiASEkhHAaffCE1YFdicIQYh6FVemvEpH/BrAZwN9XcoDdaSOEXNhsBIx9OVdkubbHvCv76V4TBTeKE51yf5szl+qeyH4n77e/NNFjH02/5KUbY25nsccScX5kwhFO3v/2GSXruS1GJPrlLjcq8KQGE+33+IQbtdZeCeBUNYLqLeKKfzfmerz0bQ1G/CvrJznl3mZ9H9eIG2m5xXp0FkSNaPyYljan3Ny8Kbd8s6uGbrV0rIM5I2qeMt+9vs2r2r30hlyXk/eZmIne/AYrIvHjWTdK8t60OeYpDa6gdaclju63BnkG1BUGX9poolxf12vubUPejSA9LWt+Y62Pu8c4Ss3z17fSCHJfvNcVeX8nae7Ra6TdybvlV+Y6Tomac95m3VfAHa56+U/uve2JmHNZumetl/7YtDOcchvFtLV2wDyLtqC+9HNT3BU526RiRgyeyecQtyI07+gz9+yp3CtOve60K0y3iVjRwgezGUew7LdYeSQ4PBg8oXRgqvo8Co5riI8Xt6GIzAypQkgdsLdnjZdOpeZUdYzevvVeunS1DZuxdmYHsioI8YewvgMbCUZkJoSEDk7iCJ5Q9sAYkZkQUmvwHVjwhNKBgRGZCSE1BmcYBk9YHRgjMhNCagrlUlKBE0oHxojMhJBag++3gqcWJ3EQQkjo8HMpKRH5oYjsEJGXrH0Ti8vqrS7+P8HKu05E1ojIShE5d/ij1h90YIQQ4gOqWtFWIf8N4LySfdcCeFhVFwB4uPgZInI0gEsAHFOsc7NISXTTOiWUQ4h+cHyT0ZSsHTQRmfdZUV8BIGtFZG5KGUHuVHUvTd5oJbEr1+fkHW7pc+dGjbh4TcmCwjFLtPlofpeTF7UiMr+/z8xd6R5027L5bfdK5/MZLYd76V/lzTHmRFqdck2WOPU1OaMmfvusLU651Ws7vHSi5LdOo/X57t7VXvqqhqOcck+Iud5Pp8TJG7CiTUes8x/sdq/9fqvpNrhRfG3tzWRrjZZdaTei72tbzbUpPZfN6oq0vf2xZufzln3m3j6fNsLzxiY3gvTWnDnnY6PtTt7LUdP2jA1GsxQruTbTxJznW7PuM3u/GlH25n7zHNlCYAA4e9rrvfRzcfect/btMXY0m/u8qSSSdUPECI8PS01x0o9sN5OFxRITRyNuW02JlBeJ2b5fqupov/JWnv08AEAm54rx40UBdyaXHVH7FSR+TuJQ1T+KyLyS3RcCOLOYvhXA7wFcU9x/u6oOAlgnImsAnAbgcd8MCil168AIIWOH7bwqYUhE3NAwd5SSldHfvwHA8MLlIFffsAlgGv1UVd0KAKq6VUSGflHMBPAXq1xncV/dwyFEQgjxgbxqRZsd9qm4XXGQTcsw+w6JKZHsgRFCiA9U6jFUdQmAJVU0sV1Ephd7X9MBDC1O2QlgtlVuFoAtr6pdh4SyByYibSJyg4isEJHdxW15cV/7eNtHCCGlZJGvaDsI7gVwWTF9GYB7rP2XiEhSROYDWADgyYNpqFYIpQMDcAcKq3CcqaodqtoB4Kzivp+Vq2R3zTf0bAzIVEII8XcWooj8BIVJGEeKSKeIXA7gBgBvFpHVAN5c/AxVXYbC38yXATwA4GpVPSTCToV1CHGeqt5o71DVbQBuFJG/K1fJ7pq/fc75h8QYMCEkHPg8C/E9ZbLOKVP+egDX+2ZAjRDWHtgGEfm0iHgL94rIVBG5BsCmcbSLEEKGRSv8R/wjrA7s3QA6APxBRPaKyB4UNA8TAVw8noYRQshw+CxkJhUQyiFEVd0rIrcAeBDAX1TVCzUrIuehMM47Ii2WWPeE1Awv/VTefTfW0WpEvomIuRzJkufs6biJmLutRDAqDUZ0mrCiArfEGp1yM9qNYLSnJDL0hY0mQvNSK+rwK1YEWwAYyBo7WhNNTl7CEt9PjxoR7oaS6MRHxrwVaPCdARON9zvrgCWRad7n9wwu89LnNSxyjjHBilZ8fKO5vs/CFV4/0bvBS7+2aZ6TZwvCM3kjVF220Y00/UzKiJKPi05w8napiWr8QMREJD4xNssp99vdJlL2lZNOc/K2WeLdjWkj8D026V7f/WJewJ8WMwLc7nzaLZc393a1uFGS7V/g8Yi5R/vhCnWfGTCTyKal5jt58YwRMu8ZMMdvT7n2fm/P0176kxNOdfLSljD4vPYFXnpFZo9T7rS4iV70fNaIps+YsghP73GjJqeLUbV7068Whg+n1yqd+21/5XaWfMfKHW+4+ePjBQNaBk8oe2Ai8jEUZth8BMBLInKhlf2l8bGq/rGdFyEjUeq8ACA92In0YOc4WBMO8tCKNuIfoeyBAfh7AKeoak9xOZU7RWSeqt6EcP3oIoQQAAxoOR6E1YFFh4YNVXW9iJyJghObCzowQkgIyfP9VuCEcggRwDYROXHoQ9GZnQ9gEoDjxssoQggpB2chBk9Ye2CXAu5bbVXNArhURL43PiYRQkh52AMLnlA6MFUt+yZYVf8cpC2EEFIJnIUYPKF0YIQQUmtweDB46MAIIcQHOIQYPHXrwHbnjZjytZGJXnpZNOmUW9llRisnpIyw9EMfaHPKXXyXeSX3+kY3KN+efjMx8m8SRhj9+cH1TrkBS7ycKVlr8xnLrrg1t2Zqoyvc7beOMSnhRlpemd7tpQ+Lm3qfyrrC4DVWZOh0arqX/i6Aa1NGXNyYTnnpCbDCTgPYKkZQLWrO/6l+d6WvJVEjkn3fvhedvBNbzHU83RLTbsu5j2UCxt5HBlwh+v9JmSgS060o2vdntzrlItbk1RcsoTjgCsBPtK5HQ96d8Jqz7svKjBH1tkXdKNFNVhTj0llSW7JGhDw5Ya7vRms/AHxZ53npZ9W148y40eulOsx9eWLvaqfc3GYTQfnujHtfrmo7yUt/b99SL/3WNlewvsOKVn1szAjxj53Sgdt2GaF0b3rA18jIEXHPuZxzUIRnWjJ7YMFTtw6MHDi28yJkJGznVQmVREmu1gFmxikCcynKd2CBQwdGCCE+wFU2gocOjBBCfICzEIMnlEJmEWkVkS+LyG0i8t6SvJvHyy5CCCkHV6MPnlA6MAC3oPBu9i4UQmXfJSJDsxxOL1fJjsjc2cOwYYSQ4MirVrQR/wirAztcVa9V1btV9QIAzwJ4REQ6RqqkqktUdbGqLp7VPHukooQQ4itcSip4wvoOLCkiES1O61HV60WkE8AfATSPXJUQQoKHw4PBE9Ye2H0AzrZ3qOqtAD4FID1sDUIIGUdymq9oI/4Ryh6Yqn5aRI4SkXMAPGGFVnmgGOxyVPqtKLkP57d56V2DbqTXZktMuj9tIvNOX/ISHmo3Ys9ZVrn7ukx0XwCY13aylz51wAie+7Our+3JGFFoe0m03+U9RlB9duuRXjra4AaZXNpjIhx3ZXqdvKsbjvLSu8X8GvxR0i23QEyk6OPzRoR7f18DFlvRdDN5I1buhSu87rWE2Osze710X9aNxvtIqxEJz4tNdfJe7DXvKRssIffvmlJOuc6MicicjLiC6i1WNOXN1i/gI+MTnXKpdvOod+fdaNinxI3Qu8kSTR876EZJXpswx0hbEaR35vfj6KQRDXdaouTzoq6IfKMVRXuSJbxeVCKGRsZc3+YSIfNGMW3bIuwjW90o1FNiZrDCjjQNAMcPmmvVGDPX+8ZjdjrlTnrc1JuUNOL+w1umY9le8yxGIxHk8uX/ONsar0o0YQfyrqhUP1bJ8ccCvt8KnlD2wETkoyhEZP4oXh2R+fogbLCd16HC4mFCwZPRsZ3XoYLtvIbIpjePqfMY6+MfLJyFGDyh7IEBuAKMyEwIqSEoZA6esDowRmQmhNQU7F0FTyiHEMGIzISQGoM6sOAJaw+MEZkJITUFZxgGTygdGCMyE0JqDQ4hBk8oHRghhNQaXGUjeOjACCHEB9gDCx46MEII8QE6sHGgUvFdrW4ArgiiTi20VQs2sq1Dw8ZaaItb+LewTqP3kysCqlMLbVVbj23VVlvV1mNbpKY4FBwYIYSQOoQOjBBCSE1yKDiwJQHVqYW2qq3HtmqrrWrrsS1SU0jxJSchhBBSUxwKPTBCCCF1CB0YIYSQmoQOjBBCSE1S1w5MRCYF3N7JVdQJzMZq7CvWC7WNvM+vaqsu73OxXqD3moSbunFgIvJWEVknIo+KyEkisgzAEyLSKSLnjFBvtojcLiJ/EpHPiEjcyrt7hHonl2ynALi32PawX84gbazGvmptrNdrWAs21ut9DtpGUqOM91Igfm0AlgJYBOC1AHYDOL24fxGAZ0eo9yCAKwGcCOCbAB4D0FHMe26Eevli2d9ZW3/x/0fG28Zq7KvWxnq9hrVgY73e56Bt5Fab27gb4NuJWA80gE0leUtHqLe05PP7ACwDcPgof2zeCeAPAN5m7VsXFhursa9aG+v1GtaCjfV6n4O2kVttbvW0Gn2XiHwYQCuAvSLySQB3AHgTgJ4R6sVFJKWqAwCgqj8SkW0AfgOgqVwlVb1TRB4A8K8i8kEAnwJGDQgUmI1V2letjXV5DWvBxjq+z4HaSGqU8fagfm0AZgP4HoDvApgG4JMAXgLwKwCLRqj3SQBvHGb/SQAerLDtk1AYDtkZRhsrta9aGw+Fa1gLNtbTfR5PG7nVzsaVOHxCRARAi6p2j7ctwxF2+wDa6Adhtw+oDRtJbVBXDkxEzgVwEYCZKAxRbAFwt6r+psrj/Yuq/r8DbO8eVX0gDDZWY5/fNtb6NawFG+v1PgdtI6k96saBicg3ACwE8D8AOou7ZwG4FMBqVf14FcfcqKpz/GovSBurbctvG2v5GtaCjfV6n4O2kdQm9eTAVqnqwmH2C4BVqrqgTL1ywxgCoEFVh53oUk17Qdp4EG1Vc151eQ1rwcZ6vc9B20hqk7oRMgMYEJHThtl/KoCBEep1AVigqq0lWwuArT63F6SN1bZVTb1q7Ku2Ld5nf9oK+30O2kZSg9TTr5EPAPiOiLTADDfMBtBdzCvH/wCYC2D7MHk/9rm9IG2stq1q6tXrNawFG6ttq5p6QV7DoG0kNUjdDCEOISLTUHjhKwA6VXVb2NoL0sZq2wq7jbzP/rRFG0lNoyGYyz9WG4AvhL0e26qttmrBxnptK2gbuYV/q6d3YMNxQQ3UY1u11Va19djW+NWrti0ScurdgUkN1GNbtdVWtfXY1vjVq7YtEnLq7h2YjYhEVDUf5npsq7baqrYe2xq/etW2RcJP3TgwEfkagLtU9c8B1ZsI4CMorAzwAwCfQSHsw3IAX1LVvX7UOch6ZwF4Bwozt7IAVgP4vqquGeXcDrjeQbTl1yoX1a7qMGq9EY53wCs7VFNntHrF85oF4GFVXW/t/ztV/eEIxzzgelXWEQDvQuGa3wngbAAXAlgB4LvlnEs19apti9Qm9eTAdgLYAGAygJ8C+ImqPjeG9e4H8CIKK2UvKqbvAPBmACeo6oV+1DmItm4AMBXAwyj80V4HYBWAf0DB6f2sTFsHXO8g2voGAlrlotp6IyFVrOxQTZ2R6onIlwC8HsCzAN4O4Buq+s1i3rOqWi7o5gHXO4i2bgYwBUAChSnwSQD3AXgbgO0j3LMDrldtW6RGGe9ZJH5tKAarA7AAwP9FIQbQCgCfB7BwDOotLf4vADYPl+dHnYNo60UrHQPw52J6AoCXRmjrgOsdRFuryuwXFJyKL3UOsl53mW0/gKxfdQ6irRcBxIrpdgD3A/i6/Wz7Ve9g2ir+H0chMGXCelZe9LNetW1xq82tniZxKACo6mpV/VdVPQbAxQBSKHzR/K4XEZEJKAyZNYvIPAAQkQ4Ufv35Vafaevni0CMAzAAQLZ7nXoz8UruaetW2FeQqF0GujlFNnWrrxVQ1CwCq2oVCz6hVRH6GkZ+paupV29ZQnQyAp1Q1XfycBZDzuV61bZEapJ5W4njVH0pVfQHACwCuG4N6X0ahpwYAfwfg+yKiAI4G8EUf61Rb70sAnhORlQCOAnAVAIjIZADPj9BWNfWqbesDCG6Vi2rrVbOyQ7WrQVRT7xUReaOq/gEAVDUH4HIR+TcU3kmWo5p61ba1TUSaVbVHVc8b2lkUKKd9rldtW6QGqad3YM2qOlK0W1/rFetGUbiGWRGJATgRhSG+sr+yq6lzEG1NBHAYgDXFX8yVntcB16u2rWLdwFa5qLdVHUSkAQBUtX+YvJmqutmvetW2NYLtTQCaVHXHWNerti0SbuqmB6aqPcUZSKfBnWX2pI7gpautVyQP4DQRseuN9gexmjrV1tuLwnDe2cUeW6XnVU29attC0Yk45yIiR6nqijJVqqpzMPWGo5p6frc1nDOxaCmXUU29atsawYZeEZkN4ICcSjX1qm2LhJt66oG9BcDNKEzfHvolOAvAEQD+QVV/O9712FblhGGG31jUY1vjV6/atkh4qZseGICbALxJLW0KAIjIfBQmYywKQT225eb/ZxkbBIVZbr7UCboe2xq/etW2RWqTenJgMZiX8zabUZhSG4Z6bMvlgwA+BWBwmLz3+Fgn6Hpsq/ZsJDXI/wfCZ0TxwggRrgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Example image for task 3\n", "from IPython.display import Image, display\n", "Image(filename='bash-heatmap.png')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }