{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 70's A-Z\n", "\n", "\n", "Last year's XPN A to Z, was so much fun, they are doing again.\n", "This time the [XPN 70's A to Z](http://xpn.org/music-artist/xpn-a-z) playlist is\n", "limited to the 70's but otherwise similar to last year in that it is a\n", "multi-week alphabetical walk though their catalog.\n", "Not only was the music and the [Twitter feed](https://twitter.com/search?q=%23XPNAtoZ) fun,\n", "but so was my side project, [AtoZ](AtoZ.ipynb) notebook,\n", "doing statistical analysis of the playlist.\n", "\n", "So, of course, I'm going to try it again." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "from IPython.display import display, HTML\n", "\n", "HTML('''\n", "
''')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Status\n", "\n", "- Hoped to add more analysis over the weekend. Other things took priority. Hopefully I'll catch up while the countdown is still happening.\n", "- A few people have asked for comparisions with last years AtoZ and other list.\n", " - Added a simple comparision with last year's countdown\n", " - Added Comparision with 885 best and 88 worst as well\n", "- Reworked data loading\n", " - Moved all the work to a seperate page. Those that are interested can look there, few are.\n", " - Added caching all around\n", " - Moved to using the main playlist as the primary source\n", " - Picked up air time data along the way\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the data\n", "\n", "Given that the data loading has gotten more complicated,\n", "and few if any people are intesrested,\n", "just load the data from [70sA2Z.csv](./data/70sA2Z.csv).\n", "For details of how that gets produced,\n", "see [my Data Loading notebook](DataLoading.ipynb)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

So far we have seen 4157 tracks with 4000 unique titles, from 1028 artists. Of those those, we have publication years on 3688 of them.

" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from datetime import date, datetime, time\n", "from os import path\n", "data_dir = './data'\n", "playlist_file = path.join(data_dir, '70sA2Z.csv')\n", "playlist = pd.read_csv(playlist_file)\n", "HTML('

So far we have seen %d tracks with %d unique titles, from %d artists. Of those those, we have publication years on %d of them.

' %\\\n", " (len(playlist),\n", " playlist.describe(include='all')['Title']['unique'], \n", " playlist.describe(include='all')['Artist']['unique'],\n", " len(playlist[playlist['Year'] > 0])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Songs by Letter\n", "\n", "This was the first thing I looked at last time,\n", "and it serves as a good \"how are we doing\" metric during the count down.\n", "I promise, it will look better once there are a few more letters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[, ]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vZBUUFKm01DA7So2EhzvUuHF9W8wi2WieuAS5XC6zUwBAyLBt4XC73crPL1RJSZnZUWok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\nIWTGUcJBCCGEkBn3F/8mvewDwu86AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.set_color_codes('pastel')\n", "sns.countplot(y='Letter', data=playlist, color='b')\n", "ax.set(xlabel=\"Songs Played\", ylabel=\"First Letter\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

The same data is availiable as 70s_letters.csv.

" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c = playlist['Letter'].value_counts()\n", "letters = pd.DataFrame(zip(c.keys().tolist(), c.tolist()), columns=('Letter', 'Count'))\n", "letters_csv = path.join(data_dir, '70s_letters.csv')\n", "letters.to_csv(letters_csv, index=False)\n", "HTML('

The same data is availiable as %s.

' % (letters_csv, path.basename(letters_csv)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Songs by Year\n", "\n", "Given the decade orientation this time,\n", "it makes sense to break the songs down by year." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[, ]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kyOVyedYaGxuVnZ2tCRMmqKCgQOXl5crOzlZZWZni4uJUUlKi9vZ2z/ZvvfWW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\nRUWpvr4+QJN2bvr06Zo7d67XD1npH/v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pKadPn/ZYjGuz2UhNTaWkpASn0+lxCWzu3Lm4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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.set_color_codes('pastel')\n", "sns.countplot(y='Year', data=playlist[playlist['Year'] > 0], color='b')\n", "ax.set(xlabel=\"Songs Played\", ylabel=\"Year\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

The same data is availiable as 70s_years.csv.

" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c = playlist['Year'].value_counts()\n", "years = pd.DataFrame(zip(c.keys().tolist(), c.tolist()), columns=('Year', 'Count'))\n", "years = years[years['Year'] > 0]\n", "years_csv = path.join(data_dir, '70s_years.csv')\n", "years.to_csv(years_csv, index=False)\n", "HTML('

The same data is availiable as %s.

' % (years_csv, path.basename(years_csv)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Most Popular Artists\n", "\n", "Last year's playlist was dominated by the Beatles.\n", "This time, the date cutoffs works against them.\n", "Over the run so far, the lead has changed a bit,\n", "but really no one as run away with it.\n", "Rather it's been more more even than last year." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9PY3vy5YtC8CVK1eMscKIQ0RERGxDxbMUGW5ubnh4eBT4OEfHvF/JmpWVRXZ2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = playlist['Artist'].value_counts()\n", "artists = pd.DataFrame(zip(c.keys().tolist(), c.tolist()),\n", " columns=('Artist', 'Count'))\n", "f, ax = plt.subplots(figsize=(6, 10))\n", "sns.set_color_codes('pastel')\n", "sns.barplot(y='Artist', x='Count', data=artists[artists['Count'] > 20], color='b')\n", "ax.set(xlabel=\"Appearences in the Playlist (so far)\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

The same data is availiable as 70s_artists.csv.

" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_csv = path.join(data_dir, '70s_artists.csv')\n", "artists.to_csv(artists_csv, index=False)\n", "HTML('

The same data is availiable as %s.

' % (artists_csv, path.basename(artists_csv)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Artists Who Have Played For The Most Time\n", "\n", "This isn't overly accurate, as it is based on the sucessive start times\n", "in the playlist, and those only have one minute granularity.\n", "Plus the hosts do pause to talk every few songs,\n", "and that isn't factored out.\n", "But it's the best we have.\n", "Besides someone asked about this.\n", "Playing more songs helps with total duration,\n", "but so does long songs." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iIiLiVFTAioiIiIhTUQErIiIiIk5FBayIiIiIOBUVsA6IiorCYrFQrVo1LBaL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\niIiIlAoLWCIiIiJSKv8Pe/mhal92wfwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "artist_durations = playlist.groupby('Artist')['Duration'].sum().to_frame()\n", "artist_durations = artist_durations.reset_index()\n", "artist_durations = artist_durations.sort_values(by='Duration', ascending=False)\n", "\n", "f, ax = plt.subplots(figsize=(6, 8))\n", "sns.set_color_codes('pastel')\n", "sns.barplot(y='Artist', x='Duration', data=artist_durations.head(20), color='b')\n", "ax.set(xlabel=\"Total Time in the Playlist (so far)\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

The same data is availiable as 70s_artist_durations.csv.

" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artist_durations_csv = path.join(data_dir, '70s_artist_durations.csv')\n", "artist_durations.to_csv(artist_durations_csv, index=False)\n", "HTML('

The same data is availiable as %s.

' % (artist_durations_csv, path.basename(artist_durations_csv)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Coverage\n", "Has any artist played all the letters?\n", "If not who has come closet?\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nk5iYyPTp0/H392fmzJlayRd2vcnSpUtz9uxZlEol5f/eHxvg4cOH/PHHHzpZ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BAAAg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/9cwM6tW7c4dOiQ2sK3rKwsHBxy3lRzZ3h//vln3n//fXx8fOjcubPW5aIrspXZgOZFdDIj\nzT/4iNGKwRB9zs+lS+eYMXMqtrZ1+HxScKnrSoouy6kkPpeH+mnQ0IngkG+4dzeRH3ZEsGj+dIJm\nLNFaX1b5FaoVW8YDVx9i1fB2RH3qhQwZqemvCNz5BzN6tSQ9Q3P4VXmoWyj/9fM2M2fOHHbs2MGi\nRYt0/nkoDXQlyi1GhbwZKJVKsrKyANi2bRumpqZq14tabGZjY4NcLi/0Wnp6Ov369cPa2hovLy98\nfX1JTEwkIiICAGNj40J9KYysrCx69+6Nn5+fWnqFCjndrWfPnrRr146DBw/y66+/MnHiRMaOHcuE\nCRM0+l4aWPzz5UGRbwWz4oXin+uaZ1DEaMVgiD7n5bfDB/l66Vzkde2ZN2cpFhbazeQL1QlBV+VU\nUp/LQ/3Y2NhiY2NLE0cXTEyqsG51GNevXaRxk2bFassyv0K1Ysv4seJvBq4+hIVJRWpXNeXWo2dk\nZ8Oqj97jafornfurSwyhfnSOgUzohoeHs2PHDpYuXUqXLl2KF5QQ6WuFhMEhl8sxNjYmNTUVuVyO\nXC7HzMyMefPm8eTJE0HPPHnyJI8fPyYyMpLRo0fz7rvvkpycrBrMNmrUiCtXrqhpLl68WOizHBwc\nuHPnjso3uVzOzz//zN69ewFYunQpjx49YtCgQaxZs4aAgAC1xWplhZ3cDmNjY+7evauWfuef1w3q\na45fE6MVgyH6nEv0D1tYEBaCs3NzFoetolo17XYaEaoTii7KSYjP+qqf58/SOPKfeJ4/U1/MWs+h\nEaAk9enjYp9R1vkVqhVbxgPcHWhWpxrP/87k2sM0XmcpcbOrjpFMRsIdze+9htj3DPm9xpC4desW\nq1ev5t///jdubm48fvxY9acrpIGuhMFhZmbGgAEDCAkJ4eTJk9y8eZOpU6dy79496tbVvPI3LS1N\nrRPl/mVkZFC1alXS09OJj48nOTmZ6Ohotm7dqjqdpUePHigUCkJDQ0lKSiIqKor9+/cX+tPU0KFD\nuXjxIt988w137txh7969LF26lDp16gBw+/Zt5syZw7Vr17hx4wb/+c9/cHZ2Lp3CKoJKlSrh3rIV\n8YfUwy9++jkeSwsLmjdz0aAUp33bfAaI2x/L+oiVdHi/M6FzlmBqala8SIRODGLLSajP+qqfjIxX\nrFu9kMO/7ldLv3D+FCBDXsyiP33kV6hWbBkH9WjBFz7q4V8TujTj/15mcPjaA537qwsMqX7eRn75\n5Reys7NZvXo17du3p3379nh6etK+fXud2ZBCFyQMhryDyunTpxMWFkZAQACvX79WLSrTGBMlk/HZ\nZ58Vei0sLIyePXvi7+/P7NmzefXqFU2aNCEkJITg4GAePXrEO++8w5o1a5g1axbbt2/HxcWFXr16\n8ddffxV4Xu3atVm9ejWLFi0iIiKCmjVrEhgYSI8ePQCYOXMms2bNYsSIEbx+/ZqOHTsSHKzbmEtt\nt9/5dOwnjPYby4Spk+nX50POJCSwMfI7pkyYrIpfLg2tUH8N0efU1KesXbeMmjVt6eXbl+s3rqld\nr21bByurqjrT6cJnoeUk1md91I91DRs6dPIhNiYSI2Nj7Os15NqV88Tt2U5Hr+7UrmOnUavP/ArV\nirEZfugy4cPacel+Kr/f/IvBbeozsLUD474/huJV0VskGlLf04XPusyvUMrBGUbF8u9//5t///vf\npWpDpizJJ4yExFvKn3/+SUpKCq1atVKlzZ49m5cvXzJ//vwy9eXZ4/Qir59OOIV/wCesXrGOlq7/\n89fSvPANyg/+eogVq8O5nZRETRsbhg0eysiPRmjlizbaZ4qi9yLV5K+h+pz67G+11z/Fx7F0meY2\n8vmkYLp07l4gvSS6apYmRfpblM9iyvjOffUDAkris33twmMkS7t+rt5LLXB/VlYW+/bu4Mh/fuLx\noxSsrW3o1NmX7r4D1e6raVVF7XVZ5VcTQrXa6Cp+trlQ7TgvJ/y9nLG1MuX6wzQW/3SBH06pb5eV\nuaJwH8pz39Nb/ZiU3nzj3aSnpfbs4rCrV/qHQGmLNNCVkNCCq1evMnDgQBYtWoSLiwsXL14kKCiI\nJUuW8P7775epL8UNdDWhaUBT2hT3wVUUhuhz/g/bskCbga4mxJRx/oFuSdA0sNAGMfVT2EBXW/IP\ndEuCmPzqA00DXW3QNNDVBn31Pb3VTykOdO8lCW/rYpHXq6Y32/mRQhckJLTA0dGRGTNmsGTJEh4+\nfIitrS2BgYFlPsiVkJCQkJCQ0B5poCshoSX9+/enf//++nZDQkJCQkJCQkukga6EhIEh9KdmMT8z\n6wt9hS6IQcxPoJYzDgjS/fmFl2CbYkhJeylYK6qcRLSLNk41BWvF/KwulJNXUgRrHeXCfz4+6t9N\nsFYMhtjnyyuGsBitLJC2F5OQkJCQkJD4f/bOPK7G7H/g71tZRt1ClOK2GEshLZIGw5iyRDH2wYSy\nNybLMJayjD1myJR1yGCYITSIsRvzs48lhrEnUWTri2xt9/dH0+VWt273ubld87xfr17c8zyf53zO\n5yz3c8/zOeeIiLyXiI6uSLGYMGECDg4OODo64uDgoPTn6OjIX3/9xYQJE5gwYYLW8sybT7169Wja\ntCnffPMNae/ozHB94PDRI3Tr3ROXJu54tW9L1OqfipSRy+XE7tjC0CB/OnXxol9AN5YuX8iLF89L\nrSxoVlZtyOaScj+FT9u14Ezc6XeSbz8PG46PbkHy9Hac/LolAz+yLXGdNdVXLpezY/sGxo7sy4C+\nPoSMG8TRw/vV1lNXdatv7UKonTXRV1/rNpd33W+1obMQJBKJzv5KE4ZTp06dqmslRPQHT09P+vXr\nR2BgINWqVeP69evs2bOHwMBAAgMDsbW15eDBgwBaO686MjKSyMhIQkJCGDBgAH379qV+/fqsWrWK\npKQkvLy8tJKP3pCZnS8p7vw5AocOwtOjCSOHB2MqlfLD4kjKlStHI1c3AJ48y39E54botfy4MpK2\nbfz4vGdfZDIbtvy2gb8vnMPby6dQNd6FbEVp/v0m1SmrKtSVfZ2epfIZ91LuETw6iAcPH+Db3g+r\natZK18uVzX9ctLr5zj54PZ9sXw8ZP3RpSHRcMrP3XiXtdSbT2juS9jqTvxL/B8DoZvaFlrswnYXo\nm/Qw/w+TTRuj2BbzM+39etDeryfy7Gx+XbcMK2sbasje6Fm9qonG+RbE+9ouCrIxqGfnKoXsElGU\nvg8L2MGgtNetrvqtEJ0xKrn5xmdP3v0OMLmYmmm+E4y2EWN0RYqFiYkJJv+e4y2VSjEwMKBy5ZLf\nL8/MzAxzc3PFZ0tLS65fv86qVauYOXNmiedf2olYHEl9x3rMmT4LgOZNm5GRkcGylT/Sr48/Zcvm\nj3uTy+VER/+Mb4cuBPQbAoCriztSqSmzw6Zw7foVateqW2B+upLVtKzakJXL5cTu3M4PixeovKck\n8v3CXcaxhMdM2P4PAP934xF1qpowuKkdi/7vpko5ITprqm96+mv2/L6Ftj5d6eD3OQD16rtyM/4q\ne3ZtwbNpqxLJV5eyumgXQuysqb76Wre66rdCZEW0ixi6IFIipKWlMXr0aFxcXGjVqhWxsbGKa+np\n6cyYMQNPT088PT0ZO3YsT548KeRpBVOmTBkMDd/8Cj99+jS9e/fGxcUFV1dXBg8erDgvOyYmBn9/\nf5YuXYqHhwfNmzdn69at7N69m08//RQPDw++++47JR3nzZvHJ598gqurK8OGDePevXsAJCUl4eDg\nwN69e2ndujXOzs4MHTqUp0/fLPY6deoUXbt2xdnZmY4dO7Jnzx7Ftbt37zJgwABcXV1p2rQpM2bM\nIDOz8FOFCiM9I52Tp0/h/anyzHbb1m1IS0vj9NkzBcq9ePEcLy8fWn3SWildJrNDLpdz9+4dlXnq\nSlbTsgqVBbh2/Sph383C16cjU0Onq306k9B8yxkZ8PSVcvtIfZFBpQpFf1FqorMQfY2MyjB5eiTt\nOnTPk25ERkbhC7l0Vbf62C6E2FlTffWxbkE39SNUZ20h0eFfaUJ0dEVKhH379uHk5ERsbCw+Pj5M\nnDhREU87f/58Ll68yIoVK1i7di1paWmMHDmyWM+/dOkS69ato127dkCOYz106FCaN2/Ozp07iYqK\nIjExkWXLlilk4uLiuHPnDps3b6ZDhw5MnTqVtWvXsnTpUsaNG8eKFSu4fPkyAJMnT2bfvn3MmzeP\nDRs2kJmZSVBQkJIOy5YtY8GCBaxdu5a///6bqKgoAB48eMDQoUPp2rUrsbGxDBw4kAkTJnD6dE5c\n2LRp0zA2Nmbbtm0sXryY3bt3Ex0drZmhgdt37pCRkYG9rZ1Suq0s5+jS+ISCZ/2MjU0IGjqKeo7K\n564fOXoIiUSCrU1NlXnqSlbTsgqVBbCqZk3Mxm2MGD6K8uXLqx2HJjTfpYdv4lWnKj1cqyMtZ4RX\nnap83qg6v55W/YNAiM5C9DUwMEAms8fMLGe1/5MnqWzfup6LF87g3eazEsv3v9YuhNhZU331sW5B\nN/UjVGcR7SKGLoiUCC4uLgQEBAAQFBREVFQU8fHx1KlTh3Xr1rFlyxZq164NQFhYGJ6enly7dk2R\nlpdBgwYpBqiMjAxMTEzw8/Nj7NixALx69Yovv/yS/v37A2BtbU2bNm34+++/Fc+Qy+VMmjSJcuXK\n0aNHD1avXk1wcDB16tShTp06zJ8/n/j4eKytrdm2bRsrV66kcePGAHz33Xd88sknHDlyBDs7OwCC\ng4Np0KABAH5+foq81q9fT9OmTenduzcAMpmMS5cusXr1aho1akRycjL169fHysoKmUzGjz/+iKmp\n5lstpT3L+QFhbGyslJ77+XkxFuxdunyRjdFr8WzSHFvbwuM+dSErpKxC7SSVSpFKpYXeUxL5Rscl\n0/xDc5b3dFGk7bv6gPHbLxaZtyY6a6s9HTt6gCURMwEJLm5NaNq88Fh6XdWtvraLXIprZ031FZLn\nf61+tDkmC6GUrQnTGaKjK1Ii2NjYKP6fG9Obnp7O7du3ycjIoGfPnvleISUkJKh0dGfOnEnDhg15\n/PgxYWFhlClThpEjRyrinKpUqUKnTp346aefuHTpEtevX+fKlSu4ub0J+q9SpQrlyuUsbsr9ZW9t\n/dainHLlSE9PJyEhAblcjpPTmxlHMzMz7O3tuXHjhsLRtbV9s/LdxMREEX5w48YNDhw4gKurq+J6\nVlYW9vY5DlzuDO/evXtp0aIFPj4+ghbuZctzFqepmqmQGKj34ubixXNMnjoWK6vqfD0qpFg6vCtZ\nIWXVlp2Ki9B8N/RvjIdtJUJ2/MOZ20+obyVlYus6rPV3p8+aU6VO31w+rOVIyJRwbifGs2lDFPNm\nj2fi5Pklku9/sV3kUlw7awN9qVsh6KPOIgUjOroiJYJBAR1ZLpeTlZWzKvaXX36hQoUKStffXmyW\nFwsLC2QyGTKZjCVLluDn58eYMWNYsmQJACkpKXTt2pUGDRrQrFkzevTowR9//MG5c+cUz3g7nrcw\nPVUtEsjKyiI7+82OB2XKlMlXvtz7OnXqxNChQ5WuGxnldDc/Pz+aNm3Kvn37OHjwICNHjmTQoEGM\nGDFCZfkLQ/rvD4m058qrs9Oep/17vejZjD8O7eP7BTOQ1bBl5vQFSKXqzzC/S1khZdWGnTRBSL4e\nNhXxqlOVLzedY92pnFCFYwmPufX4BdEBHrRxsGDP5fulRt+3sbCwwsLCiroOTpQv/wHLl8zl6pUL\n1KnbQOv5/tfaxdsU187aQF/qVgj6qHNeSts2X7pC/Fkh8k6RyWQYGhqSmpqqcFyNjY2ZOXMmjx49\nUusZZmZmhIaGcvDgQXbtyjlJat++fVSqVImlS5fi7+9Po0aNSExMVHvhwdvY2NhgaGio5CSnpqZy\n69YtxaxsYQOIvb09t27dUpRPJpOxd+9etm/fDsCCBQt48OABPXv2ZOnSpQQHBystViu2vrIcfRMT\nE5XSb/37+cOaqmNeAaI3rWPO3CnUq9eQ7+YuplIl9XfReNeyQsoq1E6aIiRfWaUKyIETt1KV0o/E\nPwbAwTL/Nk5CEaLvs6dPOPznHp49VV5camdfG5CT+vhhieT7X2sXQuysKfpYt0LQR51FCkZ0dEXe\nKcbGxnTv3p0pU6Zw8uRJrl+/ztixY7l9+zY1atRQ+zlt2rShWbNmzJ07l9evX1OxYkWSk5M5duwY\nt2/fZvny5ezdu5eMjAyVz1DlBFeoUIHu3bszbdo0Tp48yeXLlxk7dizW1tY0bdq0UFmA3r17c+HC\nBcLDw7l16xbbt29nwYIFVK9eHYCbN28yffp0rly5wrVr1/jzzz+pV6+e2mXPS9myZXF3a8SeA3uV\n0nfv3YOpVErDBk4qJCF2ZwwrohbRsoU3s6bPp0IFY5X3lgZZIWUVIisEIflevZ+GBGhqr/wj4KN/\nP9989KJU6Zue/prlS8I4dHCnUvrf508BEmSFLDTUVd3qY7sQYmdN0ce6FYI+6ixSMGLogsg74e0Z\n0PHjxzN37lyCg4PJzMykcePGLF++XHU8k4r0kJAQOnXqpJgV/euvvxS7Nzg5OTF+/HgiIiJUOrt5\nn/v253Hjxil0zMjIoFmzZqxatUoRrlDYjK61tTVLlixh3rx5REVFYWlpyYQJE+jQoQMAU6dO5dtv\nv6Vv375kZmbyySefEBJSvLjWvAwbNITAoYMYMXY0XT/rzJmzZ1m1djVjRoxWxCXnJTX1McuWL8TS\n0oqOvl24eu2KcjmsqmNmVrFUyWpaVm3I5qU4bws0zffvu0/ZeuEus3zrUemDspy6nUo9SynjW9fh\nzJ3/sePivRLRWVN9zatY0LKVDzFb1mJgaIitXS2uXDpP7LZf+eTT9lhXt1EpKyRfXcrm5V20C6F2\n1kRffa3bvLyL+tG2ziLCkMg1ebcrIiKiO14VvOfuvoMHiFgSyc2EBCwtLOjzeW/6f9FXcf1W8lOl\n+3fviWXBwtkqs/l6VAitvdsXeO1dydpaFxyzW1RZC0Md2adphe8LevrsKYKCh7AkYjluLo2Urpma\nFBzjrU6+ppN35bNuyBIAACAASURBVJMzNJDwjVdtPnerTjXT8tz530u2/X2Pufuv8jIjJ2b8zjef\nFlluVToL0ffkpZR8cllZWezYvoHDf+7m4YMUzM0taOXtS3vfHkr3eThaapyvKt7HdlGQjUE9OzvI\nKmms7+XbqfnuL+11q6t+K0RnypfcfOO9O8Xfn15bVKthprO88yI6uiIi+oYKR7co8jq6+oAqR7ek\nKeoLszBUfWGqJVuAo6sO6ji6KvMUoK8qJ0wdVDlDpRldtAshNi7K0S2MghxdddFV3eqq3wqiBB3d\nlCTdObqW1UuPoyvG6IqIiIiIiIiIiLyXiI6uiIiIiIiIiIjIe4m4GE1ERERERERE5D1D3Ec3B9HR\nFRHRMzSN2Ut48krLmpQ8QmJ0dRU/uvH4LY1lV7R31EhOV/GFlmYfaCw7e/dljWUntHXQWFYIOovj\n1JBWa05qLDvOTaaxrIfGksJIfaqbMU7f2sV/DdHRFRF5D5DL5eyM3cgf+3fw+PEDqlnVoIPf50We\nQZ+X9UtmcPf2Db6etarYOrxL2cNHjxAe+QPXb9zA3NycPj17Edivf5FyQu2kab5v865trKnOQmy8\nY2cMsTtiuHsvmYpmlfjoo4/p+8XAIvdLzsrM4OfQ3vm2gCpTtjx9pv9cYjrro6wmbdmthhnLuruo\nvL7saAIrTqj/Q+1d9VshskLa49uk3E+hV9/ufDdnQb4dG7Sts7YQJ3RzEB1dPWXChAnExMQgkUjy\nfSlIJBLWrFnDli1bAJg9W/VWTsXBwUF5FsXAwICKFSvSvHlzJk+ejIlJ0ac0xcTEEBERwYEDBzhx\n4gT9+vXj8uXLJCUl4eXlxYEDB7C2ttaKvm9z4cIFFixYQFxcHNnZ2TRo0IBhw4YpDoAA2LVrFx4e\nHlSurP7pXqWFTRuj+D12I117BGBfsy7nzp5g6aJZGBgY4Nm0lVrPiDt+gMvnjlHRvPizme9SNu78\nOYYGf4mvT3tGDg/m9NkzzAv/nqzsLAYFDChUVoidhOSraVmFymqqs5Cybohey+o1y+nR3R8X50Yk\nJSXy05rlJCTEM2fWwkJlU+8lghxa9BqJtPKbckoKOKpbmzrro6wmbflSShr9fzmTLz2omT31LKXs\nuqL+cdLvst/qqj3mci/lHsGjg3ie50jfktJZRLuIjq6eEhISwpgxYwDYsWMHq1atYvPmzQqn19TU\nVOHoapPIyEhcXV0ByMzM5O+//yY0NJTZs2czc+ZMtZ6RGzckkUgU/7eysuLIkSMl4mSmpKTQv39/\nAgMDCQ0NRSKREBsby+DBg1m/fj0NGzYkOTmZkSNHcuDAAa3nX9Kkp79mz+9baOvTlQ5+nwNQr74r\nN+OvsmfXFrUc3WdPHrNz4zJMK1Updv7vWjZicST1HesxZ/osAJo3bUZGRgbLVv5Ivz7+lC1b8GtE\noXbSNF8hZRUqq6nOmsrJ5XKio3/Gt0MXAvoNAcDVxR2p1JTZYVO4dv0KtWvVVanv4+SbSAwMsHPy\nxMCweF9PQupH32Q1bcsvM7K4eO+ZUtrHNc3xsKnEN9svcud/L1Xq+jbvst8KkRXaHuVyObE7t/PD\n4gVql1Mb5dUWEsQpXRB3XdBbTExMMDc3x9zcHKlUioGBAZUrV1ak5Z7gpW3MzMwUeVhaWuLt7U3/\n/v3Zt2+foOcaGBhgbm5eIsHze/bsQSaTERQUhL29PXZ2dgwfPhwPDw/Fj4Hs7Gy9Ddw3MirD5OmR\ntOvQPU+6ERkZ6u0r+duahdSq50bNus7Fzv9dyqZnpHPy9Cm8P1V+Pdu2dRvS0tI4fTb/bFUuQuwk\nJN9c3rWNNdVZSFlfvHiOl5cPrT5prZQuk9khl8u5e/dOoTo/Tk7AzKJ6sZ1cITrro6w2+jxAWUMD\nvmlVmz9vPOLg9Ydqy73LfqvL9njt+lXCvpuFr09HpoZOV/tUNW2MFyLaQ3R033PS0tIYPXo0Li4u\ntGrVitjYWMW19PR0ZsyYgaenJ56enowdO5YnT4q/wXSZMmUwNDRUfE5JSWHEiBE0adIET09PZsyY\nofIY3lySkpJwcHAgOTkZyAmT2LZtG35+fjg5OdGnTx+SkpIU91+4cIGePXvi7OxMr169+OGHH/D3\n9y/w2QYGBiQlJZGYmKiUPmfOHIKDgwHw9vYGwMvLi99++w2AgwcP0qVLF5ydnfH19WXv3jfnlvv7\n+7N06VIGDBiAs7Mzbdu25fDhw4rrz549Y+zYsTRq1IgWLVowY8YMXr9+rbg+f/58mjdvjrOzM/7+\n/ly/fr1Q+xSGgYEBMpk9ZmY5m8M/eZLK9q3ruXjhDN5tPitS/tThXSQnXse3V1Cx837Xsrfv3CEj\nIwN7WzuldFtZzvGj8Qk3VcoKsZOQfEE3NtZUZyFlNTY2IWjoKOo5OimlHzl6CIlEgq1NzUJ1fpyc\ngERiwJ4V0/g5tA+/TO3H0c3LyHhd+EyjEJ31UVZon8+lt1sNqpqU5fs/1B9/3nW/1WV7tKpmTczG\nbYwYPory5curPRkidLwQ0S6io/ues2/fPpycnIiNjcXHx4eJEyeSlpYG5DhbFy9eZMWKFaxdu5a0\ntDRGjhxZrOdfunSJdevW0a5dOwAyMjLo27cvr1+/Zt26dSxcuJBDhw4xb968Ip+VdxCJjIxk0qRJ\nxMTEkJqaSnh4OJDjvA8aNAgnJye2bt2Kr68vy5cvVzkI+fj4ULZsWdq3b8+AAQNYuXIl165dw8LC\nQhEqER0dDcCmTZto3749x44d46uvvqJz585s27aNbt26MWrUKP755x/Fc5ctW4afnx+xsbE4Ojoy\nadIkxbWJEyfy4sULNmzYwKJFi7hw4QLTp08HYO/evWzcuJGIiAhiY2OxsLBg4sSJ6pq8UI4dPcBX\nQ7sR/WsUzq5Nilxk9b9HKeyKXoFfny+pYCwtVl66kE17ltN2jY2VF5Hkfn7+b9suiuLaSUi+urKx\npjpry8a5XLp8kY3Ra/Fs0hxbW/tC7029d4tnj1Owqd+E1gNCafhpN26eO8y+qFmFygnRWR9l36a4\nbTkXIwMJPV2rs/vyfZLV3K1AF/1Wl+1RKpVStapFsZ4P2tdZUyQS3f2VJsQY3fccFxcXAgICAAgK\nCiIqKor4+Hjq1KnDunXr2LJlC7Vr1wYgLCwMT09Prl27pkjLy6BBgxQOZUZGBiYmJvj5+TF27FgA\n/vzzT+7fv8/mzZsxMTGhVq1aTJ48mWHDhjFq1KhCdc37WiggIAAPj5yNanr16sW6deuAnJhkY2Nj\nQkJCkEgk2NnZcebMGR48eFDgcytXrszmzZtZsmQJe/fu5ejRo8ybNw9PT0/mz59P5cqVFQ5vpUqV\nKFu2LOvXr6ddu3aKWeL+/ftz/vx5Vq5cyffffw9Ay5Yt+eyznNmTYcOG8dlnn/HgwQNevnzJ/v37\nOXnypGKB3rfffkvnzp0ZP348SUlJlC1blmrVqmFlZUVoaCg3b2rnF/6HtRwJmRLO7cR4Nm2IYt7s\n8UycPF/l/TFrFlK3oQf1XJqqvKc0yWbLswHV+0Oqs2gJim8nIfnqysaa6qwtGwNcvHiOyVPHYmVV\nna9HhRR6r1wux6v/eMobm1HRsgYAlvaOfCCtyP/9+gNJV85Sva6r1nXWR9m3KW5bzsW7TlXMK5Rl\nzanbauUDuum3umqPQtCmziLCER3d9xwbGxvF/3OdrvT0dG7fvk1GRgY9e/bM52AmJCSodHRnzpxJ\nw4YNefz4MWFhYZQpU4aRI0cqAuvj4+Oxt7dX2oHB1dWVrKwsbt0q3v6itra2SrpnZmYCcPXqVerV\nq6c0iLi4uCiFFuTF0tKSqVOnMnXqVC5evMju3btZu3YtkyZNYtGiRYCyo33jxg169eql9AxXV1el\nBX559YOcBXrx8fFkZ2fz8ccf59MjMTERX19f1q9fj5eXFy4uLnh7e9OtWze1bFIUFhZWWFhYUdfB\nifLlP2D5krlcvXKBOnUb5Lv3+MHtpCQl0H3AYrKzs3i7GWRnZyGRGKgcqHUlK/3Xzml5Vj+nPU/7\n97p6s0zFsZOQfHVlJyE6a8vGfxzax/cLZiCrYcvM6QuQSgvfE1kikVCtZv186TUc3JAjJ/XuLZWO\nrhCd9VH2bYrblnP5tHZV4h8958Yj9XYS0FW/1VV7FIK2dBZKKZtY1Rmio/ueY1DAL0e5XE5WVhYA\nv/zyCxUqVFC6bm5urvJ5FhYWyGQyZDIZS5Yswc/PjzFjxrBkyRIAypUrl08mOzsbuVxOdnZ2sXTP\nu6Au1xF9Ox4477WCWL58OU5OTnz00UcA1K9fn/r162NtbU1YWJjivrcH6XLlyuUbtLOyshR2K0i/\nXD0yMzMxNTVl8+bN+a5bWlpStmxZfv/9dw4fPswff/xBVFQU0dHR/PbbbwXaryiePX3CubgTOLs0\nQWpqpki3s68NyEl9XPAik3/OHOFF2lPmftMn37WpQZ1o5dubVr69S5WsjcwGQ0PDfPHWt/79/GFN\n1TF3mtpJSL66spMQnYXYOJfoTetYuWoxzs6NmBI6W639Sl88TeXOpdNUr+uKccU3Y1BmZs7iqnLG\nqh0TITrro6yQtgxgKJHwkW1lVp1Uf/JBV/1WV+1RCNrQWUR7iI7ufxSZTIahoSGpqanUrZuzvcrj\nx4+ZOHEiISEh+ZzfgjAzMyM0NJTg4GB27dpFu3btsLe35+bNmzx79gypNOdX69mzZzEyMsLGxoYr\nV66ofJ66gf61a9fm4MGDSmkXL15Uef/Zs2c5d+6cwtHNRSqVKkIW8u5HbG9vz9mzZ/niiy8UaXFx\ncdjbFx7TlSv77FnOFj4yWc7pQleuXCEiIoI5c+Zw7NgxkpOT6dWrFy1btuTLL7+kefPmXLlyhYYN\nGxb5/Lykp79m+ZIwenw+EN9Ob2ah/z5/CpAgU7HgotMXX/E6zyKfA9vXcTfxOn2+nIr034UupUm2\nbNmyuLs1Ys+BvUobr+/euwdTqZSGDZxUympqJyH56spOQnQWYmOA2J0xrIhaxCctW/PNmEkYqrmD\ngjw7i6NbltLw0664tX1TPzfjjmBgYIilvepT44TorI+yQtoyQK0qxpQzMuD83aeF3vc2uuq3umqP\nQhCqs4h2ER3d/yjGxsZ0796dKVOmMH36dCpXrszs2bO5d+8eNWrUUPs5bdq0oVmzZoSFhdGqVSua\nN2+OTCZj7NixjB49msePHzNjxgz8/PyKPFBC3a1bOnTowPz585k1axa9e/fm5MmT7Nixg0aNCj6t\nZsiQIfj7+xMaGkqvXr2QSqVcuHCB7777joEDBwLwwQc5R5levnyZihUr0r9/f3r37o2zszMtW7bk\n4MGD7Nu3j6ioqCL1//DDD2nevDljxowhNDQUAwMDJk2aRKVKlTAxMSE7O5u5c+dStWpVHB0diY2N\n5YMPPlDLiS4I8yoWtGzlQ8yWtRgYGmJrV4srl84Tu+1XPvm0PdbVbQqWs6yeL62CsRRDozJY23xY\neJ46kgUYNmgIgUMHMWLsaLp+1pkzZ8+yau1qxowYXeiMuKZ2EpKvLu2kqc5C5FJTH7Ns+UIsLa3o\n6NuFq9eUf9haW1XHzKxigbLGFatQ270VFw5txdCoDBa2dUm5eYnzB7fg2NQH0ypWJVJWfZQV2pZr\nVcmZ0YxXM2wBdNdvhcgKaY8Foe53lBCdtUppWxWmI0RH9z/G27Om48ePZ+7cuQQHB5OZmUnjxo0L\n3b1AVXpISAidOnVi6dKljBgxgiVLljB9+nR69uyJsbExfn5+RS5Ey/v8wmZ3K1SowNKlS/n222/5\n9ddfcXJyomPHjty/X/CpPi4uLqxevZrFixcTGBjIy5cvFXvpdu3aFchZhNaxY0dGjhzJ2LFj8ff3\nZ+7cuURERPDdd99hb29PeHi4YnFcQfq9nTZv3jymT59OQEAAhoaGtGjRgtDQUABatWrFiBEjmDVr\nFo8ePaJmzZosWbJEMQOuCf0HjKKqhTV/HNjBwwcpmJtb0K1nIO19e2j8zNKKp0cTfvg+nIglkQwf\nNQJLCwu+GT2G/l/0LVJWiJ2E5KsrNNVZU7mTfx0lIyOD+/fv8fU3+bef+npUCK2926uU/6jLEKTm\n1bhx5hDnD2zG2Mwct7a9aNCyU4mVVV9lhbTlysY5ayqevsos8l5toQs7CW2PeSnOXuv6OF68r0jk\nxfmJIiJSCrhz5w4pKSlKM7jTpk3j5cuXWjvuuDRz8mxS0TcVQMIT9bYQKk308LQt+iYVnLyUorGs\nh2Pxj+jNZePx4i261AZC7CSEW8nqv/rOy/q/kzWWndDWoeib3hOEtONhB69pLDvOTaaxrD62x0qm\n5TWWNTURcMpZ+ZKbb0xNeTfbmBVEJcvC3+C+S8Q9LkT0jrS0NAICAti9ezfJycns2bOHbdu24ePj\no2vVREREREREREoRYuiCiN7h4ODA5MmTmT9/Pvfu3cPKyooJEybQokULXasmIiIiIiIiUooQHV0R\nvaRbt25a23tWRERERETkvUNciwaIMboiIvqHhgtIhMSOtmtQ+Ir3whAUv6YjhMT62VqX3Eb0qnia\nlq6xrJD6ERI/6iArfHu0wtDHNqULhPR5OzPNY1aFxLgLQd/6LVCyMbr3dRijayHG6IqIiGiZw0eP\n0K13T1yauOPVvi1Rq38q9jPWL5nB9xMDii2Xcj+FT9u14EzcabVlhOirC1m5XE7sji0MDfKnUxcv\n+gV0Y+nyhbx4od4WTboqby7FrSMhdtqxfQNjR/ZlQF8fQsYN4ujh/SWurxCd/4uyuRSnzwutW7Hf\nqi+rDSQ6/CtNGE6dOnWqrpUQEVGHCRMmMHz4cBYtWkRkZKTS36JFi2jSpAmRkZHs378fb29vwfl1\n6NCBJ0+e0LhxY0XasmXL+OKLL6hRowYODm9Wfk+cOJHffvsNZ2dnPDw86NKli6DtwgolM/8Jc3Hn\nzxE4dBCeHk0YOTwYU6mUHxZHUq5cORq5ugFw8c6TQh8bd/wA/7d7Ix9UMOEjL+XtnGpZqC7LvZR7\nBI8O4sHDB/i298OqmrXS9XJl859kp46+KvV8B7JPnr3OJ7shei0/roykbRs/Pu/ZF5nMhi2/beDv\nC+fw9nqzELKiNP8emSWt8+v0rEKfUVgdCamfpIf5nYVNG6PYFvMz7f160N6vJ/LsbH5dtwwraxtq\nyN7sFV3F7AON9BWqc0G8r7JC+nzFAmYa1a3b6lXzz+aJ/VaFrFHJzTe+eq75mx6hlDcuPW9dxBhd\nEb0hJCSEMWPGALBjxw5WrVrF5s2bFZt4m5qasmXLFq3l5+7uzvnz55XSTp48iaWlJSdOnOCzzz5T\npJ8/f56ePXsCxdtrUVtELI6kvmM95kyfBUDzps3IyMhg2cof6dfHn7JlCx90nj15zM6NyzCtVEXt\nPOVyObE7t/PD4gXvVF9dyMrlcqKjf8a3QxcC+g0BwNXFHanUlNlhU7h2/Qq1a9UtVTrn6q1JHWma\nZ3r6a/b8voW2Pl3p4Pc5APXqu3Iz/ip7dm3Bs2mrQvP9L7UpXcpC8fu80LoV+23x6kcb6OK7qDQi\nhi6I6A0mJiaYm5tjbm6OVCrFwMCAypUrK9LKlCmj1fzc3d25cOGC4nNmZiZnzpwhICCAEydOKNLT\n0tK4ceOGYub3XYe9p2ekc/L0Kbw/9VJKb9u6DWlpaZw+e6bIZ/y2ZiG16rlRs66z2vleu36VsO9m\n4evTkamh09UutxB9dSX74sVzvLx8aPVJa6V0mcwOuVzO3bt3Sp3OoFkdCcnTyKgMk6dH0q5D9zzp\nRmRkFD279F9qU7psF1D8Pi+kbsV+q76siPYRHV2R9460tDRGjx6Ni4sLrVq1IjY2VnEtPT2dGTNm\n4OnpiaenJ2PHjuXJk4Jf7zVu3JhHjx5x9+5dAOLi4pBKpXTr1o2UlBRu376tSDc1NVUKZdizZw+t\nW7fGxcWFYcOG8ezZM8W1s2fP0rt3b1xdXfH29ubXX38VVN7bd+6QkZGBva2dUrqtLOcY0PiEm4XK\nnzq8i+TE6/j2yn9yUGFYVbMmZuM2RgwfRfny5dWePRCir65kjY1NCBo6inqOymfUHzl6CIlEgq1N\nzVKnM2hWR0LyNDAwQCazx8wsZ6HZkyepbN+6nosXzuDd5jOVckL0Farzf00WNOvzQupW7Lfqy4po\nH9HRFXnv2LdvH05OTsTGxuLj48PEiRNJS8tZfTp//nwuXrzIihUrWLt2LWlpaYwcObLA51SrVg0r\nKytF+MLJkyfx8PDAxMQEBwcHjh8/DuQ4um+f0gbw22+/ER4ezpo1a7h48SI//vgjADdu3KB///54\neHgQExPD8OHDCQsLY9++fRqXN+1ZTtmMjY2V0nM/P09TvfL2f49S2BW9Ar8+X1LBuHgxxVKplKpV\nLYqprTB9dSVbEJcuX2Rj9Fo8mzTH1tZe5X261FmTOtKWnY4dPcBXQ7sR/WsUzq5NaNrcq0iZ/1Kb\n0pWskD6fS3HrVuy3wnQWEYbo6Iq8d7i4uBAQEECNGjUICgoiPT2d+Ph4Xr16xbp165g2bRoNGjSg\ndu3ahIWFceLECa5dK/iozMaNGysc3RMnTtCkSRMAPDw8FOEL586dw8PDQ0lu3Lhx1K9fn4YNG+Lj\n48Ply5cB2LhxI46OjowcORI7Ozs+++wzvvjiC1asWKFxebPlOYvTVM1+SQxUd/OYNQup29CDei5N\nNc6/uAjRV1eyebl48Ryhk0ZhZVWdr0eFFHpvadFZXbSV54e1HAmZEk7fgK+4evkC82aP15qOedHH\nNqUrWW30+eLWbWnpA+9zvxVRjWhtkfcOGxsbxf9NTHJW/6anp3P79m0yMjLo2bMnrq6uuLq60rJl\nSwASEhIKfFbugrT09HTi4uIUjm6TJk04cyYnzur8+fNKOzNIJBJq1Kih+CyVSnn9Omc1cHx8PC4u\nLkp5uLq6Eh8fr3F5pf+WMe258gr4tOdp/14veNbm+MHtpCQl4NN9MNnZWWRlvVm5n52dVWKxxprq\nq0vZt/nj0D7Gh4zA0tKKsFkRSKWF779ZGnQuDtrK08LCiroOTni36cQX/b7k8qXzXL1yoWhBDdDH\nNqULWW31+eLWbWnoA+97vy0IiUR3f6UJcdcFkfcOgwJ+LcvlcsWg/ssvv1ChQgWl6+bm5gU+y93d\nnTlz5hAXF0fFihUVTrS7uzv379/n+PHjZGdnU69ePSU5Q0Pl7Y9yv0DKlSuX71d+dna20hdOcbGR\n2WBoaEhiYqJS+q1/P39Ys+A4tH/OHOFF2lPmftMn37WpQZ1o5dubVr69NdZL2/rqUjaX6E3rWLlq\nMc7OjZgSOpsKFYyLlNG1zsVFSJ7Pnj7hXNwJnF2aIDU1U6Tb2dcG5KQ+fqh1fYXq/F+SFdLnhdSt\nrvvAf6HfiqhGnNEV+c8gk8kwNDQkNTUVmUyGTCbD2NiYmTNn8ujRowJl7O3tKV++PNu3b1fM5kLO\nTHHdunWJjo6mUaNGai+asbe35+zZs0ppZ86cwd5edaxYUZQtWxZ3t0bsObBXKX333j2YSqU0bOBU\noFynL75i6MRwhk5cqPir4+SB1KwyQycuxP3jdhrrVBL66lIWIHZnDCuiFtGyhTezps9X68tS1zpr\ngpA809Nfs3xJGIcO7lRK//v8KUCCrJDFP0LQxzalC1khfV5I3Yr9tng6i2gX8cAIEb3k8uXLnDx5\nkn79+iml79+fc0rP2wdGREZG0qVLF+zs7Hjw4AFr166lbt26vHz5ksmTJ5OcnMzQoUNVOqvnzp1j\n37599OrVS2nmNiEhge3bt9O5c2fc3HI2AH/27BmrV6+mX79+igMjTp48SVJSEp07d8be3p6FCxfy\n8uVLrKysOHjwIIsWLSI4OFhp14ZCKeDACKtq1VgetYKr169hbFyBmG1bWbl6FcFBX9G4kTuQf/P4\nCiamSM0qK/1d/+cMT//3iDZdAihX/s2G/oUdGAFw914ysTu349u+o1qb+6ujryrehWzejedTUx8T\nOnk0VapYMKD/UB6npvLw4QPFX9kyZSlfPufI1II2ni9pnYs6MAJU15GQ+sl7YESFCsY8fvyAvXu2\nUqZMGdLTX3P40G5+27yWFp+0o8Unbxypwg6MKExfoToXxPsqK6TP5z0wojh1W9CBEWK/VSFbggdG\nvH6Ria7ORitXQbvbfQpBIn/Xm36KiGiBmJgYxSlobzNhwgQAZs+erUhzdHRkzZo1NG7cmFevXjF3\n7lx27txJZmYmjRs3JjQ0lOrVq6vMa82aNcyePZs9e/Ygk8kU6X/88QfDhg1jw4YNNGzYEICkpCS8\nvb3Zv38/1tY5X86RkZGcPHmSNWvWAHD8+HHmzp3L9evXsbKyYuDAgXTv3j1/xqp4lVlg8r6DB4hY\nEsnNhAQsLSzo83lv+n/RV3FdnXPvt/w0n4RrFxg9M0opvV0Dq0LlTp89RVDwEJZELMfNRXkHClOT\ngjdGL0rfwihp2VvJT5U+794Ty4KFs1HF16NCaO3dHgBb64Jj/0pS56dpRe9Rq6qOhNTPyUsp+eSy\nsrLYsX0Dh//czcMHKZibW9DK25f2vj2U7nOQVdJIX6E6q+J9lBXS5+3Myue7V9269XC01Ejfwngf\n+y0ABZxApy2ePnxRYs8uCtMqFYq+6R0hOroiIvqGCke3KNT50lNFUY5uYahySkozeb8wi4OqL8yS\nRB1HVxVC6qcgR1ddinJ0C0Mf25QuENLnC3J01UWVo1vS6Fu/BUrU0X32SHeOrtS89Di6YoyuiIiI\niIiIiIjIe4no6IqIiIiIiIiIiLyXiI6uiIiIiIiIiIjIe4m4j66IiJ6haRzajScvNc7z8u1UjWV1\nFa8nhEqmmscnComX/WrHRY3kIjrU1zhPIehjnK2u4pk1RYi+TWw0rx99JEXAGCekz4sx46UbcUZX\nRETPkcvlxO7YwtAgfzp18aJfQDeWLl/IixfPi5TNysxg9fju/DSum9LfuklfqJXvju0bGDuyLwP6\n+hAybhBH6MJjPgAAIABJREFUD+8vUi6Xw0eP0K13T1yauOPVvi1Rq38q9bK5pNxP4dN2LTgTd/qd\nyH5YxZhxbeqyrLcbC3u4MLCZPdJyxZunKG6+urKTPtatPuksZLwQIgu6sZPQcSqXd90utIF4MloO\n4oyuCJCzLVdMTAwSiSTfMZASiUSxPVdxOHbsGAMHDuTixYJnqcLDwzl37hyrVq0qUDYgIEBJHyMj\nIywtLenatStBQUHF0kVbOpdGNkSvZfWa5fTo7o+LcyOSkhL5ac1yEhLimTNrYaGyqfcSQQ4teo1E\nWvnNzKs6Z7Fv2hjF77Eb6dojAPuadTl39gRLF83CwMAAz6atCpWNO3+OocFf4uvTnpHDgzl99gzz\nwr8nKzuLQQEDSqVsLvdS7hE8Oojnz9X7chcqa1e5AuPa1uVC8lMWHrxOpQ/K0L1RDSxb1WLmrssl\nkq+u7KSPdatvOgsZL4TI6spOQsapXN51uxDRLqKjKwJASEgIY8aMAWDHjh2sWrWKzZs3K5xMMzOz\nwsRVUtSJYYVdNzIy4s8//1To8OLFC/bu3cvcuXOxtbWlQ4cOGulUFOqeclYakMvlREf/jG+HLgT0\nGwKAq4s7Uqkps8OmcO36FWrXqqtS/nHyTSQGBtg5eWJgqP5wkJ7+mj2/b6GtT1c6+H0OQL36rtyM\nv8qeXVuK/AKJWBxJfcd6zJk+C4DmTZuRkZHBspU/0q+PP2XLqn4VqCtZuVxO7M7t/LB4QaFl07Zs\nD3cZCY9e8MPB64q0lxlZ9PGwwdy4LI+eq361rWm+urKTPtatPuksZLwQOtbowk5CxyldtQttIUF/\nvstKEjF0QQTIOdLW3Nwcc3NzpFIpBgYGVK5cWZFmZKSb30Rv6yCTyQgMDMTDw4O9e/cWLfwf4MWL\n53h5+dDqk9ZK6TKZHXK5nLt37xQq/zg5ATOL6sVycgGMjMoweXok7Tp0z5NuREZG4TGF6RnpnDx9\nCu9PvZTS27ZuQ1paGqfPnil1sgDXrl8l7LtZ+Pp0ZGro9HxvPkpC1risIQ6WUg5cua+Ufub2//h6\n8/lCnVxN89WVnfSxbvVNZyHjhRBZXdlJyDgFumkXItpHdHRFikV0dDQ+Pj44OzvTo0cPTp9+E6+U\nlpbGyJEjcXV1xcfHJ9/r/6tXr9KrVy9cXFwIDAzkf//7n0Y6lC1bFkNDQ4U+bdq0Ubreu3dvli5d\nCsDYsWMJCwtjxIgRuLi40KpVK2JjY9XWOTExkX79+uHi4kKnTp1YuXKlIr/o6Gi++OILgoKC8PDw\n4Pfff0culxMREUHz5s1p3LgxQUFBpKTkbKqflZWFg4MD27dvx9fXl4YNG+Lv78/du3c1sgOAsbEJ\nQUNHUc9R+ez0I0cPIZFIsC3k/HnIcXQlEgP2rJjGz6F9+GVqP45uXkbG68IXdRgYGCCT2WNmlrPY\n5cmTVLZvXc/FC2fwbvNZobK379whIyMDe1s7pXRbmQ0A8Qk3S50sgFU1a2I2bmPE8FGUL1++WDP/\nmsrKKlVAAqS9zmRI85os7eXG0t5uDGpmzwdl8h+Dq418dWUnfaxbfdNZyHghRFZXdhIyToFu2oWI\n9hEdXRG1iY6OZvbs2Xz55Zds3boVd3d3Bg0axMOHD4Gc8Ifbt2/zyy+/MHHiRKXY2/T0dIYMGULN\nmjWJiYnBy8uL6OjoYuWflZXF77//zvHjx/Hx8VGkFzX4/Pzzz7i6uhIbG8unn37K5MmTefHiRZE6\nZ2ZmMnjwYMzNzdm8eTMDBw4kMjJSKb9Tp05Rv359fv31V5o2bcrq1avZvXs34eHhbNiwgYoVKzJw\n4ECys7MVMpGRkUyZMoXNmzdz//59fvjhh2LZoSguXb7Ixui1eDZpjq2tfaH3pt67xbPHKdjUb0Lr\nAaE0/LQbN88dZl/ULLXzO3b0AF8N7Ub0r1E4uzahaXOvQu9Pe5YGgLGxsVJ67ufnaWmlThZAKpVS\ntapFofdoW1Za3ggkMKCpPelZWYQfvMavf93GRVaRUV61SyRfXdlJH+tWH3XOS3HGC01ldWmnXIo7\nToFu2oVWkejwrxQhxuiKqM3atWsJDAzE19cXgG+++YaTJ0+yfv16+vXrx969e/n1119xcHDAwcGB\noUOHEhYWBsCff/7J8+fPmTx5MuXKlcPe3p7jx48XGtyfmZmJm5ub4nXR69evkclkTJo0CW9vb7X1\nrl+/Pv379wcgODiYdevWcePGDWxsbArV+ciRIzx69IhZs2ZRvnx5PvzwQy5dusT+/W9W7BoaGjJ4\n8GDKlCkDwIoVK5g9ezbu7u4ATJs2jWbNmnHkyBGaNm0KwMCBAxUL+3r16sWmTZvULktRXLx4jslT\nx2JlVZ2vR4UUeq9cLser/3jKG5tR0bIGAJb2jnwgrcj//foDSVfOUr2ua5F5fljLkZAp4dxOjGfT\nhijmzR7PxMnzVd6fLc9x+lX9QClsIZyuZHWFkUGOrjcfPWfVsZzjXC/fe8aLjCyGfVyTelam/HNX\n82NPC0JXdtLHutVHnd+mOOOFENnSYKfijlNCKA11K/IG0dEVUZv4+HicnJRfW7m4uHDjxg1u3ryJ\nXC7HwcFBce3te+Pj47G3t6dcuXJK148fP64yPyMjI7Zu3QrAtWvXmDJlCt7e3vTs2bNYetvZ2Sn+\nb2JiAuQ40UXpfOXKFWrWrEn58m/2V3R1dVVydKtWrapwcp89e8bDhw8JDg5Wyj89PZ1bt24pHF0b\nGxvFNWNjYzIyMopVHlX8cWgf3y+YgayGLTOnL0AqLfzsdolEQrWa+fdfreHghhw5qXdvqeXoWlhY\nYWFhRV0HJ8qX/4DlS+Zy9coF6tRtUOD90n/rIC3Pj5y052n/XpeqzEtXsrriVWbOF+a5O8phPn8n\nPQEJ2FauoHVHV1d20se61UedcynueCFEtjTYqbjjlBB0Xbe5lLKJVZ0hOroialOuXLl8v1Czs7OV\nXsu/Hayf6wAWdK2g6wUhk8kU/5qamtK3b1+srKz44oucfV4L+sWclZVVZD5yuVwhq0pnIyOjfDrn\n/fy2456ZmQnkhCa87cwCVKxYsVB9hBK9aR0rVy3G2bkRU0JnU6GCcZEyL56mcufSaarXdcW4orki\nPTMzZ5FGOWPVX17Pnj7hXNwJnF2aIDV9syOHnX1tQE7q44cqZW1kNhgaGpKYmKiUfuvfzx/WVB3r\npytZXXHv6SsAjPLMABn+O9ObkZWdT0YourKTPtatPuoMmo0XQmR1ZSch45QQ9HGseZ8R589F1MbO\nzo64uDiltLi4OGrWrEnNmjUxMDDg77//Vlz7559/FP+vXbs28fHxitjYvNfVwd3dnR49evD9998r\nFniVKVNGKfxBLpeTlJSk1vOK0rlWrVrcvHmTV69eKdIuXLig8nmVKlXCzMyMBw8eIJPJkMlkWFpa\nEhYWRkJCgrrFLDaxO2NYEbWIli28mTV9vtpfWvLsLI5uWcqVE3uU0m/GHcHAwBBLe0eVsunpr1m+\nJIxDB3cqpf99/hQgQVbIwpSyZcvi7taIPQeUd87YvXcPplIpDRs4qZDUnayuuPvkFQ/TXtPEvrJS\nupusIsjhSsozreepKzvpY93qo86ajhdCZHVlJyHjlBD0cax5nxFndEXUJiAggClTpmBvb4+TkxMb\nNmwgPj6e8PBwTE1N6dixI9OmTWPGjBk8f/6cJUuWKGSbN29O1apVCQ0N5csvv+TMmTPs3r1bEcuq\nLqNGjWLXrl3MmTOHBQsW4OTkxKNHj1i/fj0ff/wxq1evJk3NQP+idP7444+pUqUKoaGhDBs2jCtX\nrrBu3TqqVKlSqI2+//57KlasiJ2dHREREZw7dw57++It8lCX1NTHLFu+EEtLKzr6duHqtStK162t\nqmNmVrFAWeOKVajt3ooLh7ZiaFQGC9u6pNy8xPmDW3Bs6oNpFSuV+ZpXsaBlKx9itqzFwNAQW7ta\nXLl0nthtv/LJp+2xrm6jUhZg2KAhBA4dxIixo+n6WWfOnD3LqrWrGTNitNIseWmSzUtxthcTIrvh\n1B2CWn7IsBY1OXT1AdUrfkBX1xr8dSuV26nFO/JU3Xx1ZSd9rFt90lnIeCFEFnRjJ6HjVF7eVbvQ\nGmLsAiA6uiLFwNfXl0ePHrFgwQIePXpEvXr1WLVqleI1/bfffsu3335LYGAgFStWxN/fn++//x7I\nmXldvnw5oaGhdO3aFQcHB/r06cOVK1cKyzIfZmZmjBo1iqlTp9K7d28aN27MmDFjWLx4MQsWLKBb\nt25FLlR7O9xh6tSpTJs2rUCdJRIJkZGRTJo0ic6dO1OrVi26du3KsWPHVD570KBBvHz5ktDQUJ4/\nf46TkxMrV67ExMSErKwsrR9GcfKvo2RkZHD//j2+/ib/aXFfjwqhtXd7lfIfdRmC1LwaN84c4vyB\nzRibmePWthcNWnYqMu/+A0ZR1cKaPw7s4OGDFMzNLejWM5D2vj2KlPX0aMIP34cTsSSS4aNGYGlh\nwTejx9D/i76lVjYvQuqyOLKnElMJP3CNTs7WjPSqzfPXWey/cp8tZ9V7c6FJvrqykz7WrT7pLGS8\nEDrW6MpOQsapvLyrdiGiXSRyIdMSIiLvMY8ePeLKlSuKRWQAy5cv5/jx40RFRelMr1vxjzWSW/93\nssZ5etlU0ljWw9Gy6JtKGU/Tit5MviT4aodmR09HdMi/qFBdTE00P6FJiJ2E5CsEfdNZiL6pT18V\nfVMJYGut/sI2bXLyUorGsg4yzcc4Qe2ifMnNN778n27qH+CDiuWLvukdIcboioioIDs7m8GDB7Nx\n40aSk5M5cuQIa9asUdrDV0RERERERKT0IoYuiIiooGrVqoSHh7Nw4UJmzpxJlSpVCAwMpHv37kUL\ni4iIiIiIiOgc0dEVESkEb2/vYh1OISIiIiIiUhrQ8pIQvUWM0RUR0TM0jdEVQiXT0hNv9S4QEnN3\nK1nzAxw0tbOu4l11FRMpBF3ZSlOE2NjS7AMtaqI+uorRFdL3hCCovCUYo/vqie5idMublZ7vDDFG\nV0RERERERERE5L1Ep47uhAkTcHBwwNHREQcHB6U/R0dH/vrrrxLN/9ixY0r5Ozo64ubmxqBBgzh/\n/rzaz9m5cydPnjwBcvbZ++WXXzTW6fnz54wePZpGjRrRuXNnLl++rPLexMRElfZzcHAgMDBQcU/u\nAQtCCQ8PJyAgIF96VlYWDg4OnDlzRiv55CUjI4Po6GjF5969e7N06dISyasgWrZsyfbt299ZfsVB\nLpcTu2MLQ4P86dTFi34B3Vi6fCEvXjwvUdm3SbmfwqftWnAm7nSx9dcn2cNHj9Ctd09cmrjj1b4t\nUat/UktOl3bWVGchZd2xfQNjR/ZlQF8fQsYN4ujh/UUL5kFf6lZXspraWZfjha7spI/lFdEeOo3R\nDQkJYcyYMQDs2LGDVatWsXnzZsWmzGZmZoWJawUjIyP+/PNPRZ7Pnj1j/vz5DBkyhP3791OhQoVC\n5W/fvs3o0aM5dOgQZmZmHD9+nBkzZtCrVy+N9Fm0aBFJSUls3ryZ5cuXExISwubNmwu8VyaTceTI\nEcXnzz77jKCgINq0aQPknM6Smpqq9b1btf08ddi6dSsrVqwQF4IVwIbotaxes5we3f1xcW5EUlIi\nP61ZTkJCPHNmLSwx2VzupdwjeHSQ0gl16qJPsnHnzzE0+Et8fdozcngwp8+eYV7492RlZzEoYECh\nsrqys6Y6Cynrpo1R/B67ka49ArCvWZdzZ0+wdNEsDAwM8GzaqsTKKkRWSHl1JaupnXU1XujKTvpY\nXm2hi+/q0ohOHV0TExNMTEwAkEqlGBgYULly5SKktM/beZqbmxMSEkLLli3566+/aNmyZaGy2dnZ\nSo1JLpcLalw3btzAzc0NOzs7WrRowf79qn+hSyQSzM3NFZ8NDAwwMTFRSktNTdVYl9KEGEpeMHK5\nnOjon/Ht0IWAfkMAcHVxRyo1ZXbYFK5dv0LtWnW1LpsrH7tzOz8sXqCR3vomG7E4kvqO9ZgzfRYA\nzZs2IyMjg2Urf6RfH3/Kli049lOXdtZUZ03l0tNfs+f3LbT16UoHv88BqFfflZvxV9mza0uRjq6+\n1a2uZDW1sy7HC13YSV/LK6Jd9CJGNzo6Gh8fH5ydnenRowenT795HdWyZUu2bNlC165dcXZ2ZtCg\nQSQnJzN8+HBcXFzo3Lkz8fHxxcrPwCDHLLkN8e7duwwdOhQXFxe8vb1ZvHgxcrmcrKws2rZtC8An\nn3zCkiVLCAwMJDMzE0dHR06fPo2DgwPXrl1TPPvBgwfUr1+f5OSCN+/38PBgy5YtXLt2jZ9//lkr\ne7bK5XJ27dqFt7c3Li4uDB8+XOmY3BMnTtClSxecnZ3p1KkT+/bt00qeERERNG/enMaNGxMUFKQU\nPnH16lUGDBiAm5sbzs7O+Pv7k5CQAOSElLRp04bJkyfTuHFjoqKimDRpErdu3cLR0VHxnOTkZPr0\n6UPDhg3p1auXws65YRQRERF4enoSHBxcZDkzMjKYOXMmLVq0oEGDBnh5eSmFSrzNmTNncHV1ZevW\nrQA8ffqUr7/+mkaNGtGyZUtmzZpFenp6vrK4u7uzatUqkpKSCAwMxNXVlWbNmjFr1iyys7M1svOL\nF8/x8vKh1SetldJlMjvkcjl3794pEVmAa9evEvbdLHx9OjI1dHqxfozom2x6RjonT5/C+1MvpfS2\nrduQlpbG6bOqQ3Z0ZWdNdRZSViOjMkyeHkm7Dt3zpBuRkVH0wQf6Vre6ktXUzroaL3RlJ30sr4j2\nKfWObnR0NLNnz+bLL79k69atuLu7M2jQIB4+fKi4Z+HChYwbN45169Zx/vx5OnfuTMuWLdm0aRNl\nypQhPDxc7fweP37MvHnzqFKlCg0bNkQulxMUFISVlRVbt25l5syZbN26lR9//BFDQ0M2bNgAQExM\nDAEBAYSHh2NkZMSRI0dwdnbG1dWVXbt2KZ6/e/dunJycsLa2LjB/f39/jI2N6dixI9bW1oSEhGho\nOWW2bt3KDz/8wOrVq4mLi2PlypUApKSkEBQURI8ePYiNjSUwMJBvvvmGuLi4Yj0/75fK6tWr2b17\nN+Hh4WzYsIGKFSsycOBAsrOzyc7OZujQodjb27Nt2zZ++eUXXr9+zfz58xXyiYmJyOVyNm/ejI+P\nD+PHj6dGjRocOXIECwsLALZs2YKfnx+//fYbVlZWDB8+XEmHP/74g40bNzJy5Mgiy7l48WKOHj3K\nokWL+P333/Hz82PatGn5ZsRv3LjBsGHDGD16NJ065RyTO27cONLT09m4cSMRERHExcUxc+bMfGWJ\niYnBx8eHadOmYWpqyrZt24iMjGTnzp0qw1OKwtjYhKCho6jn6KSUfuToISQSCbY2NUtEFsCqmjUx\nG7cxYvgoypcvX6w3Gfome/vOHTIyMrC3tVNKt5XlHH8dn3BTpayu7KypzkLKamBggExmj5lZzo4K\nT56ksn3rei5eOIN3m8+K1Fnf6lZXspraWVfjha7spI/lFdE+pX4f3bVr1xIYGIivry8A33zzDSdP\nnmT9+vWKmbru3bvj4eEBQJMmTXj69KkilrNjx44KZ7QgMjMzcXNzQy6XI5fLef36NXZ2dixYsABj\nY2P+7//+j0ePHjFlyhQAbG1tGTt2LFOmTGHw4MFUqpQz0FSqVIny5csr4opzwyE6dOjAL7/8wldf\nfQXA77//TocOHQrU5dWrV4wcORKADz74AAsLC8qUKcOLFy+KjBUuivHjx1OvXj0A2rVrp1jktm7d\nOlq2bMnnn+e8/pLJZFy4cIHVq1fj4uJS4LNOnDiBq6trvvS3v1hWrFjB7NmzcXd3B2DatGk0a9aM\nI0eO4ObmRp8+ffD3f/P6plOnTvz8889Kzxo8eDAymQwAY2NjDA0NlcJM2rZtq9B72rRpfPzxxxw7\ndkzRFnr37o2NTc7AMn/+/ALLuWbNGlxcXKhfvz4tW7bEySlnUBs8eDBLly4lMTFRUcf3799nwYIF\n+Pv74+/vD8DNmzf5888/OXXqFB98kLOVz9SpU+nWrRvjx48vsCxJSUm4ublhZWWFTCbjxx9/1Go8\n+qXLF9kYvRbPJs2xtbUvMVmpVIpUKtVIR32TTXuW8wbE2NhYKT338/O33pCow7uws6Y6a6usx44e\nYEnETECCi1sTmjb3KlJG3+pWV7Jvo4md3+ZdjBelwU7F1VmIrLZ1FhFGqXd04+PjFc5HLi4uLty4\ncUPxuUaNGor/lytXjurVqyt9zn2NXBBGRkaKV9ASiQSpVKrkdMTHx/Pw4UMlx04ul5Oenq70+l8V\nPj4+zJkzh+vXr2Nqasq5c+dYuLDgIPbp06dz7949tm7dysGDBxk/fjwfffQRs2bNomPHjgwZMqTI\n/ApCIpEonCzIiY3OtcmNGzc4dOiQUvmysrKoVauWyuc5OzsTFhamlJaVlUW7du2AnAV9Dx8+VPwQ\nySU9PZ2EhAQ+/vhjPv/8czZt2sSFCxeIj4/nn3/+wcrKSklnVbPeuTRs2FCpTDY2NsTHxysc3bfl\niyqnt7c3R44cYc6cOQp9JBIJWVlZivvDw8PJysrC0tJS6blZWVk0bdo0n36JiYkFlmXQoEGEhISw\na9cuPv74Yzp06ICjo2OhZVWXixfPMXnqWKysqvP1qOK9DRAi+76TLc8JLVE1SygxUP/l2Luys6Y6\na6usH9ZyJGRKOLcT49m0IYp5s8czcfL8ogXfMULKqyvZtxFi53c1XpQGO4F+lFebiGvRcij1jm65\ncuXyNZbc19+5GBoaKl03KGYjetsJzEtWVhZ16tQhIiIi3zVjY2MePy58835zc3OaNGnC7v9n78zj\nqdreP/45lFTGuDSpNDkyRcZChdyI5lyUus2jNCmalEYNt7o0z6luNxWibiGlSUqFVBIlojSYI8Ox\nfn/42j+Hc5xjutJd79fLq/ba61nPs9bea51nr/2sta9fh7S0NAYMGAB5eXmeef/55x/s2LEDkpKS\nGDlyJB49eoTFixcjPz8fpqamdapTdaq3SWWoAYfDwdixYzFz5kyu861bt+Zblri4eI02q+oQlpWV\nAQB8fHyYGdVKZGRkUFBQgHHjxkFBQQFmZmYYOXIkEhMTcebMGS57q1/X6lQ/X15ezmV3mzZtuOyr\nrZ47duxAQEAAxo0bhzFjxmDt2rU1vohmbm4ObW1t7Ny5E5aWlpCWlgaHw4GMjAzPeF5FRUVkZWXV\nqMuoUaMwaNAghIaG4tatW1i4cCHmzJlTI/SirtyKCMPOXRuh1LU7Nm3YBUlJ4Tcxb4jsfwHJ/y2a\nLai2kr/gW8H/zgs3k/hvtnN9bW6suioodIKCQieosDUgLt4Wh/ZvQ+KrePRVURe+Ev8CDalvc8lW\npb7t/G+OFz9CO7WU+lIanx8+RrdHjx414kVjYmLQs2ftcW2NhbKyMtLT0yEnJwclJSUoKSnh7du3\n8Pb2BovFAovFErjoYcSIEQgPD8etW7f4hi0AFeEKX79+ZY5XrlyJ8vJyKCgooE+fPo1Wp6ooKyvj\n3bt3TN2UlJRw7do1BAcH17tMWVlZSEtL4/Pnz0yZioqK8PLyQkpKCh48eICcnBz4+vpi6tSpMDQ0\nRHp6eq3tyOvJODExkfl/Tk4O0tLS+N4Xgur5999/Y926dVi8eDGsrKyY2fqqNpmbm2PSpEmQl5fH\nzp07mXJzc3MhKirKlFtQUAAvLy+UlpbytOWPP/5AVlYWHBwccPDgQcyfPx8hISECWrV2/C6cwdZt\nHujXTxM7tu2DrKzwu5c0RPa/QjelbhAVFWVm6St597/jXkKMR/92O9fX5obUNT8vF3dvhyA/L5cr\nvYdyHwAE2VlfeAs2Iw2pb3PJNrSd/+3xornaqSE2N0S2MWymNB4/vKM7depUnDx5EkFBQUhJSYGX\nlxfevHmDcePG/Sv6TU1NoaioiGXLliExMRGPHj3CunXrmG3RKuMyExISUFRUhHbt2oHD4SAhIYEJ\nD7C0tERSUhKePHnC7HHLi/Hjx+PPP/9EZGQkXr9+jVWrVkFaWhqlpaVYsWIF16xpXajNgXR0dMTT\np0/h7e2Nd+/eISAgAN7e3lzhIPVh6tSp2LlzJ27duoWUlBS4u7sjNjYWysrKkJGRwbdv3xAaGor0\n9HT8/fffOHfuXK0hJu3atUNOTg5SU1OZdggMDMTFixeRlJQEd3d39O7dm4kJFqaef/75J1NPGRkZ\n3Lx5E+/fv0d0dDTc3d3BYrFq2CQqKopVq1bhwoULePbsGfr27YuBAwdi6dKliI+PR3x8PFauXInS\n0tIa8VmVJCUlYcOGDUhMTERiYiJu374NNTW1+jQzACD4qj+OHNuLwaYW2LzhD7Rrx1tvY8v+lxAT\nE4OuzgCEhIdypV8PDYGUpCQ01TX4SFbQHO1cX5sbUteSkmIc2u+FiJtXudKfxUUDYEFJwMK75qAh\n9W0u2Ya0c3OMF83VTg2xuSGyDbW5sWA149+PxA8fumBjY4OvX79i165d+Pr1K/r164fjx48zr8Sb\nekNkUVFR7N+/Hxs2bMBvv/2Gdu3awdraGq6urgAAeXl5jBgxAs7OzlixYgUmTJgAAwMD2NnZ4c8/\n/8SQIUMgISGBQYMGoaysDDIyMnx1OTs7o7i4GIsXL0ZJSQmMjY1x9uxZZGZmYv369cjPz69Vnm88\nUC1tpKSkhAMHDmD79u04fPgwOnbsiFWrVjHxtnWhqp6ZM2eiqKgIq1evxrdv36ChoYFjx45BQkIC\nurq6mDVrFjw8PFBaWgo2mw0PDw+sWbOGbyiIkZEROnfuDFtbW/z9999gsVhwcnLCuXPn4OnpCV1d\nXfz5559868yrnqtXr2bquXXrVqxfvx42NjZQVFSEvb09REVF8fLlSxgZGXGVZ2RkBHNzc3h6esLP\nzw/bt2/Hpk2b8Pvvv0NUVBRDhgypdbeMjRs3Yt26dXBycgKHw8HQoUPh7u5e5/YGgOzsLBw8tAeK\nip3JfDepAAAgAElEQVQw0mYsEl+/4jrfuVMXSEvzvmcaIsuLhux13BJk586cjWlzZsLFdQnGjR6D\nJ0+f4rjvSSxzWcIVJlOd5mzn+tpcXzk5eQUMHmoF/0u+EBEVRfcevfHqZRyCL5/DEDNrdO7Sja9s\nQ+vaENn61re5ZOvbzs05XjRHO7XU+lIaFxahO/H/K9jZ2WHSpEkYOXJkc5tCaeG8e/P/DwPXQ4Kx\na88WvnmXLl6FYRbWPM/VRVZWSrxWmx4/jca8hbOx3/sQdPoPqDVvS5CVkuC9mXvYzXB47/fB25QU\nKCooYKK9I36fNJkrz7uMPK7jf6Od+dkrrM31lXv4suanxTkcDq4E/Y27t6/jy+dMyMkpYKiFDaxt\n7LjysZVk61VXYWiqa8uPppTl1caAcO2sKN2WS+bfGi+6d+Ydw9rUbdyQvledf62+4k0331haIHjv\n6qaidS1j0r8NdXSbmAcPHiA6OhqnT59GREQEfZKjNJiqju6/hSAH7GejNsdRENV/bOtCfdu5IfY2\nBH5OmDAIcnSbiuZqq/rSkDau7uj+W/Bz/JqahvS9htCg+lJHt8n54UMXWjqXLl3C7du3sXHjRurk\nUigUCoVC+Vf40WJlmwvq6DYx27Zta24TKBQKhUKhUP6T/PC7LlAoFAqFQqFQKPWBxuhSKC2MvC+F\n9ZJLSMuut84bqfWXnT/ox9tS6kflWvyHeskNV+8kOBMfmitmNa8B8YMtLc62uWiRMasNoCHxzPqq\nioIzNQVNGKNb9q35YnRbtf9x+iid0aU0GEdHRyxfvpznucDAQOjr6/P9eEJ98fPzA5vNxvTp03me\nHzt2LNhsNjIz6z/wVYXD4YDNZuPJkyeNUl5TkvkpE2bDTfEk5rHAvIQQXAn6G66LJmP6ZCusWjET\n9+/eEEoPp6wUJ90m4MSK8Vx/Z9ZMajJ7/+uyZ/dvxM6VU+ssVx+9d+/fw3jH39DfQBfm1r/i2MkT\nQutqiGx97W1Om1uSLCEEwVcuYc48J4waa44pU8fjwKE9KCz81qSy9bW3obINGeOay2ZK40JjdCkN\nxsbGBrt370ZZWRlateK+pa5du4bhw4fX+knh+tKqVSs8fPgQ37594/o4w8ePH5GQkNCoeyyLiori\n3r17te5j/CPwMfMjFi6Zh2/fhPvhuXD+GP4JPo9xdlOh3FMFsU+jcGDvZoiIiMBw4NBaZbM/pgIE\nMHVYBMkO/z8bUpfvuNfV3v+ybMyDcCTERkJGru4zT3XVGxMXizkL58PGyhqLFizE46dPsH33TnDK\nOZg5lffDZWPI1tfe5rS5pcn+7eeLk6cOwW6CE/prDUB6eipOnDqElJQ32Lp5T606GyLbXO3UkDGu\nuftBQ2HR5WgAqKNLaQSGDx+OzZs3IzIyEiYmJkx6QUEB7t27hyNHjjSJ3s6dO6O8vBx37tzh+sBF\nWFgYNDU1ERsb26j65OTkGrW8xoQQguCrQfhz3y6hZUpKihHyzyX8ajUOI2ztAQD91LTx9k0iQq5d\nEvgjkJXxFiwREfTQMISIaN2GkvrY+1+VBYD83CxcPX8QUrLy/4pe730+UFPth60bNgMAjAcOQmlp\nKQ4ePYwpE50gJsb/tWRDZBvSTs1lc0uSJYTAz+80bEaMxdQpswEA2v11ISkphS1eHnid9Ap9eqvw\n1NcQ2eZqp4aOcc11bSmNCw1doDSYDh06wMjICCEhIVzpYWFhkJWVhb6+PoCKmdYFCxZAT08PGhoa\nGDt2LGJiYgAAqampUFNTw7Vr12BhYQEtLS3MnTsX+fn5teo2MzNDeHh4Db3VP7Wcm5uLVatWYdCg\nQdDT04ObmxsKCgoAAJGRkbC0tMTatWuhp6eH48ePw9XVFStXroStrS2MjY3x7t07rtCFe/fuYdSo\nUdDU1ISlpSX8/PzqpOvMmTMwMTGBtrY23N3dUVZWVtdm5+J1UiK8dmyGjdVIrFu9QaivQrVq1Rpr\nN/hg+IgJ1dJbobRUcGxXVkYKpBW61NnJra+9/1VZAAg4tQe9++mgp4pWneTqo7ektAQPH0fDwsyc\nK/3XYZYoKCjA46f8w3caIltfe5vT5pYmW1j4DebmVhg6ZBhXupJSDxBC8OHDe746GyLbXO3UkDGu\nOfsBpXGhji6lURgxYgRu3LjB9cN07do1WFv//1dnli5dClFRUfj5+SEgIAAKCgrw9PRkznM4HBw7\ndgx79uzBqVOnEBMTg5MnT/LVyWKxYG5ujoiICJSXlwMA8vLyEB8fD2NjYy5b5s6di+TkZBw+fBhH\njx5FYmIiVq5cyZxPTU0FIQSXLl1ibL58+TJcXV1x4MABdO3alclbVlaGRYsWwdbWFiEhIViwYAHW\nrVuHlJQUoXRlZGQgPDwcJ06cwJ49e3D16lUEBQXVtcm56NSxM/zPX4bLgsUQFxcXKmxDREQESkrK\nkJau2Lg/NzcbQYFn8Tz+CSwsRwuUz8pIAYslgpAjnji9eiL+WjcF9y8eRGlxUZPY+1+Vjb57DRmp\nSbBxmCe0TEP0pr1/j9LSUih378GV3l2p4rOyb1LeNolsfe1tTptbmmz79hKYN2cx+qlqcKXfux8B\nFouF7t34LxxtiGxztVNDxrjm7AeNBYvVfH8/EjR0gdIoDBs2DOvXr8ejR4+gr6/PhC24uLgweSwt\nLWFtbY1ffvkFAGBvb4+FCxdylbNo0SKoqakBqHCenz17VqteXV1dAMDjx4+hp6eH8PBwGBoaQlz8\n/78w9fz5czx9+hShoaGMw+rl5QVbW1ukpaUBqHCaZ82aBSUlJUZOS0sLpqamACqc8Ery8vKQn58P\neXl5dOzYESNHjkTHjh0hLy+PFy9eCNTF4XCwdu1adO/eHb169cLAgQPx7NkzjBkzRtjmroGkpCQk\nJSXrLR95Pxz7vTcBYKG/jgEGGpsLlMn++A4A0NdgGLTMJ+BLWhJiws4j99N7WM3d0GT2/pdkc75m\n4prfEYydugTt2tddvj56C/Ir3j5UjXuvevztf28nGlu2vvY2VO9/TbY6LxOe47yfLwwNjNG9u7LQ\ncnWR/RHqWtcx7kewmdI40BldSqPQvn17mJqaMuELISEh6Nq1K1RVVZk8jo6OuHv3Ljw8PODk5ITF\nixczM7FAhbPZrVs35lhCQkLgK31RUVGYmpoy4Qs3btyAhYUFUx4AvHnzBrKyslyzsn369EH79u3x\n5s0bJm/nzp25yu7SpQtPnR06dICdnR3c3NxgZmaGjRs3QkpKChISEkhOThZKV1WHWph6NjW9eqti\nlcduTJ7qjMSEeGzf4lZrfkIIzH93w4j5W8A2+hWKyqpQM7WF0ZhZ+JSSgPRXT/8ly39u/E/tgYqm\nPvr1H/iv6SwnFX2S32xqbYsNGyLbEJrL5pYoW5Xnz2Oxes1idOrUBUsXrxJKpj6yP0Jd6zrG/Qg2\nUxoH2tqURsPW1hZhYWEAgOvXr8PGxoY5V15ejsmTJ8PX1xddunTBzJkzsXXr1hplVN+dQZgYPXNz\nc4SHh6O4uBiRkZEwMzPjOt+mTRueA055eTkzUysiIgJRUdEacvzw9PREcHAw7OzsEBMTgwkTJiAy\nMlJoXSLVBrrm3s5aQaETVNgasLAchUlT5iPhZRwSX8Xzzc9isdCxpxpkFLtypXdl64CAIPvDu6Y2\n+afnwc0gZKanwGrCLJSXc7jeKpSXc5rsnpGUkAAAFFTb8aDgW8H/zvOfcW2IbENoLptbomwltyLC\n4LbKBYqKneC12RuSksLvfVtX2eauK1D3Me5HsJnSOFBHl9JomJqaorCwEFFRUbh//z5sbW2Zc4mJ\niXj69ClOnjyJWbNmwdTUFJmZmY3yY21iYoIPHz7g9OnT0NDQgJQU96CrrKyMrKwsJnQAABISEvD9\n+3coK9ftVR0AfPr0CZ6enlBWVsacOXNw4cIF6Orq4saNG1BWVsbXr18bTVdTkp+Xi7u3Q5Cfl8uV\n3kO5DwCC7KwvfGUL87KRGBWGbzlfudLLyioWeLRp3zwbxv9MvHhyD4UFedi2fCLWzRuJ9fNHIubB\nDeR8zcS6eaNw68pfTaK3m1I3iIqKIjU1lSv93f+Oe/XkH4vZENmG0Fw2t0RZAPC7cAZbt3mgXz9N\n7Ni2D7KyHWrN31DZ5qprQ8a4ltgPKLyhji6l0RATE4OFhQW2bt0KNpvNFYYgJSUFUVFRBAUFISMj\nA1evXsXevXtRXl7OhC/U1+lt3749DAwMsG/fPiZsoWp5ffr0wcCBA+Hq6or4+HjExsZi5cqVMDIy\nqpfzKSMjg+vXr2PLli1IS0tDVFQUXr16BTU1NfTp0weDBg1qNF1NSUlJMQ7t90LEzatc6c/iogGw\noFTL4hJSzsH9SwfwKop7p423MfcgIiIKRWVVPpIUYRk1yRlzVu7GnJV7mL++GvqQlO6AOSv3QNdk\nuOBC6oGYmBh0dQYgJDyUK/16aAikJCWhqa7BR7Jhsi3R5pYoG3zVH0eO7cVgUwts3vAH2rVrzzdv\nY8k2V10bMsa1xH5QnZa0GK2kpAQrV66Enp4eTExMcPz48UZrB7oYjdKo2NjYwN/fH+7u7lzpnTt3\nxpo1a3DgwAHs2LEDPXv2hIeHB5YvX44XL15ASkqqQR94MDc3x927d7kc3arl7dixAxs2bMCUKVPQ\nqlUrDBs2DG5utcdoVaeyPDExMezfvx+bN2/GyJEjISEhAQcHB2YxWWPoaijCPDTIyStg8FAr+F/y\nhYioKLr36I1XL+MQfPkchphZo3OXbnxl28vIo4/uUMRHBEK0VWsodFdB5tuXiLt5CaoDrSAlX7dP\n0jZkZv9nlZVTrBkj3q69JERbtUbnbr2aTC8AzJ05G9PmzISL6xKMGz0GT54+xXHfk1jmsqTWkJ6G\nytbX3ua0uSXJZmdn4eChPVBU7ISRNmOR+PoV1/nOnbpAWpr3R3EaItscdQUaNsY1l83/Vby8vPDi\nxQv4+vri/fv3WLFiBbp06VJjq9D6wCLNHRxIoVDqRN6XwlrPP34ajXkLZ2O/9yHo9B/ApCekZdfI\ny+FwcCXob9y9fR1fPmdCTk4BQy1sYG1jx5XvRmpN2XJOGeIjApH8JAIF2Z/RXloOfQ2GQX3wKK58\n8wfV/pqOn73C8LPJXov/UKvspRN/IOV1PJZsOsaVPlxd8IMFP71SErw3rg+7GQ7v/T54m5ICRQUF\nTLR3xO+TJgvUI6xsXkHt+5jW1k7NZXNLk32XkceV/3pIMHbt2cK3vKWLV2GYhTXPc3WR7d6Zd+hS\nU7fTw5c1P/ku7Binr8r7i4NNfm3Fm26+kRQ13yJnVlvh61VUVARDQ0McPXqU2Ulp//79iIyMxKlT\npxpuC3V0KZSWhSBHlx+8HF1h4eXoCosgR5fy/whydPkhjKPLD35OY1MjyNGtjeayuaVR3dH9t+Dn\n6DY1vBxdYeHn6DY51NHF06dP4eTkhJiYGLRqVSH38OFDzJo1i/moVEOgoQsUCoVCoVAoPxk/2ocb\n+PH582fIyMgwTi4AyMnJobi4GNnZ2ZCVlW1Q+XQxGoVCoVAoFAqlWSgqKoKYGPdbmsrjkpL6v/mp\nhM7oUigtDCn5dvWS06+nHADoa/P+eAalcbEbUr9FZi0RqSZ8ZUupoHtP4bcN+xmg41Q1Wkgfa9Om\nTQ2HtvK4bdu2DS6fzuhSKBQKhUKhUJoFRUVF5OTkcH0p9cuXLxAXF6+xL359oI4uhUKhUCgUCqVZ\nUFVVRatWrbgWnkVHR0NdXb1RyqeOLoVCoVAoFAqlWRAXF8eoUaPg4eGBZ8+eISwsDMePH8eUKVMa\npXy6vRiFQqFQKBQKpdn4/v071q9fj+vXr0NSUhIzZsyAk5NTo5RNHV0KhUKhUCgUyk8JDV2gUCgU\nCoVCofyUUEeXQqFQKBQKhfJTQh1dCoVCoVAoFMpPCXV0KRQKhUKhUCg/JdTRpVAoFAqFQqH8lFBH\nl0L5ibh48SLYbDYuXbokVH42m831N3DgQKxZswZFRUVCyefl5WHr1q0wNzdH//79MWLECJw8eRK1\nbeZiZmbG6FNVVYW2tjYcHBxw9+5dgfqqylb9U1VVxaNHj+otP3HiRIGyRUVF2L17N6ysrKClpQVD\nQ0MsXLgQSUlJAnUGBATUSPf394eZmZlAvZU4OTnBx8dH6PwN0cdms2u05+3bt6Guro69e/fWWVYY\nfaqqqvj48WONc2fPngWbza617mw2G66urjXSha3z58+fsWbNGpiYmEBLSwu2trY4duwYOBxOrXLV\n7yd1dXVYWVnh5MmTAnUCQFZWFjZu3AgzMzP0799fKL3VdaqqqsLAwADz5s3j2X7VKSsrg7e3Nyws\nLKChoQEzMzNs3boV3759q1XO3d2d0VfX/lffPuDo6Ijly5fzPBcYGAh9fX2UlpZypc+aNQurVq3i\nSgsODuZ5D+3duxdjx46tUfbSpUsxZMgQFBcX1zg3depUODo68rUZANLT02u0VeX/VVVVa5WlND4t\n40PIFApFKK5evYru3bvD39+f5wDOCx8fH2hra4PD4eDjx49Ys2YNtm3bBg8Pj1rlcnJyYGdnB0VF\nRWzZsgVdunRBXFwcNmzYgLS0NKxevZqv7OrVq2FlZYXy8nLk5ubC398fs2fPxpEjR2BkZFSr3krZ\n6khLSwtVX17yrVu3rlWmsLAQDg4O+P79O9zd3aGiooLs7Gz4+vrC3t4egYGB6NKli1D6q8Jiseos\n0xDqqy82NhYuLi6YNGkS5s+f38hWVdCqVSvcuHGjxkPHjRs3ICIieE4mODgY48ePh4GBAVe6oDp/\n/PgR9vb26NWrF/bs2QNFRUXExcVh+/btePDgAQ4dOlSrfNX7qaysDJGRkVi1ahVkZWUxcuRIvnKZ\nmZlwdHSEsrIydu7cCQUFBaH1VtXJ4XCQnJyMtWvXws3NDSdOnKjV3u3btyMyMhKbNm2CkpISUlNT\nsWnTJqSkpODAgQN85VatWoVly5YBAK5cuYLjx4/j4sWLzEOtsP2vOrVdHxsbG+zevRtlZWVo1Yrb\nXbl27RqGDx9eo+/q6uoiKCiIK+3hw4dQVFREVFQUFixYwKTHxcVBT0+vht4VK1bA2toaBw4cgIuL\nC5MeEhKC6Ohonk57VTp37ox79+5xpRUWFmLKlCno27dvrbKUxofO6FIoPwlZWVl48OAB5s+fj+jo\naKSnpwslJy0tDTk5OSgoKEBTUxOzZ8/G1atXBcrt2LEDbdq0wbFjx6Cvr48uXbrAysoKmzZtwtmz\nZ/Hu3Tu+shISEpCTk8Mvv/yC3r17w9XVFSNGjMCWLVsE6q2Urf5X/YewLvKCvqfu4+OD7OxsXLx4\nEUOGDEGnTp3Qr18/bNmyBZqamjh+/LhQulsib968wZw5czBixAi4ubk1mR49PT2Eh4dzpRUUFCAm\nJkaoWbAuXbpg/fr1KCsrq5NeT09PKCkp4ciRI9DR0WHu4zNnziA6Ohpnz56tVb7q/aSoqIjRo0fD\nyMgIISEhtcpt3rwZXbp0weHDh6GtrV0nvVV1KigowMjICAsXLkRUVBQKCgpq1RsQEAAXFxcYGBig\nc+fOMDQ0xLp16xAREYEvX74IpVNSUhIiIiLo0KFDnftfXRg+fDgKCwsRGRnJlV5QUIB79+7Bxsam\nhoyuri7evHnD9VYqKioKU6dORWxsLEpKSpj02NhYno6ugoICFixYgGPHjuH9+/cAgOLiYmzduhXT\npk1Dr169arWbxWLVGGP+/PNPFBUVYfPmzXVqA0rDoY4uhfKT8M8//0BKSgojR46EgoKCwFkHfoiL\niwvMU1JSgqtXr8LJyanGjMrQoUNx4sQJdO7cuU567ezs8Pr1a6SlpdVJrqkhhCAgIADTpk2DhIRE\njfPbtm3j+3q1pZOZmYkZM2ZAX18fGzZsaFJd5ubmePjwIdcr9IiICOjp6aF9+/YC5RctWoRPnz7h\n6NGjQuv8+vUrbt68iVmzZtWYWezUqRPGjh0LPz8/4SvxP1q1agUxMTG+53NycnDjxg3Mnj270fRW\n9kNRUdFa87FYLDx48IArvEhHRwfBwcGQlZWtk86mpkOHDjwfGsLCwiArKwt9ff0aMhoaGmjdujWe\nP38OoGLGPiMjA7/99hskJCTw+PFjAMDbt2+Rl5fH09EFKkKFunXrhu3btwMADh8+jFatWtXrjcbV\nq1cRFBSEDRs2oEOHDnWWpzQM6uhSKD8JV69exZAhQwBUxMQFBgbWuYysrCycPn0ao0aNqjVfWloa\nioqKoK6uzvO8vr6+wHCA6vTu3RuEEIExr/82qampyMrKgo6ODs/z8vLytTo1/PjRP0qZm5uLGTNm\nIC8vD15eXk0eZtG3b1907NgRd+7cYdJCQ0Nhbm4uVFspKipiwYIF2L9/v9BvMyqdIX73sY6ODhIS\nEmrEgfKjrKwMISEhuHv3LszNzWvVy+FwoKGhwfP8gAED6qQ3NTUVhw4dgqmpKdq2bVtr3smTJ8PX\n1xdmZmZYt24dQkJCUFRUhF69egl0kpuDESNG4MaNG1z3wLVr12Btbc0zf+vWraGhoYG4uDgAFbO5\n6urqaNu2LXR1dREVFQWgYja3T58+fEMuREVF4eHhgdDQUISFheHYsWNYt25dnft6ZmYm1q9fjzFj\nxsDCwqJOspTGgTq6FMpPwMePH/HkyRNmILW0tERaWhoze1EbM2fOhLa2NrS1tTFw4EC8fPlS4DfG\n8/LyAACSkpINN/5/VJYlaFGMh4cHY2/ln62trdB6qsvr6Ojg+/fvfPNnZ2eDxWJBRkaGSYuMjGRk\nhdHPy+Z169YJbXNzsG7dOoiLi4PD4dRplrQhmJmZMeELJSUluH//fq0OY3UmT56MHj16CD37nJub\nC4B/fGllemU+XlS9tpqamnB3d8e0adMwYsQIvjLZ2dkAwHemulJvTk6OUDrHjBmDvn37Ytu2bXx1\nVjJv3jzs2LEDnTp1gp+fHxYuXAgTExOhF7D+2wwbNgxFRUXMYrfKsIXa4p/19PS4HN3KuG0DAwPG\n0Y2JieE7m1uJrq4ubGxssGjRIpiZmWHgwIF1tn/lypWQkJCodc0CpWmhi9EolJ+A4OBgiIuLw9jY\nGEDFQC8lJYWAgAAMGDCgVtlNmzZBU1MThBBkZ2fj9OnTcHBwwOXLl/m+ZpORkQEhBLm5uVBSUmqU\nOlTGFvIKD6iKi4sLhg0bxpVWl/hAXvK1hWtISUmBEMI490DFTN/ly5cBANevX8dff/1VZ53CyDUn\n8vLyOHbsGC5cuICdO3di2LBhTb6QxtzcHM7OzigvL0dkZCT69u1bp1e9IiIi8PDwwMSJE3Hjxg2B\n+Ssdys+fP0NRUbHG+U+fPnHl40XVaysmJgYFBQWBs9+VD02ZmZk8Q3wq7zV+fWHhwoWwtLTEt2/f\n4O3tjfT0dCxevFjoBWE2NjawsbFBbm4u7t69C19fX6xevRpsNhv9+vUTqoy60Lp1a5SXl9dILy8v\nF9h327dvD1NTU4SEhEBfXx8hISHo2rVrrXHburq6TOhWVFQUNm7cCKDiTZOXlxdKSkoQExODefPm\nCbR99uzZCAoKqlfIgq+vLx48eIBTp04JFX5DaRrojC6F8hNw9epVfP/+HTo6OlBTU4OWlhby8vJw\n7do1rsUXvFBQUICSkhK6desGLS0tbN68GYWFhfjnn3/4ynTv3h1SUlLMq9/qzJs3r8YCEkEkJCSA\nxWKhT58+tebr0KEDlJSUuP46deoktB5e8rXRvXt3yMjI4OnTp0xamzZtGFk5Obl66RRGriF8/foV\nKSkpzDEhpE4PBG5ubpCUlMSUKVOgoqICNzc3ns5KY6KrqwsWi4XHjx/jxo0b9XrVq62tjbFjx2LT\npk0oLCysNa+6ujpERET43sfPnj2DiopKrWE4Va+toqKiUCEeampqEBUVRXx8PM/zT548gbKyMt8w\nBDk5OSgpKYHNZmP37t0ghGDu3LkCt0N79eoVvLy8mGNpaWmMGDECvr6+UFRUxIMHDwTaXh8kJSV5\nLpLLz88XuBAUAGxtbREWFgag4gGR1yK0qmhra+PTp094/vw5Pn36xIQd9enTB5KSkoiOjkZSUhJ0\ndXUF6q58CG7Tpo3AvFVJTk7Gzp07MW3aNIGTDZSmhTq6FEoLJyUlBS9evMDq1asRGBjI/P3xxx8o\nKChAaGhoncpjsVgghNTq1IiIiMDKygqnT5+usco9PDwcN2/ehIKCQp30Xrx4EWpqavXapqspERUV\nxbhx43Dy5EmeYRXC7F3aHBw5cgRbt25ljvPz8+u02KgyXlNERASbNm1CYmIiDh482Oh2VkVERARD\nhgzBjRs3cPPmzXrHNC5btgyFhYU4duxYrfk6dOgACwsL7Nu3r0Yc8IcPH3Dx4kXY2dnVy4bakJWV\nhYWFBQ4cOMD0s9OnT2PmzJl49OgRAgIChNbbunVrbNy4EQkJCQK3FuNwODh+/DgSEhJqlCEuLt5k\nC6VUVFS4HhQriY2NFWpHDVNTUxQWFiIqKgr3798XGCrUtm1bqKqq4ty5c9DU1ORyUgcMGICLFy9C\nWVm5yerL4XCwfPlyKCsrc21PRmkeqKNLobRwgoODISMjAzs7O/Tu3Zv5s7KyQu/eveHv71+rfG5u\nLr58+YIvX74gJSUFnp6eKC8vF7jRvrOzM759+4bp06fj0aNHSEtLg5+fH9zd3TFlypRat+DJz8/H\nly9f8PnzZyQmJmLTpk34559/hNq+qlK2+p+wH7moD87OzpCXl4e9vT2uX7+O9+/fIy4uDmvWrIGP\nj4/AWL/mQE9PD1FRUYiMjERCQgLOnj2LQYMG1assNpuN33//HXv37sXr168F5o+NjcWdO3e4/nht\nvs8LMzMz+Pn5QV5eHl27dq2XvTIyMli2bJlQi9JWrVrFLLx7/PgxPnz4gNDQUEyZMgWGhoYCPw5Q\nX1atWoX8/HzMnDkTjx8/hoGBAQoLC+Hk5ARZWVmBcfJV0dDQwPjx47F37158/vyZb75+/fphyPBJ\n1jcAAB+2SURBVJAhmDdvHoKDg5Geno64uDisXbsWJSUlsLS0bIyq1cDBwQFhYWE4ePAgUlNTkZiY\nCB8fH9y6dUuoj7WIiYnBwsICW7duBZvNRrdu3QTK6OrqIjg4uMbODAYGBggPD69Tn63rwtF9+/bh\n1atXcHNzQ05OTo2xqqnfjFC4oTG6FEoL5+rVqxg1ahTP16v29vbYvHkzPn36xHOGlcViwdnZmTkW\nFxeHuro6jhw5InBmVV5eHn/99Re8vb3h6uqKnJwcKCkpwcXFBQ4ODrXKbt68mdlPUk5ODv369cOp\nU6egra0tsL5VZavi4uKCOXPm1Cpb350DxMXFcfr0aZw8eRL79+/Hu3fvICYmBk1NTXh7e9f6UNBY\nuxXUtRwzMzNMnToVrq6u+P79O3799VfMmjWr3rqcnZ0RGhoKNzc3+Pn58f2IA4vFws6dO2ukh4SE\n8A0TqarP2NgYHA6HazZXUN15nR8/fjwuXrxYq+MHVITu/P3339i3bx9cXV2RlZUFJSUlODo6YvLk\nyXXWKyy//PILo3fZsmXIzs5G586dMWPGDISGhmLOnDnYsmUL5OXlhdK5ePFiXL9+Hdu3b691Udqe\nPXuwf/9++Pj44MOHD2jbti2MjY1x5swZtGvXrt71qQ11dXUcOnQIPj4+OHToEFgsFlRVVXHkyBGo\nqKgIVYaNjQ38/f3h7u4uVH5dXV2cOHGihqOrr6+P79+/89yajB91vc4PHz4Eh8PB77//zpVOCAGL\nxcKNGzfqvP0ipf6wyI++xw2FQqFQKP8hvn//jnPnzsHe3l6ofa0pFAp/qKNLoVAoFAqFQvkpoTG6\nFAqFQqFQKJSfEuroUigUCoVCoVB+SqijS6FQKBQKhUL5KaGOLoVCoVAoFArlp4Q6uhQKhUKhUCiU\nnxLq6FIoFAqFQqFQfkqoo0uhUCgUCoVC+Smhji6FQqFQKBQK5aeEOroUSiNw+fJl/Pbbb9DW1oa2\ntjbGjx+Pv//+u7nNahTMzMzg4+PTrDY4OTnV+ulPNpuNgICARtPn7u4u8POvVSkrK8OJEye40gIC\nApCVldVoNlWyfv166OjoQE9Pr0nKP3/+PNhsNrZu3Sq0TFJSEiIiIpjjulyPnJwcXLhwoc521ofq\n99GtW7eQnJwMoOKzrWw2GxkZGXUqMzw8HOPHj4e2tjbMzMywbds2FBcXM+dLSkqwfv16DBw4EDo6\nOli6dCmys7Mbp0ItmE+fPmHVqlUwNTWFuro6TExMsGLFCqSlpTW3aUIzf/58hIWFNVn5+/fvh4GB\nAXR0dPDixYt6lXHjxg3Mnz+/kS1rWVBHl0JpIBcuXICHhwfs7e0REBAAf39/jBkzBhs3bsTevXub\n2zzKv0BwcDC8vLyY40ePHsHNzQ3fv39vVD0JCQn466+/4O7ujsDAQHTo0KFRyweAS5cuoWfPnvD3\n90dJSYlQMrNnz8azZ8+Y43v37sHa2looWS8vL1y+fLlettaVvXv3YtWqVQCAjIwMzJkzh+thgcVi\n1am86OhoODs7w9LSEoGBgVi/fj2uXr0KT09PJo+Hhwfu378PHx8fnDx5Em/fvsXChQsbp0ItlJKS\nEjg5OSErKwve3t4IDQ3Frl27kJGRAQcHhxbxIBAcHIz8/HxYWFg0Sfn5+fn4888/MWnSJFy9ehUq\nKir1Ksfc3Bz5+fm4cuVKI1vYcqCOLoXSQP766y9MmDABY8aMQffu3dGjRw9MnDgRv//+O06dOtXc\n5lH+BcrLy2sc19VpEoa8vDywWCwMHDgQnTt3bvTyk5OTERMTg6VLlyI/Px///POPUHLVvyQvJycH\nMTGxRrevoUhJSUFCQgJAzWtWH/7++28YGhpi1qxZ6NatG0xMTLB48WIEBgaitLQUmZmZCAwMxJo1\na6CjowMNDQ388ccfePToEWJjYxusv6Vy//59pKamYvv27dDS0kKnTp2gq6uL/fv3twinrLy8HHv2\n7MHMmTObTEdeXh4IITAwMEDHjh0hKipa77KmTZuGXbt21ein/xWoo0uhNBARERE8ffoUeXl5XOmz\nZ8/G+fPnmePi4mLs3r0bFhYW0NTUxOjRoxESEsKc9/f3h6WlJfOvhoYGxo4diydPnjB5vn//Dg8P\nDxgaGkJXVxerV6/GsmXLmNex5eXl2L59O4YMGQINDQ1YWVnh3LlzfG339/fH4MGD4efnBxMTE+jo\n6GDBggX49OkTXxk/Pz+MHDkSWlpa0NbWxsSJE/H8+XMAwMmTJ6Gjo8P16pYQgsGDB+Ps2bMAKpyp\nWbNmQVtbG8bGxli2bBm+fPnC5C8pKcHmzZsxcOBA6OnpYfv27UIN0MnJybC3t4eGhgasra1x7do1\nAEBWVhbU1dURGBjIlX/Hjh2YMGGCwHIBIDMzE4sXL4aenh4MDQ0xd+5cvHv3jmnDlStXghACVVVV\nPHz4EFOmTAEhBObm5swr/CdPnmDSpEnQ0tLC0KFD4enpiYKCAkaHmZkZvLy8MGLECBgZGSE6OprL\nBn9/fyacwsLCgrnmycnJmDt3LgwMDKCrq4uFCxdyvX53cnLC2rVrYWdnB319fQQHB/Ot56VLlyAt\nLQ0zMzNoa2vXuHcePnwINTU1HD58GAYGBhg3bhyGDh2KjIwM+Pj4MPZVDV3IysqCi4sLDA0NoaWl\nBQcHBzx69AhARYiIv78/Hj58CFVVVQBASkoKZsyYAV1dXejo6GD69OlITEzkae/WrVsxcuRI5jgv\nLw+qqqrYuHEjk3bjxg1oa2ujtLSUCV1IT0+HhYUFWCwWJk+ezITmEEJw8+ZN2NraQkNDAzY2Nlwh\nGdWZPn06li9fzpXGYrHA4XDw7ds3PH78GCwWC/r6+sz5Hj16QFFRkWkDXjx9+hRTpkyBrq4uDA0N\n4e7ujpycHOa8oHsFAHx8fDB16lTs3bsXgwYNgo6ODtauXYuPHz9izpw56N+/PywtLbnqJ+wYtWnT\nJujq6mLBggUABPfp6rBYLBBCEB4ezpUuISGBy5cvY9SoUXVqi2PHjmHhwoXQ1taGgYEBNm7cyPUg\nc/fuXYwdOxaampqwtbXFpUuXuMJU4uLiMHHiRGhra0NfXx8LFy7Ehw8f+Np//fp15OXlYeDAgUya\noDI+fvyIZcuWwdjYGNra2pg+fTpevXrFs/yHDx/C3NycuT8r+1V0dDSmTJmCAQMGMONc1bch7u7u\ncHFxwfTp06Grq4ujR48CAIyNjZGfn891Lf9TEAqF0iCuXbtGVFVViZaWFpk1axY5dOgQiYuLq5Fv\n7ty5ZOjQoSQiIoKkpKQQb29vwmazSVhYGCGEkEuXLhE1NTXy22+/kdjYWJKUlEQmTpxILC0tmTKc\nnZ3JsGHDSGRkJHn9+jVZuHAhYbPZxM3NjRBCyKlTp4iFhQWJiYkhGRkZ5PTp04TNZpPHjx/ztL1S\np42NDXny5Al59uwZGTt2LLGxsSEcDocQQsjQoUOJt7c3IYSQ0NBQoqmpSYKCgkhGRgaJjY0l48aN\nI6NHjyaEEJKVlUU0NDTI5cuXGR137twhmpqaJC8vj2RmZhIDAwOyefNm8vbtW/L8+XMye/ZsYm5u\nToqKigghhKxZs4aYmJiQ27dvk6SkJLJkyRKioqLC1JEXKioqRFNTk5w/f56kpKSQ3bt3EzabTZ4/\nf04IIWTBggVk6tSpTP7y8nIyePBg8tdff/Esz83NjTg5ORFCCCksLCSWlpZkyZIl5NWrV+T169dk\n5cqVRF9fn2RmZpLi4mJy8uRJwmazydevX0lpaSkJCQkhbDabxMfHk+LiYvLy5UuipaVFDh48SFJT\nU8njx4/Jb7/9Ruzs7BidQ4cOJZqamiQyMpLEx8eTkpISLpuKi4u5ys3Pzyfp6elEV1eXLFq0iCQm\nJpLY2Fji4OBAhg4dSgoKCgghhEyaNImoqqqSK1eukNevX5OcnByedeZwOMTY2JisXr2aEEKYe+fV\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HMzMznnKV1ywxMZHZ/UIYh6EqmzdvRnp6OrZt2wYZGRl8+fKF+SOEQEFBAdbW1lizZg0e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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = playlist[playlist.groupby('Artist')['Artist'].transform('size') >= 20]\n", "c = c.groupby(['Artist', 'Letter']).count()\n", "c.reset_index(level=[0,1], inplace=True)\n", "c = c.pivot('Artist', 'Letter', 'Title').fillna(0)\n", "f, ax = plt.subplots(figsize=(6, 8))\n", "sns.set_color_codes('pastel')\n", "ax = sns.heatmap(c, annot=True, cmap='PuBu')\n", "ax.set(xlabel=\"Songs played by letter for Artists with 20 or more Songs (so far)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly we can look at the same for years" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qaTTT8+fP+GlrKN279qJPz5xv4BzsHLlw8RxbtoVK2tBVKpWE7wxnwZIFkmUQ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32tNg150dDQoHr1mlSoYAxAamoKoevXEBV1Cp8un6hX3GuQydT3kRLC0RWoFA8PD8qVK8fRo0cV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WLlsyEB/LpxEVtWfI8CBRUr6dG++yD++GU9Wto6gmiaFzwLlxYtaenaVpDxS6Jx46YsWrCc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\nnCUeNGgQp06dY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/yTpKSkIvtycnJSOrp//vknLVq0AMDZ2VkZvnDy5EmcnZ1Vjvv2229p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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = playlist[playlist.groupby('Artist')['Artist'].transform('size') >= 20]\n", "c = c[c['Year'] > 0]\n", "c = c.groupby(['Artist', 'Year']).count()\n", "c.reset_index(level=[0,1], inplace=True)\n", "c = c.pivot('Artist', 'Year', 'Title').fillna(0)\n", "f, ax = plt.subplots(figsize=(6, 8))\n", "sns.set_color_codes('pastel')\n", "ax = sns.heatmap(c, annot=True, cmap='PuBu')\n", "ax.set(xlabel=\"Songs played by year for Artists with 20 or more Songs (so far)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First words\n", "\n", "Part of what started this last year was looking at first words.\n", "I didn't think that would be interesting,\n", "but when \"I\" took over the huge run of the letter I,\n", "I figured it was worth watching." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1Gp0CAGAQio2TEhMTVVRUorKycqOjOM3Pz0ehoUGmmQcAUPuwxwYAAJgGxQYAAJgGS1FO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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = playlist['First Word'].value_counts()\n", "words = pd.DataFrame(zip(c.keys().tolist(), c.tolist()),\n", " columns=('First Word', 'Count'))\n", "\n", "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.set_color_codes('pastel')\n", "sns.barplot(y='First Word', x='Count', data=words.head(20), color='b')\n", "ax.set(xlabel=\"Appearences in the Playlist (so far)\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

The same data is availiable as 70s_first_words.csv.

" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_words_csv = path.join(data_dir, '70s_first_words.csv')\n", "words.head(50).to_csv(first_words_csv, columns=['First Word', 'Count'], index=False)\n", "HTML('

The same data is availiable as %s.

' % (first_words_csv, path.basename(first_words_csv)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Longest Songs" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EEFVPimpRZXJycsjMzCQzM5OUlBRCQ0MpLCzE29u7xNh69epx7do10tPTMTU1ZeDAgcyd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z6tkefGjRsJCAjA2dmZLl26cOXKlQKvixBCCCFeHymqRaH8+OOPfP3110yePJnt27fj4uJCnz59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\ncHFxeemmxDNnzuRrPaWoFqIEM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3Nzs+F7Z2cnhw4dYs6cOQQHB5OVlUVBQQHPnj2jo6PD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\nkqBaCCGEEEKIaZKgWgghhBBCiGn6H02Rsmutwn62AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "long_songs = playlist.sort_values(by='Duration', ascending=False)\n", "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.set_color_codes('pastel')\n", "sns.barplot(y='Title', x='Duration', data=long_songs.head(20), color='b')\n", "ax.set(xlabel=\"Longest Songs in the Playlist (so far)\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

The same data is availiable as 70s_long_songs.csv.

" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "long_songs_csv = path.join(data_dir, '70s_long_songs.csv')\n", "long_songs.head(50).to_csv(long_songs_csv, columns=['Artist', 'Title', 'Duration'], index=False)\n", "HTML('

The same data is availiable as %s.

' % (long_songs_csv, path.basename(long_songs_csv)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Duplicate Titles\n", "\n", "Duplicate titles are not necessarily covers.\n", "Many are. Other times it is case of \"same title, different song.\"\n", "There have been fewer duplicates, Than last yer.\n", "We didn't get the first of 2 titles with three instances\n", "until the early Cs with \"Changes,\" and there there were not any again until \"She's Gone.\"\n", "So far there as only been 4." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[, ]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WMwIAADfh9B6LyMhIff755/Lx8VHdunW1adMm1apVSzNnzlSzZs3KYkYAAOAmnN5jIUkh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\nnDghyXPWKUnnzp3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = playlist['Title'].value_counts()\n", "title_counts = pd.DataFrame(zip(c.keys().tolist(), c.tolist()),\n", " columns=('Title', 'Count'))\n", "\n", "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.set_color_codes('pastel')\n", "sns.countplot(y='Count', data=title_counts[title_counts['Count'] > 1], color='b')\n", "ax.set(xlabel=\"Number of Tracks with Title\", ylabel=\"Number of Titles\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TitleCount
Changes3
Cocaine3
She's Gone3
Take Me To The River3
You Belong To Me3
" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(title_counts[title_counts['Count'] > 2].sort_values(by='Title').to_html(index=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparision with Previous Playlists\n", "### Load old play lists\n", "\n", "Consolidating [last year's playlist]('./cache/xpn/originals.csv')\n", "we can load that and compare with this years" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

Only 1671 of 4157 tracks or 40.20% from the 70s's playlist were in last year's original playlist. Those are availiable as reruns.csv. And just 235 or 5.65% where in 2014's 885 best playlist. Those are availiable as best_ones.csv. Sadly 13 were in 2014's 88 worst playlist.Those are available as horrors.csv, but let's look at them right now:

" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "originals_file = path.join(data_dir, 'A2Z.csv')\n", "originals = pd.read_csv(originals_file)\n", "originals = originals.drop_duplicates()\n", "\n", "best885_file = path.join(data_dir, '885best.csv')\n", "best885 = pd.read_csv(best885_file)\n", "\n", "worst88_file = path.join(data_dir, '88worst.csv')\n", "worst88 = pd.read_csv(worst88_file)\n", "\n", "reruns = pd.merge(playlist, originals, how='inner', on=['Title', 'Artist'])\n", "reruns.to_csv(path.join(data_dir, 'reruns.csv'), index=False)\n", "\n", "besties = pd.merge(playlist, best885, how='inner', on=['Title', 'Artist'])\n", "besties.to_csv(path.join(data_dir, 'best_ones.csv'), index=False)\n", "horrors = pd.merge(playlist, worst88, how='inner', on=['Title', 'Artist'])\n", "horrors.to_csv(path.join(data_dir, 'horrors.csv'), index=False)\n", "\n", "s= \"

Only %d of %d tracks or %0.2f%% from the 70s's playlist \" + \\\n", " \"were in last year's original playlist. \" + \\\n", " \"Those are availiable as reruns.csv. \" + \\\n", " \"And just %d or %0.2f%% where in 2014's 885 best playlist. \" + \\\n", " \"Those are availiable as best_ones.csv. \" + \\\n", " \"Sadly %d were in 2014's 88 worst playlist.\" + \\\n", " \"Those are available as horrors.csv, \" +\\\n", " \" but let's look at them right now:

\"\n", "HTML(s %(len(reruns), len(playlist), float(len(reruns) * 100) / float(len(playlist)),\n", " len(besties), float(len(besties) * 100) / float(len(playlist)),\n", " len(horrors)))\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TitleArtist
Afternoon DelightStarland Vocal Band
Bohemian RhapsodyQueen
Disco DuckRick Dees
FeelingsMorris Albert
Free BirdLynyrd Skynyrd
Horse With No NameAmerica
Hotel CaliforniaThe Eagles
MandyBarry Manilow
MargaritavilleJimmy Buffett
Muskrat LoveCaptain & Tennille
Paradise By The Dashboard LightMeatloaf
The Night Chicago DiedPaper Lace
You Light Up My LifeDebby Boone
" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(horrors.to_html(index=False, columns=['Title', 'Artist']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We do need to cut a few of the \"88 worst\" some slack.\n", "Not all of them were terrible.\n", "Some were just overplayed.\n", "Not a few where also on the \"885 best\" list too, like these:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TitleArtist
Bohemian RhapsodyQueen
Free BirdLynyrd Skynyrd
Hotel CaliforniaThe Eagles
" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_and_worst = pd.merge(horrors, best885, how='inner', on=['Title', 'Artist'])\n", "HTML(best_and_worst.to_html(index=False, columns=['Title', 'Artist']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Originals vs 70s\n", "\n", "We can compare this year's play list to last years a few ways.\n", "The simplest might be to count songs by letter." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Oqd4FqkiRIqpZs6Z27NihDz74wDLW9kFJlyJK6woUgwYN0uDBg1Ntb9WqlVas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\nTAAAAABJRU5ErkJggg==\n", 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OnjypgwcPFvgH/cqVKxUbG3tPwyBl5fTp0xo/frxKliypKVOmZBgiB8Bfz5NP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\nXAEAgFuyZl6wn8lftRsHOrEruBLBFQAAuCXmBaM4gisAAHB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NGzYUmQxvDZPJpJCQEN18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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# there's probably a simpler way to do this\n", "playlist['Count'] = pd.Series([1 for x in range(len(playlist.index))], index=playlist.index)\n", "originals['Count'] = pd.Series([1 for x in range(len(originals.index))], index=originals.index)\n", "playlist['List'] = pd.Series(['70s' for x in range(len(playlist.index))], index=playlist.index)\n", "originals['List'] = pd.Series(['Originals' for x in range(len(originals.index))], index=originals.index)\n", "pc = playlist.groupby(['List', 'Letter'])['Count', 'Duration'].sum()\n", "oc = originals.groupby(['List', 'Letter'])['Count', 'Duration'].sum()\n", "compare = pd.concat([pc, oc])\n", "compare = compare.reset_index()\n", "\n", "sns.set_color_codes('pastel')\n", "sns.factorplot(y='Count', x='Letter', hue='List', data=compare, kind='bar', size=6)\n", "sns.plt.title(\"Tracks played by Letter 70s A-Z vs Last Year's Original\")\n", "sns.factorplot(y='Duration', x='Letter', hue='List', data=compare, kind='bar', size=6)\n", "sns.plt.title(\"Air Time (min) by Letter 70s A-Z vs Last Year's Original\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Availability\n", "\n", "The code for this project is in [my git hub repo](https://github.com/asudell/a2z).\n", "The notebook its self is [published on nbviewer](http://nbviewer.jupyter.org/github/asudell/a2z/blob/master/70sAtoZ.ipynb)\n", "\n", "## License\n", "\n", "This project is licensed under a\n", "[Creative Commons Attribution-ShareAlike 4.0 International License](http://creativecommons.org/licenses/by-sa/4.0/).\n", "You are free to use for commercial or non-commercial purposes,\n", "so long as you attribute the source and also allow sharing." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }