diff --git a/Clustering/1-Visualize/solution/notebook.ipynb b/Clustering/1-Visualize/solution/notebook.ipynb index 8009862fe..bef1686dd 100644 --- a/Clustering/1-Visualize/solution/notebook.ipynb +++ b/Clustering/1-Visualize/solution/notebook.ipynb @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -43,14 +43,14 @@ "name": "stdout", "text": [ "Requirement already satisfied: seaborn in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.11.1)\n", - "Requirement already satisfied: pandas>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.1.2)\n", - "Requirement already satisfied: matplotlib>=2.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (3.1.0)\n", "Requirement already satisfied: numpy>=1.15 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.19.2)\n", "Requirement already satisfied: scipy>=1.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.4.1)\n", + "Requirement already satisfied: pandas>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.1.2)\n", + "Requirement already satisfied: matplotlib>=2.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (3.1.0)\n", "Requirement already satisfied: pytz>=2017.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2019.1)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2.8.0)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.1.0)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.4.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.1.0)\n", "Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n", "Requirement already satisfied: six>=1.5 in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from python-dateutil>=2.7.3->pandas>=0.23->seaborn) (1.12.0)\n", "Requirement already satisfied: setuptools in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib>=2.2->seaborn) (45.1.0)\n", @@ -66,26 +66,45 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { - "output_type": "error", - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: '../../data/nigerian-songs.csv'", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"../../data/nigerian-songs.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[1;32m 684\u001b[0m )\n\u001b[1;32m 685\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 686\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 687\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 688\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 450\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 451\u001b[0m \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 452\u001b[0;31m \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_or_buf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 453\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 454\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 934\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"has_index_names\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"has_index_names\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 935\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 936\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 937\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 938\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m 1996\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"usecols\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0musecols\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1997\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1998\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1999\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munnamed_cols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munnamed_cols\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2000\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[0;34m()\u001b[0m\n", - "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../../data/nigerian-songs.csv'" - ] + "output_type": "execute_result", + "data": { + "text/plain": [ + " name album \\\n", + "0 Sparky Mandy & The Jungle \n", + "1 shuga rush EVERYTHING YOU HEARD IS TRUE \n", + "2 LITT! LITT! \n", + "3 Confident / Feeling Cool Enjoy Your Life \n", + "4 wanted you rare. \n", + "\n", + " artist artist_top_genre release_date length popularity \\\n", + "0 Cruel Santino alternative r&b 2019 144000 48 \n", + "1 Odunsi (The Engine) afropop 2020 89488 30 \n", + "2 AYLØ indie r&b 2018 207758 40 \n", + "3 Lady Donli nigerian pop 2019 175135 14 \n", + "4 Odunsi (The Engine) afropop 2018 152049 25 \n", + "\n", + " danceability acousticness energy instrumentalness liveness loudness \\\n", + "0 0.666 0.8510 0.420 0.534000 0.1100 -6.699 \n", + "1 0.710 0.0822 0.683 0.000169 0.1010 -5.640 \n", + "2 0.836 0.2720 0.564 0.000537 0.1100 -7.127 \n", + "3 0.894 0.7980 0.611 0.000187 0.0964 -4.961 \n", + "4 0.702 0.1160 0.833 0.910000 0.3480 -6.044 \n", + "\n", + " speechiness tempo time_signature \n", + "0 0.0829 133.015 5 \n", + "1 0.3600 129.993 3 \n", + "2 0.0424 130.005 4 \n", + "3 0.1130 111.087 4 \n", + "4 0.0447 105.115 4 " + ], + "text/html": "
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namealbumartistartist_top_genrerelease_datelengthpopularitydanceabilityacousticnessenergyinstrumentalnesslivenessloudnessspeechinesstempotime_signature
0SparkyMandy & The JungleCruel Santinoalternative r&b2019144000480.6660.85100.4200.5340000.1100-6.6990.0829133.0155
1shuga rushEVERYTHING YOU HEARD IS TRUEOdunsi (The Engine)afropop202089488300.7100.08220.6830.0001690.1010-5.6400.3600129.9933
2LITT!LITT!AYLØindie r&b2018207758400.8360.27200.5640.0005370.1100-7.1270.0424130.0054
3Confident / Feeling CoolEnjoy Your LifeLady Donlinigerian pop2019175135140.8940.79800.6110.0001870.0964-4.9610.1130111.0874
4wanted yourare.Odunsi (The Engine)afropop2018152049250.7020.11600.8330.9100000.3480-6.0440.0447105.1154
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75%2017.000000242098.50000031.0000000.8295000.4030000.8757500.0002340.164000-3.3310000.177000125.0392504.000000
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" }, "metadata": {}, - "execution_count": 4 + "execution_count": 5 } ], "source": [ @@ -186,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -197,13 +216,13 @@ ] }, "metadata": {}, - "execution_count": 5 + "execution_count": 6 }, { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { @@ -230,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -241,14 +260,14 @@ ] }, "metadata": {}, - "execution_count": 6 + "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": "
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YE/j+2LIoSZI075k4pw9ExGXANsAyEfEIcCqwTURsCBTgQeAIgFLKPRFxOXAv8DRwVCnlmd5kXZIkae41xyCtlHLgEIsvns3nzwDOGEumJEmS5nXecUCSJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWsggTZIkqYUM0iRJklrIIE2SJKmFDNIkSZJayCBNkiSphQzSJEmSWmiOQVpEfDIinoyIuxvLloqIb0TEL+rfJevyiIgPR8T9EfGTiNi4l5mXJEmaWw2nJu0SYJdBy04GbiqlrAncVF8DvBRYsz4OBy7oTjYlSZLmLXMM0koptwC/H7R4T2B6fT4d2Kux/NMl3QYsERFTupVZSZKkecVo+6QtV0p5rD5/HFiuPl8ReLjxuUfqsn8TEYdHxB0RcceMGTNGmQ1JkqS505gHDpRSClBG8X8XllKmlVKmTZ48eazZkCRJmquMNkh7otOMWf8+WZc/Cqzc+NxKdZkkSZJGYLRB2rXAofX5ocCXGstfVUd5bgH8qdEsKkmSpGGaOKcPRMRlwDbAMhHxCHAqcCZweUQcBjwEvLx+/HpgV+B+4O/Aa3qQZ0mSpLneHIO0UsqBs3hr+yE+W4CjxpopSZKkeZ13HJAkSWohgzRJkqQWMkiTJElqIYM0SZKkFjJIkyRJaqE5ju6clzz+0VN7nsbybzy952lIkqT/fNakSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILTRzLP0fEg8BfgGeAp0sp0yJiKeALwFTgQeDlpZQ/jC2bkiRJ85Zu1KRtW0rZsJQyrb4+GbiplLImcFN9LUmSpBHoRXPnnsD0+nw6sFcP0pAkSZqrjTVIK8ANEXFnRBxely1XSnmsPn8cWG6of4yIwyPijoi4Y8aMGWPMhiRJ0txlTH3SgK1KKY9GxLLANyLip803SyklIspQ/1hKuRC4EGDatGlDfkaSJGleNaaatFLKo/Xvk8DVwGbAExExBaD+fXKsmZQkSZrXjDpIi4jnRMSinefATsDdwLXAofVjhwJfGmsmJUmS5jVjae5cDrg6Ijrf87lSytci4gfA5RFxGPAQ8PKxZ1OSJGneMuogrZTyALDBEMt/B2w/lkxJkiTN67zjgCRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSCxmkSZIktZBBmiRJUgsZpEmSJLWQQZokSVILGaRJkiS1kEGaJElSC03sdwaUfnLBHj1P4wVHXtvzNCRJUndYkyZJktRCBmmSJEktZJAmSZLUQgZpkiRJLWSQJkmS1EIGaZIkSS1kkCZJktRCBmmSJEktZJAmSZLUQgZpkiRJLWSQJkmS1EIGaZIkSS1kkCZJktRCBmmSJEktZJAmSZLUQgZpkiRJLWSQJkmS1EIT+50B9d/XL96152nsfNj1PU9DkqS5iUGa+urSS3bueRqHvPrrPU9DkqRus7lTkiSphQzSJEmSWsjmTs2zPnhZ75ta33SgTa2SpNExSJP64DVX79LzND6199eGXL7rNe/oedrX7/XunqchSXO7njV3RsQuEfGziLg/Ik7uVTqSJElzo54EaRExATgfeCmwLnBgRKzbi7QkSZLmRr1q7twMuL+U8gBARHwe2BO4t0fpSfoPsNtVH+15Gl/Z541DLt/9i5/tedrX7XfQkMv3+OJ1PU/72v12H3L5Plfe1vO0r9p3iyGXH3v1wz1P+8N7rzzk8suunNHztA/cd/KQy7/76d6nveWrhk77wXMe73naU49ffsjlT5z9k56nvdwJLxhy+ZMfubHnaS97zA49T2OwKKV0/0sj9gN2KaW8rr4+BNi8lHJ04zOHA4fXl2sBPxtDkssAvx3D/4+FaZu2aZu2aZu2ac9baa9aShk6Uu6ivg0cKKVcCFzYje+KiDtKKdO68V2mbdqmbdqmbdqmbdpt0KuBA48CzTroleoySZIkDUOvgrQfAGtGxGoRsQBwAHBtj9KSJEma6/SkubOU8nREHA18HZgAfLKUck8v0qq60mxq2qZt2qZt2qZt2qbdFj0ZOCBJkqSx8d6dkiRJLWSQJkmS1EIGaYNExLSIWLTf+ZAkSSkiot956AeDtH/3euCGeSFQm1d3+sGG2g5j3TYRMU8dW53t5T6l/zTusyPX3Gb1NpA9V2oH+ogY+hYTLRQRS0fEtPp864hYbaTfMU9dSGYnIjYGKKUcAdwJXD3WQK0XF/9uiYgopZSI2DIiDouI7et0KeOSduP5uBzgs8nLAo2D/3kRsTYMnBBG+Z0TSinP1udrtf2kMuj36ARbIz03dL6jL79nW46r8dL4nRYcr2Nobt3GjeP/oIg4PSL2Hs7FtA0FscZ+sHVE7BIRLx2PdOu1Y+uIWL6U8kwvt0UNdBaqz7cD3lWf9337D8OSwGERcSXwduB3I/2C/4SVHC8fjYhvAtTbV/2CMQZqdUd+cT34X9YIjPq+3Ws+tgUuBdYAzgGOjYg1epluZxvU568Gdhqv4HCIvKwPHBAREyLiOOCLwGcj4pLRlHjqd64NnFyfH0lu3+si4u0RsXW38t5NdV94WURcCEyPiBeUUp4dzkU5Ijaqv+mzEXEU8LmIeFtE7NHLPEfEVhGxa0Ss11iHngcRjYvi8yPihRGxzHgfz43zyG7A54Hz67bveZr1+ZYRsWpErNh5r5dpj4d6rB4J/A95LtxuiM+8MiKOiIhjAOo+39dzed0Pdgc+CqwAvC8iTuhVeo39f23g/cAPa6DWk21Rz8P/DWxfFy0I/L4+72sBf5h+CTxF7k+3lFL+DCMLMPseLLRFKWULYEJEfLm+PpJRBmqNHXka8ElgS+Bg4JqImG+4F8Beioi1gDcAx5dS/gs4FFgT2LGX6TZO9EcBxwE/K6X8s5dpzsa6wB7AUcC2wIuAzYH/A04a5XeuDkyNiA8Ce9XvfDXwTzIgXXaMee66iHg+cDpwA3A/cGVEbD6nAkV97wTg+hqU7UkGuk+RpcdDepTfzYFPk9v16Brsj0ugVtPYE5gOvIY8vl/cyzQ7ImL5iFil5mEb8jd7B/B34NBObUMvNI7bY4APkev+oYhYZ7wC5F6ItCSwHrA7MAn4OXBJRMwXEQvWzx0JHE8GCS+NiFvgX4Fa39Y9IlYC3kwee/8gzzOHRcQ7epFe/a13BT4DnA/cBvwgIlbsRaBWSvkV8AiwV61UWAX4TX3v/7qZVrc094d63HwWOBbYsFOYqttqiWF9YSllnn0wME/cxMay24AvN16fR95BYdIIv3t74Epgm/p6YeATwEf6vc718XrgDvJAe059bxvgR8CSPc7DsnU7r0UWFPYlA8Zpfdge+5KBxS3A1LpsgbptjhzF900EdgEuqNuys4+tC3wH2KGfv/8Q+d0IuAZ4d2PZ4cCDwJRh/P+iwEeAB4B967LFyeD3YvIGxtHF/C4BHAG8uL5+JfBx4NAebqP1gEPq85WArwLPAQ4Cfggs1c11nEUe1gC+Czy/vt6DLADsBvw/8mbPAKv3MA+7Ad8mA5Xz6jF8UyNPPd0GXVyPf8sn2RR1K/D1zmeAo8kAfCJZY7ll4/PXkJO093M9lq/H1xrAZmQt4GJ13/grcFqP0j2neW4EzqzH/3L19Xzd+I2avxMZ5HwQuKjug8eSBZQjgN36vU8NtW8BLwf2a5yrdifvvHRoPZbeBiwwp++cZ2vSmtX3wIoRsSb8q0Zt6Yi4rr4+mryALzXCJJYA9gY2ra//SV5M+tW014nulyGD0k8AZ5AHwwH1vceBvzDQv6hbaU+OiC3q813Ik8s3gLOBS8ideUOGaGLotohYLyKmdl6XUq6sefgjsHVErFyyZu9askZtON+5fmf7llKeBm4EriDvV/v2iFiolHIveRJds3tr0xVPkhehjSJipcj+dBcCNzOLfb5ZY1NK+QtwCnA3cFpd9ifg+8AU8iTUlRmzaw3WZ8nau/Xr4q8B3wK2j4jDupHOoDSXAq4iawcht9e9ZK3KUcB+pZTfk/vOYj1Iv3Ms7kteCJ+MiJ3JeyNPB95KXqQeioidyC4LXRn0NEQN0a+BA4FXAesALwNmAJ+KiOd363fupUHNtidExDsiYiLwK/I3/nB9fQIZACxDnq/+D1iu8VUnkzWY467W/i0LfAFYpZRyP1nwvbZkc9rTZPPnt3qUhb8Ck2te5iObPf9I1qgvU2p/3NHq/EallBIRr4+II0spHybPp2uT++GC5HouSbZ4tUJj3zoaOJE8t14XEXuXUq4jCzcHA2cBV5XhtCL1O/Ls9wN4E1ka/C4z1ybcQrYhjyiCJg/kRerz3ciDe8f6ekeydqWrtQsjyOOuZA3Rl4DPkbV7B5MB001kCWX3HqS7AnAd8GXyVmGLkyW/V1NL/mSp9RK6UAqbTT72qr/zDsCExvL5yZrPy+rjFPLAX2cY3/lS4B5guyHeezFZe/oVsr/LPcCa4/27z2I/3ZBs2l217gdXkiXi7YAXkifE9Yf4/z3I0uxkZq6BXoQMoG4kA4jdgJ8Ay3cp3xuRzbGbks3kPwU2re8tVffj9XqwvZYBPgC8kQwIVyZrEn4CbFI/s239bdfuQfqTGvvor8mL4Wp12RX1mJ1Yj+17gZd2cz+pz18NHNxZTl5gNq+v30fWpK7Sz/16FOt3HFmzvXZ9vVg97qeTNYQPk+fJ2+v7B5EB6Wb19Wvqvr5IH9fhrcDVZG32LuQ5/LR67L5w8O84xrQ2BaaRweBqwBPAYfW9LclA7TPAEV1cv2PIwt76jWUn1v1tp37vQ7PJ90bAN+vvciJwO1kAOKi+vwi11nFY39fvFerzxnwt8O36/CPA34APNt7/OrDyCL7vZfVC8nXgnWTAthvwLFld/glg7z6t6zpk08yL6k5yDfD5+t5+NW/HNj7f1SCSrNr9I/CeId57NfBjYN0erv9SZLPQloOW7wBcWp/vSTZ5nEW9EM7hO1ckL87bN7cZeUH/dH3+EjLgv4w+B2iNfO9GFham1/31eDJQu5wc2Xw+sOvg/aDuOz9hUEBK1vIsTgYS19cT0sV0KWipx9EngG81lh1ft/2L6uuJ3Uir8f2TO78XGZT+g+y/CRnQX1yXnwLcR5cLN2QwtBhZW7I82VfqgZrW8Y3PXU4Ga9/o/GZdzsfxZNDSadKcj+wPeDF5AfoRw2gW7/dj0H68ABlQrEMGHIcxMFhgMrBB3aZ/Bo5u/N8RZG34xfV89fw+rMfqwGL1+SL1WO3sp/uT17SuBDDUAjOwFRn4XVHPGZuQXVXuAj5FBrQbAW8BTuhS2pPqbzS1vl6o8d47aHTT6feDQdfKeowsT15Xb6nLjiHjgP1H/P39XsE+b8wXkx0RjyGbNJ5LlhA+Norvfm49gW5A1pidAHys/mB7kgHga+pnu3pBGWb+Vq87fXNn/zbZZDMReF09+RwwePM0OrgAACAASURBVDt1aVtvQLbJ3wa8ubF8S+BUelALMij9ZcgmvLWByY3l6wFvb7zeClhxmN+5KNmssEX9/vkayz9St+uCZKA2uVvrMsbtMKluh63q69XqfnAA2UR/DTmaasEh/vdA4JIhll8BvLM+fw7wHrrYN4q8qO5BFn7e1Fh+Ehm4LN6Nfba579bvXqem/TrgXLJ5ftv6meeTtXfHAFsPtc+PMQ/z178rAM9joOZqBbJ24Z2Nzy5CvXB3Id3lG8+XIM+LUwblaXHgveSFcoN+79MjXL8N6t8L67p9lSxAfgY4q/G5jcmaqjPJWrQJjeWrACuMc74n1N/5m2STWaeryrnAx4fah8eQVrOGfNv6W7+ALDS8mixwbkYW7FYiC6vbkgH7HFsfZpHm4OvFRLLgcdSg5Z3a6572mx5NvskWiBd3zp1k37N31eevJPsprzXiNPq9kn3asJMGnXC+CGxRX3+kngSXGsmPRFYFf62xfC2y9myn+no/MpLeZjx3nnpwz19PuDdRL871vSOBN9Tn89edatjVsHNKuz5/Bdk00AkKXkQOxDgS2IlsSlqi19uhPj+BrH35dT0p30w2fz5FNsV+ikYz6DC2bQDvJk/2vyKbNa8hq7dn1N//vLGcMLu5/vX1JLLpeY1Bv9H76/OVyGagUxi4MHWCz43IJukvk4HYm8lA5Q1koPY6sjDQlSZr8sR/eN1XFgL2qcfncY3PTO3y9lqmcyIlS8PvBjaur/+LLMi8pHP+6NFvthTZnLtOfX1I3Wdf1vgdvguc0c39pK77dQx015hU9+V9Bn12xBeaNjzIPpLfJWubFqz710r1vb3IWuAj6n7cOW+/oe5ze5Dnx6PH83hunGsWr38XJvtjfp4Mll5Pjn7cqkvpTSEHUSxUX3+cvG51moVXrNvh6s5+QXYB+BSjDNiZ+Ry9LvCC+nx/skWqU6t/INnPrhUF3kHrcCzZCvOxeuyuXvP/ubptfsYIWuVm+u5+r9w4bcDnUpvSyCr6q8gL6rJ12Vn1cXJ9b44bs3HwdE5oC9UTXLN6/CxmbprYZzxPcGQN3pV1nV5Y0/9RPdG8jgxYejbasKZzG3kh/1/gwLp8Y+B7ZDDcyybO5sG/M1mr+RKy6WxFclTUamSz1TEMo3Q86Ds7/T52qAfnImTT3KZkSX0P4Lnjvb/PIt8rNZ6/q277zqjel5MFlc6+vELnGBi0vouTF4hPkaXr95C1KWeSzaA3MIxm4mHmd1tyOpDO5NLvJ2uUdieb295UP9e1PoxkQeUU4MNkoWuJum+8H3he/cxJ5Nx3OzJoBFqXf693k01MnXQPIJuXdq+vNyb7lz63G3lgIBCfRBaeXl1fH0H2c+rs6weRNZrDKsS26VF/35eQtWdHNZa/kRz40pkf8zSyINJp3n59PWc8wDg2cTJwjdmNDE4GF1AOI2v7nqUWJLqxH5C1xCtTa1XJJs67G/lZiQx0O7WSE4CFu5D2W8gC4g/Jvo4nkMHPt8nz0730uMVllPneFLiuPj8W+Gbjva3Ja+2oahhLmQeCNLLkcRFZPXxQ/cHXJZsuHiRLreuT7dzfHMlOQHbWvJIMxvYlg6APkqWPbcn5djp9Zsa1NoVs1ru1HuCHkjU9W5Gdxd9JBhE963xJNm/eTF7Yj6oH3gMM1NwtMl4nerJE801gabKp4lwGgvaXkh3Clx3hdx5E1gguRgZmV1EDXjLouXGk39nldV4VeG1jP/0ZWap7DdkkeUZd9hay5LdL/eyQQQ95ATuXDExOZub+i3uQgcyYa5fIi8QEMug9oi5bkAyMzquv9+nVyZq8QJ1ONvmuVX/fD5M1vp2+P6f0MP35Gs/fTo4m7QRqryQLWXvV14t2Kc0lGs9XIrsgPFZ/11Xq+t5BXqx/Sh/6Yo1x/fZnoG/T/GRt/teB1zd+z7eQQVCn9nITstDdCdQWZJxqcJi5uXEHsgC0QT1mnwA+MOjz3Rqc00z3fPLa1qnIuJQ8h3dq1ztNemNpVm0WAJ9P1nLOR/YLPIrsBvM88vy6SbfWswvbaXDrxApkQPkhsqDaaaV7eVfS6/cKj9NGXZNsD/4scEpj+dlkP7Jl6uuFRvCdW5AB335kzcSZZOl3fbJJ5Gxq80Qf1ne9ehL6cGPZzvXEu0aP0hxq7qFlyGaEb9XXryFLffv0Ig+zyNeOZNNApxZvYj0BXU02Td5JrV4fwXduTtYEbllfL0GWaDtTb9xHny9kZJ+RB8lagYvJC+8h9URyIhls7UFjHp/ZfNcB9SQ9tb5es56MPkyWHH9Al4IWBmrz3kIWnBatryeRpexF6cEI4EEXjLXIC+JZZGFn8Xo8n0cNmHr8201qPB8cqB1a96/J3dgOdT94HXlBPBL4Tl2+K1mo2q2+XpusFVhprGmOw/aLQX/PJ2uCVq2vFyQLqg8Ar6jL3kbesqcz198EMjC4BXjLOOZ9cbKmujPq/RXk+fylnXMO2QLyvlmt7xjT34DaN4/sb3sJA/OffRG4txtpDTreVqn7853UQJjsanAjtUa3LY9B+V6ULMQ9h+w/dysDQezBdX3GHFj2faXHY2PW1yvXne7zNC7KZI3SXfWgHNZJj2wqu5WBfjyTyNqKixgI+CYOlY9xWvcFyFLvN8gLaqfUcx612aJX25psTtiV2rGznmQ+Xp/vS/aj6EqT2DDztk/dDudQmzPJC9MmZBPwiC469X93JWsJL2WgyXAyeSHbbqTf2cN134Ic0XptY9leZKB2MsPofEvWPFxMjsxdqi5biJzC4yKyybMrASnZOfn2eqxuQQbR25JB8Hr1vWV6tf+Sfb1eQNZCLspAoLZWzcP59GaajWUYmE6kc6unLzIw/cbJZNNnp5an66MpyYDltzS6etT9/Of0cKLgXv2W9fnUxvOTyZqgqfX168hC9Usa58fXkk1qnZGsE+t+Pqq+RKPI+/PIGQLeU8+Tq9Tli5OFys6glYuAh+hSgWHQNluyntc2JWu1LiGbejtNn10dKEI22d5V0z2HbHruBIXvAI7p9z7VyOsLGCgsNafu2o/sHvFDsrLmfHIUcHcKrv1e8R5tzMEd1/cia1QWIpsiT2XmQG1EneXJJtIzyc68mzeW38AQ82WN87p3Ivn5yb47Hyer+19C3k5j0x6mfQIZvH607rAb1XSnk1XndzOOAVojX7vWE8+hdKNkkyevbcjmv3fQx7mShpHXrckmkmZfyf1q3oc1ArMeN5eTzcI96TBPFnLOqfvIN8nAZe96sbqa7EPX9elrGOiLtV09Pi4iA5N9yK4S7yJrDNdmGINKRpH+/OSAhHPI5szbyCk+PkcWLjp9A08F/kB2E+hKDdqgvyfWC865zDyH4E7kdBOL0YcC5xjW7yiyH9cX6rl6IbI/4W1kq8oDdZveQgbE55KB+OHU5sVxzu+KZJeUHYGp5KCcyxmo/fsUeR3bmQziuzqdTz1P/1d9fgJ1BD4ZqF5OXksW6OY+UNf11sY67kt2m7ihnld/xTjUXI8gvx8lW0r2qufC1et54xf1XLUSGW8cSRf7Ivd9xXu8UY+uO8FeZMf1zeqGvYAsIQ/rdiaNE9l65MV5lXpAH002K76UrLG6jy514Bzl+s50m6t6UH2inmTPZWDEUtdPtmQp4+r6/DjgG528kKXRQ+jhoImh1omZ+1jsTZYK38Awa2Nm8Z2dIHgCeQH7INnJddhN5X3YL7Yiq97f2Fg20oLJInVf+hLDuJXJCL97TTJA2ppsbjmVbNqZXNNdh4E+hN2anHPBxvMtyAt55/YtLyRrlXYkL57vowc1aI301yf7wV3MzNNAnFfPL50ala6c+Jm5ELsD2UerU0NwA/CJ+vxgsv/uv03H0uZHPUffRdbIbkNe8D9V39uR7DN6YP3M8vX3P5EsEATZReB73d7P55Dnzck+cVuT/R/XImv6Lif70h5Ajki/i9ok28W0O+v8l3qePp4sLHVGb06k+zVo85MBzR+ZeTDE6jUPx9KSAG3Q8XIOGdif11i2CVnTPaJuM8NOv98boEcbdT5yKPGVZP+DE8nRnJ0OfSuTfUyG3XRC1sb8kqwV+mHdkdYj+zb8oZ7cujrL83B3HvIit/ygnakTqM1P1g58gi7e6WDw95AX1NNqOl9vpL9vr092g9Z7TTKA7qTfDNQOIDukLz7C71yWRlDDQO3LBHK04ftGsi+N577ReP0icqDAsbP4/CxrZxr72cLkhewLXcznFDIw+1gnH/WYvaqeDJ871PqMMc3l6kWgMynoF8h+X1s31vUQBgYqjOi+vSP9jciL4NJkoHgDjT6C9dj9FlkT1NW+eGSTze1kzcwV5HlyAlmT+UWytqlno697sB07f18KXFCfz09e+D8LbNT4nxcyMIl1kAXvSxmYimlcj+eah9vJCXRfWpetRAZqlzLQjabTZ6tb5/E16jlzObKW8XSyyf0XZKC2SQ/XeQEyUPsK8Mp+70ez27cGLevUwK7NQFP5hfTo3tN93wi92Jj1wFywbrizyL4tnQ7JR5JB2rCbLsiOgdcxMFJzz3ry3L5eVI6uF5W1Buel1+tLVn/fVw+wo5l5/qtmjdqXyFqfbozAazaHLEUGfxPImqqbGei/8CqybX5cZiRnoImjc4uSTq1Xc98Y0QWXrPr/Ctn/oHnbsOY8dH2d+bqRl43IoHHIW/SQNWqznU+JrD05hZyS5N8uVGSg1pXfk6x9/Rg56OJR6m1m6nvH1332e3S5FosM4tciR2V1Rmx+lizULVxfH0gGKhN6cTw3frO1ycBsI7Lv0Rnk9CbN+Qy71eeveRwsTTandgZmrFe3wU4M3CatFX0rh7FenUJT54K5Wj0nvrzxmc+RBcZj6jZegqyVek3jM9Op/e968ZvPJv+d89R55MX/ZAaCshXJa9iVZKDetYnG6zY4rqb5QrLp7nNkgftwsvZ91FNHNNJbtPF86UHvPaf+Llc3f4s2PAYdL/uRU7HsWV+/u/4mR5MT/P6aHnXl6fuG6MHGPJg6Bw7ZH+upxkHwSnIo+RxPPo0Df1OypHvJoAP6eLJdej6ypuWUuoN35UAa5npPI0vAa5Cjfi4g+zI0A7XOui9AF2bJJps/Oh1YTySDonvJEtHe9WC7sG77uxinUY5k6e9mMmj8WN0uzf1iWEE5M0+BsD95AZ2vfufXZ/XZfj0a++mOZB+Oz9WT66GMfFqR15Kl51fU3/Vd1PvmdXufJjtIf5ssXEwnO0s/VI+j/cipJjo11TeRgUM3LlDzN56fSzYxdQK1L5F9304ha5N6MgqZgYvk7mQtyffJiVSn1f33XWRN/2xH3Y4mzfp8y3oc383AYISFyb5xp3QrzV4/yGkbmoXvq8gBAcuSfRxvrL/loWTrx8nkiOer6v/sTAaqZ9Z9/8f0oc/soHVahJyj7b0MDNRZiS71QWvse9uTo7sXJwfn/JisWf0i8JL6mW5cLxYmrwt7k9ffkxnUfE4GageStfRduXNGl3+T4+p56t1krftldfkp5Dn3PfSwabbvG6DLG/Mo8gK1bmPZF8gOsecxjKkCaEzKR9Y83EVOHPnGesGYVt/bhOxM2WlCXYZxnOCRHH12PvDLxrKtyc6Nb2vuNHR3ws9O35nX1hPckvWAv54MalYhmxsOHc8TXs3DfuTkmzdQm1jrbzisizt54Tqi8Xp3skPtW8km3M5vveF479tD5HWxxvO1yFJdp6Z3b7KmtzNv25DrP3h53Z8786VNqftS12a1b6SzHNlXtDOL+dF1nz2tnqg/SCNAogtNT8xcmt+WbPrehSxMvIuBPlmXkrW/nf6qXRsswMz94FYnmxM3JmvRjiRrbF9Qt09P+sGRgcn/q8/fRgY2nRu2n1C3x8ThHjP9epDBzHlkgH9gPRe9pq7PW8gm9I3IDvfnkP3S7iRv23MFGchNJAO9C8h58dbv07r8a7BX/bsCWdj9ID24ptT9/hfM3Kz+XDJIe7Du/2OeqJmsIftQ3cfvI++M0OliMGHQZxehS/P+dWH7DG6V+zwDrWQT6z7VuQ3eGfR49G/fN0gXN+yS9eDrzC/TPCHuUk/Msw0ayJL7jWRt2GpkTdnr6nur14PmswzMwDyuN0sffNCQF+evk8Fap0ZlG7JfWFcDJAZKYPPVE95V1Bu01+VbkPOw9awPwyzydTAZEK5N9g38fuO9zv1Ih9UcWX//5ciO6pPIAScPAVc0PnM42ZTatxGdNW9nk/0QJ5A1ID9j5nuiHlf35VneJ7bxm76BLHS8nSwVdkrwq5G1k129bVc9VpvzzHX6TV5DBvpdm/epfs8iZJPOfmT/m3vr/vshstDxKbKfSWdwwlVkbUbX7rHLQD+4zrQazwW+2nh/BTJA/DpdaGIa/BvX5weRF+BO8D6FDNQeImuTfkEPB0h0+1GP0/eRfbm2q8s2refDUxgYGbsMGZSvWF9/mYFgYdU+5Luzfy/GoO4nDARsK5IF367V0JCB1+LkfIM71mXb1HNa5+4BK1HvRTvGtJYlg+Lt6uNW8np6UL/3mxGswx7kde1mZi407gicO175mI//UBERzdellD+QF6yXRESUUp6qn9sc+HYp5eZSyq9m833zk02YXyDb6rcmR7scEBErlFIeIE8IZ5G3FXl1KeXqwfnolbpOJSJ2jIjDIuJ1pZSfkX0sFgY+FBHzlVK+RU6+OMt1HW3aAKWUZ8nSw03AkhGxXUQsUkq5jWwuWqxb6c4qL4MW/YGsLbufvOD8X0TsGRHHkLWf55RS/jaH73xBRJxaSrkb+Cs5VP/EUso11GHwEfHCiHgTub3fV0r5e3fXbESeJn+DhchmwzPJJuZVImKP+pnvkvvvgoP/OSLWAqj70z7kaLffkDXNSwA7RURnbrKngX92M/P1WL0S2C4i1iul/B9ZwJqfrL1cqJO/LqX3dzKoPYmcTuPAUso+5EXkWbI/yTpkcwz1vb+TQXC3PEUGYItGxEallF8CC0XE6TXN39T8/AY4PCIWj4gxnZ+bx21ELEk22axF1qZRSnmslHIGWft8I7BzKeWnY0lzPJVS7iMLzI8Bb4uI55RSfkAWzNYGXhERx5EB28bk/XQB/gZMiohDgCsjYtlxzneJiJcBnwSui4iDI+J59b1nImJCKeVR8s4SP+9muqWUP5G1jodFxBVkgLYVeZ2LUsojpZTvdOG69k9yn9qXbOF6BVkg2j8ijgSIiGkRsdoY0+maiFghIhaqz18MnFSva+cBZ0XENvWjqwCrR8Qi43L973e0OsoId/Bovk5VZOc+c51mn1eQpaY53s6DvECcTtaSfIds+lqfHA59Jn28JQUDtWS7kXP47EyezD9Ql69BVsl+tPn5HmzrV5KBz2H19fFkX70zyFqrhxjnPh3kxfVqajM22fRxKdnXaI4j08iawc3Jvhhvr8u2Jg/Mt9TXJ9f94FN0sZZjrL8LWTN0CxmozV/zeUvdh28D9hji/3Ymm9mWqNvuema+M8XryGbOG+t39WS+KAZGrn2VgVtUbQZc28M0dySD+pPq64l1f3kf2QeoN0Po/70f3IfJZraNyD6El9bf8F5ysM10ulhTSzYnf40sYJwP/IM6J9bc8CBrJc8la2M7k0tv0DgeViTnCvwMWfC4hCwk/L/hnCN6kN/nU6drIjudv5cMJBcf9LluDhJYj6zRWpGsHTqEgZGsu5HXya5OI0S2PP2VgVtrTSRbta6v2/8WxmlQ2TDyuhtZQbMUOTDwf5i568vBZHPtBeQdH8Ztv+n7xhntTlefn0g2O/6ADM4m1BP/dWTTyV0Mo59BY0feEXicmZvxtqwn8XMY53sxks1NnSkIliEvaGuT1bDfI4Oii+v7a/XqIlO//0iyg/OxZI3A9XX5EWTg+EF62Xkyg+ZOf6kd6gHVabI4nOzoPqJOp4P2pQPI2sFj6+sX1QPyJAZGjXWt+WuM2+Jfg1PIkur1dZ+Yr+b3Emoz/aD/m0g2VR9U1++N9fO3Um/cXT+3ODmhZk/vVUjWuu5C9vlbnwyWf8II53AbYZp71ZNs5zZhE+oJuKuTg9bvnl0/uLeRF8vl6n52Nhm0vYi8eC3dpTzsVb9vyfo7n1zPFb8BTu33vjyC9RhqKoTmIJ+16jb8Atm8vRgZtE2p56yvkcHw1WQfxB/Tp+lFyILS1Y3XW5GFop70iWNg+qhPkwPnXsXA6NEX12Nut27/RmRQeGj9HV7FwPl6XbIPYN8LvGRhd2GyP+hrybuNrEVW1Fw96LPrkneFGNdRz33dQGPcuFuQtR9L1BPdrxmoCZlC1obMMUpn4GK3OllT9CKyies9DNzaaGsyCOnZZKyzyNtBZO1CJ0hYmexY/CPygrw62VxzXg/Sbp4AJ5I1dVs2ln0Z+Eh9ftJwtvVY8kL2VVqGrIGZWg/8S8nm5xeStaCjuuUVOSL2erLT+s2N/eiFZMBzMl3oSDuG9V+uc2Iga1yur+u/dV22P1kDtV/9rd5KXvi3H+K7XknW2NxVt+cksqblQmoQ3Kd13Jas/ev5TO/kRetOeni7I2bfD+5dZK3s22kMZCL7B3V1tnvyIrkPWWNzAwOjIfciuwgs3a/9egTr0CxMTaERwDLzdEDrkq0eU+rrBckatZs730M2eX6IcS5w1/SnNtbhKzRqusnA/RU9SHOo6aMuJgu6S5HB0u6Dt/MYf6N9ycL7HvX1zmSN8YG0bD7JRp53JAtvT9TXi9Tz0fl9z1u/MzDKDboOWav0ZQY6OS9HNuN8dBTftwdZsvoiOcdWZ7TiqQwEal3tPD2CvE2qJ+4X1NebAxfV5y8im+F27HKaSzDQiXpTMjC6lJk7T65NnYC0x+vfbCpao57MOjNhr0+Wkn9KNmNdNIrvX47sv7U4A02fV1Bnwa6ve1azM8w8fpRsAtuKrO3rzNnzCwamQzmQvAgvSgbzJw51ISKbPe4gp5jo1NKuQNaqXcYQgd04reMUxrETdz3m763r3pOpVMhRtrfXc1WnY/ZB9bxyOlnwOZ3azFUvFN0e8PMSshblO41lbyK7KvRkkt4u57958X9T3XevZebbnDUDtcEd8dcka0XWJws4X2Cc7sXZzD9515XHgLPr62PIAubbycLg/XRp0BVznj7qOOqgFQbmyevWIJ3j6z5/FlmQvIys1dyV7LO8Pz2ae3CM+d6NDOBvok56XPN9KzC9r3nr98YZ5gYcqqp7H7Lqeh8Gqm6nUJtLhrsTkDVyP6j/cxDZhv7fZFXtN8katXFt5moc2DvX/J1Ud/zO6MMryAv3YwzUpnRzRvbNyWHs04Hb67KD6k68WX39GrKKfpFeHXBksPiielDvULfFcWSfnpczMFnvJuT0AXOck21wXskA9B4GpoN4DlnT8XMatyvp54OsEfgkWSJuTqh7YM1nZ6TW8o33hprId4HG8k7tYefG3iuRgV8r+oiM03btaXNuTaMv/eAa6U8ia44+QNbUvYqsRezKzZ/H8bfqFJ6eR3ZBuQc4ofH+kFOl1GPnrWRn+XHtS9TIw25kgHIG8HsySF+UbPq+rJ5n/63/6CjSGcn0UZfS/du7TST7/XVG1S5fz6Wn1Ncvpwtzr3Upr4OvA535Tl9Zz4udEdCL132nf33S+72xRrIxyb4jx9adu9Nx+jP177L1MyOa16henDYlZ9r+PllbcyPZ5LkrPbwh+RzytRnZsbXTufNE6kS89bErddLBHqQ9f92uf2bmEusRZIfKi8max55OVFt/i5PIkvPP628+kRwtdC55sevMhzbHQHHQvvSvexKSAek1DEzfcgQZnPd9xnVmnoz442TfmlUZCOQPBR5miPmUBq3v0WRgfya1gzDZWflLDNzOrOs3EPdRYBz7wc0i/Sl1n/4K2S+pL/OBjSH/m5OT0TYHuGxMBiFznHy3ns9Wpk7BMY75DrLQdxOwf122PFmz+d+Nz425Nos+TB816PyyRF3f79G49RzZ9PmJfu9Ds8n34WRt9nFk8+98ZFD7JWDXsf4uXclvvzfYCDbsCWTn8KPIfkOn1oNv77pB96wbeFQblCzldJq4XkUGRKv2aV1XJpteLxy0/ERyVFDXS8EMavKpJ8G31ov6QQwECxuTQ5DHpURE1vj8tf4+nf40C5Nze32ic/IbyfqRAcs9ZPPgvmTz+ZvIgRgfqH/X6Pa6jGEbNAO1S8lga5XG+7P9LepJ59sMjHL7LANNne8hm91ae4P4ueHBOPSDG0Ye5qcLt4Ubh3wO1XLSuQvE+o3jYTOyhWGpfl9I57A+59Do70n2cf4ndfR4l37Xi8ia8OXr9esKMmhboX5mGbLJ9QAGatS61QftjcDJ9flLyJqoQ+rrg8gWr+e07Tcim2a/SU778+16HuxsrxMZGITS1zvLdErjrRMRa5C1A9+PiHXIg/RVZM3Ky8jSwJNkdequwJ0l5xoabXoHMFDa3Idsnvju2NZi1HmZQr1PGPC2UsrXGu+dRM4YfmuP0j6UPOh/XUq5ISLeQA4Z79xdYFGyM2VPdpzm3E719SSyeWMb4I/kzb0fjIhVyebga0opT47g+/ciq93fSPaP2JBs7r6MbE6dBPyslHJ/d9ZobBrz400spTwdEZ0atSBH5z00h/9fjGzuege5vruSx80U4MhSyv0RsXQp5Xe9XRPVOezOJJvuHy8556AaBs3ttidZIPt+KeWBiHg7eeusU4G7S84ptmCpc2K2QeN4fS7ZEvF78ly+Dxm4PBERG5NBwFbA4aWUG8aY5vxk37bnkrXsR5C1tYeS8xyeU0p5fCxpzCbtI8hRkfuVUh6u5+vNydvo3U62Uu1TSrmnF+mPVkSsTLagvJlsnduOLLivChxTSnk8IpYopfyxj9kEaGeQFhGLkkHZ/GSp/3/Ii8oG5IbdidwxjiUv2qd3Ic3FyFq5PYBPllK+MtbvHEHanQP7heTNbX9NDoJ4NRkgXV5KuWkc8rEHA9XimwDfLKWcHRGvIw+87YGX9eqAN0UqVwAAGLhJREFUG3SCfj3ZR+B3ZH+sjclS2QNkP4FJ5K05ZjupbETsRA79/mJErEQ29/y9lLJ7ff8Q8mT5I/KebH/qxboNV2NfWJOcjPaJxjbpBGoLkqMD31tyAt45feeC5ECPc0op29YJGGeQwd5pJSeT1TiIiMmllBlz/uS8LSJOIAOb28hz4KdLKZ+PiJPJwtmxpZS7+pnHWYmIXcguITeRkyIfRRaStiDP7TuShaV9gVtLTkA+2rT+Nck5Wcv+rVLKAfW9LclaooXJc8WwC7PDTHthsnB7AdnytD95jb6V7KIyBfhLKeWxbqbbDTWwXYrsUnMmGaRtQY5y/yHwqlLKM/3L4YDW3XGgzpr/F/KHf5qsnn1eyRmYFydLVf8kq4u/Sl5oxqyU8udSynRyGPRXxutOAjXtUoOJT5IDA+4ka4+uJQdCvLq+3zM1WNmR7MB6Gjnv3PYRcXwp5SKyiXDzXpaIGsHI8WR/s7vJvjsXkiPxppPB2Q7kSXs4s/4/AtwZEauUUh4hRx0tX2cip5RyKVmTtk6XV2fEGifcncnf/hrgqFqrTA3QJtaag4OGE6DV/3uKvFhMjIj1yY7MNwEfN0AbXwZoc1aDi61LKVuTgy6mADtExAGllDPJUf19r+EYSj2+tiHPX+8kj7vpZHeNN5FNfzuSzZKvIM9Po02rc75YnSzc7wPMFxHviYgla0vQ9cAzZCtIV5VS/lG//0yy0DiV7Ce4NfCPUsrP2xigAZRS/q+U8gTZheQn9Ty4Gvn7vLktARrQ3j5pZBXxV8mak3PJvghTyZ3+UrKzdC9uQDyu7eZkoLwUOQPz2uRoxruo0z6QtUkn0uXOvgzUonb+vo2stdq3vp5A1qbdQpf6TgwzX6uSAfoCZK3p18i7B1zKwHQow7oXZ+M7lyDnkzuyvt6RDICaHVxHNBFuD9d/GtmfZA0yUL+ArJIfUx85WjDKzYePoR7Ncy5ZCJtE9nvdjyxMPKdeA34IvLLf+Z3FOkwgp2z4Bdl3elI9t08hWye+TJ3fjZwW5A66MLKXPk8fRQ5U2JSBqbAOIPuM9+3exrPat2bxfmd0/6eBR9t4Xux7Bmax4bauO94C5IzI7yVrQBatO/3u1JF4c8ujXkDfS1bvdzp1v5ocmdPVjouDToprMjDK8bVkjdXz6+uJZJ+tns0rNHjdajCxLFka/U7Nww7k6M7pjHKOHbK5dgYDI552qCeTN/T7t2/kcVHytj2/bCzbmhwo8DbGeEcH+jTKzYeP4TzIkXanMXBrp5MYmLrkjWSBZdwnoZ1DngcXdtcjC9nHND6zAnk3hI3r6wmdAGqMabdm+igyID2srnsrpncZdJ3bsv4OSzSWdQagLEtWSIzb/HkjeUyknSYBvyvZrHlLRPyNbPJaFnh/KeW6vuauSyJiQ2DPkn3qnkPeT23bUsovI2IDMnC7v+TN3bumdPbgiKPJTvRPRsSjZOlrInBZRBxSSvkfMljumVI7T0fE3mQfrMdLKXdHxPOBH5ds4luRnBLlo2WU1dCllNsjYlfghoh4tpTyyYh4hiz59k2zH14p5S8R8WFgjYg4nzzRfyciJpAn4TE1TZas0n94zJmWuqR2b3m2Dlg6mjwf/q2+/X3yeF2DvCPF7qXL/arGotHcuA2wd0TcTwZHewBfq+eZ80spv4mIt9brGfUc9ocuZOERMnjdgJxCYkOyw/5q5Cj1GaWUp7uQznAsRLZWvLzkje/7alD/5sPJPu53AbdFxFWllPvKwM3snyQHU7VSWwcOLE2WPK4Hrqgb88NktH5aKeW3fc3gGDQO7K3JjpY7kx26L4iIy4GnyL54G5Kj967tUT62IkumO5LNyC8iq61fSQZrOwHbdE4svRQRryBLgDfXRVeTdwH4Dtk/b3tyJvwxH/wRMY08+R9asj9a3wzq9LsKeTxeFBHPI29F9WfgxHoRW7KU0o0Tu9R3dZDUT0spf6iduM8HvlxK+XJ9/Uzd7zcma0G+Xkr5eT/zPJSI2J48j36UrERYn7x2PUx2FTmjlHJej/NwBvBkKeXciHgVOaBu3zKHkd89yMdMI/PbICL2JwP8t5K3VNyZjCM+U0r5aT/zNlxtrUn7EzlCZHNgp4i4gxyBt+9/aoDW2YHrRfnF5AjKo8l28G3rUPKX1+BpSfJ+nHd2a8cf4nueIWuqHo+IJ8gbLm9EDg44LSLO61WANqiU81pyYtlNyAB1L7JfwwwyaFyHvJdmV044pZQ7ImITsm9j3zRqEHYjZ58/CfhURKxdSnlzRLyXbK44jywt93XUqdRlmwIPRcQ/Sin/GxEzgOdFxAKd804dQHN3KeUjfc3p7K1LBmLTI2JxsrD7/9s783g95zONfy9BLWnFWomPJa2pMga1jmWodGKJPSRNkEoQgqi1VGfEkDGiap1+hKIVxjJt6FBNjW2oREeJWKbIaIS0lhaRIESduOaP+3eS44hl5H3f5z3vub//OMnnjXOf9zzv89y/e7muEbaHKeR+lm9ADE8AR5bkdiCh99nQBA0WdWiaBUkrEnqaazqWEaeUfcDdiPdrfDMm/p2pbLtT0kd+71KivZYY5vsjMUQ9zPbMBoVXUyT1AfqVthVE1eSHtm8hTpCXAIMkHWd7su1f2J4KtbnwOyVFx5aT11PAZpJGlNxxFlGu3qD8s7roZnWKZQ1iruIEwr/wLWJQeBJRnt7Z9sO1vuHYnmZ7ei3/n58WSX0lfbkkaKsRifpgYhbvOeI6uMqh03YG0b5Y2BZOkq5M+9a87UuImeOppXNyL3Ev2F7SKqUCcjpxT2oaOtzD21mBmKXDId/zKLCSpL62H7R9b/vPXEcmEf6c2xIJYyX6nlXT+X0ubfNvAfMkjS9/N4V4xrxGbVrOdafydqekg4mk5U1Cp+pDlbIiO9Co3nrNUYgyPkMknG1E++5CwnNxZklYJxBzaRNtX1+nOEYSA+iP2B5YTqonEy3F/yXK5Ps1IhmWNJyYXxgg6SdE1fRrtt8tM2g7EKbQn1mguBmRdBBxLTxWfta1icrpBKKauB5htnyp7dGVBZokNaRDa7/9v8OJsYNDiRbhfkQVaFdgVWIuebTtx6uKuSOSPl+qMZRRlfWBp4nP8smEf/ThZZb2KkJnq6FVGi3SUWy6tmO9WUx3ZmVgbhkfWYv4ncywfUx5zfIOCZGmp1KdtPJmfpfwMtsf+LZCZwYVYGFlrctSKmYvE3ML+xJ2RJcBF0v6KtEr70184NeqRwzlvR5FnCwWlCrW3YQ1xkpEBa0h1UpJg4mW5kkAtkcQ6tS/lbScQxNvYqslaAC2ryM2aB+StIntPxAtkamlWrYm4RBwS4VhJkmtWQcWakIOIpKzObZPJrQgbwVutT0MOIpQqW+WBG0F4JeS9i/36x8R2+ejCMunm4H3Jd1HdH/OraiNtgCar+3YIAQLl+EOI54n4yWdXp4nhwKbS7oAFmq8dQkaOpO2mAz/64Rw3O2Sfk2Ut4cAT7TChdbx57U9u3yIdyGEeH9OXFjXEtW1wwhV/f5ltqBtSd6DTieL1YgZrL1tv6CwlppfTl1v2T5qCX7M/1cshZ7E+7Ax0XbF9ghJP2NR26Op2hxLSocKwq7EfNm1wBWSDiPanCtJupSoKAx2bHV2uxNx0nqUucvvS9qKkBQ6GvilY+txKWK0YSxwv6T+VcxTfRy235Z0IVFQmAccZvsBSX2BEYQv5xEKR5P3HNZPDf/sdsd7haSdic7Q3PL72J2wjTyQmGv/pqRVbJ8gaSAhQ9SlqGRxQOEH+RDRYttB0m9tvyTpPODHahLPrCWlPJR3Isr599i+QtJbxIr2+7bPKw9mCLPgMUS7cYmkFjolaKOJG2MbceKDuNH0LG3Y4yQNcJ1W2zvFsj6xFt4uf3GWpD/bvg/A9iCFb2nL3XDKtbA1oQN1QvndLyBmSfYl5vI2IWzO7m//NxWFmyQ1QeE1+w3CW/KvCbmIh4E9JN1j+yGiCnU68A4x49V02P65pDcJ0fF+wAPEBueDxJY+DkeT9tfnZ7cxbA7MUCygzFRIuWxBHHR3lLQN8BtJM1znLdt60ZAkTdIGtqeXB9VAYlD6FiJR24vY4LydqKy0EZWmLkuHqsk2RIvzSWBLSVNKorYAOFjS0sSHvhexFbSPayAz0SEpOpp4r4cSat19JI0D5hMq/n2I2Ym6acR0iOVkYhX6DUmPAFcQlcQLJZ1i+67y+qa0EVlStMjQ9wnb/w1g+4LS0b8TGGR7UoUhJknNsf0XSbOIWVgTm3XLEBWoQxVaYlPLwXSJPZjrie27yizdeeWhf0M5dG9UxkdeyeSssdg+X+FzPFvSurZfVSx3vFBe0puwrOqy99a6J2mlvTNeoXfTGzicWKt+CXipPLx2LH+/LCHgWak8wpLSoWpyJjDU9uOShgDbSRpZErUewHSHsOFrks5zDSUvFIbxmxP+cIMIA3ETbYUniGregbafrNX3/JhYdiVaAn8v6TbiRD3X9tXlpP1PkqYQLdhWvcm1EbM3+0jazfbtsDBR60Ek6knSijxMzG9NJzoIL0u6iVJBlnS+7WmVRvgpKRW1NmBCuafPB8bW86CbfJDSbVnN9hOS9nJo6/2YEKr9W+JZN1jSLYTV4h6usSB8I6nrdmepFJ1G+G/OJARaVwT2Aca5OAco9GVWBua5RQyIFYbok4BTS7a/NLG91B+YZvvS8rq6zS5I+hxxkV5ke2dF2ebPxDzUuDq2OJfp2LIt78VGRJK4O1ExfFfSRraflLSSY329ZehQTd2WMD+eRXwOhhNJ6k9t311hiElSFzqNOCxFLMb0IFr9vYHTbf9e0oZEZe0G2y9XFe9noXSEzgJG2v5Nzo82DknrEct3DxGLdvvbfq3MDe5JFCfeJ7pTz9qeUVGoNaGulbQymD6DmEdYQLS75hOzB3tLarN9e3lAt9RD2vYd5YN8jqQXS2l8InGzeqzD6+r2wS6J0NvA0oqt2fUI25IL65igfQEYKuk6wh+zF1FBOoByDTg0wo4HtpV0SKslaLCwmroLYQx9AbEosiexxbYAGK6wJLmjwjCTpKZ0StCOAL4MvODQRTtR0r8CYySdbfspSb9f0hncKrB9s6R7bc8uf84Erc60X1u2n5M0gVg0PLUkaHIsByxFHIjXt31ntRHXhkbMpD1ObBa+QQiWvirpZiLTPUTSe61aUbB9aymNj1UoaU8AbmhwGLOA24hEoQ8x+1QX/8ZSQXtD0vtE1ehlonq6LGEc3wYcLeldoqJ0sO359YilSsqNohdwJLGtuQoxl/iIY/PrZ4R4bUvO3yXdl07zsAcCxwL3SvoScJbtYyVdDZwk6ZiumKC1056gJfWnU/L/FaKFPoRoO79u+xoA28dJepG459ZFkL3R1Lzd2enNXJbwYFtQBsf7EX6UDynWlXcHbmvVYfF2JO0NjCMqSy+7werxCkmPNYl5kBc+6fWf8XtsBFxJzJmsCdxIGIL3Kyed9QhpjW2JhYHLbf+uHrE0C5JOJTTo+gEH2Z5RBo9/DTzX6OsgSepNGan4IuGicgyxuHQAIVY+l5g5niPpi7b/VF2kSVegXE8dk/+TCMHjEQ45qW8QqgXDiKLTjraPryreelDTJK1TgjaamEN6gzBFny/pe4Sy/LjSx+9RBudbHkmrt8q83UdRTshrEdukcwnLowMJkdynFeKtj6v4VlYYat2QtBkxc3empLOILbadywzOpkTyOtL25EoDTZI6ovBN/BvgnDIPuw6h0H8m8IPuct9Plgx90Mt1KOGKs2vp2Kxje5ZCf+9HRK5xrJtEBLlW1LTd2anUPYh4QD8CrC1pjO1/kfTPhDbXtFZsdX0UrZygtSfbtodLupI42exv+0KFWvdNkv6N8C8dYrslytDtdFgS+Dviut9Vof82RqFQfkZpe29GzFBkgpa0NLbnlbGHpcpi2MbAL4DrM0FLPolSQfsKcJGkPcqh3sCvgH0lrUvMtT9NaEzuQggJd3l91c7Uo935BWL+6XTigTWA2CjsDRxVKgqrttqDujvSqXLa0dtuPMWPz/Yrko4kZFbOdgMkPxpFp59/R+A6onr4VUJQ8QHbF0nagdheftH21NwES1qBxV3HHbsjCqeTU4CtiBboQNtPNz7SpKsiaXXi+nmMmOM9jkj4zwdeBQ4CfmL70cqCrDN1keDQ4qUfXgEuJ1qfXXZYNAkW09regNjcHWP7HUk/JBK1wWVYfmHZuhWQ1AfYELi3zFweDKxl+1xJPYmq2bmE1MbFVcaaJLVG4bE7v3y9BbCUwz1godF3+boXsVX+upvM7ilpTjrOoZWiz3GEldjGZb55+fKM2YeQddnP9nOVBVxn6mKwbvtdYqOzXfphD8LM+/JM0FqDxbS2xxHm7VdJ+pLt0YQn5TVl27HVfu9bEduZK5aW7lxgpKS+tt8ibGOeBXaSdGCFcSZJTSn39BGSepbP/43AOEmTYKH00jLl6zm2H80ELfm0uKCwj/yV7bGEtuc0Sb1LgvZNIkEb1soJGtRXgmNx0g+z6vj9kgajRa4GQ1jkatAGXC7pSNuHSFqzFZcEbN8iaRXC9msSYe91GXCxpFOA5YgW/1RimSJJWoW1iE31FYjP/1ZlY/M+SZNsD7D9XndaDEtqi6TdWTTXju1TyozjZEnbAXcBk+ulVtBM1C1JcwipXgBcTx2lH5LqKBs2xxCt7f06tbYPl3SGu5iS+CfRsc1re7ak+4ih1b8QgrUiTn1twGHEQ6x/qSy05Sxa0lWRtILtt23fLmk5Ql5jDeIwMsf2TpL+S+FRvH0maMmnpdP4zOeAvoRjwBbA8wC2v1tGSe4AvtaKh//FUW/HgfeAuginJs2BP+xqsC7R2r6sFVvbpQy/EzFvd4/Dh/Utwgv1fdvnSbq0vHxrYAyRwLbce5F0H8rDcQdJc4BNgT8RuoijgO0lvW37+XJQmyRpbddJNDtpLTolaCsB79i+VKGzOlLSHNv3ANgeLWmN7pKgQWMcB5LWp+Vb2x1kNrYhWpxPAluWqsEVkhYABys8Wm8iHAe2IzTTnqou8iSpCW2EB+1ZwKrA123/oTxIDwJ6SLrT9rO2B1QZaNJ1ULgHfB6YKulEQqh2OUmjymb8fEKyaxnb/1n+WcvKWS2OTNKSJaY7tLZLgrY1IcY51CHKOwTYTtLIkqj1AKaXNs9rks5rpY3WpPviECOfTGzaTQb+StJLpfXZRkjPvCtpFuEyk2395GMpIyDfBt5TONYMAEYSs2j3SdrJ9mWSlgcOlXR/abd3q2srk7SkJnST1nYvYmC6P+FJO5HwoO1fTnqXwgeMgDNBS1oChbXdBoSt27cIT9pehHD1o4RG4JR26Y0k+TgUrjPvSRoLfAfYE3jY9kzg+2VJ4G5JuzhE0XvZfrvSoCuiLhIcSdKK2L4DGEic6oaWB9JE4B7g3g6v61YnvaT1aNeq6vD1G0SlY5jtq4BnCHmZ64nt5rtsv1hJsEmXohxi22fKegD/SCwH9JW0JYDtHwDjgf8oGpst5yTwaamLmG2StDKSBgBjgUtsT6g6niSpF5J62n6rtKa2IZxkJpb2fn+gH3Cd7f+pNNCkyyHpKGLhaiAh53IG8A5xfbULI69ie3Z1UVZPJmlJ8hko7Z9xRPvz5e60bZS0PqV6th1wNdDf9nMlUdsROBuYYHt8hSEmXZhy/xwL7N0udKywgPoeYf90pe1HOm5+dley3ZkknwHbtwI72X4xE7SkFejY4iwzlVOAnwITJa1b5k6nADOBvSStXFGoSdenD/Dvtp+XtGwRPn6FWMx6Hfgj5OgI5OJAknxmyk0lSbo8nbSq9iP8NqcT80JzgJsljSTEmd8HDrH9ekXhJl2f54F9Jd1kezqApOHA87b/odLImoxsdyZJkiQASDoeGArcB6wCLA8cSojWbg5sCBxu+/HKgky6PMVS8DtEoWgKoZV2InCg7WeqjK3ZyCQtSZIkoQgxXw2cVoRq1wSOAebZHldcB2x7XpVxJq2BpN7APsTywFzgnEz+P0wmaUmSJN2QTi3OXsSDcgpwo+1Lyt/vD+xq+4jqIk1ameJaQepKLp5cHEiSJOlmdErQjgZGlT+fBuwmaVh56XLA6pJW7LhYkCS1wvZfMkH7aLKSliRJ0k2RdCQxc3ZAaXH2JPTQLgMeBLYCBtr+XYVhJkm3Jbc7kyRJuiHFE3F3YAzwtqRRwKaEN+fmQG/gTdsvVRdlknRvspKWJEnSTZF0BHAU4bv7JDAL2AQYnT6cSVI9WUlLkiTpvlwDTANm2J4taQhhpL4skElaklRMVtKSJEm6OZKWAkYAxwND04szSZqDrKQlSZIkyxFOAoNtP1V1MEmSBFlJS5IkST4gy5EkSXOQSVqSJEmSJEkTkmK2SZIkSZIkTUgmaUmSJEmSJE1IJmlJkiRJkiRNSCZpSZIkSZIkTUgmaUmSJEmSJE1IJmlJkiRJkiRNyP8BGMWVusIU0LEAAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" @@ -273,25 +292,34 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": {}, "outputs": [ { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'df' is not defined", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'artist_top_genre'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'afro dancehall'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'artist_top_genre'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'afropop'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'artist_top_genre'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'nigerian pop'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'popularity'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'artist_top_genre'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" - ] + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Top genres')" + ] + }, + "metadata": {}, + "execution_count": 8 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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+ }, + "metadata": { + "needs_background": "light" + } } ], "source": [ "df = df[(df['artist_top_genre'] == 'afro dancehall') | (df['artist_top_genre'] == 'afropop') | (df['artist_top_genre'] == 'nigerian pop')]\n", "df = df[(df['popularity'] > 0)]\n", - "print(df)\n", "top = df['artist_top_genre'].value_counts()\n", "plt.figure(figsize=(10,7))\n", "sns.barplot(x=top.index,y=top.values)\n", @@ -301,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -318,15 +346,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" 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}, "metadata": { "needs_background": "light" @@ -348,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -362,8 +390,8 @@ "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} } @@ -388,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -402,18 +430,18 @@ "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, - "execution_count": 11 + "execution_count": 12 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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}, "metadata": {} } @@ -423,26 +451,15 @@ ] }, { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "SyntaxError", - "evalue": "invalid syntax (, line 1)", - "traceback": [ - "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m You can visualize that scatterplot with hues aligning to genre\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" - ] - } - ], "source": [ "You can visualize that scatterplot with hues aligning to genre" - ] + ], + "cell_type": "markdown", + "metadata": {} }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -456,18 +473,18 @@ "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, - "execution_count": 138 + "execution_count": 14 }, { "output_type": "display_data", "data": { "text/plain": "
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K2OYirJofvqQovnZuofLyRfg/1DEmRPDHzE1v4Y/xUKlausW3s44JAgCjCEN8lvSJZHwWdKi+fBGBAYlgCOFvmZveqivzx3io1C3dPM0OFYtQfvkiAgMSQcIneNNF6Y/xUE/X5OiFJqZbf5+JHhf+9vJFEJaQCBI+wZsuSn+Mh/Zs1Q0F5/dbbXO2Jr6JFZZ4Yl37S8cXIddJEGJBIkj4BG+6KIW65Lz18C0qK0bhpcN22wfckcErOo4mVpjW6Il17S/JQ0KukyDEhESQ8AnedlE6c8l58+HLZQUDwLErpbzfcTSxwrQ+T6xrf0keEnKdBCEmJIKET/A3F6U3H77uWMHOJlYA/HP+bI/LZfH6S/KQkOskCDEhESR8gr9lDXrz4euOFexsYkVhSTlYTQQYlf0+lsfls3hje8WiXmc/xYVrTVLGDoN5Mgfhn5AIEj7Dn7IGvfnwdccKdjaxYv2u09AynaBsV2o19QEGudVx+SxebfmdULU56XRNUscOg3kyB+Gf0IhogoDx4RumlFttk+rh605/0gHpKZj+VA8kxUeAAZAUH4HpT/Uwu2rNFqtBDpYFWBYwaBXQXOhqdVw+y/ZmeaKgNTmbFuEpzq6TIMSGLEEiYJDSDeftsUjuWMGOJlY0S6mCOtnGCpQZEBOlstrPkcUrZE3eiB3KE68gvMePiLhVjfDIBMgT4wCQCBLSQCJIBATeSOH3xVgksVCmnEWTzmC1jZEboEw5a7XNU3ej0Himuy8s/lKqQYQO5A4lAgJP3XBFZcWYmj8LI/OmYGr+LBSVFUuxTJ/RwJHUwrXdU3fj6LQhUMmtrUvb2KFJyKpuVYPFbSETcs+ldrcShC2CLMHz58/j2LFjGDFiBKZNm4b//ve/mDdvHjIyMqReH0EA8MwNFwrWhSsZp55YvEKyej2pOfSXUg0idBAkgm+//Taefvpp7Nu3DzU1NZg/fz7++c9/Ii8vT+r1EQQAz4rr/aUQXEq4Mk4Bo+BPzZ/lkjvSmRvTWezQVSGzPCfDyMCyBrt9aPQSIRWC3KFNTU0YPHgwDhw4gOzsbPTp0wdarVbqtRGEGSFuOD58bV14wxVrmXFqi1B3pCduTEv4BCtaFeX0nAYOAfR1n1ciuBEkghqNBlVVVSgsLETfvn1RVVWFpqYm518kCJFwp6zABN9D2RvWhVjCIoTM1N5YPmgepxAKiauJFY8bnTYECpncbvstrdruuvlayMkYmcu/M0G4gyB36MiRI5GVlYXs7Gx07NgRAwYMwNSpU6VeG0FY4W5xvS9btPnCFeuu5SuWxZyZ2htrS75EvaHBarue1dtdN9+xWdaAvJErXDovQbiDIBEcM2YMRo0aBZnMaDhu374d8fHxki6MIMTCly3apHbFcsXw+OKnDCPDyLwpvNcvZlPzBm0D53bb6/bHWY9EaEHZoQGMv8x/CwR81aJNyoc8X9brgDsyUHjpsJ0Faoq38WXHimkxC71uf2ukToQegmKCb7/9NsLCwqyyQxcvXiz12ggHeDPWRLiPJwk9zuBztR67UmoVP5Ux9v/MuWJ9nsRdbRF63WKekyDcQZAlaMoOfeeddyg71E8IhbT/YEBKV6wjV6ul5Tsyb4rg7zuzmIV6H1y5bn9qpE6EHoJE0DI7dNWqVZQd6gf4Ou2fEI5UD3mhLkexXLKuNh0gcSMCAcoODVB8lVDgShySYpbSIjSe5knczbaQ3baOj7wPRKBD2aEBii8SCrgsgZUHP0XVnjV4uO9YxHTr73DfYGtVZokvBN8Vl6OMlQMswAJg9Er0T37U6fpsf0OuTi4AeR+IwEaQCDY0NGDRokU4f/48PvroIyxevBivv/46oqLsO0AQ3sEXaf9ccUitjMGuSAPu2bkSAMxCGEoxS18KvpAY3oojG6BjdQADMABYRo+C4l9xZ2y5wx6ifIXstlA5AxHICBLBd999F8nJybh+/TrCwsJQX1+Pt956C4sWLZJ6fYQDvB1z4Xvjv6GQgdU1oWbfRrMIhlLM0p8Ff9PJHUYBtICRG8C2OoP1u9pxiqDJquVyt9tC5QxEoCOoROL06dOYMWMGFAoFIiIisHDhQpw+fVrqtRF+Bt8bPwPgeHQYdLXXne4bjFaDPws+3xoYlZpzyrxl6Q0f1NKMCCYEWYKmWKAJvV5vt40IfvgmFbAMg23JsZBFsGjvYN9gtRr8uesJ39pYTTgS4yPstjtzgcoZOab2ySHhI4IGQUrWq1cvfPDBB1Cr1SgqKsKLL76IPn36SL02ws8wFTYb7QBrtDIGBYnRdvuGQhG0lAXxnjI6bQgUjPW7LquXAVfu4pwm78x6jVSGB+VvSIQugizBV199FatXr0ZMTAwWL16MzMxMKpEIUTJTeyP38FrOz6q1t+z2DYUHpi97kzrDtIa1R7eiXlsLgyYcEdXd8NzDj3DGA/ksRxP1Gu6eoAQRqDAsy7K+XoSrXL58GQ899BD27t2LNm3a+Ho5IcfU/FmcD8rEyAQsHzTPBysihFJXuh81+zZCV3sditjmiM9yXNpiC/3GRLAhyBIsLi7G0qVLcfPmTVhqZn5+vmQLI8RBivq1UIr3iYkzAfLG+at2rgSrM3Z70tVWocqmtMVsOZZ8iXqbSRD0GxPBiCARnDt3LoYPH467774bDGMfDyL8E6nq1/zZ/eevCBEgqanZt9F8fhO2pS3AbTc2dfwhQgFBIqhUKjFx4kSp10KIjJT1a6ES7xMLoQIkJZYlLEK2S/Ebk7A65uTJk9iyZQvmzp2Lf//73/j444+xZMkSQfsLPS5hjSAR7NSpE/773/+ic+fOUq+HEBF/rl8TA6kfqGIe31UBkgJFbHPoaqs4t4uBs/sVaq303OGXX37B1atXAQDdu3d3KIC2+4uxXygiSATLy8sxfPhwtG7dGmFhYebtFBP0b/y5fs1TpH6gin18qQVICPFZY61csgDAKMIQnzXW42MLuV/+3FlHagwGA+bPn48TJ06goaEBLMvi3XffxebNm3Hjxg2Ul5ejR48eOHjwIOrq6vC3v/0NTz75JN555x188803OHr0KBYsWACDwdi/dfLkyUhLS8OSJUvM+7/33nuc575y5Yrdfnl5ediwYQNkMhkSExPx5ptvol27dpg5cyYYhsH58+dRXV2Nfv36Yfbs2VAqlbzXptfr8f777+OHH35ATEwM0tLScP78eWzYsAF1dXWYN28ezp49C61Wiz/+8Y/461//CoVCge7du+P555/HgQMHUFlZiZycHEyYMAHbtm3Dli1b0NjYiOjoaGzYsAGbN2/Gpk2bYDAYEBcXhzfffBMdOnQQ5bcRJIIzZswQ5WSEdwnmBBaxH6i2Voxa2yTq8aUUIKGY3K6uJOdYtlCL07MYeK0OvWTRdt8T8nsEu2fCESdOnEBlZSXy8vIgk8mwevVqfPzxx4iLi4NarcbOnTsBANu2bcOePXvw3nvv4ciRI+bvL126FBMnTsTjjz+OM2fOIC8vDwMHDsRLL71k3p+PVq1aWe136NAhfPLJJ8jLy0NCQgK2bduGadOmmddw5swZfPbZZ1AqlXj22WeRl5eHcePG8R5/8+bNOHXqFL755hswDIMpU27Pr5w/fz66du2KBQsWQK/XY+bMmVi7di0mTZoEjUaD+Ph4fPHFFygtLcXo0aMxevRoAEbL9YcffkB0dDSKi4vx1VdfYePGjYiIiMBPP/2EF198Ed9++61Hv4kJQSLYtm1brFy5EnPmzMGFCxewcOFC/P3vfxdlAYR0BHMCC9+Ds+pWNUbmTbG6VnfcdK6e1xkx3frj0I1L2PLrQdyQAXEGYETbvmjnxexQ0zqExiBt78sNOYNtyTFAZS162iT1CBG4YPZMOOPee+9Fs2bN8MUXX6C8vBxHjhxBVFQU4uLikJ6e7vT72dnZmDt3Ln744Qf07dsXf/nLX9xeS1FRER577DEkJBjv+7BhwzBv3jxcvnwZADB06FDzcIQhQ4Zg7969DkXwxx9/xJAhQ8xewpEjR2LDhg0AgMLCQvz73//Gli1bAABqtdrquw899BAAoGvXrtBoNLh1y1hr3LlzZ0RHR5uPUVZWhlGjRpm/d/PmTdy4cQNxcXFu3wcTgkRw5syZePDBBwEAf/jDH9C7d2+88cYb+Pjjjz1eACEtwZrA4qiom8Vtd9x/r51H4aXDLrvpHJ3XHYrKirG+ogQauTG7+oYcWF9Rgoiyuzh/H39IIOGbGrKneTTuLbtuldQjROCC2TPhjMLCQsybNw8TJ07EQw89hPbt2+Prr78GAERGRjr9/qhRo5CVlYUDBw6gqKgIubm55u+7CldpOMuy0OmMjdblcrnVdmctMhUKaxmx3N9gMOCjjz4yuy5ra2utKgxMwmnaZlqb5T0xGAwYMmQIXnvtNfPflZWVaNasmZMrFYagtmk1NTXIyckxL3rChAm4du2aKAsgCHfgalVmi0avwfcXfuJ105kQat158sB25C60xbKJtaWgF5UVu3Vud3E0NQSwTuoR0jpOSCu9orJiTM2fhZF5UzA1f5bXr1kqDhw4gKysLIwZMwbdu3fH999/D71eb7efXC43i5Elo0aNwunTpzFs2DC88847qK2txc2bN3n3d3Tc+++/H99++y2qq42/79atWxEXF4fU1FQAwK5du6DRaNDU1ITt27cjKyvL4bEfeOABfP3119BoNNDpdNi+fbv5s/vvvx//93//B5ZlodFoMGXKFHz22WdO12tJv379sHPnTlRWVgIANm3ahPHjx7t0DEcIsgT1ej2uXr2KFi1aAACqqqo43yYIwlvYunr5/mu0nYRuQoibLkYVhTBFmCjWmCvxMH9JIOG7L3E64z21TOoR6np35JkI5uzRUaNG4dVXX8WgQYMgl8tx3333oaCgwK7j1b333osPP/wQ06ZNMxsegLF15fz58/Hhhx9CJpNh+vTpaNOmDQwGg3n/ZcuW8Z7f8rjLli3DhAkTMH78eBgMBiQkJGDVqlVmCy48PBxjxoxBbW0tBg4ciOHDhzu8tmHDhuHixYt48sknERkZiTZt2iAiwticfdasWZg3bx4GDRoErVaLvn374v/9v//n0r3LzMzEpEmT8Oyzz4JhGERHRyM3N1e0mnVBbdO2bNmCRYsWITMzEwzD4ODBg/jrX/+KQYMGibIIV6G2aYQtfK3cZIyMUwgt239xtQpTyVUuN/x25MJ8duvrqNfVOlyHiZF5UzhFnQGQN3KFoPOJAdd9URpYDKusRU81kPj4C6LWOFI7Pt8zc+ZMdOrUCc8995zg7/z000+4fv06hgwxWv3vvvsuwsLCzO5Lf0eQJThixAh069YNhw8fhlwux3PPPYc777xT6rURhGD44k0D7siwigmattu66QDPEogcWTH6qlao/aU9mJSTYOTWgtyzVTe7YwmJr3nDarK8L9bZoTGIf9w+q9RTUQ7l7FFPuXDhAm8Wf7t27fDhhx96dPwxY8agoYG7efry5cuxZs0arFmzBnq9HnfddRfmzJnj0fm8iUNL8Pz58+jQoQNOnTrF+XnXrl0lW5gjyBL0Hv6QoCEUvrV64xocWTHqEw/gWk0jlG1PQd6iHJZeHC6LU4hl6m9WkxjWtL9dExEaOLQE33//faxatQovvvii3WcMw2Dv3r2SLYzwPYEWo+GLN3kjQ9aRFdP4+wR3Wfw12IYxuGJ9QixTZ1aTt19exIhjhnL2KOE7HIrgqlWrAACff/45WrZsafXZuXPnpFsV4Rf4S4JGIODIhamOj8C1mkYwKjXHN7kFzZlwOzqf0JcXMYWSt26z4TrqSvcLih0Gc10r4b84FMEbN24AAJ5//nls2LABLMuCYRhotVpMmzYNBQUFXlkk4RsoRiMcR1aMvnUr5G4+AVYTDibMXgjdqT10dD4hLy9iW/mOMkldmZbhidUeSK57wn9wKIKvvPIKDhw4AADo06ePebtcLsef/vQnaVdG+JxQ7vDhKg6tGGP5FdYUXYU6+ZhVcoy77j5H58s9vJbzO9caqvHsuwXIye6CL38T18rv2aobCs7vt9qmNLAYeL3eK9MyAs11T/gPDkVwzZo1AOCwOSsRvFCMxjUcWTED0lMwIP05FJV1F81a4Tsf38sLqwnHtZpG5G4+AaLqE0kAACAASURBVNm9wqx8IdZVUVkxCi8dtjkZi/TaRtxbb5qfKO20DHLdE+4iqERi/vz5KC8vR0pKCgoKCnD27FmMHz8eMTExUq+P8CEUoxEfbyTpcL28sHoZdOXGsqYmrR6R2giwyka777pThsHZdo5hcCYqDKiqByD9tAxy3XOzZMkS7NixA+PGjaOZsDwIEsG3334bAJCTk4O5c+ciMzMTs2bNcjrrigh8grX3qC2BGE/iW7Ply8u1hmqwmnDoyu+Evrq1+btNZZ0Q3fmMQytfqHXlrL2aN6ZlBIrrvrCkHOt3nUZVTSMS4yOQk90FA9JTJDvfjh078Mknn6Bdu3aSnSPQESSCpaWl2LJlC1avXo2hQ4filVdecdpKBzDOG1yxYgW0Wi0mTJiAsWO5/yEUFhaaO6QThLcJlHiSpehFKaOg1quhMxj7T9qu2fR/z75bgGs19hZfAtsBE3ule1SGYcJRM/MTSYl4uK/jcU1iEAiu+8KScuRuPoEmrfE3M7mmAXgshDqdDnPmzMG5c+dQVVWFdu3aoXXr1rh69SqmTZuGRYsWYeLEiejatSuqqqqwZcsWrFmzBl9//TXkcjn69euH1157DVeuXMGUKVOQkpKCsrIytG7dGh988AHi4uKwb98+fPjhhzAYDEhJScHcuXORmJiIBx98EA8++CCOHj0KwOg5vPvuuz27WV5EUANtUyfxAwcOICMjAwDQ2Gj/D8uSq1evYvHixfj888+xY8cO5OXl4ZdffrHbr6qqCv/4xz/cWDpBiIMrza19hW1T7Xptg1kATWj0Giw7ss6q+XROdheEKeVW+4Up5cjJ7oLM1N5YPmge8kauwPJB8+wEn8+Kst3OKzQMg+9aJUougICw5ty+Zv2u02YBNNGk1WP9rtMeH/v48eNQKpXIy8vDd999h6amJvTr1w/JyclYvXo1unTpgpqaGjz//PPYsWMHDh48iB9++AHbtm3D9u3bUVZWhi+++AIAzOGunTt3okOHDsjNzcX169fx1ltvYdmyZcjPz0fPnj0xd+5c8/nj4uLw1Vdf4aWXXsLrr7/u8fV4E0Ei2LZtW0yaNAmXL19G79698corr6Bz584Ov3Pw4EFkZGQgLi4OkZGRGDhwIHbv3m233+zZszF9+nT3Vk8QIhAI8SSh454MrMFq8oQ88QqmP9UDSfERYAAkxUdg+lM9BFkeQiZDAI6tZW/eQ2eiXlhSjmffLcDgV3bg2XcLUFhS7rW1AUAVh0XuaLsr9OrVC2PGjMHGjRsxb948XLp0yTybz5IePXoAAA4fPozHH38c4eHhUCgUGD58OA4dOgQAuOOOO8zVAE8++SQOHz6MkydPIi0tzdyha+TIkTh8+HYy1NNPPw0AePDBB3H16lXzhIpAQJA79L333sN3332H9PR0KJVK3HfffXjyyScdfqeyshJJSUnmv5OTk3Hy5EmrfdavX4+7777b/MNwUVtbi9pa68bDFRUVQpZNEIIIhHiSO2JismaXD5rnlrvNlcSoRJ57GK2KwtT8WT6PtUrpihRK4u9NE7i2e8revXuxZMkS5OTkYNiwYaipqeGc9BMeHg7AOJPPFtOoJcv5gCzLQi6X2+1vOX/Q9jsGg8FqJqG/I8gS1Gg0eOCBBxAdHY0bN24gOzsbTU1NDr/D9QNYjr44e/YsCgoKMHXqVIfHWbduHR566CGr/+OLLRLBgbdnygm1eHyJu4LsqSXmzLoywdUIHADqNbd8PhcRkNYVKRRHrmlPOXToELKzszF8+HAkJibi559/5pxXaCIjIwM7d+6EWq2GTqfD1q1bzaGuixcv4vRp433ZunUr+vfvjx49euDEiRPm6fN5eXlWteM7d+4EAHz33Xfo0KGDaANvvYEgSzAjIwMMw5iFjWEYJCUlYf/+/bzfadGihTlQChgtw+TkZPPfu3fvxrVr1zB8+HBotVpUVlZizJgx+Pzzz62OM378eAwdOtRqW0VFBQlhkOKLJJVAKAXhSvyQM3JEKsNRr2kAwzMyylvW7LErpZzbWZuhUL6q3ZPSFSkUk8UpRXboU089hVdffRW7d++GSqXCPffcYxYsLrKysnD69GkMHz4cOp0OmZmZGDduHCoqKtCsWTMsWbIEv/76Kzp37ox3330XkZGRmDt3LqZPnw6tVovWrVtj3rzbTc2PHTuGLVu2ICIiAgsWLPD4eryJoHmClmi1WhQUFODMmTN45ZVXePe7evUqRo8ebb4xo0aNwjvvvIO0tDS7fS9fvoycnBzB2aE0RSJ4CZVJAu6UZDj6jlgzEd2FbwYiF7ZzEb0BX5ZsUnwEPp39iFfX4s+4+iwGjHHA9evXB+yzWJAlaIlSqcTjjz+ONWvWOBTBFi1aYMaMGcjJyYFWq8WIESOQlpaGSZMm4aWXXkL37t09WjgRnARCkgoXroiau9auZQ1gYUk51m44jQ9qdpgtism9xvrMmnVUJsG1Lxee1mo6qsHLye5iFRMExHNFEoGNIEvQ1EgbMMb6SktL8fe//x3ff/+9pIvjgyzB4CUQLUFXrTCh18gnCrZJHoDxgS4061MsLNcXrYrCLa0aevb2mhQyOVgWVtv47ounlqyQe+LtQnUiMHArJti8eXPMmjVL0oURoUkgFD3b4mrfSiHWriNrcf2uG7xJHt56qNuur07TAIVMjmhFFBq0DWbRBoTFWj3t/eko8cV0T4z9W0n0CGsEieCZM2ekXgfhp3irnZitVaGSKa0epv6UpGKLKy7corJiMIwMrJMkFkeiUM20QViPs2BUaquWaN5M8uBan86gR3h4GD4dttBqu5DfzlM3uD8kvhCBiSARNBgMWLNmDfbv3w+dTod+/frhhRdesKoNIYIPb2VqclkVKrkK0zMm+rX4mRBaZ2i6Tq4sTltrl3dI7a1qqNrfBGRGq4cJU0PZzpiZmcB2sNtfKheg2LFbT2s1pazBI4IbQXWCixYtwuHDhzF+/HhMnDgRx48fx/vvvy/12ggf4612YoHQtswRQusM+bq+yBgZ+jd/FGs33DB3M4lSxHKeS8bIzAJogpEboGx7zi7JwxQnu1bTCBa3C8TF6JQitKWaUDyt1ZSyBo8IbgSJYFFREVauXImHH34YjzzyCFasWOGwRpAIDryVqRmoGaEmhPat5LseA2tAwR69lVjV/tIeCsba0yJn5JxWJAAwqkY7C0/KAnGxGwx42vtzQHqK2+3hgpmrV69i0qRJohzro48+wt69e0U5lj8hyJ/JsiyUSqX5b5VKZfU3EZyI2U7MUWwxENqWOUPIyKkEZSSua+37OTLaCHuxqmyJiDAF4jpcsJoawVeMl8hxrzyNkzn6zaRoMODp2C5KfLGnRYsW+Pjjj0U51ssvvyzKcfwNQSJ41113Yf78+Rg3bhwAYOPGjbjzzjslXRjhe8TK1HQWWxTzPP7a9aWudD8e/q0K25pHQCu73T5QDgY66BDea7fd3L+b5YnY8OfnABjLKuq1DZzH5rtXnsTJhMSDQ2XWpJjUle5Hzb6N0NVehyK2OeKzxBkzdeTIEaxatQrh4eE4f/48OnfujIULF6KystJc/F5RUYFXX30VN2/exJ133omff/4Z+/fvR0NDA+bOnYtz585Br9dj0qRJeOKJJ8wTJm7cuIGsrCxUVlaid+/eGDZsGBYvXoxDhw7h5s2biI+Px9KlS5GUlIT7778fAwcORElJCeRyOT788EOkpFi/mPCNXrp48SLeeust3LhxA5GRkZg1axbS0tIwc+ZMMAyDs2fPor6+HlOmTHHau9oVBLlD3377bdTW1mLUqFEYOXIkqqur8eabb4q2CMI/EWs8jbOYnxjnsR015Ms+lVzU7NuIe2/WY1hlLeK0eoBlEaEzAKwBjFILhgFkvye5yBN+A2AtVo5cw3z3ypM4WaDHaf2RutL9qNq5ErraKgAsdLVVqNq5EnWl4oSWjh8/jrfeegu7du3Cb7/9hp9++snq83nz5iE7Oxv5+fl49NFHcfXqVQDAihUr0LVrV2zbtg0bN27EypUrUV5ujBtfvXoV27dvx1/+8hfzccrKynDhwgV88cUX2LNnD9q2bYv8/HwAwLVr1/DHP/4RX331FXr16oWNGzdyrpVr9NJrr72GZ555Bvn5+fjb3/6Gl19+GRqNxryOL774AuvWrcP777+Pa9euiXLPAIGWYHR0NIYPH44FCxbgxo0bOHr0KOLi4kRbBOG/iPG2LyTm5+l5PK0zkxpd7XUAwL31Tbi33th8fkFqczQy1u+hjNwARcpZKOpSrMSKz2WcGJnAe32e9KoM9DitP1KzbyNYnfXgAVbXhJp9G0WxBjt16oSWLVsCADp06ICbN29afX7gwAG89957AIA//elPiI01Jl8dPHgQarUaW7duBQDcunUL586dAwDcfffddlUAqampeP3117F582ZcvHgR//rXv9C2bVvz55mZmeb1WPaPtsRy9NLMmTNRUVGBX3/9FY88Ymxhd88996BZs2a4cOECAGDYsGFQKpVo2bIlevbsiZKSEjz66KNu3ilrBIng4sWLcezYMWzYsAFqtRqrV6/G2bNnnU6AIAjAvZifq65Nf3poc5UltI9t/rsFcJsbCm5HjEylxlSbpA53Xcbuxsl426BpIzD4lR3UccUNTC9CQre7SlhYmPl/WzY3MSGXyzmn+xgMBnzwwQfo2rUrAOOg82bNmiE/P988esmS0tJSvPLKK5gwYQIGDhwImUxmdVzTOrjWYMJ29JJer7fbl2VZ8yQMy9FMBoNB1PI8Qe7QvXv34tNPPwUAtGzZEp999hm+/fZb0RZBBDeuZhK649oUO2XfXfjKEirueBSMIsxq3zg99wMiMSrBTly8PTmd6zdj9XI0lXVyu9zC2yOy/A1FbHOXtotN3759zW7LH3/80TynNSMjA5s2bQJgnPYzePBgXLlyhfc4P//8M3r37o3Ro0ejY8eOOHDggMOxTVzYjl76wx/+gJSUFBQUFAAA/vWvf6GqqgqdOnUCAOzatQssy+J///sfTp48ifT0dNcu3gGCRFCr1VplgyqVSqvZgAThCFcf4O7Eo/xlJiBfWcLKE1FIfPwFKGITATBQxCZiRGo/v1gzF7a/GaONgPZiV3PSDuBauYW/x2y9QXzWWLsXIUYRhvgs74yFe+ONN1BQUIAnn3wSu3btMrtDp0+fDrVajSeeeALjx4/Ha6+9ZuXetOWxxx7DmTNnMGjQIIwfPx6dO3d2OLaJi2PHjmHIkCFYs2aNefTSBx98gA0bNmDQoEGYO3culi5dCpXK+O9DrVZj+PDhmDx5MubOnYv4+Hg374I9ghpo/+1vf4NGo8GIESPAMAy2b98OpVKJd999V7SFuAI10A5u+MbyOBvB4w/ZoYNf2cG79q8X2Yub0DX7elSS5XXJE36DIuV227aXHxjtcA1FZcVYdmQdZ42jPzdGlwKpskOFsH79evTt2xcdO3bEqVOn8Oabb2Lbtm1eObclro5emjlzpjkrVQoEOVbffPNNLFmyBAsWLIBcLkffvn0xffp0SRZEEO7WDfpDyr6rZQlC18xnHa89upVXNMV8ITBdlzzhNyjblYKRGwWNCVM7bKXnqFUcEHqJNjHd+ntN9GxJTU3FX/7yF8hkMoSFheGdd97xyTr8DUGW4PHjx7Fq1SrcunULLMvCYDDgf//7HwoLC72wRHvIEgxufG31eIJUY474rGOWBaZ1esPq2EVlxVh+ZL3VCCM5I8fUPjlu3z/TdeHuvZCFqXn3S7QRXL6xUZb7h5IlSPgfgmKCs2fPRs+ePdHQ0IDBgwcjJibGnMpKEGLj7SQQMXGlfZcriSJ8VjCrCbeLy60t+dJKAAHjTL+1JV+6fkG/MyA9BQ/d1waMil8AAftYnyNLz1/in0RoI8gdyjAMnn/+edTU1KB9+/YYPHgwRo8eLfXaiBDGH1yb7iKkLOGTo5tQcP52kbSzCR2j04ZgyYF1ZjckALB6GXTld9q1QePrLMO3XQiFJeXYe/QycHc4GAeWIGBdn8nn2pYxsoB5sSGCG0GWYFRUFACgbdu2OHfuHMLCwlxOiSUIwkhRWbGVAJrQ6DVYengtp1WYmdob4ZU9YWgKB8sChqZwaC92g766tVfGBZmyXnXld4LVO39smCzAnq26cX7+cPv73RLAUC+zIMRHkCWYlpaGP//5z3j55ZcxefJkXLp0yap4kSAII0Lm9zlrPcZnFT6X+QhyN7eA2ibeaNsGLUYVhTqNvdUXo4py+XrMa/rd2jSVSCg7nISjKimT+/bYlVLOz/m2O8Jb8y2J0EKQCL7xxhs4ceIE2rVrhzfeeAMHDx7EwoULnX+RIPwQqQbN2ibFmArKAVgdX0hGpEavwdJDa7H+p0/xaFUdesmikZ41FtOf6uF07RN6Po0VxeuhM9wWS4VMjgk9n3b72iyzXs1CaJElagmrl5ljfWJ28vH31nhEYCI4JnjPPfcAAAYMGIABAwZIuSaC4ESMtH+hQuUOjub3WR6btyWZLQxwU8FgW3IMUFmLnjtXIv3xFzBgtuOkNKFjjly5nznZXazum0kITfWCJkyTMDLHiD8my59a4wUSS5YswY4dOzBu3DhMnDjRo2MtXboUAPDiiy+KsTReLl++bJ5+IRRT/WFxcTGKi4vNRfjOEK8BG0FIRGFJOdYUFUCdfMxsebjrChMqVO4gdH4fVx9QR2hlDPY0j8a9ZdfNzZadCZizxCIu1+LSg+ux6LMSJLAd7CxMrmbcanUq6k60tjt2kkWM0pWep86uKRjmTvqiocOOHTvwySefoF27dpKeJ1AhEST8mtv1aaWQ2bje3HGFeTpo1hFCC+VtLbVoVRRuadV2ZQ2WmJpt62qvixIb43ItQqaHMvU0rh1vzWkd22a98tVEWsYoXbFKnV2TWHMnfYWUMU2dToc5c+bg3LlzqKqqQrt27ZCbm4v58+fj6tWrmDZtGhYtWoSJEyeia9euqKqqwpYtW7BmzRp8/fXXkMvl6NevH1577TW7fI9PPvkEX375JeLj4xEbG4u0tDQAwGeffYYdO3agsbERDMPgww8/RIcOHfDggw9i8ODB+Omnn9DY2Ih//OMf6NatG06fPo233noLarUazZo1w8KFC9GyZUusXr0au3btgl6vx/3334/XXnsNgLFV2owZM3Du3DnExsZi2bJliI+P5z2vuwjKDiUIX2Gy3Pjq01x1hfFlUoqRYenK/L7M1N5YPmge8kauwJqhCzG1Tw4YbQT4WlfE6YwvAIrY5qLM+uO9bwot5Am/CeoLKrQm0vJalw+ax/nAF3JNQupH/Tl7VMoZjcePH4dSqUReXh6+++47NDU14ccff8TcuXORnJyM1atXo0uXLqipqcHzzz+PHTt24ODBg/jhhx/Mw3PLysrwxRdfWB333//+N7Zu3Yrt27dj7dq1qKioAADU19fj+++/x4YNG/DNN9/g4Ycfxueff27+XlxcHLZs2YJRo0Zh1apVAIBXX30VU6dORX5+Ph577DGsW7cO+/fvR2lpKbZs2YKvvvoKV69exddffw0AqK6uxsSJE/HNN98gMTER3377rdPzugNZgoRfY7LQWA13fZqtK8xZb0bb2BYgfNCsM2xdhs1SqqBMOYsVv+zEl785dn1lpvaGvqoVcr//Fkg5aZVwojSwGHi93txs+fqpTZzHcOWFgM+1yDDGOJ++urUg69jdUU0mTO5Bvhip7TU5cvP6e/aolDHNXr16IS4uDhs3bsSFCxdw6dIl3Lp1i3PfHj16AAAOHz6Mxx9/3Dwuafjw4fjqq68wduztht7FxcV44IEHzGVyjz76KAwGA6Kjo7Fo0SLs3LkTly5dQlFREbp0sfAAWMwULCgoQHV1Na5du4asrCwAwJgxYwAA//jHP3Dy5ElzX1C1Wo3WrVsjPT0dycnJZquzY8eOqKmpcXpedyARJPwak4tRV36nXTairSvMNLnbNLjUNLn70I1L+Krmv2Z33CMD78fhAyrRs0OB26JgfCD/gHqd8AeycQ2PYU2RAo0JpZCp1GimZ3/PDo1B/ONGQW9+cY/HsbHRaUOw9PBazs9MVrfU9Ydc7fFsceWa/D17VMqY5t69e7FkyRLk5ORg2LBhqKmp4Z3lZxI9g8E+s1en01n9zTCM1X4KhQIajQZXrlzBM888g3HjxqF///5ITEzE6dO3PQeWMwUBWE0hAoCmpiZUVlZCr9dj/Pjx5oSd2tpayOVy1NTUWM0MNM0mdHZedyB3KOHXmFyM+urW0F7sZi4Wj1bE2rnCuCZ3HwsH1l0+aDXCZ//13Zj4TBy+XjQEn85+RDQBtHTFLTuyzi3X14D0FGz483PYkrMYX45agY/HrsTwlzei7YurzBatGGOjMlN7I1rJXTfIasJFs44dwRmXtEDBKFy6Jn/PHpVy3NehQ4eQnZ2N4cOHIzExET///LPThiYZGRnYuXMn1Go1dDodtm7dioyMDKt9/vjHP6KwsBB1dXVoamrCd999B8DoJk1NTcWECRPQo0cP7N+/3+H5YmJi0LJlSxw4cACAMVnno48+QkZGBnbs2IGGhgbodDpMmzYNe/bs4T2Oq+cVAlmChF9j5WKsbo1YjsxFE1wTuvc0j4bWpqpbCuvA1qphJZyaIDTZxBkT05+2s8RYvQwR1d3wnIcNv4XAdy9Y1ijEmit3Qd+hFZAq7Hj+nj0q1u/GxVNPPYVXX30Vu3fvhkqlwj333ON0xl9WVhZOnz6N4cOHQ6fTITMzE+PGjbPap0uXLhg/fjxGjBiB2NhYtG5tzAbu168fNm3ahMceewwqlQppaWk4d+6cw/N98MEHmDNnDt5//33Ex8fj/fffR3JyMs6cOYOnn34aer0emZmZGDp0KP73v/9xHsOd8zpD0BQJf4OmSBBc/Lp0MnS1VVbbZnZIAldrE2ezCV3F2bQEE2JNTRCr4N+XMxj57pmhKRxNJwYAMCbbfOqkLtJEIE8fIXwHWYJE0BCfNdYqJggAcXoWNxT2Iii2dSDEwnPVvceHmAX/pkQTk6h+UHgFa+MLRI2T2mKu+0ysA6OA8Y3kd0xNwU24UroipaVFBC8kgkTQYIqZWWaHjkjth/UVJQ5ry8SwhqIUsajX1dptN/lZWE045NXdRHkgi13wL2UXHROWWaCsTgm00IKxzEhgAYNOAV3Z3eZuNIDryTmBPH2E8A0kgkRQYTu5uy2AiLK7eEVOjLT6wpJy1P7SHoxNaQOrl5knPQCAsP4wzvG04N9W9OvOt0eTNtFqH7G66JjOt+LIBuhYY+Yho9Da78QADKu0EkBvJOcQBIkgEfA4i485sg7ESKtfv+s0mmpaQq4zmHtpmnpoemLV8CG0Mw0XXKLPJt+AvKGb1VoBcbroAMDao1vNAugIRtWIpPgISUpXCIIPEkEioPHUlSdGWr3lmCFbITHBZ9W444p1t+C/qKwYy46sg8Emc5WRG8wF8paIJdr12lqruB8fiZEJWC4wCcYZvkz4IQILEkEioPE0PiZGWj2fZSaTMWANLK9V44or1vah7mrBv+lctgJowrYtnSNRdVVgDJpwyJxMoxcraci0Pn/uHEP4FySCREDjaXxMjKbMfJYZVx9NS4S6Yrke6vubdmPyM2ORmerYcnLWlsxEjDIWMU5ckUVlxVhb8iXqtbcH9goRmIjqblYTQACANTBg9XLIFDowDAMdqzM3EvBUqPy9cwzhX5AIEgGNJ/ExQJy0eq4xQ0LiWUJdse4+1IW0JQOMoj/xvuHIHO7esZyt5bnMR5D7vQ5sqzPmeCmu3IVHerfF/uu7RbfY/L1zDOFfkAgSAY0YDbHFSKt31kiay4Uo1BXr7kPdWVsyEyqZErmH12LTyR28LwDOjuVoLaaeqOt3tbN6Sfjyt5WSWGz+3jmG8C9IBImAxl0rzJvwxagG3JGBwkuH7YSgZ6tuVn+781AvKisWNr0eMLs3uSwxoe5Uy7VwCf6A9N52v8mKXzyz2Phik4E+d5DwLiSCRMDj6TgfqeFzZx67UooBd2Sg4Px+q88KLx1G56QObg+TNYmuO1haYkLdqaY1Wp5biIvTE4tNyHkoO5QQAokgQUiMI3fmsSuldtttXYKuPtSFukGdrVfoccKYcKs1CnVxemKxOTsPdY4hhEIiSFhB9VXi48jiERrv43uoc/1eQt2gjtbLtQYuWBbQ1bTiXbej7Z5YbJT8QogFiSBhhuqrpMGRxcMXb2MYGUbmTTELA2AvFgDsfq8Vxet51xGtjILGoHVo3VlaYnzibb1OQBt5xSzGfCNp+Fyc7lpslPxCiAWJIGGG6qukwZnFwxV3MxW1V92qxvIj68EwgM6gN29b9fNGqGRKu++Z9uFiYvrTAMDZNQYAZIwMA+7IwKaTO5B7eC2ilFFQyOQOjwkAMpXaYexQiqQUSn4hxIJEkDDjSxdTsLth+SweW4FkGJmdQOlZPWxNLI1e43Lcz3Su3MNrOT83sAarbNV6bQMYAf3OGIbhXUuiRL8lJb8QYkEiSJjxlYsp1N2wlgL5dN4USc6RaPEb8v3OMkZmJ2Ysr4NTwD4s8HTrF5CZKk3mLiW/EGJAIkiY8ZWLKRTdsHyTL2QcliAfMaooNOmtY3wyyKE3GMDIbgsTq5fjnuj7zX/z/c7uZpTyrdmgCRfUzNzZFBBHePJdggBIBAkLfOViCjU3rKPJF0IFUCVXYUJPY4zPdjagukFjN9Lp8AU5ns8yfpfvdxZSFM+FgTXYiahpQrzeSTNzR/dCnnjF4W/jjWHARPBDIkhY4QsXU6i5YR1NvkjswX0vopVRCFeGcQqC5VoHv2LM0LSbDQjr/qp8v/NSnnihM1QyJZrULKDQ2s1SvFbTiGffLeC00vjuxZqiArBtTjr8bTydIEIQAIkgIQKeWlPB6IZ1dE8cTb54jedeTEx/WtCaPGkonpna220RrNc2gJHLoTmfhnvq1Xgi4hDiGLtk0QAAIABJREFU4xtQY4jCN433oqSmPaeVxncvGhNKIXPy23g6QYQgAEDm6wUQgY3Jmqq6VQ0Wt9/Yi8qKBR8jM7U3Jvcai8TIBDAwJnFM7jU2YN2wzu4JnyAlxkd4fC9ysrsgTCm32uZKQ/FEHus7MTIBX45cgRczJvLuA5keUW3/g1FRh5AgbwDDAAnyBoyKOoR01QWzlWZ1XJ57IVNxzx+0/G0c3UeCEApZgoRHiGVNBZMb1tk9cTb5wpV7wWVxTn+qh+BkEcvvq2QqNBnsk2MsrXLT2kbmTeHMCdUqtVAx1i5KFaPHExHHUaJpb2el8d2LaGUs6nW1dse3/G3EmCBCECSChEf4KqlFjIQWqdywzu6JWJMv+GKak3uNxaezHQ/b5fo+lwACxnifLXwvEHE67sSeeJlxUoWtlcZ3L+SJyU5/m0CYIEL4P5KKYH5+PlasWAGtVosJEyZg7NixVp9///33WLp0KViWRZs2bfDee++hWbNmUi6JEBlfJLWIldAiVTaskHsixuQLT61woQ2y67UNVve3qKwYTbomzn1vKGRYkNocA6/X49762/vUGKJ4rTTue5FiXqOj3yY97CLaN9sKHXMditjmiA8ba/4uQQhBMhG8evUqFi9ejG3btkGlUmHUqFHo06cPOnbsCACor6/HnDlzsHXrVrRo0QIfffQRli5ditmzZ0u1JEICfJHUIoYLtqisGGtLvjTP0otRRYlWHuGte+KpFe6KtW66vwB3mzczDIMbSjm2JccCqMW99U3QsHL8KOuD6U/1cEn4udzClh6ABGUkHv6tCvfW1gMAdLVVqNq5EgAQ062/4PMQoY1kInjw4EFkZGQgLi4OADBw4EDs3r0b06dPBwBotVrMmTMHLVq0AAB07twZ+fn5dsepra1Fba11bKCiokKqZRMu4ovaQk8f/kVlxVh+ZL2xHdnv1GkazM2nPV27N+5JYUk5oI0AlPaZkELn8TGMDKzAukTAeH+FWo9aGYM9zaPRSxaDpKyxeEUEUbL1AFzX3sK25hGAXmu2OlldE2r2bSQRJAQjmQhWVlYiKSnJ/HdycjJOnjxp/js+Ph4PP/wwAECtVmP16tV45pln7I6zbt065ObmSrVMQgS8ndTiqQt208kdVgJoQmfQi9alRsp7YioS18V0grJdKRj5bSETYnGaxERoYb4JR6OfuLiplKNs8ETMKfkS9ac2ATBa3BN6Civ3sIVLgE1ia+l61dVed/nYROgimQiyrH3uGMPYN+Otq6vD1KlTcdddd2Ho0KF2n48fP95ue0VFhV18kQgdPHU3OnqQu5rQ407bLk+TetbvOg1dTDkUKWcBmQGmf2oyXQQmZ4xyeixH1hwDhrcX6PVbNbwZpFxEKaNEtbj5fpsbCutKL0Vsc5eOS4Q2kolgixYtcPToUfPflZWVSE5OttqnsrISzz33HDIyMvDGG29wHic2NhaxsbFSLZMIQDx1Nzqak+dKQo87bbvESOqpZs7bWYCsXoamsk7IHOf+QFoGQN7I5eZ1ri7eaCV4LFg0GTR2Qiln5FajnkyY4q226Ax6LDuyDoBrQigkI5VRhCE+i16QCeFIVizft29fHDp0CNXV1WhsbERBQQH697/tp9fr9XjhhReQnZ2NWbNmcVqJBMFHZmpvLB80D3kjV2D5oHkud6iRM3K77QqZ3KXkFUdtu/hwlNQjlLDUc1YCCACM3ICw1HNOv2uKBXJh+QKQmdqb1+JjwVoV80/tk4MpvXP4i+g5MLAGl5sqjE4bApVcZbVNxciRfYsBwEARm4jEx1+geCDhEpJagjNmzEBOTg60Wi1GjBiBtLQ0TJo0CS+99BIqKirwn//8B3q9Hnv27AEAdOvWDfPmzZNqSUSIY+mGjFZFQaPTmh/07sSq3GnbJUZdJcuRDONouwlHsUBXs1eXD7L/d5qZ2htT82cJbsLtakYvzRAkpEDSOsFBgwZh0KBBVts+/vhjAED37t1x5swZKU9PBAB1pftRs28jdLW/13lljZXkTd7WDVmnaYBKrsKLGRPdfoi606dTjLrKRJ5jOLPE+GKBMkbmdps62/imq1MoXI3B0gxBQmyoYwzhM+pK96Nq50qwvxdeS1nnJUWzbHfado1OG4IVxeut4meWblghiTbuJgbxCY6BNXDeg3BFGNQcRfFKmYLT4nNnDJPUk0IIwhkkgoTPqNm30SyAJqSq8xKrvZut5fPIwPtx+IDKpexQ28Rp099CE21cdQua1uxoRnxRWbHd9yfdNwbLjqyzcp8yYGBgWZcFr1tyZ5y9flGQcPtixiMRupAIEj6Dr55LijovIW5IZ1YYV2bn/qbdmPzMWGSmOu/VCXDXKOpZPdaWfImGWwYw9zQizGIeH998PKFuQds1O1qX7fG4xFatbeLN+nRERf01TO411qm4+WrGIxG6kAgSPkMR2xy62irO7WLjzIUoxAoTw6XKZ3nWaxsApbFMgQlTQ9muFIBxOK4n8/HWHt0qqMML37psxXZk3hS31nH9VrUg4ZZyxiNBcBFSIuitJAxCGPFZY61igoB0dV7OXIhCppQ7cqmaXHhVt6rBaCPQVNYJCWwHO2tSaPIIIzdAkXIW+urWbs/HKywpR522FkKqj4TG5txJfnHl+Hz3uOpWNabmzyLXKCE6ISOC3kzCIIRhuu/eejFxZIkIKXfgE4BoVZSVlckqG6FsV4rqi0DuZuM2kxByWaR8MCq1R/Px1hQVAC2d7+csqcYyRheljIJCJrcrjAeM2ak9W3VD4aXDbnfzcSSy5BolpCBkRNCbSRiEcGK69Zf8/gtJtBBS7sAnYHUa+xiZyZJrOtHayprkskibdE2cx5DpIjDFxckLltesTj7m1AqMVkZhYjp/faRtjK5e2wA5I0eMKgr1mgbO+9k5qYPbiS3OXhLINUqITciIoDeTMAj/QWiihZByB9P+/3fsS07RsoVRqQEY25xNzZ9lJQqWxeZcySusXgZteSecDr/ulghuOrnDrqsMYMxEZQAkRgkTJ64YnZ7Vo77BgCld3uBcm6XFXVhSjrUbTuODmh2cyUZcyUimBBo+i1Dqgc1EaBEyIujNJAzCfxCaaOFsSrmlNcnXdswWVhMOecJvULU/hapbRnHlEmHT/199eDPUbD1Yi+zQb6vKAABTRtwj+JqLyoodxu2mduIWLy54awsVzvukciUb/bR9G1oX/hsK9Q3owuPwU013XGu8w/x57uYTmP5UDywfNI+3+wzVFhJiEjIi6M0kDMJ/cKU+kG/au62lJmQGH6uXQVd+J5RtzwEy6/gZlwhnpvbGwtwKGAz21Xy7j/wqWARNa+UjRhmLAekpgqdf8MXoWE04mrR6LP7iOP75+THOY9gmG6WrLmBE+CEo1MZtCnUNRoQfgE5vQImmPQDrZCRfDGwmQo+QEUFvJ2EQ/oEYbcqEDpKVMTIYWAMYbQQ0v2eH1qtOcu7LJcJcAmja/uy7BaiqaUR0pBIAUH9Lyyk8ztbaN/Uel6ZfjE4bgqUH11sJuUngAYCJ+x+UKWdRp1Ij99Qu7DvfF39/+ikA9slGT0Qch4qxfiFQMXo8EXHcLIKW37ONn0Ypo8AwQO7htdh0cgdlihKiEDIiCHgnCSPQCbZuHWJYE0JiUCq5irP/5tT8HwWLsEzG8AqhKWmn7pbWaputeDlb67ErpTh4ornTchATmam9seizEihSzoJRqa1ctfKE36xGOjFhavzH8AOezvsBiZEJaJbSHjfKE83Hipdxx1HjZQ2QJ/xmPodMF4Gislbm2GJmam8qoickI6REkDDCJ3SB9KARWvMpxuSBaFUUdwYoGACsw2O6IsKP9mmLbw+VWW2zFAdLATJhK17O6viu36pGo4vTLxLYDrh2orXddkXKWfuRTr9no1bdqoaidS3CmrqhqdJYp1FjiEKC3P4+HoiKhbLFbTFllY12/91RET0hFSSCIYYjofPWg8adaeyWuFrz6enkAdtenyailJH4dNhCh991RYRNcb+Cc4cg/8NZc3apSVhsO8mYsBQvZyUGzSMToHZx+gVX5ixwO/uVDx2rQ2zHC4C2HapqGvGjrA+GyIogM9y2Zg0yJQqSYsDItVbftf3vTqzerwRhC4lgiOFI6IR0RPHUTerONHZbvF3z2cDTK5NvuyVGwb+BqpreSIyPwNPZXZCZyn+d3XppcABneEXMspOMCUvxclTGYbJA9a1bOSwHsbWy07PGYvpTPaxeXHrdlYy9t8LBhDkWwgZdLfJm3+6rWlfa3c6C157axPldy/8exYjtEgQXJIIhhiOhE9oRxRM3qZD2ZM7wds2nuw9gdwRfSBKOpQXG1VHGMo7G+eKSatyPyxrns7LTH38BA2ZbNwmv+PIc/qMr5KxHNGF7j7ji8s0v7nF6fylTlJAKYQVPRNDA9+A2PSRVcpXVdpVcBZYFr/XoKu5MY7eFr7ZTqppPvvvi7AFsKfjyhN8Q1qMQzD07seL0YhSVFXN+R4h7j9FGgAGQFB+B6Q46ymSm9sbyQfMwPWMiAGNW5dT8WSgqK8aA9BR8OvsRfL1oCD6d/Yj5GI6sbFv+/vRT+FOrJ8BoI4wuYxu3sVCR6tmqm9Ptmam9MbnXWCRGJhiL/SMT3B4ETBCWkCUYYjh6o+aLX+UeXst5LHfiMe5MY7fF2zWf7ibXmITdNovSMvFDX9XKyiKL6hKLel0t7zFVchUm9x+FzGeEPfxdTXZy1cp+PisbzyPbfC53XObHrpQK2u4sthtsmc2EdyARDDGcPdC5HjR8LaxcmcVnwp1p7LbY1nyeSGqOgsRoVJ/ahOYX90jy8HMnucYk+FxZlBq9BmuPbkXtz5lW7tKwX9pD1a4UOlZnfzw3HuyuJjtxdVY6Hh2GPUmxuJk3xWNx4RIqMZJeAimzmfAvSARDEFcf6GLM4jMhT7yC2F5FqNfWwqAJR0R1NzyX+YjL/TFNsaWismJs/XkjNNpbAPzr4WcSfL4synptrX18tLIllM1uAvEXrbbbWutCcVVgbK3s49Fh2JYcC63MmKLKd3+FiBDfPnwlKJ42NKASCkIIFBMknOIsHuMo2cUS00OwXlcLMIAsTA22zUnIE6+4vTZHDz9fMyA9BdOf6gGZjtvVa9CEc27XRtrfD75rqivdj1+XTsaFeSPw69LJqCvdb/U5n5AwjAwj86aYY4QmYrr1R+LjL0ARmwiAwZ6k2wLoaC3OfoeismIsO7KOcx8uARSroQGVUBDOIEuQEISns/gAad7W/f3hNyA9BfLEUZyWNFPdDU0c35HxWI621+SoXrKkqR3W7zqNaqYNVO1v2vUvNfze/5TLYrPM4LzJM0nedi2OZgCaXn4MAnquAkCMKgoTevKPd+KCSigIdyFLkPAYvqQW2+1SCJajbFd/wdaSjlFFQSVToqnVUYTf8yPkCb+Z9w1TyhGtjOU8ju018WVyXtmzHrmbT+BaTSP01a2hudAVrMb4W8g4JmA4spyF3l9Gy/3fAKONENx71USYIszllyJ3M3gJgkSQ8Jic7C4IU8qttnElu0ghWP788CsqK8bU/FkYmTfF3PB5esZENOm1qP+90J5RNULV/hTkCb+ZSx76pnJPjLAtJeDL2JQ31li5p/XVraH+1wOIPjeUdwIG34uI0PvbVNYJrN76ccLqZWgq6+TyS447L0VUQkG4C7lDCY9xNovPhBQFz2L0BpUCviQQlUxpbxXJ9GiddhnLBxldjxu2l3Ae81B5Cf7ffaPNx9/QLhE3ZECczoCB1+txb73RKqwxRHF+v6qmEW1cdBsKvb8JbAdUX4Rdn9MEtgPCIy877GcqdC3O8LQ9HhGakAgSosA3i88SqQTLGw8/V2vQ+OKffG5BS+uHb2p9nabBnMSy6ueN0MiNCSs3/n97dx4U1Z3tAfx7+0Kz4waIRqMTjRnXuD4JwYWoiEoLiuMaoxKNYzSpOD5LZ2RKJzqVTHxxktEXSy3jMkMCmLiESUIADVYYt8RoHHlGxxWMsqXFFhB6+70/On3t7Xbfbrl0Q59P1VRNr/fcJuW5v9/9/c4J5HEwJhKABkMbgeNspMPPR3UIcftCROp5m1bCatFkUWg7KJDHS7/pCz6qvcNjPh06AKX3f7C6X+kro3jiPygJkhbVGq/WPdmD5u6UntTRz45vsxDE248mdQoOuZ0jEdEtHsNCEnGy6AvgiYvgAn7Zb2gIRFzXSRjV479wufoaiq6XwMiMUHAKjO0Z5/A83Dlv57MBptcsk+ng8AQUfGWAPkIvjB6hC8HobhNa3X8fpHWjJEiIC56sahVbrRihDEOTQed0JBYeGCbcM7TlbDTJOA77K85ibM9A8D1/ALOsYxagQ3HN51B8V4vim6eElZpGZkTxzVMATBVaLEd87p63s9kA24ufjE0FaNJpAXVXq2Lgp27xeCXR4VcQIgtKgsRn+UoZLE9WtYpNOy4cOhOA4ylhc9UdNdcLyqf+DShEejg5oTVoUXS9xDoB/kJvNAgjQNvPFFx7tL/QPOKTMnXrqeaoIUtIc6AkSHySL5XB8mQPmpTydJasq+50hRZAYK9/g+PcT4TO9uNJ3aunNWih4BQi7+cw6zFLqInVkOUUHKauOuJRn0lCPEFJkPgkXyqD5emqVnfuf+7+pgDodxHBFisrddcGQvlUqd1Gd1c4cA5Hgu4yMiMCFDz0Ruvjm7/b0wuTb26dAfoeRbBOI5yreUrUaDR9tyd9JgnxBCVB4pN8qRKMnNswvrl1Bnu/z0VjbD0UNh3kdTcGQHu9P4Kfvih5BBfABUBb1RVcpzI42BfvlqjQjmjUNaHOKN482NmFiaPpbADCBQXHPTpXTgHoa7pafb5JZ8C2A+cpCRJZURIkPsnXymA156pWc3KwPD/Oujyn0EE+smwSFo0c5vQenSX+zmA0lUch0MDAdy63+16peI5Hk75JdIGOJUcXJmLT2Y5WtnK8EfwTV+ySIAA06YzY/sl5LJvhuIAAIY+LkiDxSW21k7htcnCGUzYCfY9i2ykNwgLDXH4mQhmG6vIoAICiQ7XHCRAADMwgul/RlqMLE3f3SYrVSwWA/NNlVknQtm1X3PMGnK8r8foCKtI6Udk04pPaahksd+pochxQp9eAAaYRGWOm/4lg7FG9VrH2TXKoaVDbdaNwd9parF4q8Og+IfBoAVH1vYdgANTcNRTe/Rw1DWowPBpxWsZCiDM0EiQ+qzVurHflse5pmod2jNnPn8KUKF/9pYch0waDC2rZRGi5SEZsOjs8MAxao/0+yUXD07H55F2HOV5h0crJtm2XqWGx9cId6iNI3EEjQSJJ8dlyZGwqwNRVR5CxqQDFZ8u9HVKr1Cz3NEXmOdsbmNDDMEQ9ABLX0iDKg5hcdaMQK7y9aNhM0RH+pLgeDo+VPPJJ4f/b7iMUG/H6Sist4vtoJEhccqdzvK/xlQ33Zo7udXrEZjQYaGSYWP0AgLmH4UBsP3PObnuDGGdVamwpeaVo/DUNaszMWQYFp0C/6KdRUVctaZ8kAOG+X/7pMhiNDAoFh+SRT1rdD7TdXyg24vWlVlrEt1ESJC456xzvy0mwJTfcS0m25vc434guEceBY6Yde+YuEiMUEcLLH184IjkB1jSoEaDgwXM8DMzxZ8x7D6MsSqo56wxhZEZcrLqMIIUSK+IWSf69l80YbJX0zO2ozL9r3PMJKPiKF/571Jf3MW2x4B/9lszAY3B4gqTjEUJJkLjUWktcPc6Ge3dGkFKSre17HisB/oIBePtatem8GI8OafOE19ydDtQbDYhQhiEoIAg/N6gRFhiGRkOjkEgZmLA613xOUka0TUatxxcejn7XoobP0D2uB+7UVcEY8BDQBsNQ/YRpNaxFoYFT16kGKZGG7gkSl6R2jvc1YiMVV73tzP/4Sl1x6CzZOnvP44rUMzAGqA1h+BxjEDFgtPCaJ9OBddp6fKD6M3JmbUdwYJDdSNLynGxX7zorUOOsc70zYr/ZT023wAIfCpvt+eifoC/vg8Zvk9H0w1gY1F19/gKN+A4aCRKXXvplxaHllKijzvG+RmzK0dGiDkvujiClVLd5nIUajjpPMIMCNbcG4Y17XREUyGPFb561+szQLgOsimIDpinNcGWo6P4/y8Qp5ZwsV+/+JnsZnG1LdHb+lqPucGUYGAPqdfWSC7+ZCwtYdqPw9Qs04jsoCRKXpHaOd5ftpufmLpgsNuXoairS3ZJtUqrbiL3HlQAFb9d5IiwgErq7fdCkjkJEaCAAYMtH32P/l5fw0qS+4KPu4tj1E1bfwxhgrOmO+c+9CD7qrstCBGEBkajTa+zi4TiFw+LZivooGMNqRDfodwrt6LKMGiDeUNgVy1WireECjfgOSoJEEimd493REitOo0QSj6stAe6WbJNS3UbKqlBHha/N++Yc7ZkU+w0jR3wDPdNbfzcHsMgq7P/yEj7MTAIgXgu1+Gw5NFefAtf9gtWCE+DRBYTlfU8A4CNqRffxK3klhnYZ4PC+qVJhX0bNEwp9iGnLBXWfIG6iJEi8oiVWnHpaes3dz0kpsO3oPUO7DBAa2YaJbFEwMIPoNKzYb1in08DR3CSnbISau2a12tLRys39X15C071Y8Hrjo67vsN+eaHmvzzbpmlmuJnWnjJo7lLwSS+NmY9SLtDmeuI+SIPGKllhx6kn3B0fbGKIkfM5ypGb+jm2n9lgd01kFnFfz1onu0xObhhX7rYzaYCgcVYvRB0L5VClqGkyJU2zLiPl7DRZd34NH5LsVm5n53Led2uP0fc5Yrlq1vXjwhb2fpHWjJEi8QqypanMvaHCn9JqjbQy22wLMxO5nOlrWv/XUHmw9tccqmdreH3N2v1BsGlbsNwxRD4Ch63mr0Rln5BDMNaFRYb0oyDyaM9R0Ec6HU3BgRptpWReb0sXi3/t9Lj6+cER0kYujRT+WlLwSC4fOpCRHZMMx5qQir4+6ffs2xo0bh6NHj6Jbt27eDod4wPZ+FgBhlaO37ue8mrdO9B7iB6o/C4+Lz5bjvexzMFgkisCoO2jf56bDxSSWlLwSY3vGofjmKclTgRHKMNRp6x3eu3MWBwcOjDEE6AKQ+nMtPo0NEy25Zjw3xW5q1VLQr/4Piugyu+e7RcTi9oMKSedhS8krsXSEaW+jo9WhNMojLYFGgkR2zlaByrk61F1SV4XuPPxvq8TDd7wDvsdF1Oldb4DXGrQoul4iebO8glMIKybNo8o9Z3OxaNhMAF2scpptHAwM4IARei1G1DfgC0MoHgY4SIIM0EeUAxZbDABT4WpmZKbReZda1Dm47edpArSdYqZER7yFkiCRlatVoL60ik/qqtAHDTqrx6ZOBtIrwDhLgFGhHYUp0iZ9k8MtA3W6euz4Ngvc7UHQG6LAd7wjLGBxNNA7GcKBRYVDqxDZv8DBbp8dADAjw2fvmhYDzco5JPn8XOEAq5E1Id5ESZDIqjXVHfV0NWlz9e6znXadmbNM9L1agxbGjhfB19vXzrQPkMPpdiFgTrrsOjoHy/uz7u5zjArtiEad4870lhcVcu8VJcQVSoJEVi1Zd/RxO0ZIXU0aERpoNRpsrt59cwalWp0DGAdw4rfsFcpGyaNQlzf+ddYLkmw3nLvb/eID1Z/tFgkB1hcVrbk7CWk7ZE2CeXl52L59O3Q6HRYuXIh58+ZZvX7p0iVkZmairq4Ow4cPx5/+9CcEBFBebkuiOoRAzV0TpuvMBY47sl7Nepzm6hghZTXpK2kD8X7OOegNptTCHoaC2U5FGnm8Fv8SAEheBQrYFKXmmFj/XACmbuwP4HwhjsDJKFDJKzG62wScusWLjsgcXSA4OxcpW01a0ywBabtkyziVlZX461//ioMHD0KpVGL27NkYOXIkevfuLbxn9erV2LRpEwYPHow//OEPyM3Nxdy5c+UKiXhB3PMGFN4tFbp/c0GNCPxVKeK69GzW4zxOxwh3WS7qqY34Dop2aqscwxhg1LRzuOhDbAWqglNgz9lcu3PguEdVYyyPYe7Gvue7T12uSLX8jO33RyjDhC0Irrou2F4gZBz8b4fTnUEKpaStJq21OwlpW2TrInHixAnExcWhffv2CA0NxcSJE5Gf/2jD7U8//YTGxkYMHmzqHTZ9+nSr10nbcL6uREiAZhxvwPm6kmY9jrv1Ph/X2GHd8WFmEgI637YbZHEcwLe75/BzjjquA6ZE4aypre7aIBibgsEYEB4QKXRjXzQ83eH32TJ3cLfs6P5a3CLsnvY/Hl8kLBo2EzzHWz3HczyUAfal0Bx1kmit3UlI2yLbSLCqqgrR0dHC45iYGFy4cEH09ejoaFRWVtp9j0ajgUZjfaVbUeHZsmzS8loqOblb77PZiN2zE3nenHD+9/Q+6dsk9CEwqrsikvVyOU1p2wcQgNUorDlHxWL3UMWqw9j+zVtrdxLStsiWBB3twecsLpldvW62b98+bNu2rXmDIy2mpZKTpys7H5cn7ZrcKSMmpS6mbXJ73AVC7nCUWMW6ztv+zX1xryjxP7Ilwc6dO+O7774THldVVSEmJsbq9ZqaGuFxdXW11etmCxYswLRp06yeq6iosFtkQ3xTSyUnT+qENofxTyXY9e0zP++M2MWBbZ1MT86huUd87nLnb+5re0WJ/5EtCcbHx2Pr1q1Qq9UICQlBQUEBNm7cKLz+xBNPICgoCGfPnsWwYcNw+PBhjB492u57IiMjERkZKVeYRGYtmZy88Y//4uFzAECoAqPgFBj/VILwvBixRNEW6mR664KEEE/IWjs0Ly8PO3bsgE6nw4wZM7BkyRIsWbIEr7/+OgYOHIgff/wRmZmZqK+vR79+/fDWW29BqXR9k59qh5K2oCWnLQkhjlEBbUIIIX5Lti0ShBBCiK+jJEgIIcRvURIkhBDitygJEkII8VuUBAkhhPgtSoKEEEL8FiVBQgghfouSICGEEL9FSZAQQojfoiRICCHEb8lWQFs4xFVMAAAKK0lEQVROBoOp/xj1FSSEeEtsbCwCAlrlP6HEQqv8C1ZXVwMAtVMihHgN1S5uG1plAe3GxkZcvHgR0dHR4Hm+xY9v7meYlZWF2NjYFj++I74Wk6/FA1BMUvlaTL4WjxmNBNuGVvkXDA4OxvDhw70dBmJjY33uStDXYvK1eACKSSpfi8nX4iFtAy2MIYQQ4rcoCRJCCPFblAQJIYT4LX7Dhg0bvB1EaxQUFISRI0ciKCjI26EIfC0mX4sHoJik8rWYfC0e0na0ytWhhBBCSHOg6VBCCCF+i5IgIYQQv0VJ0IW8vDxMnjwZEyZMQFZWlt3rhYWFUKlUmDJlCtauXQutVuvVeMyKi4vxwgsvyBqL1Ji2bduGxMREpKamIjU11WncLRXT9evXMX/+fEydOhUvv/wy7t+/79WYLl26JPw+qampGDVqFFJSUrwWDwCUlpYiPT0dU6dOxdKlS6HRaGSNR0pMx48fh0qlgkqlwqpVq1BfXy97TKSNY0RURUUFS0xMZPfu3WP19fVMpVKx//znP8Lr9fX1LCEhgVVXVzPGGHvjjTdYdna21+Ixq66uZsnJySwxMVG2WNyJaenSpez777+XPRapMRmNRpaUlMSOHz/OGGNs8+bN7J133vFqTJYaGhrYlClT2LfffuvVeObMmcOKi4sZY4y99dZbbMuWLbLFIyWm+/fvs7i4OOG5nTt3so0bN8oaE2n7aCToxIkTJxAXF4f27dsjNDQUEydORH5+vvB6aGgojh07hqioKDQ0NODnn39GZGSk1+Ixy8zMxIoVK2SLw92YLl68iF27dkGlUuHNN99EU1OTV2MqLS1FaGgoRo8eDQD47W9/K3sdWql/OwDYsWMHRowYIWtVJCnxGI1GYaT18OFDBAcHyxaPlJhu3ryJrl27onfv3gCAxMREFBUVyRoTafsoCTpRVVWF6Oho4XFMTAwqKyut3hMYGIjjx48jMTER9+7dQ0JCglfj2b9/P/r164dnn31Wtjjciam+vh59+/bFmjVrcOjQIWg0GnzwwQdejamsrAxRUVFYs2YNVCoV1q9fj9DQUK/GZKbRaJCbmyv7RYyUeNauXYt169YhISEBJ06cwOzZs70aU8+ePVFRUYEff/wRAPDll1+ipqZG1phI20dJ0AnmYPcIx3F2z40ZMwanT59GYmIi5Nx26SqeK1euoKCgAK+++qpsMbgbU1hYGHbt2oUePXogICAAGRkZOH78uFdj0uv1OHPmDF588UXk5eWhe/fuePvtt70ak1leXh7Gjx+PTp06eTWexsZGrFu3Dvv27UNJSQnmzp2LNWvWeDWmyMhI/OUvf8Ef//hHpKenIyYmBoGBgbLGRNo+SoJOdO7c2epKs6qqCjExMcLj2tpalJSUCI9VKhUuX77stXjy8/NRXV2N9PR0vPLKK6iqqsLcuXNli0dKTHfu3MEnn3wiPGaMyV5531VM0dHR6NGjBwYOHAgASElJwYULF7wak1lRUREmT54sayxS4rly5QqCgoIwaNAgAMCsWbNw5swZr8ZkMBgQGxuLAwcO4NNPP8WAAQPQvXt3WWMibR8lQSfi4+Nx8uRJqNVqPHz4EAUFBcJ9JMD0D/rq1atx584dAKbpmaFDh3otntdffx1fffUVjhw5gp07dyImJgYfffSRbPFIiSk4OBibN29GeXk5GGPIysrChAkTvBrTkCFDoFarhWm1Y8eOoX///l6NCTD991RaWoohQ4bIGouUeHr06IGKigpcv34dgKl3nvmiwVsxcRyHjIwMVFZWgjGGDz/8sEUuGEgb5531OK3HZ599xqZMmcKSkpLYzp07GWOMLV68mF24cIExxlhhYSFLSUlhKpWKrVy5kmk0Gq/GY1ZeXt4iq0OlxJSfny+8vnbtWtbU1OT1mM6fP8/S09PZ5MmTWUZGBqupqfF6TDU1NSw+Pl72OKTGU1xczFQqFUtJSWELFixgZWVlXo/p66+/ZikpKSwpKYmtX7+eabV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\n" }, "metadata": {} } @@ -481,42 +498,33 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], "source": [ "swarmplots show the general distribution as well" - ] + ], + "cell_type": "markdown", + "metadata": {} }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 15, "metadata": {}, "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 17.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n warnings.warn(msg, UserWarning)\n" - ] - }, { "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, - "execution_count": 146 + "execution_count": 15 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} } @@ -527,50 +535,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], "source": [ "reduce the dataframe to only numeric values" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "metadata": {}, - "outputs": [ - { - "output_type": "error", - "ename": "ValueError", - "evalue": "could not convert string to float: 'shuga rush'", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# Calculate the linkage: mergings\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mmergings\u001b[0m \u001b[0;34m=\u001b[0m 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"stream", + "name": "stderr", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n FutureWarning\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": {} + } + ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.lineplot(range(1, 11), wcss,marker='o',color='red')\n", @@ -600,6 +590,42 @@ "plt.ylabel('WCSS')\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " popularity danceability\n1 30 0.710\n3 14 0.894\n4 25 0.702\n5 26 0.803\n6 29 0.818\n.. ... ...\n514 20 0.838\n515 14 0.786\n519 2 0.879\n522 26 0.863\n525 10 0.735\n\n[286 rows x 2 columns]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "selection = df[['popularity','danceability']]\n", + "print(selection)\n", + "\n", + "from sklearn.cluster import KMeans\n", + "kmeans = KMeans(n_clusters = 3)\n", + "kmeans.fit(selection)\n", + "labels = kmeans.predict(selection)\n", + "plt.scatter(df['popularity'],df['danceability'],c = labels)\n", + "plt.xlabel('danceability')\n", + "plt.xlabel('popularity')\n", + "plt.show()\n" + ] } ] } \ No newline at end of file