{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Speech analysis and re-synthesis\n", "\n", "This notebook demonstrates how to analyze speech and re-synthesis speech waveform from speech parameters using [pysptk](https://github.com/r9y9/pysptk) (and other useful speech/audio/music analysis packages). Synthesized audio examples are provided so that you are able to compare synthesis filters on your browser.\n", "\n", "## Requirements\n", "\n", "- pysptk: https://github.com/r9y9/pysptk\n", "- scipy\n", "- librosa: https://github.com/bmcfee/librosa\n", "- seaborn: https://github.com/mwaskom/seaborn" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import seaborn\n", "seaborn.set(style=\"whitegrid\")\n", "rcParams['figure.figsize'] = (16, 5)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Audio" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import librosa\n", "import librosa.display\n", "import pysptk\n", "from scipy.io import wavfile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(64000,)\n" ] } ], "source": [ "sr, x = wavfile.read(pysptk.util.example_audio_file())\n", "assert sr == 16000\n", "x = x.astype(np.float64)\n", "print(x.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kEqSlpRldHCIiIiIiItKR1WpFfn4+BgwYgA4dOoT0nnYXGNtsNgBAfn6+wSUhIiIiIiKiaLHZbAyM/UlNTQUA9hgnsJycHFx++eVGF4MiwGOX2Hj8EhePXWLj8UtsPH6Ji8cucYkeYxH7haLdBcYmkwkAkJaWhvT0dINLQ5HisUtcPHaJjccvcfHYJTYev8TG45e4eOwSm4j9QtHukm8RERERERERqTEwJiIiIiIionaNgTERERERERG1awyMiYiIiIiIqF1jYExERERERETtGgNjIiIiIiIiatcYGBMREREREVG7xsCYiIiIiIiI2jUGxkRtWIvFDlmWjS4GEREREVFcY2BM1Ib97vnlWLXzpNHFICIiIiKKawyMidq48ppmo4tARERERBTXGBgTtXEmowtARERERBTnGBgTtXVekXF5tdmYchARERERxSldAuOamho89NBDGDlyJEaPHo1//OMfqK6uBgDs27cPt99+O0aOHIkHHngAVVVVyvui8RwReTKpIuPaBgsefHm1gaUhIiIiIoo/ugTGJpMJf/3rX5GRkYGlS5eiX79+mDlzJmRZxtNPP41JkyYhIyMDgwcPxsyZMwEgKs8RkS+TqsfYancYVxAiIiIiojilS2DcrVs3DBs2TPn/VVddheLiYhw4cADp6ekYPHgwAODuu+/GDz/8AABReY6IfJlUkbEkcekmIiIiIiJvKXp/oCRJ+PrrrzFixAiUlJTg3HPPVZ7r3r07JElCbW1tVJ7r1q1byOXMyclp5TclI2VlZRldhLhWUWdDcpIzIC4pLkZWViMAoLrBDgBYv3kXZFnGmZ11vwQExWOX2Hj8EhePXWLj8UtsPH6Ji8eu/dC9Vvzf//4XnTp1wr333ovVq+N3LuPll1+O9PR0o4tBEcjKysKgQYOMLkbcsdocSEtNBgCMHrcYnTo4f959+56LQYP6AwCKKxqBpaX4aFUVrHYHvps6KqZl5LFLbDx+iYvHLrHx+CU2Hr/ExWOXuCwWS9gdobpmpZ4+fTpOnjyJN954A0lJSejTpw+Ki4uV56urq2EymdCtW7eoPEfUnt01fhkKSuqV/1usrvnEqjnGDtdQ6qZmq/t5IiIiIqJ2TrfAeNasWcjJycHs2bORlpYGwNkr29LSgszMTADA/Pnzccstt0TtOaL2rrq+RflbBMHqrNSy7HwslJnGx4vqUFLZpGv5iIiIiIjikS5DqY8cOYL3338fF1xwAe6++24AwHnnnYfZs2djxowZmDx5MiwWC/r27YtXX30VAJCUlKT7c5Q4HJKML384iD/fepnRRWlTahssuOvZpUhKMimJtkTuralzdqH7GR0AAK74GC9+sgOTHrxG87OeeH0Dep7VEZ9OuCnq5SYiIiIiMpIugfHFF1+Mw4cPaz539dVXY+nSpTF7jhJDo9mKBWuPMDDWWVlVE6x2CWkpSbB6ZaDell2CjunJHo/tzitT/q5vsqJr57SYlJOIiIiIKJ7oOseYiIxldwXDycnun7Z6uSaH5PuesmozKmub8cdJK52f4ZCwIaswugUlIiIiIoojsV+rhYiixuGKfJOT3cGwKveW5jrGf315NS48t6vy/4MF1Xjtqz1RKyMRERERUbxhjzHFhd88sxQrtxcYXYyE1Gyxo8FsBQDYXIFxSpJ2j7FIvuWtqdnmfr36s1vs2JZd7PsGIiIiIqI2hIExxQW7Q0L+yRqji5GQXvxkB+6bkgEAsNs1eoxVka7kJzBWUwfSjc02TJ2zW6eSEhERERHFJw6lprghh7SIEHkrqzbD5gqI7Q7XHOMk7cDYb1zsetFHiw9gyz72EBMRERFR+8LAmAyh7pUUQujMpCDsyhxj9WAQ333tz9rdhR7DqomIiIiI2gMOpSZqg9ShsEYbhH9snSAiIiKidoiBMRkirGCNAgq2K8PZ1aHMQSYiIiIiamsYGFPc8JcxmYLQaGXweCiMyFhrnWMiIiIioraOgTHFDYbF0WEKJTJ2NUqwcYKIiIiI2iMGxhRzNfUtRhehzVOHt6EMWxevZ2BMRERERO0RA2OKuT9PycC+wxW+TzAmC0tpVRPe/W6/5nPqXmKtDOD+SBIPAhERERG1PwyMyRANzVYAnj2U7KwMz57D5Vi5vcBjoLRWj29IPcaut/mLi9mTTERERERtGQNjMoRWnCWzyzgsnTuk+n1OHQyH1F8cJPBlXExEREREbRkDYzIUA67Ide7oGxhrDpvm2lhERERERAExMCZjiCzIHo8ZUpKE1TE9BUDwuDeUsDjYruehISIiIqK2jIExGUIJtNRzjA0pSWIqrWpS5v2qe9215gI3mK2Yv/pw6zbIrn0iIiIiasNSjC4AtU+ac4wZfIXsoVfW4NdDzw/ptVmHypF7vCrga4Lteh4ZIiIiImrL2GNMhhCJthhwRc5ssQPQ3ofhTytm8i0iIiIiar8YGJMxXIGWxzBgY0qSuDQze/t/LuBHcecTERERUTvGwJgMxsi41bSiWt0zUfPgEBEREVHbxcCYDCHCLM8eYwZfkVDvNZPXv0BoMXLQrNQ8NERERETUhjEwJkMw0Go9ZZ52sMRZoezrIK/5bFkuso9WhFawVliy6Riq6pqjvh0iIiIiIjUGxmQQ3+RbDJbDo5nZO0rbWrblBJZsOh6lT3f7aHEO1u4ujPp2iIiIiIjUGBiTIWQl+Raj4VbTYR8aPYzd7pBQ12gBAEiyjCOFNYaWh4iIiIjaFwbGZAglllPPMWaQHBFZ6z9h5t4yetfPXXEQ907+AQCwaW8Rnnxjk7EFIiIiIqJ2hYExERmurLpJ+dvhkAwsCRFR4mgwW5F3osroYhARtQkpRheA2ivOMW4t0cMua6SlDnexplD2fTSPj93u/vCkJL2XmiIialtkWcbs7/ZDloFVO09iykPX4tyenXFOj85GF42IKGGxx5gMwTnGetJjHWPj5xgLJt3XYCYiansydpxEi9UOAJj80XZ88P0Bg0tERJTY2GNMhmA4nHiimaDLzuHTREQhmf3dfvTR6BlmQzMRUeswMCZDybL23xQ6j/0W4T40fCi1KjBO5lBqIiK/fthegJ5ndXT+R30PNaQ0RERtB4dSkyG0WraNXjIo0SjD0TWfDPOzWluYVvIcSm1gQYiIEohHu6hk9JWciCixMTAmQzH5lg5U+02KdCcavPNtds4xJiIKldYlm/dQIqLWYWBMhnCvY8w7eaKI5vw1dWDMrNRERKFRX5cjbhglIiIAnGNMBpE1lmsiPYW3Z40+DpJqCCDjYiIiXyu3FyBjR4HHY0Zfu4mI2hL2GJMxNIeB8RYfDvcc48DZV/Tar7E6OhxKTUTkaXNuPXYcKMGx03WeT3hNpRk9bjFOlzfEtnBERG0EA2MyVHOLHQeOVQJgy3e4lF73IFlJ9co4XVPfgtHjFodWuFZISpDAWJZlTJu7G8dO12JffrnRxSGiNmzt/noUVTQGfI24jpfXNKPRbI1BqYiI2hYOpSZDiDhs4YajWL71hKFlSXSeS15FNkQ9lIzg1fUtYX5qGFSxcLzFxc0WO2RZRqcOqcpjc5bnoVf3Tti6vxhHCmtRXm3G0tfGGFhKImqP1Nducf3/37ojyD5ayWsSEVGYGBiTIUQwJwXr7iS/3LtOVTHyfSjEDwv+EimaS4GoPjrehlI/9+4W1DZY8Pmkkcpj3607oqwjmsJJ0UQUY0ojqEfDqPPfqrooNmISEbVhHEpNxtBax5hzjFtP7MIoxGpRDYxVxFDq8hozjp6ujck2AykqbwxY0UxO5mWUiKIvWJuhaGhOTmZjHRFRJFijI0NozoWNeSnaBs32BI3h1WF/hpeoLgWiqsclua5KL326E/+etTF624xQZW2zx/9TWAkloiix2R2w2hwAAJPqQqm9jrHzwUTJ00BEFG84lJoMxdu3viJdBiuUOcYx6jBWhlLbHVKQV8aG+msfOlmNp9/a7PE8e4yJKFomfrAdtQ2uESsaN0x1w6f4k2vBExFFhoExGSJQazeFRivRluZ+1Wt7MR5KHauh2+Goqbcof4t9zTnGRBQtx4vq0Gyx+31efc13uK6ZDIyJiCLDrg4yhFYPJePiCAXbcaHs15CGUodUmsh4JN9ybS8+OoyV3WtuscFitfs8wR5jIgqkpr4FxZWBl1ryRz0qOli4q4yy4c2UiCgirNGRMVz3bXUGYt7KW8/d667OVB3CHOMQPjtac4xLq5o8/i/OCUe8VO5c5Rj7nxU4Wdrg8zTnGBNRIJM/2o6/TV0b0XvDydJvszsDY9GIuXzrCazaeTKi7RIRtUccSk2GiGLy5HYn2FBq3bYThQ+vqW/BQ6+sQZdO7jWCMw+WAYjTodQNvtmpk5PYvkhE/rVYHRG8x47fPbccXTqmaj6vtVyTCIzFc+8vzEZqShKu/MnZ6HFmR6Sm8FpFRBQIr5JkKM+gLv4CoXim9A0HzUodwmfp9Jpw2R3ODxVZVz23Fx/ng7oUDo1gnQlgiSiQSKb8Wm3OINdjKLVW8i3VFcpmd15HPdc2lvHQK2vww/aC8AtBRNTOMDAmQ2gFPfESCCUMWfyjsS+juFm7Q9LtWImyi0qgWjz2GHs0OBhXCiJKIOEMh3a/R/kr4OvUjXXimqme9iL+TEtNDrsMRETtDQNjMoS4Watv+fEYByWayOPV0N/4m2eWYuPeokg3FLJAmVhjie01RNQakQTG7vd6/M/n+SazTflbXKs8l3By/t25I2fOEREFo1tgPH36dIwYMQL9+/dHfn6+8viJEycwduxYjBw5EmPHjkVBQUFUn6PEoNXjGJc9hInAoxczst7jcIO/0+W+SagiEmC7kczLizpVvZQBMxGFIpK4WLzF33vF9aem0b2EnKQx71iS4fMYERFp0y0w/uUvf4kvv/wSffv29Xh88uTJuOeee5CRkYF77rkHkyZNiupzlLgYGIdHK/mK9nxjfbJSq+l1rOL9iJdXm40uAhEluIj6i10RsUn1bq0gubrOnRBQXJc1p7rE+8WWiCgO6BYYDx48GH369PF4rKqqCnl5eRg1ahQAYNSoUcjLy0N1dXVUnqMEpLrRayU2otaLxm4VSbNaK5S5ynWqHpFYamy24cGXVwdY7ornKxEF15qh1PCTfEtcl5S1i+HuMda65suQUd9kjbwcRETtQFQnnZSUlKB3795ITnYmfUhOTkavXr1QUlICWZZ1f6579+4hly0nJ0fnb0vhKC0tBQCUl1cojzU2NSErKyuk94vXybLcukpHAqurrwcAOCR3xaiurg4A0Nzs7kUwm4P3esphRs8lJaXIyvJduigU6mNc0xh8HnHW3n04s1Ps58c1NrsyvKr2TXWVuwHOanPO7aurcx6HUM/dRNdevmdbxGNnjJbmZgDh7f9mq/O6brO55xCrr+t2m++10+EKkltafK/Na7cfwqtfZGHSH/pCloHkSFJlU6vw95e4eOzaj3abjeHyyy9Henq60cVon746jd69zwEOHkWvXj2B/EYAQHp6RwwaNCjo27OyspTXjR63GDP+cR0uvTD0RpE24avT6Nq1K1BagSSTCaL3smvXrkBxCzp06AA0OPdrx44dgRpbgA+Ds1cijNi4x9k9MWjQlWEXW33sAKC0qglYUhrwPZdddjnO6dE57G21VlVdM/B9ibObxtUT0717d6DA2dCQlpoKNFtw5pldgZKWkM7dROd9/Chx8NgZp9PGDUBtXVj7v8FsBb4rRmpqKtDiHDXTsWNHoN6Z3yE5JQWwePYAi87jtLR0AGYkJZmU4dWpHc4A0IQ9hWlYu/sUPhj/K3Q7I73dNizHGn9/iYvHLnFZLJawO0KjmpW6T58+KCsrg8Ph7HlxOBwoLy9Hnz59ovIcJQ4Rg6lvyuHMW12+5TjmrcgDAGQfqwjy6jZK9vgHAJB1qNz1mO8SHnpSD99rjVASwtjs+mwrXMHKxmQ20dNisaO6PrIRCUTxJpLQU7m+qK4zHkOpA1yAxHNaMe+Rwlo0Wxz485QM7D5YFkHJtB0+yelsRJT4ohoY9+jRA5deeimWLVsGAFi2bBkuvfRSdO/ePSrPUeKINCu1xebAkeJmvP/9Afxv/VEAQH2jFaPHLda9jG1FKAFcuEGeHsF2SWUTCkrqgr5OryDWJ+wPAAAgAElEQVQ8XEwGZ4zc41WYOnc37puSYXRRiHQRSadssPwLDWb/o4CUhmeNkFx9XWs06zfn+Km3NqOGjVlElOB0G0r90ksvYdWqVaisrMRf/vIXdOvWDcuXL8cLL7yA8ePH491330XXrl0xffp05T3ReI4SlxSkIrBw/VHYHRK+3FAFwDlHyiHJMLc451qVV5ux53A5br72gmgXNS7sOxJaT3mw/RoJPRKlPffuFlTVBa9IGdVj7F76RN1l4/s6hs/6Gj97i9FFINJVa4Yr+0/+F+A9kv8eY/X9QO9bQzTuNW2VLMuQZSCJc72J4opugfGECRMwYcIEn8cvuugiLFiwQPM90XiOElewHrrPluXi0gvcIwPEq5OTnTeWxZuOYcnm4+0mMBa0l2hy/xmNyorF5kDeiSpcdmGPiD8j1ODasMA4SPm0hjoSEXmLrMdY/KH6nBDfKwUYSu1wRDEwNuZSnZA+X5aHH3YU4JuXbzO6KESkEtWh1ET+KDdu9WMhBEo9z+qo/C168sT7jAqgjOe734orm9zPRmG3bN1fjGffaWXPXoiVMqOGUiuBOwNfImqV8CPjSHqKBXHp0hpKHcoSeZFqTZnbm/zCGmW0GxHFDwbGZAyN+6fDdcMuqzb7nTPcvWsH90e4PkMEMFa7Q98yJohg9Zx4HN5WWNYQcrmMWt/6eJFz/nP87T1qrbH/WQ5zS5BM7US6ieAqovGWUIdkB0q+5Xk91ffqFoe3mrjFfUUUnxgYU9wQ86LKa/yvu6tee1HcWNp7j3Gw+2tZdfB1jGPJ7pDw9xnr4rpiUFZtxswvNdYtlNV/en6BL1YeRPbRdpohPUqq61vgkGTUNOib1MfcYkd9k36Jh4gCieRaJ94SSbugGNKsFUirA2O92xxlWcbC9UeU9ZSJiBJNu13HmIyldT8OpQfR7jE/ynMotXruFMUv5bjFcWTcYtUe4qYusnfxv1mTj2NFdbjyJz2jWLL25b4pGbi6fy/sOVyOpa+N0fWzk7h+K8WpWV/v8Zg2FK4GV7ZprbxO0cy2L8vAZ8vycN1V57Wq/O1BNIe0E1Hk2GNMhli6+bjPY5Ik44nXN8Dc7Bzi2NhsQ0FJPRqbbcpNRN0SLW4rjgDDxtqFBLvBevf0B39D9Mrij7+yBTvHWNnRXyhLekWkvV4vKObCvSysyyzED9sLxLuVx8O+xwXpMdb7ciWufyIhJhFRomGPMRlLdf+UZOe8zlLX0N835+/BjpxSAMC//zAQAGDXCFgkZWkKk+t9e2GxOfDMnwZHs+QUIWWIYIiBsREJXSKd18ywWH82u357taquGT3OdPZksceYYiWSBjMxOkr9znB7e9VnuJKTw2OYs85zjF3/JnMJoqDYhkoUn9hjTHFDUnqFnf8WVTQqzxWWNbqe8527JF4v6rlbs4uweV9RNIsaVxLt/irmkoc6lNqICkQoFVBljqqqDigblCisLXO4JkzqMSf4/hdXoabeOV85lLh40cajOFlS3+rtEoVL0lj7KNwM/c0W95SQWDQwcm4xESU6BsZkqMMFNcrf3nNPm1VLGYgMsjaNG694vQig0lKTo1LWeJVoLc9KA0gcB5GRzn+O32+UuETP2R8nrURxZWOQVwdnsQXPXv/755ehrtGCT5bkYn1WYau3Se1bJNcFrZwZ4SaY1LrGqhuE9L53KL3cvBDGnZxjlcg8WGbItnOPV3GaESUMBsZkqMOnVIGx656v9Nap7uCi5VursiBeL1rTO6RxhkA8C3eOsRE31LCGLHok5OLNX2/qnrMGHXqNQwkumi0OJZt7187prd6mP9+tO4Lqen0zblPboLWOem1j5Oe/+9KkWtkh4k/TZnMtmSjLMk4URyk3QBsR63vFS5/twpSPd8R0m8L42VuQd6LakG0ThYuBMcUNCZ49xuqRji1W5w1XayiZGGopgpl0A3uMP1p0ADPm7TZs+4kg3AqBEaFmi0W7V1Gr6Orvw7hYf+per0iXZHvoldVocTWuiWuIxkhVD+7jGr2DOmd5HjbtbT/TPtqrSIIgcd6rRzhYQxjtEIzHDAKdL1ji97n/SAUef22Drp/dHtgdEmx2CWt3n8Lp8gaji6OrcKcBEBmFgTHFDe+eRM8hX569wmqiguvQeF+srd51Epv3FRtXgBh7c/5ebD9QEtZ7wh1B/d9Pdob3Bh1M/mh7yK9Vfx0GxvpT79NggXGLxY7iCt/h1qVVZpwqa/D4jGBzLoMFzkShas11IdLGIN8yiJFYqsd0+WQ3Bj+h09r3L368A/+etQFvzN+LrzMOx7xM0RTPU6eI1BgYU9yQveaemlQRrrin2zUqCe6kXZLH/42gVyUmUazZfQq7ckvDek9bHm4cz2sztwXBfl9fZhzC36atRXmNGVV1zbhn4krsynOenyLplqi8BztU3rkLiBKZ1mkcrTnG7S3PRyS09v3+o5U4Wdp2eopHj1usTEmJ5vrZRHpiYExxQ3s5CSdJ6TH2vbiK14uA2siKrFb52rozu6SF9fpEDh6NWDqK3FZuL8Azb2/2+7wYdvq3qWvw5Bub0GC2IvdYFQB3YCCC6wZz4PmaSmDcuiITefh48QFlLm5MKak7ojekSjQ6icC4LTeCtpbWvpEkGakprmq5CThd3qAkHk1UVXXNABL7vk/tCwNjijsaubfcPcYhZKU24gLcaLZiR45zSHFKcvtawzHsilYEh2fT3tPhvykagpSdFUF9+FsGNfNgGQ4WaCdxsdgcSqXS7pDR6Ap87V5josU15N+zNvpUOu+b8oMSMKuP5Z8m/4DvNxwN/4sYoLSqCbUNFqOLQSqiQc1ic2DxpuOGziuPxRxjcUtottgNy4Qc7/zdKzqmu5OHPjp9HT5alKPXBv0+dbSwFt+tO6LPdryInmKtxKlE8YiBMcWdQENutANj57+i8iHHeDTz4ZPV2JVXhpc/2wUASEluXz+rcIPBSBou1u6OjyVzgpWccbFOwmxsqaxtxm/HL0Oq6rcnrguSV4VMPRx77H9WoLq+BTnHKiHLMqrrLaisdfZwiOuILMuobbT4DcjjzUOvrMGkD7cZXQxSc52CdY3OBgtxjsW0CBoXp/e/P6DrNpT5+65N7cgpMSwTcrzzd69IS/GsPzRb7dovDHd7AZ6bv/ow5izP02U7Pts1sMOCKBLtqwZPcUer/huoV1iz1dHAHmNJkvHUW5txqrReeSzZX3cXAYgseFS3ohspWCOAJMvtbp55NAT7Bd035QfszivF0s3HPR5XJ3hREvYpUyyc/9Z5LXljt0t47t2tKPJK2uVI4Ipcgzmxh1+2VWJpLiMSEYktRmMktfhtiUZtcQ8W10JnT/kx/TecwPydAZV1znPE5LoKJul0wMwt/gPsJj/DtT9dkoPZ3+1r1XaVc4JzjClBMDAmQ2nVPbWS48hirWKNVLHKy2TPCrAemi12ZZkXLVbXXDF14CYDmPjBNjQ161s5jdd1IcMdSh1Jw0WH9PhI5hK06DJw57NL4/ZYJQp/p5R4vLregvcWZuPDRQdQVdesLGOjrvz5JuVzPv7OAs+KXoqrh8a7AqpU9sXycQnU3iUxpXZcEdeN40XO64JWEsnolyH6gYn4rbz3v2wA7u958EQVPl6s05DgNiLY8djomj4Ui8uOv7rKjtxS/LD9ZKs+W7kOMzCmBBEf3TBEKqKVWWQzBFTJt7SyUjs8k+Tocf/fc6gcizcdQ3FlI7p0TMW0f1yHtJQkjyBw7oo8nHt2Z2cZPHqqgH35FThV2oBLL+ze+sK4PP7aBrz7zAj0632Gbp+ph7DXJY7g+HRIi49LVbCgXgzn5xzP1vGXxC45KUlpOBO/xPtfXIWrLunpet43k71DCtxgJn7Sya5h2CK49n65KSZVVH1IEpB/qgYd01Pi7nphlAPHKnF+7zNwZpd0w8pgsTobcLQaeKMtmiNZvJdaFEPFbQ7fFSYoPHrsu2DLaLW4zktZ9jxe3sO6w9memFImeY0mIIp37DGmuBNoHnGgYdZ6ZpHdnlOCPYfLUVplxunyRvx2/DLs9koismDtEXy37qhH+QD3zUX0YunJ+/snYn0jkp6L5VtPRKEkOlF9HXEeFJY3aK6nS4FpnRvqc9xfYrvSqibn+8V7VM+J38wHfuZTeq+bPn72FgBQkneZm+2+HxrnHJKMcW9uwgthrMfd1j3/7lZ8ssSYXktlWL/rXDRi9QIR/JTX6D+/WXwb7xUlxPfVazhwWxLqbVCPXafuET5wtNLv655+e7OSKwVwH9e6RosyPx4Ajp2uDZgt+zfPLHVfk70aTYjiHQNjijtaGTu91zhWUwJi1z1ZjwuwuudJtJ5qtbgnuV6n7kkUf1qisCRHPN5c9h6uwFNvbQr59YmchEMrcNt3pMLn+Y8W5eDfb2yMWbnaCq1TQ91jkuwnsZ3o5RW/jyTV71dcT/z14ltt2usav/bVHgDAQlc26kSq2iu/sTBq1Y3NNhwtrMWGPe4M8C98tN0jf0KiM2o4p9iqGPEUrAcvKQp5KsQw7mjyTualBMbMu+Ej5AZiHXZds2o6mAhYhdoGi3JeHj5Zo5lF/J8z1+Nfr29Q/v+vWRvx9arDAbdZ3+RsWFQPpb7/xQwsXB+d7NdEeomP8YlEQYh7iL+1/wD1BTjyIWMNZivumbgSo6/7sfKYqFtqbVvc79Ut5UriEZv+Q9d8h3cav87q8TDn0yZwXBx06RGPefGJ/EUN0NRsw90TVvg+odqPHkOlVS9xD38Ofz6wyBMQrNEpkYaDOpSeutBen320Av95bxsuu7A78k5Uo6LGjPN7n4GsQ+Xo27MLHrrjitC3Lclxm4DQ6CVjxLkWrBwpSSZY47AR1C8/1zoj5lInCnUD8aqdJ/32wOrR265uEEpN9czX8acXflD+TklO0my0qWmw+FxTLTYH8k/VoG/PLujcMdXnPd4J2WRZRlVdCw6drIn4exDFAnuMKSGIi2yzRiIsZVkWr+zUsiyHHZyIVk51xU60dtvtEvYfqcDocYuxctsJz+dUFR1lKHUUeoxlnzA4PiuggUTa6x3L3nJ/lZFgQyBLKpsCPq93QrZ4U1TR6JPcKlR1Tdo9uurD7q+OKCpzDmVYdOi/C5vSYxwkMA75E43nThgWvNT3Tl6J6nrnvk9OclYJ5q44iM+WOZdvsdgceO7dLSH9/ipqmnHH00siLXbUbc0uxn/e2xpwGGg0WUPsMfY3MiIa9OhJ9ndmiDwhHErtS325+WxpLj5Zkqv5unWZha1uZFX/dlMDzBvu6EpyuS6zEJv3FXkcWFkGlm05juVbnCsBHC2sxbg3N+GrjEOanyXeuv1Aicf/01LiI5EmkT8MjCkhiPtCs8U32PReDkD8+/hrG/DpUu2bjT8iYYT6Ri7+2nO4HBPed64P+q4r66YIoNW91KKs5dVm7MsvD2v7wSR6J+SyXTURL9sRjTnb/nQ/s0NE71M33Gidq3dPWIHN+4rw9SrtykSi25VbiowdkWUxtYYwwkJ9/mtVtUUFMpyKuNJjHOzHlUB1e2XedAivq2u0KkmhklQ1AhE82h0Sco5VobC8Ieh2G8zWoK/RUtdo8RjCHU3ZRytREYV5toG4806EGBjHsMf9CdUQ2Uj5++mIwDgajcSe20+8ZfLU+yzZT+4EobVtwiu2uXN0BEqole7qTZ719R7MmJfp0+DxwfcH8LErgBe/IRnOodbejb4vfrwTgDPIVktLZdhB8Y1nKCWEQJVW755iUSksKKnHftX8z1CICoxNVXERvVAdNNbSTVICY98e4y9+OISJH+ib/MZnPyRQZR0AMo82RRw4xXRuss7bqq5vQY1rDdPFG4/hq4zA87Niqaa+BXNX5OnyWelp7t6AytpmjB63OOT3BloWLVSifcoSRiPKYdfQvk/99NgIiZSVWqvn/LM15ThaWOvxOrGf7BqBi3d2bhE8B/LG/D0e/7faHEFHUQDAiq0n8NqXWUFfJ7R25EWgXrNostlCG0odLFBKFKLBONpLNW3ccxp3Prs0qtvQm/p+lpwU+Hxs7fJry7a4A+MU1WgE79+muF6c0cl3aLQgepVF+Strm1FQUo+SyiaMHrcY49505tbwbiR797v9AJzB9/78Cp+5zkTxgoExJQQxxFmL93qjrQmgRIVSPdROVGLSU/0PAfJergkAOnWIwhT+BO8xbo2YxsU6fc7mvUUYPW4x/vryajz7jjPbcdcuaTp9uj7yCqqxYO2RiIfrSZKM/FPO4FL9G1H3UoTCHEJgHKyIkfz2xagS76zz3kwm4O1v9ylDA+OZVu6tk+VWj0RxgHuEg7i+qnvdvOcISpKMTXsD9+qeKHYm6rI7JNTUt+DrVYfx8NQ1qKprdg7N1MndE1b4BPnhiPV8cXFWhjyUOkigpLdQhsnLsozc41X+nvXzuc5/T4cw2qA1iiqcQZbNLsV0ZFFryKp9Hiw5mZ5ZzNWftHqXZyN1hWuZLa05w4IY9SDOGXE9FI1s+acC/y5TU5Mx4YNteP2rPQFfR2QUBsaUEAL1Okhe2ahbE0CJCovoLQHc83q1MpqKx9Q9AOKvLp30D4DiMaOzvyV09BbLb67XbhbzZm12Sak4xFvFrWtn53kaacbe3ONVGPemMyt5miowXrDWmX20sCy0SnFoc8gDvyaavw+TyZkkZ0U8Lx0Gz2DYO/7zrn+LXvo6jcBYdJCLfXq8uA6vfhFar+781Yfx5ykZSq/Rd+uOOIdm+jk+kRw1rXwToWpNgsaIuL6gTSTfCrL9QNfUaFxtQ/ndlNc0Y/zsLdiQVYg7n12K+iYrco9XodFsRaOfHnx/05z0Ju7RL326E4+9ui4q29Cd6kAGGzqvZzZ19THo2ll7TW93w5FGwlGNlTiA0O9r4ruql38iiicMjCnm9F66wTsg9k1QFf5nqVv0xed6r9HofMz55Jrdp3yeS41CwBiHcXHMhiXGMsuzXtvqkOYeNSDO+1CGpMZSayut6vdpZXD/+4zQKqp67PNoniPrs5y9pbYgvX3h0rvz0jM/ggmjxy3GrtxS53Ne117RWNPgCozVQ9BF5Vjs0jrXclehVNLrGz1H+IhzZKerHHpozXXHqGWbRMND8KHU/r+bHiX3PuVC2R8iWD9WVAebXcLrX2Vh/OwteHjqGjz1pvZyfUoDgEk7mGotq82BO55eopyjBSX1KK0yw+GQ4n7O8RmuhnOHQwraUGJutul2zqqPQdBrj8bIE/G7877Whjp9RbyvPsJ8BETRxsCYYioawxBrXS2P3nONIyEqLJ5DCl3PadyYgg2J01skmbajTSSZOnSyOqrZXuPsa4dN9M6FM/81FsQ5H2lgbFLdRZTPiuCjQuovVr1I67enZ49UhzTtqRO2KCcSai31HEIRARWUOIc4eyclE/tTBPvq5XWSlMDYM++CwyFpJtlSzycXAbh7hQDnv3WN2pXhk6q1khubbQFHGTh0WBs3lhnuN+w5jWLXiCcxJDZQkPOv1zcEHCGlSzuK14doNfqq/XnKD1i8yZmNWPT4VdY5cyY0mG0o95PMTHxfcQ55D91trZoGCxyS+56Y4graps7Zjb/PWKvrtvQmfl+NzTZU1rYEfO2DL6/Gh99n67Jdj4ZMfy+SPf7xWobQ+a93csn9+aHlc/nfeue68LIkQ5JkwxqpiPxhYEwx9crnu6I3nEojMA53S6Ll1uHwnWunVRGPfWAcvwHi029txvzV+VH7/Jj2GOv0OeqbvnsodXz1ZIhzXt2TkHu8CrO+Dm0OmKjg7TlUjkUbnZWeSH7jcgjvUZ8DWhUqPUfI+puHGu89UakaWV/FvvIOJpW8DGLUjeo58fWV9eFdQc7qnSdxz8SVAcvgvR3xuS1Wz+HPsiwjY0cBtmW7G0zf+99+v6MMqutb0GINLYGV4HBI+M97Wz0fi2FlXJ1UTNwvAt03jgVZPikaJQ/2e62ptyh5BMRLQ7kei+8pXvrBwgO6ZgQXSdgWbXSudJDqahQ6UVyH0iqzbtuJBodrp4Q6gkiv0RahXJtLqkRDju956i/z/LIIppi8vzAbf3kxA8WVjXjoldVhv58oGhgYU5vhvuBHFhl/sDAbDWbnjdYjy7TrX7vd/xxjLdGI4yS5NQPFQ5fup7csmGjOn41pg4BO21Kv6SsCKlGhbLHaY96wosWu0WP82bJcn2U21P4+Y63SAy6CoMkfbcfR085KvdaQyU17T2PcGxv9fmYou1z9c9MKjHbl6TdU15+4D4xVPcYiuBeNH0lJJsxffRhVda7gxGs0jFawo0wvcX3G6YpGAMBvxy/Di5/sQHm12We+r3dvs/gM78zjzRY73lmw3+OxFo1lzgCgtKoJ903JcGfSDvG3Y7E5kH200mOZmlj2GKs5HKENpY41f/ext77Zi2ff2QzAPYLi+w3Oxq9TpcFzB3j3RPc4swMeeGlVRBmJG8xWn/eJwFj8Jotc52ZdgGSd8ULsm+r6wL3Fgl73P49rc5DhB9FsXJABHDldi5oGC066hsADwKvzMnHwRHXUtksUDANjajPcLdmRvX/Z1hPIOVbp/Cx1RUH2rBiqBargRCWQk6P1wZ4inQcbzUAvtj3G0duW+Bp/mvwD3vxmb9S2EypxrovKsd0hKUsY+VNY1qhUPrXWDBbzUQWHJGPL/mLkB8gkHMrxVb/GqER0cR8YqxKgiSMjrlNJJhO+/OEQjnk1YDi8evYAdwJC5fxwiODWeW2w2BzYnVeGh6eu8emR9V6rXHyG1WvfhZpt9+jpWmS6sobfNyXD9V7Pz2qx2DWXBxPHS50YzqjAVBmOHuvkX0H4C4w37S1CnitI0VquMBjv49uabOCvzsvEQ6+s8XjM336MtzwOWsRvQp3oM5BId5339cpzKLWxy4KJYfnq3+amfUXYsl+/DPZE4WJgTDET7eFrotLs2dsro7ii0WcInz8iu6bnusTOf7XmYQVaRkpdcTe32HRZrsRssUc0fzNWohoYR+2TNbYVxY05lB5jR8gZm0NxtLA2orWAvYdS13oFtTa7A3sOlyv/F72DSpVKo241/t0tnttwSGgOUgEMZZ+rXxLt64m/KqNeoyLcUz/0/R6pGombxL4SFVHvoc7i+bJq3x4isZvFb9t7jrxDkpVlXnzf63yzCGplWcakD7YpycC8rxd/fXm1ZqPU1Dm78cH3BzTLbHdI+DrjkFIu7/KJbah7tY0KTO3Kck3ax7y16zNHyruhoLzajGVbjsNicyhJtyJJduZ9fLu41seN5LfbFMX8FUZwKI1FoV1PIg1hvestWskSjaIVGAOxX06NSI2BMcVMsAQfraU5PE4G/jZtLeatOBjSZ4j5Mx5ZqV3/alVmAgWC6levzyzEjHmZIZUhkFc+3xV3ybfUotkTE+h72x0S7nh6iY7b0u2jfESrxf7fb2zE16sOh/0+76HUtV7LaCzfWoDJH24HABRVWfH755cDcPd+af3uvOcR2h1S0HWKQwqMVa+J+nBYP4dGrx5jUX69e7fUAYzs1SPsvdSK9xrwmuX0mmOsVWf19/a1u53D8cU5tXlfEfbmV+DQyWrsOVTuk6xPKzBXl1NNvLes2oyvVh1WrsU1XkNTlUzQqvPFsNEGDt+yqFXW6Tf/NhzeDQVzVxxUGiLSXZn18/yuYRzocz2/ZydXr7NeDajx3EgcjDgHQ21oizRY9D7X1fvMyPDT3GLHoQLnaATRmCfOF8bFZCQGxhQz0Z5PGegmGahnV00kdtEKgg+eCK9iUK6q5Ol5/47HtYwFf8dYkmRkHSpr1WcH+tpWm8MjO2nrGRPgt1agXhWR0Xz87C1oVCVQEUl1TpY2IPtohU+P8SdLcgAANQ0t+CjD3XNss0v4/fPLA85FVr82WAUwlOHr6n1n1JBmvZZrEr/jmobQ5hiGSr0Grthbh05Wu7blPLYV1WYsWJuvXOdyjvm/tnkvYaedDTq0c1oEvp07pGLyR9vxVYZvQ47Wz0OrEeTVL7Lw/sJsPDLNmX1YJLVrsTow4f2tynxUrfPEqKHUosdY8tNjbdjcZ6/t2hy+v1V/macDEeeMyFkhzje7Dr/dkyX1qA7SkFBc0YgTxYGTmRlFcojAOLR9EXlg7PX/OGpN8J7+ZnGN7PP+rtHuVCFSY2BMMeOI8hCeQAFHqJVo91A339c3hTgXyNuj09f6JJM4UlgTVoCkfq2YHxiP/AXG5TVmvPDRjlZ99gffH0Cen8YJh1flvbWiWXVQV0z0bizK2HESew6Xa55btz+1BIs3HUPu8SqcKHEvj7PclU3082W5+M972zDlY/dxUvfo/fmFDI/Ps9ocaLbYg2bRBYCZqsy8/sgh7IqYjpbwsyk9KvWAu1JYXW8J/MIwJSf59hjnn3LO7V7rWm/9/e8PYO6Kg9ibX+77AV72uZZhEeeqZlgc4mHp2tm5dqtYpzeU6SWb9xUpv5lOHTznuW4/UKz8rR7ts/9IJbIOOb+bZmBs9DrGfrYfs6DFazPegYd6JEtrfnPi+4rEXaJnWo/r3j9mrseb3+wL+Jq/TVuLx1/b0OptRYOYUhPq8m+R1pm8z6m3VQkhvef8G0U06IpTLcnknPog7vd3PLMUB45WGlU8amcYGFPMqG+G0Rgpo9Ur7B4GHdoNQAmwdLxhnC5vxCavCuCTb2xC9pHQL/Tqusn42Vv8v9Bg/qbu6VER2pFTgq3ZxZrPiQqYHr2Isiyj0Ry9+WzqHv9oVNAnf7gdVXXavZDZrsqF1vfTmkM49j8r/G5H7OujARJqCfvyK4IGT5khjCgINVmTHvxtyeFaf7O1xGdkHSzTdW6puke3sKzR4znv86KkIvTswOJcbU1va+cOzjmm/npM1WRZRl2jBTPmZfod8dPU7G6sHPfmJtdnO8tX7xq+rRV4GLWWuD3IUOpYjQby3opPeVQ36FCTQwXi8Fq/uTW/40aD5mHrTZJkmEyhB6eR1pm8r1Xq/3+6NDfCT9WXaIwVJbu4Rn0AACAASURBVDOZTPhm9WE8+467rlPvZ5koIr0xMKaYOa7qWYp1g33QYZxec/Fi0aMQatINIMY9Za3gkCTNdSr16gnx9zl2HQNj9fIZ0RjZ4JnwPDrH1X8g4Z6X6U30KoYq1J4ON+d3La/RnkcaypDsWAp06PUYTi1JMlKSTUhKMqGuSb9e44MF/pc68V5WybvBLhCl8Unju4d6GocSGInfxJZ9xbh38g8e7wPcxyU9NVkzwBXBp6hIa10Tps3Zjbe+3YvT5folvwuF+N7qxoXSqibl92hUT7Z3w6Xelz3v4x5Jw7O4Ph0LoSHOmyTJKKkMf4moaJIkGUkmUxhzjCPcToLUHQAoQ+NNJncDiLgedO4QflZ0okgwMKaYefd/2bHfqOzxj1+iPiIqfbFYXzac+1Wi3NqOFtbigZdW+QR8elX4/AXGi1zLw+gRGEd7/qH6O0QrMH7i9Q2aj4ulVz5ZkoPR4xYr635GoiXMpFHiq5ZWNWHB2ny88tmuiLcdC4GOTCSJiLxJsgyTyQSTyaTbfOmGKPaqiMBCq6zeSbT8UXqdA67/7nyuWmvutQzA5Mxm6y9QEJ8tEn5pbat3905YvfMU9hwKPpRcT3ZVwrpv1hzGm/P34qFX1uCfM9crjxtBzHO12SWMHrdY96zAYgj1KdcUDq2lD0MVLImflo17T+PhqWuCvzCGnL//GMwx1jin9h4u11zazGi5ruuqyWRSRiqI30xKchJOldZj897gjXk2u4Q5y/OiV1Bq0xgYU8x0TEsO/iKdKUNzArxma3YxTpU6b9ii9TYWgXE4wWLi9Bg7y+k9NFSvCp/WPpMkGUs3HwegU2Ac5cqpZ2Ac1U0F9ci0tTCZ3HMAw9EYZhB2yrU0lclkwg87TmJ7TknY24wl795VtUmuLN2tIc4Dk0m/RGL3TFypy+doEY0oWolwQv3NiPeqv6+6vp+WkqT8JrR60iRZhiw7t+cvUBDbqGt0np/frTvi8xrx1lj//MR+kmQZX6w8hDWuOd/NrjWY12edjnGJnERmdHHd1ruXUXxvZWpTK8737CPOOe/hhIl6DAfXmyTB1SgW3WH9WvfepVuOR3WbkVKPABG/f/Uw/PcWZmPGF8FX96hvsuC7dUcMmzJBiY2BMcVMl05pMd+muHkGam2dNmc33nP1ZosKQiyyloaXfAtISoA1DJqtopXX/d0qappRUqXPMDatm7x62LAeDRrPvrO51Z8RiHppFKMDY1GGSHoj9rqSMoXrdFmDR8b29kqSZeX6pGdOg2iL9LgD7gCp2eJuOFP/BmwOSanMztVYYk8dgPtruBAZtkWAvE+jvOL6HuvfnxSkx/xIYY1u2wrnJy32eWOzK4GZzuej9/20uj68TOzqe+UyV7LAcCLj9xcaMFotCPH7DzV402so9cX9uilz/ePNt2vyAXje51/9wpm40SHJqG903+tHj1vsd1qOUGXQ8meU2BgYU8xcc3mfmG9T3FCD3VTEjdpii91Q6nBa5WXA2EUHQyQqQNPn7lZ6cZ9+exOmz239Gs6A9nGpV83PtNoc+Gb1YezKLY14GzUN+mYJ9qauJEZz/leovXgmU+DeUX82hTCkTYshUypCkJYaXq/5zC+CZ9oORJJkwOTM/6tHj7FRy1eFQzRiWawOJGss+yTL7uH+WkI5p79xVa4DvVbkd4h2b50//kbQ6DmUOpxLizswdjZYRHt5nMKy8OZ2awWPkdwOZVnGq19kxsWSRZJr1EOov1u9hlLbHVJY+U1iqcGVFFJd5l15pcpj3sPo6xq179V6JAqk9ouBMcWMEen2Q70sisCgLsC8NL2FsjyNkHe8SvNmHg83eC05x6uwcnsBtuwv0jXjrt0h47+f7lCCbsAzqKtrsuKLHw7hv5/u1Hz/619lGT73KFYJdtSNCFPnaM/n7dwx1bCRCP3PP8uQ7foX3nHZuLd1w15l2Vm5l6FPUBtJ44ZRbHYpaGOl99JMQHjXO4dDVqbIeBMjg8KdJ98a6t+Zvx5Zo5JviWGrNqVhOLrl8D7fG8xWZT11Ld7zcENNWOWtsrYFm/YWxcUQW9Fo72+Yt16XZe9zSpLkiPdfrCzccNTn+zsckk9jiMlkQl2jRek53rDnNGrqW5TrRLzWjyi+MTCmmHA4JKXlL5bcQ6l9n6ttsARdV1JvL326EzWupDLh9BZ+vizxEkkUljVg+txMXTOQOxwSduWWYfm2E8pj6oCgWrUczYY9voHL+qzT+H7j0YCfH0vRnDvuUCX62ZatPZ/XZncoPRFaPXjRFK+9FrHi7DF2/q1Hz2VLAgXGVptD9wRP3hyShMdeXe93+4BzTu3ocYs1M+nrTbW8tN/kU0ZV5C1WB+58dqkylNtsie6SSN6B9ydLcpTltrR4X5er61siihzFvdcSwwYRfyRZhs0h+W28EcS3jPTM8K5nOCQ55IRf8cQhycpSdGJ9Y8jA61/vwYMvrQYAvPZlFr7MOBR0ygJRIAyMKSaMWoOusFxk3fW8iS5cfwR/euEHfLbMuY5frCokO3NLsW2/cy3ecALjaGabjTY9W6dF1nARBOSfqvFYm7Wq3l3Bfe3LLGw/4F732NxiQ2pKEhwOGfuPaM+TjHVPQjTnOIrKZ6Bzx2aTIOJhWTXnNVStiW3EeWGxOfD8u3GwNnes55u69rcsh76WaSDx0AsWqm0HSqI+9DvQMEpxuRcJxYLNVdSDuiFAa81wwLiKvMXmgM0uobTKuR/CXbotXN5TYuz2wN/bO5CubbRENJRa3OetNgeeeH1D0KA0miTJWZ66xiD39lZGxpIko2O6e/SFQ5ITYtpFs8XzelZeY0ZlrfP+Pm+lM/+AzS4hzeu3VN9kVX5HRyJY2ouIgTHFRLwM8xNzmz5z9cAWuypGsWypf//7AwCA17/aE/J7Ejkw1lODa45is8WOjB0FGPfmJrwxfy/SUpLQIS0ZX6w85PH6Vz7fDcB5fMf+Z4VynFduK9D8/FgHF3aHhDufWap7kpC01GT3eq5+1jQGnHUtEZRJcvh1r9YE9mI+f12DBQeOtX75o9aKdUgiucZSS5KkzO0M+zMkWckOngiV3XC0djTFqRDmsYrfhnqkSbSoh1KnJGtXvYxafUCZXhKjQSPh5vBwePWwvzl/b0TbFQHT3vwKHC+qw2OvrsfJkvqQGkbufzEj4t+pFnGsoz1yxplc0f3/0qomHC+qi+o29eDdeP3Jklzl+IkEe1a7AztynCMRRSNXUUUjWlxJQN9ZsC/sRG9EDIwpJj5fauxQYFmWYbE58PcZ6zweFz2P8b4cUiznwsUzkRjL3GLHOwv2K49b7ZLfHqKF649izNNLALgrRv7W7431ELtmix02h6SsEauXJJO78ukvQUlKsrHZ3FqsnutUGi3WgaUkOXuMrXYJtVpr9oYgY+dJ/GHiSizedEwZ/dJWxOK0EI0KFlv0G27VwYm/a1WjObpDmIMxN8emAdvukFBWbcaJYmeAFmzkifc14nR5Y0S962KUyjsL9imP/WPmekx2Lb/m7xpgsTlQVdeCqlr9GjDFiLFQR1RFWkfxbvSX5cQaXRKI+njtPexck/xUaQOWbXFPtSqr4goIFB4GxhQT8bBmaZFrWLX6hprryoCqx1DGSDz40ipDtpuozC02pPvJHmzzU5Pel1/u85i/XtRYVxhEg0djsw0L1x/Vr4FGFRj7a1RJSjL28m9EAiS91bSiN8JZYTVBloHq+sgyoYuhhfNXHdZcliiRxWK+v+gBjPX1398IJaPX261tjE3vmkOSMWNeJh5/bUNor9cpGZi/9cdPlzeiqKIRdz67VPN58TvTc0qYuNT7S3TmfSsormzCrK/3YPS4xWE1JkZz5QOjTfl4h/K3ul63LrNQ+buyrhk2u8PQYfOUWBgYU9QtWJtvdBEgy8ATr28AAEz+cJuxhVEpj0HSl7bEIclh9RSkJCdpDpNr1KjgtFjsylDtWMs7UY3PluVGnASosrbZI3mWCSa8/Nku7D1crvldAf2ynkbKbpcgSbLSc5yIThRHXtlSn8Y/bC+IqFFEHMKkGCdOi4XWzrf1N49XTQSiotfu6OlafLc2H3+ctBJ3PL0EHy46oCRsUss9XoWahhYs2ngU7y/MDnsqjvfQYMHoIGb/kdisHLE7r0zZr6dK6zUTJarZHRI6pIe3nFq4Hpm2FoB2Ejsxlak1DWFqkU7d2unqYAinAaW9ZGb+eHGO5uMz5mVi1Y6TeOzV9YYtz0aJxXc9BCIdFVc2Yu6Kg8qyJEZRVzhidfPXg83u8FiaqL1zSHJYN3q7Q0JRhe8wZatdQnmNGb3O6gSb629RMTKCmPteVdeCXt07ab6mqdmGrzIO4Q839UeXTmkez3246IAruY973e5TpQ34bt0RZPtZJs3ozKzJySa0WO0J3WM8+aPtmPWvG/CTft3Cfq8syx6NEyWVTTi3Z5eA7zld3oC1uwtx322XAXCPkgg0j7y9CqfHWYwUeePrPThZ6p6bvHTzcSzdfBwTHxiGoQPOgSzLmDpnN7YfcAYoIvi+7MLuuH7geR6fWV5jxkY/AV87iVUCEo2A/jKHqzkkOWbLytU2WnAivxw9z+qEtJQkfLM6HzcO7gfA3XMMACdL6iHJMi4898ywt+GQnL/9cNtBxHnabLHjaGEt6s1WHC+qwwOjB/i81mpz4J+vrcdFfbvFaup43Cpw/aYLSupxcb94WyaQ4k3C9hifOHECY8eOxciRIzF27FgUFBQYXSTSIOZ3GF0PiPUyPOHSKt+p0nr8YcJKJVEYOfeTHr0qKclJ2O8aepp5sMxvUByrDhyR/OeZdzYrvRPNFjve+nYfCkrqMXrcYtw9YQWWbD6O6fMyPXoXD5+sxq7cUs3hdf6C4niQlGSCxebAF64Mo4lqz+HyoNeXE8V1qG2woLzajLkr8nCiuA5l1Z4jGf41a2PQbWUeLMd36464t33Id5oAOQULPtVxltXqbBxTB8Vqs7/bD1mW8d26o8qyg0km5xxHm13CnOV5ym9SkmSsyyzEgy+txtwV7nM7nhuAYr1UmxDqZvXOQ+BvOg4ArN55Cq98vhv/eW8rHnt1PTbtK1KG4arvxf+YuR4vf6a9PnwwDocU0XJlYtj1ztwSTP5oOz5bmovvN2gvP/hVxiEUVzRh874iw+tfRitwzWVfvvVEXIxgDIckyX5zolB0JGyP8eTJk3HPPfdgzJgxWLx4MSZNmoS5c+eG/P6yajPO75OOo6drYbdL+OkF3T2eLyipR12jBT+7uKfm+xvNVphb7H57d0IlyzJKqppQ32hFTUMLrrm8T9TXdwymqdmGzh1TfR5vttg90v6rVdY2o7q+BZec79kaFy8ZAeMh660/o8ctBgAsevV2JCeZUN9kRfbRCkyfm2lwyeKP3RFZS7s3k8ldURVD+pKTTIYtl3K82J0lNO94FYZd3ge/f345AGD1zpMer92XX4FlW05g9HU/hkOS8d7/sn3KbU+ADMVJJhOq61oSfkmNeSsPYt7Kgxg57Ed49K4rkazKOGxusWHsf1YAAAb8uAe6dEzFztxSLFjrDG7VS400W+yQZRmrdp7E7O/248PnfoVzenRWnt+XX471Wc65c4cKqnFG5zSc8hPIUXDqa8j6PYWw2h3o1CFFc5hqU7MNG/acxrItx5X5ruqfXE2DBesyC/HLIefjX7M24ERxveGjpMJhVDnFUt5i+zUNLTjrjA4AnEkDDxVU4/2F2fjXH67WtdfT3zrSAPCtK3BqsTrQpVMqGs02jykTC9cfQWqKM7Curm+BLMuob7LizC7pQbcryzKsdgmPzmjd6KSPFuUo23eW1Y4OaSk4droW1fUtWLm9AIdP1iivb2sZ68N1yLUv1u52Xj/nrzqMeVNuhiTJqKhtRt+eXdBssaNLx1QkJyfBIclhNxY1mK1IS00O2OjizWaX0GK14wyvEWCCLMtYvesU3lmwD+8+MwL9ep+h+bqSyia8/e1enH9OV9xxw0U4q2uHkMqxO68UJpMJgy/t7fc1ew6X42BBFe656adhxSay7FwWLC2M/dEakmqda7VI6nQmOd7T8WqoqqrCyJEjsXPnTiQnJ8PhcGDYsGFYtWoVunfvHvC9FosFOTk5eGNxCWwOE5pcN8G//eYKHD1dixsH9UNpVZOS8XbYgHPQ/0dnYfWuU7j/tsswbMA5+DLjkFKx+cuoy5CcZEL3Mzvigj5d0WC2orCsEQMv6QlJlvHx4hz8dsTFOKdHZ+zMLcUnS3Jw07AfIftoBQrLGtAxPdVjKZ5Z/7oBnTqkIOtQOW6+9kfYkVOK5CQTvlmTD1mW0blDKqY8fC3SUpNxvKgOLVY7Lr2gO4orm3CksBaZeaX4251XoqKmGTO/zEJqShKOF9VhwI97oENaMkZecwGuuKgHFm44iqv798KAH/dQgo2SyibYHRIef20D7rzxJ/jzrZehvtGCjukpOF3eiH+/sRFjf3UJtuwvxmO//Rmu+MnZsDskzF99GN+sdt5Mnrznavzf1efBZHL2Br3+VRZ25JS2m3kurfHjc8/0CJCSTBxyF20THxiG/366M+4qsT27dUSFa96w1oU9KcmEv4wagE+X5GiW28ggvz27cdB56NvrDJibbbjn5p/ikWlrUFnrrLwmJZk8roPe/9cy8cFhOF5Uhx+feyamztnt03MWymdQ6JJMpoAjUjqmJ/usryr85Lwz8euhP8J7C7OjVbw2LSXZBLtDxvUD+2Lwpb09ljO8/qq+yDxUZnhyMi1ndEpDg9mK5+8fig17CjHgwh64/fqLUFZtxvqsQrRY7Bh93Y/xxZId2JnfotT3Qr2/h3pvGti/J/YeblsJ+IwweviFWOrKaj3xgWG46LwzcSw/F/XohU7pKbjyJ2fjWFEdtmWX4KZh5+N4UR3e+taZ5fzCc7vitSduQGlVEwrLGnB1/15ITjYh+2gl5q/Ox7HCWtglCZMevAafLc1VlpT765jLMeoXF8LmkFDbYMGBo5UwW2yorG3Boo3HYDI5z7O//eYKZB0qx7rMQvxl1GW444afAADe/GYv1mUWepwrLz/6c6SlJqNDWgou6NMV5hYbUlOSMX/1YdQ2WPCHm/rjL/91Jn997Lc/g90hYcCPe6BPj844WVqPC889E5v2FuHNb5xLo/351ksx5LJzIEkyepzZAV07pyH/VA027yvG0AG9cUanNPTs1hHmFjs6d0zFZ8tykbHjJIYO6I3ze3fFqdJ69Dm7M4Zcdg5MAPr26oKTpQ3OFRlk4MbB/VBe04ymZhuSkkzodVZH5J2oxt78cvxy8PlYtPGoUu9pttjR66xO/9/enQZIUd1rA3+qqpfZ92EWmGFgYNhmYGBYhx1BBgRGXCKuUVFAXCKCiLviFvRyjXG5Ua83XqNRY4wmaEzU6L3GmEV5vcYtiRo0yio7DMOs/X7oPtXV3dXd1d3VXd3Tz++DDr1Un66qrjr/s/wPZNk9HWv/4eNYedfv0L80BydMqMaJk6rxzZ6j+PPHu/DnD7/GivmlqK+vh9MZvvEKSNHA+KOPPsI111yDl19+WX1s4cKFuOeeezBqVOBcCy1tYHywLfzQJpsC+M/X13ssUqLXS3txDHWhlDz/ieZomVXplyTAJkvoMilDJBER6TNjZARRX9EXfg+KnJhlyMga4Y6v0cYQWQZCDGoI//5QsUQf+B3pCRYjFWQruLK1IqLAOGXnGJspVFIHvQDY5TI+nCDUKxVZUocSuV8c/NUuRHcy2xTJtJ4wlwtwab6RTeHpEy/pniyDjNMb8mV1xul0E4/d7X99tWoeKHn1xezfQjJ+M+11TLF4eTkg/Nrv4X6jiRjcIcqQqGRl5OU/1DjD4TuMWO/4611TYgmKg32OEM+gONzvIxr+v6mg57WJAX9KzjGuqKjA7t270dPTow6l3rNnDyoqKiLazrQxlXj7gx3odbnw0Po52LWvDaMGF+ObPUex9r63AACrljagoiQHb/91OxZNHYzB/fPx54924s7/fhe9vS7ceOFEZDhtyM92orggE3C5cPBoB0ryMwG4J/vPGDsAhXlOHDzSgS1v/xMNtSX4f3/bjW07D6O0IBNvbnVnruztdeHha09AXrYT23YcQv3gYuw50A67Tcav3voCiiKjND8D86fUQJLcc1EVWUJ2ph0ulwt7DrTj43/uxYyxA9DW3oWX/7ANB492YNfeNkxuqEBXdy+mjalEcX4mtv5tN/qX5vjMYevo6kF3dy+W3fBrbDhvAqaOqfRkTpWw71A71t73Fi7/TiPe//u3mDepGgPL8wAAf/tqP67+4e+hKBLuu2qW+jgAPPva3/H0a383bR3CvuyMuXXYta8N//u+O1mGGFpG5hOjKB6/6UTc8eO/4POvDybVUOrTTxiK5373GSTJXSHUDqGVPU2jNy6fhFfe2Ya/fLI74P2yJKEnyZuFMxxKUickioTY0xcsGona/gWABIwZWopbHv0jtv5tj24rvd5j2t+8wybjP6+fhy93HEZ5SRau/Pf/RbvfUjIcMm8umyIHTfRUmOvEsePd6OjVP2cnjChD68xa3PCjd1JuGkwyTCVx2BXA5cJZLcMxZkgJ1vzgLfX3cersIXjlj1+anoQrUnr344XNNfj1O1/i4WtPwHuf7sagynw01Jagt9eFT7btQ2d3L8YMKcHzv/kjvjrgxFvvbwfg/n0bWT/b6LFZsbQBj7zwoXo9sHrpr2Q3clARdu5rwwHNGvKDKvNwyuyh2PzUVowf3g+XnDoGhXkZ+OsH7yOv32A47Qqqy/Ow/duj+GrnYdTXlmDXvjb84Jn/h693H8X0xv646qwmHG7rxIHDxzGwwl0X3rP/GP73/W/wybb9OHikA1edNQ6/ePNz/PGjnWhr78K/XznDJ1v2VzsPY//h49h3qB33Pesdpr1xRTO+2nkYP/vdP7BsXh0ahrhzIP3k15/gZ7/7DHabDEkCqvrl4rZVzXDaFXT39CIrw5sz6L1Pd2PfoeOY0lCBs296BQDw/UunIi/biYJcJ3Iy7Tja3oXcLAf+/tV+XPPA2+jpdeH2lc1oGFKCY55cQ4os4XhHN/7+rwOoqy6EwyZD8Vw/FVnC7979F5557R84/YQ6lBdlYfveo8jLdqB+cAk6unpQWpCJ453dOHS0E+0d3RjcPx+dXT1qxnan3V0/eO+T3RhTV4p3/roDOVl2NDdUwgXfgPngkQ7c8ugfUV9bjOmN/TFsYBGOd3Zj2/bDePfjbwB0RXRupORQagA499xzcdppp6nJt37+85/jJz/5Sdj3iaHUQ4eNQF5OFo4c64QkScjxSzZ15FgnOrt6UOwJcP319rrQ09urJmGIhcvlgsvl/kwjCRySUWdXD9o7ugPK/z9bv8ZmzVwhCm7L5lb178NtnepFi3yZMRTIYZexfEk9FjYPwm//9KWaU8AqxfkZ2OfJTH3riikYN6wfNjzwe3y8bb/u6++4pBmjPTfF2//rz3j3k10+FXGHXUZnV3KP2XM6FNx75UysvvsNq4tiivXnNGG635I9LpcLNz78Dj74bC/mTaxGbrYDv3jTm0XWv3Fgy+ZWfPb1ATz1m7/h+gsm+azFu+fAMfzs9X/gt3/6Ck/cPB+SJOGC237LxjMTNNaVYtqYSjz2q4/R0dkdENQ67DI2rmjGQ89/oJvwTJYk3LpiMhrr+uHhF/6Kl97ellLzv61qYJEkb+DncgHP3XUSMhze/pptOw7h1T9/hebRlbjjv/6s5oSJld0mB01IJRKwaRupFjTX4JV3vgTgzgPT3dOLq+//Pew2Gb/YtFjtQAhl69ataGpqAgD821Nbgy7l5c/I/U7UHdo7urH3YDv+/PEuvPHe1+oygE67oi71RO5OiLNbhqO314XjnT1q51KwY6g9dmYLd+58+MVeXPfQH/D0bQsClmkUjhzrxC/e/BwDy3MxcVS5TyAcypFjnTh6rAsVJdlBX/P17iPYc+AYmoYHT9CVzETMF8lQ6pTsMQaAW265BRs2bMBDDz2EvLw8bNq0KaL3i4xtwbLBBXtckGUJsmxOtjVJkiBJSNmgGHC39uplnysp0G9YSLTRQ0qSdukabUAs5GU78NxdJ+H+Z/8Pb/3fdgtKlZzsiqyu3RqLnh4XHJ5GrfKi4DeFRCnKcwfGk0aVo6G2GABwxyVT8aePd6FxaCl++LP/wzt/3QEAOGXWEDUoBtyJO977225AEyDZlOQPjF29LuRlO7Bo2iC85El2korOXTAC35lbp/ucJEm4fdVUHDveBYddQWdXD0bWFGHc8H7YtuMwbnz4HfW1NZ7ehaFVhbjl4ikB2+pXmIUB/dxZSQvz3Jl766oL8UmQxhMKTRtwDKsuxJSGyoAGMvGa8uJsjBpcjGXzhuHun7wHCYDd0/gkARhaXYDGun4AgJVLR2Nh8yCs++FbPsmiQgVj6co9PctLGxQDwKDKfKxcOhqfbtufsB7t8xeNwkM//wClhVnYubcNADDQkw14yIACdc3yghwn+hW56zeRriRy+Xca8fv/2x51w8ntK5txw8PvoF9hFvYc8C77lum0oaosF1VluXDaFTzy4ocA3GvGR9hp1qfU1xbjoy/24dLTxqB/aQ4ahpQAcO+X7Ex346NVq8GE+9yG2hL8YtNin0ZSf7lZDnVt+0jkZjnCxjrifEonKRsY19bW4rnnnrO6GBRGqJaoRErFuWEZDhvWndOE0+fW4fJ/e9Pq4iQFRZHQ4/LtiYmmB7mn14WpYyoBAKOHluDFe5bg5Kt/haK8DJ8lxhKVqKLIE+icdsJQdRSKosiYOtpdxmu/OwEulwvvfbpbrYAL5cXZaJlcg9f/8q+AXoHJ9RX400c74/8FotDT64LTrmDSqPKUDYwb60pxwoSqsK8TLfg2RcakeveUH/+Kzl2rp4bdzpzxVajWVFLqa0sYGAcRrhdU+7t2OhTkZTswtq4U7//j24DXrD93PABglaEvvgAAIABJREFUemN/7N7fhv9++VNkOmyAqxs9vS5cuNg36WdVWS7++6b56moOojzJGpv0xHg9jTfF5LmLoRooJowowwPrZiM324Espw3vfrpbXb5ydpN3RMh/XDMn6l52RZYQzWBNMcKkojQbj990Ig4d7cTeg8d0X7to2iB8e/AYcrMceF6z9nk6GjKgAB99sQ/Da4rUBshUEiooJvNxb1NcFedn4vZVzVYXw2fC/iWnjrawJJGRJCklL+TxoshSQDKGUPULu01WW/i1MhyKuia3JLm3uWVzK25cPsnU8hpVO8Bdxori4A1JkiRhwshy3Zvk+SeN9OlJd7mApbNqccHikbju/Am62/NPDJJovS4XnA4loJcolZwya0jQ6TbhyJKknrulBZlBh8lp5WU7MG64t2FE0jxOvowkKxOvEaOdrjqrCXdeMhWnzBqCSaPKcefqqfjVvy3xyZtx2pw6/PS2BXjilhbctHwyrlw2FiMHFQdsO8Np8732aIqTzA21iQqKy4qyAADP3rEQ+Tmhz1+bIqMjzvkIKj2N+Pk5DgysyENRXgYynDZMb+yP3Cx3YFysGQGXk+WIepSf9rcfCRHQZ2XYUZyficH98zFxlH5uHUmScOHiejTUllg+fzwRSguDX4fF/bU6zXo+KToMjCnuxgwtDf+iOJNk4KmNCwAA8yfXWFsYjZbJA60uQkpRFDmibJtd3b0o0Km8BBs+5EzQYvSC+CpDqwpw+6rmqCtaGU6bTy+6y+XCgimDUFmSozvFAbA+OYvDpkCSJDgtDtBjMaKmKOr3aoOjiaPKo9qGOIJ9MQFXrL0kRhIbiZ58h+ezCnKdaBhSggsWj8INF05CQ22J7lDH3CwHZFnCmLpSzGoKP2LAX7Cg3eqVHiZFeR5GauLIMtRU5EGS3MegcWi/kK9XFHPmQI8cFPz3+m/fmwEAunljxP2iMNec6W7RNoysXNqA4TWFaqNuPD8r1bTOqNV9/OaLJmPm2P547q6T0mZfUGwYGFNCnB/F/AdTuaDeTLSVEjGf02HRUJVLT2+05HNTVU6mXR0u7B/wBqtIz5tYjfpa3x6dYD1siQ6MRW9pVobN1AYkl8tbyQ5WibI6U7wI2COp5CWbjBjK7o63XJAld/K1aAyrLoQiS7j+/Ik4Y57+POdUlYhKbHam+/gFazwylebnFuy7ifJYJSsjMZ+vKDLWnd2En3oaq8Mxq8HgrPnDdR8fN6wUuVkO3XwfgDdXin+S1liIUyDYfcu/PaayJBsLmgfhnstnRLR0W19etumWiyerf2v3yZIZg9W/83MckCQppUcmUWIxMKaEEPM5LSNBzSCp5fRcLJO9JTE7QRWWZFfkCSByMu247vyJANwBstOhBK0sNI+uxJ2XuOdvigaQQf3zdV+b6N7LTKcNU0dXorrc3OHyLpdLXVNQr8cc8PYyikpnon8BGU73vk6Wilui53HJsns4pd2uBD1G4UwcVY4X71mChiEl6nz0viIR54XoCYylgcMobYdnsO9mNJus2UYNdjccZifo8xVZRobTZmj6gPv1vvtrYXNNVOt6i9/4PZdPB+BOyvSzO0/CdReEnkJjU2ScfsJQU3OmiJEIhhtlovw5+NdtcrMc6OcZxp6qRAOOQ9O7P2uce/73pFHlOHGSdyReeYjpSUR6GBhTQljVKyQCSnFrEDfGTZdNA+DOVg0kNjBee7Y77f/as8YZfk9uCs8hNLN+KyqOmRk2jBhUhCdvbcElp45GR2cPjnf24IJFviMTHrl2rqcM7jnE3Z7a6SmzhuhuP9E9xoosYcN3J5jaEwG4h5HaPOd6qOHZsicjPhBdVs5Yjq3Y1yUFmfjeGdaPnEh0fC6CI0WSTAmIUilBi5E50bEej4Hl4ecTiqGx0fbYR0KbbMnq9Xj9TRzpHkJtZPi5GewRJtPy7zE+YUJ1VJ8r7vPF+Zk4c94wrDu7CZlOm6Hr/nkLR5qyPKd/WYyOVpOijIxFA5yQm2VHSQLO91iNG+Y7vH7NmWNR4Pm91lW71/y122RMGOleRkg0ssiaPCR3rp4aNusykb/UuZNSSrMqOYxY1sTfyEHF2LK5FUs9AVKieq3WnjUOzQ3uZBmRBCL52am9lJdZbJ4bXoZnm/k5TuRkeYOKIs3x/q8bTgxo4e/tdcFhk4MuP5CQIZUa8TztROUg1PBIu11WK+zRlCWWacqiQijLEuZOTL+59rIkuUfXSuYEtU576owqqa8tjnsgH2r4rfhtlBVno7IkO2TSO7P0GgiMo+kFNYPTLmPWuAEYUeMOOBpqA5OJmcnmd+yLwgRq/lmpi/Iyokoo5U22JuOsluFRJ84zgyQBNkUKmTQKgDoEP9p7hSy51zdW/y1Lpgb48eKw+54j2gaMNWe6OxVsNhm5WQ6fhuXKkmy10cHsBmdKDwyMKSEkSQraS5cI4SrwieoxntVUpQZfkXzmunPis7h8PNVU5OE/rplj6hBdm03GRa31WLnUm1lcOxpBW9HRq3BcckoDrgrRU5/oIfXxXDtRBB6SJOHqIOePTZbUIZ6JTuCU7NMX4k2WJbXS6x8oRCMzhaZbOO1K2OVqol3jVZBlCT///iLd58Q1ODvDhoevnRt10rtIuDSxsD1I0G5ZYOxQsPbsJpR5GgiUOCcB89/+uQtG4Ilb5gd9vX8jR2GuM6pWuX6F7iHEiR4ZpEeWJCiyjMrSHP0XuHz+F3UjpP91VlHkgKAz2eglOVNkWW1c0jaAX/6dRvz3ze5z5wdrZuKs+cPVjo50v8dQdFLnTkopL1GJPbSMBh65WQ4cbutEYa4TB450wKbIcR/uFkkvdWFeBmRZCqgs6j2WDM6YV4eG2hIM6JeLmoo8/O2rAwDcQ9pjKa1NkQOyT2oD45wsO+65YnrQ4VMLpw7WfTyRFEVSE1/Ft8fYW/mZMXYA7nlya8Br2o53J3wIsfD5N4es+eAgIh2quDrGZd9kWYILLgCSKb2nmSmU3dtuk3WvW+5eNBld3b04rrM8T7i1if1fGywAcjoUtHd0JzQhj7bH2GaTdYcta3+ziSQaCsT+ind2bP+l4uw2GYW5wXuN/Y9jtIF7fo4T1353QlJkwpdlCd09rqDnoFl39YDAWJYSPjIqUnPGV+GbPUd9HvMfEg64G89sigx4vo5Ylkn8jpIlfwWlluRuNqI+5U8f77LgU91X0nC9E2LIrUOtGMT/ghrJNVtC+O+QDEQFf/G0wWqW5dtWNePO1e7kV7F+A70elQJNhcqmyBg+sAj9g7XCGzA/zktoaSud0c4bM8Joa7nLFV0OgGizIN+6YkpU74s3ke3cqAXNg2L6PFny9hibERjHu5fPDGK9WqfDhmDx7fCBwZfU8R9Sq0fMVw91/oth/Fbts2AVdtnE+04k9xcReIppKfG+/9VURJZsUO/3Ee29pHl0ZVxH6hjl/v27DM8xjvb+73+uhWowstqAfu77tva3e3FrPQB3uXM106aqy3ODJtYS7UuplHeBkgfPGkqYjs7u8C8ynfsCG6qT4cGrZ+N7Z4wF4A2ME1FhimSYjyQFtpYmI9EToL0hZThspmU71Tsu2ozdZtwIT5szNOZthKIN7pOgfuZpiY/85Iq28cFuk1FenPxZUUMFB2aMftHExUGH1iYj/6Q4kRA9OdqGGO1edtoVdb8vXzIq4P3aa2amU79yX1rgPrfEteDU2YFTeMR1JOEJ1+TgQzzHDC3B5Hrz1hGO5Cct7ns5me6GC7N7jP3P70gTImkD2Ys8gVIkkfGqpQ0RfV4iSJ4cA/EO3vzPtc++PohDRzvi+pnRWuhpbNQe7xM9DdWKIqlD4QHgwavnhM1dU1pg3RxySl2pczemlGfFMDFxeQ1VSaguz1MvsE7P3JtE9BhHMswnGQIoI0SF1z/LrllzffQ2I0mSOm/YjEpGvIdfabdvZc/FwIpcPHlrC3p7XbrDVsPJjjCxSbUn4VlvrwsXLanXDXySSagENfeumRnz9hXP0ECXy7zKcbB1WM0wZqg7g79er63RhgLxXu331V6aj3f2qL+JXp2ZLLIkQZa8+y7UZ4jEi+OGBwby7cfdjbSJ/vWJ5IGKLOG2lVOw/tzxANwZtG9fNRWja81byzwSYmhxdoYNmU6b6dclcf0Xc0NjCbz7eXJHRNKUV5aES/aIBkmjvbfRtovr3c9WnTIaJ0yoinKL8aOtd4lzUjss+splY/HAutlht1OUl4HbVzanxCgaSj48ayhhQiU9ihvPdTZcoCtu3KIynIggPqIe4ziWw0zV5Xn41b8tCXjcrBwYwfaZWIfTjGyb8Z5/Jiegx/ixG+bpPl7vyTa75sxxeGDdHJ+kQ5Gu0emMcF+L71rbPx+T6itw8kzrkvEZEerQmJHN1n0euNyZ0pN0aKOWyHqtF8QbvV4qmsAwGPHU0OoC3c/qdbkTxQUNjD1lEZn89comy+5K9pzxiQ0OREAoyxIa6/phemN/PHvHQtxzxQzP4wktjkqsB6soMn5250mmT9sRjRWiAdrIkPhg8qJYoWH8iDK8ePfiqD8zHhTZfS7bjQbG0Q6l1vmtlRdn48plFtTHwphU716xw+VyqY3r4hrQ2d2LnCwHBhoYhi9JEsbUWdPIRKmPgTEljDa5RqKTBRptoRY3ETOyxIYTyRJWyTAnyghZlnTLalaPcbDjKG6eZvS8aYPFeAxf9+0xNn/7QPD9IJav0FvGQjt/Swg15NkecWZTzxIaQYZRntMyPMLtxVeoQ290XmAokuROvuN0KEGXlYuGWHJHj/8x9k9kF4oIZvR+g0bPYyOBsdhYQ20JfrpxAQDvHFjtuzq6enTnxvsHYXq/hUtPH4MTJlQHPRfjRdxXtN8/K8Oufg+rsuj63+/MvuyJ7xXqHApnaJU7sVJddUFUZUi23kNZcvcYG76WRJuVOgXqDmJovWggdLkQsIRaW3tXwstF6Sm5rhTUp2l7beORSFkv0BSfaDTQFWW0mVhBObtlOE4/wXfe6jO3L1QXqTdCe2977Hr93sBkEGy3mbHG6rkLRuCkqfoJj8QcNrOGpOboBIlmkTRFjEf21x/feKJuhtfGulK1h0xvGLReWR5af4L6t//yV6KXqXZAftgyXbh4VNjgKeiyJWHKGC/BymtT9Bt/IiWChTFDS01NhqPN2uy/XndpoW9DR1Fe+N63Ss9IArHv9YJao7vj4BH33EbZYNdohtOG/7hmTtBh+9oh3D/wDG8X5csNERhbtSySuL8EC4ATFcT4f0rA/tDcn7NNmE9v8xxv8f9YrtNiVJB/Zmvdz03AlKhoiSzLRkeLRD2U2u/YanMErDoltsz6Zrn+gokAvPUHl8uF1pm16jJM+TmOgGsZUbwwMKaEiXeLbajKqtEbsVr50ylrpJk0hWXzhvmsuwdEPj9T+93ychLbyxGJYEOZSwsz8ZNbWmLa9pzxVSGyUBroiYpAPKtT2sqv2RX0lik1KAmScOS2lc2Y0lCJS08b49Moc/HJ7mQ2K05uwKPXzcU9l09Xn9P+bh65dq7P9uw2GdMbKzGloSJsueZOrA4bPBmJCRLa+RGkJmpWcC7Og0IDwWkktIGx2F8TR7qTOi1srgEAXH1OE+5dMxMjPVMQQikrcgfTorcvllEUbZ65vZ2eDOBnnTgs7HsG9MtVhxiL9wtnzPVmRhe9v4oiY/VpYzCjsT8A/eNlXWAcOrljwnqM/T7Gf3+4TOozFuvlHm7rdH9ODD3G/r/9H994Iq47f2LI9zy1cQGe8ow6SDbiWBtdU9isodTTPb+LZCKuhWp+AZf7nBT1pidvXRB1/YsoUgyMKWHi3XobqhNiYLmxi6qY16JXVv8es3D6FXl7Z8xaL9NpVyyr1BkRau5YQW5sAUCooCjDYcOC5hoTh5zHbx/Hs/LrP/xMT8uUGp+AVwxjK8h1orw4O2CO9Zoz3XPRbIqMDadVqo/b7TLWnzvBUMIgmyKH7RU1cuy0r7FqKQ4z5rED3t6RghxzA+Nuzfq4osJZXuIJbjVZoYcMKFDPcjH3XI/Y56K3T38dYWM5HEQugGPHu/Cf18/DnAnVOp+n836dB6+/YCIWNA/Co9e5G2zE+ZCTaceCKTVq46PeeWLVkGW7LXQDXiJHRGj57498zTxecbRF8rVIiHNGrOEsGgTMqAvkZDnC5oPIyrBHNGUpkcQ5YPR6Em2DlP+p5nOsLV7qQgS+4uftVIdSp8ASHNRnMTCmhIl3QivdYWgS8PPvL8Ips4wl+vGu46hdaxYBjwn5IW662vvP7PFVeODq8NkUw7nhwolJPd/YFsdjHOp7y7KE1aeOMfGzTNuUzrbjM6XgqY0L0DrT+JxRwTvv033s/BswZjcNUIfvZzhkNbmaONaSziH3D7Rsihx2rWQju1z7m7KqgUgEN7HyJvwz9zfTpQmMxamm+AUo4rPFuRgyGZaBvAvBfi9zPYGvGI49anAxzm4ZjumN/VFWlBUwv/LESYGBMuAdFq0lrsdlRVm4a/VU9Tv4n796+QesWCEBAGxqckf9HVZWZM0yZv7748LFo/D9S6cBANo73L30etMzwm7X75552LNMkHmjLkzZjCXE7yrRWam1gbGV4WdWhk093zu73SNIRNl6GRiThRgYU8LEu5Ver5Inwb2YvdHPzhPD8XQyB+vdzENXFn2HzBrttQ5FgjnzG+Mllmyj4STya8fzs8SpNWpwMSbXhx+GbFRetiOqYFHRZMoFfHuLAPd5rB39IM4/teqiU4e54YJJvp8hS8gMM1cx0h7jeF9PglXNzMog7f0u5n6Prh5vYCy+g+ih6/W0xIj/+wfOeoGZGhh7/u8/t7O8OAuja/V7E8X2R9QUuf8N99SS2gHuBEr+18/LvzMWks7+uOWiKbjl4sk+j4nvJEkS6mtLkJVhR9PwfgHXab05qZY1qoSYqgOYd25Fyv+6neG0YdTgYmQ6bWqnogheYtlup6fRJprfbnVZXlLPGY6UHOF862h7Uf23r2iuoVbGnxK816HOLr+12RgXk4UYGFOfIe610QY1t1w8GWM9iSl8l9TxBNw6N+XQy46YfxOX5MQs3RRtL5Y9jkMB9SrMyf5ZTTprqIrz4vuXTsOZBuZYxps4h2XN/2eNGxDyPeefNBIl+e4eJL2htf4BjyxLOGXWEJ85of4inWNsXY+xucGL2ZeJLm0l03NotD0xt62cog5pFue5twfZ+1aR2EodUaB4h2EDwCmzhuCi1no8tH4O1p3T5FMG/2zX3vmUvvvOaM9hQa4TgyrdSd6euGW+7nvtNhm3XDwl4L0imDpyzJvV1rLsz3FI7miGYL+lcxYMx9JZ7mN5vMMdGA+LIGmk/zESoxmiub9cevoYPH37Qp/Hgv0Wi/PNy/IeL2KfG030GG0Q698I49tjbF0E6gLQ41msvKPT2+iy5syxSb+UH/VtDIypz/AfHuj+h/H3Nw0vU2/Yuj3GOsPvQiUUi0evY6J6i7XDMSNRHCTxkxkS2lFu0mc1j/bOyRVJVqyqlAejrq2qKda5C0fgar9gR+vUOUPVc18Me/uvG07EommDAOhXtIcNLMI5C0YE3aaRhiTtK/SGw04aVR52G7Gyam6zUT49xp5jI45xb68LjXX91FwKYocqOtdOURH3jphx/yGGyV+weBRaZ9TCblMCrkuiwiuI5/2H02c6bWo2aSHYetpFeRnYsrlVzddgNKjOdNqw9mzfc9my5Fu25LwGBLuPLZleiwsXu5PzHe90D6kWCduMJEPy7+E9cPg4tmxujWodcJsiB+TqEPPIh3gy4/cvdZ87yTyqShDnoH9izmDMWkLSyCwCMbx7QL/wKwXEYvb4KkwdXYmGISU4bY575Y4546sjzudCZKbkvsNTn/PwtSfErVKgdzOM9JNkv94R7Xb1bkyhhnbFY5iShAQHiAaIyskTN8/H0ijmuBqVyMqOWZ+kPdVFpc6q4ZLByH49xgDQrzALM8aG7jUWxHC40sJMdchsVKMlDPUYhx5KbeYpIgIBf/EcFWGGLs2QV3EJEpXwXr/efXGc1HNAs/9EUK1e/zzfe/yIcmzZ3BrwudplYLxDtX17ojOdged+7YACnx7mCxaNxLN3LAx4nSAq7UbvI5IUOAIikYHpA1fPVhsEbGryqeDn0Bnz6kI2vsSj5OEaCuaMr1L3YSS7TnxPcfy/f9m0qMoXjFiPXYz0Eg26s5sGJGX2ZS1vjoHw94Oyoiy0zhhszudqL5JB6iihetxzg6z9LVY3CEcs7yfB3fCy4bsTkJftwHdPGmno/UTxltx3eOpzKktyAipnsRLJVmS/ShgQeXAqKggOzc3K22McWCNIdBZRSUq+Ocbdnh6qwryMuC7JlZpzjL0bEnMczVyz1gze5FvRfWnt71n04moDjwydYEiPoR5j7VBqnUYpMwMe/2uHyPhtVs9NvPT0eAvucgGDK/MxZqg7c7h/Uhv/BEA2zXVPvFIcl3Dnya0rvMOYe/16m8U2Kkr0e6C0a+Uqiuzt0dYhyqz9npFKZI/xwPI8FHruUd7lAIN//jktI+I+FNj/3A63P9acOQ4TPaMxxIiEYQPdQ6rrBxejsU4/M713NIp7+0M9c8vNUpjrxPzJA9V7ogiMz1s4EuvPHW/qZ5lNZI/PybSryemC+fcrZ2LJdHManaWYk2+53+XfyBVsKUV/jZ5rUbyX7ySKljlryBBZyD8g1gaOkQY46hIKOmsL6lW6xevnTazGa3/5l89zHV2RJysJJx7zlmMV7bDrSCW2QcCczzpyrFP9W5wP4ZYYSTRvb2F031k7R85/CC0A/PjG+dEVLAy90sbzHBlWU4id+9oCMiknG9+GRxfuWzsryHPexhqxpI1Tc90TPcbivCjzVHyNND4MrvQdZivmK48ysG6yUV090V9fraqUi57gcA2q+ktixU8kDQVT6ivw7YF2rDplNJbNG4bi/Ax0dffi1A0vBbxWnCsuv3+bRVFkXHZ6I5585VMAwPSx/bH3YLupnxEvR9vdc95lWQp7vM1syNFe54N1HIiH9S6n4n7vf79wRph7IT8nOZfRImJgTCmhtn8+vth+SPc5MWdGnScXw+eIClOWZi6cdzig3tBNvaHX7hvOUU1QZJYkjItNHwEQTELDYpM+rK66EBNGlGHPwWPIz3bir5/vtWyt0mAOH3Wfp9EGC0OrCvH0bQsAAJ1dvklU7n36fXW4YzjGMs6Gfo0Szx+IC7j6nCYMNDC3MqLNmvzz8QmL/bbtXwEXw/vzckQ2fm1g7P6/WI6rsjQbD62fY6gMC5oHYUHzIPzyrS8AAGfMG4bZTVUGv4ExJVHMUxUS3sDo+Ti9HBZ6QvWGx+NqayRgLc7PxJO3tiA/x4l6TxbyEk9OiWC7Ux0urMjo6O2JW8OV2O7FrQ1x2X48aHdFQgNjzbba2rt8nsvKsOHY8W7NPT34qBz/Y2l0ipD4rpVBRo8QWS25amhEQYQavij7Ba6+yzVFRrxXmyRGBDLB5hwGfKbOkG6zJGNgnCgJHUpt0nZGDS7GTRdNxr1XzlIz5h48ctykrZtj/Mgy3LYyMJtvJHI888602UUnjixX5xwbEWr4rBDuHIim4r3+HPeQy3MWDA/5OpcLmDF2gCnLrsWbuCZql3g5cWw+5oz3DU7FMHexTJ1D02Os+I0kUGQJVWW5IT+3ZfJAn38vmT4Yv9i0CE67EvK9TkdkbfRbNreisjT6inWi10kVZ6WYohOuEaqnJzGjcASjv5v8HGeQZ/TfL84h/3XNzVZfW6wG6alCu8/DHW8zl0HUbsl/3nK25xp89JhvwOzzfr+8BEumu7fhsMuYP3kgli/Rn2ssphN0dvXg0evm4qqzxkVVfqJ4Y2BMKSFUC79/ICou2CdNHYSTpkWXsELbq+ddBiqwDKKCpReMn7tgJB69bm5Unx9MQBlSbL2/pVMKsXJpdK36Cc3kakIUrm1csdtktbfoijPG4q7VU2PevlmcdgWNdYHLSkWjQ7NUUE6WA3dfPt14OSIcYq536osKZCTzuEWFeqomg7j+56XOj010/Go7oppH5AZkAxb7SQRq2ngx26+nP1jSHa2FUwf5/FuSJEPJhRZPH4wH1s0O+zqzJGr6hyCu22KKTtge4wQPpY5VsMul+J5nzI3vsnRjhpbixzeeGNfPMFskPcaykVTSIWizsmuz1uf4/aZFOY51dEGR9RctPN7R7SmT+9neXhcuXDwK1eV5uOz0RpzsScA5b2K1z/vE0oRd3b0oL8421BBKZAUGxpQaPFdokWhLyz8pjKiErDplNE6cNDDg9aGICpO2R0H8Obq2BD++8USMGVqCe65wV/jFkCO9dY9zs+yGE1IYleo9xmMGZauJgCKVyKRV0c5TC7f0xpbNrRhUma8ORexrWqYMxE3LJ0X1XkeQACrYOa/3sGhAi6RH0G50Ga0UilXU7xKmzJIk4fQThiLT02OrraCLiqvToeDy7zSirCgr7OdGswwP4G44MnuIup6Sgkx874yxqIrzMjTBiOGm4ecYJy5wf+7Ok+K27eoUGF1hFW1jf6jAuLIkO+ah1LX989W/fdY599PhGRV3/9rZeOBq34YqSQLuuXy6mllcLNdVkOvE0llDAjKpz/eMHjlv4QjvBhCf3CtEZuIcY0oJ6rIiOrVk/zkvscwfKy3MxOymAT43KlHJlmR3xer2Vd7ePhEY6617HI9leQJ7rVOotu4Rbc9vMmTjHtw/H/8MMtcdcFcS9h9OrqHSiZSVYceEkdGtJVyUn4EhVQX4/OuDPo9L8J7lweJdh11GZ1ev+ttzRRAYi2Ra4a4bqfRLU4dSGyj1eQtHYtsO9zkt9sWmy6ahINeJlXf9DllOm+EGxrxsh+5STsli2MBCzPXryUok0fgTLjDujiHjdqQynLFXA4P9cgo8Q68TPXQ9FWivN7evakZnVw+ueeDtgNcNj2A6SjDa+ol2OTfAnV26vcP9WLtnKozaSOV3YLWFFiMCAAAgAElEQVRlqSjJxrqzm4LmkBD362rPFAqxqUSP1iCKFHuMKen015k75g2MA1/vHxBLMZzVGQ4brjqryWfOT6h7uoiftcGeKEc8AmP/ynsyVDcmjizH2S2h52dqJUF8G7V+haF7xLTnZ2mY15Ivp13B5itmhHxNsJ400bvpHd7nfW5AmN5B8TsN1/ASSbBtNTE02uiI3EGV+diyuRVXndWEB66ejZGDilFZkoPLTh+DU2YPjWNJE8sW45DUaHkbS8Mv1wTEthSVJYL8dmy2wLnu5KbdZUMGFGDkIP152GY0KmjntHf6BaY/u3MRKjzLRfX2unTX0B5RUxSQUb60IBP5Oc6w8+XF8lCyLGHO+CrMbhoQ8vVEVmNgTElniM5ah6I+I+tchEUwEuuyM1o+Pca9LhTkOnWHyfZ6auCybo+x+T+vZAwqq8pysGye8Tlk0RwfI8M4E0EveGrUDg33PL/+nPHYdJnx+bXkpndqaIO7YEMORRZ5vaRTtf3d15P5k/V7PUVFUHy26AG50TMk/BxPo08qVe3FfsjPjmxJlIJcp09ysfmTa9SlnPoCvak4ieE73Sdcj3E8eliHDMgP/6IYXXLqaJ9/29UGmlT69SSG4RFQJuw67TrhYv1pPYunDcJpcwIbwu66dJrPSLmnNi4I22BW6sndoE3et+bMcZjSEDqXA5HVOJSako5ei6W4idh0uoy9Q6l9/x2L1hm1qCrLxQeffYvsDLtP8grh5osmIzfLjnU//L3PMjFSHHuM/RNWJEN9I9IhztEMiR433JzkULHSLboU+GdOlt3wMkXkJWlGhujFwHrZWxVZwqjBxdixt019TPtW0Ts3tq4ffvunrwLer00iAwB3rp6KKzb/j7cBRxzUJPitGaUoEv775vm619J09dgN89ShvYkmTiFxPOwmZhk2SmT+LivKwu79x0zdtvg2/o2eogHAxdGzAQzHxSZcdzI19YZQWfVXLPVt2BBF9J/jHK6xTDudQh3tl8jkmUQxYGBMSUdUZMuLsrDLcwMXF1e9ZZvUwNjzb/1cipGpKstFVVkuWmfUBn3N+BFlaiIJya/HeM2ZY3V7vmPx3F0nqeuOJpNIh8lF0+stMmFaLVxQL85TMTSNoiPLEnp1hpNq516KIOP5TYux/9BxvPaXf/n0TIn1xEXlPNihEwGxf2+0OjUDxufrJgtZksImgks3/QqtH3UilsNRlMQlEhSMrRMeHf9G6SkNFfjjhzvV+7WZyw2lGzOGoYdL3qXtUdZqOx582Saj1NF+yTjcjUhH8tWyKa3IkhQwzEoMv9KLb/WGoKkvU1smTSxgGCJZjf+csDnjzU/wkoxBcTSiuUEe70yOTJbhSi5JSOrkQ6ki3NzYBc01aJ1Ri7Z297IiImjV9tLLkoQelysgW/01543HpifeU18nfrv+1xa1w1hN6BX110k49s4kGc/hqPU0llrRY6w28MTxPBa/tbkTq92Bsec3NWpwMTZ/L3T+gHQTrJE1P8eBQ0c7MXPsAPzv+98kpDku2NJJ5580Ct0xrqktvicbRyhV9I2aNqUsvblHeskcxD3Erjc3y28d40RmL5YkCU9tXIAPP9+rPpZyiVNiFPlQ6sg/oz1FeoyTIXN2Olh96hiff4ulvLSXE/excKkVsmDXkMwMG35yS0vA/NNU7eHIy3ZgUCWXyUlG4hyTrQgS1I/0/khiXQZI3bRmHing/e2Ita8lSUJddfC5reko2OXFf/qDWfOzszNsaDuufx8Ntkb5zHGxJ8oKtaIIUTLiBCRKOno361CtjmJ+r2gRT/QFOC/bgYmjyvHQ+jkAgO4ErkGZiqI5Pt89aWQcShI5Iz3GZIIIK4P5OU5s2dyKLk3vhug1VfyGkNg16yVv2dyK3CyHGrCcOnuImhVf2+s6c+wAzG6qiuw7WOSxG+bh2u9OsLoYpCGuC2Ju5qDK+CfCCiiD5//an9bFrfWmfobNb+mzpuH98Oh1c039jL4i2H3wuGfpJDEKpjIB03IuOXU07o5Tskgzc78QJQJ7jCnpiAuo9gauzjHWy0rtl3zLiuDEbpNR5VmvL916jCOfYxz5ATJ7vnbUwhSdPcbmCDaUesn0wcgOkdRMrJFZWZqN/GwnPv1yvzq30j8Bkl6F/fxFo9S/tSNQ1p0TmHwvWfWVKRd9iWi0tSkyrjt/IiaMKEt8GdS1rX0eNPUzxP1ZLKtmt8koL2a+BT3Bdn17p7dX92d3nmReEs8Qxzo/x4n8OCWm8x9NQJTseAelpCGS5XgDY99EOkDowFjxC5CtYFPkmOfkpJpvD7RH9PpUjh3DJXZL5e+WChrrSjFhZHnQ58WyXj9cOxsSgAd//gGmN/bH829+ribI8ybj4rB4SrwpDRXWfLBOl7HZp7hodOrs6vVsn7+h4AL3jX/9IdOZ2lX0qrJcdR159hhTqkjtXx31KZIkwaVJluPyec79f92h1CIwVnyHcVnBbkuvwHjt2U0Rz2eM9AY5PMS6i4mmd2ppHzMjIzoFF275oVNmDcGiaYPUOcdrzhynPifW1bTZjDWgebNSE8UmGeJDNS6O42eIRqfO7uRIlpjM9E6JRdMG4dDRDry59Rs4bInPXG42Mb0M4BxjSh0MjClpyBLQC03gpB1K7dfb4/s+3x5j/2VXEmnFyQ042h77EgepYlYUyTki7UU4fW5dxJ8Rq+9fOg0bHnw74vfx3m8+MZIE8J0frEeWJd2hxOe0DEe1Z6qD2Ea4ipqYmhzvYxrPZXQodYm1vHMy7ebeU7QJ6szbKgDv/Tk7SJZj0tDZ+cuXuOd8nzJ7qNqQ11ewx5hSBQNjShoii6ysMxdKDCnSy0qtDqX2VDDF2sJWmDvR/GWa+ppI749W3E79gyb3malP20vMwNh8iuwdhRGuxziYM+YNU/+2+WWpDiYRFbl7Lp+O2gGJT8REiRXNSBJ1LW/NW4vyMrD/8PHoypCAOcbi9zm0ugDP3XmSqdvua0Lt+ZoK87PKZzptaLOw0T5Y5muiZMPAmCw1o7E/3vq/7QACe361c6HEOns2nYqx2pvs6eLpTJI1b0mfqKDJsoReA737VsxT818L2+gYBM6pM59NkSBGZhbnZ5iwvfDB9YLmGlT1c/cwHzkWv8rk8JqiuG2bkkgUlwVZloEe33uZ3v3PcBHU26pmjnHUW9Nn12Slzkjx+bHxluh7xT2XT7dsmteTt7bELbkXkdl45SJLFeR5L5b+af1zsx3Ye8jdOp7lucnqZTb0f+y4hT3GVtAONU0FaiI1WUKnhcPeQzHSW5jptAWsr8x5VOZz5w7owZbNraZsL1RWa0Gsk3zP5dOZVZdiFs3gA5siobPLN3jVGzEVit7atXq5O8xipNGJrFFi4dBsBsWUShgYU9KQNT2JADBqUDG27TgMSQJGDS4GELrHuNcTHZ5/0si0SoCVatQeY0UCusO8GNYEm0Y+U7cSyLjYdGbOwdUG10aWG2ePLpkj8nNYrxE40t+CtldSDOf2vbaZe8FSE2cmZ3snEVFYDIzJEnq9nJIsYfmSegwsdw9hvKi1HmcvGIEcTQ9PqOWaxOYWTRsclzInq1DzX5ORqIopRgNeC4JNIz3Guhmq41CWdKf4j2s3iSulfjWUbvTO+0iH3+qd4XFdT9az6R4jrU5pjoOLiJITx72QJdTgVZt5WpJw8sxaNfhVFNknKAZ8b+rqEk7pfodJse8vipvM83GDBsbapZl0l25K3u+UqmaM7R+fDTMupgSJ9LJw+XcacfHJ9Z73Rn9NcemsWSzr3EPNwuXqjOO9gig5sceYLKF3SxAN5KHqqz6BMSS44HIPyUXk86/6ilS7varrwxqsGFjx/fKCZdAMcXLecUkzKopz4lOgNCWGPotlTMzEuJiS1YmTBkadfRoA8nMcOHS0U3dIs+891FySBGz+3gwU5/etpYaIKH2kZyRB1tO5I4uAqbosV51T7K+r2ztES20B9/wR7VIuqS5cfFlenJWYghikKDJ+sWlxQObnYKwIYArzMnDfVbMies/oIaUoLWSFMBUsnj4YRXmxZ7gmMiKa3sFYglbRc+vSiYzjOZRakiTUVRfGbft9CTuMiZJTekYSlJTEEK/8HCe+f+k03dfsPdSu/i0qG+JGn66BcTjxGLLliHFf222y4WF3ZiZfikS480ktPys4KWfFyQ28XlBy07m86AW6um8VSzPpPOc7lNrcixeDPSJKdRxKTZZQW7Q1jxnJBHzgcId3G35zVY0sw5IuKkuzsePbNgDxyeo8paESy1tHxbQNo8WyagkQ0eASbjks1gWJKBSjAa1WLPN1xT1R73PjOceYy9UZN2vcAGRyrWeipBNzjfOXv/wlFi9ejJEjR+LJJ5/0ea69vR1XXnkl5s2bh5aWFrz55ptxfY5Sh979M1wm4Hsun46WKQM123C/XizN9J0T6vCDNTPNK2SSKysSQ6QD95u2UhWPkXOKIqEwN7ahqEaHHVvVs6d3PnIZEiKKVDTXjVhiTLXHOMwcY7MxLjZu/uQa3LR8stXFICI/MTdXjRgxAvfeey8eeeSRgOcee+wxZGdn47XXXsOXX36Js88+G6+++iqys7Pj8hylDr0hXOEC4+E1RairLkTP0Z344ZZd6OzqAQAU5DgxdUwlMpw21A4oiEt5k1FFcTZ27z8WtjISj6HUZlSuNq5oxtd7juDqH/4+5Ous6jHWJgkTPS/aXclKYHw8ftOJ+MX/fI7f/eVfVheFyCTRt6hpr99Gt+LtMQ58Lp49xnabYu4GiYgSLOYaZ11dHYYMGQJZJ5POK6+8gmXLlgEAampqUF9fj7feeituz1FqMxJsybKEolwbNl02DTdf5G5tzc9xYsN5E+JdvKQVbq8ZqfxEWkEyI1jNzrQjP9sZ9nXJ1GPss7NDzOOj6BXnZ+KiJfX46W0LrS4KkSmi6zEOncMgLztI5nx4RwnpDqXWXOwrS8zLov/0bQtClomIKBXEdYLDjh070L+/dw3KiooK7Nq1K27PReKjjz6K+D1knt27d3n+v0d9rKPjOLZu3Wro/e37v4QEID9LQTb2YuvWQ/EoZlI7fOQwAKDX5c3UPaTCic93duD4ce9SH9q/g4qw4rZv37eGj5U/7fv2H+0O+/q/ffoJdn+d+LlYR9rdIxK0tdr9+/arf3d1dQEADh9yn3vR7o9Uky7fsy/isbNG27FjACLb/8c63Nd1cZ0B3FPJhO7u4NfOzs5OAECv5tp18OBBAMCgEhe6Op04d3Yp2vZtw9Z92wyXiWLD31/q4rFLH2Frm0uXLsWOHTt0n3vnnXegKKk5dKa+vh5OZ/jeKoqDn36DivJy4NPP0a+0FPjHUQBAdlYWmpqawr5969at6uueDP/yvumn3yAvLw/Y9a17tIZnnnVBQQGwczcyMjKAI+79mpOThd0HwzQcSIgoOC4vL0NTU0PExdYeOwDYta8N+FXohq2xjaMtWRfz4JEO4IWd7p4bTwWzqLgI+NJdyXXY7UB7B/Ly84Gdewydu6nO//hR6uCxs07m/7wJHOiKaP8fPdYJPL8DdrsdOO5OOpmRkQEccl/X7XYb0NHp8x67TUZXdy8yMpxA2zGf50YOHYC/b/8cq89KnzwcyYS/v9TFY5e6Ojo6Iu4IDRsYv/DCC1EXqLKyEtu3b0dRUREAYOfOnZg0aVLcnqPUFm6OMfmS1P/Hvt+082iNsBldhNjA54bjdFiTudPp8DT68bQkohhElbRP59oYbjvavAj+rx8yIB9bNrdGURAiovQR18l7LS0tePbZZwEAX375JT788ENMnz49bs9R6tCbPxXPbJnpLB57VUng2sI5Fi3Dlem0BVYkfSqmPF+JKE5EVBskGBYNoplO76g90bist2ySGQ2oRER9XcyB8UsvvYQZM2bgN7/5De677z7MmDEDn3/+OQBg+fLlOHz4MObNm4eVK1di48aNyMnJidtzlII0N332GEdGUnsHtI8h4DEjmbUi3fOKWT3GpmwlvlihJKJY9MawzptLc5P02YznsqRdNk9c6rWXZ0nyfT0REQUX8xjFRYsWYdGiRbrPZWVl4Yc//GHCnqPUoRerscc4StrAWHdNYwObiGDXlxZmomFIsfE3hPzg4E/lZTtwuK0z+AsSxLeRIfBxnrVEFEok01TU96jv1X9eXHfyc5zYsbcNQOBQavE6Zs4nIjLGmsl7RB7aG7be8C+KTPS70Hj16b9uODHaD9H51OAFZkMJEfUFvb3hXxOMb2Cs+Yfn8pitmWoiRl35DhhyJw9MhkZGIqJkZ80CoZT2dJMuMQ6KjNpjGbqXOBXaG5z2wOz2yTK0Plgp1BGKqbCDichCUfQYq28J/V5tg7JoTPTpMRYBdAb7QYiIwuGVkpIGA4zIeAMzzWM688mMzJE1sus1qxaZRmR+zsywoaPLvW5wv8JM7DnQnjSBsZZeNu7eXg5UJKLgorlEZDoVZGfag75X7/pvt7mvT7JPYCzhhbsXcQQOEZEB7DEmS/AWbZ5E7ct4DHXPy3bgl/csQZbT20Y3sCIvbp8Xq/KSrIDHuntiGCdJRH1e/9KciHts7TYFz9y+0Kc10hUmK75NkX2e2vy9Gbjn8umwKTIbnomIDGCPMVlKm5SEt+3YRVv5MZagKz5pXPx7hkUPbNL0GHv26ZbNrfjf//dNwOM97DEmohCu/e6EqK8TriB/6/H2GLv/XVddGNVnEhGlKwbGZAm9AC4ZewhTl6T7p5GXBxPXOFWzbdFWkizng7YYGQ4l4HH2GBNRKA6dHApGRTJ9xWYTPcbJce0kIko1HEpNltC9b/NeHhG1cUEn0YrP64xsy8Cr4tqDq6n8iTU/k6XHWFuKytLANdN7GBgTUZzMHDcAU0dXuv+hTUqts2a9aExk3gMiougwMCZLJEfIk9r01tEVAW6k+9dIB0OiAlVRqSstzEzI50WiqiwXWza3+jzW3cNKKBHFx6WnjcGG704AALh0BlNrR18xMCYiig2HUpOltLdvBsvRkXwjY9//w7xs33FN3qKz6Q3nTUBHZ0/8PtMkPbEsUkpEFAXd0UGex3rNXj6AiChNMDAma4g7uM/QMIbGsYp6D1o9x1hzHogkNZlOGzKd1l+iJowsx+G2joDHxe5gjzERJZ5Ys1jzCHuMiYhiYn2tk9KSuJnnZTs0D1pTltQXeseZ1d6QqKHUriTr7Vh/7viAx264YCLysp1Y/8DvkyJ4J6K+L9ylUVzr66oLse9Qe/wLRETUx7BGR5YQIdaiaYMxf3INLrz9VUvLk4qkED0G0W4rlIribJQWxH/eb5LFxbom1VcAAG5cPgnDqgtTYsg3EaU2vcZJ7bVbXP/nNFVhzZnjElYuIqK+goExWcNzL1cUCQW5mdqHKAbR7kMj8XRWph23Xjwlyk8wLpXmx00cWW51EYgoDVx0Yik++EbGzr1tvk/4NIy6EwRWlecmtnBERH0EA2NKGpxjHBm95TpEJcnnIbOSb5mylfCSbSg1EZHVBpQ4UTOoGlX9cvGL//lcfVx7XZYlCQ+tn5P4whER9RFcroksEe2yQhTIZyidXlpqQ9uwlqJ4L0XMG0NEFGhMXSkuWDwKgHm5I4iIyIuBMVlCvanz7h67EMt2GN9G+DfEs0ffbtMExoyMiYgiJvN+SkQUEwbGZCnfIb+WFaPPSbXRyDbFe/A5lJqIyBhtgyXvoUREsWFgTJYQN3OfjMqWD+hNTbqNCxHuSiMvj2ely6YZSs24mIjIGJ/rf4KW1CMi6qsYGJMlePuOnW7yLSHC6NLqngabzxxjRsZERMGsOXMsLjut0f0PzbWbQ6mJiGLDrNSUNHhPj4zunN+o96GBOcZxbM6w2bQ9xgyMiYiCmTO+Wvc6mZNpt6A0RER9BwNjsoS3t5PRcOxSfx/aFSbfIiIySpIkbFwxBR989i0A4NHr5iIv22FxqYiIUhsDY7JI4HJNjJGjY8Z+M7KNRM0xZlxMRBTe2GH9MHpICVpn1KIwL8Pq4hARpTzOMSZLRJskisJw+fwvZYwcXIQMhwIAKMhxWlwaIqLUoCgyg2IiIpMwMCZL6E6PZZdxRNTh6D4Pev4fYWRs9a5fMr0Wz921CAAwfkQZnr5tgbUFIiIiIqK0wsCYLMVg2AQm7MNkWirLpkjIyeJcOSIiIiJKHM4xJotwjrFZfNeCdot4KHWYfX/DBRMxqH9+pFuN2ObvzUBNRV7cP4eIiIiISIuBMVki5Bq8lHTGDusHh12J++fUVRfG/TOIiIiIiPxxKDVZQi8eTqbhvKlA0ul1j35bYZ7noSEiIiKiPoyBMVlMZxwwGaNm9k7EjuPBISIiIqK+i4ExWUNnKDVDr9i5dP4yIlxszR5jIiIiIurLGBiTJcwcBpyuKoqzAfglMPP836WJixXZyF7mkSAiIiKi9MXAmCwh6QwD5tJNxr1492KMH1Fm6LXNoyux6bJpIV8TtsfYaMGIiIiIiFIQA2OyhH7yLTJKUWS4PN3CPsPRdSJcWZYwclBxbB/IRgsiIiIi6sMYGJM1JJ2h1Iy9InKsoxuA77BpXWFfYCArtbEiERERERGlJAbGZCl2REavrb3L0OsMpeEKcyB4nIiIiIioL2NgTJaQ1KzUmjnG7JeMyLHj3UGf03YSG+gwJiIiIiJKawyMyRLlnozKWuyVjMyc8VW4+aLJ4XuEjQyl9ux7OUgGayZGIyIiIqK+zGZ1ASj9bNnciiPHOgOfYOwVkUynLWhmaleEKxqLXS9LQG/sRSMiIiIiSinsMaakwbjYPNp9aWgotadHWGbPMBERERGlIQbGZAm9YI3Ddc3jO8fY+CTjYEOpiYiIiIj6MgbGRKkuTOAbSe4ttk0QERERUTpiYEyU4kxYxljFXnsiIiIiSkcMjClpMCYzj28wbCAy9ryBc4yJiIiIKB0xMCZL6M175TrGsbPb3D/p7l5vbulIkm8tX1KPKQ0V8SgaEREREVHSYmBMlOJGDynB4Mp8AIDiSZ7V06NZrkkTGAfNreV50dyJ1WidURuXchIRERERJSuuY0xJYdKockxrrLS6GCnpymXjAACL1/4SNk+PcU+vdjVib2QsyxJ6e8Ik69JE0sX5GbhtZbN5hSUiIiIiSkIMjCkp3HDhJKuL0CfYFU9gHKTH2J1cyzcwzsqwobo8D3sOtLu3YfMOJJFlCVVlufErMBERERFREuBQaqI+xOYJjLt7NHOMNc/rZZ1+4pYWXHPuePXfddWFeODq2XErIxERERFRsmGPMVmCywLFh3cotbbHWDOUWme3O+0KAGDL5lYA7mMzsDwvjqUkIiIiIkouMfcY33rrrWhpacGSJUuwbNkyfPjhh+pze/fuxYUXXoj58+djyZIl+OCDD+L6HKWOvGwHvn/pNKuL0edUleVi/uSB6OkJzEq94uQGfPekkT6vX3vWuKDbkiSgKDcjLuUkIiIiIkomMQfGM2bMwJYtW/CrX/0KK1euxJo1a9TnNm/ejPHjx+O3v/0tbrrpJqxbt07tvYrHc5RaRg0utroIfU6W04bLTm+EpsMYLs9g6sXTB2P0kBIA3jWjZzVVBd3WEze34NYVU+JWViIiIiKiZBFzYDx79mzY7XYAQGNjI3bt2oVeT0bc3/zmN1i2bBkAYPz48XA6nWqPcjyeI0p3laU56t82xRP9BiTfgqEVowtyncjOtJtYOiIiIiKi5GTqHOOnnnoKs2bNgizLOHDgAFwuF4qKitTnKyoqsGvXLlRVVZn+3OjRoyMq60cffRTDNyWrbd261eoiJJ1bzhqAb7Z9im+2ATmZMjIdMr491I3t23dg69ajAIB9h7sAAGWFdnT3uCzZjzx2qY3HL3Xx2KU2Hr/UxuOXunjs0kfYwHjp0qXYsWOH7nPvvPMOFMWduOfll1/Gli1b8NRTT5lbwjipr6+H0+m0uhgUha1bt6KpqcnqYiS1R0c0QJYlnHH9r1FRWYmmpmEAgF372oCXduP+9fMBeBNvJQqPXWrj8UtdPHapjccvtfH4pS4eu9TV0dERcUdo2MD4hRdeCLuR1157Dffeey8ef/xxlJS45zAWFhYCAPbv36/28O7cuRPl5eVxeY6IvHKyHN5/aObgi6HUiQ6IiYiIiIiSWcxzjN98803cddddeOyxxzBgwACf51paWvDMM88AAN577z0cP34c9fX1cXuOiAJpU9PJXCaLiIiIiChAzHOMr732WtjtdlxxxRXqY48//jgKCwuxdu1aXH311XjxxRfhdDpx9913Q5bdsXg8niOiQNqk7ZkZXLqciIiIiMhfzLXkP/3pT0GfKy0txeOPP56w54gokHY5s5xMO7ZsbrWwNEREREREyYddrUR9HFf5JiIiIiIKjYExUR+n7TEmIiIiIqJADIyJ+rDcLDtG1BSFfyERERERURpjJh6iPuynty20ughEREREREmPPcZERERERESU1hgYExERERERUVpjYExERERERERpjYExERERERERpTUGxkRERERERJTWGBgTERERERFRWmNgTERERERERGmNgTERERERERGlNQbGRERERERElNZsVhcg0VwuFwCgs7PT4pJQLDo6OqwuAkWJxy618filLh671Mbjl9p4/FIXj11qErGeiP2MkFyRvLoPOHLkCP7xj39YXQwiIiIiIiKKo7q6OuTm5hp6bdoFxr29vWhra4PdbockSVYXh4iIiIiIiEzkcrnQ1dWF7OxsyLKx2cNpFxgTERERERERaTH5FhEREREREaU1BsZERERERESU1hgYExERERERUVpjYExERERERERpjYExERERERERpTUGxkRERERERJTWGBgTERERERFRWrNZXYBE2rZtGzZs2ICDBw+ioKAAmzZtQk1NjdXFIh1GjtX999+Pn/70p+jXrx8AYNy4cbj55pstKC2Fs2nTJvz2t7/F9u3bsWXLFtTV1VldJNJh5Djxd5daDhw4gPXr1+Nf/zJwDcwAAAcHSURBVPoXHA4HBg4ciI0bN6KoqMjqopGG0eO0YcMGvPPOOygsLAQAtLS04JJLLrGiyGTA6tWr8c0330CWZWRlZeHGG2/EiBEjrC4W6TByrHj/Sz0PPPAA7r//fsN1T8nlcrkSUK6kcN555+HUU09Fa2srfvnLX+L555/HE088YXWxSIeRY3X//ffj2LFjuOaaaywqJRn13nvvoX///jj77LPxox/9iIFxkjJynPi7Sy0HDx7E3//+d0yaNAmAu/Hj0KFDuPPOOy0uGWkZPU4bNmxAfX09zjnnHCuKSRE6cuQIcnNzAQCvv/46HnzwQbzwwgsWl4r0GDlWvP+llo8//hj33nsvvvjiCzz88MOG6p5pM5R63759+OSTT7Bo0SIAwKJFi/DJJ59g//79FpeM/PFY9T3jx49HRUWF1cWgMHic+p6CggI12AKAxsZG7Nixw8ISkR4ep75JBFoAcPToUUiSZGFpKBQeq76ls7MTGzduxM033xzRsUybodQ7d+5EWVkZFEUBACiKgn79+mHnzp0cUpZkIjlWL7/8Mt5++22Ulpbi8ssvx9ixY60oMlFa4e8uNfX29uLpp5/GnDlzrC4KhRDuOP34xz/Gs88+i6qqKqxduxa1tbUJLiFF4vrrr8cf/vAHuFwu/Od//qfVxaEQjBwr3v9Sw3333YclS5agqqoqovelTWBMfc+yZcuwatUq2O12/OEPf8Dq1avx61//Wp17RUTm4+8udd12223IysriMNwkF+o4rVmzBqWlpZBlGS+++CIuuugivP7662pDMiWfO+64AwDw4osv4u6778ajjz5qcYkomHDHive/1PD+++/jww8/xLp16yJ+b9oMpa6oqMDu3bvR09MDAOjp6cGePXs4bDAJGT1WpaWlsNvtAICpU6eioqICn332WcLLS5RO+LtLTZs2bcJXX32FH/zgB5DltLn1p5xwx6msrEx9/OSTT8axY8ewa9euRBeTonDyySfjz3/+Mw4cOGB1USiMYMeK97/U8O677+Kf//wnTjjhBMyZMwe7du3C8uXL8fbbb4d9b9rcHYuLizFixAi89NJLAICXXnoJI0aM4DDqJGT0WO3evVv9+9NPP8X27dsxaNCghJaVKN3wd5d67r33Xnz00Ud48MEH4XA4rC4OBWHkOGl/f7///e8hyzLKysoSVUSKQFtbG3bu3Kn++4033kB+fj4KCgosLBXpMXqseP9LDStWrMDbb7+NN954A2+88QbKy8vx2GOPYdq0aWHfm1ZZqb/44gts2LABhw8fRl5eHjZt2oTBgwdbXSzSEexYXXzxxbjiiivQ0NCAa665Bh9//DFkWYbdbscVV1yBmTNnWl100nH77bfj1Vdfxd69e1FYWIiCggK8/PLLVheL/AQ7Tvzdpa7PPvsMixYtQk1NDTIyMgAAAwYMwIMPPmhxyUgr1HFqbW3FI488grKyMpx//vnYt28fJElCTk4O1q9fj8bGRotLT3r27t2L1atXo729HbIsIz8/H9dccw1GjRplddHIT6hjxftf6pszZ47hFVHSKjAmIiIiIiIi8pc2Q6mJiIiIiIiI9DAwJiIiIiIiorTGwJiIiIiIiIjSGgNjIiIiIiIiSmsMjImIiIiIiCitMTAmIiLqA370ox/h+uuvt7oYREREKYnLNREREaWAsWPHqn+3t7fD4XBAURQAwK233oolS5ZYVTQiIqKUx8CYiIgoxcyZMwe33347mpubrS4KERFRn8Ch1ERERH3A/fffj3Xr1gEAvvnmGwwbNgzPP/88Zs6ciQkTJuDpp5/GX//6VyxevBjjx4/Hxo0bfd7/85//HAsWLMCECROwfPlybN++3YqvQUREZAmb1QUgIiKi+Pjggw/w6quv4t1338Ull1yC6dOn4/HHH0d3dzdOPvlktLS0YOLEiXj99dfx8MMP40c/+hEGDhyIRx55BGvXrsUzzzxj9VcgIiJKCPYYExER9VGXXnopnE4npk2bhqysLCxatAjFxcUoKyvD+PHj8cknnwAAnnnmGaxYsQK1tbWw2WxYtWoVPv30U/YaExFR2mCPMRERUR9VXFys/u10OgP+fezYMQDAjh07cOedd2LTpk3q8y6XC7t370b//v0TV2AiIiKLMDAmIiJKcxUVFVi1ahUzWxMRUdriUGoiIqI0t2zZMjzyyCP47LPPAABHjhzBK6+8YnGpiIiIEoc9xkRERGlu3rx5aGtrw1VXXYXt27cjNzcXzc3NWLBggdVFIyIiSgiuY0xERERERERpjUOpiYiIiIiIKK0xMCYiIiIiIqK0xsCYiIiIiIiI0hoDYyIiIiIiIkprDIyJiIiIiIgorTEwJiIiIiIiorTGwJiIiIiIiIjSGgNjIiIiIiIiSmsMjImIiIiIiCit/X808LOzWNAUaQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "librosa.display.waveplot(x, sr=sr)\n", "title(\"Raw waveform of example audio flle\")\n", "Audio(x, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source parameter extraction\n", "\n", "### Framing and windowing" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "frame_length = 1024\n", "hop_length = 80\n", "\n", "# Note that almost all of pysptk functions assume input array is C-contiguous and np.float64 element type\n", "frames = librosa.util.frame(x, frame_length=frame_length, hop_length=hop_length).astype(np.float64).T\n", "\n", "# Windowing\n", "frames *= pysptk.blackman(frame_length)\n", "\n", "assert frames.shape[1] == frame_length " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### F0 estimation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# F0 estimation\n", "f0 = pysptk.swipe(x.astype(np.float64), fs=sr, hopsize=hop_length, min=60, max=240, otype=\"f0\")\n", "plot(f0, linewidth=3, label=\"F0 trajectory estimated by SWIPE'\")\n", "xlim(0, len(f0))\n", "legend(prop={'size': 16});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source excitation generation" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note that pysptk.excite assuems input as pitch, not *f0*.\n", "pitch = pysptk.swipe(x.astype(np.float64), fs=sr, hopsize=hop_length, min=60, max=240, otype=\"pitch\")\n", "source_excitation = pysptk.excite(pitch, hop_length)\n", " \n", "plot(source_excitation, label=\"Source excitation\")\n", "xlim(0, len(source_excitation))\n", "ylim(-2, 16)\n", "legend(prop={'size': 16});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synthesis from mel-cepstrum" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Order of mel-cepstrum\n", "order = 25\n", "alpha = 0.41\n", "\n", "mc = pysptk.mcep(frames, order, alpha)\n", "logH = pysptk.mgc2sp(mc, alpha, 0.0, frame_length).real\n", "librosa.display.specshow(logH.T, sr=sr, hop_length=hop_length, x_axis=\"time\", y_axis=\"linear\")\n", "colorbar()\n", "title(\"Spectral envelope estimate from mel-cepstrum\");" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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llFPC1Hh8jB49Gtdddx2uueYa/Od//ieuv/56dV8sbcZms+Giiy7CoEGDTI8ZNmwYzjnnHPVvzZo1sNlseOihh3DhhRfiV7/6FVatWoX3338fAwYMwPfff4+bbroJRx99tO7vxhtv1JlTi2jmv/jFL/Dcc8/ht7/9LT788EPd4gohhJD0xKYIWyxCCCEkwTz44IMYPHiwVBglRAbbDCGEkGRAH2NCCCFJoaqqCkVFRREFLCIEYJshhBCSPGjbQwghJOG8/vrraj7iE044IdXFIRkA2wwhhJBkQlNqQgghhBBCCCF9GmqMCSGEEEIIIYT0afqcj7HX60VXVxdyc3Ojzo1JCCGEEEIIISS9URQFLpcLAwYMiDgzQJ8TjLu6ulBWVpbqYhBCCCGEEEIISSCnnXYaDj300IiO7XOCcW5uLgBfJeXl5aW4NCQWtm7dirPOOivVxSAxwGeX2fD5ZTZ8fpkNn19mw+eXufDZZSZOpxNlZWWq7BcJfU4wFubTeXl5yM/PT3FpSKzw2WUufHaZDZ9fZsPnl9nw+WU2fH6ZC59d5hKN6yyDbxFCCCGEEEII6dNQMCaEEEIIIYQQ0qehYEwIIYQQQgghpE9DwZgQQgghhBBCSJ+GgjEhhBBCCCGEkD4NBWNCCCGEEEIIIX0aCsaEEEIIIYQQQvo0FIwJIYQQQgghhPRpKBiTlODocae6CIQQQgghhBACgIIxSRE3PDQbG3fVp7oYhBBCCCGEEELBmKSO1g5HqotACCGEEEIIIRSMSSqxpboAhBBCCCGEEELBmKQOG+ViQgghhBBCSBpAwZikDMrFhBBCCCGEkHSAgjFJHVQZE0IIIYQQQtIACsYkZVAsJoQQQgghhKQDFIxJysiixpgQQgghhBCSBlAwJqmDcjEhhBBCCCEkDaBgTAghhBBCCCGkT0PBmKQMmlITQgghhBBC0gEKxiR1UC62lM/n7cC81ZX467NFqS4KIYQQQgghGUVOqgtA+i6Ui63lm6IyDP5Rf9S3dGP60j3IzcnGlRefnOpiEUIIIYQQkvZQMCYpg5bUCcBfqR/N2Ia8nCwKxoQQQgghhEQATalJCqFkbAUV1W3otDuDd3DlgRBCCCGEkIigxpikDMpt1nDXK0tw8c+HAuBSAyGEEEIIIbFAjTFJGYxKbR3dPe5UF4EQQgghhJCMhYIxSR2Uiy3D4/EGbbPZgPpmewpKQwghhBBCSGZBwZikDMrF1uH2KACCzdP/8mwR2jp7UlAiQgghhBBCMgcKxiRl2GhKbRluv8bYJllu8HiVZBeHEEIIIYSQjMISwbilpQW33norxowZg4KCAtx5551obm4GAGzatAlXXXUVxowZg1tuuQVNTU3qeYnYR0hfxC0xpYZfHlYUCsaEEEIIIYSEwhLB2Gaz4a9//Svmz5+PmTNn4oQTTsDLL78MRVFw33334bHHHsP8+fMxYsQIvPzyywCQkH0ks6DC2Do8nmDhl/VLCCGEEEJIZFgiGA8aNAgXXHCB+v3cc89FdXU1tmzZgvz8fIwYMQIAcOONN2LevHkAkJB9JLOQmf2S2HC5PakuQq9k/Y46rCqtRk1jV6qLQgghhBBCEojleYy9Xi+++uorjBo1CjU1NRg6dKi674gjjoDX60Vra2tC9g0aNCjicm7dujXOX0riZfee3VC6DsR07oYNGywuTeax62A3vlrqcyPosjsAAD09gUBbXq/PvHrO4vVwuBScd8qA5BdSQiY9u+e+OQiXXxt/59hjcNRhuSkuUerJpOdHguHzy2z4/DIbPr/Mhc+ub2C5YPz000/jkEMOwR//+EcUFRVZfXnLOOuss5Cfn5/qYvRdvqzCaaeeimGnD4761A0bNmD48OEJKFRmsb9jDwCfYJyVnQvAg3798oFOX07j7OxswO3GD9u60dDSjVt/f0nqCusn055d1r9rAI9PG3/KqT/FT46PfPGtN5Jpz4/o4fPLbPj8Mhs+v8yFzy4z6enpiVoRamlU6hdffBH79u3D66+/jqysLAwZMgTV1dXq/ubmZthsNgwaNCgh+0hmQR9YkknIckUTQkiiUBQFFdVtqS4GIYT0GSwTjF977TVs3boV77zzDvLy8gD4tLIOhwPr168HAHz99de4/PLLE7aPZBb0MbYSRp5OBNoW6pYEOCOEkESx+0Ar7nplSaqLQQghfQZLTKl3796NSZMm4aSTTsKNN94IADj++OPxzjvv4KWXXsLjjz+Onp4eHHfccfjnP/8JAMjKyrJ8H8ksbMyiHRdajbsi2aYeJzl3294mnHDMoThsQF4iitYr8XipMSaEJA+Xm30OIYQkE0sE41NPPRW7du2S7jvvvPMwc+bMpO0jmQM1xhYiUWbaDLv217bj+MGHIivLhonvrMBlI0/EXeOGJauEGY/T5cXarTW44KwhqS4KIaQP8dC7K3H84IG44ORUl4QQQno31NmR1EG5OC4URf6/GXf88wd8t6gMk6aVJq5QvZjNuxvwzCfrUl0MQkgfY0t5I4q316a6GIQQ0uuhYExSBuVi61ACxtQhj1uwdh9mr6wAADicHnw1f2eCS9Z7oFkjIYQQQkjvhYIxSRk2hqWOi7DVJ9mvVSzv3NeMLxfIXSCID20duxmVmhCSQkor7FAiMQ8ihBASExSMCekN+OdK0aw1iPnVgrX7sH5HnfVl6mVQY0wISSXTVjczOj4hhCQQS4JvERINXPG2nkhrVCY3v/XtJgw5agBG/OwYK4vU6/B62W4JIamF4ychhCQOaoxJ0uG4Hh8fFG7Btr1NYY+LxlA9N4ddgZxALXrZcAkhSaKhpRtuiZVKZ7cLRWv3paBEhBDS+6HGmCQdrnjHx4xle9He6cQpxx9u2TXzKBiHh82WEJIkbnlmAU47cVDQ9qUbq/DxzG247IIfp6BUhBDSu+FsmCQdyhdWEdBmisUGnY+xzOHYxAk5NyfbyoIRQgiJk/Yup/q/GDeFS8fslRXYta85BaUihJDeCzXGJOlQY2w9arKmcNG3TOo+J5trZOGgKTUhJJnYdIufvk/RD02aVorTT/wRdu1vwYyXr4LXqyCb/TghhMQFe1GSdChfxE8kdRiNj3GH3YlvF5bFXJ6+AJstISTVaBfo7D1uAMC81ZW45v6ZKSoRIYT0HigYk6Tj8ZuCUXNsIZKqFJsiqebKmnZ8NneHpUXqDcgU8BPeWIo3vylJfmF6KYXLyjFz+d5UF4OQ9EPX//g6cq8mXZMImrivtiOJhSKEkN4LBWOSdOpb7KkuQsajRKO/5AKEJYiFnLL9rdi0uyHFpek9fDRjKyZP36J+/2TmNuw92JbCEhGSJmi67oApdfBhTpcHADB5+hbsqWpNQsEIIaR3QsGYJJ3W9p5UF6HXEZPsS4HZFK9XwYzl5bptimSSSuKnf74+1MW0JXswf01lagpDSJqji3Xg/7fH6ROMZy7fiwVrmMqJEEJihYIxSTpiYKdsEQdBleePSq3bFLqGWf/mtHX14IPpW1lJScAoGAMBdwtCiA/xRng8wbmNHX7BGAC6ne4klYgQQnofFIxJ0qG2LTbcHi8KJhRK94WKSs3qjh6bJHQZfeITg0ww9lIwJkSP/5XQK4x9X9waYblHIyQTQgiJDgrGJOkw7U1sCD8yGaGqVLcvXDonAkBTTZrq0tUj27BlZEnaZNG6/ahu7ExBaQhJIyTdtXb8VFRhObDN0ePGjGXlUs0yIYSQ0FAwJklHHcQpW0SFVoBQEF7GlVYv8xiTDGFnZUuqi0BI2iC0w7KFZe0Wh9ODDwq3or6lO0klI4SQ3gNnwyTpUNkWIzrtZTSVqDnWRJrOyfZtX7m5GtUN1NQJZCbVvh3UvFuFWVtmFRMSQI1K7dVqjIPfHVpkEUJI7FAwJkknEHyLA3gyMJsnabdn+zXGL0wpxscztyWhVOmN8NXWtlEvw1InBLOapFxMSDA6wTjoH0IIIfFAwZgkHQYxsp5Qdarbw7qPCJm2klWXZKgyJkQlVB5j3SIz+ylCCIkZCsYk6TDgbIxEUG8xyxKU+qRQNCOEpAp9/+P3MdaZUus/A0cRQgiJBQrGJOkI7SZlsehQTP7XovOJlR2kk5z5AMyQCcS6aLDJK0qfhYsShASjT2XGnogQQqyEgjFJOgqzSMSEEkItIJsehfM/o5YhBFJb6uQXoy9gtkAmS+NESF8lYEotiUqt95cBAFQ3dprmvSeEECInJ9UFIH0PRs1MAKHyGFOiixl96mLWY2IwqVfKxYQEIc1jjOBtNY1diSuDV4Hb44VXUZCdZUNuTnbC7kUIIcmEgjFJOsxjbD0RC78mwh1lPgNhzP1ZX4mHCmNCAoguJ1y6psC+xJXls7k78O/Fu3HEYfk4aejhePLWixJ3M0IISSIUjEnSYfCt2NCbPit6hZrYFy6askbasOnckYM1DonG7nDB7nDjqEH9k3PDOGGzTQxm7c00hzQhfZEQC8rJXqjbU9UKAGhu70FOdkdyb04IIQmEPsYk6dAkNX5MhQmtsBuN1lPzf2Nrd1J80174tBh/fnpBwu8TC6I6FMVcO9PU1p3EEhFC+jKqxlhiSp1snC6P+n92FqeRhJDeA3s0knRUgY06uKiIpLbC6tgiMKVutzsjLVJcVNa0AwCuurcQja3pKWTqfYz1+/73qQXw0Pwhbkwn91QYExJEOgRN7NEKxtl8UQkhvQcKxiTpUGEcI6H8yQyfppg4buoWKZL0gNq7nOrtOpIkjEeKEmGFejwMsR4vZgtknG4TEkAWaCuwT7ItgWKz0xkQjHOyOY0khPQe2KORpEMlW2xoq231lhpVsNRiJvaG3q+/eLIeTyZoW80ml2Ii6qZgnDAYfIuQYGQuMFItsv+f96eVYvbKCkvL4NBojLOy+KISQnoPFIxJ0gnn+0oiY2lJlfq/WpcaaUIJNWkK9X8Knku6tQVZG5X97/akWcEzmFkr9hq2cMJNiCDQJ2l8jCOIxDVrZQUKl5ZbWhaPpt/LpmBMCOlFUDAmSUcM7B12J5ZphDsSGqPw6PUGi7ayKUokopv+2hT2ZHglE1JqjONHVOv7329JbUEISTNkVhOyRUS9sByM1/KVx8D1aEpNCOlNMF0TSTpCnpuzqhLb9jbhkmHHp7ZAGYLRj0yfz9L3maWdSdkMO4MuaGHhwtDS4UDFwXbT/ekaqdwsKrWqMXZTME4UNKUmJPglkFmuyHpP7TbrBeMANKUmhPQmuNRHko4QMHIYzTIuYnHRNatxmUmex+O1RGC1O1z4bM4OPP7BatNjFKSncGxmYq76GHspGCcK9g6EBBD9j1e2WGfmF+PHa3E8B+3VOI4TQnoTFIxJ0hEDe25OdopLktlIBUmZ6Z3J/2YHiTnULc8U4bO5O2IsXYBxD8/B3uq2kMf8sOEArrp3Rtz3spwwynZqjBOHjSpj0ucJdt8It4AoNaW2OtCh5nLZNKUmhPQi2KORpCPGdQbtiA7jfCisXCy1rzOJsiz50tzuQHlVaIE2UrQRtFs6HHjliw26/dsrmi25j1VIFTEyU2oG34ob04k+uwdCAoRQDstTOAX+t1Iw7ux26b5n2WwomFCI4u21lt2DEEJSBQVjknRUU+ocX/Ora7bj34t3p7JIGYFx8iNLd6TVsgU0DLoD5NdOsHCivfz+mg4s2agPuiZLPZUOyIRh7XYG30oclItJX2TnvuaQmRsUSWyJcHKvxyI3ld0HWvCHR+botokh5UBdhyX3IISQVELBmCQd4ZaZ6zfBmvrDbnw6e3sKS5SZyCKRyuXewHE23VYz7XECtKCasg48JDdot92ghUg1Ug2MJNmzhxrjuGENEhLgvjeX42BDZ9B2xfDp+xKcky8wLgS2WaUxbmztNt5OA5eyCCGZDwVjknQU1cfY1/ya2xypLE7mYDSl1n3xp2sK45cZyfQoEfGkwvk5p1vgrc1lDQBC5DFWP9Or3JnElDk7fGaZZsYK9DEmfRS5K4f4DF4QDdcLWdW9OpyeoG02v0CcxdkkIaQXwK6MJB0RfEukeUgzmShtMVZTuNyVgePCb0/0MxDXb2p3weUKlrytjg0TL698uTFom0x4Z9uNne8WlWHXvmbTtptuiyWEJB2ZKXWYbRIlMrxeBdsrmuByBwu20SBv4i/AAAAgAElEQVQTjAVcyCKE9AYoGJOkw/lubITKYyzQzk1kWgedKXUEIao7upz4blFZVOUMdc23ZtVh6g8yf/LUNwq3x6tqisNBoc0abCHML1nDpK+jtUiRxYwI1Q3pBGNFwQNvr8DCdfvjKo+jx226j2IxIaQ3YJlg/OKLL2LUqFE4/fTTUVYWmEhXVFRg3LhxGDNmDMaNG4fKysqE7iPpj1GooDlqbOiCb0m0BOEJf/DuA62YMif+lE3aorZ29ASXJA2awOrSGjzy/irT/eHMGkmMmJo0JLcYhKQbuldDDbQl2SgJDCjzMZYFbIwGEWxQO2aLxVhqjAkhvQHLBOPRo0fjiy++wHHHHafb/vjjj+Omm27C/PnzcdNNN+Gxxx5L6D6SHuzc14yCCYXSfelmNpupSH3NoshxGYmJtVVoy9XjCjbHS4c2ES5yq6KxAFe1N4ksUB8g1KKYl4sOhIQkYBUkGwsCx4l3KZGiK+Xi3o/D6caeA62pLgYhCcUywXjEiBEYMmSIbltTUxO2b9+OsWPHAgDGjh2L7du3o7m5OSH7SPpwoFaeumFfbTtWb6nWbeP8NzKM9SQTJsP5n+m2m97H+geivaRTIhhnQiPQTT7Tv7gZg3k7tOb6tU1daZsOjBAtxr5RFrQw0gjTUguXmEsWHmqMez//XrQb97y+FM3tDqwqDczjOu1OqSUYIZlITiIvXlNTg2OOOQbZ2dkAgOzsbAwePBg1NTVQFMXyfUcccUTEZdu6davFv5ZoqajsAgBs2LBBt/3TRQ2oqPN1oA0NjQCAtrY26bGhiObY3kJbl96/SzZB6uwMpPlQ/OGlvd7AZMvZExi83G65v5jbEyy4xlvfLs29Ou3BUcg9/rKm8rlWVNgBwNTSwW7vVv/3+su7a9cuOFv3Jb5waYSVz2j37j1wOQOpurTXLi8vR56zWnZaRLR2udFh9+CjogaceHQebrlscFxl7S30xb4zU5i+xrfAv23bNgBAj6a/FguW2j7e6fK9O9q+qdv/f1WVPlc8AOzffwAbNrTEXL6qg+0AAJcr0J+3tvo0iAcO7MeGDVRQhCMT37+KOgeKNrXhx0fnAwCenrwUe2ocuOWyo+FyKyja1IaGNhcevfH4FJc0sWTisyPRk1DBOJ0566yzkJ+fn+pi9FoaXZXAuhYMHz5ct332pjWoqKsDABx55JFAeRcOO+wwoNqBk35yBg49JA95udkhr71hw4ag6/YFGlq6gcLakMcMGDAAaPRpx2xZWYDXC5stC4BPkMvPzwe6fAJgdnY24AoWjmXbY6nvreWNeOmz9QCAnOxstQwKsgHohW+ftkHBO3ObcPPlP8Ovh58Q9f3ipQMHgNXmE7v+/fsDrX4hzl/e0047Def85OjkFDANsPTd+7IKp576E+SWbAK6fe1h+PDhwJe+Cf1//Md/YPg5Q2O+/MR3VmDb3iYAgJKV3yf7DCN9te/MFArXrwJgx5lnngnMrkN+Xh7Q1a075hBNH5+bkwugB/369QPg65vy+/UD2jt9bm2b25Fls6mm1CeeeAKGD/+PmMtX3lIGbG5HTk4O0OMrw49+NAg4WIsf//jHGD78pJiv3RfI1Pdv/5I9qG5qxIgzTwB2dmLAwIEAHPhmRSu6ul04bEAePN7Y5gmZQqY+u75OT09P1IrQhEalHjJkCOrq6uDxa6A8Hg/q6+sxZMiQhOwj6YOZGaRW6DWmlfjfpxbgk1nbElyyzCWSIGXRmJ8m2sd4ycYqtPjNq7TKbackZYi4Z0NLN7aWN1lTgCgJnws0ONiZ16uguqFTfgIJiw02y2NvOV0erCqtVvOkA5GbnxJiJcs3HcRXC3ZGfHxE5si6big41oF4n1Qf/QRbOIvbZNGSutdyxGH9AATP2cQjF9+f+9c6LF5/ILmFI8RiEioYH3nkkfjZz36GWbNmAQBmzZqFn/3sZzjiiCMSso+kD2bT0HyNYCwGbm2QHfqphCCCuX00Eb7NfYmtESJ6tDkvtYHCZH7Qmv/T1VVN5u+3ZGMVbnthUSqKEzP7a9vx+dz4I43Hg2h7IdtrjM1w7dZaPP9psU4wFqb6hCST2Ssr8OX8XZGfYOj7ZK+AN2xfqncojixFX/zQx7j3oSgKtu1tUsdkxbDAGHjmvu2rt9Tgi3mpHVsIiRfLBONnnnkGl1xyCWpra/HnP/8ZV155JQDgiSeewOeff44xY8bg888/x5NPPqmek4h9JE0wGYH1GmNF9xniNBIhkQbkAqKTOzq7XXBJNL2hkChYTQukbQNZKZhgFUwoxNKNwT55WvT5Q31f7A7zvJ7pyvy1+/DNQityU8eOVvNgtkATb1TqvJxAX+PxKnj7u02Ys6oirmsSEg2HDciL6viABk6MjYF9oVLEhVtsTAY2AE98sDrulFAkfahp7MLEd1ao342ZG8RQrX3kbg+fP8lsLPMxfuSRR/DII48EbT/llFPw3XffSc9JxD6SHph1jVotjmrypVHmMEWLORHVjLT+5GdGY0r9h0fmYNSIE3DPH86LpBQhrxlOeE+V4mFfTXvI/b1lAceWaNvKCIisLcd4cf/Py83VaIw9Cuav2YeThhyGK35xsu7wxyevxv+OPQMnDz08xhsSYg1BqZZkQrD2f0Wy1WjuatHrfsODs9R3R9Zf22w2bNhZjx6nG4f0y7XmpiSldPf4Fn6NJtQCsYhtXKypbuhEl8OFU0/4UcLLSIjVJNSUmvRdjCY3Au0gLYRgfRqcDJY4EsysFXvDHiOfNJkdbCIwmxze0NJtsicSZIbIcrJS5KwWlY+xn1Rot+MlLYossRYx8tLn69HV7TLdH47c7GBTam3b2l/bDo/Hi4276rFxZ33M9yHEakItECs6r4AQ2mOpUB37+OpwetBhF2nPJH2h/3Wjwrj30GNIH2YWq8HY1Ca8sQz/7/VliSoWIQmFgjFJCGZjo05bpQlgpG7ioKqyeP0BLFy3X/0+fWl52HMUiStl9HmMA/9rhah4BCrteBruGadK2Ay3KCPdnQ5CZozMXV0Z0WJLIoh0maS1M/aYA1q3DY/fvC9bIxjf8c8fsLB4v1qGTruTC3MktRg0c3L7n+DxUu+2IhacBfF3UmKMzg+ZMUKuPSSZiaPHHZRX2ygYq77Hhmfe2e1CXi7FC5KZsOWShBDJ2KhqjKMQmvoSr3+9EW98UxLVOTJNQyQCsNkObUCVeORVU39jCckO4iLyFodre72tbb4/rRTvf78lJfcONfHXEssiScC0M7BN+D1mG6wRuns8/vIo+MOjc7GoeD8yDZc7dYHFrntgJmqbulJ2/3QnViFRNjYGrhn6PmZmr/Fg1Bzq8b1Tqr9pAlXGnd0ufFMURTAzEhMNLd244aHZ+gCa0Fr56ZG1tdCLKISkLxSMSUIQA3VLhwPvTd2sbtdOVmXBRFLhY9zS7kj6Pa1EZp4eGeFNqfUa49gFVl0Zw0ycUmXqG67qZHWbiQpj8RxTG0U2MsnYqiJ6PD7hMTs7C98v3YO9B9t8tzcIIE1tmdcXXPfAzJT1YS63F1X1TFdmFUoEK0Y6ITjUtSwMv+UQvqbS++q/JTL41uayBnw+L/L0VyQ2hMm8y6NfdAss2Pg+VY2xiUm/16swGBvJOCgYk4QgusLNuxsxZ1UlAKCiuk1nmiM6U72ZbfI70T89OR9tcZhsJopYqsKjiwgZrDrQC9Hh76vV2EUroygxGvMZtXrJItxEsreYCIraTaVcrFsUC1Gt3RJzvshvEvhXqzH+eMY2TF+6J3B/yPuiTKJd9f1MPh4PU2GZESqStPR4/2dgES74PF0blVpd6YVrK95zoTGOZOHVncD2kBbxEXoxdocLBRMKTedDqquW2gyE+bzmGM2XN74pwW3PL7S+oIQkEArGJCEYE8AXTCjEXa8sUYVk7THawV/89+ikVapWBwBue2FhQgLkiAlzL5F5pNoE058WwY/WCcZJElhTFXwrXKrbTBWajKimxiksg75tmlfsXa8swT8/Xx/VtUUcA+1VxYTeuOjiNb4kGdoRxLx4ECOTppWieHstgMRqCDMdISRGnMLGIEiHNZs2fGr/t9L6KppxMpGm1KkaG/oKIv1gs4kFinGBx8zHWOwr3dOIuma7tYUkJMFQMCYJwtdRhvIRFAOoViAR0aw37W7Axl0BQbi6oQtrttZYXsoep28g6C1poqQ+xiY+3ObzF/mOeKYk0az0p87EN3on49SaI8dJCsuunfiHe/MONsRvqiuE5Wx/pGrx3AIaY+g+M422TmdSfY1nr6xQFzkjFYy9XqXXWF1EingmnnCrbgZCBt8KlzYuAVUceF8lBTP0I4lcKMnELACZhFjIMetLPIb+MiAYBx+rKMlfsCPECigYk4SgaowjaGFmA71xCGzvcmLXvub4C6dB5OmL1vzL4XTjmY/XWlqWUGzYWRfRcYlcrY9aCNQVJfJzkzn30dZXuKqT7c/EaZrqY5zKQvjrsr7FjrZO68yACyYUqu+0DKPG2BioSFGAvQfb4HCaXyMdefLDNXjj6+gC9cWLWITzeLx4//tSdIZJrXX1fTMw7Yc9ySha2iDGFU8EGmNHj1ttu0ZfTi3hhGE1KrVFQvNj76/CprIG8wMMN0qkaT3l4sQixkOn20SgDWo/wabUWoQJvsvtVf3UCUl3KBiThCBWCm0hpt/1LT4TG70WU+8PW99sx/JNBwH4Otl731yOLod1q5DqRCQKgfK+t5Zh0br9WLut1rJymCEmAl8vMI/Eqas/CwJbyVJ/ANGt1nd1u3RjaDQWcMnUCuyo1Cy0hE3X1DskY1nU5mQjavLDwq3hj41yMh9KQDOaYho1YQoU/OPVJXhvaml0N00DRH+aLBR1Eu3FrBUVqGkMr9nXvW99AKF5i2Th9f63l2PX/hYAodu8dowM+MYHLy6rAZIM52/b2xS2LABQ09iF6sZOlJQ1oHh7nb5cIYJoJlJjnNEWOhmAavrvDvcMhUWg/5vJ2Cjmga9+uQF/enK+VcUkJKFQMCYJQUQ1DDWOVVS3A5AP6j5s+GL+Trz0WXQ+htEgVvIjmbjUNnWhoroNOytbsHNfS8LKpEVRgKUbq2CPcLVVH5hFfr2w9zQ5Ppo5yY2PzFEXNHznRn6yy+3F1MW7I79ZjCiKgonvrAh8D3t8YsvTl0ikSa1Lpu3wNz/joovRtVh8ZmKk+vy85KZHEXXV3uXr6/vl5YQ9J5Q2vzcixpVIFl7313ao/6tjouQ0neAZ0uQ6eFtNUxcmvrMi5Pu3fNNB3PToXNz+0mLc8dIPAIAcvwuCzJRa9Wn2D6GRaMdjpTfJxW6PN2muBYqi4IYHZ0m1tv/92FzVpzjgSy7c3PTlM7NGMJszKIrPSmdPVWufe/dJ5kLBmCSE1g5fVMNIBKJQ6Zq0HbPRH9AKxLVCrXKX7W/Bbc8vxCOTVuGuV5YAALKz9T6KieTL+Tt1k6ZQhPOVjiQQhtlv2lreqBMkoyGaCc2eqlb8a/b2mO4TDcYcjSLwiBnydE2ZO1NLR+3LVxLLCK+ioGx/5AtRTlf4RS7VN05MBKGfEGbKGsiTH65R/0923lDxPgjhL5K+MNw71tuIJPiWw+nG/z4137BAbH68fkw0/hP4V9ZftfjH5VCPqnRPIzrsTn/ZfQfm5IQwmRVClP+zvcuJ/31qfkJMqnuTj/G198/E9KXl+P1DsxOeC7yhtRsOp0eaj7q9y4nyqlYAgUUN1U3CG6Y/jOB52Gw29b679jVjyYYDUZaekORCwZgkBDEBeuOb8H5v2sFWa+Zls+k1uWqn7QVmLi+3ZDBRzb8kExePV0HBhEJsKmtAdWOXVKvc2tGD0j0h/K8sQGhkIsEKH2Oz1AtdDnfEZnjBRD6hyc1JTrcU7Qp2b9EYp4NAbFaXX84PzlHaaXdhwhvLIr52yIAvhp8uXpdMfbbrdwRiD+QlWTAWdeb2mwtHUoV9TWskBOJQwbfqm+1oanPo+13/4bI6lfXxeo2duY9xUBAtA3sOtOosLoSmODc723+fYEFJFEeU62BDJ5raHEE5cK2gNwnGgO996O5xq9ZzicK4CGxEpGcS7VQ8SzEvMmtT0qch2ej03//977fglS83RlhqQlIDBWOSEMRKY1eYgCxA8CBdMKEQgE8w1kZHFNf0KgomT9+KmSv2xl1OdXInGcS9/kGiqr7D/12j2fb///70LXj4vVVxl0OLy+3R/e5oJpNWB99KhcAgJmOJpjvKAEu9JaKumLekMvNJNDUpFobkgYgUHGzo1C3YiMAxkTyvIB/jDH7EyZYZjBrjSB5qtNGZMx01+FaIfrlNsvD55nebAMjbsMzHWB8XArpzZWausuLUNnXhnteX6sYesUgZSmNsfIfE+Yl4l8yCea7YfDAjFl0+WlCPiupAGkoR88Cd4Ijyqmm0yUPpcektG1TB2Ku3BjH2k9o+R/1fMXwiEISrty1skN4JBWOSEKIJwGHWWbd29OgCXEUT4TNSzHxp2jp70NXt1t1PW07x+4TJuJXc/9ZyTHxnedC9IqE3CG9iMpbo3+LoiS6Im1muxowlwwr/6Pur8PFMfbCuq+6dgXf/vVln4h/QcoS/pvEQaTqaTCHJZQ5Mtn3f27p6UDChEJt3N+D+twL91w8bDmD+mkoAUeTz7SV4VFNqc8Gn0x68eFwfwuXFK/Ex1qFIjjOcK+vLhPCiLasqGBt9jLW3M9zPKExZiZm1y4tT1mNZyUG1HOmaW/tAoxPbK4ID0Lk8iU1rpAT9o0dUq5pC03+cqoww5LGWXcbMrchn+afo7kNIOhM+WgYhMWCmGciyBa9Wm42fUw2pPcSAvbnSuuirZhrjPz4+Dz8/9SjdNu1EQwwYiQjSs6eqLeYBRK9NyEzEAOv2eJGbkzjz0Khzi8o2hnhOiqKgx+WJKChRUkmHyUkMk+bNuxux92A7Ou0u/GbkiarpsAhMZ9SKSBfchKZDTTMiF6KVDHx7kpGL3eNV1MoyBuppafctEq7bXquLPv2qxnQykal80gWvV8H2iiacdcpRcHsUZGXZQlrySIPF+ZGdpRX6AgJPsBbZI5FiQvkfiwUlrcZYCMRC0yf3adbfzyhEJQKvVwmKMJ/jj/vx2lcbsaeqFe89MDpxBYiD/vmB8UD8ApfbC69XgVdRLLWYWr2lGsN/eowazNKsjxDl6HK4dMcFLB58+wOLHZJnbEPYSYfxmRGSjlBjTBJCNFrdSAdQMamqaQ5vnh3xvaGf5GkxBvGRmVJHYiqeTKxeKE/GZNuIGHwjCaIU332iO142uZUN84qiYFVpNWau2IsbHpwdW+ESiBAKM8WUWkuH3YmidfvxwNsr8MDbPi1xh2pq7TtGPCetb77ZTw1Eo858U+pkvKuvfrEBf3tpse9+BgFIaBzF93Xba9XI9Hm5vqlGtPniM5E9Va148N2VAPwCnC307w7Zz0keqVZwdUn8u43vgXafN0Q7FwuFMsFYIg9rrqnfFzZgUxzIUkIJP3tR1r3VbaiqD586LFVoBWOBy+3F5Olb8MfH51l6r+f+VYxlJQfxw4aqiI5/9pN1AEL4GPuPk7WDgCW1+TgpNP57DrSqLnOEpBsUjElCsMKU2ojbf02XpabUvs+mtu6gwFID+ufqvnskgrEnQZPRWC+rN7OzoGwpEBTELUMGUUoBoZr0vpp2NUVZY6sDz39ajAN16Tk5S5Q5m9erYM+B1oiOtaJpOl16X2LxWbRuPwBg9Zaa4PtCb9JnNPfUfttR0RxVNOxk4vEqwWWX1OnGXfXYe7BNt80TR5qYsgMtqGn0BT1UhSx/rYkAP6IPeuPrEjXVnpgQp6uJq5UIAU1oALNstpALxaE0xvLjwywuGARjWSdufP7vf1+qLiRptfpCw6cYnrXsWgFTav37aCUiKJnW2qfT3++KTBED+uUGnZcOiHrRBpf8fF4g2GBVfUdCFto7uwMLhKaPxJjGzrAAYbagIr1ciMcuLA/210WWZYOQVEDBmCQEr5mZqmRWHukA6okgkEm0iHvPWVWJie+swJqtNdhc1iAtl8zHON00TDozu7SSi6NfKEm0BizqiZvMv87/eefLP+D1r3wR2IVJn92RXtYEAuPqvVVs2dOIe15fGtGxVk6aZZqxiM9V9J9azfH9by/HQ++ttKCE1nPz43PxYaHe31r7vtz/1nJU1rTj8cmr8ZY/kBPg6x+uuX8mFq+PLWWKNniOKngZNMaiHIMOzVePFcJcInPcpguiXuwOF7xeBTabzVRjfLChE+9OLTW9VmeEgpI8+JakbCYCzqwVFdjh930NNbzKfEyDBOMocjdHi9dwLyDQzkQbO6Rfmrmu+BELebJ6ycqyBS3EW4fmnQ3T755y3OEAAvMI8SwVs8UOzVe1awgxrIhjZGmjCEkXKBiThBBVwKgIjxOaYkuDb/k/ReL75z5Zh0fe90WZNo4BWlnfGMRkS3mjunKdTIyyjXbgSqcpaDRyUDJ81GK5vqxJayc5IuWFmHyI732FRFlPhEM8gk9mbgt/sHFep8gnfOJbXgJ93OOhw+7CboN2XvsbdlQ2Y+NOn4np0YP6q9uXbvWlhaltsmPl5mqdtnLz7gZ8v0Qf18GI0MoBGj9t/3ehMRbFOMRvMmqzBQdm6s2IqOj2Hje8igKbzXzM0kYojge9wGOu5TMVcIKu4SNgWSE+Zefpz9dqGa36fYKAjzSws7IZD7+3Ur2fEDzT1Y9VlO/pj9di7Va9NYvXq2BVabCFSzyIxZgs7SzfpIsWNfbjYw/zHaaIa/ifqbEtqdcJnm9IhwH/DcTCWrj0UYSkEgrGJCFEF0k5suNESoNqv4/xjGV70Wl3RpTnt6GlW35v/zxNFDdbE/giKKiIpqBG4e2hd1emJD+fUeuXag22w+lGfUtwcLRYUk4lXmMc9RkhryECl4hJcCIilluCv83EqzB+YUox6lvsqnCVkx35Ba18tOI9nbE8fPo2422N2htvQAIAAOTnpadgDEgWxURfZuibtFreti6/8AoFL0wpxs7KFni8Csr2t+CzuTvwcZjFBV26FSE0hYlGnJ0l0TL3YoQA5PEovsVUG0xz+ppF8o0arfArhEdZvmODhYQWVXiXqJ9D+uAb7ic+i7fX4a5XlkRS+ogRptxer4LiHXUo3dOIJz5YAyDxMSniRWsCv9XgttWagEXUxlbfnEe7KPPtojKsLK0OOla81m6Rx1gxvtPh7xdRS1Y1xoH5wMczt4V3DyAkiVAwJgkhESmGZNqGCW8sw12v/BDyvJrGLtzyzAL5vaEfzHUaV7Fq6g6e8Ml+XyryKKZibfy/Js7Cko3yYB4fFm7FX54pCtoeTXtQj020xjjKG0g1xpo2UVXfCY8mVYjT324eeHs5vlqwM/jkFBGQU+JrPSs3V+MvzxThIX+gISE0RSL8WBn1OZLuw6z9BWnV1MN8vyU/N50FY/3zM0aS1e4v3l6rM+0XGpv+/XKwvKQKE95YpvqH3/HS4iAzbYFWG2dMW2oUjMR2bTlikYtf+mx9kIYt3bA7XNhUVg8g8N67/b7cNpibUluFLFK1NF2Tv41sLW/Eis0H0ePyqOcGhCLNCcaFV9nioGEMFddLhOJWq7kOZS2VjmhjZhw+MF+3L9fCSNSCgw2+GBfatjd/zT688GkxmtsdcLm9QQseqobYkBrTzLImWsQj82qE9e+X7EFLh/XZPQiJFQrGxHJWllbjoElUyFB5EMPR1hmsGa5u7EJTm3mn+vgHq9WgSKHubYy6CAQmEepqv2anTDuS7gOzVThdHtOgRB0WmJOrPmpppjGWmhEaJp/X3DcDTW2+lXoxCdhe0Yy1W2uRNth0H2Gpb7arrgYyKmt85rlGk8aQWPhoo2onhkODgsuoh/n+E9GUMwFRDR6DBhc24KmP1mLWigr1WLGI5/F4Ue+3phHn7a/rwJY9jdJ7yDTGxsUF4/MI+LRH/ZPQ2NqN5ZsO4hl/tFwzFEVJabC+reVNePT91ei0O+FyBWJhGBcrgrBIePRKxiGjabNvn+/z9a9L8OKU9bh+4iz8a5bfSkCqadY/W+On9j7G3Lf5/jR1lsYT0Py2rCCh3fhPeuHUaEWNZU+EJYXQoLsl2tj/eXI+XpxSHHB/8G9XfYoN73JwHuPoymtcRBOdgdAU52Zn9Zn5E0l/MmfUJxnDBn/6hEiJt0MMtdq6cWc99tf6Ju4ycx3jiqlMY6wOFprzZAF/rA5mlM54vQq2lgdPno0Dfiyka2AzWXlkbXfu6krfPu3GNGoatigl4788W4QbHpptOrkX5sbi/YoksIqVjzaaSaXxSGPaNSUw8wOgNwNON4yvWo/TjUnTSk2DHzk1/sRin8vtlQeJM/vZOrlY2FL7r2kMjOT/sGWJ9GDR1+W9by6L6LjSPY34r4mzor6+VQhN+ubdjdi8xxe80acx9rUpmXACWNcthNIOy7Zp3R7Kq3x+wOqCiu484Udu/o4ZhSiP6tvq9ye1cMFC0YwNxrqTLW6nE9qFm2yD20kiorWLNmdmprx2Wy0mT98CIFB3bsOidFCkceNCie6K8oUKG6B2Vsbx0q7Jm3zVvTMwe0V4dxhCEg0FY2IpiqKo6VIiPye+exoHGSN2v3bE7nBjZWm1OlAsXLcvkG9S0tOLQcAtCZxiFt1z3bbaXrvyqZ3Xrtteq9adFisCn4hBeMmGA6qZrtU0tzsw8Z0VcV9HFktIrMKnq0hli04uVjGb3Of5zY3dEUaNd3u8lgYmi0ZjbJTNRJlFeYRWVVwznRe7jP6p2yqaMXtlRSACtP85iKNcLm+QVvnBd1dKn1eWzadVEqme6prteG/qZp0JpE0vFwf1ibqJMSLTGBu1vrK+NxSpSgcl/Ow/LNyCuasqfdtcXvW3R/s7oiUSaxbtcdmaiEz2Hp9wItpNaI2x5JoGE3pjRON4tKEejxelexpwu8idrdFq2wxjTbrHdXOF0BhbaWqvKApK9zSolm49IfLFEuMAACAASURBVNKB1TX74oGocQI8JgKxxFLAt0F2f/OyieuKn69arvi3VzWkZ4pD0regYEwspaapK+R+Y6eZlWWLW5B0OD3Ytldu+gcEOt/uHjde+LQYJbt8vmDaPLOK4RMITj+hJeAHqy/70x+vjTvoUrpOxbWDuVm+RUsEY399r9pSgy0SrbQVWGV2uW57sIm00SwXSK9nahT2qjWTkU67U809a8QsgJC92wW7w4Vn/eau4aLGfzl/p6VBeeyOyH37jV2NEFiMgvp2f+qaNJaLTcsmgsAZFzKKNZY82mfeLHFFsdlsaG53YNe+ZkyZsx07KpowZ1WlNPK4WR5b7bW0n/9eXIZ5ayqlZf+vibNUVwQAGNg/utQ7qQruJYSeLk1bdLo8sNl845uZ4GNV+9L2Z6ZCjGabdjFZ9OXCokC20BQq+JZiOMbYDuJ5Jss3V+Ph91bhQF0H7n1jmXo3mSm1fBRPH7QxUozjpJULOo2tDjz83iq1TbpCBCVzOH3tNWAGbwy+pei+B1nYaa4VSVs2/kzjYky/vPRMtUX6FhSMiaW0dUTnY5qXkxVTQBYjE99ZaRrAods/WRGr+mIwyM3RRKCWra77P2Wr/erKqmamINI1xeMbqyjRee8k2g9Xi3bgEz6nBRMKsc0fYbO6oVOnUYqVZGh9srMS1/VJNTUJu1v0GBeitLmH91a3Yfmmg9LzzEzyuhxuvPPvzer3UCl5qhs68d2i3dEUN6EIgWV/XYfJEekrGZstKIrct25DRNkDdR2ob/Pt27kvECNgmcnzBnyLjt8t2q36i2oXPVQTWhNtk0D0G0KQ+XT2Drzz3WYYEb9nX23gWQw8JE/9v2BCIQomFErboXECn2xckgCNPS6PL1WVYq1GUIYsB66sHxX1o82+IBaWhAClfX6BZ6z/rh2ljEJUkMY4jkeiXdzZtb9FvdaaLTVBqaBM1qrTBrc7ULBJ0/S5q7V1ftvzC/HRDHnwu0h44xtfdoyubt98JFTEZxG3RTE8wyA3MjP3pigrOygLgGHxJD8vG5/N3WG6OEtIMqBgTCzFGcJsR4ZPi2DNSLZ+e0Ajcv9by/HDhgMAAj5OQsAVpq5awTjUKrlsUhMIqhI4r90efiAKRyQpZ7SkahKgHd82725AVX0HbnthEVZIUkFESyCqbtyXMiWRE2ijCWuycbo8+Lpol+l+MRkS7d+hySn58HurTM/TtusJbyzV7VtWEhCuQi1sbNrdYLovOejLJiZ+TpcXOZJYBTb/MYkWbKyk027QGGsaYm2L3NLDiKgl0Z+rqV8kix5m2iVxlYDG2LfVWM9Olwd2h0ut40A+ZAWDDNF7AeCVLzYEbQtE0Q0u396DbepiaKJQNV9SwViRjglLNlaZ9t/RWt5oXzlRBpnvuBjTcjUaY1E3qsZYJxgbNIYhUtYZU/xox9s1MUYVN65fivJ8ULgVKzbrx5qm1m643B61PBt31WPe6sqY7psI3CEWDLV9ZnVjF1ZviT0K++bdPiurT2ZtBxB6TibSRInbuw2LW+ozNfHfjmgUtWmiURsavLHvUBRgxaaDpouzhCQDCsbEUmIRCjvskU3WwqGdHOyobFYn60KTEdAYRygY+3+KbFIsMxcV29q7nOpEMlqEz096Ip+sfbVgF/72ot8HzAJtbzhTXCtIpMmlLDAbFOCzuTuSkq9x78E2fDFPnx5q294mFEwoBAAULisHEPANjjTA1J3/9D1jX97bVtPjhHDi6HEH/V4rgrPFg/Gpaxe2ZEYEu/a34OFJqyzxR7caM6FKmMbO1EShjv7ivo9dfs2ysMaR9nsGrY8xgm3Ax9gfhMtQz698uQG3PL1AbSuTvy/FnFUVuPq+GdL3RZaHVZ3QS+rkH68uwYxliQ3qE9AYB7YJU2qvVwkSThRFwStfbMDznxbLLxiHJk5o94Q7gPyygfdQ1F1ojbGJxlCzMaBl1As767bVqG4W0aPvL4SwJ2PWygp/mjHffT+bu0NnyZJqZIs2AuMco9PEVSkWepzmgrF2EQoAvF59Gwj2MdY3AHkzNW+7xvONi2ker1dnJVKf1vMh0luhYEwso7qxU+e7lnz0na5YMReDjnFVX6u5kJu/6k3CtMg0J6LTnzStFH9+Wp43ORypFhxCkSytmbiPWbAnK0ikxtjs2t8uLENNY+LfD9lz2izR1IqFIVmbK93TgB6XB98v2aNuEwtK2/2m82Z4vArKq1rxv08vwMtf6E3iUh7MyvBoPB6vqsl0mvji7d7fogqIseLxeIMmhfFi1s6ChMkY7runyrfwUey3wglY3Uj6Pf8mjzdYsAI0wd7UT30bqKrvRJfDjQN+c/bGNgdmraiAovi0fkZ+cvzhQdu0Qrmjxx1U11bEPgiFSxIB2OnXGCsKYO/Wa6zD5byP9olpNY6h+rZA5GbN8UafYM35Rm2wMWq7b5/8OqEEwUgxdhfhBKW9B9vUoh15WL+o77eqtBr1LYkRxkIFYDO+M1ZGw3eEEIwFAes4vYbYa8hjLN7dQHTqQLkjKbHRmsq4mOb1Krpo5n95tihlAfVI34WCMbGM255fhA8KY/eNiRdj/yk0J0bBOBCZM9CVyzQhQitW0xQ8UMqENq9hErF2aw0cPW5097hD5oHVkugJXCagCsYJ1BwnUmO8tbwp6B6izSVDYyxry7IAVUJjPPCQXOyoaNbloH74vVVYuG4/Pp65Lei8h94LHSn8uX+tw92vLUVXtwu1jfp3J5W5ZrWIGiopawgrN4p6iodr7p+JpSXWmgeateHgIGnx9ynGSNe6cqjaJt/34AUAfbomowAl+tJ731yunnHA1Ofb1896vQomvLEULrcHXm8guNVtLyzEDQ/Nxi5/nvVafzDIQ/olNqiPbMGgx+VVI4d3Gcyau7rDCMZRdk9ezUJtqOjMofxwA4GXtMfLrQG0wpYQksS+9f4gb2pbiWMxLNoz27uc6ssdLluFjOc/LQ6ytrGKUAsFxvcqlrKb0ROBG8G+2g5MmlYa9Jw9huevRqIP0Y7UTVL3NP13Y/tye7xqPanuGx4vlpccRMmuerjcHnzjdxOa9sMelPpTo5Xuaei12UBI8qFgTFKMhZ2ZoWMUGiDVlFpNH+E/wKY1J4tOYHHLJqXCHMh/v2c+WYfJ07fguX+tw/8z+GSakelysRUKQfEsxITr83k7dJoCR48bj00294WNhGQE6dH7G4qotdaZyJkh2rluNd//XIQmEABy/DatTW0O3P/2cp122IxIJh+1moUkkeMY8JkHiryZqWZhFCnlrNJy797fgofDLCpEQ02jPAOAK8o4D5EgzGy1E3jRlgKCrv8Yg2mtUWPs9mvp3R4v3vymBNUmvwMA8nKDpygOpxtOlwdl+1tx3QOz8M3CMvXewr9aLASJwICV1e1YVBxdGsFokAk9QmMMBAThypp233eL+wHtIkkkGmOZ0CILniYWskRsANmzElHNjfcNpG8LnU83JNG+e7bAjEIsSni9Cg5GYcmWKFeeUHMMo3tAjoXBISPJI72z0pfqzasosCF8pPmAu1B0dRXwXfZ9N5rdu92BeA7t/lgYbo8XL32+Hu9O3YzyqjZ87l+4+GTWNny7sAz1LXY8/N4q00wZhEQLBWNiGbmS4DXhsNJMxngpNQiIGJiFD5WioKq+QzeBjGTw0CJLySQmBlqfnqJ1+7GprEGXGioU1BgDLrd+Yv1NURkWrN2n7q9rtqNkV0Nc2tcNmtQ1icIYoRYIREi3mu8WlaHcL6iIyaz23RLCXVV9oB0ag8EYo0WLSbyWju7o6lzrW9neZV3u4kxipj+g3sGGTpTusS79WFuXPAOA0ZqlNkwKvUgQbcorUUeKSX3A11i/32hCrSg+ax1HjztszntZQLQepwc3PTZX/V5Z0xYkzBhzas9dXYnXvy4Jea94cEmEKeFjDPjceuqa7fj7yz+gvtmOGX4/f6uIdBjt6BKZE4L3uSWm8C3+cU6MabIYGCJGyPw1+3TbxXXEudEGQGtq68bu/dG5MOhye/v/nbG8HONfWBTyPG2gslBBsmJBURR097hDWkAZ/YAbWrsjtjIz8tMf/0j3PRIrnRy/W01ntwuwBd5hY/YN9Zm6hG+y5iKi6o0/Uwn0AeI6ok8U9a5eX9GYcxsWVAYNzPdZBCAwtvbLy1EXw2hyTayCScOIZeTlZpnmOjXDzK8vFj4s3KJLg2BMIyIGZrfHi7+9uBhHHBaIeGqFAlH0y9HWgZZEphFKBlbUo5rmQzJBA4A2v4DV1NaNY48cEPX1b3thIaob4hcWwtHYGkgf1qPmi7R+8HY43ZgyZwfqW7pxx/WD1EmLyx2ItCxbbwmnGZFFdH11enTRUk87wTdJe+vbEktMkuNl7bbgvNPhie+ZCS15svyrjQtG5QfbTI6MHJHSKVSbqfNbCgT594qo1JptNpsNtz5XFFNZepwe3W/0eJQgCx63iem32yOPPh4vHk+w8KFdbO2wO1WN1l+eje13W0GjX7srs/yQpSCMB3UxsEekS4xuXHxxynrsqAwOIBYKBUpgDPJ/Hoygrx/38Bx88uhvAVjvZnPVvTMAAL+94MdRnffVgl34c8GZER+vKApsNht+ZPCtjmSOJd6X1o4eZNlsGkHV9ymC14mAbuKZytpRUOAwTeIR8Q4It52nPlrru4838NA8hkUt1YJMCXaLy8vNVhUcmZQ5gKQ3FIyJZaR6vc64IitM+oSgKlZOxadM6xsPai5Akw7a6fKEFQ6oMQ42pQb0K/oiV7Ywl3z+03XweoGH/zwyousnQyg2EkiDYf21P/VHaj1sgC+ap9A+iHosmFCIsb88Oeg8mfbPagYe4suvumBt4sxYk0VrRw8GHRqcPihS1ltgpeDxKqisDi3oOhPoxx5KK7PXX67AXFn4JQaC6Wjp7onN5NsY4XnttloMO+1o3TbR9r2Gvrir24XDJSmg4kUm9PU4A6bUbV1O/OPVJZbfN1Zksq9b4oIRD8ICRfRH0cYXiNaKC/CZ0h89SG/mK4ZURVFQ12w3XUztMgTrtAJtXWqtniLBHqXG+Kp7Z+DIw/uhqc2h2x7J73EbTPGFdU+HiVWKLPOCUQDv8o/PTpdXXRwzls1YRq83OB+2WBR3e7zqth7VgkXRaJgVrNtei067E6NGnBjuJxNiSmarp0h6kWrJ2IDqW+zvRN+d6tMmiwHbassbMTC0mAjcSzZWWXvDXoqY2GtX7kWwlwN1Hfho5lb/Nt/Au6q0JuY8mckiMNhbN+mas7ICu/Y1o9tfD0f4hTatxlhQ6s9tKWbEWVk2uZ+8H6uUm98t2i3Np5pJiHZYFqVZpxk79zVj8foDMZ27YWcd7n4tdLyCts7EmaxHYq64pdzX1lQdkN9vURuwKVLtoSxonEwD1mHQUpkFC0uUuaXMlLrL4VIrId3SzshqwZh2Kxa0KRAFsv4oFB12J8r2t8QUmbm9y6nm8RVk+y0E1mytwa3PLdTt0wrrqpWBhT7GG3YGR1WPlHmrK6VR2UMhEzwjafNG9wsReHSXSZ+nXjPCqgpnheB2BzTUxnb4wFu+oHxawdjhX1Rzuj2qxtjrVfD+tFK89lXiXCZI34CCMbGMNJOL1VXIHgvNteNhe0XoNDePvb8KO8Ic05fQWgAIf6vZKyvUwV8bSAqITcOQLMQgv6OyGW9/tynu6zW1deO9aaWYu7oSQ48a6NsoNHN+AeTT2dtVjcV+f5RfIZzYEHoCaKXFdzSBb9IRofnIz8u2JM/4a19uxGtfbYzp3EjiOBh9PVOFNvdtoi1hlmzQLzq+/nUJ9lS1BgkFiYoKL7MSWlZyMGqtX7KQm1LL023Fi4hrEKnGeOri3ZjwxrL424z/ZwhtpfBFFb99175m/NfEWerhoq3E4wqlpbPbhSc/XBPXNT4NkbdZS6iAe5E8z2hTawmTaK3AG0+Kqcoan7XJ/DX7NC5wfks/zYJFYJuwQvDqFsGyE+AmQfoebEXEQtJDNBYDqpj4p0uKmEXFobVEJWUNKCkLzjfbV9GagAntsNYU/YPpW1EwoRCnnjAIAFAbIrptqhGa4nXb6ywRXEp2+drJsUcOCDIBFHW1eP2BoElRjT8QU15udlIicwPA/3t9WVLuk2i+W1SGv1rgH1rf0h3zuclI92UVHtXcUpFaIFgpK2sXX8S97nltaZAZaaxmslX1HagOkYM8kTnXE4LUlFpvwhrTZSWnisjgkbbdfvk+Dz8r8iADAYFNzAN2H2hFwYRCNVK46CNF+ZwR5P2NhHYLLDci7aPbTUyeI71GrIsBWouOeKyMPtEsAIjyBsUH8AY0xoG2EUjV5vF4ExbckvQtKBgTy0iXNHL9833Ck+hEjT5pqWSLhVFpezvaSawI9pEjye/Y5XAhO8tmSZChRCHeDasmeyLScHePW/3f5fZiT1WrLgL6G9/ozcrWakzOM24yn2J2H2gNf5ABmVlzrMJZya56rN6S3i4DWsTCZFunUx54zCJ7/f75+lAp2nFI28azsmwxt/mH3l2J256XRzZ2ub1SU+p0pqldZnIrFtbiGS/N6yHScVjkrzXzR426JDZxf7+rk/+3izFF/O5Yo2eb0WqBYFxZ045VhlROMto6zQVjmTuCEWvMx615n4VG35gaTFGC/Y8BvdtEOs31SOZCwZhYRroIxlDzF+oHvHTACjPavoJ2sBZmcLJJm93hhterWJKWJlGIKYNVPo67D/h8vzbsDAhLn87ejnteW6rzt/7BYGIqIrTabOltep6OmEU6NqOyph0fFm6V+l3GwrOfrMPCBObitZpwwd2sMtkN1Y61mrAsmw13vvwDAOCHDQfU9GaRINLZyEyQr3tgJlZvCS+8pDuhhCsr2LKnKewzVxRF9cs1S0cWKcZgmEJAFOmlDtT73EuEBUdDq13dv6ksdt9ggTY1Xjw8/2lx2HpraovdCgWwJuCYVXEphP/wp7P1ZuSddmdQxOrNuxt1gnGyrKBI74aCMbGMaJO9J4qA/4vvu5UpoRLBvDWVmDInMl+ivoRWAOlyuLC1vFHNf6il0+6EAmBVaTUKJhQGBTayKspqPIgSCOGqw+6M2cT/6Y/XYqPflHpfTXtMC1I2UDCOFqFxWhgm967goxlbsWRjlWXt78jD+4U/KI2oaQr4YycyU1UooUGWO3bGsnK8+uVGfLOwDLc+VxQUq8CIoiiq5t9MC8gcqj5CNfWvi3Zhw87Qkdk37KxHc1s3DsnPsWzhRAh9nd0+QVukCmr2a6S3lvtMvUXe9uZ2Bx59f3XcmuO3vrVuEfzBd1egIYQLRmObA/lxpMOzov1a5eZhNi51OdyYvbICgF6Qd2mCdSrpPdUjGQIFY2IdaTo3CBWYItl0SSL0fltUpkbKJnLcHgUPvrvSdB8A7Kv1aQB+2HBAFToVRcFV985AS4cDXq+CCW+k1t9V5Hj870fn4rl/rVO3H6jrQIfdGXblvrG1G+tiysWrR4F1vnR9jeYItTMnHnMoALlwFm0u3S/m7aTwFQPz11Sq/4sFig8KfVHtO+xO1DbZsWRD6NgPdc122GDDIf1yUpLqrTexp6pNulDk9Sq44cFZePLDNfAqPn9Sq3D5Ix4LP1zxKRY56lt8Czg1BtPd7Xub4XJ7sHJzddQR6a1+V7dXNOOrBTvx7cIy1WdbS3Nbd9osdFplISNDaOHve3O5uk38brfHq9MYb9xVh8XrM8fChqQPGSsYV1RUYNy4cRgzZgzGjRuHysrKVBepz9Jpd6JgQmFC82fGQzqVq60zWPhJpDYl0xGBU6Kpo01lDbjteV9ajga/v9qfnpiP75fssSzlTrwoAPbVtuOJD1Zj3bZa3P7SYtz06Fxce/9MU7M4j1fBn59eYM39lbRdx8oIDvijfIcilK+m2+ONaMGuq9uFwmXl+LpolyURsVNFqro4rX+l0cxya3kTbDagcNleXWCtts4eTJmzXU2xVLqnETab75ntq23XXcOK3NS9iXB9ypfzd6Klo0e16hK8+W2JPp2XBVZea7b6FhDFeCty8rb60ymKT5EXvLbJruaCB4DHP1iNDwu34oUpxZjwxrKQAa6MbNvbiH75sWtwZSgAPpu7A1/M3xm0rziN2mGyLbSEq5zHq6j3bml34JUvNuK1r0owa8VePD55NYD4Tc5J3yD7iSeeeCLVhYiFf/zjHxg3bhyeeeYZ5OXl4d1338W1114b9jyPx4P6+noMHjwYOTmBoB2KosgDhGQoBxs6UVndhmNMktlbRYfdiamLd2NHZXNC7xMPaWBJq6Op1YFlJQdhswE/OjQfXy3YZXmKjN5CdlYWvIqCnGxbVHmn7T1uXHre8fg/Td7K2uYuVWObDnQ73Khu7ELFwTbVvC/L5kvpdMmw44K0irv3t2DBWmtWwLOzbZbm6+xLbClvwuyVFbhh9KloaOlG//wcZGXZ4PF4saOyGS9/sQGbdzeguqETjSYBhPJys7Bg7X5k2YDyqja4PF40tTlwxGH91HGooaUbNz8xL+pcpmmJLf36YS01jV34z+EnYH9tO/767EJsr2iGx+vF8J8eg2c/WYf2LqcvHUyWDbVNdpw89DC0dzlxT5ic0n2NSJ7x9KXl+Pfi3VAUYOPOOgw+4hC8+U3iYm8ckp+DhtZuDOifi5b2Hhw2IA+1zXZ4vQp6XB5/kC/FL6zbdAvXIuBev7xs9MvLxpn/cWTY+7365QZ8NGPb/2fvPAPkKO60/3T3xN3ZnFe7Wq12FTYorrKEhARCQiiACSbnbIPhSLJNzuE4bGN8Pp8DZ2NjzuYIgjMGn33ngM29iLNJJpiMolEOqw0z836YqZ7unu6ZnpmetPv8vuxsd093TVV1Vf3rnyKmvQ7+jubaUny8bR/cLhlHzhmL27//ElwuGWPqy/DPj7/q4JMyI9dLmbpKPz7YvBdLZ7biv6JuVP/9yqeqz/xnu/vx1ke7sHZxB8646TksmtaMioAXQGrr/i1btqC5uTk7P8KCfQcH4XHJujKONFkl21jJfImQwoXggJciO3bswIoVK/DSSy9BURQEg0HMnTsXzz//PKqrqxN+d2BgAK+//jpqGtvx14/3Ym5PI2757p/w/qY9qCrzYkxdALO7G9HeXI725gp8sn0f3nh/B5prS7Fw2hi8+f4O/O7Pm7BuSQeaayNCZygM/Py/3kFzXQDTJ9bhoy170VRbij+9vhUtdQGEwmH4PC68/NetePvjXVg2qxWzuhoRDIVw8NAw9h0cxK69h9A/MIyPtuzDJ9v24YQjJqC63Ic9+wcwqa0aoVAYsizhrY92YmJrFYCIxmnrjgOoqfBj9/4BzO5qwO59A/hwy17cGN0he+CKJair8qPU78aWzw5g644DmDi2CsPBELbtPIiucdV4/qWP8cfXNmPm5HpMHFuFF1/djCNmjcX+/iF0jatW0x+9v2kP/v2/3sFVp/Zh89/3o67Kj7se/n/487tMMUSyi0uRTE1SRzIel4z1Z83GJ9v2YXA4hB8/9xZkWXJkE0WRJZrmZkhrQxk+2bZP/ZsKsmS9gLz9ogV4+a2tqKnw43tPv+FASUkyJADzepvwR03guhKfCycfORGP/PKtuDgVC6c24w82ogWT5DTXlsZFIM4GbpeMoeEQxtSVqkEIfR5F1VT7vS41UrUVjTUlaKopxeF9rVg0rVlNHxgLABXCiV9+NivlLytxY9/BSAaG9uYKnW+8LEkMPJWEpX0t+M3GT3HqislYOa8NlWVenH3r89i59xCOnj8Ok8dV4euP/Rk3nT8PANDWWKZmepjaWYd333oNM2fOxNYdB7Hv4KC6jv5g8x4MD4cxtrEM23YeRGtDmWpOvunv+yFLEnxeBf/2zJv4r5c/wbQJtTh+6QTMmFSP7bsO4uFn3kR1uRev/u0z+DwKrjtzNg4eGobf61ItxG6/eAEaa0rx4qub8cP/fBPjmipwzppuDA6FUBnwIhgKIVDiiW6sRub34WAYu/Yewj89+gpKvC586eQZCIbCCPjd2L1/ALUVfnjcCnbtO4TvPPEaPt62D0v7WrDhdx+gb3I9zjqmGxUBL3btO4QPNu9FW2MZSnxuDA4FocgSfvfnTdj09wNYc9h4fO2nr+DKU2Yi4Hfjd3/ehCNnj8WBQ8P4YNMejGsux8t/3Yae8TWoLPPif9/Yirm9TdF0fRJkKeKuUh7wYstn+7H3wCC27+pH/6Eh/PrlT7DmsA4snjEGPo+CX/7pI4ypD2BKR63tdhcyX29vL7xer63vFKVg/Prrr+O6667Ds8/GBqBVq1bhvvvuQ09PT8Lvikr62lNbsPuAuSmbBECSAeHmosiRnVC760gJ6ZspKjLgUEaXlJA0O/pSge/uEzJSyGSsICMDbR/g2Fs45GsuJrkjG+NvPt5h9tWRiSxF+qfoT0pULsl290q0cStwKSKFVn6eb5fKUgVXrGtKSTC2p1ceRQhNSjgEeN0KBoaCcLsU08AGpX43QqFw3C5jJu3pVCdLVSOkHcjFbhMhJLtIMkwjaTo5MZDCRtaM1RSK84OZMBMxV2SDjEREeyuKpObHdUrrGg7n3iKHfTX/ZKPNZcNaPBiKBG50Ir1WIqxkHi3DQREDJnv9zsrlq6zEjYbqElv3KPWmbnZelIJxU1MTtm3bhmAwqJpSb9++HU1NTbbv8dC1y7B99yDam8rx7//1Dh574R3M6m5Aa30ZFk1rRlNtKUp8bny2ux8fbtmLxpoStNSXYceefvztk92Y1d2oBgYCgFfe3o6aCh/aGstxaHAYXreCdz/ZjXFN5RgYCmJoOIRPtu3DOx/vwpyeRrQ1lgOIDMgH+ocQCoVVs42Pt0X8JSrKvAiFwvB7Y83UPzCs/r9n/wB27x9AU00p9h0cRE2FH0Ak8u3Zt/4SGA7h0dtXqdcPDgWxc+8hNFSXYDgYxr6Dg6gu9+Gdj3fh7Y92YfrEOgT8brz5wU7M6m5AMBhCic+tPnvHnn68+OoWDCNGjgAAIABJREFUrDlsPIaGIxsG3/r5X/CLP36YblMSYotcTAb5wCr4qsetYGpnLS763FTs2nsIsizhH772W8dMykdqfeaSzx85EY/96h0cd3gHdu45hJff2h4XVMgK7SIqGAqj1O/Ggf4h+L0ufOfLR+K19z5DfZUfV2uir5LsIUkSLj9pGr6u8XWtLvfjwmN7cfcP/1/cO3fqikn4YPNeNYc4SZ/FM8bgt/+3KevPqa/yY/uufoxrKldTM7kUWTWl9npk9A9YWBFGBenjDu9EQ5UffV0NaDSJ3yKyIGRDKJ7cVoW3PtoFlyJh5fxxeOb3kdRFY+oC2LZz9EZLF+5FdZV+NdimGdefMwe3/+B/cf05czC3NyIr3PfIy/jbJ7tx3rpelJd48PNfv4vLTpqOoeEQKgJehMKRdXmpz4VXXnkFfX19CIXCODgwjIA/sjYeGAqqa2URh0AQDofVDe7nX/oIr777d8ztbcLktio01pTi0OAwXnjpY9RU+PDGBzvgdSk4deVktf+ccdNzaG8OYP1Zs1ER8OK9T3fjkV+8hY6WCpxy1CQMDoVQ6ndhf/8QPC4FpX637jcfjJojh8JhrF44XnWLHBoO6aKHP/P79/H+pj1YMqMFT//uPczrbcKyWa1QonFO9uyP+OZLkqQGOPtk2z58un0/5vY04vHf/A1rF4+H163gwy17Ma4pIt/0DwyjxOfGB5v3oLWhDC5FxvZdB1FfZS7U7tk/gHA4klN8YDCI/37lU6ycPw6dLZXqM30eF+qq/DZ6RgRhJZwKRWlKDQBnnHEGTjjhBKxbtw5PPfUUfv7zn+NHP/pR0u+lY29ejBzoH8L+/iHbuyrpMhwM4U+vb8E9P3w5q88ZSVxzeh8Gh4LoaKnE2MZynHtbxM+FxCMEuHQEwsfuWIXrvvl7dRHU2hDAJ9v2J/lW7hA+b93t1Xj7o11RrQWwYt44XHL81LgAG9t2HsT5d7zgyLO1vnUkNVrqA/h0+348ed9aANAthAaHgvjNxk9QGvW1evFVveAkFtguRcbqRe2Y29MIRZbRUFMSDcYXy1W8Z/8ATr/pudz8qCzjcckFlR3AyIq5bfjiSdOxZ/8Azr/jBRwaDOLk5ZNw2srJuPrrv8Xb0Wj2R81tw6JpzZjaWYv+wSBOuf4/81zy4mNuTyNeemMrbrlwPmQJ6GypxCk3/CJrz5vX24g/vb4Vk8ZW4e2Pd2FWVwNe/us2NNaUYNuOg6gq92HXvkNwKzI8bsU0QKPPo+Dq0/pUgSoRT0ejyB8cGHY0wKHYQBjfXI6v/cPh+PXLn2DmpHpUlnmx9uqnHXtOsbFu8Xg89dv3cfvFC3Djd/6IUCiMhVOb8fJb2zAwGFQ3Qn521zE48cvP4nvXL7cUzBKxceNG9PX1ZeEXkGySjsxXtOmabr75ZjzyyCNYsWIFHnnkEdxyyy35LlJBUeq3b2qQCS5FxuzuRhw+syXrz0oX7cK1EDhs+hgcOacN7c0VUGQpq3n/ih2xb5eqULx8zliU+Ny47aIFACLCzBlHdzlevkyoDHhx1qouXHL8NHWHuKzUg3PX9phGnazX7JJm2qMZ1TJ9lsxswZP3rYUiS3Fji8etYMW8cVg0bQwqSuMn4XA40nbBYAjnrO5Bb0ctutqrUV3u0wnFAFAR8GLD/etw/5cWZ/Pn5IRC6G/GInjcMiQApT4Xzl7dDSBS5z+7azVuOn8ejju8AwBw/LJO+L0u+DwKuturMWNSPRRFRsDvxvevPyrHv6KwkW3MtZedNB0b7l+HmZPqMX1iPQIlHlx03BT1vEuRHElhKNY/pVGrt0BJ5G9NReQ9q630IwygZ3wNwmGguT4Q99wLju0FEEm9Nn1Sva3nrl3cgTsuWQiX7Oy87o0G+qqp8EOSJBwxeyyqolHs+ybbK1suyPV6RkSYVmQJovtdeepMVJV54XbJuODYXpy9uhs+jwtP/+PatIRiMrooSlNqAOjo6MDPfvazfBeDIDJgX3VaH158bXNc9M5CwO2SESwQ7VhZiTtukago+V80FipakzS7Gt8jZ4/FZSdNBwBUlnlRXurBfZcvRqnPhUuPn4pv5TG1hdAStzWWYdqEOpxwxEQAwJP3rlHNlqyQJAlP3bcW6655OmOvHkmCYxGuRxthg7mcFVaL+zAidW9HiACAiWOrcPtFC/Ddp19XrR+KDWcT19hnxsQ6/N87kawJsiQhqDGQm9ZZh//3121Ye1gHAiUe3fdmdTWonye3VWM4GIJbkdHaUKa7LhWTvtFAsh591Wl9qiCj5ZiF7di9fwCPvfAOhoNhNb5LJrQ3l2PbzoNwRQU1kaO4Mvp8UQ7Rpo3VJfhwc+z9evDqpWhrLMOiaWOgyJIqmNpBuNA5SYnPjRvPmxvXBwGga1w1Xnl7+6iMUeD1RNpFkWXV19rrVnDLBfOx9+AgJrdVY2pnHYDC2KAjhQ9VVcQxpIz1WNkhlQkt25gtCi47cTpuvmBeHkpTPHjcMm69cIGpFYTHHRnG5vQ0YtG0Ziyb3aqbAH9869EI+CMbEkcvaM9Zmc3weSJ7kV+/aikuODamJUkmFAtkWcL563odKUshvRfFxPgxFbau27VvAIC5BiXVDYlpE+uSppIh8WjbSmxE3P2FRQCA0hI3jl0yHkfOHZvwHlXlPrhdMg4ODGNMXSB7hR0F1FWabyRIkoTTV3bhBzccFd20c+6ZrujGc1lUMBYCclV0Lm6sicwpIv2moKU+AEmSUF3uM523E+G0AHbiERNw6opJmN3daOrbXFPhKxjLs6EsukzMmBgRcLVWNGIeUxT9ZmNzXQCT2xKnbyXEjMJ4kwhxEBEUQYyRngISAFwmAlBvRy36JjeYXD26cWk06aU+N2or/Zg3Jd7Hq6zEA0mKBCe57szZKeW4yxVinSR+Uybm/esWd2B+tB7m9jaqC71UETvtxB5iA8aOnyEAXPK5qTjj6C7HtDjF5hOuFTSyqclyJbC4MRtve8bX4BtXHY6zVnXjvLVTbJlWlkQDWBqD2wCR/LdmWrxiI2Dy21IlkTx47emz0DO+JuH3ayv9GNdUjv6BYMaCnhBOXa7IOBfwR8ZJISALbf/Uzsh80dYU2URpqi3FwzceZdp3UuErZ8/J6PtazlzVrQuEaqSmwp+RtV6id8guTgnmVv2woboEc3saAcTmz4DfDXe0fWXZGRN8QigYE8colEFJmN/K0W3nQhKMbzyPmmG7aLWowj/MazL5+r0uSJDQXFu42pxYHkJnXhIRpXFsfRlmR80+z1ndjUduWYkVc9vU6646dabuexPHVqrl8RSIhqFYSFXDXlXuw3GHdzoW/fveyxbhzFWF5SefCKG9sZoX7JqSJ0NJoF50afr4cDCEb16zFADQ3lyBWgvtpRnlpR7LmB3/fucxahTWYiZTQTAZleX2tK5TooJqRSC9DT8jrmg/E9k5xCaH0P6XR2MBVEfL5/MoaoaPTBC+zJngcSv4l/VHJL2uOsGz7Aisid4huzgVx1cI6VecPCPunFgTiL/jx1TAHf3sUmRHfgch7EXEMQpFMB6IalbEAOt1F043p0+afVyahbMwQTZGtp00tgo+j4JQOIz2MYW7OBU/xeWQMCrM/zweRV0UuRQZFQEvKstiC9DDZuiD4s2MBpAJh8O2zbdJhLk99tMBCswWpb40NfXNtQG0N9sz4y4EhOBbXuoxXTQ7tZAeGArqtEzaeUifOgXqIjpV7rx0Eb5x1eGW553QuOUSM6FNxLrQpodMHet6sLsRF4hqRqvLMxcsgdimpFgHtDaUYUJrpTr+ibYTG+hOWdKka8mjpbm2FM02zPcTPcuOYOzEvOSUUYjQ9Jf49P1QlmLBDrXvtSh7qn7ghFjBlRFxkMJYHISiM6GY+ApFY3zayskJz1903BQcOTuxv9toQiu4CWFC65t50/nz8I9fWoy/fboHAAo62qSwXjhqbhsujwYGy4TZ3RGTsu07D6r9WywQxMLu8pOmw6iUE3U0NBxKqr126m3+2pVLHLpTflk6q0VN0ZQJYxvTN7uVC2X30QaKqjGWTE2pE8nFqf5M7bsfDgMzJ9fj8btXx2lB0xUASv3uhKas2da25gJVG5eBJt+s3UTGCrvzsGijTGOWiG8LCzLRRs11AfzTFUtUCwDV5FqsF1zOrBcqU/RLNsNuYM7yEmvB2I5lhivNNi/VCK+Z7HNdf07M7FyMcUbtr6JIan2IPiprsnoospThpg4hEYp/NCcFQ6Et2cRgLybk+uhEKLRtuaalPvHO7+pF49UyEv1iU0x4p6yYrPrXCvPqmP9u4Q5nYiJvrC7Fco2pc7r4vS7c/6XFOOnIidi0PRKpeziqTReC8ayuBnXRNycqSItFRDicfAHshAagY0wFxjYWribfDkIbefDQsCOm8F89Z25C7WMi3DasX45f2pnWve2Qyq8XC3JZ0keXt0Oqi+zD+/SWEUtmtMDjVuLaK12NcTLMBO4jZreqWq8CyxhoGhxKSWL6ni6+6Nht1wf12CWd+NHNK9N2QRCxAMRvDIYi92kyBNdqbSjDhvvXqf+L+cMpX1mf14Uf3JB+Oq/xzRX4yln2/JQTWf/YGbNS3TCKzb2xe2eS4cAdXaOtnNcWGzeif1sbIusmram0mOM8bll9p2VZylv0ezKyKNyVJCk+Cmzyl6O7i2KiO3HZBADA4qh5qVM+bgIxIVdb+FItnNqc9B5OmRcWM6Iete3jjZpSB/xuLIlqIIR59RlHdxW876XY6ZYdNLmcOLYKjTWlaIkuHHbuPQQA8Lr1C9G2xrLYojC6kAmF7aUcypSZkxsKJlpquoi1X6a5QsW4UF3uS9skekpHLR67Y1XCa5wy1zfDjgZL+IjGrow3jfTYdG8xmlMC5qboRjNdt4X20+kxX2C2Kac162ysKcXyOYVjDWRWDcKkOJM6MotILOrBbVMT63bJqCzzqpZfqdBcV4qucfoAX2JTprejFk8lsPiIBUZ07v1JxY/dyKRxVSltlE9orcTnl0+M01TbsTIx9l8RkGymRe5mO5soQpvsdslJxw3xvkqaNHbiGTecG4nLotUYi/WAx6VoTKllXJ/BpiMhguJesZCix0nTwKmdtVg+Z6wajMglx4IyAJpdxuhAOs5hTZbRJMvqfCLSWQwUEk40p6g/7fpM7FADMRO10qhp44lHTMSJ0XzAdjgqSXqWbBD7Tc4vzE+K/vaDhyLpfEQ/FwuGb16zzFQIzoWP8ebPItrsq06diS+emLkJeT6xu7C3oiMaMC1TEpn0As5pvMxI1H+nTTAKxBHEmKYtVzgcW3ynirEd5vU2xvVll0tsROmPO+H3aVomM8HY41I13+WlHqxb3BEpUwGoj801xs6OUScvnwQgtpGRarA/s7REyZBg0v80msxEdS9SMtk1X7bLwqnNcCkyzlndndL3GqtT+/3/dMUSnL6yC93j9SmK7IxbWh95WYpZ2Yn68nn19xB9RNuPrPx7JSlmFG9Mdyb6hnZ+VM2lVSE4do2Yx8SzwoiNK4oiobWhrKjiMJDChIIxcYyBNNKJOLmIWzitGZd/fgZuPD+ywygGdVUwdscG2CfvXYPlGgHJCe2ZGmApA4EjE3OkkYLoE9pJt0YTiKUsKiQnisSZiMtOmoGbzs9+dHBtzk4xuTu96AIi9XTPFxepPuxisaFdrJttuCQry7lreuKO3XDymJTKtmN3PwDg8L5WVXDKJ3Oi6T5SI7M2+6crIjk3s5nfU4tb0S9Q55ukOEuVJVErG7PNFJGqSKQyir23kb/CCkbbBcPhML56TnrpbLweRU3bAkQEOmPwKzEGG30nnc4vqz7PZB7zuhXVtDNQ4lbTBP309lW4+HNTs1KOZIjo2WbVIOrQqToS91NNqVOM9XH1aX0p52wPQ/Pbon+nTahL+r0N969TBWOnXXLWnzUbT9y7xjTVlxXlpR6sW9KR1vPei8bcENixzhDvdW2FD2Fo/Xwjf1fMHQcA6G6PCN2lJptzal8Xv9OkH4k+ITTR1587F4A+b7VQaCgGxUYoFI4zdx8cCup8jAlxAgrGxDFS9SMDnN09N95JjWBoMKmWJAmKIuuenaqAXlUWby4tFhTaqJYXHjsFxyxst2VGDVAwBmITophXb794gW6RMKa+DFeeMjOjiTAX0cG16wKxKWO2oHCC7vYadWEngseYCTHd42LaBFHPQpNjTI9hpuFJtcq1vbnS5J3JF6m975m9kxNaqwBEIqhferxzAlGrRcwC429zQgMoFte6aLDRcXVsVDAWzzFaogqBWAjIsgQMByOL3PVnzU74XGEFocXnUXDNGbMAAO1N5ZjT06gGt4uVLaZFAoAzV3XhwauXJv6RGWAmTHncsvrbS3xuVJf78PO7V8PvdWFKR+J8vqlidx4VXcHsakXjqykQAarGj4lo4cy0/G3RYHIr548zLZPYqPOnGO3Z41bSC2Alih+t+8Omj8F/3LPG9tezJWAlMtGe3Fal+9/jktMux7adB/X3srEhEYz6c/u8ESsHUVSjv694x0WsA93YIoZJtf7D6gnxUayRuqICtsvQ5xQ5XmMsxpn+gWFUGSKVDw2H1Ojlxe6yQwoH9iTiGLWVzqRXSBvDAtBrMNMRA6cY9MMaIdRsYZPIP8hM6FDNi6Izwz9ftwzHLGzHxZ+bmnQBKCh2udgJS3C1naL1OW1CnepPDEQmz2WzWjN6Ri6i+2o1L2JxYuYz6TRmmmDRLlqftaGhYLRMbvzktqNV33uBmYbDjjbplKMmqZ+1ViQ+jwtf+nx+zalF6bXBmpL1hXQ2/Iy0NZZh6oRaHL2gPeN7Caw0UNlYIJppZcY1RYSl2KI2eo1qZhm5TvQ9UY0xoVXGwqnNalBCq9gMRvxeFzwuGV88cTq+cfVSLJvVqi6eVy9qR8DvVq1JRIqtEq8rq7mGzdI1ed2K+tvFhpi6QZZEe5jq6KTtw4n6s6S2jZkpdbyPsbisPrqRaKpNlcRz9YfFteJZ6bhupBpzQ5Yk02jWqbwTgRQ0u6mQyPffmJLJiTFHYCc9XN/kBqw/a3a8IKwJoKdF7SMmXS1R31Vzm0f/V/3aNW5oot9UlcUE3m9duww3nT8PHWMqcNelCwEA911+GC4/aQYqAl48csvKpC4mhNiFgjFxjIeuWYarTuvL2/ONg7cYKGOCcWSCiEWrTCwYi4WaMZolYO5TJu5bV+WHS5HRUl+WskacGuPYZJnNKNPZNLsSWhWzBWYudrXN6s3Mt1LkhO4fGEZZiUdXth/ccBQWz2jBvV88LO57/3bTioTPnz+lCf9+5zGY2lmLWVF/f0GagWadJ/qazZxUn3Tx7YQJ9DevWYapnclNOlPBSgNl7GPp7AFVBPT9RWzs6IUboQHWa3ikuHdLmFKHo+XRm2mK/+/R9LWe8RGN6pi6+LF3z/4BSJKEFfNi0d1FuU5dMRmP3r4KbdH4EUIAPWCieXYSc42xou4KGIWtpGa1KbaZdjMs0ZyjntJcEhNS4mM7CCFTMmx2aIUt1VIg+le882qZMtgtTfWbFRoN88BQ6q5d37p2Gc46JjVfYLskynVtnI+cFIzt5PatqfBj4dTm2OaI4R0VfcpYKm2p40psMvAYN22MAriiSGo/FLm2FVlGa0MZGmtKIUkSejsi8+vktmrV8qvCgdRYhAgoGBPHKPG5Vf/P/KAfdMUuvdGUWvidaRe8ZosJsSgwW/SYXS8OnXVMN35+1zGpFh5AYQffshJUncjXaPacbPjjCrIZAMdKY3PnJQvjgo9kAzOfsgVTm1T/MMHgcGThaLYZU1vphyxLqskbABy9YBwAczcCLSKf5B2XLIxbZOa9fxuaRlEkdUFnFRxoxbw2HG0wEy0ErAReo+lkOjVeVxmxLFi9MKLhFhYbZhtKqtmlpF/kGi0qjSbVgjndDegZX61u3iyb1YqTjpiImZPqTTclt+/qjztmXNAbCWR5XhJzi3ZTwuNWov6agN9gKRJzrTC3IEl1dNK2S6KhTRVwNU8wRgFWTDb0ZMMmhk6wNrR77D4i6GX6VjLG4SKZS9Lsrga1bHv2D6T8vNaGMtUn2mkSmVIb51Yns1N4bWiMRdGMgrBx80pg3DCxi7EKzATwoei85FJkPP2PawsiWB0ZXVAwJo7iSSNyq1OLFq1AcOqKyTjxiEh6JqMptZiohzTqK7PxXYrezmyn10xo0y6O0o34KzQlhYn5ZH3skg48fvdqAM6YoeUiWnK2gvAAVpsskTQ22XyuoLOlEnd/YZHuWEt9maqRO+PoSGqrwaFI/7ernThhaeR9kiQJFx47RXdOuzmSSNOfb4sIY+1rhYBBE83wpLFVuOi4qbj0hGlZLlnqWHUloY1cc9h4AOnl0BX3FibJQnujb9t4bQ8QM6UWlR0K6zXGxjX/2at7cPcXDlMtehZMacLMyfW45cL5pu/LBcfGB2Qy+ipqefT2VVg5b5zVT3UEo/sHIEypw5BlKS4ysCRJ+OY1S/Elg19/uuiE2ejnmSbpxSRDmwAxE1+xoaKtc/HRaB6vu2f0rzHYpZg3+7rq8e31R6TyczToO8ui6daC8ZmruvC5pZ1qea49Yxa+duWSNJ/rPKlojJ2Ini5cFBIJxmJjxmjubtzkstpwMj+cyGIhicZYlrG/f0hzfwrFJPdQMCaO4raZn1IQDodNfYLSYYFmN/mUoyZhcjTQkDElgJgodBpjkwE4UfolMZFpNQTlIvhRitE3tSyc2pyS6WMufGUF2gWtmOSndNRgbm8jPG4FT963Ns2ov3pE3WZTuZjNejNbnOdSHJQkKeEGi/jpIuCKyIMMAHdcssDye9q+LoQugc5nN4EkdvjMFstzuUFfNvFuW5m2hnPacqlioR2N/ha3Ev8eTWy2FwdCfEeMZSLAjXZDUNUmGk2jje2v+hhHPgwFQ6a+9sYoxgCwa29M6zerqwFzexuxeuH4uO+a+ccKAn531rVOamBHzVQhgm9JkqS2hZa2BOkCU90/Gg5qUhIZTJu1qG5Emk1hv0ef91zvAqLXDJrN1cZrzDTH6VrKhAx7VeIZt144X01/pT2nFaQaa0odS5HmBNoNX2P/1+a3Xz5nLD4X3YRMhxOWRb4rgqElUlZURv141Q0QE0EViG2uGbuULcE1rInLFb1e/G8UjBEO48xV3aabX4TkCgrGxFHqq+wnpAeAQ4PBtDQaWmRJwvevP8rSl8bv1U/85SWR3dhBjQ9SvF+cPiCEEXURqDlW4rU2N0yJFBZFudxQ1RZLmFbeeekitNRHopIqsuSIqWwu0i4MBVP3P7OLaZsUkHxl9BfU+Xa21+ArZ5sHirPyj26sKcE5q3vU6LSJNMalfjcucTAyc6aIsrZYRHjOt+V3OggLHMWQtmnhtGb4PJHfq013dEzUXNoMr1vBXZcuxP7+QQAWLiTGxbQxXRP0muJbLpyHr5wdn6pJ9EutMCOeCwA3nT8P158z17QMiiGIT64RKbK0gqPXoyAUDkOWJMvAS071L2F+qsXU7D1aP1pButQfGcuNuWsBrTY4+r/eGCB6T/3fWDYIay2+XbS+7scd3qE+o6W+DGWl+s2smPBWmFpGbVySM6NWOwKtmfXln5+Bo+a2IV3WRjctjeseM4Trm3GtYyUoZ1qzxr5g3MQ5NBjEYdPHYO1h6aWqIsQJKBgTR6ku96kLZNtkONq63XLC9DtCYC3xufGta5dhajSfqsilB5ibG6qTg5kptXGlgIjs869fOXLEBoLQ+j1ZRex2wlRWLCKPX9qpmv06jdgcyZS5JhryWHRyDQW0VjOatGrN3xVFxvwp5uaKVov74WDEXFS0VbKNjVUL2vHwjUelWmxLUon0bVwzi4WgeGcbayIbe70Op9PJBlba7BKvXmMsBIVGTURyoSF3u2RTC5cwwli9sB2zuxvQ21GLeb1NuPG8ubq2NaZgMQrI8VGpIx9mTmqwzC274f51uv54QGNWmYjh4ci985XLVLwb9Zp5yBONSi1J2Q0kCOiFH1V4NakK0Tbacdrvi/UFQLuxAXXcihc2NcKzSQAlIJaPNpMmmdXVgB/dvBLnrO7GuWt6NX0tflOhUAVigXYdETQUPpGZdapUlfvww5tWxFy7EliwCes5Y0A8q+Bbxk1Vbalj44H+GWHNSXFfo0WKuP+hwewGySPEDhSMieNMHFtlec50ss5wQhtOEupWBD7xe11obShTB/cZk+pVX0zjgK8tl8skaIZx8SdorIkPFpMqhaqk0s7lUzpr8UOT6MRORNMUk/GktmqcdOTEjO9nRqDEE+eHmw5m2hCRr1dbE4W0ZEtXS2X0kxQIywt3gvzJRpxcxKYzfogqEIvViqhPnzGKdt6DhaXA9Il1uOHcuaqQJqum1JHf4HErcZqg2y5aYCq4hMPARZ+bipqKiKBX4nNjdnejuf+8qjE0mkXG7gUA4TSCe9s1wa0IeFCaA5NpK4QQcsnx03De2p7IMY32zUowdqp3mb0DidpKO2cKP1O1vDqNsX6es4qfoC2Dan7rQHYBSZJQWeZVTYslzfGwYa4xE9YKCe3mhdFE3Ol+W1XuU5+XyJS6pz2yAWhUAsRvclkLxKlgXEqJvqfIEqZ21qLPMP4Skg8oGBPHEdFr7ZLpIjkYtF5e/MOpM1XTvEQmRYnMsNQ0JNrrTUyLnIwkWQxUlcf7KzpRB2JhVWgKgERWBYIFU5tU09QCK76KVRAkK/7jnjV46r61lto4kavY5YqctxMF1cm6SWf8EN8Qv0mYHRrvlWhsyTfG9pMlCXN6GtWo++I9EpdVaAL6iPHL7ZJNA/1Yvsdh7cdo+iXN8wHNO6FqjPXBt1LhjksW2rquo6USP719Vcr3d5qJYytRF3UncimyOmZkW2OsD5il1/ppUTd7o3PhhNZK1UIk3hRec/8Eb6yVb7HwY84k5kbcszQb0nGpgwy+zoWGVkA1WlYlilidLsago0aOX9qJk5ZHcs6brgbBAAAgAElEQVRLxk0Ng2Acs4LSS8b6qjZsVJg8U+tLDMSsFWRJwh2XLMSc7sxjlBCSKdmJS09GNRNaq9BSH8Cn2/fHnZMkKW6BZHceqwh441Iw9E2ux6FBa3/RpX2t2LEnPr2H8dmxxQQgNnPFZKAGVtGU3SqNwWhg/pQmy7QZbY3lePHVLRndP1kkTKdI+faSFCeNaNvf7ZLx5bPmYOuOA7prTljWWVBBYMKGv8lItKFU6ndj0bRIXxB1YZX2SIeDTZuK+ayxzeM0IuK66N/BNHKh5guj1kfRaG6/vf4INFaX4I9/fg9AzHxeliW0NUWCQDXWlGDrjoM4ev44y/6q1aAbTamNmmP1OsPfVPC4FXz5rNm6tGGFyIyJdfje9cvhdilqrAtFiQWDsjSVdWjfxdwvONYPhCWPaJpbLpgPj1tW40N8+z9ejRNwtcVLZJ5t1CaLv/0Dzr87Wp9UozVHoU/F2g2CoEFlnA1Dh1jQ0fibP3HvGrgUOZZbPHpcTZUYZ0odvSDTchr6u7i/E7niCXEKCsYkK6S2WLV3rVlkzxvPm5f0ezUVfmy4f53puTgtBySoo7dht1/SnDIzpRaLjFySDyW1WeAcwcnLJ+GkIyfiuGs36I4H/G5dGoZE5GrTIdVo6NpNk9ix2D2aomb0om+IAGVnHdOTfiGzQKzPZNZ51p85G3N6GlQT6pC6+E5er05Foo88L/k1WuFAi/E9NmqdClkwNm4wGtPlCHPZMMJxJslCYzg0FELf5AY8etvRuPV7L2HrjoMJU1OZxRAwCmLxeYy1EZNt/DADC5Lkri0EFEVWA0+KjSSXIkOWJYTD1v75TkU915niSibH1FORY7WV/jhLAcVkTov7vonLkdHcWtzHidR98c+P/BX1qiVfgdfsok0n+dlu/Wb9UBJ3sHQQUc+1G5tXnjITE1orNWsafZ0Jqx+j37hZuxtJ1JONm2Pa9+H2ixckjBFDSK6hKTXJCqn4zNi9UgymzdWRCXft4vGQZSkz/xzDgtjnVeJyUsqGxTIQH5X6+9cfhUvzEG230HbNZVnK2GxQNV3P8m+RUi5mfIG0i7ESnz4qufA1LjhSNKW2YuG0Zp3fcSpmx062rXgvbzh3bvKLkyymjeUaKGjBWP+/UbgX76G2XVrrYsLQt65dhsnjIvEgAiUeXHP6LPzj5bEI5Wboxhuxf2gQyNWULNHz2ufLWTAZLTSEyawiywkzGziJZPLZPF2TOBd/D0WJn+dEIycyzxbjqOpjHP2tvR01eOwOZ83btRtXK+a24by1vbjtovkAnDXZzgaifNMn1mHVgnbduZpyn2VAy3QR6SO1Ztq942vQ2hC/ga/GXJD1ax81P7jBlDq2GZLaQC42ybQZRKZNqBuVlnekcBn5sxTJC5mYN1rfU+zEO6htiv4VeTrvvGQhvn3dEfqTUbRrupgwHvlbV+W3FXQo22gXLk7UklM1ncq8F6/Fzw6p3t7Ux1jT5OOaK6LXRS7UphopJLJlZCDSBOUa0S4zJ9cnvhCIa/REC36vW9Hl1C0k5vY06nJHA/pF6nlre7C0rxUA0D8Qi/Q6qzOAnvYa9LTX6AIRApExbFJbYpNlrZBr9DEWppuiPUSqpTC0KXxG/gJYaAZL/S5IcmQzwUowntJRm/BeidwYtOi7r94MVtvnpQTWOIn8XBMFXYqLYKzZoCnxOTsmxIR+oL66BMcu6YhFOHbpLSUKDdGWaw4br7ovCEJhoLOlwtHnqb7eGrPtZALoy3/dBiA+wnhcHmOzudD6lIoxGjUhhUhhzvqk6EklmITd3UKX0XfOAcSzj1nYjitPmakKyGZoF8/ZFt5M3FltIRv8yTI2tZaQ8zDZZr5u2XyO7esTRGR99PZV6i64qC5hSl1oqFGCHW7XiWOrbAdAclJDIBmsNzwuGYOWPmt6baZxwact1798+YiCNc+8Pqod/+fHX1WPact67JJOAJH0ccb87nd/Mf1o7Fpz9FjKusgf8RxRDq2PqdslIzgYVAODjQb8XhdkSUIwHLbcEKgIePGFE6bhoZ//xfS8163E+V/KUkSQ0hO/IWr0m9ef03/7lgvnw+9x4acvvK3bALRKiSSZHTNojLPx6hi10gDw96hZsjh24JA9l51cIywJtO/p+OYKvL95D0KhMA70ZydVkW6z3KpNog2990A0X3n0OpchGJdZ+9vCkLLNToBGQvJF/lVcZERiqRkwWY3b1hhHJz6P20nBOPLX73XFCcX7opOE+nzNikFxIBVFNtD7mmVeT875gqZgQRD9a1zQ55tEa/qA361qBKrLffiX9UdgxqQ61FZYb7Tkm2xEUS+16VeYadf0uGQ0RPPyGn3Sl8yMaFKXzWqNf26ycmnKV1PhN428XqiYbTY01pQ6+huWzxmLJTPHAIhZ0IiFt5oTNdoed31hIf75umUAYprmQrCqyTZak/KIL2zYNOWfIKFW2KTDms05uqaPfjZP12RuITFzUr3ON1oQNMQNsBN8y5VAK50pwkJHOxePj1rqiLLazX2da0T9aN0zFkxtipyTgHm9jXHp4pxAa6KdrElUqw+jxtjof25yH3U6MXlI2HBN17hqtDXmPiYLIXYoTJUGKXqstLpmS3G7WhkxYXc0+vD2p4fSLZoOoz+eoLGmBK0NZXj3k92mCw2hLSkr9WC3IVJ2PjGJwZIR2oBjuUKNbpxlwTjVdZvZQs+qaprrAmiuC6ipUAoJYQKbz0RE6fbN2kofLj5uKsaPqYTbJeOMm59DVZkPW3ccjFugmwoc0WtEHaQSXKbQcdKSxorPR9O7/M8rm+LGba9bpLyK/N9cG1DLJYIL5aKM+aatqRw/unklgMjvDYWsNcZA4jyzZrg0FhFul4yh4ZBBgxv5G7Okjg3i6iaSSTuIMmrjBgxHn6NenUgwFkK3SXpDpzAT7DtbIxHURVmXzWrFJpOMGIXCIY1rQywYlYJj5rVh7eIOR5/1rWuXoaU+gC+eOB3f/NmfLTcrRDm+es4c3PAvf4xL35TI5US9hz5mqSkieF9jTSm+ec0y+z+EkBxCwZhkBStTajMlldVgfeqKyfjJL99S/xem1J1NzmlAxJONC5fvfPlIDAwF8euXP1GPaQVjMUFUlXnxybZ9jpUHAI6cPRaSBLzwvx+n/N1CNf1MpVjGlFjZIlVtv2lpCjfNrTXG7ft8kEY//fyRE9FYU4q5vU3qMVmWVEsPo0mnqSm+lWmo4VIno2bnilyX2LipUFftR12VH6sWtKOiNBZ47utXHY7h4RCueOB/RoXGGIgF3lNkGaFw4rEskVmp2be0c2tMYNWYyyJB/49idspsQ0lsaAgT2ES5kcU9c5GH3uy3ieCcJx4xMXsPdgCtz7/Ari95qohAWyLIXrImUQzBtmI+xsZxMn7ctBNhPRtWSoQ4DQVjkhVSikptuLS9uRwfbN4Lv1fBgqlNal7cWPL5yHVuBxZZsZ1RKe64eJ7wFdVeI8rQUh/Aq3/7LONyaPnSyTMAxARjlyLbDiiSbb/cdEllPhSLsWxHqvSnGFhppETOzCSvrFOkUpMi1dJpKyfHtcFT963FvoODOHdtLCWWmndcc53VbzX6Fhe15jjHZY7lG4/87/e48P3rjwIAnHRkTDgRaWMAZwMnFgMuGy43ZkHrjl3SgSf/5z3T6xUTsyBTU2qTiFnGoJG6ckTdILRCmtDCxuWZNQnyqM2brHu+g5ilCwOAb16zNC/pElPlqBkVWGiSfixbgrHALLOGFjE/x/IW6zXGajgBg4+xbl5XTanj7+9WZAwFQ3ndiyXELqNj+5bkHLF7u3zO2KTXGsfqb1y1VP2s3R13aXYvH7hiiWrWlwni2WYLFyWqjRpTV6o+11iuc1b34LtfXZ5xORKRigDnhGCsbQ+n1jap7BTnKnesE4JxMU/0xaIwroimHbFa1JWVeNQcskAsOq2tckC/0BOPKMZmtRIasoWoOzUnqY02dadoNlzsiHklkabcmE8YgOpratbntcZYxv6r/Ww2Fxi1u1pqKvx47I5VesE4ukmpmlSbtbHBQsOTQn9IFat5pK2xvCjM9Bd0lel8/sVcl23BWGA17oq5UE3PFC2Oy5DCK1ENh40fxFgaBjxRqwirfN6EFBLspSQrlEZzus7uTh5MQitw9oyvUT+HDSZoimbQ7mytTFmwMSOR2aUsS/i3m1Zg0fQxOO7wTtRVlcQtKHxelxoEKFukkg/XCa2m1T3GNpbhzFVdGd8/Gbla3qeaisfMO8CO+VihUcjmbHd/IT5iss+r2I52DcR803X92PCTjVGpjfnMi4UvfX6G+nlwKLdpakRVCcsdOzVXUqDpr7KFmLMSCW1NNaX4/JETdXOLnEAQMY0yrDtmsH7Sfk7Sz0t8bp3wIjTFqhWPiSAuG+45rrkCn1vambLvtB1yvPeTVbrbqzF+TAVWzGtDd3tN8i9kQFlJ4tSBldHNR9mg7TcGNjRaKNhtDhHU67ozZ+Gb1yxNcjUh+YWCMckKlWWRXVE7a3DtJK2d9MPhmHmX7vrMixd3r0SmbvVVJTh3TQ9uvmAefhgNqjI4nButJgBcc3ofxhnyHlqRzHwtVSFe2zZNNaUp+W+JyRZITdidNLYK911+WArfSA+jZrHEl3jRXmxCUzLyKSBb1aV2Y0wgS5LtaNdAatqXWKqn5BqRQuRIjUXOwFB20r1YIcYaoQW28344sZlZTKgpBhOYkCuKjNOP7tLVX6Lov6bRprWfE5hSN9aU6u9vwrJZrVja14Lm2lLUR+eL4aC1xtgYmMnrUXDO6p7suPWMIMH4ni8ehkXTxuCLJ043tRpwksoyL9YcNt50HF27eLzqg+wy+BhbtWHMlDp5lpFQKKxmmKgq8+lcKwgpRCgYk6xQFvWbSrT2ntpZC0A/kGq1cuFwGGce041vXauPXujkhCsW0XbMsEp8blQEvDjrmG5TP6Fs0d5ckVRoE8gm/meZoFO6pbAo2XD/OrV9U/4ygMlt1Sldnw6SJOGRW1bq/k9EEVjq2aKAFcaOkCjNV8jw42MaNHEg8mfi2KoslCy7DAzmbrMOiI01FYHIov6gjfyxfpvj2EghNr8kX2ot0MwpicYiszE+URol7URQVebFT247OuH9J7dV4x9O7cMDVy7BA1csARDTHBs1h9rniJ+YTZNm4/tL7HPhsVNMFQAXrJuCEl9kvWb0MY63PjC0v4hEbdbk4ch9QuEwDps+Br0mm56EFCIUjElWEANwoolMaA90O+WaGTccvUZEVizxuvDobUfD73Gu24oy2Fm4CE5YNgHzepuw/szZjpUjGVeeMtPynH5jwUSbkOI6xerylM2GrS1ZE5JLX0ntTn3y9ZzJBUW4ThO7/Hn1MY7+vfKUGY5uOFSWeVGWQPsi8ukKjEFpJEj46e2rcPrKyc4VKkdMm1iX2wdG201RZNx0/jx0tFQmvHxKRw2WzGjJQcEKBzEP2gk6du0ZszB9QqQNY/KntZ+w9rz2OmPaMt2LLiU3qxWU+Nwo9btx/rperF7Yrru3OZGTqUb7TwUKxtkllrJLH1ncykZBtIaVpZrYpDz96C7cZeImQ0ghMrq2b0nOUMdJW6bU5p+NlAc8CNic1O3iU4NOpLY6l2UJC6flTmssTOCSoaQgBUuSVfoszWfNlJiJwJrKeiaXix/9jnjqGuNiXqbltezRuvR73Sgr9WDP/kHrS1N4NX9080r84S+btY/QEQxFNF9GE0Ct5jgVs+1C4e4vLDI1Q88mWj9EESwqEXdeOvoWxsLMPNU0VWZm0IJkJtdGYTrT93zd4g58un1f3LONhRCnsqkxDo8kJ+MCRCgIrNxR4pvfuj0kCfC4ZfQPOFQ4QnIENcYkS0RGUCHkzOttBGBMeaT3TQJiPn8XHTcFR8xqVY8fu6QDK+ePc7yUIijESPEfNYtYakWqvzkzedX+l/OlFEhWHZLJgq+QA1kloxB8jCUp8XZEeakHs7oaM36esHYIhiw0xqJcGT8pPyQyH88GXzl7Ns5f1wtg9KVgSoVUXHUAxJlGm30rqXGTeg/n2sUYlTjRdmI2UwZSLs4uLoPG2IhxvBRTiFlXC4dzPy4R4gTUGJOsYBwov3rOXBzoH8JPX3hbzc9oFiFTDLyrF43Xff+8tb1ZKmfiiaDYsArMomZQsOWCHPuGVnubqiClM4tP4av5EtiSCsYjZPNEVG8hmFLrl1nx3P+lxbatJRKhyBKGg2HV6kGYexo1bmabH8WAx53b8Wv+lJi1TCpuKKMNIRCnqkVNNNboXY/0f62OZYpaflMBKGy4Nnv9oZg3IouBQIkHUzpr0VBtPuYa1xcxwVi7yoixakE7Pti81+liEpJVKBiTrCDm7gVTm3FL1PzZaKIoGUyw8sWG+9fltwAOol9QabZzU/Ar1c59esE4tbJofZJT8jHOm8Z4dJhSp9cqzqLbFHP4/TfzhZdlGQgGEQyFceuF8zF+TAVe+N+Pdb7Fkb/FSXWFP2/PzqaGsNhJlh4p7vroX6Pvu9k12gfo3ZH0QqwTsqTP49KVKxGJInBnCvtadvG6Fdx5yUJ8sHkPgHirM2OwQrFRYdb/JAk4ftmE7BaYkCzArV6SFcSA6nbJmDm53vQaNSWARbqm0Y7dqtAufPT1l6YptSFllvrZIUEq2eIml8G3AKj+kcmqO5lperGRX+VLAltRDU75mwsTwWAwhBmT6lERTSVmXOglCyBViGy4f51pWrtcsGxWKya1FV8E70InLlq67ly8xtj0Hg6OVz6vkuB5+qPZ9DGe3d2Ie744+nzVc011eSTdptESJdb3In9VS7QRNjeS0Q01xiQrWMlc2oWuZHIt5eIY37x6acrCi9nGglWV2pCLdaZrqZZFFyk1he/l2lzupvPnYc1VTyXV6lilpCg2RP3ee9lheYvymsiHUksmxQtqviwW68OGTZf6qpJoeaQRZTmSKxJFyyepu1+oOYETCJfm86UUdyx2LvN3XPiKmo8XemukbGp1FVlCdzvT/mSbioAXG+5fh7+8+3fd8bhNjwQ+xgcP5TavOiFOQY0xyQqWC4Jw/DU6jTFNpVTGNpajralc/X/9WcnTQ0kmb7SlAGyjDNp1UCZClD3f5syfkwnJfYxzU45cMXFsVU7yRZsR2xSz1jVUl/tQX5W6ibDoPsPR3KtAzO8xpEnX9PO7V2P+lCZdeQgpBIzBrnTnzFI4mQRdtPvdVMozOBSKOyfeKLHhRquvkYNXDU6K6F+96b6wIjOu29qby7OatouQbEKNMckKtjTGsriWE6kdOm2YeZqm8rC+2PywybGmmlJM6ahN+vwED9M81jxQhyB/Uantm54Lt22nzMtzSUHEr7Hxzp+/tldNd5MS0d+nXcQLv0eRrgmIacEuOX4qFkzJXeo1MnpIeWazYUmh3/yUDH+1AeWi5q4Ove+rFozT5ECOtwZKFKGYFCfGqNJ2FRd3XroIg0PBbBSJkKyT8ZbOU089hTVr1qC7uxuPPPKI7lx/fz+uuOIKLF++HCtXrsRvfvObrJ4jhYPV8KldrKo+xppeyN1ma+zUjH1R154pteA7XzkSp66YbKME5vfRfjabW7Xnc+1jDACT2qrQZ+ELLzATnAtCyEyRQnjFbPXlDGenweHYwkyWJVx5ykxc9LmpcdetWtCOyjJvZg8jxIR0hwejcKs/l2TzM3rMaeOrS46fBneC6OfhcBjrz5wNv5f6lpFCbCMkgrG/6aNSx64J+N2qnzIhxUbGI1hXVxceeOABfOc734k7973vfQ+lpaV44YUX8OGHH+K0007D888/j9LS0qycIwWExepbu4uYyD+KpEcq9ZfLqpaspGTNeWGKlw9T6n+8fDF+s/ET/PJPH1leY1a3DdUlWSxVdvj88kmY25N5buBM0PpBWmnq0zX79EYDBQ3pTKklLNPkRSckF+zccyit75llbBBWKrLJUKp3VdGrnbWjaabzq2qmrYtDEfkbCgMLp9HyYiRRW+nHI7esVH2NZUO/VAVjzXdEBHNCipWMNcYTJ05EZ2dnJB2GgV/84hc4+eSTAQDjxo1Db28vfvvb32btHCkcLDXGGi2OmGS1E30xRoXNGTYWNWbChLVm2OqGzojMZaWx3WbtHc1cj7Tn86ExNpYh2XmxQJjV1YAn7l2TtTJlg4Dfjd6MzOIzR5smyeluOLurAd+6dpmpjzEhueSyk6bj9osX2P+CYeiz6yesPRILbGfta5wditB8hiSlIuBFMGTuSxxL1xQ5fvHnpuAfTmVAPlLcZHVrZ/PmzRgzZoz6f1NTE7Zu3Zq1c6RwsFrsak2pxTVisH3qvrXUGCfAjgbNNL1HCtcmOp4qqxe2Y2goiOf+9JFOCPe4FfQP6P2PxOkV89qwtK8wNXt6rbc4BgYZyRLpdkNJktDaUIYSf2x6y2ZuVUKsaGsqR1sK18dZy5ha12g+JxCSjVq9bCGek6/88yT7/H1XP4B4V7cSvxv7+4fUPnDMwvG5LhohjpNUMD7uuOOwefNm03MvvvgiFCWN4CgFwOuvv57vIoxoPv74AABg48aNuuP79u1RP+/YsQMAsHfvXgDA//3fK7bvb7zvaGDPweTpDw4cPKB+DkUDDYXCsc2IgYEB9XMwaB4cw+x4uvU9bzzw3J+AYFBT9lD8/cXO8/zxQRza9SE2bvwwredlwgcfHAQA1FW48Pc98XXd398f+yda3nfeeQdDez7OSfkKBSffvXfefReDg4Om937//ffhHdqS9r2XTJIwb3wTHtywFeXe4VE5ZpjBeihcKjwR0+s33ngDADCoGa8FBw7Exvih4SEAQP+hmMn2oejnTZs2AdAL2x9//Ak2btyVdvk2bY7M1cPDsfFx167dAICPPvoIGz070r73aKEY379KZQhLp5Zj+/ZtkQPDkbny9MUVCIXL8dzG3fC5XEX521JhpP8+EiGpYPzEE0+kffPm5mZs2rQJ1dWRlCBbtmzB3Llzs3YuFXp7e+H1MuBKttg5/BHw0i709fXpjk+YPIh/ffI1/Pcrn6KurhZ47wAqKiqAzYfirrVi48aNtq8dSXy2ux94MmYdociSauIkKAsEgL/vBADIsoxgKARZVoCosOv1eoEDkUnNpSgYGIoXAF0uFwaGhnTHMqrvn3wKt9sFDEQEoECpH3sO7tddokTLms923YdPgD/uxPdvPAZrrnoq7nxpSQmwO7KxI+p20qRJGUbrLi4cffd+8ikmTOiE5//+DPRHFvN9fX3ATz4FAHR2dqCvtynjx8yfOwyXIlOzj9E7dhYLfX3A/1z1FHp6eoBnt8GjGa9FHIZAIAB8FhnjPW43DhwaQInfD+yOjNk+vx/Yuw8tLS3AX97U3X/s2Fb09aWv1Xt/9zvAX/bqxvPKykpg01a0to5FX1972vceDRTz+3cUgKd/9x7++NbruOGiZdjy2QGMi6aTXLookp8hLs/xCKKY2240MzAwkLIiNKsrhZUrV+Kxxx4DAHz44Yd47bXXcNhhh2XtHCkcesbXoGtcfI7U8lIPxtQH8lCi4sdoVWeWOsHMbzhVH+NsTG1akz+RG9FQmCw8NUWSJjKOv7QASl30ZNfTPRIMhkIxKUYkk8/m4378ZzO/42wSLsYQ/SQlVi8cjx/fejS8bkUVioFInxzJQjEZXWS8WnjmmWewePFiPPfcc/j617+OxYsX429/+xsA4LzzzsPevXuxfPlyXHTRRbj11lsju51ZOkcKh+a6AO69zHzDgsOnM+hSJGT4/ayjeZQxNyLgfGqRdAj43QnPm/n2MQd39mDdEqLBLAK1IdCW5jLd+5OLNIj5yCZAcossSygv9SS/kJAiJuPgW6tXr8bq1atNz5WUlOAb3/hGzs6R4sC44OX61x4J601CykFB7QTfmj6hLuX8xab31Hwe21iGv36401ZZcknf5Hp8//qjLM/nWgMzarDsiLktBiGFhtmrIccN/IDemiU+pZIcdbupKM3MfcztUqKPi91clYcpFxNCRgBMOEZyDoUKZ9Dls0T8usTMpM5eTkuNpkGR0NUebxKfLtd/fgyqGttM8gXnv1NIkoS6Kn+iC3TXksxJpMliDRMSQzIZ5U3zGJsck2UJP7xpBSrLMhOMfWZuMFEYlZoQMhKg4xXJOWIxPBwM6f4niTHWklm9af28Yua+Nu6d5SYQgqRLkUx95ArBlFrL165cEnfMzN+PXTd9bjxvLqZ01qaRZ5uQ0YHOXUakNzRxoUn2psiShKpyX8bvlM9rrUuhjzEhZCRAjTHJOWJyHh6OTKTNdfQRt0Wi4FuSlCBhpbkvslVeZDkL22XJBF85Gw/NgOoKHwB9tZpbMFJ4S5fZ3Y0AqBkmxIgIUGj6bpj5dJgKvM77GPsTaIwpFxNCRgIUjEnOETKQ0BifetQkzOluyGOJihOz3X/t4iScgtOXSAUCGIQ9pxY7mrLu2R+fmzNQ4sa+g4Nxx/OFmcCrD3AT+awoFOuyBTVQZDTyk9uORllJfICjRNrhpBpjh/YdWxvKIs/TTRGR95TvKyFkJFBYahoyKpAMptQ+rwu9oygXbLoYhTUzk7pkptS2li6a60MOOY5pyzCloxZfPmu27nyhRro0M2XUfna7OIRmCy6zyWhEKxSbWqnIWk1w/HVmG6Zm7ivp0FwXwIb71+mOhcNA17hqTJtQ58gzCCEkn1BjTHKOmLeFYEzsEZ/HOP6adIUJs2XTomnNmNXljCa/oboEf9/VDwDwuBUsmNqsO79wajOCBdQfzIPaxNcS8+M6gcWinZIxISpio9PMLNrUwkUbfCuL/vqhUNgyNSMhhBQbFIxJzjEG3yLpYbrYMREmbC2JpPiP15052/TSVNlw/zp87+nX8fp7OyyvmdJZi+MO73TkeblAVD0F48yxWrPTNJOQeJK4E5uO905pjM3gPE4IGUlQMCY5JxahmEJFJmhN6sRiydSv2Ia2QJsKJBvKhdOP7sIxC9ux6cO3LLgbh20AABUDSURBVJ5fmFjlLhZ9mD7GhJBcoot1YDZYmxxyWjDWPjbIPE2EkBEEBWOSc8QcfczCdpy7pie/hSkijIug+P/C+sigydZCOZTpvG4FjTWl2PShRVEKNDVPpFxhzefo8ehfNzd3sgaX24TESJiz2Ox6zedsmlIXkgsMIYRkCld1JOdoNcZjG8vzXJriwbi2cbviU2eYycW6r1mYp+rvXZhCai4xE9TNNMYuBt/KGFGvDxhyR9OSmpDE41DsmElKPq2PseOm1LH7UWNMCBlJcFVHco6YxAtUSVgU1Fb6cdTcser/al0mkyYsKt3KZDhXFGpfsApgQx9j5+lsqTQc4YKbjHY0WQbUeTM+bVwirjm9D5efNN3RUmmj8QeDfE8JISMHmlKTnJPFOCAjGm21TWitNBXKzJYoVkKnlZI4V83jdskYGo6Y4RWqdtBq4RkTjNmZM8Wqjgu1TxCSK8zegWRm0UZrl8UzWpwsEgDA64lZKwVDNKUmhIwcqO4gOadQ/UkLnrTrzW7wrUyfkxqVAS8AYNmsVtRX+XPyTLuoVWBZLdHgW2Y5s0hKWEelzm05CClkzMYkNbdxjqdUjzsmGA9TY0wIGUFwVUdyjpAl7JiBkRiJzJ2drMm6Sj+UHKj1Z06uR0XAgytPmYlAiSfrz0sH/RpUb0q94f51WU2DQgghRmQTf2LTmAhZnF+9bmqMCSEjE5pSk5xDjXH20GrZUvHlljRbZGUlHjx531qHSxbPpcdPw8Wfm5r156SD6YJT85HazOxjmnqMkFGKqcLYNBBX9suiF4z5nhJCRg4UjEnOoWCcHnoZLXOVsdX9ctU8sixBLiKrgeIp6ciAmw+EaDAJvmU4lTMWTG3G3gODqAh4MKYukNuHE0JIFqFgTHKObLb1TVJGn5pJij8oztnw4eRehQETbbsuGizryzEs65KCMSEq4jXRhzWIjlM20zo5xYp5bVgxry17DyCEkDxBH2OSc6gxTo+E9ZbwlLkNMJshOUzvnAssolJTMiajHPMsA8k26CIHO1sqMXNyfVbKRQghIxUKxiTnJEs3QWxgYUltKkxYOqXFB3EhUUzseFlHuYWm1ITEEEO3NjCiOKa3bIn8rQh4ccsF83NUOkIIGRlQMCY5x2wyJ8nJanWxMXQk1dTkrigjHnY9QsyRTP5LFgmfG0qEEJI+FIxJzqEpdZqYB0hODYtVE1vEHJ0fNyspp3B9T0Y7Zu+ALl1T9LNZCidCCCGpQ8GY5BxVY8wpPKvE6jnxeQAIawRmv5cx+ah1yR2WowAbgRAVMV5rNcZS3AdQMiaEkAzgCpjkHPoYZ45R6y7+N5Ml7FT3UDDyxW9duwzV5b6My1fshE19jE0c+UjmWNQlxWJCYiRyQeJoRAghzkDBmOQcyhRpkrakkLzCg8EQAKC1oSzdh4x42G+zg2W2JkrGZJRj9m7oNMYmg5JLkeOuI4QQYg+aUpOcIyWz8SWmJJITbGsRLKS7YIhSCCks5nQ35LsIhOQVs1z1ZhZXWgHZ61HwwBVL0FBdku3iEULIiIOCMck5NKVOD49bwdyeRgARoTctjZo2j7EzxRqRqNWkqWNqYLJDMBSKO7Z8zlgESjx5KA0hBYReMgagT9dkhs+joLO1MntlIoSQEQwFY5JzKBenhyJLuP7cuZF/rPIYm0jLVuso6oitYR/NHQcPDccd4yYEIeZo3w2xyex2xZZyPg895AghJF0oGJOcoyiRyZxLXyeJBt/SHTKzr2at26Ei4MUDVy5hJ80B/QMUjAlJhngjzCyutMKwz6PkqESEEDLy4NYiyTm1lf58F2HEYVvepSm1bTpb9OaI3FPIDocGg7r/b794AdqbK/JUGkIKG7OAWz5vRBi+5cL56BjDd4cQQtKFgjHJOUwHlDl2ckDHclxSonMCsSBde9h4NNQwsI1T3PPFRbr+PG1CXR5LQ0hhYpbHWCBMqWdOqs9lkQghZMRBwZjkHGEKZrbzTewRqTqN4XS0KrUuxmHdtZY3AQD0dtTgzKO7HSzhyCAcX8W44NgpeSnLSKW7vSbfRSCkCIhGpdY4wA0MRawtZk6qx6t/+ywfhSKEkBEFBWOScygQO48TNdrVXu3AXUYu7LeEkHyj9TGuqfBhTF0As7sbMbu7MY+lIoSQkQEFY5JzKF84hVlFalXGYe2fhAwNx6fMIXrYbQkh+UI1pY5++NqVS1Bd4UNVGV2TCCHEKRiVmuQcChjOk0ibaWcjgoKxOWETc3VCCMkFYxvL4o75vBF9RkdLJYViQghxGGqMSc6hSWpm3HT+PIxrKsfv/7LJ1vXa2rZSHlMwNkfSfWa/JYTkhifvXYO3PtqFl97Yqju+tK8F3XR7IYSQrEDBmOQcIRdTPk6PWV0NlufMgm9p0Ql6mn9CIRv21qOSWCWxvxJCcoWi6A36xPDjUmSmMyOEkCxBwZjkHKExtuP7SuyRSGZLVs3fuOpwlPjcThZnBBGrPUWhZEwIyS+0uCKEkOxBwZiQkYBJuqZkKNF8mNQ+2MPtUvJdBELIKOYLxzSoOYsJIYQ4DwVjkjfCVBk7Rjr+rz3ja3DFyTOzUJqRg7aLumRqaggh+aOugpY9hBCSTbj1SPIG5eLM0NafqXVd9Lz21PnrpuDmC+YBiKT96Blfk7XyjTRK/VyUEkIIIYSMVKgxJnkjnNT7laROfJ2KI4/fvRoed8wcuLzUk6MyjQy6x9fgX9Yfke9iEEJGGScsm4C6Kj+AnfkuCiGEjGgy1hjfcsstWLlyJdauXYuTTz4Zr732mnrus88+w7nnnosVK1Zg7dq1+Mtf/pLVc6S4oMbYeXR1atAia4XiH9xwFE5bOTk3hRohuBUZzXWBfBeDEDLKOOuYbqxa0J7vYhBCyIgnY8F48eLF2LBhA55++mlcdNFFuPLKK9Vz999/P2bNmoVf/vKXuPHGG3H11VerfqXZOEeKDDZbRmjNp81MqRO9FrWVfgaTShFGpSaE5JKyErpvEEJILslYMF66dCnc7sjgPX36dGzduhWhUAgA8Nxzz+Hkk08GAMyaNQter1fVKGfjHCkuaEqdGcn2g7hhlDnaGnQpDMlACMkdYxvL8bO7jsl3MQghZNTg6Ervxz/+MQ4//HDIsoxdu3YhHA6jurpaPd/U1IStW7dm5RwpPii3OYeaG1p3MPLHTYHOERRGpSaE5Bifh6FgCCEkVyQdcY877jhs3rzZ9NyLL74IRYmYYz777LPYsGEDfvzjHztbwizx+uuv57sIo5533n0Xof2fpPXdjRs3Olya4kMeGER1wIWd+4cRCg4BAA4dOqSeDwYjlhurZ5VClkoLps4KpRx2kDVbDR998DZ2b+MitZjaj8TD9itu2H7FDduveGHbjQ6SrvKeeOKJpDd54YUX8MADD+Dhhx9GbW0tAKCqqgoAsHPnTlXDu2XLFjQ2NmblXKr09vbC6/Wm/D3iED/5FBM6J2Dm5PqUv7px40b09fVloVDFRR+AdSuANVc9hdISP3bt3w+f1wfsPwAAUGQZQwhiwZzpqKnw57ewUYqt7b4xbjJCoTAaakqpMUbxtR/Rw/Yrbth+xQ3br3hh2xUnAwMDKStCM7ax/M1vfoO77roL3/ve99DS0qI7t3LlSvz0pz8FALz88ss4dOgQent7s3aOFBf0MXaORP6vkmmSY2KHxppSNNcFKBQTQgghhIxwMrYL/PKXvwy3243LL79cPfbwww+jqqoKV111Fa655ho8+eST8Hq9uPfeeyHLkQV8Ns6R4oI+xs7hShAxmUG4CCGEEEIISUzGgvGf/vQny3N1dXV4+OGHc3aOkNGK0BhrtfAUhwkhhBBCCLEHVa0kb4SoyXQMJYEpNaOaEkIIIYQQkhiumEn+oFzsGMKU2rjXsOH+dXkoDSGEEEIIIcUFNcYkb9D31TnMgm+xegkhhBBCCLEHBWOSNyi3OUdTbSkA1ikhhBBCCCHpQFNqkjeo0XSGR287Gj6vC8/8/oN8F4UQQgghhJCihIIxySOUjJ0gUOIxP8GdB0IIIYQQQmxBwZjkDcptziNH0xnf/YVFUBLkNiaEEEIIIYTEoGBM8gblYme5+wuLAAD/88qn6Blfk+fSEEIIIYQQUjxQMCb5g5KxowhhmEIxIYQQQgghqcGo1CRvhGhLTQghhBBCCCkAKBiT/EG5mBBCCCGEEFIAUDAmeSNMyZgQQgghhBBSAFAwJnmDltSEEEIIIYSQQoCCMckblIsJIYQQQgghhQAFY5I/qDImhBBCCCGEFAAUjEneoFhMCCGEEEIIKQQoGJO8QYUxIYQQQgghpBCgYEzyCCVjQgghhBBCSP6hYEzyxtiG8nwXgRBCCCGEEELgyncByOhkw/3r8l0EQgghhBBCCAFAjTEhhBBCCCGEkFEOBWNCCCGEEEIIIaMaCsaEEEIIIYQQQkY1FIwJIYQQQgghhIxqKBgTQgghhBBCCBnVUDAmhBBCCCGEEDKqoWBMCCGEEEIIIWRUQ8GYEEIIIYQQQsiohoIxIYQQQgghhJBRjSvfBcg14XAYADA4OJjnkpBMGBgYyHcRSJqw7Yobtl9xw/Yrbth+xQ3br3hh2xUfQtYTsp8dpHAqV48A9u3bh3feeSffxSCEEEIIIYQQkkUmTpyIsrIyW9eOOsE4FArhwIEDcLvdkCQp38UhhBBCCCGEEOIg4XAYQ0NDKC0thSzb8x4edYIxIYQQQgghhBCihcG3CCGEEEIIIYSMaigYE0IIIYQQQggZ1VAwJoQQQgghhBAyqqFgTAghhBBCCCFkVEPBmBBCCCGEEELIqIaCMSGEEEIIIYSQUQ0FY0IIIYQQQgghoxpXvguQSz744AOsX78eu3fvRmVlJe655x6MGzcu38UiJthpqwcffBA/+clPUF9fDwCYOXMmbrrppjyUliTjnnvuwS9/+Uts2rQJGzZswMSJE/NdJGKBnbbiu1c87Nq1C9deey0+/vhjeDwetLW14dZbb0V1dXW+i0YM2G2r9evX48UXX0RVVRUAYOXKlbjkkkvyUWRig0svvRSffvopZFlGSUkJbrjhBnR1deW7WMQEO23F+W9kI4XD4XC+C5ErzjzzTBx//PFYt24dnnrqKTz++OP44Q9/mO9iERPstNWDDz6IgwcP4rrrrstTKYldXn75ZYwZMwannXYavv3tb1MwLmDstBXfveJh9+7dePvttzF37lwAkY2PPXv24M4778xzyYgRu221fv169Pb24vTTT89HMUmK7Nu3D2VlZQCAX/3qV3jooYfwxBNP5LlUxAw7bcX5b2Qzakypd+zYgTfffBOrV68GAKxevRpvvvkmdu7cmeeSESNsq5HHrFmz0NTUlO9iEBuwrUYWlZWVqqAFANOnT8fmzZvzWCJiBdtqZCIELQDYv38/JEnKY2lIIthWZNSYUm/ZsgUNDQ1QFAUAoCgK6uvrsWXLFpqUFRiptNWzzz6L3//+96irq8Nll12GGTNm5KPIhIw6+O4VH6FQCI8++iiWLVuW76KQJCRrqx/84Ad47LHH0NraiquuugodHR05LiFJha9+9av4wx/+gHA4jO9+97v5Lg5JgJ224vw3chk1gjEZeZx88sm4+OKL4Xa78Yc//AGXXnop/vM//1P1uyKEZAe+e8XJbbfdhpKSEprgFgGJ2urKK69EXV0dZFnGk08+ifPPPx+/+tWv1M1kUnjccccdAIAnn3wS9957L/71X/81zyUiViRrK85/I5tRY0rd1NSEbdu2IRgMAgCCwSC2b99Ok8ECxG5b1dXVwe12AwAWLlyIpqYmvPvuuzkvLyGjDb57xcc999yDjz76CF/72tcgy6Nm6i9KkrVVQ0ODevzYY4/FwYMHsXXr1lwXk6TBsccei5deegm7du3Kd1FIEqzaivPfyGbUzI41NTXo6urCM888AwB45pln0NXVRTPqAsRuW23btk39/Ne//hWbNm1Ce3t7TstKyGiE715x8cADD+D111/HQw89BI/Hk+/ikATYaSvt+/e73/0OsiyjoaEhV0UkKXDgwAFs2bJF/f/Xv/41KioqUFlZmcdSETPsthXnv5HNqIpK/d5772H9+vXYu3cvysvLcc8992D8+PH5LhYxwaqtLrjgAlx++eWYMmUKrrvuOrzxxhuQZRlutxuXX345lixZku+iExNuv/12PP/88/jss89QVVWFyspKPPvss/kuFjHBqq347hUn7777LlavXo1x48bB5/MBAFpaWvDQQw/luWTESKK2WrduHb7zne+goaEBZ599Nnbs2AFJkhAIBHDttddi+vTpeS49MeOzzz7DpZdeiv7+fsiyjIqKClx33XXo6enJd9GIgURtxflv9DCqBGNCCCGEEEIIIcTIqDGlJoQQQgghhBBCzKBgTAghhBBCCCFkVEPBmBBCCCGEEELIqIaCMSGEEEIIIYSQUQ0FY0IIIYQQQgghoxoKxoQQQsgI4Nvf/ja++tWv5rsYhBBCSFHCdE2EEEJIETBjxgz1c39/PzweDxRFAQDccsstWLt2bb6KRgghhBQ9FIwJIYSQImPZsmW4/fbbsWDBgnwXhRBCCBkR0JSaEEIIGQE8+OCDuPrqqwEAn376KSZNmoTHH38cS5YswezZs/Hoo4/i1Vdfxf9v7w5Zmg/iOIB/w2AgLC0MWVjYW5gG2aKwwQSjXZCJzb0Dw8B3MJeMC3ZBfAdLKxrME8yiSfBpwsOTn/3B+3zSHcfB7+KX33F3dHSUXq+Xq6urv/bf3d1lNBplb28vp6en2Ww2VRwDACpRq7oAAOD/WK/XeXh4yGq1yvn5eQaDQW5vb/P19ZXj4+MMh8Ps7+/n8fExNzc3mc/n6XQ6WSwWmU6nWS6XVR8BALZCxxgAfqmLi4vU6/X0+/3s7OxkPB6n2Wym1Wql1+vl6ekpSbJcLnN2dpZut5tarZbJZJLn52ddYwCKoWMMAL9Us9n8Gdfr9X/mn5+fSZLX19fMZrNcX1//rH9/f+ft7S3tdnt7BQNARQRjACjc7u5uJpOJl60BKJar1ABQuJOTkywWi7y8vCRJ3t/fc39/X3FVALA9OsYAULjDw8N8fHzk8vIym80mjUYjBwcHGY1GVZcGAFvhH2MAAACK5io1AAAARROMAQAAKJpgDAAAQNEEYwAAAIomGAMAAFA0wRgAAICiCcYAAAAUTTAGAACgaIIxAAAARfsDsrN0BMPQIVkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysptk.synthesis import MLSADF, Synthesizer\n", "\n", "# Convert mel-cesptrum to MLSADF coefficients\n", "b = pysptk.mc2b(mc, alpha);\n", "\n", "synthesizer = Synthesizer(MLSADF(order=order, alpha=alpha), hop_length)\n", "\n", "x_synthesized = synthesizer.synthesis(source_excitation, b)\n", "\n", "librosa.display.waveplot(x_synthesized, sr=sr)\n", "title(\"Synthesized waveform by MLSADF\")\n", "Audio(x_synthesized, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synthesis from cepstrum" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Order of mel-cepstrum\n", "order = 25\n", "\n", "c = pysptk.mcep(frames, order, 0.0)\n", "\n", "logH = pysptk.mgc2sp(c, 0.0, 0.0, frame_length).real\n", "librosa.display.specshow(logH.T, sr=sr, hop_length=hop_length, x_axis=\"time\", y_axis=\"linear\")\n", "colorbar()\n", "title(\"Spectral envelope estimate from cepstrum\");" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysptk.synthesis import LMADF\n", "\n", "synthesizer = Synthesizer(LMADF(order=order), hop_length)\n", "\n", "x_synthesized = synthesizer.synthesis(source_excitation, c)\n", "\n", "librosa.display.waveplot(x_synthesized, sr=sr)\n", "title(\"Synthesized waveform by LMADF\")\n", "Audio(x_synthesized, rate=sr);" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Synthesis from mel-generalized cepstrum" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Order of mel-cepstrum\n", "order = 25\n", "alpha = 0.41\n", "stage = 5\n", "gamma = -1.0 / stage\n", "\n", "mgc = pysptk.mgcep(frames, order, alpha, gamma)\n", "\n", "logH = pysptk.mgc2sp(mgc, alpha, gamma, frame_length).real\n", "librosa.display.specshow(logH.T, sr=sr, hop_length=hop_length, x_axis=\"time\", y_axis=\"linear\")\n", "colorbar()\n", "title(\"Spectral envelope estimate from mel-generalized cepstrm\");" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysptk.synthesis import MGLSADF\n", "\n", "# Convert mel-generalized cesptrum to MGLSADF coefficients\n", "b = pysptk.mgc2b(mgc, alpha, gamma)\n", "\n", "synthesizer = Synthesizer(MGLSADF(order=order, alpha=alpha, stage=stage), hop_length)\n", "\n", "x_synthesized = synthesizer.synthesis(source_excitation, b)\n", "\n", "librosa.display.waveplot(x_synthesized, sr=sr)\n", "title(\"Synthesized waveform by MGLSADF\")\n", "Audio(x_synthesized, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synthesis from LPC" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Order of mel-cepstrum\n", "order = 25\n", "\n", "# apply function along with `time` axis (=1)\n", "mgc = pysptk.mgcep(frames, order, 0.0, -1.0)\n", "\n", "logH = pysptk.mgc2sp(mgc, 0.0, -1.0, frame_length).real\n", "librosa.display.specshow(logH.T, sr=sr, hop_length=hop_length, x_axis=\"time\", y_axis=\"linear\")\n", "colorbar()\n", "title(\"Spectral envelope estimate from mel-generalized cepstrum where alpha = 0 and gamma = -1.0\");" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysptk.synthesis import AllPoleDF\n", "\n", "lpc = pysptk.lpc(frames, order)\n", "\n", "# make sure lpc has loggain\n", "lpc[:, 0] = np.log(lpc[:, 0])\n", "\n", "synthesizer = Synthesizer(AllPoleDF(order=order), hop_length)\n", "\n", "x_synthesized = synthesizer.synthesis(source_excitation, lpc)\n", "\n", "librosa.display.waveplot(x_synthesized, sr=sr)\n", "title(\"Synthesized waveform by AllPoleDF\")\n", "Audio(x_synthesized, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more synthesis filters, please refer the documentation: http://pysptk.readthedocs.org/" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 1 }