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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "22c493da",
   "metadata": {},
   "source": [
    "# Daten einlesen und analysieren mit Pandas\n",
    "In diesem Notebook geht es um das Einlesen und Analysieren von Daten mit der Python-Bibliothek [*Pandas*](https://pandas.pydata.org/docs/index.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cb99b95",
   "metadata": {},
   "source": [
    "## Installation\n",
    "\n",
    "- Terminal: `pip install pandas` oder `conda install pandas`.\n",
    "- Jupyter notebook: `!pip install pandas` oder `!conda install pandas`. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f579f482",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2afac933",
   "metadata": {},
   "source": [
    "## Import Statement\n",
    "Wie bei anderen Python-Bibliotheken auch, müssen wir *Pandas* vor der Nutzung erst importieren. Es ist Konvention dabei *Pandas* als `pd` abzukürzen. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75c90880",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n"
   ]
  },
  {
   "attachments": {
    "dataframe.webp": {
     "image/webp": 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PpCua0X4eMWlKeIjHhNI3n0pF1eiFahw70pMW7xGw/yfHjj6TIXMU0DziliOv/r2fOuwgPn13r6/7vR+F+lwvhK699c3V1j4G0/zR0WOvtKVIOywD/eir3UmC5ILVcmRPmrx3Rgp53bHBPPG03r2oxyvx7Lbpe8sr6fhWdI8fe/2XlZtmdumICIxcW11VSQvLe5Tulr/P/uILM0waZnQyyPI8uQKqUXyuK062fn+Fb/P0dpl9vDaP5w7Bu//7jq/+uldlEF85vebcER/38uc8oyH+oedcD+MnpSZ7fL8Ec6l+iW/C82mSYC/XVvqmnk0RpPn7y33Fe7vkDa+TQNvWtsIGyqPBX/ZJj7JMQwtndSQhnPwV0IEMHryxVAOk5OBIBbtX5nFZzl9+IY9JwVTkUOBouasGqlEkA8s1BdPOyNzJIkwz8oTDT3zNqz5NPEse27IGP8a9WES/BspEhvhHHFRrJnxXKms1VAKaQrkJet1O/B9MVtvojIgdHul9j95pKC19IZ1X0xSSUXNcrq2GFM7sVDB1ZpV9WsfhDvJvrSPgDttbVwWRpaZpkL227fDxv9k77/ycT+dRJCIQ8dgGf+a/OZRaDSv63UKtTxKb5SbgdbtweaZGq9mmVj2mFxVqjT5+Nu1dCspPJ5FF7rVVvoLFFcgLs3LnUAvztOEGWnQogwFaXF3lw5fpBbnL/c57P/vTWfxe8Qwb/Y9lkGKu6PeeF8LruKSBdtsuawaNPjB14Floyf4MonA031zqK3n7nhrg35FKjrkw5wKfWjCrU6elzSc3+iqrcWVmYR4lJP/8iz7NeL//et33xK4T3e0qMZps8fNDqm2yYmBxjcDFXsa7FJT1JInBhuzcze8SgqXICEf97l0+YnkIeaWPiFksGBD8O5wYUWbsXCRx4+Y0tMlsWH63M8cakdBLW0u7ig3ZtVtYyCAU2H2uYzoTOVVuje/3ErODWzKi4t5aANpJxGc+knB4ojdyknctBw6wDBnmQEYGL2Rc9zVO2JpXGSI+pimQoWpRrl0+dzRIAg7dFeytI0EnLCRu0WN3L5Jy4Ni5S9jpTUP5MXItWchxhJFy4+UA93tzEsA6i2/QB3wd9LgSs8UClJfqgQt8suNRKqmmaG+XCI6BW9fW8vzVc3s/gr2S2WtrL5/YOdz2kr98bq83MerlWv7sER8Gb4gzYOPV1n3ejFyEjWeJIlb1PX1jFsU88qJTn8c3kavqyCtdOeKNNo9ZcOjZo0FSt7FkTZ55ySkfsW40zxx7+d/NFOGPn79cy+Ez4SPEE/vBlVf+YYYmfOza2nUt3d5ied3s8+/W8pdb7u5xPWPyn7leSv6UuJaz3mTxzP5gFJxdL9e2HB1uI6HT4w1eigLx/F4qZNg68NGr/+BH4cSPCUIeQvwDxS0fCRf1XdfA/X4SiqjGvgGIEa193gw4OAMFYEo8uqbefiYNB2puK67A4UlAbeZiVUa5bQsKNkDp0islplmzylRote061K8BasnWKjngRqMYV9WKMUQtqFmP8SjZMWhHyz5LPHPPk1TOv69KM+HZZEHCR1+UWyBnFJV0LEgirpqsEBlWfFOSAXtcV+7efgHlDxHLjkEFCFvVhWw0RCe1jpKpJ1P7OkMU9bV/zetMUdS/+lMe0FVSAYUaSZc2WkRf/qOPmNcN3NyaKeL5iLiWvd5uo6XYWNkYKA6beGtNuojhcBJvmL5y1IeY8SxLxCe9zCJmnqRxjBaaRRGJ97x0A52lqMIqYrrl773dQHhHjoiPf+TEQLpSKjqpJIM3xN/zCutC4cQbppKO+sF/4LgMKPttvp6P4Pbjp0ZgykMGL38oNiNQuJYg/4hKOtfnSbG0pS3fAnHqXJ+EWl25WJwF8Y14Wu4XK/nxZ46WO2o0RQdH4oC7Epo3CB3r/aPJS6duQaRpmbqAZbe5YtVmG1HQj6lKrQaRHZPjQiNiejaYugyohd1AWBkHTaA/tS0f9nTzJA2Hj6+sLprZyQigHy7KENlS+TSziI/v9yWJQbnIYE8li9EqsicLFWmpAjLJm1g+kW8BG40WUUxrmjzIR/LMoth+r7CJXFHEih6U4C0eK7CIDOBU3kj4o49YP/gqU2SfSuUhVen2dBdnOysiEnok1R0bIlou/LsFEUacZMAeE5HQLSHkivi0dD41rvkB9bBuhPhzJHEdW3t9A3JshQUq3CXvDFv9aoOIT+zxdM4OYo893ZiWQmqa9aOFxN3IKYaV9yCdq72eJeLTU3l+qrzCCugHiB8b0pAfl5/WYcnSpv0H0DJRQK30g5RbjRbI5TCYqJRyHLuiGgMZhCklOZWOgSlb71rKiz8bd3l1deHU0zo8cDNgt+tSqG1XYLKo6h5qlsxYg8cA6FeC8amBegeqOeCgEdC5xbSs2pAGWXDWOtAS2XR2zIfrn+ieJzn4lztrNKXPj8il2dFeIYpu2rdrtMgiij4dgOAN8a27Z9rhzTAq8cju0SKrqPK0v1g3WphhiGnYN0NezgDiQeQA5U8iVvZI9CObM0TRJ3wBnHoc3fW4M9ciMgC17dBY5siux6+yYCdP4iaaujZaSbI4uMVS2XSbYnBLpmHJ8d31kMhON/iIq8YJ/NIGKF6gGKJu4vCxfJF9dfeuesgRVf6T/7vB0QxmNWQWeEauUKFFI2XYWkjUIhKO7tq5EIprDLENe+rHCqAO30fMV0/migwxTft2zxaTm0CogoZB4OvvL/cVgRh1DBEZ7Gl4MVpECLa2I0tkWHFsd31XYQaJZP4YPurKYQh8qyjmuA9TTYKFN8SCFxVlEJ/pHHdtpQ/MidHSpmsbkfAjHrgZIKo6mLKasNiGa2A1XlQF9VtUgSkrQVkHHDSSRaoMKLebgoINoFgz1mpXffjhzpPeZNSPVlcXTutspGCf5lkiPu0V82HPjKLIVX2YylMLGBZtCJDxr5rcIIr8pI/Z0Z4pijrjL+a3P8u1Fu3rkgO25oYZpXt8zY1MUQQyNawj2xpB9jjEbHV7BeC7eLTQShwoEfNDJGVdesLXPcScmv2rOfqkz9M865KG0U2IxeM5pK0bceUO2Gtr8sdEnkGtSDDnX1E3vvpZjigC3uF1ZCs1JNz3dCdVEy/XoWVNqx+zA5hG5Uy6n/OtEasegI9miCr/JZB45JYMElQBkKwUZgDKIZJsQJG64+KdS+EyxhHOBRM+tslqWE5ytziHuPyEJyIiAby/tj1LFPFxjwQRDbHKMZpngfe3S/VVoBOoBqLM4fFNKtW2CrEfd5+7WiGSKOCeulzBBlBDUKLiiKNGZTFSgBobx6UJtGFj0KfrkCK950nSW8ApdckLo55RDNz85tzfSxz1s8VmDgzLuyVkay0hljT6Q6EsycZ82id5UmQWLUN1s19tziiYKkcYAEpbRXz8Qy/Yd8oXYVN3FMOGDRkO/ZMCC1D9jCQrKMOuJy4kG5CbVicHPsuIOr3v2b+TwoeRN2bE4+ffnOsVh8905RE7zmAMS/o9xRSG6OQskQE2WgLYEdty/vCega7n35zvk7iT2tcbRLBAyCEMCb0MMELc/XcS4u4Swr8GMrqxTRZD7H2wdXv7Wysh9JcckQH5cd7V1b7ifekkwNaSpDTqXxcw4NntG0SVjQv0ABSH8/zi0QIRSdmkqKXsSohVbPX3mSQUMx44tUxTciBVmw9eGmCAFZ+aXXvCdKAup6kzFSnS+v+AUa2yFVLyZ6f7lDcBUSG+gml7Jqg7Mt5R//j2c2i0xQHJIYl5FnbGv/wneN+cAHokP+dZRHGthw4eOnh7UwYIrsjRCfsMfCwxlT90s9QqqmzwFbN/IGni0pO+YuSyDGAHeMiVw8Q9fOdbC3G8e1j6qPb7rIjEu+0bDB/3DmHEMkXIzEHiieUWERcruqUUVIrTGCAR8+gOz1sj4i6fO7wvWMq8+50dLhHZiIlcHYDslis53I0Im3xrjfz0AUrYfkE/EgpJ5pW7xIvpqdXV4LwSR+xTyXhJNSL0Q1ssopg/oRR88bONFntCL2f7FN1gkVn05XFP/EKoNXPYeIUocnpnPjjyFk3r0j5wEvyV/ZlaLHAxBLNEPEvDqXZzfHuHc+pnPYl2G/gDxYef/7sVP4001ypPF0y8lZOP+zCGL/9pAcYQ3+0JWNPRYhHRf3txZPzoa4rNIt6QThcMGEhJMjS/Nyw96QV89dkGoAbVeSP38FZRxKfdEjcR+kuuIfZSidneGECjr725tQJ5Ihd2so/ADVU4zZOMAWo8Lwj2qWVNge/+I3wVyTzweG8LLDYJAhCAqPzXBVQ98kQJdjemmiTelZ/gXA5+obrvnfgxONXEcZSGXXgZLbQAuqdvLKLYhxJk2HiexbDsPif6QZIof/lHb6qRG2IM6NBevLm0YOKZJHjsm/BcKh64GAK5ILarQBVoAw2QFwBZvla75de1xuNFMphxMOli0vq3mMHOXLMoYvrypRdm98C1bHlJBhxP80ROlvhHmBWP0PsxwQq8zuK0zbD8nqeb8HhaKrKtT+EjT/lS6Iah5tsW13Ipz8xJLzdWgY/E+Rh9LUlpKLdGXen2fGccz3Jg580Htei5/SN/q2QDF/+C0A9fJ+62x129VJJBkeUCzv0YyxlRVvyhmIt4Cog7y+7L3APTfG2VpvjAyCvrfPByUTxwM4RYkgRjFsbaVBVMmiWlDPZBqwdZpOSTUEmeDquzaeo+7el24Em0cJdqEMzoTthkjtUQQ5p51Y0b3cPUmm/J8s0lQX0jNEKO7mxnRJ/xFQ85W1EY4i7TDjof6K6VN3GBNd1kIPsAFDvaiYfGnjscNHAj01UMsd8WWKgkiOd10LxvfbkZ+Yj/OyN/8kbE42oSnpUpeV3HW6tTqtuheOfs4T11HRsQ28G2TwKQqZw48WMCMrnpnhCWPpKiO+P5ZNXrwqrB0yXy+mqrC6c9CZfhi2k4Z7e32A2627dAeqgMN2rKEprUAPX7owrHXT+yBTUJ+Y3qVR7PFlC17M8HaczoiTtu8vrqqzQ8j6gpzhBFn/bXMovdwVP07rmTLPUH7zzxSBYTB4JxoIapZGpB7UAeSP5QZMbVrjz/h81cDzf7g4NmDt05vMdb7Ca8dny2AXxv+T126C+E0wGwlcacDNaKv3KdmFO7xrNRZTcb8vgQvz9458zsrRdlZlHkp33vDCoX5aObqVMIOQZeweoBJ+zg5gxRTJOfVLydYvHERksEVdj7LMdipR5u3sPpxwTADr4mIf21F0qXJomvJwbAj1BJuG64kKTm/YiIxPuIZwSYZRCkmheUvnl3NbzAUfKFfxpVlS+2wLyxpuDkVjMBQl5rq8E2c1QDt5VsFqcmAso2j2KTRzFmCx4r6NPHVntG1yOqxQltvvYrPhDBY055ivkdN9xwB+pJYx9JoDrn5fqvH8zQxs3i0QKrqLL58EG0HOrMthKzPb+6nimK/AQ1jR/PtQJV4zkiO3rzrb65Ljmp39cdAJ9VqGghrOxhB/+SQXhAUldr7EPYbN9A+1xXMJBqj5otUCvmzw68KktOInsxbMhAZxYpdu1xHc4qLgs06ji6h6TeM7dhj83ZSjeyyWxYcgxVG1sR7CjxgOlH4JGQ0hJCfs4XGVZhP75nwZyzRCCunswSkZJZiRg8JINEM19YoZRXzIdBmffKbglgWNLgBe85r83kn0yDOq3TFC5cBBZUtw7v+5hULOj3Dn3gmTmxrbKQd4Pgxj1cK2UJ0AdfoOaelguwxLxsW3WmLIhWDBz5oFGTuMiWbOih4seebroeljFO8i/W11BAk+yoVQEy0gjW+u5sn8yGlqzecnhLLdonA1XPSHKx4j6dgxh6YyEpjB9UNhhiSOoRMlpoRo3c9MOQKWrylznGN0Kq5CYSHnoufpZvEUHOh2xuGRyrr/1ktSQ1cgWquf3inzdaDCvuee5o3wBbrZYRf9WeRZKagHcH2t1aRLx9eu13Ar+uzAjlUU3+Ygr0N2RV+U/+bN1krgi3T0E7dondnrI6YjNq5IaSj6ZA6bgvwIoefzaZCHQjb8wGUq8jZWs7IebcZ3AjNxL4jAM1OfzaHzVygyYrWnkd7FlDAyKa1ws098HUPGndN37+5S/9bTMcSOdJXQ8QLR3k1h907I9WWjFQLkMevtBWahHxkZ/0vBv64eINosikixdeQF68LSnubpSkRPz0QMLR4C0DmtyTVCMLSiwuPC+pMFtQS9mqiY1WcPzzggz4Vxg3cd9T/zQPOOWH+SkAmt7YiYte5FpRouYifPWrTMi66Ich3Sa+KLTlEm/t93YdJydUM3MXx8KxPizHw2i3A/loWy4E4t8Ewh5roRkFVVup0STiCWETm6wiyo9LwDIm48K/KkjlY65cEK5lEx8+7itGmGyxV0ngk6BK6PYSw8pqmkJeZKFDv/nErzQUJs4nSX0v8Zf8VkggrqOnWzDmVYOSb8tYgOJoQfKIJ/ZJ9CPFFSIeom1KBTSn9AqbqID2KVRJSuU/A+Nvof7CS7x4tKQC3hIFgz2pJ0WGbjjvR9SfqFMXYvP5ypN+JNWAg9AE+9TasgwEWzuZa7aKBAFOExLIiN+dv2SsuO+Jtk5+ut+LGSQPR5JGbmMFGaiuOC0lw0pabOE8GMHJaRnZJyRBWdrgw+GLgmCLb1ggdgM8XzVRUGGy4kfSp5JaA6XozAT0CzlGC40i5KMpFagtHbLUaAWviF5XbgVY0gLfSPtxNwG3ZYwBSJas1Ig82GBbdtyPOi3j9PpyYoyIty0jcQhhj1tvNIGPRDfj/abGq2thAvq5DCahvlVFQPB0y456XWGJbKhs4L3m5l4tMPE2eKHw4etlJj499twPrytM0w0LwibKTDZqVWGnVyY72hQdAzdLKsDKs3tliESAIgBT+vKHXhxb1shmo8l2OpDRDdwsJRYsOzdbhMDH6RPX81FJd+GoZHesMphA2HG9wmRL6JEwNcTPoklj/tDZF+Um4qLW25srti3v9yQFDaZ0DnJN+ATR20lSGUX+BcoXeVvc2SM+YvfAhz++da0szcSnT605e3cfGAvH7Nhj8IoPH0Xujj13u9hoij0OPlo1ez0XeUVXSYV92UNPsKStzAh+/GqmDssbRNs4V0YTdYLoqtnnJKghrPf6iIHCdFPi3ZsFRpN9uuWItxgoN02fu4PDjfaR/Is3qzW0BGROkcaLX/bi7zLDgqR/VsdFSRyQ1/vhG68jt9dA9qmLwvnDPgwkHLcvgAniwVsXz+/11g38ePH8UYitYbPEnv/iiWpgLwpUqhL+GFnpnkOHwx9fIOb6cWygbChxiIDOiFI1C270+uozCp7X14FRd/d5ink38NDOTz9NR/0l4DLwI0ZcNUoM6EbnMiDecnevF/jx+X2e4GMX7vnh9Bq8/ag/2t25jfyR8kXwRkbsLnheNzP740Xhwt3DQVzp2cXzf4/8i3L3+b2+7CB5pT5v5N212BQIxrsoUWApP8ZtDjxyEfgonYesIs5r7fPm+IgNLh8Wqm9DDCBeduE89gs+HIWUpG4WeRLtjuaTNRp4FytpgG+qCA38bFrPBwa2lyZGoDaNHbBqcNbMxXW0l3fjv88LZ/nZln0Sg5gv/K2Xj6xwQPB0s0c97gEqpo3rHH8CZMT0Q4Vmw4p+rw8ZGvtB7wnPSYy6/+5RFg4Gnm5MxOsZyBqLJwpS02LhsPzqjmyRfVWv5EMFXrw/zBysk/45r8wwIYsdDU/zakBrsKR9isgQtea7tVvLraIlx33EHyo4ek99ec9Gn6a0NTmOjxI26hj1h3m1gcZA9vFGaye3VlhEvJWHWs3WIObDBST3T8GvD2UwUoPqL//tsFEbZ4sant6oxx0dyAY8fv6yLCWVn15zFk5s/8ECbTl136IFku8Ero+89GUvroQM4ul7Wp7eaIQZuJazPGT3AbLs3x0sFfMfMOTteIzSb0t9dQnDgPp9ZsiQg9s6nsiXe4BM+Js3MwcL+9zy05ELEZ5uep5UfFg/XEUw5hb+EFAh1tON8cc8wI0eniIM2hPPSEHli8X1QeDUiH8YCnvYBarwi0YNgeWLxRnovNHg6GEmRgcjHkpj4cTzPK0B5ovF7TGXG/zF4Ghm2AhmdAAkKatqYn3EmgDwxeK2iNPtQVpotm3YB+a20fYg0uaMDmWeO28uxTT+Hj5Oq9eFPGD+wC1/8N+Ino0yi/HvPxEIxE8D4Sj6jOno/IfUDUppKOZSkYfMHwYSFX3G9IT21wLNqSz6wzH3cJG4IoFE2xYkvlicUVV7OBJ1DeyvvZ7+Vx+DgbicsWjYP5pRtUMfPlmMc4kn3GbLHsDlzjz+t2ej/N/zSC8KCmLTS+oTij3dhp+u2Rki8VjlkITNyBRm12OoLDj6mKA8Hq88ljDlqT9mPOXVODP++Km9gCLx0IHp6HxUFmjmC8i8uW+/8zVKYyqVVn+Hvj133vwEKbe/io32bJznEb/q9lIwkcXj0IHx9bd4sogiczpG3548hc5WvUjKBFVV8f7UO1udQr8OFFQTobxzHtGzUWa88yigSGc/fARydvJkl+ZxFciTkagTKTogSiUXchSlquqKRSNP7kyA8sJtFvBsnFngD2LfGVDkqhli5Og8LeMPReG4KsgTQGlEqkRVp8uLXMfp/9uByUxWvuxc/Gk4Bo5K8OwmHMixqg6JwtmDYTDI5aFeZ8huTXByk9/d9GiUr3FuXg8o8mCIway+udntUV2xSNDqYDmzVbqYONZhDkZAYMvjjQSspmE4roYYzGogWjjF7YzYWc4qh3CwxQ3vs2k1/y0BNBjzzPbFgib5jkUmLhgFPZ0h098QwIacYLRfv26VV9iwE5b0Cvs3A+SHkDvD76q0yixc2OmhTjX/bwRgwVDqDFnVuUdl347gQS8WYv8mAOqPwhMZ+Bcqd1llFhN8N8Won/tbABwRN6ygCkfnyr4hqcC5Il/919A50IiVQ3K6yT2yCrR9BsbicF/9w4Es9rGgcrGyNBD1umPmr3gpW802OLNohVDQdIWtSkrYRdWQ6SspvHiBg5tlZeRH3d7oblZBOHsENL7KrcWa8mK1lVWRBZs5EsJBlEoLGlFpLggagYF2+3funW5lUJV5vMjl+4ESNf+Bi6XDZWA2mUGyTtQv1rQYDQzyThOsWUQdvZYaTFLwRzGaiZYRy6/qjhb/LsAKZ4YICvV7QSMlNgtyFW0GI6YXByfNxwaTBN/iyDv7E2uSV1Elg/xHpnpn57yv2KKVkmg236cEr1t/CQlasYqiu6jLK9o0qibrTig5QAVBjagKVJG0MeWEvW5njhUPAZfpvnmiVIRAp9sXaZQqyhA+ZCe2w2UGj0PwQo7QCdlJLzmS1KRjoDbiviWsFkLCVeaVpF5ER0DVOzpn0fvzh0Xz/pXFsWSXkN1Sg9/loWJzsRnGnP/wPXiLxjf2jLKxfGexNX10bO4r3TYJr+2s3+NW/VigCnncdvXYI9d1HtRKiZ/i3q57o81RI3WgHsefPRKsVLgbjdIxgNxwN1ALORmNY+Dmd9Ty9pGHk01iWtryLhx/LdNiRpQwCPjWwBGERhk6ce1yU7fNJN/5EnSDnsTAq2fv7vN+hwc1jtqb3zYEKVXvwR/4gcnvWklQuJ/A2pZ3quBhNYRcHrGcrnCXRIv1gm6efFhgn7bo8y/Xaujk0ymclM6YWw3jsXOFTfx7xKrHrmmMSoE6zWjihamkY0FaFWzPXS/KTfhX4teq3AqYPPuizAi9C2jZ66NQa7ThoxtF9FL67AhOrHJsO7FsToeNQ1Xu/+mGCp5vOTMxaHWDb8yGJT0jZAu6kDex56g/8rx9+gpJoV21VqN1DG0yrOyRKdyPUj7yRrSyV6OY11Nu8yeUt+udmBIiotjYC+8v9wk80EvZs6kINn3jhfeXaeicNimY7BGPO5KDC9sadUYjr+3MNUxdvvi8pNy0BN60hbCxPFP0lUvXcs0xTYFKhWsM0I0VmqOSLj3farQn3vOWa6RV4+Uie3oaVVV1c/npZGEsenbb9RW+WQgWY25/Lc+3JQczjBwpEI8ZyzUbKg9myHWc0RLfycAdCRXMVggWtav2OQY/m2rsey8rxfCW1JYHGtW8nqo8F9cGD6ginGUSQrf9+iqBCnkSpxTODEMb8BllpKLmhDzuGH5coytM5FlBQA+1SMPHCuzxx/bsFGYm8g0r+r0ZsvkYlzbs2lk/WvT50uM+cneiVQwXkwRv305h4HpmZOMDqYKv68iMaaA+o2ZXlkXkLIFrgc+uBuGpLOhbBzHIam98Ebc+fVqbjZVJzeEtGREJrYcO8Advv8gyLGnwUao5Al7DYQCxIGTmwJ5FHgK2SqOiylGTRVBLqyq0GWkE2gJi8K5FYDs22Em04ilnouZBKu6aqkpDHTG3NyS8ySLP9G+IvXrxgoDy0NFfB8pVWnktGmgHl6Hyy9iEVzVDK8G1KypntTnvudJI13JzaenzC8QML4R1ZEU2B0iqO95W4p6Bj+XDGAUo3Ig0fDw/AnXljh95Y47v92ZlA68zoU8fDFrkTkq3yN4bBNtqhKHp+krgWwbxLXzkHI4QlI6Rzb9vacsa35pmkGUjEMIm30aQrB34o26gM8uQ2PM7jnCXQr0XHRsUYI+AjJErJXSdGDVOIx4Cl0Ec5tH2S7kMVkmdRCsNZYaW51nF/Je6Q4OJUoLL7Q0Id4+7utFiiGnwUwpCyCj0J39lt0QWMnu93CrihV8RWsYxc/v5pQt393iy4B4w5PFt6K5LkETBFoujr+4bsztIWqHWME/yTIk9ysGiz1fck6jUGpKuGUkKJHcjEkiBTi1QEJN33MiEznXKh//y+ScPtCoXWqhoHQOdudao9Vn4jiXv4p1Cvt0IfUsGGmXVxNsvG0Y3bZrZmcTJouaOV2aS62GJP2qk+uE31qWPdg7furvHm+SH+YHbFw4Ha9SCsm72wt0gfvb8kWClY+D23T7FAPS3Zq8Pw9bNom7xyOQaj9rbdwORQefBoCpkUJBEoebrui4cDtKqB4hdyoHbz8FOqQL9n54yO2z2/NEghXpeTV0ZrCBjf0xYfswLjKqaKEudXt3tibr0bZhKqXCZS3xGrVBplXVdUFiaDoMgIlNDCRHuRrgt7uzeFM6sGHm9x+e9lCmBLLtk6I05sccxWhC5qo+F9+KqyYqYU36su2mAUltJNeAndoxu/v2/LGBcaZwiCR3PS59uuv0XM8LW2F9bOL3bYYa+vbYB+pYMtIrB1+YV92te18DDpSzUFJuWHPdicWJSN7k+4WH999mxDT4KtSp8YqMJ/FArHy76IqFncPO2VX2SxeMbY5tuXy+rMEUlHd05cHNruclOCqyVUsfT3OnWO21lRmLQPwSDQWZ7LCnJlilG/mKE/m/9kh/bhOyyLWvdo1FDYdUwNuNcV8HUxz1yxQcX465uskCvTYM9lFJ5yIGD/L5gDTPweoMh9lxnjvXXglJCCl7Tp9asLa2wx5LMmFqjpwzZWmFL6klRrpWO2fWYH1k+GmY0z5zYGzaeE3XGH9CGjeVWng50J9LQ8Xx7YwDLCDCmD0sf+bBhYxvJy3osEgSNUlBxEzLxouVo8DAG7YChvrXA880tezMJQeoYy7M3Pqh6trwELGpZOna0Z1Q2+TMynleqNB71B/b7hD7LJh4mV/HV7RugZ85yJYml21YFDm6O+JgwsdEWV5q8Zm1Zhn3ZxRd8HIkl1ummAMbxc0563HpiUKkxYvnFNmSQKaY5UCIf+YslsVcS/kuObc26FGJOuSm6uU+rkIaPFmXap9duTZlab4z4uJv94MLi6CUP87a4y2fP7w3CpSEa2cD1rSQ5G8//tSCVVU/m2uPPHT4w21kK9VIySW1Hji2pdf+B2bbc9PI2JVv1DItU2rBJeLi6IzvqlJ+e2n2Ewd1Qu/VHtmTENPiKobvjEav7oH+Ib2Oa8Vj5BHpyp69Kj5mDe7zZIYxGh/g2nUV8C0I10LckoJFVt7+NafDRjazfVN6WZJKDxRP5hthm1GM8mUIjFbOM40mB7eMeVqkeLLaIlpzyY5RVk9nRpzz+sHkbAXbA7XFnDx+4XZxpnyKV0fsP3sy3rnjIOJ6WWuyxLSQavcgypMZduXuQGGSKv+dFMCf2wgrq5+8eOHizwLr0hA8DnR6NxnYYrZEf98yzqemACk6Yc+Bpgm16zVWyy8ywKg9l/e0f+rx1vx4kuqd5JkizeHndRHZEYp+nbrTAnnDPW8YrajuyivdnsJxyPlNNaE6Nkc2WJcehZ+DRJ/3kyBKSjJByGndBtzFJXnb2onCtdPrKER+poqY9wza9PiXVaCI7f0FKhTP3yuTDNNu+v6KY79s+xLdEoHUMkXKnbk+m9uYyENUmy0mktLY9WxS17Or5Hw7vWQj7hlp9zWdfrHgokTqeFBrMJOcmkdW0Vyx9qBvkILo5UAppnDVi5T1vhq3t2BBzysvxNN8a1dwnFTtG31gM5L1HBmM2Ek3eNTgAg7WMjGTPiHMEkiSS0nViR+hEvgUxv36aFthgHg6zCBZTelps015vaJawSCBx8tmvBhnJpcPw4MllPNnUMmNO+FS3V8SgwQXg+aHNIG3UwCodotCT6qHIxj4JYfqED6DRD//19+5F0DJhYwVmexpvERLg2SRHZDFErbl66VpphT2+wYflRCkoVDJubgn4tu7+2W1EoIHdvsjTgXJJ6LWVMP7JJEvkzcB1aMSXPhVH3sX2aGUafnv72yUNvkzIeGl0mS2xx1M+UmRM7OUCuj3LymCMOEhZNyMTwsb/vfJfFhCgL9OsFEbkpfKMLyOThI3nRp0O4MK+4h7DKhndCGQIZUNFpviHElbGwxBzzHepyf1TWpyyFqhGRS0pOzVZBWowH+5BK1Apo1D+ipCTupr4e6jCVUr24yPPBAxtMa24L1NA/cRXr5aBUxdl/55Gqq9tz4ogOSpSUJ093e+reD9olCEj18vt0+v4cpNAChAYxXBxOdlXIK1OZq9nGZw2chMEjTPOkoes9saGmEfeYoYFa3VKT7IsIVGlou5229YKk9VAHmg54iNjHOP5U2f8meobyQkvKsh+EPkbUobNxbZPHkjUGgWJG8hlyrAxighIgTTK2g7j0hNKhcfvwsfKon7ixLaql4X6MhL4n/TJf86zr3oAuVwJiXa2eS4VF56yqAcWKer77cuyCgsaZZTVPXjH/deEbqiAftvTkix5xE99sFvVeoi/w/OHZouXgWhGg1nRSj7QmW2P7ycbYy1ZPfJ5TyhJoWPFdAspcLj9onxqdbdWPtN14W6gmGd4vuZVJuzrqf9bgkarGynctvIBI+OFB04uB2uOkyEkCm9ZpIb31qVvt5abRZEJ/+AjkT95k57YS146pXkiN+akD2nes+SkFwI9DUZHwEWiTj+QUzxSUZzmpjlAQfNg8bOcKOIxahzt5q/IDVZJmhpSiJQr9ENI8xD8QAxUy/zKcDwpjVrVSzFUQKoFfs6z2OLW8esFgRcqqkFMrJ5T0nOOgevoplRJarnu6EbcjEaOUih/MSNAWhV9JpBVSxlBoVJreAnUv6zsZlXvQrGAb+u+SUZvrbRqPDci/vyPsPx0ecOsdiMry+0K5EqBERR10J/oDAPJMjI7XhlXPNQNbZo+PrqJVC7VFEPZDBeovonCV8lFDik/e2dIYkUT2vE2+tQCzNC8F2yCCaVTaoEZKa66hYyg8AjZiUafytb4QKaY82hkvMoZP3Gysns8z2JPo5eKXx9M15uVrIavZ5Gbt1zlgZKRU36c9TNuhA8fLTCs7BHLeJ5BZcHdngxH61HdUJEhvp9xne1iviUF0oxXZDDhBZb1TIoMM965mzSFV8oY8M3Q2eIMKMHdPpm75GTo09zY+wOf/X5V30ih/eNescM9BNKccB0Vzfb2eTVCsyKMmSXQ2TEdsLB9d65PvnzPR66Ef6b2dZbIvrpHKZ/7ePD8O632/pxvWtb6w49oET4FiRRKDs3tK86EGiaqjVlu1Nf+LPVCqL2b25ByNW3RiGteQ/mQYpEgeFCUGJb3S1wFXLsS+BZg4flWa8UfGQyLnj0tHS10SXURzOQf5wpShXa9vHzER4niAyMmqayBJNA6yPjsflae8CD0xoZPj+CGNlxUnp4jzK9XMdux0cloge4KUjwZAWIFtAQL/z77V4Eq5PGt8/u8VZwPb1vJ8XA+ejh9dYCY83Rlilb1GZGJ3RKWOhCwNOp0APC7sPFy0vjLfaAUiGraIkCRDqm6mm07e8RXTWFf4fIKbbnri85l8ny7qgTs8PijlVVPZkUm/Ugtx1dVl4EsanGiCO3YsI3jQGPyb/31cxhxhsEtX3xy+EbKKn/HL9mxrZ1vY477KjmZI6vFv+RENaOHpfPghxErTo3ZRw/0LScyRRGkcQj8qRveQoxo7J3rdzSy0MmN0w0L5Cop9bSaz0i9hSfsnEsc49nU0x5KWPI0lWPmCbo7xaLUX0WqqNU9VNU0LuXsEauhzXx7xdKTPnp3rqCmNoBafbZhST8pQYg4jTc53VPy8H3WZWyNvfWF0zoYxLcnN5YC3+KPVEFCbinHSJa23ASRR6Pi7VQ6xvMNH/d4sviUUbrBv5oSur2Y2vbyZRc3T3/tK3+aP3W15ItP70nmHn1yEmyrH7DoaeM581+wIhusm5qAXLMjsse27tsl7J4tzhTBmMco5/rD0pBn2TYYVBhoFFX5TwtgSKigobdcKWVrX2eQzMWOdrK1+YnBkJrrC+fsSTUq5ElbXm/90uLmADHPkEWm1EAHtOG4FKVUPPzGSBqQKtyH1jFSCKOGJlMKUvywbizPuuI+IyNuqOvIRk/TyHiF2gUs7LYTMNiF+LZ+SXl7Eoc/EtLC357Yy8qVsOiafrwKlodPnOtOqxwqssQ0BWrJXws8X/csO3JVoEQaNlE6tXZj/COpfLAkLbk8iux5auYeksFiY3y/JwsheCMr8r/feLE1+5RMTVAtDCwZQ95gS0kWUlLNIj4CWlqo5zrqn/OtS4/7iMPG80hza29GMVpoWnrcV8zAoNzBqCDqxjaZYFgUZeKwZzmw8GWU6tRtO7G8aGafmFrkailpihmR2EscWNWRFQ011u5DIyMpUGRjAPlB8WBxJuyB1dzIgKHFE4TwsXxD/D1PNTrdtQugvbd1ICKUQX17KN1gxh4NjM4GKt7gyPhVlT6bGm+nED6RY42+AmNFyjsGOjdaSEN4uXbxyOaMdHPifZn+q1dZFmvMKb85SdhEzrbVDxhBIAVeFsS8+ZP3tEHVI8WDw3OeUs2PxPk5jlZVcz3TMH3525dlZrLTplBKqybyTTEtd9FJeOL78TE7BmRIW651QmsaZ1JoH87rr61qmPjdt9RyN9BTTpIzW1LrIeLAiMRu7bufDEl8/UQlnT986FZJJmnEo2VJnsgSdeXuIeI3piUNsFEPPL96LEipdo4N7MQrisr5vk1irdjDk9QKSpjV9BsUOJYV7u1ymOM+1HdkW2Hoe77lha0wPI2BGpXADny2QWRvfqCUL57caDFA7ZrWHeS/O1PceLKDrzIjk1ohBI2iqNN98g8vVEP46IsyoxVhn0pqha2PIgfO7ToX0ah0o3C6NkEQohK7vUkkltRNFhjTU9aXG6cSjvko1VpF7c1SIxwRY7Qtax1lUKqyNZ9YqqHUihd0fjNWN3A91zSVnGqcSjrio1C7E40yZPRFOTFZKE+fXt3tLVdLQ0ZLKtKnksuI37T6SxV8+NMsw8d9MgXFyBtrAj63q5G9cAL17eY5MOEFfyRwbOLHvRyJlQ6WNxMIPsZ7fzoNGvg4i4ga/5nWQDjeSUJ2EUWVTQtUShlpNASjb6ZA53b9uIeQHXnaX+yhkX/1WcaX/b4KtYyUrUX+6wLHz9kRpwMQ7dYlJxHExp8e6OHcrkBORGMAheHTHk9p+AgJUltyWcr0Omgu+CGGRame6WrbmpLGT8Vdbt0bTB9NzzvGC9LSr/TM0RdyPL65NTVtatm5vd4K6uTLbaXEkDXn8DFDGgU2BJp9wyWhEPqWU/dVLKYCvbT0aRVKGMwZysVKtbtPEO2YuVmSkjaVfKV1H7EZkjPie+W036i14U9Kpxq5GH6durpPg70VHIzv3iDgW+zRMCStjGvwk3MVJF18/34QhW4yxzuJinjky7LU9LSUNedQBES7gIW25f/gpdZIh4vLY2DPkzq3q2TxWEFsUxCr1ii2t5d9es8Lrf46/U9kVTB9Cq8mUxJIIzcSJKNbY84E6NG5XSWOnwumm/BqcPP03/R5KhndAMTD6SutE/kfaKgaqTxk5uCdHwT+8P5gLUdBAS/MzP4g7A/2uKojgsxRT1zK7/9balvWyojTfxCE/UFaOWWIgxjyIxzIajAptxOPOf/pJ4KyP1ijhgNTwJrDQVql2u0fVSGVY5P3BWsV2BBH/eM7HH6j8ag7dGdfMEe4hT6+wxFqRlXQt/gjkETo9qE9C9Wcn7zz50/pIykyhG8ZR/2BQ8R/Du0P8pSpsMl1j4l3aYgFxB8P71uowj66N1jjqD9E2RFCLAoiPsw76mcPE+fVked9RFwNzj0cSAzS8GDjRyri+RD4tbOH9i1Uc4QNR5CSUHv6YYWkd97Dn7imdtYSHz5lTks0gpT6hDenH/4n5zJEivxCrlD2ch2RZS5TY2MoB7r7k/e4TOYFjqIh2veUaq7PEeR2NavmCloB3+LBcFzn1U5DIL4V6DSweYEruLUM3SBYIqYco5EQAyhvpn1YweXzTgxiOA1ywWBkiFJde/tHGOIjRuDJHhaplZSrPqAQve8GLILTJhZQVTpHEQSlQLmT6z9wpnND+PdyE1ZdWOiiVsrF7+fjO5VOQweFF0eKDy/EiZayQsS3pKCU8SrnhnAyvajQEZAr2ZUSN3DZTlmgUONXoryfl6s4fJ56HmWHUsVlKofBUsouZIhUNfQqmRrj+erXmUuhVOcDCVnlXYiMzkZAq4QjKZv2LPIImZkkdcx9niqP32CgUcLwjUVfOf/jhRe52xL6fRQev8VA0MjqJkpSbSnJfNoUahX92wwEDVT4vyxLSb58DlXa/0YDQSNThKBRpAmWytQev9lAELQMx8km/n8ggoD8h//8h//8hyhYExU3Qkjx4sMKnOKYEhs3xyEYkZpJaVERTAlIIB6N8g3AlUAi1zGEwAD8WkZpoXaARcskINlieDbKnPuCipghRBAUFwTbMFq5jVz4z4X//If/XPhPEKbCi53XmPAgZrVJR8JnDv3wI39nf5CEA30d+h14gyRzFbbq4I+cjtLX3bnbJ3XRwEWxG0rBExn5o/MZhaw+uM/b3Thuf/wzQfl0lG77Xz4R0ANCyOlcSN7+kT8cKHHi/LuH/ZhfDY4ZDk/59NFUnRK4WYsX8ML/QKLnezC89g4JBDZ0+Id93swHwZVqpiNo4EbS0gV+zdkjKF7i+Q8tTUu3xbUcDdLhiW5kq2m6yZ9rvgFLl/7J17WNcPh8LaYUOfo9s9OnljmZ29CqjjVngtxNXt/dlRUCQif1pFxdWyEktoR73CldXdeL8jToLL0fwzFf56npU3Fn93r+SmCrO1PTqQX5EOJK++KrznIOL8Y95HQ7YeOlsSd89UN/SV/9QDLfh/9U03QkrKukwow70mqbxjP+qq/pzEV9FRDssc1dDKaUIjVq0G6fzIr+2scl84ZKYn/0UaVjR19UpE3DhBFPre7x5NqUcqJPvwfWawSltMf6xTrhb5J3BSfsANnYp9esK0+PbQrEE33YXm6LW1dWAeM78itZ7bhu4fKTzZOfTVWaVxkR02vxsq7cbFvW4MO4Gejk/EnAmjj/p9HWEcScKTgnzrwZcgq1nPNpHvNCOrbwkasf0EyUx/zJNZ5mRytFP1hsjL6Cur+aFdmIZ3QaC0ii8oyfu8nf/vHRN1F5b1V18d5u9sKHb/LkZbmVO3TY6o63EUmt+w/eKjBjhUpAB+Ov3D14uzN3W2K35NeCOXIZ5U331BROa9cpzpfN1AiVHLoF/Vi55+l2smNO+rLVY5eO+jAfAlg17YDJX+Zt0+t4fn25RcRDp4kWj4LAKqZQP1aRkFa0hY8+5fuu8E9yo787Uhj59xmSzOgZlbtwZw3PwnHyLsACXCiRH6HPB5/Xv7YCfovPLE8R6DRXZeMDhtNPC8nW7c3IHGP5SOMAuf1rG2Z12xi26eSKkoMjScG05AT2mDF99TUl+0cqTPvnX/Z7448VkDkGXmdEfe33XhDzMp4RxPN+7HrJrOiGbhSPlsSB3Qced+aI+MhVD9AM4vNLW/fvxuKeeO3zdcVuBvHsOIV11KMBmdESmJCZifKovU/uytIpxeCWz5fj937HlXWFe7t0MJbk7o2VFVUA5SbbemOjiO1asCNFXzgRbgT0pR0nFl+9+nzpo2QtfGy0s0nogqiY1qEjhkccEwq9ugCEXpTHiytbmhvxSZ8EAbFkf7AnB/L6GWII1ikKbdj+v/UMwzjq0GwShtfv8kYWc0YoHTF4f7BEX787SDvPpRRD1A80+CvLKXFCtButESu7mdqOMtMUmnbzwaIMmC5uTYmI3ZoF8yztBDRwVev4NWehKFQ+fL3MbLg16Z2eFKUYLvr93wSgKsByG+nUQQOmqCqe896KLQoy9uRyYZMEQGzFIua4r5O3+9zok17A9o4NXzaMyO+tL5zeqUUV2TDhuWRyanTKcKmupqxdeY57c5gxVGr4FCXB+rquayiSBHPUAzx/SQy53LpHK+Zpw9a0dIc+y4U7NR1rW/0Z/ZMXLUfqu9q2roNu9dDTk4zNGHh++VTAvPfHtWVJqx+KiwOXvr3aGiipmr116WK3N3oL3zCHiUz8cYsl5oQPN2GjL8pSed5osS07FyiRj26usIoabpW1pir4tS7/Vx9hHM3X75v0yiN9a7bsU4z8y2sbpnUwgituPAf6pMc7W32NV+2fLzmRDEKlRfvSeWt5VcmBNHJgKPrqvlHeiUHNm3v1Kax05M0lDZa4c30SvIe6NZXn04z26Za/96IEfWJMT0tefbczN4bjR3S/5FReeb4VxpkiKgmVzbC1EwUV6Wmp00lt2SSd/wBDP/JXM0yI++H9uz6SuLINFGeKvr2lLav2jW20ruz25MIBo091+fyPz19AEakPU991vSKy/JXPH7Hh8HXTrmsAHY6xf3ktlJx/WUlg8dE8nyrooYeKTDgDyf2wfWW3BBI6YsB9HXwe6BdS+YHWohkZxHWMvb5yy8sY9ObwW93A68xKKGXXDxdn2pad/fH5VmMU1AOwNdezwI4LbaXmSJgVYH1Ne5Z92dkLbWsvvyzHWIA/56enJMe1nH9ekmlYCTug1ZM5htgrF56TpM8S+dOHGGjIeXjenhZ39fxe5/q90VMKZ9A18PGDHe0bIv/Zn6HwhY5lxpzao1GqaydzIj7tZWThT8thhJ4MDAY7M0jXeCENRstm67R5CgJVLhQx3IFcEGfsXHABVZO5U417dwrDxRXT5GnNsNxGUNAyxiCGhp1o2fHR+sXlpxnladiFnEENDgUkObWvsqKb+xaqQgaKM6H2iyTS9sS9i7TqkJFC85ITvuKqiZyI1XsXqkNG4c3oBGAm7VP0f86zRCYeCdY4Bm6YY7DKaj6PvxesCRloz7JGfZiho3vBaZ9KXtPiTPhT1R1I2gL3a0uvHsZk5YQ3jXzkTRpVvQL9fL7nSfIQufiFFCf3R6sL0HMtSqmiMNtEm/kX6z53QSIsbPVEQWryeqFsCpRNA+GZBAt19MKCTiBlRhHT69Ayf8Otd9qStUqzIWIKz/wJz5cZScrjjeQ0AqX/sAwVQu1Xbfvb2IeUXj3ekjwXqdiHAaWBPNj4RosTTEuPg4H6J8T0QHF1e2bMCWRwTVHGB9qK142+yKVbqEQu45otXJS7tYhg6HV0ZWUPidXZhpU9nvRq4NaFvV4IGNwLkibons4R8vrXIrE+GJDXv6ZgVodw84sVkf/iwn5R1USBxZBuBF0leIshv+YbNsLFuvvJgN3RydnoqGhmh055DHZaDSDTl3HJC/StnNR1MaicOnPJca+q2Qu0wLiebqr8F//FP+fbqTIoNEZiXOTbcIELOwhdaWWevLEnPhDjVC/nQw0kSJGyVEqiVEsa/Lj2BqAhR+OvmdrycY+YrX0NA5nhtH2K3LFztnjD8oeec4bGvp9XQdtCwIEmkMwjErvccrPGlT9rJ0vTSVHDrWu56fHH/cQhp2aYSoEF+mpdVP5UktJkVF45/yPPt5WaObQ6M7TFGN8fvAiWUOjauR9tpSJkphNWMKwDSLsoPDRWcEZjAAcP9D/n25oXYJufkHTtQw2eRDcYOxiLVcSDeGa4bujNU2eQcmWsS/t9uZCH1D++c+va1grD8ntzhsb+WlBl6rQY4Lh0RyUIjYmcEW1ahZp+OHuhyMRu6Hsm7vG4ML0EYYo5RReewPKiaE9SfkY+SkEVMlqUEU0davXkjXn66iW8lGSCki2gddHOmVkkDBYCycXGUAl72LNcJ0w1LeCCZHvo1o7sUOEHHDzPOOpnoM/bIj6KipvVnbkW8v97PU2dwQWixIDF4xj9cOdW8pZNahmNpjkDNElBKxxo/GJ14f4MRviMCMQT+zjd1IfRuO8gB47nRDR2IaOM4KXB1W2a3UnYZKj2BmSVTcdgMioQLdFYQwlPC81WE7VYRKgJYd1EyfoUOM4y1Qy0Z5FcLFWl/i4EbCeJXAPFHz7QGOi69M35QE/UIVSyu5FJSbqDr+3MthpiQHshusPWFGdUnto5nguEj5ZkGqbWr718lrynLu+fI1RfXw0L8ECnxYKmE8tKhU1Ug3noDt9U50cj6MY2RdIqT/rDFuOKM7f/UHBGYLIu8vKnjLu6GkR84ZLJrbojG47YAfLMU5e/pZZvzh7x0Q905lpsyeu+u3rxxVvnlH7Y8uSN0Rp7cgEVy79H8/4Ptw5yi20IkojnNtT2bI0/OlFGfgS0dgLDALB750ekhmHJnIBq+gDN0AwLHC31lVM7dCLff3vDXuf3oe/+Xy+gW7NULH3OemUd/xqXcVdhgakQlVOWzndVTmnTKQ+dnbJEoKq7J3nmxJ4QejBtBS1D4mrEMmjotNNjbBPwfRYtvKnF4+67U/BhxuAWsygykWr6WfV9Fl5Vk2fYE/p9xPwchy7si0y6Vk4Im3xb2bxvoQRrsmMJ+pHy9wjXGza8AB8P8mBpPfFtVIOfhPqCn9gVznCQSZrXX6otPJfBi5OAFziSSG0BPvDh4znWpSc80Y8k3Kct81iEBsVkxb1gLdp93EgIQz9CH/jnHGc/0uhPvRvk2z7InrZ9MksERS6/Q2fsyTeThwNIBM2ziEAhTb8O2MGiDFtqOqGatER7KKHacZiX36NRuN1U3pOixYXcH64oFjn0NJ9YNl547XDuKtF3zPFnklpufGNqO4McU763tOxMEjmIMTD3WeG0bi0ukJaImRGJSHlPmfQxoYtnvzm7l5S3RFIijdjeUUFYPJpn/ymAfqF3oI8ZKkpf2Uu9G2RHfpChRzJ1i0q6dFEQrpVaRIal/V5I3VV87NmLZMFS0dAbnrRjgHMfYB550RkXxJON0QfSFCR8LN8EcqnChiYYLhA8Ejq21ldKMveSwc8yYnCjtvBn8CMMSGNFA1aOq2s2z8xgyBmFsxkjWHv4XPinG8mzxJxaAGo/g6H6RGk0FGETqEMJ9KMF5Gl+bO0rCABKGGgxJ94BkgfGd9nBNxnzX6y2g9Q1ma1qotQi4q2obB+fDUkMSvPhOcZk6gM+4Vd1hyclf4gqGInUI8E76x/fLM0wLLnnJdYP/XXb9IezbYxSDH6WGZn4+eNPoLI7hVEYx7aby6a0JwtyqRbaLxSHGeEH9u/RQs1Jvj2+dU8wGsJayEeySBHW7t65ox9NLyKF6Gbs3zCxDxosH0ZXD1d1ZBlAUShoaF2O7lpU//h6VsSqPrKzZlnSumdR/UxXSQXBXxw+lmeJP078u6vELIp9F0hZ0eexEC6zxRUgdbZ58xnVCEyuy4KqJ0vN9Jj0mqIbezyR/qg4B6n3k/RktJSzogI0mkXKKHTDWzLscVcvXtuaHFeaRfbjkcJfiucod2/SxeMbrQbbQr4c6tLxWa0M+RdB2K4zSQj2yrrCc0IrRTe0dfqMPw5J0xSp2XpZbopFbQZz+2uXlMx58717l5S+kE7ObRk5fHxjVcPE1pGK31GNE/3QZkvE6UAJKdutsMVCNKmwJXZ7QSUAjCHypZdlcetyt33Sy7BVExtNpA3LtbI0s4g+8I/wS46tmWYbQVw1nm+aJuECB/5FnQn4IIOv67pWWmGyCrwNtaSGulGzlWv5gE/QHFpMQ+iFRl5kWdOnktdfuTuRZz8dANUohTUN419UKAyA9PJlFShfZnUoTd6lX1TO7tIJ8sXKzYJpPIth8FcewDaJBrE1jeenk475cJxjtkJVEUuTIAYz7eNqw6/feTpNixN8eEeWdXm/NzrDQFo6zwvT6FgvPTHDbJ9KSV7TOrslE9U/V3WVpBLDYi+XZGJMwJ/zncKCKtFMaalxV9qyo772/0C649L5Pp5/u5a/fPb833nCRvq47eVaruUtb3pER/QDzy+3BnJKuuJly0NvMc+CrN/gTEji2puXG/yROlfemwsOAQpR3fXtWs7l1XQe+ReOv9OTqkQNLIvvjGQE6T3+7mkh/fU1bZepgxVYPCjo6NT2PEVQ04JL1lJCqOr6jiPeHPl8FKN4PsGul3/D3dpxqJPSR1w4nPwI4gnt2jbwbRgYlmtnezxREN98ue7qsT0jbS3dXiyJXiQSsyNtV4/64iMkb377R+Qpeizwt8AnMIJo4nnzoqGnrIzneUGgjXCykG5fmsXlNm4zaOexcqUgxZZIsSVQEfl3vnf3P7gwZRvFceVIUES6GjKn3qWyJiOj0JtmqV/n8vUZ6hpnZUo6nihVgpTbt1UC48RQQYHsEsAOgZXRRnHHPkfITm+G2Ccw5IWiTvnNn4mWv3mPqen8roE649wv2THHfX+bAV8DwzOJzmE/+Ma0olvyGw3CJrMjEu7u2zXTVfR5DLn/Gw34ARim2zXfbeXT4RDN32wgr+UY6fUgifg3G/C8Y+b2BeH8YZCD0m854PEInjK/Efk1r/7Df/7pP//0nxHKzWd9uDPAwl9xGJUW5LzowcujR/TfAuhJ9TLngcsBRe4LtxXiNOlRl0WXora6LHofiKr5uvo+VncX/vOsu5RqjRa8dHATHJQs6YVQnNigbDtcTslJDeptB6lMbtCoxiSLaUxoUGsJiZ4GoKXTpYOjfx8NucrptLsxiveDE+PlIlo4TGSiFfMKp/MJp3APUtePXO0ESQZhYtNpERHV0sJoHRxZaIj72UseeWUZLfSiqCKsTAo/dDVYT4IIEH/UChpdxECYX6Bdu3lh50Ip1+SwhezctVtYpJWp1N7t3CUsEtIC/sZDyKxU6vqdHgLtoQ64TkeCtTKF+1FC+Ozmgxc6mxI4aQZhAtYZTwSXu9k05ttZOWaSUOOQRvKE7ICL2CLkZbjJqTlyEFLPtAvmVGBjoNEGrRKJ52QtL5y9u8cbi4gATSj7d+gCEJFdVYdGUdf1suVIspl3+nB7//G3W0cZCAyhSB3DHDI20SrqZtFFOfJexHMCuhDBl5yIlnMmacM/+snn6ZzwSrBx2z6cy5d3nk418hY81/zBWwe7jSayjOfkJRLPiQdeWhb9IM7pnElg0QNFDu9JMcbdrhxpO6o/cvlKIEev0UYQhwpS5T+PxnoFtmmlA/qFji8AkaAbV5Wh1dcUZ3x5agTPcDn0zddWwMd9MZNX6QdebUjq0SiomeHaWmFKT5tKat2jVajdikZRN1FCTKZmkpNKkCS6kdpFe7tYTpjG3noNX7a8nG5A0edeWQO/6l4Oc5y5nxbPif7k9f2iBlpZvoG3Sesbr6zX0NID8XtZyv+S8378YpEHceCEdU2w5Q06Ec/JsWCFGuQxkMU95bQKefX5l39M5tN0bQViMBXEVTroRl9ir0YFb8w17VkkRb4I/YxoCtQq3IlWWTeZY4pKOvt8a8VUYw81K5uMbrh4afE+MfSN/bW+hsWI3JrynTQUG3vxjqWF00iBCuhxWjwnHqAXMuH5FB46+Is2KCh9IX60wtPC2z/+2OVADvwvHKKkBdQcwuJ+1giCiIcJqFdI6p7lIFMEEUjY4+FL+pAbSaERVGih8hHEAGQIZQGHTbRVVMndSgszkS/iVwMaGfREL/7YrkX1w8UVoAcRtRuROsbyLEsaQIgnndmgSgY1+IhjpChT5HwqQiWhz/KjGvdSQnD8T1Zec9vJ5dAgQABkGc/J1vRpp20sGViFykZ/qQrZwQ5+lmU1LDnlLdc4iUD4HxA441XozIFd1BSUUubMl6lr4OTmXDwn9tiWixeQsPT56DOBDOrxVWTSxecvMkFp3C+4fFU7NFIZzyt5npJxhYxeVFIZx8JRamozUKNZMZQCkrEJBk0ds5W6zjWG3pgS3Trt1hrihxsqcReDhFdYMiMq9cDNggyRK0C3xh95OnmaBZr1xuIqHgQZz0llS1tW6QvgIE0Cn0+lpidQOcPfLR4tKE+1x5zylkk5IpBSxvMomkm545WUEVhkq1qJ46Kgmh9ThkuNKcUV8ZwsQH2feYPFc7J4dHOGfUW/BClRw/a6xy5f0gwklZJbFy+BpEpkCg9tyPCPh/fM3Lp4/siugVtH9wwQC+7cvnC3byGKxvI/fwxNtcSsVGzEIJKxCb6DpgIeutWvRp6QhSYA3b16BliBNJHwOxJU0acDWWXI8Issw9T6TOfABDUvv+fpxKeM7KX6++feu4mkDo2yapISz0lHEkcCX8S9LI85gUNSWt2RsmZtGkE+cOs8mm5ajaOOxB8fjYeUhUiH5HTCemiEgdsX9vqoQNUJoY9JXCTmSOXqeTAxOK5i6kLYGBLPiS+neE68wkkZ/2Xyz6CRlLC/7lcf0AyYJOK2reVY2/p93ipJ3fflsWevlZujGvc/e7v07PVcU/SakvLoU6C9Co2AZ3eakROnOzTpsSBjE4Sk9ntuyXqA7kXcPIvwPz1gaVEmrOyRyOo6ym0JMD3Dp52g0Q9+9gXuiBLDkYszPnhjY/ln9fdPRSDNeE4m9KSyRNSWXSqNIiGJpYpSPH31WgUoT+OXHFsDlOYpF49C33slVJE6b1vWvNdbJeX/nI/eHbUeA7dKwJxYYo5CPe8l1pT+T5ahT+M5iSSVPx4qrQIU4L0n2EMI2bmbD1ooFdds2QAX8IHyOxmvJAvPYMTSkLECoy3u8ndbKwxRjX0Spu77LHvKdNzadU37nr21TaWsW7vmaltp5Ko+Ro3nznoCtOUMhQiZeHH2SPAwRqDk2eBEgSLuo2oclE2gp4Qa8Xn8PS9Z7bNvz+1b9BTjTN07kT/1yRcJHKJVsujH/GhV6bPn7+JBlPGchIF4TjIdRJBwvviLT2HPVCPoxjYtO3cdk83Bpm0Edri4AiJdaYUtod9LKvtzvp3AKIg5punLL8uMUYndXgq1EwJrZ5kAjRrPCRK9yN4gurWsRsoIch5d3QigowzFo49LOMdaBtANF2XENB8+wD++WWCOPu5DyDZEtxw9cHBf/cRba9SVwwcO7Z4tAk0OKDy00qH6ilntikVJakA/O9561/m0R+JmznCA9JsRMrA/SKJzAof0ClZfaNu6Di4RI5kCiVXuq7v1f5lbBSDHeE6O+0AveeF3rk8ERyez0VzFa7TbO8sTD3e6uKrqyIppObz7wOz17IjVAUB6c4BED1LvuXJ3P+jtxNbYp1TMc5F3mswmRZfwA89b7eSBi3f9JbjWRoX1y2G2JR17XO2CNpByYXohBcYA+UcjG/ugVK9uUjCcfsBUfZ8dAVIB4PkqQvw9b1bG1La/jT65QO6h1I2vg98ZPqdgjATPy0eoO0gLK1+TO6hAJTcClKniPsLH8iNXBbDIO4c3mWP7fRUarUzJOFyh+lmuYSoZRlnHltQK9dc2tuV7G8vajS0CkGI8JzAoC1AwBEZmzSRwZDTPdjpA76GR/qFoumnGVYbe2Ff1SWS8bniLeelDLYNgyE5qRGKPVsbwxLeWHveWz2+xhE4ntHKOC5jCxKfHNuMZKsfq4TCRZzf5m5euK0VkSufxIvAWK1A38fJKPyRQYv2TN6ZVvQCM44UM5PzyFq4/C7lSEk72AU4/YDXK7e3Ly3qSWauCqAQFBUqBULcZGTQiYXBRZCjchpbk20xoUOMYvnoyWzR93Eeu1ipVUhdA+SyRLe7qRegFZ0zTAyM8KK8GeTXyhSDEeE5ykHhO4B+Y0eEwEUB890DxFyu7WQ+p7OeC5cfrOo2u8STPjjsSWTW2NvHe7yigI+iPfOVKQbq9ay0SlQ43wbbTxlNWAWPrR/WZ0mBLAvGcoNKDp6UmqxC1+sgTiu9EVs6FB0LqD+z5iBFkoKUgiqzor/3lao2SUPlPoJgPLZYDECNVDBZtntHBcsrGbHKglQ8Wb4hu7vNQCXWTGy3uRZDVdbyNSOxeqPEI7SrMIPih0HOR9tzplqO7sLSTSDkS09hf+829XYY8spCh9MBbzCPxnDybzJlJILTjLUx4vjKsvSyxp9pVaorN0S17gxdpFCG79wVrpQiW7Jh+2otCBIbya5eHs4cDaqcZGqnY8fjW85dby7nEcwL/kWJ6aFBqS6o9cvmqVgFWI8XDM4LHrA4z3eBH8eUpH6UaShLQEDpIHD9vLHkhHRvgj80wlAo/3HqxLrn8i4R7nm4EpOuUGbns3A+329Yllxljj/sqXEWAQ6B+6PMUMwJ0Zcq+ulPXcmMD8CIDa9PadKwZd6jmMFg8J2IBxhKs+FC6kSOAex5jedua/WXymqKUM/472l0kbCIHyVcHDWWlXIrRjW76/apARk0fcD6vfVpN6DSDOqo+ZOY29UBMA51YKUmxyUYLUiCC2kk86c5YktYhGAdplHDp27XrkivMNMd9FJglJ70VVJ3GtsYApupGxRT4jZDjglaJxghuKnl9ctKlQqjDULsPjRJdDBo2MPlscTb5Eec4n+tzXqMUDxWZ48/u+NG9E5FCPXsQTXLmcIejHj8i/uIFWO5ehhjPCQl4Dm4xruwVO56WkrTdZeT4aDB73OWLR4NkUiUClPzxE6qVFgQkAqn5LK22Y6GetUBdP3Pg4O6PJIwcieckxwKjJUGeLcgUSp5ha4oy4HI6evCqWqhZ7OExYmXIyAvo8nJqSty6crtrcLWu0A9u/v2MboPJigf4gNrhttLUqTVn9w5v/v0nPRL3QR80mMrHtRx5/HrDuyGlz+ABom4yLn3hL/WVZZ8/9jilH9VWlr366O4sCwFoJU7Fc/JCioMEvKons5Y+klR9n7KyR+IySkXd7Iuy1DST1R7b5E89LWwiN/J0EKumGkYr5rWrtrNo03hOUpL6nYrnxAFtK9SClt3xKhMujCa1/NFL7cHdyA2N8Ip9+vLZ8z8cIluzCzRgZGRDWHLS8ZTcT2PNGCGFAW6988PhIGboryRZZNyKFi7IAmLyHknNZyjz5ATnCmPDuwQ7blQsPfjBvZrNC9SFoGuJr+HWxK91J5mxRyNF4jlJTUPLosXQeE70HAmQ+vrKM741W6CX9S6jYsSOenwpKRlI9Q/jwkpYJHgIH1pIniDxnDwQK1Q8JZ6TVb11o88vXbznI5fCOQRE3/bJj96vGJXaCTU3MqNW393zkQQ9zbUVtdeyKfKf6zsq4qGVSeBUE6RiehhW3CqeE8pkhhqkhUKS7oldRhP++PnVVnSYjEZSQ1YHP/oSpDMjUuUrWPxrItDKYDBMEumBrj2+EjGeExJgB19/8UngyMbYEz6sMzRI5E2wEgQGDV9u14vMCGIH9TCxCT2sgYuN5LCfVj1/paFjQCOF60HLEN+AhivQMVyUCYMSVNNebrKtQsOGWWARfVvrkfu0gh15Y1l5X8IqVZLwn/NcR9DKBl5/vvLOlqnV3XozLiCtMdzZ+5FcxfNIPCfHfeRuPPAPa5JBpuI1EhjdJRADjEuosVRfDFDFAZDCifhn//yXzz5B5MP1lROOfPJols1MivGcMM7Ec0ICTN2zrPijkykJPZ5cRKHCemkV2VX6JEBWN3toz0KlSsvohjYZPn3gidAPY4Vw4VCbbvKXqD+oPnlPg47ZERliz+3fzfNdSDwnDf7VaEBYmvfBeEyhs1PMXdeKsTxLYi9BypKWbAbX0UjrnmVPn90UeyqVtWKD1jFSNEXyLgri5pHCdJBOhhuR11xPWdkthhzU4BYkfC9ncCgrQcNCS2CSBVAKzOLxjdtWd9o4nv8FZkSI8Zx8TInnRM80/Qg1nhMCkJNsa3RL8XRzgESO0f05x3YmkJFL2Zr2zMhP/JVjhcmnAogdDDF1Gw0ljBiW+BGMp8spH3a+/PGdGjaeE0GgxHPS7UmqJaEJPhiCBufr8iW9GH1jiUeN3OCCCDI0uo42fGRTWvKGJHIfI/SDxRmkBYVcxtS8Mi5p8HHreUxAPCeVpxbIeKYaqmoDpGqX8ZBUPUNphYwB0ZqQbBbDSxVzbIUzYhxmK1HGc0IJKggxnhMCUOgGi9Kmc+OPe8uUCF/5kwIDtNcVYAxHKj/xlz3JM6y8h2IdKN7DDz8sCR8rII2lPUHxPXmmlfe18g+tzwCWOkaKM52J50Quq3uWb+WQ+FuVt/ss3UZHLDt3+M6tl6RywPDxfYmLgPpdXmUZtjUHGDFCkFVNbCK5PSSAk+hmpC4Pd7ZPGX1jjmk5DI1qItEZUJxDi+cEhFaHffZ5gSW6KRD4jrgaj4aztp8jy8NAS3Wa0eUgAVlde7bVtLpbS8PuuJ4RgXRxsjW1gvwIkuTIsrOHQSgnMCItGClb15mNIsTNAkjuleoPMPGcjLwoM1po8Zwc85Nh7ZpUWKir3O55D13V5tiuHejcrkhwdLbp9ckpyy69sCw54Vn9fWZ0A6Zjw5enaKQhz/JFX4I45TDgjTWBOi1j7WSp0YYEcNLc56n0cCcaZVVXiTGdmGycugJ6+qL5GUaah6CRhj3NROI5kQrD16ElS0pFeixxncnKg22pqyQElEKs6mNpdLk84znBmZG/kmytl0IK15JTZJO/UpDtuG6u/NqXXTxaVGGCSrFl3xZ88Sk6xC/XlD6dXF5hW3bMj7wQOrcrrxzoRBGiIn1ZQ9AHmdo0lOp6LvGc7PNGzWRVoY/JWxacRnnfwktXrytDXttZvvwY12q8NHpVH6N0DHeWpqZNJ53bVzexcXmDb9X3ucv6fRRIg24bSRZcSZkNoula0a3llN+zFEjGJvhpPFwGQWl83JWjQRq1hztBYTHchvyrdc9ClZrzPK7TTQEAl3hOtKq6rpfgupajQeBcgdqNhbPaDASgYQauZ7sqnhN80Q9/9kVSt5dC6RgsTl3e76PUKGs7U2IbvOUqx8BNElrQqudV8t/4S0F4gtA+BZoIeauk2qeFKXBuVxwhUqfiWtDhHR9gaKQKaPtOlv27g7VKFdWiC5myPxhOxa4MDR8yc2j/32o4zgdQf/DwvkUqcNPBQ3cOgVBOiCV7PEJmDu4PgvN78o56YoGHmt7YhwrtpwNlGLxuq0MeH9oXzPG5HDMH7/CH93z0HkTbiPzrDn9oH2dYoIqmQ3s+UoMJHnUHD+1bpEb65CM+foffv2eRUuU0GLIIMZ6TmUMHSUg6cTHdnWKNQ/R4afejxnvIb2lP3uOhhtB6fAiEskQM+buFHCFPIuRCmVojQLAtVHOYA1VGig+034tEo5QxlMz2VGraFCllyPv+5D1GpuD+4DpBrqbcJBN4uQrOl6IA61i6vILYwWGz4+eNMf0+bjtizQ1yp+T0Y55Hejdxw4dmuXt5eEFwluxpZRznTUP+SpnIYNepnLvfZCUBAYUnt8fa4AagZLusW5gWOZlyO7KEimUKpIw2jjBBcZwONu4IoVB/sP1yNRolXri3NdqQ9wxY7swMZ27ScDyPwzKe44Mna19XrAQRhOCAUuDMs2A3q9/Px3e6EhbY0zjd56LrBJWhhAC+44ohuCFlkTpzIYcBVBBArHMSfBzB5ixC/A+k39CID6mfOXgzJ/pUsFw99H4j8f+BBCghJLl8W0LPQoXH326gYWpvbBBFxB/z0ag9/pajFtpVsv7KUfjk0N9yIAjoQjZVqj1+2wE+d6P6NyK/P+t/+M+F/zwrB88mAkWzLXDlfbAbz8mNCK3xnNAEfV0WzSkQzvW5ESTmNsercQbMjX4Jb2xsr6wt0PyQ5b8Z8xGULKycb8+GMjaWhXmVEFXJ6nYybLG1xoYiRxDXzmfCFNMrcGh1eXtrc2PI8j+M/MYIkmnw31qEV2UB8XxjtMvmFp6vroFnWt0KTcxtr8F/bjY3ZuYUzRZF/ebOkht0vgpzZWbCETPLC3BoLmqsabzkxtYKH6DN8IPQ0fJmNFldgdPnPG2+uhl6gN3a9mxkWeeJmysL/BZ2mAPdZpRZcZIzy3xwJuSwzbutaLP2NWf4IpZnQw17a3w46qzC0SS/bYUZXvaXC/O0HX3WA+sM/xd2Oszw3zyFGn0yt8l658kwA5sotNRIb/AYtRFqcDXuPiJyqY12KD64jTZRFQThXRh+HFxzhMRb+aiqqpLInApk95ydSMVpMWwwguqniasWLyiJjbWYUpznmZvijefETasomd05PjkuPVcnkq8BLfLkqce9NIIF1ZoIP+zzcaamk8NBzHth8cDtC+cP7/F06gax1cU0nf/kMyHZk5kkrCFh6Adu/7D3ebq8frWzXMpBIf7nchhL9qY+fJE3IxZCh3/Y6824z6Wr80iBtFeVlRzNrqlkZdqBxO//1D9+3adm8JXOTeVk511f/+n/9dpH9eEhUNxO8Ou9qXrnumzpoDPrRtPUsnOBntRGeLOgAl1AON7vYXZYUcf17EgSJ7SjSitMFb8+/JSwH/L762p8lXxRJzyfinxbkPegGqYSBVv9esO2lbpczzv9L/lmyjeR1wczLtl26Y6K6Z3SlB6+dfeBhNj1F9PqBxL3/rEJCLLValVTiNO7ZPpvvvjrP024BKD/+Xpwsb4lhaL6dOMDf1QfkrwJlX+6cKlBX/drHrmFj5ZU2OLW8mVGG/7OFmAHr5cTQ0qRjE3cDTtwvTx9eu1W8nNNAXiiR4uIo8CQstZUYX5RpREQ5H9qRV4vquHGiomtaSShe7LJYvjy+zTp6X7JsYo4Fvt0UyDjGr5p0hh8XdbygBHL3S6ekwUWnOME2SJf2QoXtOl0oe4LOLc1EOsDR5TbkiHio+fOih0uzoTrk0YQLr3MtkafCfhVoB8uNka3HN5/4Pb1rEikqga4XD7g6g3BMjZxLywxOTLx7v4DIImTP1JfyhvRxA2P4QIQeeTtZJpML+KlrdQSRZLp/Is3EQ0fhxr2JBNE1bPyqdTIvV0MJrUc+7KzF9FyqSRLFOPSZJvC1f1y1M8lnrwhOR+G2DV64bAP40bYxMszgRSramJJeJqKMie3P91w03hO4pBAWyzwhu3Dqc2GOUV1Z1ZEwtFgD0FYNDBZCgrDn9NweV30mUCljFfUvMqIaUBfghnbVvVJZQq4Ykya/NyLYzQPtI8vA0mcIHUlhI2/jVgVqGVk1ZPZTtRfwSXu8dGCbYk9SfDr7i6c0Q00HAt/DCIZ5MAOfvb7pGsVU3qScSHqTCD+oLSQgeuZBte++CIYmZJnXOL/fmNs9Oewy40wj+41rYK9HJB+YdQX6rlRkm9P1dV5yiZdNJ6Tlr27eX5mMl/Ec3xnXuieFljmFOxQkYnja8IgrINs9/iNWR8yc+DgfkpFJWzI7j2eYmLJ/j3eDL5Cy3d/dL9KBrd8Hs8hnhM7/jZ5WI4dP7glPbFH4lbCnuVEnlpACV2E7Bux1R3GpdgNQ6TndN2Ma+q0+AJleJpP/OrfnktCNLyjpqw9iRgcoxsrm7o2bjmUjg1f+3N+xS9QX30cjvoDB/n9u7zF2IjdQZ7QO8Xd3rSsTpA1E3mmpKMHgjwddbvBktAZYmc4sWsft3hO2J/f4/fPcs0lD+j2YnTZY4hE1AsUNeJUU8bu3KCN5wRv7TWfZYrmFPonefaP73Plq9Nw0gEDVbVeEKDTLajo5GVjz8BNYsnlY0Fs1Wzb1uQ1537tYYVJAOfiOZEPFXLJ2KRi6Qlfd1N5wguo/r4i5k8+bHW7Ccuggq/5DAZ7xSVLs6LRDGNuO7FsCqrhQzeXTjyTTAokdc1c+nBwS1V5WxI2NY7MW/UNM5o8TV1t17V1yQJ/tTVQCnG1c11TAEnaXlw+Ut91bSuJTt3eDFvTVma02lLWNCyoubHuHBLPyRWwax0d3RDB3xhX4/ffIf2fDyKpH33+t31KlA8IFXymOFByQUwTmgdi/cCFS8LdQETVsxyDvcI6pyi0r+SguuvCUX9GDELZT5lKESpMtqRjfgxx7IalV19sTU4122PPHbxZAj3YjX79Lz6sjrrb5//em4PVvYuf5kfRMjYZBxmbuJVwrtUNWImrOzKWULmpzZ8vd2ma0Uc4xvTg5K/+7Wwyv3aGmJpu5I3p497t30Pz2MCQDmP0GT8xdBYsNUXgjfbpxh5P+kf0T3NsV66BQhZIdDrup6+BITCwp8Wd8ucUz8klYlcFXOI8fveZ/O/va171yv9M0SveLm88J3N6ggnWCxA5uy29Gs9Jy91De1CelhEEKuabK9fkGefSnZrijJhmarocKfexpBTDHnv2/I/PSyoM8SRnEDbx1jaVfPncj225pqk1pcLZH58XZKi9mNuMQHvv2MZtjQFh6MqwoHYfN1auCnArutE35gTYJ9ON5ZkSoJ+xYxtxEcx2PLg9zqm9QWkYB40B6mKQA+CmvV063HjX1Fb3FP4WNvBjBxKsiG6kKDMq6fyPt0A/Fs2BDMGEyDdNJa85e/7WyyzDiofasIPXc0zLzv2wz5tLPCdTycvO/nirJIsWz8nnffOHvf6EN+1+h8ZzopBkdxBQoMC3qLJABSFNdEanpqDGKPw5NzRBv6pd4zm5fO4w2VOmq0DaNxhWnn+dOZd+ZPFEvjkqqXX/rp2LpJzf9QUrjgZrVR6khLDytD/6Po2Ibty7UFM7mS2yk+JfTchIYYa3yx89Gs9JwwJQoMhJTqE09Ln3adWTG6dW793Nzxalxjb4oLApn27av3umqzA1od/LlcQuz7CqT0JVKG349aFHd1FoxibkTMbWvkLSIam5CxrmCDa9OSUAsqLfq7o9K7K5b6FSETJG7HjopR/cYvoYKLBGJJL45Bho31B5xocRnrwxrn6glMpdEc9JBiWek8zHgMZz8hOf/ekfqAk56ronT1SE2bvr/SwbSJiYheYsm1sHVi23PjIXatdMXeA/vAou8Zwc8WGAsPF8a/TJmbkEnlt3i2EqGV0nPQvRA2ETG6ex9A70SEgEUNFiQEmVfrjQWol2Wra385+BhXLwZSXRI9nxffY0h4xNSG/Xe9zcyK0KS+KkPC3hOGrlxtZ2lk2BIVNJR7xdSevaM2IavMU8L6LhrNOpWlLQPcmLALnmhCE/iCJsJvNYBMvOkeLMiMYHssHrKdQkrn/Vnrn0pA8H+YalaLdR/wR6A86I/29CgJh3Ip4TSNZZDvGcfIis8ZxoAxtwSSEL0jkFNjtc0hk3ZH1o1agIFoujsoTxVkmjr+/UjVwv4xTPSaAEJWjmiFW9O+YYfFXXi7IMEW+wxcH47BAcj2+dp5rDDJJu//cCkf/sx6Ba0c+XIzEiLCblGNbzlQNjcwZXsUU1gc4NDLofFkniJM0IV0UE8gg5uoAi0ozWyMQeT5fSDgOH1gHyt11fydOwLYkYqp5Bbo8qBGtj8MifEnuVkm1SaYZheb+vvnb2/FEfqmSLlHH7cRFBi+PkzeefPJCI0YrhIt+26h3Ec6IPYMARqTZ9vskEFwvmTYBZqQcWWxyd1RRgxTT6InHUL0mqN60xDX6oKZhoSb9XzVyD51E9D7gwIoFrcuwZuTqkvmvT7zFf/qMPnZj1iCl+UDnho4XmmCZ/5v2CvhQs0mNJAcO1svRl8Idu4Ho50tNNSflUwj3nf4R2ZEVTTX2ghqsQDb/csHnOnhRCYGu2fL6il8F5yNLWEVhkt7c6EZAUV7xRhOx8fN24lJuo0wGYLdy4TTwncnLKZdp5QUSYgPktBUSJAut8utNckT9NnmiU+sraJY3ORkAeMjNLtkGzVcQb0NXuU2CNIoX+cxCe9Qipf3zrZYXFsBTKOrnUVlJmjvwU3VlywtsldOn4HdwyNnE7VTCQKz0LlQrHaGEGaQoI/WWvbA7UKKEDsNucV9/qB5EwNTgKtoqhhqbbf7ymsvx0EhksHgXl42B5rKwAcdmYIOBlitI1ETWIL3dutW0ttzrja3+XcJt4TnS66027CCSyhJCEBGH561k2fYIt9nQ0eqdYOjSKAncjDlLiOVlAWoejL/8MfCcNu/uYsCEzIGydFf2eSA9FSG0lfKpxmyswcwS4VJhimoIYMSKaQ8Ym7v4R/XARjHokJdgEUslD/kUYYAFKrwzOizvCf86PPO3PYBuAhtM6+Za1sWV/OvbQLjTYktGyoQqkzehw6LAl3j10h+f5Q/t3oyvIHh/PmJyaZkxP5d8nj228S9ruRbQBDrnwTxGW5YJibp2NP2PPUmAbWIXRWkvOFS34/Z+69M151I6MERTDSDwngWObLBGxV7/hX8JYsCx795W2FAxgq2Yv3qUF40VdSUB+IJoZs3163dqrF5/DnbkJC+r7WHoKpyPVz7KdKJXogTsJH4PUSMzTkul5GPrsbSUSfRAu7vi49x00ZdF0TcACVxx9dZumdeAN9wFXtLQSVFqyfyQmk7Eybt0L6Eagj+dxa767euGF8X2uNt6rI3zI9WxnlJUGEjwTlweLPaYJsSmIRm39a2rBn/yrWRTDLZ6TiMb9k29FVI4ZRf3SA2k4UFP8BWdDsMWobUf4eL6BtIzZF7xIO7z5izkKEh5E7HEfhsqXcMrYBC4DHHfCqZQkvvpG1pJHoR1vaeEhsYPF9hUPXSkJofaXYIK2gEHhgONemw5nOAPWFEurY+WepQUgZw0Wk3GEE+3dcH2c7N+zyCPsWcV7vfNX8sZzogtsaNAFZYVdP73cOrRovX4O2DQ2YmRS14jCP4N4TroZeqsURTbuI3AvJVjA1362IZorEdIR/tW/pvjzJceDtQzkDAq3zU3Y2s5szm86Ed1IYSQlZoywZ9Bm3r1AukezAXOcpsi+gm4FzCGmpFX+DBfP8QGX95DBjvaMmFPBi9CS3VdfU/r8CDwyuTkPCtJ+TiNl4OAF9/AexHOio6esZOk9YUGixxtbIgKdkHoBjI2/fSvio1aj8sha0ENR1Kndc5NwdEXQcLi2A8S3NlQYsfIB3fg9cm4+XC3kmEiNDWc+jEPGJq+NKx56upPFowURHz/gSIGW3188/u/bziygq5Gd3gkbz6r82pcr88QPgeVfJsRSm9DY3HAe3HByedGMDAyp/j4r+k++tMKD3ICYd5d4TjxAD8xxCp3cxPQO3+UsfMI4MepyYGqOlSepU+M5WXb1kvDNy1yLyLC83+Px829gQXbYY2FvTK4ezoi6Qp1QrHoCLs4y5VChYUUvrVmPyE/mImQ/zZSAEyuep45E4rwO8QLELjHYxwVwPmb75Ftis27kjTUel5PCBddzaoGzRNMYc1LCle8S0hAW+x0JhBGv4drpyetfX1B2WoclUV8voJqVWN+NIWjk9i5siI3nhCn4GVoDDJVkjl5ffjyCM/h0eabK6PvMcKtW5tdAAXaoyWzT46UWETUAU1YsnhPFIrwMwtOaMq02Bo/s9mObzPbYsz/+cEf4sS3XGtPkz9a8yohs3ruz/jGcrjHyXe5YzzfVNp6TOz/waNnnzcDZkeCyBiRN5E0r+r3cBl23A2NiBco+ySE2e7PVWA8ISERVkXCEH1t1kJ5LexjDIjhemENpRgWIhuffX75pVoeOAFi0g8qVv2u5saz4hZH4ga7cHrjQAw/e3Gq0vBs1xaDHJK3cZeb++Ms+40PexP4afuYrPpM3nhPHQ+8H2d9jEhFVNfj0sJAcKTVyieeE+3yJO15nkBcaic2MSENToyk9DWkkzASn9UMKTbEtu/rNy7L1a0vhAJOwZxuWnKT4fPkcWIVN5KCxsUnFSwvZjBaPFhqn1hCXohMkuhe+erI0nZjMl5Snxx9fgI/ZSZ++/M21regcj1g8J6cDcXbvL5Z4unAG0XCFsIYEED4OwzLoJONXAIKPSpMdedoJSK1e9unLl65tTYlbm1V5OoDlOHo48gzFXywrCTCOJHFn7/m9i3hOvjjDXlLeeE4+VWoi5wQC7k9DSuFxTNz4r1aYrAK0g3ciBsCa18a51cgtFNxnpi5CSDjnAVPVVZJpsk0lrzl3qBNajoQ9c/2OysZzwlWmlNgrQTI2KU9HA2ztx7gbpgqkC8ijQR/xw2nSrZKKNJ5PjWvZ64tOH5VFFdfoR96YEno5t3ygIVT51qTDoRQtCdS2O2swk3e53gdyy2JX43XDnWVme1ryuit3Zzd/8UkP6/pKN/yiwhp9+gHXqpl7Zc7xl/SVLhrPyUwgBUsNGbwC8rU4opqkIbZ9gy9TTCdFnNXj1747eyQVp0xuobO32r79jj97l04iHcPPv/3u6rm9XvrhtqtHfBcPt53tkeIjAL75t0BcjvCON1QeVkVV1zffcS53KcWx3bqGnPo+PqqCBZMvc/kar8OGUGed19c8v3rMBydrk9+04gyWUwsFlfn9QxhT13XtLKdgveDB4di7TykMUryJjyvn3b/2nUACgtk+8c25QEl11zet/iRJek5pCoWtmyD+z6D49fJyQ0D1s2/v+jHsUOelI7R4Tr459sh9kr+Gn3NqPCfTC/O0aQZQKdXh191YFRMV8r+u9t2jAZ/lGefWoMlsxCunLEOcwnO7T65Sa1ByJQdnCzKpQNvHYQGSieoiyb3Q9rMKtVb6vj40i1HAAAxzb76UIRyeRR+HpJQ539DFVW7+n9/hCyN3HodUxAJRFHYuqhmNVag0KGqySoGhz90qcJnIcTJXNEgnlH+wMCR1nNHrO15zL3Y/e12cG8/J+QL/wpugK2qPMh8Svr7zN/89dtDwLxPk6McfFbwsP/uDv//5DkeZDy3891ZIAMkNsXUQYTwnoJZp/vBfMx/zi/cLzK7yrxIPL5zPhQZo8//+flDA9N/wnfRP7f7eT3/VN3yIJDy3Db55L7ywthkeoHn//ceA0HhOPu9bP0hoPCeP3ifCwqsbYeZsBM5DBJT+bj0fAJiV/lw57zNF5nl4bHJeJIVcLxg0npP/PUH83tINmUFj/YWNkHOGRnOh4uRq8tluEPAsv+/yFXTY9b4J+mOVc0U7zU4HD6fQJDhXtDHLWSv2cvNBg9ll/kKEn/NnXd0KGeeKls9R0Dh/VvbWWJkNO2fyPB9GzuQ5R0GCJDiT52kz3GBOL/PB0HFO8TnKR6vnFC+ctPnC+Wa4AHtB4Vvyp7dXQQI9RJWzZmtzJkywNZ09DQJDsJw1q1thqcRX/IZryyGjxFfd7GjPgEjObMChhZWZsFX2PFpb3tqk6Y3hyg7A7Q8kIJk5Z0x7tdh7/AwNZzaom+uN8sLnnYN3As8lDFel4FwNJaXgzNHoL5bv8owZkpAMrCwoLErrcJVb3Zo1MTQhHXG+vKaoPL7DT26BWHkqZ03EUMYc4mxy6LITllFAXgISUEcBcx6N8iz4zI6gRDHXS45imUV0XUkB45rakkhm+5MhjefkLJsPEo3nZIxTDT1/mPvDyLPxnISjuizaWT8LDBXiNOapVat+9u5ESNV89XJ3JkLq92wn150IqSS4qT5OhtQ03tn6zkRIdQXeyfUmQuo8cSd7NhlScZKn2bsTIbWvyU4yeSKkCkd31rsTIfXAOtXP0kRIZdJ2czsTITXSeyfXmwip1uK72X6kieR8NOYuCTicATgrAxoJ2KdwaogbJp2cY5al9b9ANTw4zpkhrOK9oJE4c4MgdWaHxLVmFl+NShZr8Vl2Z2jYdFphr2uAjVHYH9zX0veHI85DoFGYIMoazwkxRSTNvyRLjtpOZLWT79QK/t1kW/LrEdSJRgpaOUHX3IhMQRtSv/vAfqSeE7ej0RKbZw5wqedEI1PU76btEJGdwmvNLLYac2QpG2c1+5jj8fmLHrisckDSdphtoGbltN+56MOUa7w9mfw9/2GKLPLGc/LgFdhiQn7iSUFecajNwsWJRhU68XIdf65Pq6CdUtX1cl1Sa5DcDW+JISMv3vIbsUv6DmploeiqDbl8Fl9a8Bok04C165BeCeQqN+D8AnVdWwvBE4S/XjeUYbNtL9d9/fCeUSIHQviVds6dxxNoPCfQjEgEFDncJv8/Kg4Vh0gCS+hDAY8Krf1E8b8BxgunvhTyx+e7bUaTItorBtrXngvUqD9Eucx/5PNi4zkR/ouqeCDx118oKfHkhOdtjvjA17g+GmcJykFa6dAWiygSphb03TMoIb9kvf+PPv7QFV3B0+2dxvNGuIR5tCokL4nSNJ7n06eSjgXJFW5FQ1J0ZLPRFtu8z1uJBMZSUoHsOAiO2yL2SCBiPCeMAdrAg8DvsOY5Wf5jEyjfx2xjWwR/fDjgf3sOxTcL0/vzKkF/HFbo39+AUo6uTnyN4gMUW+NgMad4TmKPBSvVGlnVZA43rDyA7irUVL5jLM8iqmx0B9qQ0ZJlx4Pm7Eojr+3MtU9fvfj8Ra4p5lSgUuYYfpVpW0YMeVlhjz/mI1O7E1AUSoVtzdmL18rMoHsRhbZqbJMJFKpeaiR2yFTOxHNiS8HL8mN+Urj09w20IUn33LIadB/znWHc3Xnnp4oxXbTEVwwtnkFxMgxTtDssEQn/QP57PzNsWtb84IN0pUN+rTwGU7og8BZKPCfoi8pAxJuoq4TorDxYhQhaShAa1faOt2ZRdCNJzLhm5l7NMeOQnNfHu8YjZGY3fpiyRlBzZN0pO1QiDRvPtyccC1ok1E8UGFb0e8NAjmxLPLJz0c6ZzhxDYre3wo1olbUdWZWNe4MX1XcVQg+hWcdwkTn++J5FO2eLjCT3p3cmnpNmWjwnwcTk6o4NS5oO4IV4s/p9jxf8Tq43FDIfLMT0iVOrfONbUx1mxYlt3Y/cMXuzlPx3j/oPxQ5eULkWq1B84rYjBJRygqdQUo3NUTu1Ds185QcVAt+mMrpaVy5wiedEDhMFmyGKvnIBlvN7Mi0mOdiWbIyFGSvGm05RRbKpEqFRCrjcQqFCqAUltoSafkupUpCjJE5QCjzXFF3SkVjzXucSUyOpeZ25BP+K6mHPsiObA3ToCyBBTA15hDu/d0VogQV80ku5AeYOvXqS6qeUbjRv26o+hgMGiedEwlGFolHUvEpfed89TxuWTGX7QwjImi0/PGJDo3fgFCehh/LKqtHCjEicp9Ioqekc5XEsUXkoeUGB0nqeI1FScRimlSuhFEvNFfk4Uj3KWvI/6nkyFijwVbOiYeM5GXljQeI5YRwjhSJ+xUOuF5KD6G9zo84E6FV4FplLp79NRWikIO/nSxfP7w2WKdRIQSV7PWZuX7x0npQKytSg34Tzez9SEfvk8M10gcRTosBfkwBc+jpRePWpRzZ/QU3FOfMExm0kfCw/6if8Vfiw2O3fuyJMXfvbmBOgcgatDmbG2U8/DF+EGjBBvUgsJ/1eHFk3GRbPiUrNkR8Zhv7HyFVzaeYCzrI7w+AHYIJUn9+/tqqsPUV56C/vAq0EipaWwDRea2UhEKuEi3f3fQTJTt3shb3edbefgyG4vFzDOAZuX0SGyRXquq4Lh4O0joFbd/s8Boh55w/jomaNDMfOw0FVty8cDVKo5sFUxLZCr1/jOWGqxrB4TkD8FyLriuMzB/bvgmpTeYi5WPLFym6ZAmmU4vuUpOflgEYVOttWZjTxSAU8SmHxyF8rT8+2lRot9tiWvd5KacjP2VGnguRKIeQxpamSc/sWqpC5pakm3mpb1lq6fkXhxaBuW/dPgRLYOiQjhB7H6IvLx/3ktHhOGt2JVocVcSJjxALauZM6RvNMjQ8gUCRVz3I4VRegoUzkeYaEGTVj1+l4GHbkijkz/QmF3B8OhcuwHQb01dVMxgnYLWzfQPKTEoUDZKSdZuL5KZg8ZKliuMi0+nDn1greMN2CVNPC83XEMnocruQjf7Ekoq99g5imOy/KjFY7xDI1nkfkMjNEuq5S2zz5C2ihJaJV4zlJOhoEedkQ1H5CI6nryBFZ474rS4Nh6DLKRWvn2yXHfZVq/GVe0HwTEMvqJkpNtrjvXpabohv7POWEbXGlqcLll7lmGPQDGiZ8tMRoJ/aVmaJW93gzVcTcqTXffbvVaI1+3a89cEWhV8WunR4ofy8jSc3qHi1Haxht2DhauVfGL1HwdTqxSBAWahlWIQ0fz49s8gPABNvpALnaiXhOdIsEATR0g+2qPLUgBBuinitzKLGTPRuc738YtloUaEkAoAMjBKWOvOMl9njCFURlml7z7cuyDPvSBj+JbqTINL2unMSqMjNcTRRyjaO2Mxsi0NYKe2yDnx4T/kuOLW79FMRGC9kd0yq0YWTHDMVOW7IxYn5Mra0XFgb52TbYp9FIaIh5nmEVaiS6Dh71Z9Ee25RpMMnCl8e7QJAtMgVsvBvjj04gqsYKrDHnDu+e6SqBqhOG8Ll9ugUMKcqIavJjQn7OIch0xPWVYM5scSYpDdKhUQU4vJt/fDPf+mEqL3ixlhHk6Kbd3pEV2RwglVGG8KSYxq0P4wQo6pRPzc2X66GD/qxKVtXxlqRIKsQYdKWVbhj8O1o8J2iUdUiggYlfnr31ct36y+f6fseq58xEbPSzd4c0Gq7T8a0pDjNGaCSjbyykfLxqcqM9oXX/bn72erYhsdtLN1xsMU1fubt/N4k+cKE7yeqe5SDLHt/MNcXf8+T4Fmsw22ObIfIVwvCnsWSPNCMa7LhVaBRFzouJgf9PI3RqH0X6pglKPCdTa65Cj8hYNczE9gauyubWdJaTh4EtxpX3lXIQIkBq4r6x8sjGQHbodUbMqQWQZJAtKPa4LyEj6nSglBHCf863J/aKwwE/KHOEIeQSBMVQoWnFvWq46JH8GEHGV0Ev6h5T2No01DwuFSapoXX5cR85tkPQSMMmcgwJbnwa3lWaarpVgiRxAuPSwVa3Q6f4EI7RQvvH9yk0XOI5wWKnUerhm+gBGWKNIq1iZAp3zeaIUrfZG5cYH/Aph0CO3rMQLChOteIEaX9kXnrCexD62unFCDJhkNhx0ockQpaIxF4tI4DuV0hipRveTNIsb0YQatHgDAzRWOAKjBHY0PFs8hbHVE2CHjaI/aSszDw/xuK1rVHXCQtbO1magfuybyKZk70+SpBtjBl9T0+kGK1Q2Wxj5SG0I4tEaFYjH94yfWYnYvF4vn3VA7lCxTPh4zm2xgcEc+xDb7lKKgwVmVY8pEA6I3joKVdplNtvvmzZWzfxsqVbyiplYv5p/rfwNoyk2udeP7glI+pMn5LjHVw3WmCJaXKnPorUUANvW1uWknRRgLYuZNMDjiN+5xgqsa8kcIvnZNnZC89flpuhV6G6weIMw9QaYsjWClNsw1z6Up7YyXUH8k8xxIrBU0HIVMea8aLmBiRWws3LzX1ipYxB/Sw/5QcsOQnRB40RVL9X1cTbyjM+MhUvdYy0XW7gwr7yHiPXaHUj0AtOGUTB+xJiLlN9I2teTAnUtYZSnG5v0CyyYYL8L3LpC38BGh7IwkZflKcuO7f/wOz1cqsI2cllwReurhJ/iTJ8bFP8o9BxgGzglad8UXmFfKjQvuK+jtxJ6PVWQEa/OJ0DdjTvC6q0QF2/e1dwSD0f5I2uzYEQwg8x1Lf3qKyIxG4ujUZB05IoKAXwcOOq9vtsUfqy1n07hfqJPHN8vzfCC9DqnNKeO928F1/FRKYlDQt0w9dTYs8Ri4WZmzmm+P732MjN3dfh0EAIgvzqWowcjoSTki2pWKZUaasnK2K+xhVlD1kF+i7nAGrbjUsfoSpoD4hKHlzf7BWreuUKju8YjZ/zbKtJ3MITu2+bD9MAy1NKzO0NiV/3R+r1nl+jxHMCxayOukM/CIeDJHiIeopmdomaMYM54HG7JLCAZGNA3A/Vk+WJvWGIHa/gG4hD5SGgxOrz5Y/QW16AVuUU3fjG3/+Lv0RNfyMycOjr5DZpMwPuVHfXs1CrLOqGvqQrIldDE3SXmHKpPKKyyV/MCLDPV9kY4BJcX0QPd/Z4QgVS+GSOPbFHWfcYQpElhuxoz0LNdlxJbpRdnJ6z3I77wAe+9QDK8XsrSw6DIzVevAZYCRT1hMwcvN1Wal76J8TK+3IVB4OvSdZGIVAHDgtyzq8HjAAMNW4jUU3UVybIk4L5MBXw/62IXugFSn/lFn4gpsFfqaB/I42wjhxrQXmHGOackMcdzbGKQ0pQYh/56oeLp5r8ab5Y8VCmRux4tWFJg8cIDNSHpxoU9cJJ2CRcZzIyDvGUaJnwx7eQvE5SKiwfqBiNlBQzws2bvknCR0syoO5JrvZwyhbjlvt2RpCDVKOl4rVwBeEkdFdxPvykkOPbzoNqr4fFc8KgMgsfFgxRkQV9x3GQBsWuMKXuChfdyfUGmO1+MCe3/cfrq2HkNVajDCL/hGtL6/k3365dn5xaYaXplas5GPkLScyovJdGpZQ7+XrAUNOEcn/visyLaYLCPKsl4vJE7CahLWPHeVAtgATGgofk8jeaQTwnHHJVk+rG8y0a8bwNpqyIxx2RAlaBR/hYwfLjXpwwHHz5Ry+E1jnbO7jQMoJMDofUpaelpiSv2Vqh+E4rCx8pzoSbXE0ZUjVWaCY3rVzt4QILrsEib/qpDyUATM1r0ogtlPNpT8nTelg15/uBghbPSWbMn/zEPM9iQ3hKFUEusMmLnqvoOEw72dMBAK1LQkUKOmF6N2PGiZE3ZvI0fe1kgRFFj7VbTa7xBEOfsMYZKprt7fNsaqBmAhQTdnlifk5gqzT03VmGxXMiZcRYmU2re1QhOwUB1IMgXfzMJTh71OMOS8BPPFz0xSe9VR25H/dIuOiX0Hyx5IQHxpXVRg6EkEULq5AMk65ePH/n0EQ+QGGHmj6QZ7D0jeQHoBP1nnK1hwtsrrES6AzWUpswtaDAldBnOZX/iJCQGi7bqgd6mpCdu4K5xHNCCK+nDdG7zvk8ruZvqFq5p9m7g3nKWvTj+tcXTGlL4jBCTxo1kd3tWtDz15qrF388fLCTPOwKQ1u4Vot2fsT5sBPefRVEn6KqmoDLowbyxYznhNTqiuVKlSAO4xDPyTeXjvqwUmZ7e7a1cI5oB+d3utWAVQJMdUf58v6Bz7742p+h2bAElVfQZS86V1lMHm5ED2uUwzfP731cnBHdcnjXQsl7f5oG3aBShPXguOWjqyLINZfcePXKPNIATm4RVC5HXLOFrDxACE0BCiDsWY7tjD+th4Lw4bbL3OI5OblztO1qv4+cg3suwSN869p1URTsYx7EU5YQe9uqBL7FA1qtE9BSFmR0tfTcvmBvGLgPF6l5RQp4FQI6scrti62BQy6yGNuBd0jnwdRBBRapJgdMGDKJGs/JUny9A4XDtVRkQ+I5sabD1cuEtOuxZa+oBa7QoNftzJIEeVZ0U1dhTL8PRRjZ1finBSha6p4UkPIKbpw97XMSqxXQkuRZTmxDV54psRd1Nps0zf4AlcjCyS26sY+Bhik8eDO5oYphBRjiwjY6xRIia+5MCNJaEBROwzE7kAIldMtGtphX9uBjdm5kxSCV8qg5xHPSA6kjejj+Yegv2RE/BaIjheBhFxUowoueO6UO2lnvuoWvXVC7uq5wNiY17A7dE2jt41vdgUYOTa4UmB03jDGnXKG2IwOqmtUk2g0VT33c6yJ9crIXmtgLKZbEMZ4TOd+lBOpqRDlc1O2J+DkJxnNy+ADPdxUh8Zz4kXodER+1+uhuJJ6TsudSHGLdEY8rYpWCRDdcNJVwbevKHk8pBkb2b2WPlFVKxXUdcFmJLXYV8eDrzFgknhL2q89IGjGRb1/9QMzKGJYUe3ygQrTosrtpCqDGdVmploWMQWWvL7aDdaEB7jVeBNwpt3awmiTEZ/xZGU8SZrju8NhaNLRtjEyqg+MLuyXk72QMt3hOZJR4TmAvBpTopJSiy+wGGvk759Y8m9J9N7RDJLkaDevjWW05sbxoBg69uz3F1IWIRxrtreojBU1Z0V8vEMt4hh19Y3btYRKpIxsDiI8zMH4TpwNcRVJTbFza78nKeBCjjUsEUP82VI415PQ4g0I5JJgLryqciOeE5Hx0SDwn9ilkSNTeTqPYmIEYCIlJQgaDkDGVmnw6iKVga9o3kFfSKIXQsQIYR1mXgfQgIqHbW6lA+mLqe5pnir+nVao9YBjePvBHVMDRUiQrYnWfYxFeQG5NxRmVTQEelCEu/cUCS4m4gTp6zxR//COloCApYvxxH5Y067Qn9ixUyojrov8Ry/plEdWoloQe8WwHur6svNla8P0+8P2JjYaEh95yF/9mGOEhfh3OjUvgTli9F06t8pU+n4rDZMHIGfVdLzIN8SSXC82bV/XIVLzHYHGmyDX0A1syYhqClIJjGDWqHXGVsImN2xJ7tEpF3USuxSWCZ7+kATlgpmGrWdB4kJyK58RHLgmdKLBwiufEaBZrgm5WEkomZDzPKsQ+8pb/DgPqosmITDp/53ZbrmnJKX+xqwTJWZIA2JedA/vs8ffIPnxmBLGCf/6yLMX4LR//y8qAMW61x373rYCXVn+SrIgi19B2tBwLkju19NYysyJuIyGtmigwTbfcvXOzIANJ4kSo7Xi7LeHcnVsvsmyJPVKFxjH4/GprkIoWz8md289LLWAhA+1horDvW2MbfFxpKTvlHFa1j9nJye39P1xYv/ds9BWDpD5OcWxrsDPWlplFSxv8ZNLwkUJLVNJd4r9bU4SMmK/9XYAhOU5LDAkrECvKP/nrXcWTrbmxISKJBNSLXKMo6nSffD5Lpe1CykrgImBiwYZu8XAbt3hOyLalgSYNlHhOrhwRNZ4TFjYjJjE+21DZ4KeUKoaKLIaEXq2CUAGDfil1jLwAUSOVG22xrYESOeggjKbIgMiO/DpILlWQt2mjLRkugcbjPkz4aFGm1Za8PkVIulCQ+ejfePghRZ4pMG4jnEtC78BrznQanXzWubFb84h519EggWG0TyVXgPBOZHI4D3RnrsmWUm6MWn3PW64h/2imYaVT8Zw0BXqqNMrwESTtJJIQL2v1lytcKwLCWzfUHwg+23d7bFfa8OvDYLgZn3u7GmDQS5RwQONEQYZhikSP6SvPIQ+jH3ljWHkf8xquwjOFEAptBKaSUyGsJPKRN1Z8CgJbcwDFtk97PKXhOKDKUqfXVUSdCZhvU1cCaHjgYGHTmZulxHNytXWPNzqFjTLk8XMO8ZxYxYdTMLYI1e25sf1+Sq1ix2RZTNMCpfp3YWNlMc2BrFrJD9wqKUfKAPxIqRIWD2+e/hd/QFFzPSXxvjj8aUHsySC5SsOD9o7S+DiQaJpaGzLcWVqRNn2ldU9ox9d+5G88/8GraqjpLEtPEziWloCBz7LSuAwh/6Jzrt1aZT1XaREcGMNtW8E3jgbjc0qq4UrlQYGjVaiReE6iGwOVCiQIJ+SJLUeCNaiqy8Hp+2oPVxw7YFjFIZJuXELpT80SsV1Bk1VVFNnA6/I02hlX72L1oGiUVbPYe4/6DBanJHYrB6+nrO5VINrLEu55KdQafIruaTjzuEwxvAWG8cbxc2FyE14NfgZKD1JK9SgEp1uOTuR/KMGChhrm77aoqZeAXpt49CkweNsCyZPMHOSRmk7MIjhCLtAUfhGn1IIF6ZkaXYmHYLcHMWDPIjWcjpE0xz7E79/lgbYfELbZQg8BW7AvWOVRd2B/EGVf/QFiX9BCJbFCBaMlfGj/nmCtAjnpqrpWdHaQc9m1kHgB54I8xrU/tt3fKN/4iGq3JSA/Pbg7WIMDJ4T4NYd4Tg6AZy9EiQaX7weDIS7+uXldnbg8c1/2IkpWr/ptuKAUFjUdhFTspBo1K0JQQOz6SOKAWASxihISSghEFw2UcZMIjMJKq1JjuzQedXCKV9o5exZB4iiHcCEx8Om8l5KtSUA1Z4GZxAL5wnslIwjOtHKipvR04vwcJvmBqIfGJJxscCumBO91aWVgAGWKjKcdoAFzuOVWoiUWc9snV3AoqQSsUBFDVR6XUcpwL3K1C4a4YuqttXlccL9JoyR+xVO1Sdx+pXJBPCdSxjULXVSwyc1bC/O4NpzHh/p1OA5r2IGOpnQrpzt4FaccUmQ8xBwUPVBcUjmVTYpSSplGWaNGcVKp5oiGSvVA18WjfqyM56ElAeiMS+30acFTNJhEVblgzOOOijhn8iTkFq6gCze3xxniRY2IKKl2wQDeNQeoeN6JrRpikhPHczqbwzCFbzlncwTqzBCX3cNc7nF56sZgEXE9cDSc3ua6ha7cppZB/o820s/edbPK8XjbDxfDS+M0emicxCrnPk7bpXESDaWKIbIP1ksPwdTSfl/FBxFmNewEzp9vlV+oH1SusDWxCbclC8tT3vk+cT6UdzSk4SF+HY7PilYJ46PWuC940c7HnVmRq0ENUx9CqFxOxIW0yl8FonCkLC7BOZ69unDumRsfgrpGfEtpVPz/zH010I7HHJV09sLzkvJtCSCqpQ8jVDYr4obOwckKR+FQNWJnrQmOa5trfPDWTa8Mww9tOvV12MfstzeqEi01jZ8mLRmU6vkyVbtNdlUlar4daQ37OflazKw9BIdGQOgr4cnNrTX44DX937XUTfWlcvb/M/elqt6vreP5q1hdoB9An7yn8lxWxOmh7kjQbnbP/3CqNQAOd6CygyoBum1+W9nSfoAPQf2HXNvWMa3FKpTFZ6chLwS/HMauhVKZ2uMDCpXNCQNHY6DFQ654t4oXE8ea7YFwzEPdznAWGJoQHSzh+nl+6oa+Axqtpur/+c+o25fKt9dGxJn7ahkxT/0+Ph9UqFQNxlwe6o3929//Lf+fFqkVLi6ELD8NRmJe0DcasvLmlggHgmuDSee32IAgzL2/E7RCSBXltK/U5/mMmjP3/dBCVVkuEnO5QY//6X//t//6d3/r4iII/yUcdYE+bpczYufM1oQpPJcEDuRDhRAPzZxaPISQUIGHGQyd6+XGvVwhAoOXxux00UvpZYOKqsK2LNCWSOXazU1gXhBp5Xzrlk6S36RzUCJzMJkWqavBztw3GkNVKRv4rRe/9CUvlQlUwkERFcwnx2RNuHKNtlaHXxznYReCe3PoQ2q+DieqQorEyz//W7/9EgltOS/G34mGA1nWRC3XprZXtQQuJ++JFXeW24mskNZDKu24o1gTvOS3l1cX9GKB2DWKznsmaXIn14vQIKKrorRRKtcDgUzRraFJbljqTbEx1zyz0u5mTyMpZJD29aAhQ11KbogL9JScZe9GcwQ4ySleG1rvY57YwLGQ4RMUDFpKm3E+eh0iacxNANrHHEIwmmSQNgY4yaGfCTtE0hW/lhACI4e07wtwkrvP36Sbzft24zkJY9LGACc59Dkp+Pa1GxoL4lTP+WNsvFbP+ZMgYC9XnAQB89SbBAGTfRxP48l6zp8EAVl9CE6CgPlsdyyKP+5jngQB2dWDnAQB8+u9SRAw2c/S+BKfnSo/3sRP9zFPgoCsnvMnQeD1nJ8fX+K3+5gnQcD8encSBEyeZmkMik8eImkSBMxTb5IDeT3njyHx633MkyBgIVeYBAHz2e44E589RNLYEd92m50EAfPUmwQBk32kCRAQu5QfSxK5HyLpBpM2Gx/2wXzEc4ikqth8JIIfo2Ifc74b0dwJbRXnieDHiNjHnMzmpqOcXhUjADC/3jvNEUY0PdiPBODDRFFOr4rRAMUcUXTT4/1ogOR6jiKdXhWjAXo5inR6rB8RBHC60OtHN70nzMDHyJk0b0ZHUms3AhJjDqkHIJJMckmiiBlYaT3Nemy49UNa8xwJKQK0Fy3DHmtgi80XGyr1QHcnNv+0qJmKiVix21ZQBntCP4oGrXYrMJOE/WiaOmzwnrF6s022VQaaWECTNpXg/h7LCWpXSpbNmqcVpNIgalYYEi1srIC8nnrgsGo90I+q7xrCb+WzgTaozt4qNGdVpoSQi+sMG+K5OHWh/mpbTOEmpMZzeFqi+iVEatulANEbqX2tGs9cjkIPJdYvA7PULLFZLWBq7HYZ1uVmAy425gxQ0gI2LgYSOrFGG1ChVhnMase4lihseQWJXs/XjE1RLxI5Ql3MUiGXDTUIrZiPWxsSq22zxdMuFthwajVbNlhsw3QE7kgiYP1q1BJUQjBfVdCiAmo+r1prNwPGw9MjMcWCiLCZM+pCP9xsesINHrsmyTCRKAAsTqltUbvCLVnNBXXRQslSOARgz9TgwuaAi+WJqUAhvtPlRNGRrCQaOSpILZoCEkTo7OJDvZARqIl16WxJgMtnGlWJa9Nql4aJYxs+a/Jfz2aokRxl+0A0oSuxKQ4Nm7FPpzKL1hsiUoPn0HBWgbhYRZTrB/pJ6u2WI0IeboNixJ6mzLaDhoYsk1jaOOkaYQfBCmgDSk3OqTTZkpBYtIQjww53JSYqXABSO1VpwALU2Hx2g6dgSrU2KkESCbtdC+msS2PBtnpk+TPDRGbwwg6CuQK7kWPiJMCi2WVulKhda1BpIEDursMklowKex6+fyhkkeius42rbgKqwpuGKPWLoNXMrgs6Emy3e9CYFPJco56sFXiuA4ryRmd6mutLw/kzEDEZxRw5mLZelml/mpcmpVxSyHXBOuKrqJCDkufa5PtERZZuEm1fMKYClt4Ce3rIAj8RZ75cYJnKbEktc0BKbaoJC5L6tFQtMK4GjFq4IsGNFRJlE4AzIm6qmHHAdaaksFWU5UpAg3UKNOLL7bEnWEdkpsa50ZkyrRMSQ1IQGiDhmYSCQBdyCiNORUnGsGt4hLNIXJViH6wuTDDO+JoosKbWKO6cCsZgi6dayjZ0crPLkisgIHzC2BoUtPjeJSK+/QW1sIH+YMMK7rSujH4L4YOTCEB7BWftAug0AVqjKhW5VVmHDdu1KMlg6TLF86AVEToG1h2cXdZhcuQMtIXGfgGqnXcFnC8BU02yFIyLSYTW1EgFsKSiGBC0KQqNvlLIQg66CBtI0IWkxK/yF4rN8LRkS2xR2YGaC7DGnWzLJKR0qtzdFq0S2BSDqjdDDOKyJBRzWTF5AffnOLU0RCHLRlCTk01AS1GQ4NiEZoVGnSnPnxF0cIuY9SJR5tRdw1nlSMxT1wHJejkTs5AjVcmf8TyEbsIVfhroCUmMrGionJrwbkGWaCLqysxV35FT6jpmyqJj/kzfNUVx5zFbJaLBGyAAdXGkL7WfoPWbRqr0cmIegr/TzYmSdY9ECoNAlHf0eOvJ8md6Z9w2uaYgi1fehAZPBeJaArYvUoV4tgXMQPR5ZKvNJQ6qusL1p2x6XJF1aI7gt+QMhNMGGKpByPkBti9KJcE6YZOhGwQ4pZ6Ll6VI4iLAhH0Z6AppxrA6imwZZ4RR67iEgx7Qh8OlE4bg18H33zJzAVwsoH594JpxmvcwYPXkBwNk8g5OwiEsZq8itGj8BXJBEagCJwGGT5oxrADpthuzfZEp/B1Pyqngw3Fqutp/KvfrYD5kKDprMFVpnRu9hJdBth7yIB1XcIm0naqeuiIrGmg3W5nrwvoEaie6OSlZrmfilABnUKNErwszhocIJRzpsbhmzUgVcniX8bcmTBYV3MNtRIJbqp7UWQM4krIkgKc/+FfkS+Nz9lyDp2LOtSNgla33iWvRcxVDQfkzHi82XgS8JsBonwISWa4FQjWJ8o4QXE89Z3CdqUR5OQki6kWtFBy06AmL7bsnm4DK9KTOGqIrWN+zhyAogrc82EPO3Mhk9CQUZe72Z3kXIPFNQleHQZIlbBBuN/YLPSnQp79QzKF0E7SXcJkxLDqouKAI7J0cZJokIlwoRxIF3INyBftADSJx88D386W0WHGSjGH1KyByDcjJjm4083BPsLBa1iPWMNhXEhzIE/lFUqoYtYbBR98GDeAIpZc70yhcUPy3ELmGMS8JJs7A5+CEdx+6cMIYUiAQiuBqH732wGf+wPEzTiUNxb3owgljSIzv5Qy4bawDe5XISg4Y5MIJY5IB6DoqO55hopslotOiiS6cMOQUJfScmAyRC/+58J8L/7nwnwv/ed9eEA=="
    }
   },
   "cell_type": "markdown",
   "id": "6f1af52a",
   "metadata": {},
   "source": [
    "## DataFrames\n",
    "Die [DataFrame](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html) ist ein zweidimensionaler Datentyp in *Pandas* und dient zur Verarbeitung von tabellarischen Daten. Es ist Konvention Variablen die DataFarames referenzieren als `df` zu bezeichnen. \n",
    "![dataframe.webp](attachment:dataframe.webp)\n",
    "Quelle: https://pynative.com/python-pandas-dataframe/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94a8a320",
   "metadata": {},
   "source": [
    "### Wie erstellt man DataFrames? \n",
    "#### Manuelle Erstellung\n",
    "Hier gibt es verschiedene Möglichkeiten, allerdings ist kann ein Python-Dictionary direkt die Spaltennamen und Werte festgelegt werden. Jeder Schlüssel entspricht hierbei dem Spaltennamen und die jeweiligen Werte den Listen der Schlüssel. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e132669",
   "metadata": {},
   "outputs": [],
   "source": [
    "# manuelle Erstellung aus einem Dictionary\n",
    "\n",
    "adict = {'col1': [1, 2, 3], 'col2': [2, 4, 6], 'col3': [3, 4, 5]}\n",
    "\n",
    "df = pd.DataFrame(adict)\n",
    "\n",
    "# DataFrame zeigen\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39984c10",
   "metadata": {},
   "source": [
    "#### Einlesen einer Excel-Datei\n",
    "In der Praxis werden DataFrames meist durch das einlesen von Daten aus externen Formaten erzeugt, wie bspw. Excel oder CSV-Dateien."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b4169f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exceldatei einlesen und auswerten\n",
    "df = pd.read_excel('censuspopdata.xlsx')\n",
    "df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c20d105",
   "metadata": {},
   "source": [
    "### Einlesen einer CSV Datei\n",
    "In diesem Beispiel verwenden wir den [Books Datensatz](https://www.kaggle.com/datasets/jalota/books-dataset).\n",
    "<div class=\"alert alert-info\">\n",
    "<b>Achtung</b> Beim einlesen von CSV Dateien, ist es wichtig auf den Parameter <i>sep</i> zu achten. Dieser gibt vor, was als Trennungszeichen verwendet wird. \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "747698e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# CSV Datei einlesen und auswerten\n",
    "df = pd.read_csv('books.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ffd16e6",
   "metadata": {},
   "source": [
    "## Einlesen von HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71c616d4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "006e5708",
   "metadata": {},
   "source": [
    "## Datenbereinigung\n",
    "### Datentypen korrigieren\n",
    "Oft sind beim Einlesen von Daten nicht alle Datentypen direkt entsprechend gesetzt in der DataFrame. Daher, muss dies manuell gemacht werden mit der Funktion [`astype()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.astype.html). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "92ef1731",
   "metadata": {},
   "outputs": [],
   "source": [
    "# welche Datentypen sind in der DataFrame?\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8915d69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Datentyp float64 setzen für Stars\n",
    "df['Stars'] = df['Stars'].astype('float64')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f5e7ed9",
   "metadata": {},
   "source": [
    "### Fehlende Werte ersetzen\n",
    "Fehlende Werte werden in *Pandas* mit `nan` bezeichnet. Daher sollten Werte die in den Rohdaten für fehlende Werte stehen (bspw. \"unbekannt\", \"-\", \"n.a.\") damit ersetzt werden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc28e823",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "\n",
    "# Kategorie \"Add a comment\" mit np.nan ersetzen \n",
    "df['Category'].replace('Add a comment', np.nan, inplace=True)"
   ]
   "cell_type": "code",
   "execution_count": null,
   "id": "aaeee486",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Tax_amount'].isna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94b0ff1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Tax_amount'].fillna(0, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f94b15f",
   "metadata": {},
   "source": [
    "## Inplace in Pandas \n",
    "Der Parameter `inplace` bei *Pandas* Funktionen die aufgerufen werden für die Manipulation einer DataFrame gibt an, ob die DataFrame geändert werden soll oder lediglich eine geänderte Version der DataFrame angezeigt werden soll."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c7044526",
   "metadata": {},
   "outputs": [],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bde8f03a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# hier löschen wir Spalte \"Unnamed: 0\", allerdings geben wir hier die df nur aus\n",
    "\n",
    "df.drop('Unnamed: 0', axis=1).head()"
   ]
   "cell_type": "code",
   "execution_count": null,
   "id": "16222856",
   "metadata": {},
   "outputs": [],
   "source": [
    "# die Spalte ist noch da\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "884f62c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# löschen mit inplace\n",
    "df.drop('Unnamed: 0', axis=1, inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "804e0ed6",
   "metadata": {},
   "source": [
    "## Nützliche Funktionen der DataFrame\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7854cf1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Oberste Spalten zeigen\n",
    "df.head()"
   ]
   "cell_type": "code",
   "execution_count": null,
   "id": "ce0f43ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# unterste Spalten\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5199d0cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Datentypen der Spalten der DataFrame\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a09c470",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Descriptive Statistiken der DataFrame\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "607a2c9c",
   "metadata": {},
   "source": [
    "### Descriptive Statistiken pro Spalte"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b935d738",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Durchschnittspreis\n",
    "df['Price'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6647c0b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standardabweichung des Preises\n",
    "df.Avilability.std()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c8eeeb0",
   "metadata": {},
   "source": [
    "## Selektion von Daten aus DataFrames\n",
    "### Spalten extrahieren\n",
    "Wenn nur eine Spalte extrahiert wird, entspricht der Datentyp einer [Series](https://pandas.pydata.org/docs/reference/api/pandas.Series.html?highlight=series#pandas.Series). Diese hat teilweise andere Funktionen und nicht alle Funktionen, welche die DataFrame hat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9cd1ec3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Price']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c07df84",
   "metadata": {},
   "source": [
    "### Einzelne Zellen extrahieren\n",
    "Eine Möglichkeit ist, dies mit dem Index der Dimension zu tun, bspw: \"Gib mir die Daten der zweiten Spalte und der dritten Zeile\". Dies funktioniert mit der Funktion `iloc`.\n",
    "<div class=\"alert alert-info\">\n",
    "<b>Achtung!</b> Wie in Python üblich, started die Indizierung bei 0. Das heißt: die erste Zeile und Spalte wird jeweils mit 0 extrahiert und nicht mit 1. 1 extrahiert die zweite Spalte usw.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24fba6e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Zeilen mit Index 4 bis Index 9 und nur die Spalten Tax_amount und Avilability\n",
    "df.iloc[4:10, 4:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "157c2354",
   "metadata": {},
   "source": [
    "Es können auch gezielt Daten aus Zellen extrahiert werden mit Angabe der Index- und Spaltennamen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3463a8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# zeige mir Zeilen mit Index 10-20 und Spalten Title und Category\n",
    "df.loc[10:20,['Title', 'Category']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ebfb132",
   "metadata": {},
   "source": [
    "## Zuweisung von neuen Spalten, Zeilen und Werten\n",
    "### Neue Werte in Zelle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16a86265",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.iloc[0,0] = 'First Cell'\n",
    "df.head(1)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "44888526",
   "metadata": {},
   "source": [
    "## Gruppierungen\n",
    "Die Gruppierungen in *Pandas* sind vergleichbar mit dem `GROUP BY` in SQL.\n",
    "![groupby_pandas.png](attachment:groupby_pandas.png)\n",
    "Quelle: https://towardsdatascience.com/how-to-use-the-split-apply-combine-strategy-in-pandas-groupby-29e0eb44b62e"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5af9bc5",
   "metadata": {},
   "source": [
    "Gruppieren ohne Aggregatsfunktion gibt ein [DataFrame.groupby](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.groupby.html#) zurück und keine DataFrame. Erst nach Aufruf der gewünschten Aggregatsfunktion bekommt man wieder eine DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76bed57b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Summe aller nummerischen Werte je Kategorie\n",
    "df.groupby('Category').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93b64fe3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# hier ohne Indexsetzen der Kategorien\n",
    "df.groupby('Category', as_index=False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b8140a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregation mit mehreren Aggregationsfunktionen\n",
    "df.groupby('Category').agg({'Price': ['mean', 'std', 'median', 'count']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7aab3d35",
   "metadata": {},
   "outputs": [],
   "source": [
    "# in Liste pro Zelle aggregieren\n",
    "df.groupby('Category').agg(list)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6fdf1e7",
   "metadata": {},
   "source": [
    "## DataFrames filtern nach Bedingungen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb881994",
   "metadata": {},
   "outputs": [],
   "source": [
    "# booleanische Serie\n",
    "df['Price'] > 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b2d83e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# alle Zeilen mit Preis über 50\n",
    "df[df['Price'] > 50]"
   ]
  },
  {
   "attachments": {
    "pandas_merge-2.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "id": "4ec0347c",
   "metadata": {},
   "source": [
    "## DataFrames zusammenfügen (Merge)\n",
    "![pandas_merge-2.png](attachment:pandas_merge-2.png)\n",
    "Quelle: https://medium.com/swlh/merging-dataframes-with-pandas-pd-merge-7764c7e2d46d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c020ab52",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge ist wie ein Join in SQL\n",
    "# hier mergen wie diesselbe df an sich selbst, wo der Preis der linken Seite dem Preis nach Steuern auf der rechten Seite entspricht\n",
    "pd.merge(df, df, left_on='Price', right_on='Price_After_Tax', how='left')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f14ea876",
   "metadata": {},
   "source": [
    "## Korrelation zwischen Spalten\n",
    "Mit der Funktion [`corr()`](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.corr.html) können Korrelationen zwischen Spalten einfach berechnet werden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e02eb1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4801a914",
   "metadata": {},
   "source": [
    "## Plots\n",
    "Es ist möglich in *Pandas* direkt zu plotten. Allerdings ist es empfehlenswert dies stattdessen mit [*Seaborn*](https://seaborn.pydata.org/) oder [*Matplotlib*](https://matplotlib.org/) zu machen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc7e60fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# es können alle Histogramme ausgegeben werden,\n",
    "df.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05e900f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df.Avilability\n",
    "# scatterplot\n",
    "\n",
    "sns.scatterplot(data=df, x='Avilability', y='Price', hue='Category')\n",
    "\n",
    "# plt.tight_layout()\n",
    "plt.legend(bbox_to_anchor=(1.04, 1), loc=\"upper left\")\n",
    "# plt.legend(loc='upper right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a12cd67",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "sns.histplot(data=df, x='Price', bins='sturges', kde=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ce6d46b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vergrößern\n",
    "plt.rcParams[\"figure.figsize\"] = (20,20)\n",
    "\n",
    "# Durchschnittspreis pro Kategorie\n",
    "sns.barplot(data=df.groupby('Category', as_index=False).mean(), x='Price', y='Category')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd056289",
   "metadata": {},
   "outputs": [],
   "source": [
    "# verkleinern\n",
    "plt.rcParams[\"figure.figsize\"] = (5,5)\n",
    "\n",
    "# Heatmap der Korrelation\n",
    "sns.heatmap(df.corr())\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "reshaping_pivot.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "0f90a6c8",
   "metadata": {},
   "source": [
    "## Pivot\n",
    "![reshaping_pivot.png](attachment:reshaping_pivot.png)\n",
    "Quelle: https://pandas.pydata.org/docs/user_guide/reshaping.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4de8e14a",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "<b>Achtung</b> Beispiel nur zur Veranschaulichung! Es ergibt hier in dieser Form nicht so Sinn. \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "603951c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.pivot_table(index=['Category'], columns=['Title'], values=['Price'])"
   ]
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hachmeis@hu-berlin.de committed
  {
   "cell_type": "markdown",
   "id": "781d27f3",
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hachmeis@hu-berlin.de committed
   "metadata": {},
   "source": [
    "## Was tun, wenn die gewünschte Funktion nicht in *Pandas* vorhanden?\n",
    "Mit der Nutzung von [`apply()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.apply.html) lassen sich Funktionen auf ganze Serien oder DataFrames anwenden. Es können auch eigene Funktionen mit `lambda` angewendet werden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0217afe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Anzahl der Zeichen im Titel\n",
    "df['Title'].apply(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "444f213e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def word_count(s):\n",
    "    # gib Anzahl der Wörter im String zurück\n",
    "    return len(s.split(' '))\n",
    "\n",
    "# Anzahl der Wörter pro Titel-String an DataFrame anfügen\n",
    "df['Title_nwords'] = df['Title'].apply(word_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5090caa",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[['Title', 'Title_nwords']].sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b96a00d",
   "metadata": {},
   "source": [
    "## tqdm \n",
    "*tqdm* lässt sich auch mit *Pandas* verwenden, [siehe hier](https://stackoverflow.com/questions/18603270/progress-indicator-during-pandas-operations). Damit lässt sich ein Progressbar anzeigen beim Aufruf von `apply()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "102fa81d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "# tqdm in Pandas nutzbar machen\n",
    "tqdm.pandas()\n",
    "\n",
    "# Anzahl der Wörter pro Titel-String an DataFrame anfügen\n",
    "df['Book_Description_nwords'] = df['Book_Description'].progress_apply(word_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "201f46d1",
   "metadata": {},
   "source": [
    "## Scrolling in Jupyter Notebook\n",
    "Es kann mit folgendem Befehl festgelegt werden wie viele Zeilen man maximal zeigen möchte. Mit `None` wird immer die ganze DataFrame gezeigt, dies ist allerdings nicht zu empfehlen. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01e75c49",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Not recommended!\n",
    "# pd.set_option(\"display.max_rows\", None)\n",
    "\n",
    "\n",
    "pd.set_option(\"display.max_rows\", 300)"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python",
   "pygments_lexer": "ipython3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}