From c940466ac68404252b59a4e1c14dc7e9f44c3e07 Mon Sep 17 00:00:00 2001 From: f0lie Date: Tue, 21 Mar 2017 19:04:36 -0400 Subject: [PATCH 1/3] converted all workbooks to python 3 --- .../DataSciUF - Python I-checkpoint.ipynb | 4959 +---------------- ...thon I - Instructor-Copy1-checkpoint.ipynb | 111 +- ...iUF Python I - Instructor-checkpoint.ipynb | 2485 +-------- .../DataSciUF Python I-checkpoint.ipynb | 113 +- ...UF Python II - Instructor-checkpoint.ipynb | 4869 +--------------- ...II Fall 2015 - Instructor-checkpoint.ipynb | 1146 +--- ...on II Fall 2015 - Student-checkpoint.ipynb | 9 +- DSI-PythonII-Astro.ipynb | 1003 ++-- DataSciUF - Python II.ipynb | 3045 +--------- DataSciUF Python I - Instructor.ipynb | 2485 +-------- DataSciUF Python I.ipynb | 9 +- DataSciUF Python II - Instructor.ipynb | 4869 +--------------- Python II Fall 2015 - Instructor.ipynb | 1146 +--- Python II Fall 2015 - Student.ipynb | 9 +- Python II Fall 2016 - Instructor.ipynb | 21 +- Python II Fall 2016 - Student.ipynb | 9 +- UF DSI Python 0 - 10_26_16 - Instructor.ipynb | 157 +- UF DSI Python 0 - 10_26_16 - Student.ipynb | 9 +- UF DSI Python 0 - Instructor.ipynb | 181 +- UF DSI Python 0 - Student.ipynb | 9 +- 20 files changed, 1169 insertions(+), 25475 deletions(-) diff --git a/.ipynb_checkpoints/DataSciUF - Python I-checkpoint.ipynb b/.ipynb_checkpoints/DataSciUF - Python I-checkpoint.ipynb index 946c21b..57d18f8 100644 --- a/.ipynb_checkpoints/DataSciUF - Python I-checkpoint.ipynb +++ b/.ipynb_checkpoints/DataSciUF - Python I-checkpoint.ipynb @@ -341,7 +341,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -352,7 +352,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -377,8 +377,8 @@ }, "outputs": [], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -404,7 +404,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -423,7 +423,7 @@ } ], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -442,7 +442,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -498,7 +498,7 @@ } ], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -517,7 +517,7 @@ } ], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -603,7 +603,7 @@ ], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -623,7 +623,7 @@ ], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist\n", + "print(mylist)\n", "# Insert 20 at 20" ] }, @@ -644,7 +644,7 @@ ], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -665,8 +665,8 @@ ], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -687,8 +687,8 @@ ], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -718,8 +718,8 @@ } ], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -740,7 +740,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -760,7 +760,7 @@ ], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -813,7 +813,7 @@ } ], "source": [ - "print mytuple[1] # access an item" + "print(mytuple[1]) # access an item" ] }, { @@ -868,7 +868,7 @@ "# make myset\n", "\n", "\n", - "print myset" + "print(myset)" ] }, { @@ -910,7 +910,7 @@ ], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -948,7 +948,7 @@ } ], "source": [ - "print myset | set(['Miami', 'Stetson']) # OR" + "print(myset | set(['Miami', 'Stetson'])) # OR" ] }, { @@ -967,7 +967,7 @@ } ], "source": [ - "print myset ^ set(['Miami', 'Stetson']) # XOR" + "print(myset ^ set(['Miami', 'Stetson'])) # XOR" ] }, { @@ -1073,7 +1073,7 @@ "a = 2; b = 3\n", "\n", "if a < b:\n", - " print \"a is less than b\"" + " print(\"a is less than b\")" ] }, { @@ -1093,10 +1093,10 @@ ], "source": [ "if a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", " \n", "else:\n", - " print \"a is less than or equal to b\"" + " print(\"a is less than or equal to b\")" ] }, { @@ -1118,11 +1118,11 @@ "a = 3; b = 3\n", "\n", "if a < b:\n", - " print \"a is less than b\"\n", + " print(\"a is less than b\")\n", "elif a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", "else:\n", - " print \"a is equal to b\"" + " print(\"a is equal to b\")" ] }, { @@ -1161,7 +1161,7 @@ ], "source": [ "for x in range(10):\n", - " print x" + " print(x)" ] }, { @@ -1188,7 +1188,7 @@ ], "source": [ "for x in range(2,10):\n", - " print x" + " print(x)" ] }, { @@ -1211,7 +1211,7 @@ ], "source": [ "for x in range(2,10,2):\n", - " print x" + " print(x)" ] }, { @@ -1240,7 +1240,7 @@ ], "source": [ "for a in range(10,0,-1):\n", - " print a" + " print(a)" ] }, { @@ -1252,7 +1252,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -1264,7 +1264,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1297,7 +1297,7 @@ ], "source": [ "for asdf in [1,[\"a\",\"b\",\"c\"],3,4,5,\"potato\"]:\n", - " print asdf" + " print(asdf)" ] }, { @@ -1320,8 +1320,8 @@ "source": [ "anotherdict = {\"one\" : 1, \"two\" : 2, \"three\" : 3}\n", "\n", - "for key in anotherdict.keys():\n", - " print key, anotherdict[key]" + "for key in list(anotherdict.keys()):\n", + " print(key, anotherdict[key])" ] }, { @@ -1353,7 +1353,7 @@ "\n", "while a < b:\n", " a += 1\n", - " print a" + " print(a)" ] }, { @@ -1440,7 +1440,7 @@ ], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1589,8 +1589,8 @@ ], "source": [ "def foo(**kwargs):\n", - " for key in kwargs.keys():\n", - " print key, kwargs[key]\n", + " for key in list(kwargs.keys()):\n", + " print(key, kwargs[key])\n", " \n", "foo(**kwargs)" ] @@ -1642,7 +1642,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -2604,209 +2604,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApAAAAHzCAYAAACXPS05AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtwVOd9//HP3pBWe4kWI3GRQFjIXbANklAdW7EiodgQ\n", - "sJmY2uCmLg7xUGdiSFyaTDP9x4x7/aOJcaYzbh06BCZxkqklbLDr2GambYRk7DoVQoRkUIRBGEtQ\n", - "5EhoV6sLq8vvD8r+UMAyj3bhHA7v1wwz6Ow55/muv35WH84jneMaHx8fFwAAAHCV3FYXAAAAgBsL\n", - "ARIAAABGCJAAAAAwQoAEAACAEQIkAAAAjBAgAQAAYMQ72Yt79uxRe3u7AoGANm3alNr+3//93/rl\n", - "L38pl8ulP/iDP9Dy5cslSY2NjWppaZHL5dKqVatUUlJybasHAADAdTdpgCwvL9fdd9+tV199NbXt\n", - 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UUjweVyAQkCSFQiH19fWl9ovFYgqHw5KkiooKRaPRCecJBoPq7e3VyMhIOvXjGqE39kRf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\nwx/+UB988EFa4/785z/XO++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"text/plain": [ "" ] @@ -2828,7 +2626,7 @@ "\n", "# using print gets the plot to show up here within the notebook. \n", "# In normal Python environment without using print, the plot appears in a window\n", - "print plt" + "print(plt)" ] }, { @@ -2852,222 +2650,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApAAAAHzCAYAAACXPS05AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VPWd//HXZGZIJjOZZpDwK+GHATegQgJZq9QUSBUK\n", - "yqmsgttaLPWw9lRoXSq7nv1j5dD99UcV7Ok57lr2sHBarWdNUNC1Kuds10BE124IUNpDGuSHmMAS\n", - "m5CZTH4w+fH9g2W+pmLgczNwb+59Ps7xHHLn/ngPb2/y4t7MffsGBgYGBAAAAFylLLsLAAAAwMhC\n", - "gAQAAIARAiQAAACMECABAABghAAJAAAAIwRIAAAAGAkM9eKuXbvU2NiocDistWvXppf/93//t379\n", - "61/L5/PpT/7kT7Ro0SJJ0r59+1RfXy+fz6elS5dq+vTp17Z6AAAAXHdDBsg5c+bo9ttv16uvvppe\n", - "duLECTU0NOixxx6T3+9XMpmUJJ07d05HjhzRunXrFI/H9bOf/Uzf//73lZXFRU4AAAA3GTLdTZky\n", - "RTk5OYOW/frXv1ZFRYX8fr8kKRwOS5IaGho0a9Ys+f1+xWIxjR49Wk1NTdeobAAAANhlyCuQl9Pa\n", - 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QSJK0b98+1dfXy+fzaenSpZo+ffq1fwcAAAC4roa8AjlnzhytWrVq0LLa2loVFxfr8ccf\nV3FxsWprayVJ586d05EjR7Ru3TqtWrVKb7zxhvr7+69d5QCGjVnYAAArhgyQU6ZMUU5OzqBlDQ0N\nKisrkySVlpbq6NGj6eWzZs2S3+9XLBbT6NGj1dTUdI3KBpAJzMIGAFgx5C3sy0kmk4pEIpKkSCSi\nZDIpSUokEioqKkqvF41GlUgkJEnxeFwdHR2D9hOJRBQIGB/esVKplN0lZJRbekNfriwYDGZ8n1dC\nX5zL7/fb8v9Epl3qiVt6Q1+cyW19MdpmOAf0+XxXtV5dXZ1qamoGLVuwYIEqKyuHc3hHaW5utruE\njIrFYnaXkBH05coKCgoyvs8roS+4XuiNM9GXkc84QIbDYSUSCeXl5SmRSCgcDkuS8vLy1N7enl4v\nHo8rGo1KksrLy1VSUjJoP5FIRG1tbert7R1O/bhG6I0zXYu+tLS0ZHR/XuSm8yU7O1s9PT12lzFs\ngUBAsVjMNb2hL87ktr4YbWN6kJKSEh06dEgVFRU6ePCgZsyYkV6+c+dOzZs3T4lEQq2trSosLJR0\n8Xb2pTD5aS0tLa67leUWvb299MaBrkVf6PPwuel8CQQCrnkvknt6Q1+cyW19MTFkgKyurtbJkyfV\n2dmpLVu2qLKyUhUVFaqqqtKBAwfSj/GRpLFjx+qWW27Rc889p6ysLN17771XfYsbgD2YhQ0AsGLI\nALlixYrLLl+9evVll8+fP1/z588fflUArgtmYQMArGASDQAAAIwQIAEAAGCEAAkAAAAjBEgAAAAY\nIUACHsYsbACAFQRIwMOYhQ0AsIIACQAAACMESAAAABghQAIAAMAIARIAAABGCJCAhzELGwBgBQES\n8DBmYQMArCBAAgAAwAgBEgAAAEYIkAAAADBCgAQAAIARAiTgYczCBgBYQYAEPIxZ2AAAKwiQAAAA\nMEKABAAAgBECJAAAAIwQIAEAAGCEAAl4GLOwAQBWBOw6cHd3t4LBoAIB20rIqK6uLrtLyCi39Ia+\nDO1v//ZvM7YvE/TFubKyshQKhewuY9h8Pp86Oztd0xv64kxu6osp27qXk5OjRCKhVCplVwkYQiqV\nojcORF+cyU19CYVCrgj4wWBQ+fn5SiaTrugNfXEmN/XFFLewAQAAYIQACQAAACMESAAAABghQAIe\nxixsAIAVBEjAw5iFDQCwggAJAAAAIwRIAAAAGCFAAgAAwAgBEgAAAEYIkICHMQsbAGAFARLwsA0b\nNthdAgBgBCJAAgAAwAgBEgAAAEYIkAAAADBCgAQAAIARAiTgYczCBgBYQYAEPIxZ2AAAKwiQAAA4\nXFdXl90lZEQqlVJzc7PdZSADAnYXAAAAruyRbfV2l5AR29fMsbsEZABXIAEAAGCEAAkAAAAjlm9h\n79u3T4cPH5bP59PYsWO1fPlyXbhwQdXV1Tp//rzy8/O1cuVKhUKhTNYLIIOYhQ0AsMJSgGxra1Nd\nXZ2+973vKRAIqKqqSkeOHNG5c+dUXFysiooK1dbWqra2VosWLcp0zQAyhFnYAAArLN3Czs7Olt/v\nVyqVUl9fn1KplPLy8tTQ0KCysjJJUmlpqY4ePZrRYgEAAGA/S1cgc3NzNW/ePD377LMKBAKaPn26\npk2bpmQyqUgkIkmKRCJKJpMZLRYAAAD2sxQgW1tb9f7772v9+vXKzs5WVVWVDh06NGgdn8+X/nM8\nHldHR8eg1yORiAIB9zxFKJVK2V1CRrmlN/TFmeiLc/n9fgWDQbvLGLZLPXFLbzhnnMlt54vRNlYO\n1NzcrEmTJik3N1eSNHPmTH388ceKRCJKJBLKy8tTIpFQOByWJNXV1ammpmbQPhYsWKDKykorh3ck\ntz0YNRaL2V1CRritL255mLDbuOV8cSO39MZt38vc0hcvsxQgx4wZo5qaGqVSKQUCAR0/flyFhYUK\nBoM6dOiQKioqdPDgQc2YMUOSVF5erpKSkkH7iEQiamtrU29v7/DfBTKO3jhTph8kfOxXL2r6V76Z\n0X1eDbc9SNhN50t2drZ6enrsLmPYAoGAYrGYq3rjJm7pi9vOF6NtrBxo/PjxKi0t1datW+Xz+TRh\nwgSVl5erp6dHVVVVOnDgQPoxPpIUjUYVjUY/s5+WlhbXXZZ3i97eXnrjAcffecmWAOk2bjpfAoGA\na96L5K7euIlb+uK288WE5V9CqKioUEVFxaBlubm5Wr169bCLAgAAgHMxiQYAAABGCJAAAAAwQoAE\nAACAEQIk4GHFC79hdwkAgBGIAAl4GJ/ABgBYQYAEAACAEQIkAAAAjBAgAQAAYIQACQAAACMESMDD\njv3qRbtLAACMQARIwMOOv/OS3SUAAEYgAiQAAACMECABAABghAAJAAAAIwRIAAAAGCFAAh7GLGwA\ngBUESMDDmIUNALCCAAkAAAAjBEgAAAAYIUACAADACAESAAAARgiQgIcxCxsAYAUBEvAwZmEDAKwg\nQAIAAMBIwK4Dd3d3KxgMKhCwrYSM6urqsruEjHJLb9zWFziTW84XScrKylIoFLK7jGHz+Xzq7Ox0\nTW/c9r3MLX1x0/liyrbu5eTkKJFIKJVK2VUChpBKpegNcJXcdL6EQiFXhJVgMKj8/Hwlk0nX9MZN\n3HLOuOl8McUtbAAAABghQAIexixsAIAVBEjAw5iFDQCwggAJAAAAIwRIAAAAGCFAAgAAwAgBEgAA\nAEYIkICHMQsbAGAFARLwMGZhAwCsIEACAADACAESAAAARgiQAAAAMEKABAAAgBECJOBhzMIGAFhB\ngAQ8jFnYAAArCJAAAAAwQoAEAACAEQIkAAAAjBAgAQAAYIQACXgYs7ABAFYQIAEPYxY2AMCKgNUN\nu7q69Nprr6mlpUWStHz5co0ePVrV1dU6f/688vPztXLlSoVCoYwVCwAAAPtZDpBvvfWWbrrpJv35\nn/+5+vr6lEqltHfvXhUXF6uiokK1tbWqra3VokWLMlkvAAAAbGbpFnZ3d7dOnTqluXPnSpL8fr9y\ncnLU0NCgsrIySVJpaamOHj2auUoBAADgCJauQLa1tSkcDmvXrl06e/asJk6cqCVLliiZTCoSiUiS\nIpGIksmkJCkej6ujo2PQPiKRiAIByxdAHSeVStldQka5pTdu6wucyS3ni3TxgkAwGLS7jGG71BO3\n9MZt38vc0he3nS9G21g5UH9/v86cOaN77rlHhYWFevPNN1VbWztoHZ/Pl/5zXV2dampqBr2+YMEC\nVVZWWjm8IzU3N9tdQkbFYjG7S8gIt/Ul05iFnRluOV/cyC29cdv3Mrf0xcssBchoNKpoNKrCwkJJ\n0s0336za2lpFIhElEgnl5eUpkUgoHA5LksrLy1VSUjJoH5FIRG1tbert7R3mW8C1QG+8gVnYmeGm\n8yU7O1s9PT12lzFsgUBAsVjMVb1xE7f0xW3ni9E2Vg6Ul5enaDSqTz75RGPGjNHx48dVUFCggoIC\nHTp0SBUVFTp48KBmzJgh6f8Hzj/W0tLiusvybtHb20tvgKvkpvMlEAi45r1I7uqNm7ilL247X0xY\n/iWEe+65R6+88or6+voUi8W0fPly9ff3q6qqSgcOHEg/xgcAAADuYjlAjh8/Xt/5znc+s3z16tXD\nKggAAADOxiQaAAAAGCFAAh7GLGwAgBUESMDDmIUNALCCAAkAAAAjBEgAAAAYIUACAADACAESAAAA\nRgiQgIcxCxsAYAUBEvAwZmEDAKwgQAIAAMAIARIAAABGCJAAAAAwQoAEAACAEQIk4GHMwgYAWEGA\nBDyMWdgAACsIkAAAADBCgAQAAIARAiQAAACMECABAABghAAJeBizsAEAVhAgAQ9jFjYAwAoCJAAA\nAIwQIAEAAGAkYNeBu7u7FQwGFQjYVkJGdXV12V1CRqVSKbtLAEYMN30vy8rKUigUsruMYfP5fOrs\n7HRNb9z2M8YtfXHT+WLKtu7l5OQokUgQVBzqkW31dpeQEdvXzLG7BHhAKpVyzfeyUCjkirASDAaV\nn5+vZDLpmt64iVvOGTedL6a4hQ14GLOwAQBWECABD2MWNgDACgIkAAAAjBAgAQAAYIQACQAAACME\nSAAAABghQAIexixsAIAVBEjAw5iFDQCwggAJAAAAIyN/jhAAAJfR3NxsdwmAaxEgAQCuxVhW4Nrg\nFjYAAACMECABD2MWNgDACgIk4GHMwgYAWEGABAAAgBECJAAAAIwQIAEAAGCEAAkAAAAjBEjAw5iF\nDQCwggAJeBizsAEAVhAgAQAAYIQACQAAACPDmoXd39+vrVu3KhqN6qGHHlJnZ6eqq6t1/vx55efn\na+XKlQqFQpmqFQAAAA4wrCuQ77//vgoKCtJf19bWqri4WI8//riKi4tVW1s77AIBAADgLJYDZHt7\nuxobGzV37tz0soaGBpWVlUmSSktLdfTo0eFXCOCaYRY2AMAKy7ew3377bS1evFg9PT3pZclkUpFI\nRJIUiUSUTCYlSfF4XB0dHYO2j0QiCgSGdQfdUVKplN0lAMaOv/MSn8TOADd9L/P7/QoGg3aXMWyB\nQIDvyw7mlnPGTeeL8TZWDtTQ0KBwOKwJEyboxIkTl13H5/Ol/1xXV6eamppBry9YsECVlZVWDu9I\nzc3NdpcAwCaxWMzuEnAZXV1ddpeAz8E5M/JZCpCnT59WQ0ODGhsb1dvbq56eHr3yyisKh8NKJBLK\ny8tTIpFQOByWJJWXl6ukpGTQPiKRiNra2tTb2zv8dwEANnLT97Ls7OxBd5ZGKrdc4XIrt5wzbjpf\nTEO9pTPs7rvv1t133y1JOnnypPbv36/7779fe/bs0aFDh1RRUaGDBw9qxowZkqRoNKpoNPqZ/bS0\ntHCLAcCI19vb65r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"text/plain": [ "" ] @@ -3087,7 +2670,7 @@ "plt = ggplot(aes(x = 'clump_thickness'), data = cancer_data) + \\\n", " geom_histogram(binwidth = 1, fill = 'steelblue') + \\\n", " geom_vline(xintercept = [cancer_data['clump_thickness'].mean()], linetype='dashed')\n", - "print plt" + "print(plt)" ] }, { @@ -3108,291 +2691,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApwAAAHzCAYAAACNAc23AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0VOW9xvFnkpmEXJiSQIAQwy1c6qXGGsBqEUHRIqYQ\n", - "ihwtRgWtRtFltYFjqdByWrqQgpe29lBIQVdBbEUOmOKlCA0oRRcyRby0GhgKKAbNYVLuJCGZ84ed\n", - "OYwEnMzkzZ69/X7Wci3yZiZ5Xn4zw+PeOxlXMBgMCgAAADAkyeoAAAAAcDYKJwAAAIyicAIAAMAo\n", - "CicAAACMonACAADAKAonAAAAjHK3xzdZvXq1duzYoYyMDE2ZMkWStHbtWlVXVys5OVlZWVkqKSlR\n", - "hw4d2iMOAAAA2pGrPX4P5549e5SSkqJVq1aFC6ff71efPn2UlJSkV155RZJ09dVXm44CAACAdtYu\n", - "p9R79ep12tHLgoICJSV99u3POeccHTp0qD2iAAAAoJ21yyn1L7Jt2zZdcMEF4Y8PHTqkI0eORNwm\n", - 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CVseJS1VVlfr06SOv16v169dbHScuTnodk5w1G0iuYOh3HdlAbW2tGhsbrY4R\nk4qKCs2aNStibdasWbrjjjusCRQHv9+vkSNHqqGhQZKUkpKidevWqaCgwOJksXHSfnw+n8aMGROx\nVllZqaKiIosSxc5Je3HSYywQCGj8+PGqrq6WJA0YMEArV65Udna2xclar6qqSqWlpRFry5Yt04gR\nIyxKFDsnPcYkZ83mVGlpaTp+/LjVMeLm8XiUk5PTqvtQONtJXl5ei+t2fKemkpISvfnmmxFrgwcP\n1urVqy1KFB8n7WfQoEGqqamJWMvNzbXlkU4n7cVJj7G5c+fqV7/6VcTafffdpwcffNCiRLEbMGCA\njh49GrGWkZERLtN24qTHmOSs2Zzqy1w4o/4pdaudOHFCHo8n/PaaTpGWlmZ1hFYLXdf7+TU77kVy\n3n5awl6s5aTHWEuvwW6325Z7ORM77sVJj7Gzsft+kpKSbL8HqeXH2xfehyOc7YNT6onLSftx0mlo\nJ+3FSY8xTqknJic9xiRnzeZUX+YjnBTOdnRq6bRr2Qzx+/2aOnWqPB6P5s2bp169elkdKS5+v1/l\n5eVyuVyaP3++bV+kpc+KWllZmZKTk7Vo0SIVFhZaHSlmob1I0sKFC21ZNkOc9JwJBAKqqKiQ2+3W\n5MmTbVk2Q6qqqlRWVqakpCQtWrRIw4YNszpSzJz0OiY5azYhFE6bsHvhDHHaA84pc5GYTaJiLomJ\nuSQmp8xFYjaJKpbCGfUvfgcAAABiQeEEAACAURROAAAAGEXhBAAAgFEUTgAAABhF4QQAAIBRFE4A\nAAAYReEEAACAURROAAAAGEXhBAAAgFEUTgAAABhF4QQAAIBRFE4AAAAYReEEAACAURROAAAAGEXh\nBAAAgFEUTgAAABhF4QQAAIBRFE4AAAAYReEEAACAURROAAAAGEXhBAAAgFEUTgAAABhF4QQAAIBR\nFE4AAAAYReEEAACAURROAAAAGEXhBAAAgFEUTgAAABiVEIWzublZv/3tb7V8+XKrowAAAKCNJUTh\nfOONN5STk2N1DONmzpypvLw8ZWdna+bMmVbHiYvP51NhYaHy8/O1detWq+PEbfny5crPz1eXLl1s\n/z8+TpqNz+fToEGDdP7558vn81kdJy5OmksgENDcuXM1e/ZsBQIBq+PEpaqqSn369JHX69X69eut\njoNT+P1+FRcXa+jQodq5c6fVcRAnVzAYDFoZ4ODBg1q9erWGDRum119/XRMnTjzjbWtra9XY2NiO\n6drOzJlNrWt2AAAedklEQVQztWTJkoi12267TT/72c8sShQ7n8+nMWPGRKxVVlaqqKjIokTxWb58\nuaZNmxaxNm/evLM+FhOVk2bDXhJTIBDQ+PHjVV1dLUkaMGCAVq5cqezsbIuTtV5VVZVKS0sj1pYt\nW6YRI0ZYlKhtpKWl6fjx41bHiIvf79fIkSPV0NAgSUpJSdG6detUUFBgcbL4OGE2kuTxeFp9oNDy\nwvnss8/q8ssvV319vTZv3qyJEyfq0KFDOnLkSMTtMjMz1dTUpJMnT1qUND5du3Ztcf3TTz9t5yTx\nKywsVE1NTcRabm6utm/fblGi+HTv3l3Nzc0Ra0lJSdq/f79FiWLnpNmwl8Q0Z84cPfbYYxFrDzzw\ngKZPn25Rotj16dNHR48ejVjLyMjQP//5T4sStY3U1FTV19dbHSMuxcXF2rJlS8TakCFDtGbNGosS\ntQ0nzEaS3G63srKyWncfQ1mi8sEHHygjI0O5ubkRT3Cfz6eNGzdG3PaKK66w/f91tsSOlxIkJye3\nuGbHvZyNHffjpNmwl8SUnp7e4pod95KUdPpVZUlJSbbci9N4PJ4W15iNfVl6hHPdunV6++23lZSU\npJMnT6q+vl7nnnuuRo4c6bgjnNOnT9fixYsj1m6//XbNmTPHokSx27p1q0aPHh2x9uKLL2rQoEEW\nJYrP0qVLVV5eHrH2yCOP6Oabb7YoUeycNBv2kpgOHDigsWPHRpxSf/7559W5c2eLk7Xe+vXr9d3v\nfjdi7ZlnntFVV11lUaK24YSjaDt37tTw4cMjTqlv2LBB/fr1szhZfJwwGym2I5yWn1IP2b17d/iU\n+pnY+RpOKfI6Trtevxni8/lUVlam5ORkLVq0SIWFhVZHisvy5cv14IMPSpLmzp1ry+s3Q5w0m9Be\nJGnhwoW2vOYxxElzCQQCqqiokNvt1uTJk215/WZIVVWVysrKlJSUpEWLFmnYsGFWR4qbU64T9Pv9\nmjp1qjwej+bNm6devXpZHSluTpmNLa/hDPkyFM4Qpz3gnDIXidkkKuaSmJhLYnLKXCRmk6hiKZyW\nXsN5qt69e6t3795WxwAAAEAbS4jfwwkAAADnonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyicAIA\nAMAoCicAAACMonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyicAIAAMAoCicAAACMonACAADAKAon\nAAAAjKJwAgAAwCgKJwAAAIyicAIAAMAoCicAAACMonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyi\ncAIAAMAoCicAAACMonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyicLajxx9/XHl5ecrOztbjjz9u\ndZy4VFVVqU+fPvJ6vVq/fr3VceJWVVWlAQMGKD8/X1VVVVbHiUtlZaXy8vKUkpKiVatWWR0nLn6/\nXyUlJRo1apT8fr/VcfBvgUBAc+fO1ezZsxUIBKyOExe/36/i4mINHTpUO3futDpOXJw0F+mz/cyZ\nM0czZszQgQMHrI6DOLmCwWDQ6hDRqq2tVWNjo9UxYvL4449r3rx5EWvTpk3T/fffb1Gi2FVVVam0\ntDRibdmyZRoxYoRFieLjpP1UVlbq7rvvjlhbsGCBxowZY1Gi2Pn9fo0cOVINDQ2SpJSUFK1bt04F\nBQUWJ4udx+NRTk6OrV/LAoGAxo8fr+rqaknSgAEDtHLlSmVnZ1ucrPWc9Bhz0lwk5+0nJC0tTceP\nH7c6RtxCr2WtwRHOdvL5snmmNTsoKyuLas0unLSf++67L6o1OygvLw8XAUlqaGhQeXm5hYkgSRUV\nFeESIEnV1dWqqKiwMFHsnPQYc9JcJOftB5Lb6gDROnHihDwej9xu20SOSlpamtUR2oyT9iI5az92\n3IvL5WpxzY57CXG5XDp27JitX8tayu12u205Fyc9xpw0F8l5+wlJSkqy/R6klp87X3gfTqm3D06p\nJy4n7YdT6omNU+qJxUmPMSfNRXLefkK+zKfUKZzt6NTSadeyGVJVVaWysjIlJSVp0aJFGjZsmNWR\n4hLajyQtXLjQlmUzpLKyMnwa/YknnlBxcbHFiWLn9/tVXl4ul8ul+fPn27IInMoJhVP6rAxUVFTI\n7XZr8uTJti4Bfr9fU6dOlcfj0bx589SrVy+rI8XMSXORPtvPkiVLlJ6ertLSUnm9XqsjxY3CaRN2\nf5EOcdoDzilzkZhNomIuiYm5JCanzEViNomKHxoCAABAwqFwAgAAwCgKJwAAAIyicAIAAMAoCicA\nAACMonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyicAIAAMAoCicAAACMonACAADAKAonAAAAjKJw\nAgAAwCgKJwAAAIyicAIAAMAoCicAAACMonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyicAIAAMAo\nCicAAACMonACAADAKAonAAAAjKJwAgAAwCgKJwAAAIyicAIAAMAoCicAAACMclv5zQ8ePKhVq1bp\n6NGjkqSioiJ94xvfsDISAAAA2pilRziTkpL0rW99S/fcc4++973v6c0331Rtba2VkYyaNGmS8vLy\nlJ2drUmTJlkdJy6VlZXKy8tTSkqKVq1aZXWcuPl8Pg0aNEjnn3++fD6f1XHi4vf7VVxcrKFDh2rn\nzp1Wx4lLIBDQ3LlzNXv2bAUCAavj4N+cNBcnPV+chtk4iysYDAatDhHyzDPP6JJLLlHfvn1b/Hxt\nba0aGxvbOVXbmDRpkl555ZWItauvvlpPPfWUNYHiUFlZqbvvvjtibcGCBRozZoxFieLj8/lOy15Z\nWamioiKLEsXO7/dr5MiRamhokCSlpKRo3bp1KigosDhZ6wUCAY0fP17V1dWSpAEDBmjlypXKzs62\nOFnsPB6PcnJybP1a5qS5OOn5cqq0tDQdP37c6hhxYTaJLfRa1hoJUzjr6ur01FNPacqUKaqvr9eR\nI0ciPp+ZmammpiadPHnSooTx6dq1a4vrn376aTsniV9eXt5p/1h6PB7t27fPokTxKSwsVE1NTcRa\nbm6utm/fblGi2BUXF2vLli0Ra0OGDNGaNWssShS7OXPm6LHHHotYe+CBBzR9+nSLEsXP7XYrKytL\ndXV1tn0tc9JcnPR8OVVqaqrq6+utjhEXZpPYQq9lrbqPoSytUl9fr2effVajRo1SamqqNm/erI0b\nN0bc5oorrtCIESMsSmhOa/8PIZHZdS/JycktrtlxPx6Pp8U1O+4lPT29xTU77uXzWvtCnUicNBcn\nPV+chtk4j+VHOJuamrR8+XL169dPl156qSTp0KFDjjvCWVpaqrVr10asXXPNNVq2bJlFiWK3atUq\nlZWVRawtXLhQ48aNsyhRfLZu3arRo0dHrL344osaNGiQRYlit3PnTg0fPjziNNSGDRvUr18/i5O1\n3oEDBzR27NiIU7fPP/+8OnfubHGy2DnhCKeT5uKk58upnHAUjdkktliOcFpaOIPBoFatWqX09HSN\nGjXqC29v5+uepMjrOO16/WZIZWWl7rvvPknSE088oeLiYosTxcfn84VL9MKFC215/WaI3+/X1KlT\n5fF4NG/ePPXq1cvqSDELBAK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"text/plain": [ "" ] @@ -3411,7 +2710,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei'), data = cancer_data) + \\\n", " geom_point()\n", - "print plt" + "print(plt)" ] }, { @@ -3430,432 +2729,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApwAAAHzCAYAAACNAc23AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X10HGd5///PSlpbUhxFWlm4wUDSKpFCDgWTYFq3KU4g\n", - "QBIMNkhuWppAbbJuBXhjAq2OqdtvaAM5W8CE1aECy4kpDtAeSyCBHOSEQBSSpq2bOtDUICUKSYoL\n", - "qbSj+FGyJVu/P/zbRbtaSfs0M/fMvl/n5Jx4tSvdO9c8XHPdDxOYmZmZEQAAAGCTMrcbAAAAAH8j\n", - "4QQAAICtSDgBAABgKxJOAAAA2IqEEwAAALYi4QQAAICtKpz4I729vXrmmWd0wQUX6MMf/rAk6cEH\n", - "H9Tw8LDKy8tVV1enDRs2qLKy0onmAAAAwEEBJ9bhfOGFF7RkyRJ9+9vfTiacIyMj+s3f/E2VlZXp\n", - "oYcekiS9/e1vt7spAAAAcJgjXeqXXHLJnOplY2OjysrO//lXvepVOnbsmBNNAQAAgMMc6VJfzKFD\n", - "h/S6170u+e9jx47pxIkTKe9ZtmyZampqnG4aAAAACuR6wvnoo4+qvLxcr3/965OvPfnkkxocHEx5\n", - 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9tFatWuVmswD4RDgc1sDAQLLKyYQTMzDUASg9rnapL126VOXl5ZqamtLZs2c1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\n6W/+5m/00ksv6frrr1c4HNZtt92m4eHh5Ht6enp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"text/plain": [ "" ] @@ -3874,7 +2748,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei'), data = cancer_data) + \\\n", " geom_point(position = 'jitter')\n", - "print plt" + "print(plt)" ] }, { @@ -3893,750 +2767,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAHzCAYAAADvgiOYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xlw3NWZ6P3v+W29SrK8YWOwDcaYmB2SEPYtbGFNBrOE\n", - "JQRIQpaZZCbz3qm38k6l3rpz79TUO5OZuTN3khCSmRCygS9LCIQEEjAYQth3jA3Yxhu2LGvr7bed\n", - "8/7RbVlqS7aWlrpbej5VVCFZrT46/Vue31meRxljDEIIIYQQYsSsejdACCGEEKLZSAAlhBBCCDFK\n", - "EkAJIYQQQoySBFBCCCGEEKMkAZQQQgghxChJACWEEEIIMUrOZLzJ/fffz7p168hkMnzlK18B4He/\n", - "+x1r167Ftm3a29u54oorSCaTk9EcIYQQQohxUZORB2rjxo14nsd9993XH0C99957HHLIIViWxaOP\n", - "PgrAeeedN9FNEUIIIYQYt0mZwlu0aNFeo0tLlizBsspvf9BBB9Hb2zsZTRFCCCGEGLdJmcLbn5df\n", - "fpmjjjqq/+ve3l5yudygn8lms7S2tk5204QQQggh9lL3AOrJJ5/Etm2OOeaY/u+9+OKLrFq1atDP\n", - 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wW+7ZzC8qtlVu2G0KzqoU0XWHuF+MJ7jOWoqrMgkeLgREwMF2fQofd8aaXbFm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\nY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"text/plain": [ "" ] @@ -4655,7 +2786,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei', color = 'class'), data = cancer_data) + \\\n", " geom_point(position = 'jitter')\n", - "print plt" + "print(plt)" ] }, { @@ -4676,918 +2807,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAH+CAYAAABTHDBGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4FEX6x7/V3XMlk5sknAmnCTeIHHIYEJBDkEOQQxBY\n", - "PBbcVdGf166KuisrXivquiogoLiugoqoiAdywyJyE46EI8iVkISQY84+3t8fkwyZyTWTTJIJ1Od5\n", - "8kD3VFe/XVVd/dZbb73FiIjA4XA4HA6Hw/EZob4F4HA4HA6Hw2locAWKw+FwOBwOx0+4AsXhcDgc\n", - "DofjJ1yB4nA4HA6Hw/ETrkBxOBwOh8Ph+AlXoDgcDofD4XD8JCgVqJYtW+Kll16qt/sfOnQIvXr1\n", - "gslkQuvWrQEAZ8+exeDBg2E2myGKYr3JVhnlye0r9V3m1zqCIOA///lPrV8TKDZt2gRBEHDhwoU6\n", - "ud/AgQNx3333uY9nzpyJoUOH1jjf661dDxw4EPfff7/Huaeffhrx8fEQBAEfffRRnctU122prqnr\n", - "NlZVHa9YsQLPP/882rVrV+uyZGRkQBAE7Nixo9bvFYzUqQIlCEKlfyUffcYYGGMBv39JZZf398Yb\n", - 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8ffPmzTFq1Ki6EIfD4XA4HA6nRtSJAjVhwoQy53zdeJXD4XA4HA4n2AjKrVw4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SfiqMoqQnd9C3No4a2Ndzypp5/AX78WtMbftAFdX0/4JFzUdyDfOPd5fjZ5gkxfr72t+noppZho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\n71Vrza+bU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ZlkW1wcsSV5Ev2e1ED1QPiq6/FmzUYfPoQxfiKh6mHYV16H8/pLkE6jyisI\n33Brn8SibJvwt76H+/mn4DhYZ5yJihZI70whhBBigJEEqofM0WNh9NGaH+u0qVinTUV7HqqPF9xU\nto191rl9ek4hhBDiZCRNeHnS18mTEEIIIfqOJFBCCCGEEDmSBEoIIYQQIkeSQAkhhBBC5EgSKCGE\nEEKIHEkCJYQQQgiRI0mghBBCCCFyJAmUEEIIIUSOJIESQgghhMiRJFBCCCGEEDmSBEoIIYQQIkeS\nQAkhhBBC5EgSKCGEEEKIHEkCJYQQQgiRI0mghBBCCCFyJAmUEEIIIUSOJIESQgghhMiRJFBCCCGE\nEDmSBEoIIYQQIkeSQAkhhBBC5MgKOoD+SHsezkercNethaZGSMQhmSTuOpkdKipg2Ajs0+dgzzi9\n7+JKJUEDoRDu+i+gvh7z9NkYJSVo3ye9djWH6o+QtEKoCRNRJSW4n36MdhzsOWeBZYNpokyzb+JN\np0CDCoe7/hrPw1vzKToex5o1B1VamscIhegftNZ4WmMqFXQoQpw0JIHKkXZdEv/rf4Drdr5TXR3U\n1eF8tR7ngxUUffsH+Y1Ja9J/fAr/T5vQaEilIZUEwFn6EvY378N55nfQUE+i5UWhEHhe5h/gLn8d\nIhGwLKw5ZxO6bEF+433+D/ibN4DWGKdMIHTL1zKJqNZ4qSSpl18A38e66DLM6mGZ97JmNc6SZyGR\neRfOay9BUTH2DbdiT5mWt3iFKGQf1jfx+8NNpLVmsKG4pyRM1JBESoh8kwQqR87by4+fPLW3bStu\nfR3WoIq8xeSt/gRv7eqO4/I8nF//ezZRykqn2z520pl/gPv+u5hTpmMOH5GfeL/4HG/Np+A42cfJ\nQzXohiPg+yTSTjYWb+ufCN9zPzTU47z4LCQTRw+kNcSacH73a9R9P8QaPbbHsX2YdFnnuESU4tqi\nECWG4rDn4wBVhsLo4S98nUig62pRFRWoaFGP4w3CV2mXVxIOjoYqU3FXSZjQAKz5aPI17ycdwo7m\nXAsiBfgek77m9/sPccDzAajzNc/EUtxdGgk4soFJa82qlMtu12eqbTI9LLfQk5n89XPkHdif82vS\nry7Buv3uPEST4e3acfykrn3ydCKJOPrgfuiFBEq7LsTjUFKCMjJd7twv12WTJwB8H713dyYhaq/+\nCOlnnkDX17dNnlrzfdw3lmF949s9inVl0uHluEOy+fF+L0mVodjo+vgaRlgG3ykNY3fz+O6mjaSX\nPJtp9i0uIXTFtVjTZvQo5lwkfM1m16NYwXjLRHUjIUhqzfNxh0N+5m9V42uei6W5raTrzbD9QaOv\n+UVDkoO+hqTLp6bi+2WRgkui6n2fxnaf70a/g8+R6BVPxdKsTnu4wJq0xzxfc1m0u98Ior+TBCpH\nxsiReOvX5vaiurr8BNPMrz3cq8dTZYMwxozr8XHcr9bhvPoSOplAlZQSuv0u0steRX+57tidO0qe\nWp7au+e4zwOoSM9/cX+R9rLJE8B+T7Pf07Tcnra6Pq/FHW4KhXI67k7HY6/nM+31lzBb/lbpWpzl\nr/VZAlXn+fx7Y4qDvsYCptkGXy8J55xE1Xr6mBt07QC8Yf9XwskkT832eJoPkg6XRHP72+dbhWlQ\nblnE00d/kAw1ZWxQT7k689kPKahqLk9Xa/7k+rT8VE0An6ddSaBOYpJA5cgcMYoc63MwJ07OSywt\nlGnSa7ewoVXYi67CqBjco8NorUm/ugQOH8o8jjWR+t1jUHOwOwc7/vN2iNBV1+V+3Dan0FjtcgkD\ncNrt19CFZEH7PrqhHhUt4nVPsSLpkgAeSDsMbb2f46C17lZNUK5eiqezCYELfOn47PR8xlrHHzCg\nXRf3s08gncQ6/UwqioopMSDlH92nIsf+NvW+z1bHZ5hWVOb6RvqI7uAT5XewX9BCSvHdUVU8unM/\nad+nylTcWFxYSV5/k9SaXzak2Of5WAqm2iZ3FIdQcOLvohztdz3+K+GigIVRi8oTfB5FYZEEKkfO\n5o05v0Z31vTUS8xTT8Pf8qdsv6GesK+6DuvU03p8HP/QQairbbvxSDdq4gwD/Fa3LsMEv20Ka0w+\nDVXSvdF4zntv4X78Idp1uNX32VU+lHUTJrN6znlMsRTbXU1L1MUKZodOkHA0NZL8zaPouloIhfBm\nzyUx+zwADgypZEhtDS3phjG0qk+SJ4D2DbwumSa949GuS+pXD+Pv2JZ5zUcfEL7nfq4vKmnuA6Wp\nMo2cbthbHY/fN6Wo1RCJp5ln1LCom99COtaEbmhADRmCCvVuE+K8iM0mx6emuYyGGYpzw4VZ0zCp\nKMpfDinBcdqn+6I7Xoql2dncp8zRsDbtcXbIY1LIYlrI5KOUR5rM98E5PegDVeN6/Edjirrmj+EO\nz+f7pWHK29UgpnSm1lhGWBaefpNAJZNJbNvGsoINObFta86v8bdvJRqN5iGajOillxMHEkue6/Gx\n1JZNRGed0ePjNL3/btvEBzLTJHT2Ja9Ux7/u2h/DUECrpMo0iUw8tcvlm97wJalPPsQcPARr2gwS\n77yJjscyhwbGNtQzev9uZvlpVo0ajzmkimg4wijLZG5xhDOLIyiliMfjHV6PDU8+jt6zK/MgHuPM\nj9/ng9NmES8q5g9X3swtb73KzFgD5uDBFN94GyrH5sCO6HSa+LJX0Q31hM85D3vCpMz7MYxsuVyA\nwfYjMZqaE4IRlsmU0hIix6k9Sq3+JJs8AehDB9FvLWPOHXczZ1D3Yl3aVE9t8585qeH9I41cVl1O\nUY6f68Sq90j91+v4sRhGeQUld92DPWp094LqQBT4i0iEN5qSWIbi8pIIxUbhNY0d71osJK2vxb6Q\n9jXP1Meo9TyGWxY3DCo6JgF5szHBF8k0IUNx86AQxc3lmDQMaNXO4ABxyyYajfC1aJQp8RQ7HZdp\nkRCTepBUrzoSyyZPAId9zcceXFOSKSdHa/79cCN7HQ9DwQVFYa4o7ttyzFVf/SAsFIX7iWsnEonQ\n2NgY+K8sHYvl/qJwmEQiv7VQjtk7f8r0Jx+RWHxNj4/jth/lB5jnX4T32UdQW3vsC0rLMglUY8MJ\nDtyuLsXzSKx6Hz1lxgnnhHI//5T0Ky9Ay99w9ScQP/bvaaRTDHvvTW7Qb1BXPpinr7qF4lGjOd3Q\nJBIJbNumvLycWCx2zPXoxZraPI4kE5TGmogXFWNYNvuvvpEzizJJU9LzslMydJf2vEwt0fZMYp/6\naj2h62/BmjKNaDSave5OBW6N2nycdgkpxTVFIXQqyfHO7sbjx25Lp3t0LbvtOjz7KGJpB+V3vWFc\nex6J5UuzNZz+wf00/fEpIt/p3elCIsCVYSNbjvn9BHfP8a7FQtL6WuwLjzQk2eBmfmRtSLnUOw5f\nazXQYUXC4ZWEQ6r58UGngb8fPBgnFmOWqdikINac3AwxFOPxs/FPUTAlZIDvkkjkMCK7Hcs79rW2\n52bP83wsxfrU0c/F8qYEp0fDDHJ73tKQL7ZdmLW0+VJ4P6kKXjfawCP5/8Wgd+/onQOlkifepwus\nS+ZlJhRtpoaNIHTeRUTv/3Os+QthUHmmeQ5Qg8oJXXsTkT//SxgytLNDdkof2Ef6tRdPuJ/76UdH\nkyeA+iPQyVQClu9jas3QusMsevt1Grv4ZzdGjoJWE5GGKgYza1gVs2yDq4tsruzlDqf6wD78lhov\ngKZG3A/f73DfaWGLb5RGuKMkTEkX+i2Z02aghrUaiVlegXXRZT2Kd2rIpHVj28iwTXmucxalksfU\nZOoCTh5E3/K1bjMAQAN73LY12V86XjZ5Ajjo+exIZrbMDFtcWxRismUw1Ta4pyREaR7m1bosajO6\nVXPdWNPgvMjR74f2gzNiGg7kMoWOyLt+UwNVKIxTJuF//nFur+mFEWInYs44A+/jD3t+oF5qBjCr\nhhH+xn24K95GhcLYl13ePFIuQuiyhYQuW4h/YD/+gX0YY8ZhlGeSrfCd9+AvfRkvnUbH4+j9e7t0\nPp3uyg203ZegbWOddxHeujWZaRLS6UwtmPbbNCdanssws2tfoPbCq9Cej797JyoUwr76BhYNKu7S\na7vFMLKJ6FG982WvwhEi934X542l6HQa6/yLMYcN79Ex50VDFCnFBsejwjL51rgRNBzOcRRptAij\nogK/pbbSMDBGjOpRXGLgUBx7Y2s/QCTSweOyVh24zwxbnJnnOZ4iSvH9sjDr0x4KmB4ysVo1gY2z\nDDY6R0f9VSgYG7IhnerweKLvSQKVo/ANN5PIMYEK93CEWFdYE0/FPeNM/NWfZDaYJpSUZn6pFxVh\nDKmEVJKyGbOI7d+HF49jnjYN57234GDL3FYKY/ZZvRaTWVmFef0tnT5vVA/DaJ5lPPua6mGU3PdD\nEokEOpUk9bvH8HfuyPR5Mg1AgWWC5x+dF6qoGOv02SeMx770clKHDmZqniwLc+Kp2Jdenp113a+r\nRceaSL/0PHpXpkbPsSySY8dzbVHX+iopw+iTv3f2fNXDMcZPxN+0ITPfV3kF9vyFvXf8omJCV9/Q\na8cDmBuxmRuxsW2bcDf6FSmlCH/9XlIvPguxWKZ2c/HVvRqj6L+UUsyL2ryWcGjwNRUGXFHUtub3\n+uIwBxuT1HiasIIzoyFGhEPU9HGsIaU4o5NE7bKITZMPW1wPE1gQtSk3jYJsSj5ZKa17eVxmHtXU\n1BREO7/vuiR//Qhs+9Pxd6wYTOQHP8Lowxmnteehmxozo9J8H93YgCotQ9mZG1ZlZWWbctRa47z3\nNv7O7ZhTp2P3YgLVXZ31l9Cehz58KLMMjVKkX3sJnDTW6WdizZjVpWN7h2rwvvwCo2II5vSZHXZ6\n1MlEJomKxTDGjcO+eH6b/Toqx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"text/plain": [ "" ] @@ -5609,7 +2829,7 @@ " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " ylab(\"Amount of Bare Nuclei\") + \\\n", " xlab(\"Uniformity in Cell shape\")\n", - "print plt" + "print(plt)" ] }, { @@ -5630,579 +2850,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAsMAAAJCCAYAAAAlYMo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0VPX9//HXTHaWkAyESFgCRAgCKosiCjVQQUWxIOAX\n", - "paC4BMXWWLSIUhWXikaq1eAeECi01oWK1iUubAoqpQiKbAlhlRQEEvZAEvL5/cFvhkw2JiHJncl9\n", - "Ps7Jgbn35s577rxz85pP7uIwxhgBAAAANuS0ugAAAADAKoRhAAAA2BZhGAAAALZFGAYAAIBtEYYB\n", - "AABgW4RhAAAA2BZhGGW0bdtWTz31lGXPv3btWvXq1UsRERFq3769JGnnzp264oor1KhRIwUFBVlW\n", - "W2XKq9tXVm/z+s7pdOof//hHrX9PTVmyZImcTqdycnLq5Pn69eun5ORkz+OxY8dq4MCBZ71eu/V1\n", - "v379NG7cOK9pDz30kGJjY+V0OvW3v/2tzmuq616qa3XdY2d6j+fMmaPHHntMHTp0qPVatm3bJqfT\n", - "qW+++abWn6u+IwzbiNPprPTLHeAcDoccDkeNP7/7B7e8r+eff96z3AMPPKCoqCht2rRJK1eulCRN\n", - 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AAADYFmEYAAAAtkUYBgAAgG0RhgEAAGBbhGEAAADYFmEYAAAAtkUYBgAAgG0R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\nmRaTYSIiIiIyLSbDRERERGRa/w+hQjlJa7L2tAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -6223,7 +2871,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('class')\n", - "print plt" + "print(plt)" ] }, { @@ -6242,1329 +2890,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAtAAAAJCCAYAAADp+fDUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8U3X3xz/3ZjQp3dAWSqFQRit7g4AUZCOyxB+ITGVY\n", - "fETBBYoyFB4QRRnyyBIQFBkKggIiUEZBEcumBcqqWGihpbS0TZsm+f7+qAlJM5qkWc0979erL8i9\n", - "33E+957cnNx87zkcY4yBIAiCIAiCIAir4N1tAEEQBEEQBEFUJiiAJgiCIAiCIAgboACaIAiCIAiC\n", - "IGyAAmiCIAiCIAiCsAEKoAmCIAiCIAjCBiiAJgiCIAiCIAgboACaMKJOnTqYN2+e2+a/cOEC2rVr\n", - "B7lcjujoaADA7du30b17d/j5+UEkErnNNkuYstta3H3MvR2e5/Hdd985vY+jOHz4MHiex507d1wy\n", - "X9euXTFhwgTd67Fjx6Jnz54VHldoft21a1dMnDjRYNuMGTMQHh4OnufxzTffuNwmV/uSq3G1j5V3\n", - "jjds2IDZs2ejQYMGTrfl1q1b4HkeJ06ccPpchDEUQAsInuct/mmDPo7jwHGcw+fXvtlN/S1evFjX\n", - 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EQRAEQRAEYQMUQBMEQRAEQRCEDVAATRAEQRAEQRA2QAE0QRAEQRAEQdgABdAE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\n+tC5dm4fZ47vqf7h7PE98Ti5Ynwh6vbU4+Ts8T3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f3T+n2Xukjy82BDAUxXENE4lxAvkQ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Axy3HHH5W2ATmPDhg28/fbbuN1umpqacLlceDyeikxOXk5J2T8OR7nzk09JJH0aTvBX\ncfuBY9M0llPcmVKImHsTJs90dgNwQWMdAQes/hf6WrfH4nxvWxs95sBXhArUuTT2JUa+MmZ63Pzb\nobPG6cEeKlHjydwpC6kUPO5/3b6LjaHw8L8bXBo/PGQmtXmaADkl7kLixJg74gZ3bN1JrzmywW2e\nv4q/T/PdCxA2LX62s50/h8IkAK+qcH5DLV+c1ligEY+Q8QT66KOP5qmnnmLOnDnDr3388cdcfvnl\n/PnPf87bAJ3Mc889R21tLYcffrgspJIm7sn2X8gk7qYQ/Gewn23GwEQloCp8JeDjSI9ua9ylnoBf\nFlLJv8afD/ayLhzHFIJZusbiQBVvvPQiR7z9KqoQVB18CFOv+tLw9jpZZMJ+H0N7JsuhyIQTNZ6u\n/U+D/XwYjg6/5lXgrxv8HODSpMZt8uHUQiqP90V4MxInKmCqS+P6Wh9NSQsoo9sLIXg5HKfVMDnc\no3FGXSCjcRWtkMrOnTtTJs8Ac+bMqZj9z0OEQiH8fj/d3d1s3ryZ6667Dq/XKwupDFLKCfhv8Lt5\n0RAE4wYne1wcpJI2lkpOwC8LqeRf4yfrKicn7XFW9uzmzFefxxqs+Jro3sez1QH2nLaQL1S78/Le\nVqLGk/9WLkUmMrFxyn38iGofH4WjDE3BGlSFOsvEMCypcZt8OLWQykXegfteyBLM8VcjYlEMY2wG\nkmQfp7lVTnMPbPEzTTPrcdlBxhPoGTNm8M477zB//vzh1zZu3EhLS0teBuZUHnnkESKRCKqqcuGF\nF+L1ysM85YJbUbi0tirtyWeJpFiYOz4ZnjwDuEwT/65P+UPcRCHO16qqijg6icQermpuIBIO83HM\nwKPAFdXu4X3+kvKnWVNp1ga2ZJTKN3DGE+hvfetbXHLJJdx+++3MmTOHjz/+mB//+Mfccccd+Ryf\n4/ja175W7CFIJJIKQps5G9VfgxXqA8DQNHY3HwDAXnPsKo1EUoooisIivxfDU/yzD5LyIh8LvUKI\n7AqpPProo/zyl7/k008/ZebMmcPlvSuJSCTCU089RUdHBwCXXHIJM2fOHNNOFlIprSICE7W3M+5S\nT8Cfr0IqUuMTt4+vf4nQKy/RFTf4ZPosnjj/MoSicpRH55vNdVLjNvsotSIT5Y7n2MEAACAASURB\nVKBxeR+XGs+Xj/r6et57770xdrlyzDHHIITIfAUa4KqrruKqq66ybRClyJo1azj00ENZsmTJhPtu\nZCGV0ioiMFF7O+Mu9QT8+SqkIjU+cfvmxZeinLyATaEIL0cMaoQgoCpc6dWwLEtq3GYfTioyUSgf\nxda4vI9LjefLR77IeAK9YsWKcYuqVMq2hmg0SmtrK5dddhkwkN9Q0+TjJolEUhhO8Lg41q0REVCt\nkFGhK4lEIpHYT8YT6JUrV6bcrNvb29m6dSsLFiyomAl0MBikurqaJ598kvb2dqZPn875559PNBqV\nhVQGKbVCKpm0H20jE/APIDVeHI3rgDdLm/35GG1TiRpPRhZSkffxctS4EwupFMNHOnp6eojFYkyZ\nMiXjhdGs9kCP5sEHH+TDDz/kxz/+ca5dlBRtbW2sWLGC5cuX09LSwjPPPIPH40FRFNuTk/ebJgpQ\n5eAVbicmZS8ElRh3JcYMMu5kKiHuIe6UhVRk3GVIJcYMA0/q0u2BTiQS3HfffTz55JPs2bMHGJhw\nH3XUUdxyyy2cdtppafsb2gM9qQm0aZo0NjYSDAZz7aKk6OvrY8WKFdx2220AtLa2sn79ei666CLb\nCqlYQvBfPWG2GiaaqnKY28XVfk/K6n8lF5koRqECO+Mu9QT8spCK1Lgd/TtdH0P7LJ1QZCLfPqTG\nK0fjTi2kkm8fDQ0NaSfQd911Fx988AFXX301AL/+9a8555xzaGho4Be/+AW33XYbF1xwwRi7rA8R\njj7hGA6HWblyZYr4yp2amhoCgQCdnZ00Njaybds2mpubCQQCthVSWR81eDc2WOvdMnknYTJHEcz3\nuNK2T0elJeAvlI8hm0pOwC8LqUiN29G/0/XhpCIT+fYhNV45GndqIZV8+xiPp59+mt///vc0NDQA\ncOqpp7Js2TL+8Ic/cMghh3DHHXeknUAP+x33L2kGOJqWlhYeeOCBTLsoCxYtWsTjjz+OaZrU19dz\n6aWX2tLvSxGDTYZJh2kNTJ4HMYDdCQs8triRSCQSiUQiqXg8Hk/KfmeXyzW8kn3MMcfQ3t4+oX3G\nE+ht27al/Lu6utr2uuKlwLRp07jhhhts7fPFvgjPRgyGHkAowNC+Gr+iMNed+z5oYRiI4D6s5ubB\nniUSiUTiZHoTJr/ri2BZFmd4dfyqvHdLJHZz/vnnc+utt3LNNdcA8Ktf/YqzzjoLgI6ODhobGye0\nn9Qe6ErEMAwefvhhEokEpmlyxBFHcM4554xpl01y8nu6enk/OvL4QQGmuTSqNJXTqzycUpW6/Jxp\ngvVE+276/usBrJ5uVF8V3nPOx3fq6RmNaTw/MgF/ZSfgl4VUpMbt7L8QMeTio5hFJvotwd2dvewy\nBh49H+BS+evGWvyaKjU+CR92xm2n/rR4jN4/rkEg8J1xNqrfb7sPp2m8GIVU7CarPdDbtm3jjjvu\n4E9/+lPKgTlFUdixY4ftg3Mquq6zbNky3G43pmny4IMP0trayuzZs1PaZZOc3Dsql6tPgeW1PuYe\nMI2Ojo4xCcIzTbAeffTXWO27AbAiEcLPrUHMPQ5lcDuOTMAvE/Bn60MWUpEat7P/QsSQi49iFplY\nG00MT55hYAvfs919LKpyS41PwoedcdulPy0eI3r/PRi7Ph3w/+5GvNd/HaXaX9YaL7SPtrY2gJT9\n7naQ8QT66quv5pBDDuHuu+/G5/PZOohSY2gTvmmaCCEm/X58obaa9rhBhynQFZjv1pjqmnz6OhGP\np74Qj0MkAjU1k+5bIpFIJBJJ7sRefnF48gwg9u7BePVl3OctKuKoJJmS8QT6ww8/5NVXX5WV9xjI\nSHLfffcRDAY58cQTaW5unlR/NZrKrQEve02BT4F6Td2/UQaoB7Rgtu2EwUceam0dDD4ekkgkEonz\n+Fy1hw9NwaexgZW2qarCGd6xBTUkEklxyXgCfcYZZ7Bx40ZOPPHEfI6nJFBVlZtvvploNMrKlSv5\n4IMPxuyxyba6j8/tJnkTSLr2phBEhKBaVTOqUOS6YglRXcfc3Ybm9+O5fAnq4Or5/sY0NC5ZwWqs\njaxgNYCsRCg1Xk4aT6aYlQh9Lhf/dFAjj3+6G8uy+Fy1B//gHlWnajyoqPRbghZdw60oUuMZ2ng+\ndy5i84fDq9Dq1Gn4Fp6NqutlcR/PxaZYlQhzIeNDhF//+tf5zW9+w+WXX87UqVNHOlAUvv/97+dt\ngE5n3bp1tLa2jslSYnd1nw29IVa2dxE1LQK6xrdmTmOax71/wzxSqVWN8hG30bEXo6sTz4yZaH7n\nbbGR13oEGXf5c6esRJhx3Ct27eX1nhBR02K6x823D5xOvZ6/SYtdOEXjZl8v3WufAaDuvAvQagL7\nscgdp8RcLmQ8gb722msHDJIOvAkhUBSFhx56KC+DcyL9/f2oqorP58MwDFauXMlJJ500nIh7CDur\n+8QNgx90hdhrjpwyPVTXuLXBP66NrGBlnw87407Xf3TdC8TXPY/oD6HWT8H3hS/jOnhOXmOQlQjt\niVtqvHyqtMlKhNlf6/aEyb/v6yecNI04wePihsZax71PdsZdqhqv1EqEQzZ2p17O+Gfiww8/vN82\nq1ev5ktf+tJkxuN4QqEQTzzxBEIIhBAcd9xxzJ07d0y7/VX3sQwDhEB1u3G50lfREaaJYRiE4gax\n0ZUgLavo1X3srmAlEgnE4GMYJ1ZBGrKxs4KVSCSIvboO+noBsLo6iDz9JN4bb81rDLlWsJKVCGWV\nNjv6d7o+KqlK22SudY9hEh21Bhc1reEJixPfpyGbStR4pVYinOh9nAy2Pme54YYbyn4CPXXqVG66\n6aac7RM93YTv+u7ICy4dzw/vTmlj9XbTe89/0BONgK7j+vxiag47jh5z5EbVWEaJ9YUQxP/3N1jb\nthBVFDhhPsoFFxd7WJNGCEF01UNYWzYDoB5+FN6v3ZjayDBg1C9qkTCRSCQSp9PiUpnmUtmVGFjg\n8QJHT6Lwl0RSSthaSKWmpoa+vj67unMkW7ZsYc2aNQghmDdvHqeffnraduMlJ9/1jevBSp0gKc1T\nafj2nQAIyyL4vX9AhJLeR7cHbv8nVlkuIpZFk0vjmjo/7lGT6FItMhF9Yz39//sIJIzheP1fWorn\n+HkFi2Gi9rnGve+JR4n+8ZmUfnwXXETVqBRFPff8O4mPPxr4h6bhOe0M/Jd/oSAxZOtDFlKRRSbs\n7L8QMeTio5KKTExW492mxW+6QxgCjvXpnFHtc+T7ZGfcUuOZjceuuPOhcTtw/k5/B2FZFk8//TRL\nly4lEAhw//33c/jhh6fdV5MuOXltTc2YyTOA6BwplmL1dCPCqadkicfw7G3nhtkHASNJw0enWC/V\nIhOxbdtGJs+D8cZbP8E6/MiCxTBR+1zjbt/0/ph+4u//GeWzqQc29C9/FeWZp9CjEcypB6CeeXbK\nGJxUZEIWUpFFJuzsvxAx5OKjkopMTFbjdT4fS6tGMiBEIhFHvk92xi01nll7u+LOh8btQE6gs6Ct\nrY2GhobhizB37lw2b96c8cZ0Zbwc2kmFTRSvD1w6xJNE7XKhNtq7+d1JaEcchfn+nwaKvACqvwbX\nEUcVeVSTR22ehvXpzpTXtKnTxrRTPB6qrrqapqYmOjo68rZfSyKRSCQSiT3YU7GjQujt7aW2tnb4\n34FAIOstK9qpnx3zWv3t/zT8/4rHg2vh2TCUu1Bz4brgYpTq8i2A4jryaPSF56BMn4E6YyZTLrsK\nfc6hxR7WpKn6wpehoREUZeC/KY34l3y52MOSSCQSiUQySWxdgZ41a5ad3TmO5BR+yfT29hIKhVJe\nGy85ed0XriY870QS77yFesB0PCedil7tx0p+dHTuBSinLMBvWfRXVWONShBejkUm9LPOg7POw+Vy\nUTuYeqYQMWTSfrRNpnHrHg+13/4eVn//QMYVvx+Xx4NO+tRE2YypEEn+i5mAvxw1XqwYMmk/2sYJ\nRSaK6aOYhVSkxvPjY7RNJWpcFlKxl6wOEW7atIlHH32UPXv2cM8997B582bi8TjHHnts3gboJHbu\n3MlLL73ENddcA8Arr7yCoigYhlGRyckrNSl7JcZdiTGDjDuZSoh7iDtlIRUZdxlSiTHnk4wn0I8+\n+ii33HILl19+Ob/+9a/p6+vj7bff5tvf/jbPPfdcvsfpCEzT5Gc/+xlLly6lpqaGBx54gCuvvBKP\nx5PRCrSTE6zLIhPjt7cz7lJPwC8LqUiN29G/0/UxdA6hEopMSI1XjsZlIZUiFVL57ne/yx//+EeO\nP/54HnnkEQCOP/54/vSnP9k6ICejaRqLFi1i1apVWJbFvHnzhi9IIJBaflMWmZh8/05L4j5kU8kJ\n+GUhFalxO/p3uj4qqciE1HjlaFwWUrEZkSENDQ3CNE0hhBB1dXVCCCHi8bhoamrKtIuS4oknnhA/\n+tGPxD333DP82rPPPit++tOfinvvvVesXr1aRCKRjPvr6ekRL7zwgujp6clLeyf6KIcYcrEpl7id\n1t6JPsohhlxsyiVup7V3oo9yiCEXm3KJ22ntneojFzLOwjFv3jxWrlyZ8tpvfvMbTjrpJNsn9U7g\nhBNO4Ctf+UrKa3PmzOGWW27h5ptvZsqUKbzyyisZ9xcKhVi3bt2YrR52tXeij3KIIRebconbae2d\n6KMcYsjFplzidlp7J/oohxhysSmXuJ3W3qk+ciHjPdCbN2/m3HPP5aCDDuLNN9/kzDPP5KOPPmLt\n2rUcdthheRtgMQkGg6xevZpbbrllzN82bdrEhx9+yBVXXJHWdugU9xC6ro+b5zfd/p1s29vtIxub\n0Y/A7O6/EDFM1N7OuAtx7fLpY7yYSykGO+OuVI0Hg0EeffRRrrrqqjHFCcbrP1ubYvpIfrydjBOv\nndS4vI/n4qPSNW4HGe2BFkLgdrt5//33WbNmDYsXL2bWrFksXrwYv7988xNPxMaNG5k7d64tfSWX\n0cxH+0La5LP/QsTgtJhzsZHXOr82+ezfqfrId/9OfJ8K0X8lxu3U9ynf/TvxfSpE/+UQ93hkfIhw\n7ty5hEIhlixZks/xlAQvv/wymqYNp+/LJg+0U/NDpkPmD01vI/OHDiA1Xrka1warqqbra7z+s7Up\ntI94PF6ROXKlxkco9/t4MpWU6zxfZLyFY8GCBfzyl7/kyCOPzNtgnEa6LRwbN25kw4YNLF26dPiC\nVWpuRRn3COUedyXGDDLuZJLj7u3t5Z133mH+/PljMhCNR7Y2hfbxzjvv5OVaJ4TAFAJPkVbJ9ofU\n+AiVEPcQdxY513m/abInbtCo6wRcWsH920HGE+jvfOc7rFq1imuvvZaZM2eiKApCCBRF4Wtf+1q+\nx1kURk+gt2zZwtq1a7n22mtTfrFlugI92byH/ZaFKaDR5yUej48Zrx0+srGR+UPtzR/qCdSyascu\n+k2T031uDnS79hvD7q59YCZwJVXJlHmgM2tvR9xS4zJH7kT9PxuO82bUwDAtZrpUltdVoe3nsyo1\nLjVeCB9D+4KLkQf644TF//RF2BdPUKMqXOT3cqLPbauPdDZFywO9fv16DjzwwDG/2ICynEA/9thj\nbN++nXA4zN13383ChQtZv349pmkOZyOZMWMGixcvJhAI5DUPdDwe59H+OJsMEwuY7Y6yrMqVciOe\nrA+ZP3T/7Yds8pE/1BCCH29vY2tk4CawKZbgGr+bObqW1sYUgn9r3cXW/giKEMz3uFhU5c44hlzz\nh8o80FLjdvTvRH3YnSP3U8PkhVCM8OASVU/c4qmeMIur3RmPafTfXosZvNwXQQg40q1xYZV7wvbZ\nxC01Xv4aH+8QYb7u4+PZPNEbZU/CAmCfJVgTinKcS7HVx/5s7CDjCfRLL72UlwE4lSuvvHLMa/Pm\nzSvCSOBDw+SduMmQBD6IGTyvCM5LunlKSpuP4wm2RUZ+QfcKwctRgzl6+kdbvw9F2RCOM/T46NVo\ngmN0jZnjtJdIJIVltymGJ88AAui0rJz722mY/C4UJzT40LgrmqBJVVmQZp+sUwhZFs+HB56WnuHV\n8avpF30klYUxat+DAVhCoI6zKOhUctpdLYQgeedHsU5AVgp7TIvk308C6LAy2nlTkliZ7SoqKzRA\nBcyk1yb6VHWaFsnvUgTYZQpmOve7VCKpKOboKrWqQs/gvVoHDp7EXs+PEubw5BkgNvjagkmOM1/0\nJkz+375+2s2BHw3vxU2+HvDiK/K4JLmz10iwsjdKTAimaipfqHYz0VdOXAg29keJxQ1O8LhwA38x\nTHRSv+ObVCWjybMQgteiBh8bJtM0lXN8elEn3RlPoNva2vjGN77BunXr6OnpGZ5AK4qCaZr7sS4f\n3njjDTZs2IAQgvnz53PKKaekbefxeFJ+WCiKQjgcRtf1MadCVVXF50u9rSS3n1dTzSux3uEbcZWi\ncKLfh8/nGdcmWx/pTqrmYpMcd7b9xyzBz/f1sbfrE3QUFtX4OLHKM277fMSQrr2dcY/X/5HAETGT\nTZEYFtCkqVxWX4NPd6W1OdJU2BRPEBu8D9WpCkfXVOFzaTnFMNlrbXf/hYqh0Bp3QgzF0ngp6mMy\nGm8BvujSWdsXxRQWR3h0zgtUoSR94WczpkNVDV80RGTwu1cDDvJ60HXdkRp/qr1jePIMsMcSvJYQ\nXCY1nrcY8qlxUwju7+ihbXDrxU7TRNcsllWn11/MEvy8s4dWY2B++HrcolnX+HMkjgF4FZiqqUx3\n6yyprcYz+HRiohj+EDZ4MWwQBzTDYq+icn1DTU5x20HGvd500034fD5eeOEFzjzzTNatW8c///M/\nc8EFF+RlYE5kz549bNiwgeuvvx5N01i1ahWHHXYYDQ0NY9qmS+pdV1dHf3//mP04Pp+PSCQybvu6\nhMEVPp0XYwmEEJxU7eNwrAltsvWRbo9QpjbJhzCS4862/9WhGB/GR36MPdEd4kBhUj34wcpnDBO1\ntzPuifr/x4Nn8MzONnoNkxPcGoGEQSRhpLU51eMi2ljH/wV7UYTgbK+O34gTMbKLIdv3abyY7eo/\nk/eplDVejBiCsTgvRwfszvDqNFVXFU3jpaKPobgnq/G5us7nDps9XMwhGo3mPKZZwMJqD2+FowgB\nB+sap2oCwzAcqXHdNXZtMpFIYFnZfXdlE8NE7e2MuxI13m1Z9CRStyDtisfH1d/zkfjw5BlgZ8Kk\nPTGyFTUqoEpVuMqrYcWiDI16ohjej7YzlD7BBD6JGfSFw9RUjb2n7e9a20HGE+hXX32VHTt2DBdO\nOf7441mxYgWnnXYaN9xwg62DciqdnZ20tLQMp6+bPXs2mzZtYsGC/D9Em+txMdczcLnG+2CVOsFR\n21L6xMBr1RWyb05TFE72eTBc+z/woCgKS5obOUsVeTsgISl9QpbFPb1R9gx+tt6Lm/yt14vcKV+a\nXFxbzdn64Eqdw/eLXtBYx+vBnuFV6KmqwhleucesVKlWFLyqQsgc+Z72TfDdHE+zE3P0CQAzy92a\no7c1qogJtzrmm4wn0C6Xa3gZvL6+nr1791JbW0tbW1veBuc0mpubeeGFFwiHw7hcLrZs2UJLS4ss\npJLEZBLwT9MNPk76hVurKUzzuNEHP6QyAb99MWTrQxZSGaGUikysixjDk2cYeIz+YjjGBT6p8dHt\nC63xXGw0TcPjdmfcPhMf+dJ4wKXxN021/LF3oO/PVXvwq6q8j9sYw2R8ZFtIRQcuq9N5sruPmBjY\nNvjlQNW47c/0a/zJ6Kdj8AdUgwp+VWXH4He8X1M5pdqLrqfaTRTDWX4fj/eG6bMEVQp8xufB43Y7\nv5DK4sWLWb58OZdddhk33ngjH3300fBK6Isvvpi3ATqNDRs28Pbbb+N2u2lqasLlcuHxeCoyIbvd\niegTluCeT/ewMxZDV1SunjqFY2qqMrINmyb/s6eLftPinIYAR1ZnZpcLlZiAvxJjhtKP+zftXTzR\nGUx57bLGepZMmzKhXanHnQuVGDPIuJOphLiHuPPOO4HsYzaFIGxa+DU1ZT9/OjrjBo/u3YcALm+q\np1538T97uug2TE6r8/OZgD/rce+MxviwP8KBPg+HVxX3SGrGE+hgMIgQgoaGBiKRCD/5yU/o6+vj\ntttu44ADDsj3OB3Jc889R21tLYcffnhBCqlM1N5uH5nYOCUBf3VtLd/Z0sqOwf1WNarCNQEfR3r0\nsk7Ar9bU8NzuvXiFYL5XH84LLgupZNbejrgLpfFcfezs7OInHSOP0adpKn83rQF3In0uVadpvNQL\nqThdH+Wg8VK/j1diIZVi+ShaIZWqqiruuusuVq9eza5du5g+fTpf/OIXbd+U7XRCoRB+v5/u7m42\nb97Mddddh9frzWshFVlkYuL2H4Wj7Ew6rNBnCdb1RzlEzc9764QE/J0Jk/s6emmPGyjAG+EYN9Z4\nUBUlL/qQhVRKs8iEV1jcUuNJOURYhSBSAhovtA+7C6nsr30uNlLjk/cxZFOJGk/+WyVpPF/nhDKe\nQN9888189NFH/PSnP2XWrFns2LGDH/zgB7S1tfHQQw/lZXBO5JFHHiESiaCqKhdeeCFer7fYQ6p4\n3IqCBiT/Li33Q1K/D0Vpjw9ELICtCYuPDJMj3Pnb7yUpTfyqMlylUiKRSCT2kPG37ZNPPsnWrVuH\nV5yPPvpoTj75ZObMmVNRE+hyLFte6hxS5eVwt4tN8QQW0KgqLEpzSKqcGJ153YLh9D4SiUQikUgG\naGlpsb1PIUTme6CPPvpo1q5dmzKQtrY2zjvvPD744APbB+dUIpEITz31FB0dHQBccsklzJw5c0y7\nrq6uMcnJ3W438Xic0W+5qqpYo0q8Ztvebh/Z2CRv40mO267+M2kfjcXYGI7RZwlO8LkJaKptPuyM\n265r90k8wf37+uge3Ns6c/DEu0dV8qqP8WK2q/9c3ichBK/0x9hmJDjE7WJBlWf4cEs5aTyfPuyM\nuxD3p3z7GIo7nxq3K26pcanxXHxUksbr6+t57733xtjlyjHHHIMQYuIV6Oeff374i+iaa67hggsu\n4Bvf+AYzZ85kx44d3HPPPSxdutS2QZUCa9as4dBDD2XJkiWYpjnu3hpZZKLwRSaOVKyBvRvxWEZJ\n2Us5Af9MXefvZk/nt7v24BYWF/jcw8noK62QymOhGG/HBxL0bwjH+DQS45Jq93592BF3KRRSKVWN\nl1KRiVxisCtuqXGp8Vx8VJLG88WEE+jly5enpCkRQvDDH/4w5d+/+MUvuP322/M2QCcRjUZpbW3l\nsssuAwbyFWpaue+2lTiVOVVerqmtytsBiVLho4Q1XN3KADYbJpcUc0ASiUQiKXsmnEBv3769QMMo\nDYLBINXV1Tz55JO0t7czffp0zj//fKLRqCykMkgpFZmQCfgz9+HkQiqqkrryoCrKsK3UuNR4pj5K\npZCKvI/n5mO0TSVqPJlsC6nkEkMuNoXwkSknnXQSb7311rh/z3gPtGRgz/eKFStYvnw5LS0tPPPM\nM3g8A/stKzEhe6Umoq/EuJ0c8//u3cfTnUH6LYFfU7m0qZ7Fjfak13Ry3PmkEuOuxJhBxp1MJcQ9\nxJ05FlIpRRRFSbsH+vvf/z4XX3wxxx9/fFq7k08+mTfffHPM60N7oOUEOgv6+vpYsWIFt912GwCt\nra2sX7+eiy66SBZSSRP3ZPt3ShJ3O+Mu1QT8Ti+ksiVu0GrBQarCnKRUflLjUuOZ+pCFVKTGy13j\nlVpIpaGhIe0E+o477uCPf/wjzc3NXHTRRVx00UUpecH3N4GWSWOzoKamhkAgQGdnJ42NjWzbto3m\n5mYCgUBBCqlYQrAjYaGbFtPMxHDlOTt9ZGMjE/BXTgJ+pxdSOVCBI/0DB0kyHVMm45IarzyNgz1F\nJl6OGGxKWPh7oyx2K9SKsRkVnKAPqfHK0Xjy3yqpkMp4/OAHP+COO+5g7dq1PPXUU/z85z9n/vz5\nXHzxxZx77rnj2g373W8LSQqLFi3i8ccfxzRN6uvrufTSSwvi1xSC+/tifJKwEH0xZrtUbqzxoO+n\nFr1EIpFICsv6iMEzEYMYgNFPm6Zya8CDV96vJRJHUVVVxaWXXsqll17Krl27+O1vf8t9993Hv/zL\nv6R9ApCMnEBnybRp07jhhhsK7vf1WIKPExZD+222JSxeiBh8XlYYk0gkEkexyTBJ/urda1q0JUzm\n6PIrVyJxKtOnT+fmm2/m5ptvZsOGDTz77LMTtpd7oLPEMAwefvhhEokEpmlyxBFHcM4554xpZ3dy\n8qd6+nkmFE1pc0a1hy/V+W3zMRqZgN/+uEs9Ab8TC6nk6sOOuKXGy0/jyXHnqvFfdvXxTnSkNmiV\novB3TbVM07VxbeyOIVsbqXGpcbtjsCtuOwqp2I3cA50Duq6zbNky3G43pmny4IMP0trayuzZs1Pa\n2Z2c/HhV8IYCwUHt1CoKJ2qk2MkE/DIBf759OLGQSq4+7Ihbarz8NJ4cd64av9ir0W4o7DUFXk1l\nvsdFbSJOZNR2TCfpQ2pcanyy/YficTTAlbRVyQn6aGtrA0jZ724HcgKdA0MHTUzTRAiBz+fLu88m\nl8a1NR7WRgxUVeMMt8oMlyziIikPhBC8EDXYYli4Ffiy24On2IOSOIKQZfF8eGA19wyvjl91/j7i\nGlXh1oCXLkVjRuMUlJ7uCQ+ESSSlTMIS/DzYT5thoiH4jNfF533lv71UTqBzwLIs7rvvPoLBICee\neCJer3c4KfkQ+UhOfrCuc5PPO2F6m8n6yMZGJuAfodwT8Oe7yMTaUJS1kcRwRcGfdfXyN/XVYw7J\nSo3nx8doG6dovDdh8p/BfnYnBh7Pvm9YfLOhGn8JaFwHAi4X9W6doIP1ITU+Qrnfx5Oxs5DK6j1d\nfBgfebzySjTBCT4PLbrLkfqwC7kHehJEo1FWrlxJY2Mj7777bsrfKiE5eaUmoq/EuPMd812ftPF+\n/8gjOK+q8M8HzWC2r7jr0JV4rcE5cf+mvYsnOoMpr13WWM+SaVNs9+WUc3fj2QAAIABJREFUmAuN\njHuESoh7iDttLKTyk9bdvN2X+mPk1hlTOa2uZlL9Oh05gZ4k69atGz5MmIyTikzk4iMTG5mAv3IS\n8Oe7kMo9HT28n7SCEVAV/q7BT52mjmsjNW6fDzvjtlN/a2PWmAn0eVVurmysk4VUbPIhNV459/F8\nFVJ53YTV7V3DTxDrVIVvNfhp0FRH6aOpqWmM7WSQWziypL+/H1VV8fl8GIbB1q1bWbhw4ZjN6U4q\nMpGLj0xsZAL+yknAn+9CKpf6NLoSJp2WwKvAadUeqi0TwzJti0FqfP/th2ycovELGht4PdhDuzmw\nhWOqqnC6W8M0zbxpHCqryITUeOXcx5P/ZqfGL2hsZFdvH5tjBhpwjlenZvD+7UR92IWcQGdJKBTi\niSeeQAiBEILjjjuOgw8+uNjDkpQIImFgBfeh1ARQ8rg3q9Ro0DS+WetlrymoVmC6vzrtCXRJZRFw\naXyzoZrn+wa0UCqHCCWSSkJRFC6p8bHIW1nfaZUVrQ1MnTqVm266qdjDkJQg5vZP6H7yEaxQCMVX\nhfvSK9DmHFbsYTkGt6Iww7X/ydEHoTCPB/sRwuIcr86BusxGU874VZVFsmCURCJxGHIPdJZs2bKF\nNWvWIIRg3rx5nH766WnbySITpZFgvZAJ+Lt/8kPMT3cM/1ub3kLd333H9rjLuZDKTiPBvV19dA8+\n0q9XFW5tDDBNd0mNT8KHnXHLIhOZjceuuKXGpcZz8VHpGrcDuQKdBZZl8fTTT7N06VICgQD3338/\nhx9+eNqN6bLIhEzAP7p/K5paSdKMRgmHwyiKUjL6KHYhlZcjxvDkGSBoCV7t7WdRlVtqfBI+7Ixb\nFpnIrL1dcUuNS43n4qPSNW4H6v6bSIZoa2ujoaGB+vp6NE1j7ty5bN68udjDkpQIypTU1Ftq/RQU\nRe7nzIY6NfWWpTCQsUMikUgkkkIiJ9BZ0NvbS21t7fC/A4EAfX19RRyRpJTwfPEa3CfMR5k1G/Xo\nY/F8eVmxh1RynFXt4cgqLy4GClUc6lI51SMfpEkkEomksMhvniwYb7Wwt7eXUCiU8lo+KhFO1N5u\nH5nYyApWI2QUt67j+eqNea8iWYqVCLOJ4TsHNfHnvR1YpskMl4Y6+LmUGs/dx2ibSqzSVmiN52Ij\nNZ67j9E2lajxZOysRDhe+1xsZCXCMmXnzp289NJLXHPNNQC88sorKIqCYRgVWdGoUis5VWLclRgz\nyLiTKfe4KzFmkHEnUwlxD3GnjZUIKxU5gc4C0zT52c9+xtKlS6mpqeGBBx7gyiuvxOPxZLQCXSoV\nijK1kRWsKqeCVb4rEUqN5y8GqfHMfMhKhFLj5a7xfFUiLBV9yEqERUTTNBYtWsSqVauwLIt58+YN\nX5BAIJDSVlYinHz/soJV/mLItUpbvioRSo3nLwap8cx8yEqEUuPlrvHkv1WSxid6HyeFkKTliSee\nED/60Y/EPffcM/zas88+K37605+Ke++9V6xevVpEIpGM++vp6REvvPCC6OnpyUt7J/oohxhysSmX\nuJ3W3ok+yiGGXGzKJW6ntXeij3KIIRebconbae2d6iMXZBaOcTjhhBP4yle+kvLanDlzuOWWW7j5\n5puZMmUKr7zySsb9hUIh1q1bN2arh13tneijHGLIxaZc4nZaeyf6KIcYcrEpl7id1t6JPsohhlxs\nyiVup7V3qo9ckHugJyAYDLJ69WpuueWWMX/btGkTH374IVdccUVa26ETrkPouk5TUxMdHR1jHiek\n27+TbXu7fWRjM/oRmN39FyKGidrbGXchrl0+fYwXcynFYGfcUuPlp/HkuPOpcbvilhrPj8aDwSCP\nPvooV1111ZgCHOP1n61NMX1UusbtQK5A58jGjRs59NBDbelLVbO7DNm2L6RNPvsvRAxOizkXG3mt\n82uTz/6dqo989+/E96kQ/Vdi3E59n/LdvxPfp0L0Xw5xj4c8RJgDL7/8MpqmceyxxwIyD3QyMn9o\n8a9dOeTIlRq3L4ZM2o+2kRofoBJy5EqNj5Act6Zp4/Y1Xv/Z2hTaRzwer0iN5wu5hWMC0m3h2Lhx\nIxs2bGDp0qXDFyyf+SRDpsn/tHcRsSzOn1LLoVW+SfdpF5WaR7MS467EmEHGnUy5x12JMYOMO5nk\nuHt7e3nnnXeYP3/+mCxb45GtTaF9vPPOOxV5rfOFnEBPwOgJ9JYtW1i7di3XXnttyi+2TFegs817\n6Kut5TsftfJpwgSgVlW4traKo2uqZY5cm2KQ+UMz8yHzQBdO48FIlId6wuwzTTyKytX11ZwwtVlq\nPM8+ZB7o0r6PP98fY0M0DsBna6o4xa2N6UdqvDQ1vtMSPB02iBkGx7pdLKz25ORD5oEuEI899hjb\nt28nHA5z9913s3DhQtavX49pmqxcuRKAGTNmsHjxYgKBQF7yQL8fCg9PngF6LMGLoQhHVHlljlyb\nYpD5QzPzUew80IYQvBZLYCgqF1b7scpY46u6Q2w2rMFXTP5rX4jjmpvSto8KwQM9YTriCbyKwheq\ndaa6RiYOUuOZ+5B5oEvvPi6E4NW+ft7qj/GJKRhq8dvufhr8bg7Sx06ih/xIjZeGxnstwYreKF3W\nwFrvzngCXVic5HGNa5PJuOxATqDH4corrxzz2rx58wo6BreqogJW0msaSkHHIJEUm4QQ/Lw3xnZz\n4JOwYXsbN9R4qSvyuPJFt5X6UDBsCXqTfkgnszoU473hybZgZSjO39R68zxCicQZPLSrgxd7o4ye\nHoWEYJNhjjuBzjchy+L58MBq+BleHb8qv7dz5WPDHJ48A0SBD+OJlAl0sSj+CEqMN954gw0bNiCE\nYP78+Zxyyilp23k8npSToYqiEA6H0XV9zKZ2VVXx+VL3NiuKwsGK4HCPzl9iBhbQrKlcUe9P2z5X\nH+O1z9UmOW67+y9EDLm8t9nEXYhrVyh92KHx0e3DlsWWmEGdkWCW14uiKLwTHpk8A7THE6wJx/lq\nQ82kY3Cixut0FzvNkSlBtaaixWOQpn1PX+pjy37A8njRXZrUuEM1bnfcE7WPC8HDwRAdRgK/pnJN\nnR+/phZd45N9nywheCgYYkMknrLANDx+4OAqLz5f6qP+Qmh8T18f/xkMs3vwR+8HCYu/bqyVGs8x\nhumqgSccJ5a0rlDv1lPa5DIuO5AT6CzYs2cPGzZs4Prrr0fTNFatWsVhhx1GQ0PDmLbpchLW1dXR\n398/5nGCz+cjEomkbX9TbT//168QEYJj3S6qEgaW7hrTfjI+0rXPxiZ5D1ly3Hb1P7r9u7EEb8QS\nKMCiGh8n5cHHaOyKO5v+M42hKxbn2fDAF8lZXhezavx508d4MdvRf2fC5JehOHstMfAF6FI5zeui\n1xp7TMO0LCKRCEHT4o+RAV8X1dfgM+IZj8mOuPOh8S94XUQSJkHLGtiWUeOlpro6bQ5U36gjLB5A\niUUxhLusNF5oH0Nx263x0dgR90Tt/6svyrtDTygMk3s7evirWm/RNT7Z9+m5SJyNkcSYybMK1Cpw\njM/DEVh5+2xPpL+Xoubw5Blgd8Li2e4+rphSKzWeg49pwMleN3+Om8Qtk2maSrOw+Pc9QRTgWF3F\n0HVmCYsDk5447O9a24GcQGdBZ2cnLS0tw9k3Zs+ezaZNm1iwYEHefKqKwgk5PKp4P5bg5VgCASzw\nuDjVOck7JsUWw+R/w3FCg/OGPT1hZjfGKzaheciy+HlvlD2Dk8wtCZNver3U7MfOifwuYrB3MI4Y\nsClhsSk0cG39wNAx3SbdxXnVHrpNk5/3xegctNnW2cstNR42GybvxhK4FLgioGLvsZH8U60q3BIY\n2Yah6+k//1EhiAmBBgigWoHLq3VURT4ulgzQYab+wAoKQUIIxiZHKy12JwSjNzXpwNlejbN8bmqq\nqtJOPiWlyfl+D/0Rk55YlCkCno4Y9A9K+y8JCyIJqhQ416tzpq9w6pYT6Cxobm7mhRdeIBwO43K5\n2LJlCy0tLXn3awnBG7EE+0zBPI/GnP2032EkeDQcp29QYHvNOM0+A3tr8BSHt2OJ4ckzQNASvNnb\nz6nFG5LtRCzB//TH6LYEflXhq27PuB/U1yPG8OQZYJ8Fz4WiXOYd+CW+3TD5fcTAFILDPQm+2ujc\npDuJcYZmMbA14XhdpcalcfmMA3D19vB4/8jkGWCvafFIaGC7R3jw5Y7uMP/SnH7/cKnzeH+c7UkT\nJE1ROEArzp5PiTNxKwoDP68G/w2Ug0IO1TU+NEyG1k7dwMVVLk7zuos5LAAuaKzj9WAP7YPbzqaq\nCmd4S/0nS/FICMG9wX4+TQy8n9sg7badsIA3Ywk5gXYqTU1NLFiwgJUrV+J2u5k2bRqKouS1kIqm\naTzUb7A5nsAE3jFMvupJMGeCJPF/ipvDk2eAPgH/FzW4otqdtv14+4OcmIC/3qVBfGRCpAGNugvX\nOJOvUiwy8d/Bfj4ceuxqCh4Ihri1ripte682du1d11R0XSdkWfy6OzI8ydwdjtPY2c1ns9RgJjHn\nEvfo9p+pErT2RYYnv8kIBq7zFfU11HvcBF0uPC4NYqkpkDotkWLfblp8FI4yu4Q0nmn7XjFq/7Ml\nCKkqDbrL8RrPxKbQPsqxkMqSWoWVvVF6TJMqVeFSvw+3Wy8ZjY+2iVgCQwhO97voUVX+krCwTJMz\nvG5OrnKPaT+aQmg84NL4m6Za/tg70Pfnqj34VVVqPMcY9hgmexMjU+Z0k+dhFGXYdn/jsgOZB3oS\nPPfcc9TW1hIKhfKWnLwtGue723YSTlppO7baxz8eNP7K9wv7elixq2P4EZcKfGVaI4sa7c1bUIwE\n/HHL4ofbd/FJJIaqwFx/FbfNnFbQx9b5jvtvPmqlLT6yL6xJd/H/DpudNsaYZfH9T9rYGhmYTM3y\nuPnuQS3UuDTe6+vnB627U9rP81fx9wdm/yyiUNf61e4+Xuvp4/1QhJhIXTn71qwDOCEwcqMPmybf\n/6SN7YO5Xw/0upnmdvNG78iPWa+i8L2DZ3DQqMNEmeLkIhP/tbuDZ7t6hr9Qprl1/mXODKpsWIV2\nctz5olxjTghB0EhQ69Jwpyl5XCpxr9rdwWs9IUwEszwe/n72dPRJZLcolbjtpFgxv9cXZvWeLgwh\nmO31cNOMZlwZfmd3xA3u2LqT3qSD5NWqiiUEBgJLDEyqPYrCWQ0Blh1QuE17cgKdJaFQCL/fT3d3\nN6tWreK6664jHo/npZBKfX09H+7t4EcdPUSTrtJRXp2ba1NXJJNtuvbt4/6uXrYOrtQeqGt8Y2o9\nRjyetn2pJeC3hGB3wkJToMXjpqGhoayKTPx/e7ppTTqEMkPXuL3BP277sGHwViROQsBJPjf1Pi+x\nWIy9CZN/39dPKOkj/rn6AF+o0h1fSMVw6fxr+z6CpoVXgVOrPCz2e8fYRC3Bm5E4CvDZOj+hWIx7\ngv3sTlh4FDjB5+HWg2eWnMYzaW8KwereCLtMC03ApTVe5rhdOfmwM25ZZCKz8dgVd6nex7OJYRcK\n/763O+V78OxqL9cfNENqPAsfxdB4Qtf5wa6u4SehCrCw2suNWVy7J0Ix3ozEiVgWzZrK8lofQlHQ\nBtMV7jAFB2sKp/ncKIMT83TjkoVUiswjjzxCJBJBVVUuvPBCvF4vXq83L4VUAKYgmK2pfJSwEEBA\ngYVVngkTg1umydIqnaB34PLWqwrCssoqAX8zgADTNPPmYzybfCfgv7LKxX+HLPqFwKcofCFQPWEM\nSiLByfrgypKZwDRNDMOgHljg1XgzmiABTHVpLJvWSN++LscXUvG5XNw+Kp9xcpshGw04zT0Quy4E\nXtPkr2o87EpYeFWFmV7PuD7sjDuX/o1wmPAzv0P09aLNOxHXoUdk/T4tqdKTTq0L2zQoi0yURpEJ\nO3yUQiGVXZaSMnkG6BqcFEmNZ+6jGBrfY4mU3PYC2DX4hDVTH5f5PVw4vZkdHZ1MVQReBAwuDJ2m\nq5wdGLgHpp3Ay0IqzuFrX/taQf2pisJ1NR7WRQ32WYLPuF0c4fPs94Sxoig0aPI0finS4tL421ov\nYQFVClR7dSKRsTeGTPi8z81Cr05MQINbx6up9Nk8XqfhVpSUdEZORJgm/b+8F/OTrQCYH38EF18O\nJ5XTcViJxB4O8+jUKdA9OA/zAEe65fSlFGjQNPyqkjKJrk9zdmd/tHjcuD163ibDuSAVWAJoisJZ\nvuKfLpYUDlVR8Nv0+8ejKHgUhh9tSYpPfNenmG07R17oD5H4vzfkBFoiSUODS+OLfjdrIwksITjK\nrXFaVW7nGiSFJaCpXODTeS5ikACaVYUrA4XNq5uPbGlCCLkHOlsikQhPPfUUHR0dAFxyySXMnDlz\nTLuurq4x1X3cbjfxeJzRb7mqqlhW6tnSbNvb7SMbm+Q9ZMlx29V/IWKYqL2dcRfi2uXTx3gxl1IM\ndsada//Kvi46/+0uRNKTJP2Io6m7+VapcZtjyMXHUNz51LhdcTtV4057n+yMW2o8s/Ek2wghsBhY\nECy0Purr63nvvffG2OXKMcccgxBCrkBny5o1azj00ENZsmTJ8F7TdOSzuk8hKn1lY1NKFaxy8WFn\n3KVepS2flQgLFYOdcefaf+NBBxM89AgSH7wHZgLqG1DPOhfLyqx62mTilhrff/tSqdJmpw95H5ca\ntzsGu+KerI98ISfQWRCNRmltbeWyyy4DBvIVamVauOATw6TdjDBbmEx3lWeMEkmxUBSFqq98lei7\nGxHdQdSj5qLVNxR7WBKJRCLJEDmBzoJgMEh1dTVPPvkk7e3tTJ8+nfPPP59oNJq3QirFKFTwh1CU\ndeEYEQE1isLFfg+nDO43K9UE/JPxMdpGFpkYoJQ1nqlNPjWu6zrK8fPyHkMm7UfbSI0P4PQiE3b4\nkPfxEaTGnXntXC4Xe2Jx3oommKoqHDTqAGku4xpCCEEwGKS+vj7rc0JyD3QWtLW1sWLFCpYvX05L\nSwvPPPMMHo8HRVHKJiG7JQTf2tLKnvhI1oeDvB5+eMjYfd6VmIgeKjPuSowZSjPuv/RH+ENXNyqw\nZOoUDvBkfwC5FOOeLKUSc8g0eaBtLz0Jk+keN189oEkWFMmBSoy7VGN+pzfEil0d7EuY+FSFcxpq\n+fK0xoztFUVJuwf6z3/+M9/61rfo6OjgqKOO4r777uPee+/ltddeY86cOfzDP/wD06ZNG2M3tAda\nTqCzoK+vjxUrVnDbbbcB0Nrayvr167nooovyVkil0EncTSH4fmcf+5JSzrRoKv/QWDPGphQS8Jdi\nIRUn6qPQhVQK8T7ZEbfTNN5qJPhld3g4ZVSTpnJrXRV1SduwpMYnjhmcXUjlX3d3sdUYKbR0os/N\n386ZVTEaz9WHnXFLjWc2Hrvi/vdgP9uSFvXqVYXvNNbgHlwx3p+PhoaGtBPoZcuWceaZZ7JkyRJW\nr17N2rVrOeSQQ1i0aBFr1qyhu7ubn/3sZ2Ps5CHCHKipqSEQCNDZ2UljYyPbtm2jubmZQCCQt0Iq\n6dr3ofBabz9+RWW+R0Mb9dhhsj5mayo9lonJQAnlw3U1bXL5UkjAb6ePIZtKTsBfqEIqhXifMrEp\nNY2/HIql5FvtMC3eDEdT0mBKjadvXwqFVISm0WWmZhvYHR+/oEgmPkpN45P1MWQjNe5Mjadrb47K\nsGEKQTRuoKjKuDbJPsZjy5YtPPjgg2iaxrJly7jnnnv41a9+hdfr5eSTT97vyrycQGfJokWLePzx\nxzFNk/r6ei699NKC+m9PmDzY00unaaECG+Mq19d4UNPs3QmaFq/HEngVONfjHdvZOHzZ7+aAqMFe\noXKQKjjVO3YflkQicR6+UfcBBahWsi9aIHEmLgYWNZLRZX53SZlztEdnrxUnYgkUBp6K+yaxbWmI\noX3hgUCAcDiMaZr09PTg9Xrp6elJuwc9xX7SI6gwpk2bxg033FA0/2siBp2DKxAWsDVh8UnCZI6e\neik7Eib3h+J0Da5GfZDo5Sa/ntHNVlUUzvG5x02jk0+2xhP8qnU38XiM8zwaB8gMIMNYQiBgzBMH\niWSIz1fpbEtY7DQtNOAQt8aJnpHPUL8leK0vAgmDz3hccvJVYiiKwvk+nT9E4oQtqFEVrqjJfHFE\nIilFLvB7mVEb4O2uIA3A+VX2LOqdfPLJfPe73+Xiiy/mt7/9LZdccgk33XQTn/3sZ1m/fj3nnnvu\nhPZyD3SWGIbBww8/TCKRwDRNjjjiCM4555wx7fKVnPwXXb28Gx15VKEAfzWlhiO97hSbB7t6eSsS\nT+lzeb2fE5OqNzktAX9r3OAX+0J0D/5AmKKpfKuxhimDp2grOQH//+zr5c+D1/0oj87V9X48Ho8s\npDIJH3bE7cQiE3Eh2BIz8Oo6B2sKQ1PkHtPiPzp7aE8MtD1Yd3FbU2B4El1sjTtJH04vpBKxLHpM\nQYNLxaOqFafxXHzYGbfUeGbjsStuOwqp2I3cA50Duq6zbNky3G43pmny4IMP0trayuzZs1Pa5Ss5\n+em6yva4Qs/gyvJMTWWGlSASMVNsEgmT0cTjcSKKtV8f2Y7LrgT8L4Viw5NngC7TYn1vP+cN7t+s\n1AT8m4TKq/0xhn4OvRGOMculcFF9fdkVUum1BJviJlN9HmZbiTFphWSRicx8HK7rNDU20NHRMWzz\nZCg2PHkG2GYkeK07xEnekbR6pVRkoqM/zMuDPyrP8Or4VaWiikzUMlCDx6hQjZfafVwWUimej7a2\nNoCU/e52ICfQOTC0Cd80TYQQ+Hz21nX/NGHyTCiGFopzlCo4RR/5dThH17hpSg0v9PRTrSh8vkrH\nleYx7Dk+F9tNk32D35ezdY2j3c7eDlGljt2/WSMfMbPdSJD8LMEAWuNjfyCVOrsSJg+FYnRZoIfj\nHOvW+LLfs39DSUakU0yC0nwAGTIt7umNsmdwIeG9uMnXA17sX2eSSCSS9MgJdA5YlsV9991HMBjk\nxBNPxOv1smvXrpQ2uSYn7zUtfhWK0GkJiEfYqoC3xsdnkk7Rz/F4mJFmA32yj5k+L9/QddaF4/hU\nhUX1NShpTruON6bR40pnY3cC/kUBF5+YYVqNBAowx62xwO8b3vNbqQn452oKr/ZHCQ/OdXwKHDOq\nsM1kfTghAf/ToThdgz/4DGCTYRJUVJqT9sEXOsl/ORWZONevsLU7PJyicrqmclK1bziHcDE1nm3c\nz4Vjw5NngD2WYH3c5LJqZ2t8sjZS47n7GG3jdI2X6n18sjaF8GEXcg/0JIhGo6xcuZLGxkbefffd\nlL/lmpz81WAvv9r0EUJR6PUHQFE4KVDNX886wK5h20Y+krIbluAv4QgqcES1L212kWwJmyY7o3Hq\ndBdT3ZM/fFCMZPR/6AzySncfAKcE/FzaXNiyz4WI+QeftPFe/8hjOI+q8M8HzeBAX/FWoUu18MB4\ntEVj/L6zG7eqcEXzFALjHNJ1ety/ae/iic5gymuXNdazZNqUnPt0esz5QsY9QrnHXYkx5xM5gZ4k\n69atGz5MmEwuycmFZdH50P3EW7cjgO0zD+KRi77AgioPSwJVY9qPJhMfmbbPxKYUEvB3Kio/7+ih\n07SoUhTOqHJzUZ1fJuB3YCGVtyJxHu+L0D94RzpQ17itvjol64jUuCwyARB36fxb+z7aB89MTNNU\nvtlQTZ3bXXFFJqTGy1PjspCK/T6amprG2E4GuYUjS/r7+1FVFZ/Ph2EYbN26lYULF47ZnJ5LcnJj\n/Uu4P9qEe/A06ZFbN3Hu5nf53GmnpdgMtR8PWWRihEf6DfYOfsmGhODVcJwzquLU5+BjyE8lJ+DP\nZyGVE1wKWpWbjfEEdW6d890qViLB2HPoUuP58jFk43SNV7lc3FLjSTlE6DHN4S/KSioyMVkfUuPO\n1Hg+7+NQWRqf6H2cDHICnSWhUIgnnngCIQRCCI477jgOPvjgrPoQQkCoD1QVpdo//LrV2QFJqVhc\npsnZ/T1owCfGwHGf2TIvclYYox6wGAgiZfDMRQiBGQohzPI6THisx8WxHldRcpBLSgu/qrCoanRZ\nEYlEIikMcgKdJVOnTuWmm27K2V6YJrFfrcBq2wGKgnbokXi/ci0AruPmYX7wHvSHANBq69COPZ5f\n9MXYPph+arZL5Zs2Z/0oZw7zuGiNJxj6/dmoqjTYUMGomFg93YT++2H6Q71YLh39nPNxHXtCsYcl\nkUgkkgplc8zgib4IcSFo1FSW+T14yjyLltwDnSVbtmxhzZo1CCGYN28ep59+etp24yUn7/79k4Sf\n+R0Mve26Ts01y3EfcxwAsQ1vE33tFVAUas7+PC/OOIj/7QmnJJu6tLaKz/vHTqJlkYmxPhRFYU1v\nPx/FDKpVlSV11fg1raQT8Pfe/zOMTR+M/L2xibq//y7K4ClkWUgls/Z2xO0EjcsiE/b7qKQiE1Lj\nUuOT1bhwufjep3vZm5Rn/jM+N19rqHGUPuwuqCJXoLPAsiyefvppli5dSiAQ4P777+fwww9PuzF9\nvOTkHXt2j0yeAQyDRPsuzEMOG/j3kXNxHzkXXdeZ0tREcNuOMZlaexJW3pO4Z2Pj9AT8Z7gUznC5\nhwY4YeGBUkjAnwiFUv5uRSKEuzpRa+ts85FtzHb1P1F7u33YEbdTNC6LTNjro5KKTEiNS41Ptv+E\nr4qQmTqB7YwbRCIRR+nD7gm0uv8mkiHa2tpoaGigvr4eTdOYO3cumzdvzqoP/dh54BvJqEFNAPfc\nY8dtf4rXTV3SU5BaBRZUyeISlYza1Jzyb8Vfg+KvKdJoJBKJRFLJNOguqtXU6WS9Vv7TS7kCnQW9\nvb3U1tYO/zsQCNDW1kZvby+hUauC4yUn9x17PFZPN8bG/wPAc+ZZeGbMgjQpWABm+DwsF4K1/TEE\ncF61h1k+z+jmKTYyAb+9PkbbFDsBv+uqLxFVVZTODkyXC+/lS9C8Xlt9ZBvzZPvPpL3dPjKxkRof\nQRaZcOa1kxqXGs/UR7407lFVvlzn57GeEHEhaNI0rq6tQlcVR+qCCpHyAAAgAElEQVTj/2/v3MPk\nqKu8/6mqrr7M9PRcMpPLTG4QEhCSoAlXA4KCCCEEeEXJixAQIVxd0F3d9c764OouwiK7gKAgGpQF\nWYEAEgKGkORFREyMBBJzgUzCZJJMMteevlbV7/1jZjo913T3dM/0dJ/P8/CQmT6nTn2rznSfrvrV\nOdlC1kCnwXvvvceOHTtYvHgxAJs2baKhoQGfz1eUzcmLtSl7MeouRs0gupMpdN3FqBlEdzKFrrsY\nNecSKaDTYM+ePaxZs4arrroKgHXr1qFpGnPnzk3pCnQ+N1iXBvyD22dT91hvwJ/LQSq51iA5Prh9\nNnWP9RyH4hoyITkuOV7oOS6DVPKA2tpampubaWlpoaysjM2bN3PZZZcRCAQIBAK9bHPZnHwo+2zF\nSMVHGvAXXwP+XA5SybUGyfEj2/f4FHOOQ3ENmZAclxwv9Bwf6jgOCyWkxbZt29R9992n7r33XrV2\n7dqU/dra2tTq1atVW1tbTuzzMUYhaMjEp1B055t9PsYoBA2Z+BSK7nyzz8cYhaAhE59C0Z1v9vka\nIxMK/zHJDHn22We56667eOCBBxK/W7VqFS+//DIul4sJEyZw8sknp7y9YDDI66+/3m+pR7bs8zFG\nIWjIxKdQdOebfT7GKAQNmfgUiu58s8/HGIWgIROfQtGdb/b5GiMTpIAehI997GNceeWVvX43Y8YM\nbr75Zm666SbGjRvHunXrRmnvBEEQBEEQhNFCHiIcgpaWFp544gluvvnmfq9t2bKF9957j89+9rMD\n+u7du7fXz6ZpUlNTQ1NTU7/1OAMtgE/XPtsx0vHpu4Ys29sfCQ1D2WdT90icu1zGGEzzWNKQTd2S\n44WX48m6c5nj2dItOS45nkmMYs/xbCBXoDNk48aNzJw5Myvb0vX0TkO69iPpk8vtj4SGfNOciY+c\n69z65HL7+Zofud5+Ph6nkdh+MerO1+OU6+3n43Eaie0Xgu7BkC4cGbB27VoMw2Du3K4JgukMUsnX\nBusDIQ34B/aRBvxdSI5LjkuOZ64hEx/J8cxjDOaTfAVWcjw/z122Y2QLWcIxBAMt4di4cSMbNmxg\n6dKliRNWrM3JRfdhCl13MWoG0Z1MoesuRs1QvLp7uOOOOxL/LnTdhXKuO22bmKOocBlomjZq+yEF\n9BD0LaC3b9/OqlWruOaaa3p9Y0v1CnQ+N1iXBvyD22dT91hvwC+DVCTHs7H9fMyPYh0yUaw53uOT\nvKZWcjw/z12y/VMtHWyIxLEV1Jk6N1SU4vd6ZZBKPvH000+za9cuQqEQ99xzD2effTbr16/Htm2W\nL18OwOTJk1m0aJEMUpEG/GO+AX9E03m5reuN9RNeE7+u9bKXQSqS4+nkeEs0xtpI1+8Hyqd8zI9i\nHTJRrDk+2EOEY/l9vNBzfFsowhuhGD2l8t9jNs+1hVhimmnvVzaQAnoQLrvssn6/mzdv3ijsiSDk\nlqCjePBgG42WA8A7MZtbAl4qj+AnjC6WUqyPxInEHObrihqXMdq7BEDQdri/PcJ+p+vmpuSTIAjZ\n4IBt0/eafIvjjMq+gCzhSJs333yTDRs2oJRi/vz5nHbaaQPaHTp0qNeToZqm4Xa7icVi9D3kuq7j\n9EmCdO2zHSMdn+Rbf8m6s7X9kdAwlH02dY/EuUs3xnNtnawMRnrZnu/3ckmFP2XNo60hkxjp+ORb\njttKce/BdnbEum5NVhk6N1X5mew2M4qRTd0r2kO81BHu9bvB8imbxykTn8Hse3TnMsezpbtQczzb\nMbKpOx/fx9ONMRZzfF8ozF0HWmnp/nLu1eBz5aWcUVaSdo5nA7kCnQb79+9nw4YNXH/99RiGweOP\nP86sWbOoqqrqZztQT8KKigo6Ozv73U7w+XyEw+Fh2Wc7Rjo+yUmZrDtb2x8JDUPZZ1P3SJy7dGMM\ntG6t57ZXqppHW0MmMdLxybcc3xazeD92+Lw12w4rWoN8scybUYxs6h7oQ3SwfMrmccrEZzD7Ht25\nzPFs6S7UHM92jGzqzsf38XRjjGSOv98R5H9DcaJKMUHXubKyNKMYZZ2dXF5qsips4SjFbLfBx3SF\n4zhp53g2kAI6DQ4ePEhdXV2i+8a0adPYsmULCxYsGOU9E4TM+YTX5F3LSSzhmKBrfMLbv32SIKTC\nOX4fG0PRxBIOySdBKF4spfhVMJZ4P2iwbdztYW4fn9n2ZpkuZpn5Ubrmx16MEcaPH8/q1asJhUK4\nXC62b99OXV3daO+WIAwLv67x1epyXm7tAPo/9CXkH0ebBlNdOru6v/RUaHBunhSpfkPnloB30IcI\nBUEoHlpth44+d6UOWKO3bjmbSAGdBjU1NSxYsIDly5fjdruZOHEimqaN+UEqhmHQ4Ti40fAkfdBJ\nA/6BfQpxyITfbXJxeemg9jJI5TD5kOMm8OUqk9WdUSK6zqmmzqSkqzKjneOVHjcXe9xZ152OhnRj\nFOuQiXzN8WzHGMxHBqnkNscrTJMSTSOUVET7XXpWY8gglTHIq6++Snl5OcFgcMw2J486Dv9R30hD\nNIYOzCzxMsfv4+SAn/IjJF6hNGVPl2LUXYyaQXQnU+i6i1EzFK/uHu6QQSo51/zH1g6ePNBMzHGo\nMl18bdqkI9YXYwEpoNMkGAzi9/tpbW3l8ccf57rrriMWi43ZQSrPhC1WNbf121aNoXPb+ArKHXvQ\nGMXagL+Yh0zIIBXJ8WxsPx/zoxCGTEiOD24/mE/yQ2yS47k7d45SRBX4dG3U8kMGqYwyTz31FOFw\nGF3XufDCC/F6vXi93jE7SKV5kO002Q6/awlyZcnAKVLMDfgLcZDKkWLIIBXJ8WLJcRibQyYkx1Oz\n7+sjOT5yOe4C4vbQPiORH9lCCug0ufbaa0d7F7LK8aU+/tYRIjbAazZyc0IQBEEQBKEvsoQjTcLh\nMCtWrKCpqQmAiy++mClTpvSzGytDJkzT5H8PtvJuOMo+y0lM+QnoGtdWBTjW4+rnIw34i7cBvwxS\nkRzP5vZHQkMmMcbikAnJ8aHts6lbcjy1/cmW7uHGyHb/Z+jqdy9XoNNk5cqVzJw5k8svvxzbtge9\nNTCWhkxcEApxrqkRdhQvhmNEHDjN6+JYj0sa8GdZ91hvwC+DVCTHs7n9kdCQSQwZpCI5LjmeP+du\nuDEA3nnnnX5+mTJnzhxAlnCkRSQSob6+nksvvRToap1iGMYo71X28Okal5V6Rns3ck6L7RAMR3Ar\nhXSnFQRBEAQhXaSAToOWlhZKS0t59tln2bdvH7W1tZx//vmJRflC/rMqHOONqE3kUJBxusYXS02q\nXYXzJUgQBEEQhPSJx+Ps2rULgKOOOuqIPaSlgE4Dx3FobGxk4cKF1NXV8dJLL7F+/XpOOumkMT1I\nJdPm5GOtAX+H4/DHqE1790jRRlvxbMTmpkrvkDH6xinEQSr51oBfcjx7GlKx7+sjOd6FDFIZGxpS\nsR/MRwapjP0ctzQd3eXC0LSUfQDuueceFi1axKxZs9i2bRu33XYbzc3NQFfLu/vuu4+jjz56UH95\niDANOjo6eOSRR7j99tsBqK+vZ/369dTW1hZlI/qx1oB/bzTGd3buodM5nPLHl3j57tGT09rOWNOd\nDYpRM4juZApddzFqhuLV3cMdMkhlzGqOOQ531zeyJxrDpWmcWxVgcU1VPztN0wZcA71gwQJWr16N\nx+Phi1/8Ip/4xCf44he/CMDy5ctZs2YNjzzySD+/OXPmoJSSAjpdHn30URYvXkx1dTWvvfYalmVx\n6qmnjtlBKsXUgN9Sirubg3xodT2tawLnlHq40O8d0D4Xusd6A/6RGKQSdBzWRW0sy+KTpR78SU+I\nS47LIJVcxZBBKsWV4zJIZezn+FPtIdaFD58/v6bxlapSxruMXj5VVVUDFtCnnnoqa9aswefzceaZ\nZ7J69erE1W+lFAsWLOCNN97o59dTQMsSjjRZuHAhv/vd77Btm8rKSi655JIxPUhlMPtUfMZiA/7r\n/B6eCcexXSZTcTjHrfd6PZVjW8xDJnI9SCXoKO5vj7C/+y7BpkicWwJe/Lo2qE+6MdLxGYs5PpwY\nPT7FnOMgg1SKIcd7XpccH7s53mz1npQcVIp90RiVytXLZzDmz5/Pk08+yTXXXMMJJ5zAn//8Zz7+\n8Y8D8Oc///mI7e+kgE6TiRMnsmzZstHeDSFDArrGdRWl1NTU0NTUNOQblDDyrI3EE8UzwH5HsTYS\nZ2GJPKgrCIIgHGaaS+fvcYeeErlSg7o0mgJ84xvfYNmyZbz66qtMmTKFW2+9lfnz56PrOhs3buSH\nP/zhkP5SQAuCIAiCIAhjinO8JkFHscsBzXE4v8QkoKfenHbKlCmsWLGC5557js2bN3PKKafg9Xo5\n5phj+OY3v8m0adOG9Jc10GkSj8d57LHHsCwL27Y57rjjOPfcc/vZyZS2sTGhSCZYpRcj15MIg7bD\nPQfbaOxepz7JpfPV6nL8RmbHVnJccjyTGMU0pU1yXHK80HNcJhHmCaZpcvXVV+N2u7Ftm0cffZT6\n+vp+31TybUqbx+vl9dYOWh3FfLdBjcuQCVYywSrtGLmeRGgAN/k9vGEpLMviE14TIxYlnMUY2dQt\nOV54OZ6suximtEmOS47nSkO2dA83RkNDA9B7vXs2kAI6A3oW4du2jVIKn883yns0NI5SPHCogy3R\nOA7w56jF1X4PMwboMSkIo41f17i4vGTADw9BEIRCJ+goVrV1Ji4i9H2IWsgPpIDOAMdxeOihh2hp\naeGkk07C6/X2asYO+TVkYk/cZns0TM8NjhYFr0Rtjg1IA/5U7Pv6yJCJLvIpxzOJkYqP5PhhJMfz\n89xJjhfWIJWg4/BAWyf77K5P7M1xh9uqShPtPCXHhx8jW8ga6GEQiURYvnw51dXVbNq0qddr+dSc\nfGcowh0ffEg86Ux/zF/CP08f3u2MkWzK/lxTC3/t6MTQNL4wYRxHlXiP7JQjCq0ZfSoUo2bIX92b\nO0KsONgKwKLqCuaWlWR1+/mqO5cUo2YoXt093JFng1Se3HeIZw629PrdpdWVXD5x3LC3XeznOttI\nAT1MXn/99cTDhMnk0yAVWynubwuzPdq1dqhc17gq4OOEUt+YaMC/LhTluY4IPZbVhsY/Vvnx63rW\nYgxln03dY70B/0gMUsmVhnzO8XTsG+IWD7aGaOtu91dh6Cwr9zHFdGUcI5u6x3qOQ2EMmUhXdz7l\neC5iDOaTvKY2H3L8+Y4wq0KxXnbnlbi5qMw37BjFmuM9PjU1Nf18h4Ms4UiTzs5OdF3H5/MRj8fZ\nuXMnZ599dr/F6fk2SOXL48p4obmddkdxqsfFNP1wg/F8b8D/biRG8p/GQVuxIxzlBLdrQPtMYqRi\n3+NTzEMmcj1IJZca8jnH07F/szOWKJ4BWm2HP3ZGmVja/1qI5HjqMQptyESqPvmY47mM0dcn33L8\nDLfBpoiW6Ic/Qdc4w20Me7+KOceHOlfDQQroNAkGgzzzzDMopVBKceKJJ3L00UeP9m4dEVPTOH+M\nDqMo1Xo/QOEFKpPa7ghCMVFpaOiQeKZBAyrlISNBKAj8usYtAW+vTkTyEGF+IgV0mkyYMIEbb7xx\ntHejqLik1M0BO8oBR+FC8TG3Qa1LCmihOPm4x8WWmM0H3b2yj/aYnOmVt3JBKBSkE9HYQNZAp8n2\n7dtZuXIlSinmzZvHGWecMaCdDFLJboN1RylaFJhKETBSO66Z6JYG/JlpHksasql7tIYIOErRaNkA\n1LlN6LMdyXEZMpGuT77leLZjZFO35Hhq+5Mt3bnI8Wwgly3SwHEcfv/737N06VICgQAPP/wwxx57\n7IAL0/NtkEohNOAf5/MRDkcIp2ifSQxpwJ+Z5rGkIZu6R3OIQFXCwCU5nuUYxTRkIp9zPJsxsqlb\ncjw1+2zpzkWOZwO5D54GDQ0NVFVVUVlZiWEYzJ49m61bt472bgmCIAiCIAgjiFyBToP29nbKy8sT\nPwcCARoaGmhvbycYDPaylSETY7PBugyZGNheBqkcRnJ89M9dIeR4Jj6S45nHGMwn3wap5DJGseZ4\nrpA10Gnw3nvvsWPHDhYvXgzApk2baGhowOfzFWVz8mJtyl6MuotRM4juZApddzFqhuLV3cMdeTZI\nJZcU+7nONlJAp8GePXtYs2YNV111FQDr1q1D0zTmzp2b0hXofB4iIA34B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q4q82A6zpA+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"text/plain": [ "" ] @@ -7585,7 +2911,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('clump_thickness', 'marginal_adhesion')\n", - "print plt" + "print(plt)" ] }, { @@ -7755,7 +3081,7 @@ } ], "source": [ - "print \"Accuracy score:\", clf.score(features_test,labels_test)" + "print(\"Accuracy score:\", clf.score(features_test,labels_test))" ] }, { @@ -7776,157 +3102,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXsAAAELCAYAAAA4HCbKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuUHVWZ9/Hvkxt0IMhNAkEkoSMYUMiFS4JBSMQsXkUk\n", - "M4CiIiPq6ziiqIyj+L5qD+t10JkV8cKIMwoCI6KABmVGJRGyBpCMQi4EIaKJRAhIwkUgpiN0kuf9\n", - "Y+/qrr6fTp9Tu7v377PWWV1Vp049u053P6fOrqr9mLsjIiIj26jUDRARkcZTshcRyYCSvYhIBpTs\n", - "RUQyoGQvIpIBJXsRkQyMSd2A3piZrgkVEdkF7m5dlw3ZZA/QkroBCS0D5qVuREI573/O+w7a/8Hu\n", - 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"text/plain": [ "" ] @@ -7953,21 +3129,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/DataSciUF Python I - Instructor-Copy1-checkpoint.ipynb b/.ipynb_checkpoints/DataSciUF Python I - Instructor-Copy1-checkpoint.ipynb index ef1ccb2..2d2f806 100644 --- a/.ipynb_checkpoints/DataSciUF Python I - Instructor-Copy1-checkpoint.ipynb +++ b/.ipynb_checkpoints/DataSciUF Python I - Instructor-Copy1-checkpoint.ipynb @@ -44,8 +44,8 @@ "outputs": [], "source": [ "if (1 == 1):\n", - " print \"We're in \"\n", - " print \"Deep Trouble:\"" + " print(\"We're in \")\n", + " print(\"Deep Trouble:\")" ] }, { @@ -57,8 +57,8 @@ "outputs": [], "source": [ "if (0 > -1):\n", - " print \"This works \"\n", - " print \"just fine.\"" + " print(\"This works \")\n", + " print(\"just fine.\")" ] }, { @@ -332,7 +332,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -343,7 +343,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Gators\", 4, 19) # specify both begin and end indexes to search" + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" ] }, { @@ -361,7 +361,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -379,8 +379,8 @@ }, "outputs": [], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -398,7 +398,7 @@ }, "outputs": [], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -409,7 +409,7 @@ }, "outputs": [], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -427,7 +427,7 @@ }, "outputs": [], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -445,7 +445,7 @@ }, "outputs": [], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -456,7 +456,7 @@ }, "outputs": [], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -530,7 +530,7 @@ "outputs": [], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -542,7 +542,7 @@ "outputs": [], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist" + "print(mylist)" ] }, { @@ -554,7 +554,7 @@ "outputs": [], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -566,8 +566,8 @@ "outputs": [], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -579,8 +579,8 @@ "outputs": [], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -602,8 +602,8 @@ }, "outputs": [], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -616,7 +616,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -628,7 +628,7 @@ "outputs": [], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -673,7 +673,7 @@ }, "outputs": [], "source": [ - "print mytuple[1] # access an item" + "print(mytuple[1]) # access an item" ] }, { @@ -707,7 +707,7 @@ "\n", "# make myset\n", "\n", - "print myset" + "print(myset)" ] }, { @@ -741,7 +741,7 @@ "outputs": [], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -763,7 +763,7 @@ }, "outputs": [], "source": [ - "print myset | set(['Miami', 'Stetson']) # OR" + "print(myset | set(['Miami', 'Stetson'])) # OR" ] }, { @@ -774,7 +774,7 @@ }, "outputs": [], "source": [ - "print myset ^ set(['Miami', 'Stetson']) # XOR" + "print(myset ^ set(['Miami', 'Stetson'])) # XOR" ] }, { @@ -871,7 +871,7 @@ "source": [ "a = 2; b = 1;\n", "\n", - "if a > b: print \"a is greater than b\"" + "if a > b: print(\"a is greater than b\")" ] }, { @@ -883,9 +883,9 @@ "outputs": [], "source": [ "if b > a:\n", - " print \"b is greater than a\"\n", + " print(\"b is greater than a\")\n", "else:\n", - " print \"b is less than or equal to a\"" + " print(\"b is less than or equal to a\")" ] }, { @@ -899,11 +899,11 @@ "b = 2\n", "\n", "if a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", "elif a < b:\n", - " print \"a is less than b\"\n", + " print(\"a is less than b\")\n", "else:\n", - " print \"a is equal to b\"" + " print(\"a is equal to b\")" ] }, { @@ -925,7 +925,7 @@ "outputs": [], "source": [ "for x in range(10): # with one argument, range produces integers from 0 to 9\n", - " print x" + " print(x)" ] }, { @@ -937,7 +937,7 @@ "outputs": [], "source": [ "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", - " print y" + " print(y)" ] }, { @@ -949,7 +949,7 @@ "outputs": [], "source": [ "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", - " print z" + " print(z)" ] }, { @@ -961,7 +961,7 @@ "outputs": [], "source": [ "for a in range(10, 1, -5): # can use a negative step size as well\n", - " print a" + " print(a)" ] }, { @@ -973,7 +973,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -985,7 +985,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1005,7 +1005,7 @@ "outputs": [], "source": [ "for i in ['foo', 'bar']: # iterate over a list of strings\n", - " print i" + " print(i)" ] }, { @@ -1018,8 +1018,8 @@ "source": [ "anotherdict = {'one' : 1, 'two' : 2, 'three' : 3}\n", "\n", - "for key in anotherdict.keys(): # iterate over a dictionary. Order is not guaranteed\n", - " print key, anotherdict[key]" + "for key in list(anotherdict.keys()): # iterate over a dictionary. Order is not guaranteed\n", + " print(key, anotherdict[key])" ] }, { @@ -1041,7 +1041,7 @@ "a = 1; b = 4; c = 7; d = 5;\n", "\n", "while (a < b) and (c > d): # example of and condition\n", - " print c - a\n", + " print(c - a)\n", " a += 1 # example of incrementing\n", " c -= 1 # decrementing" ] @@ -1065,7 +1065,7 @@ "\n", "while True: # short circuit the while condition\n", " a *= 2\n", - " print a\n", + " print(a)\n", " if a > b:\n", " break" ] @@ -1120,7 +1120,7 @@ "outputs": [], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1236,8 +1236,8 @@ "outputs": [], "source": [ "def foo(**kwargs):\n", - " for key in kwargs.keys():\n", - " print key, kwargs[key]\n", + " for key in list(kwargs.keys()):\n", + " print(key, kwargs[key])\n", " \n", "foo(**kwargs)" ] @@ -1273,7 +1273,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -1764,21 +1764,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/DataSciUF Python I - Instructor-checkpoint.ipynb b/.ipynb_checkpoints/DataSciUF Python I - Instructor-checkpoint.ipynb index 7629b9b..0d5124b 100644 --- a/.ipynb_checkpoints/DataSciUF Python I - Instructor-checkpoint.ipynb +++ b/.ipynb_checkpoints/DataSciUF Python I - Instructor-checkpoint.ipynb @@ -36,9 +36,9 @@ "# This is a comment\n", "\n", "if (3 < 2):\n", - " print \"True\" # Another Comment. This print syntax only works in Python 2, not 3\n", + " print(\"True\") # Another Comment. This print syntax only works in Python 2, not 3\n", "else:\n", - " print \"False\"" + " print(\"False\")" ] }, { @@ -66,8 +66,8 @@ ], "source": [ "if (1 == 1):\n", - " print \"We're in \"\n", - " print \"Deep Trouble:\"" + " print(\"We're in \")\n", + " print(\"Deep Trouble:\")" ] }, { @@ -88,8 +88,8 @@ ], "source": [ "if (0 > -1):\n", - " print \"This works \"\n", - " print \"just fine.\"" + " print(\"This works \")\n", + " print(\"just fine.\")" ] }, { @@ -123,7 +123,7 @@ ], "source": [ "a = 1\n", - "print type(a) # Built in function" + "print(type(a)) # Built in function" ] }, { @@ -143,7 +143,7 @@ ], "source": [ "b = 2.5 \n", - "print type(b)" + "print(type(b))" ] }, { @@ -173,8 +173,8 @@ "c1 = \"Go \"\n", "c2 = 'Gators'\n", "c3 = c1 + c2\n", - "print c3\n", - "print type(c3)" + "print(c3)\n", + "print(type(c3))" ] }, { @@ -201,7 +201,7 @@ } ], "source": [ - "print \"b used to be\", b # Prints arguments with a space separator \n", + "print(\"b used to be\", b) # Prints arguments with a space separator \n", "\n", "# Our first function declaration\n", "def sum():\n", @@ -211,7 +211,7 @@ "sum() # calling sum\n", "\n", "# using this syntax, the arguments can be of any type that supports a string representation. No casting needed.\n", - "print \"Now b is\", b " + "print(\"Now b is\", b) " ] }, { @@ -246,7 +246,7 @@ "source": [ "# To use Math, we must import it\n", "import math\n", - "print cos(0)" + "print(cos(0))" ] }, { @@ -272,7 +272,7 @@ } ], "source": [ - "print math.cos(0)" + "print(math.cos(0))" ] }, { @@ -299,7 +299,7 @@ ], "source": [ "from math import cos\n", - "print cos(math.pi) # we only imported cos, not the pi constant" + "print(cos(math.pi)) # we only imported cos, not the pi constant" ] }, { @@ -328,7 +328,7 @@ ], "source": [ "from math import *\n", - "print sin(pi/2) # now we don't have to make a call to math" + "print(sin(pi/2)) # now we don't have to make a call to math" ] }, { @@ -359,7 +359,7 @@ ], "source": [ "mystring = \"Go Gators, Come on Gators, Get up and go!\"\n", - "print mystring[11:25]" + "print(mystring[11:25])" ] }, { @@ -387,7 +387,7 @@ } ], "source": [ - "print mystring[:9] # all characters before the 9th index" + "print(mystring[:9]) # all characters before the 9th index" ] }, { @@ -406,7 +406,7 @@ } ], "source": [ - "print mystring[27:] # all characters at or after the 27th" + "print(mystring[27:]) # all characters at or after the 27th" ] }, { @@ -425,7 +425,7 @@ } ], "source": [ - "print mystring[:] # you can even omit both arguments" + "print(mystring[:]) # you can even omit both arguments" ] }, { @@ -451,7 +451,7 @@ } ], "source": [ - "print mystring[-3:-1]" + "print(mystring[-3:-1])" ] }, { @@ -479,7 +479,7 @@ } ], "source": [ - "print mystring.find(\"Gators\") # returns the index of the first occurence of Gators" + "print(mystring.find(\"Gators\")) # returns the index of the first occurence of Gators" ] }, { @@ -498,7 +498,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -517,7 +517,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4, 19) # specify both begin and end indexes to search" + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" ] }, { @@ -543,7 +543,7 @@ } ], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -570,8 +570,8 @@ } ], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -597,7 +597,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -616,7 +616,7 @@ } ], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -642,7 +642,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -668,7 +668,7 @@ } ], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -687,7 +687,7 @@ } ], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -715,7 +715,7 @@ } ], "source": [ - "print ' '.join([\"Go\", \"Gators\"])" + "print(' '.join([\"Go\", \"Gators\"]))" ] }, { @@ -755,7 +755,7 @@ ], "source": [ "mylist = [1, 2, 3, 4, 'five']\n", - "print mylist" + "print(mylist)" ] }, { @@ -775,7 +775,7 @@ ], "source": [ "mylist.append(6.0) # add an item to the end of the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -795,7 +795,7 @@ ], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -815,7 +815,7 @@ ], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist" + "print(mylist)" ] }, { @@ -835,7 +835,7 @@ ], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -856,8 +856,8 @@ ], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -878,8 +878,8 @@ ], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -898,7 +898,7 @@ } ], "source": [ - "print len(mylist) # returns the length of any iterable such as lists and strings" + "print(len(mylist)) # returns the length of any iterable such as lists and strings" ] }, { @@ -917,8 +917,8 @@ } ], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -939,7 +939,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -959,7 +959,7 @@ ], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -1003,8 +1003,8 @@ ], "source": [ "mytuple = 'Tim', 'Tebow', 15 # Created with commas\n", - "print mytuple\n", - "print type(mytuple)" + "print(mytuple)\n", + "print(type(mytuple))" ] }, { @@ -1023,7 +1023,7 @@ } ], "source": [ - "print mytuple[1] # access an item" + "print(mytuple[1]) # access an item" ] }, { @@ -1075,7 +1075,7 @@ "source": [ "schools = ['Florida', 'Florida State', 'Miami', 'Florida']\n", "myset = set(schools) # the set is built from the schools list\n", - "print myset" + "print(myset)" ] }, { @@ -1094,7 +1094,7 @@ } ], "source": [ - "print 'Georgia' in myset # membership test" + "print('Georgia' in myset) # membership test" ] }, { @@ -1113,7 +1113,7 @@ } ], "source": [ - "print 'Florida' in myset" + "print('Florida' in myset)" ] }, { @@ -1133,7 +1133,7 @@ ], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -1152,7 +1152,7 @@ } ], "source": [ - "print myset & badschools # AND" + "print(myset & badschools) # AND" ] }, { @@ -1171,7 +1171,7 @@ } ], "source": [ - "print myset | set(['Miami', 'Stetson']) # OR" + "print(myset | set(['Miami', 'Stetson'])) # OR" ] }, { @@ -1190,7 +1190,7 @@ } ], "source": [ - "print myset ^ set(['Miami', 'Stetson']) # XOR" + "print(myset ^ set(['Miami', 'Stetson'])) # XOR" ] }, { @@ -1220,7 +1220,7 @@ ], "source": [ "mydict = {'Florida' : 1, 'Georgia' : 2, 'Tennessee' : 3}\n", - "print mydict" + "print(mydict)" ] }, { @@ -1239,7 +1239,7 @@ } ], "source": [ - "print mydict['Florida'] # access the value with key = 'Florida'" + "print(mydict['Florida']) # access the value with key = 'Florida'" ] }, { @@ -1259,7 +1259,7 @@ ], "source": [ "del mydict['Tennessee'] # funky syntax to delete a key, value pair\n", - "print mydict" + "print(mydict)" ] }, { @@ -1279,7 +1279,7 @@ ], "source": [ "mydict['Georgia'] = 7 # assignment\n", - "print mydict" + "print(mydict)" ] }, { @@ -1299,7 +1299,7 @@ ], "source": [ "mydict['Kentucky'] = 6 # you can append a new key\n", - "print mydict" + "print(mydict)" ] }, { @@ -1318,7 +1318,7 @@ } ], "source": [ - "print mydict.keys() # get a list of keys" + "print(list(mydict.keys())) # get a list of keys" ] }, { @@ -1347,7 +1347,7 @@ "source": [ "a = 2; b = 1;\n", "\n", - "if a > b: print \"a is greater than b\"" + "if a > b: print(\"a is greater than b\")" ] }, { @@ -1367,9 +1367,9 @@ ], "source": [ "if b > a:\n", - " print \"b is greater than a\"\n", + " print(\"b is greater than a\")\n", "else:\n", - " print \"b is less than or equal to a\"" + " print(\"b is less than or equal to a\")" ] }, { @@ -1391,11 +1391,11 @@ "b = 2\n", "\n", "if a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", "elif a < b:\n", - " print \"a is less than b\"\n", + " print(\"a is less than b\")\n", "else:\n", - " print \"a is equal to b\"" + " print(\"a is equal to b\")" ] }, { @@ -1434,7 +1434,7 @@ ], "source": [ "for x in range(10): # with one argument, range produces integers from 0 to 9\n", - " print x" + " print(x)" ] }, { @@ -1460,7 +1460,7 @@ ], "source": [ "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", - " print y" + " print(y)" ] }, { @@ -1483,7 +1483,7 @@ ], "source": [ "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", - " print z" + " print(z)" ] }, { @@ -1504,7 +1504,7 @@ ], "source": [ "for a in range(10, 1, -5): # can use a negative step size as well\n", - " print a" + " print(a)" ] }, { @@ -1516,7 +1516,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -1528,7 +1528,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1557,7 +1557,7 @@ ], "source": [ "for i in ['foo', 'bar']: # iterate over a list of strings\n", - " print i" + " print(i)" ] }, { @@ -1580,8 +1580,8 @@ "source": [ "anotherdict = {'one' : 1, 'two' : 2, 'three' : 3}\n", "\n", - "for key in anotherdict.keys(): # iterate over a dictionary. Order is not guaranteed\n", - " print key, anotherdict[key]" + "for key in list(anotherdict.keys()): # iterate over a dictionary. Order is not guaranteed\n", + " print(key, anotherdict[key])" ] }, { @@ -1612,7 +1612,7 @@ "a = 1; b = 4; c = 7; d = 5;\n", "\n", "while (a < b) and (c > d): # example of and condition\n", - " print c - a\n", + " print(c - a)\n", " a += 1 # example of incrementing\n", " c -= 1 # decrementing" ] @@ -1647,7 +1647,7 @@ "\n", "while True: # short circuit the while condition\n", " a *= 2\n", - " print a\n", + " print(a)\n", " if a > b:\n", " break" ] @@ -1681,7 +1681,7 @@ ], "source": [ "def hello():\n", - " print \"Hello there!\"\n", + " print(\"Hello there!\")\n", " \n", "hello()" ] @@ -1703,7 +1703,7 @@ ], "source": [ "def player(name, number): # use some arguments\n", - " print \"#\" + str(number), name # cast number to a string when concatenating\n", + " print(\"#\" + str(number), name) # cast number to a string when concatenating\n", " \n", "player(\"Kasey Hill\", 0)" ] @@ -1732,7 +1732,7 @@ ], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1840,7 +1840,7 @@ "source": [ "def foo(*args): \n", " for someFoo in args:\n", - " print someFoo\n", + " print(someFoo)\n", " \n", "foo('la', 'dee', 'da') # supports an arbitrary number of arguments" ] @@ -1899,8 +1899,8 @@ ], "source": [ "def foo(**kwargs):\n", - " for key in kwargs.keys():\n", - " print key, kwargs[key]\n", + " for key in list(kwargs.keys()):\n", + " print(key, kwargs[key])\n", " \n", "foo(**kwargs)" ] @@ -1932,7 +1932,7 @@ "def sum(x,y):\n", " return x + y # return a single value\n", "\n", - "print sum(1,2)" + "print(sum(1,2))" ] }, { @@ -1955,7 +1955,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -3784,260 +3784,7 @@ "outputs": [ { "data": { - "image/png": [ - 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ekHQ0wz//+c+aPn16q/J17BnHY7+WsLa2Vps3b1afPn2cWt23gjFGL730kjIy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\nze1LFRUVJiUlxfztb38zlZW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"text/plain": [ "" ] @@ -4059,7 +3806,7 @@ "\n", "# using print gets the plot to show up here within the notebook. \n", "# In normal Python environment without using print, the plot appears in a window\n", - "print plt" + "print(plt)" ] }, { @@ -4083,273 +3830,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAo4AAAHzCAYAAACuWpxiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPW9x/HPJBNCSGayQAghmLBEAUtRCCJYZFMpeqmg\n", - "QisqgrVQ14q497pg26tWDdrbe68Wi1BERKF1w426gFAKWkCQHbWsAY0SspNMkt/9g4d5GJgkh+Qc\n", - "ZnJ8v57HRzJn5pzvfM/JzCdzZubrMcYYAQAAAI2IiXQBAAAAaBkIjgAAALCE4AgAAABLCI4AAACw\n", - "hOAIAAAASwiOAAAAsMTb0MLi4mK9+uqrKi8vlyTl5eVpwIAB+uijj7R27VolJiZKki644AKdfvrp\n", - "zlcLAACAiPE09D2OpaWlKisrU2ZmpqqqqjRz5kxdeeWV2rRpk1q1aqXzzjvvVNYKAACACGrwFUef\n", - "zyefzydJio+PV7t27VRSUnJKCgMAAEB0aTA4HquoqEgHDhxQp06dtGfPHq1evVrr169Xx44dNWLE\n", - "CCUkJKikpERlZWUht0tKSpLf77e9cAAAAJxaDZ6qPqqqqkpz5szR4MGD1bNnT5WVlQXf3/jhhx+q\n", - 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Wx+NRRUWF4uLi5PW2jF0ZExMTtf08Hv11VkvrL711Fv11Fv11TkvrbXNF/x6JApWVlZEu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\ntsG6j3fnnXeaW265Jeyyzp0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"text/plain": [ "" ] @@ -4369,7 +3850,7 @@ "plt = ggplot(aes(x = 'Number of new reported cases of human African trypanosomiasis (T.b. rhodesiense)'), data = health_data) + \\\n", " geom_histogram(binwidth = 10, fill = 'steelblue') + \\\n", " geom_vline(xintercept = [health_data['Number of new reported cases of human African trypanosomiasis (T.b. rhodesiense)'].mean()], linetype='dashed')\n", - "print plt" + "print(plt)" ] }, { @@ -4390,409 +3871,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAsgAAAHzCAYAAAA9/uuFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8VPWd//H3STKESTLTZCBYCaAkJAEtotCHmIpcLHaN\n", - "eGtD3G0F6m1YlW6sly6rtRf10Quut2K1XdIqRby0EAiKNupiDUStdQViKUsSIheRKJAEMuQ+yfz+\n", - "4JfZGbl4kHznAq/n49FHyZmc42fe5AFvv37nHCsQCAQEAAAAQJKUEO0BAAAAgFhCQQYAAABCUJAB\n", - "AACAEBRkAAAAIAQFGQAAAAhBQQYAAABCJEV7gD7t7e168cUXtXfvXknS1VdfLY/Ho+XLl2v//v1K\n", - "T09XcXGxnE6nJGndunXasGGDLMtSYWGhRo0aJUnavXu3ysvL5ff7lZubq8LCQkmS3+/XypUr1dDQ\n", 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adr7pL3/5ixoaGpSSkiLp0ArsH/7wB51++un9NkhCQoJuueUWdXR06Jlnngmu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\noqSkBAAwcuRI+Pv7uy9fecQVFxdLSUmJZGRkSEF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"text/plain": [ "" ] @@ -4811,7 +3890,7 @@ "source": [ "plt = ggplot(aes(x = 'Measles - number of reported cases', y = 'Mumps - number of reported cases'), data = health_data) + \\\n", " geom_point()\n", - "print plt" + "print(plt)" ] }, { @@ -4830,673 +3909,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAnMAAAHzCAYAAABL6JtLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8VPWd//HXOTOTmdyGBBLKNRAuAQwYWEHxUgWKVkWs\n", - "gEoRsGjwglhxtxd313aRqtvuumV9VOm2cavITy2uggqiqFwEUeodbFRAuSRKEBII5D63c35/REYj\n", - "t0nIZGaS9/Px8CHznXPOvEM45MP3+z3fr2Hbto2IiIiIJCQz1gFEREREpOVUzImIiIgkMBVzIiIi\n", - "IglMxZyIiIhIAlMxJyIiIpLAVMyJiIiIJDBnW3zI888/z2effUZqaiq33XYbAHV1dTz77LMcPnyY\n", - "jIwMrrnmGpKTkwF44403+PDDDzEMg8suu4wBAwYAUFZWxvPPP08wGGTgwIFcdtllbRFfREREJG61\n", - "Sc/ciBEjmDFjRpO2TZs20a9fP+644w769evHpk2bADhw4ADFxcXMnTuXGTNmsGrVKo4uhffiiy9y\n", - "5ZVXcscdd3Dw4EE+++yztogvIiIiErfapJjr06cPHo+nSdv27dsZPnw4AAUFBWzbti3cPmzYMBwO\n", - 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RrF69Ovz+2rVrGTx4MKmpqYwbN47S0tLwe+vXr2fs2LFkZGSQm5t7zLX37NnD2LFjSU1N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"text/plain": [ "" ] @@ -5515,7 +3928,7 @@ "source": [ "plt = ggplot(aes(x = 'Measles - number of reported cases', y = 'Mumps - number of reported cases', color = 'Year'), data = health_data) + \\\n", " geom_point() + xlim(-100,1000) + ylim(-100, 1000)\n", - "print plt" + "print(plt)" ] }, { @@ -5537,700 +3950,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAnMAAAH+CAYAAAD3doiVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdcFHf6B/DPzO6yyy4sIEWwUAxgAUVjiSUqEFskUUFj\n", - "NxLLJZpcNN3LxVMucnc5LyYmkmIusSYxv4jtNJIExBa9iyZKBAsKKCpKAFE6257fH4SJK21BdHf1\n", - "eb9evF7MzHe+80zbfXbmO98RiIjAGGOMMcbskmjtABhjjDHGWMtxMscYY4wxZsc4mWOMMcYYs2Oc\n", - "zDHGGGOM2TFO5hhjjDHG7Bgnc4wxxhhjdoyTOQstXboUQUFBrVKXKIr44osvWqUuS1kS/969eyGK\n", - "IvLy8m5rWbGxsRg+fPht1cHunPPnz0MURRw6dMjaobSYv78/4uPjrR0Ga4G9e/ciNDQUDg4OiIyM\n", - "tHY4jN0T7vlkLjY2FqIoQhRFyOVytGvXDk888QTOnj3b7LoEQWhW+WHDhuGpp56qM/7q1asYP358\n", - 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yMhKXLl1Cu3btrB0OY3ZLFEVs3LixwdvrjDF2O+5Km7levXph+vTpZuMOHjyI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NpOdNhFBEbU9nvvXHEVueJaDAGGBK/Bdet5rfAGG70tRIkwnnlsyIVIvmaJ7zLUxx0WXBciEjFY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\n", "text/plain": [ "" ] @@ -6252,7 +3972,7 @@ " ggtitle(\"Relationship between Measles and Mumps cases from 2009 to 2014\") + \\\n", " xlab(\"Measles\") + \\\n", " ylab(\"Mumps\")\n", - "print plt" + "print(plt)" ] }, { @@ -6292,21 +4012,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/DataSciUF Python I-checkpoint.ipynb b/.ipynb_checkpoints/DataSciUF Python I-checkpoint.ipynb index 6fcc086..9d0024c 100644 --- a/.ipynb_checkpoints/DataSciUF Python I-checkpoint.ipynb +++ b/.ipynb_checkpoints/DataSciUF Python I-checkpoint.ipynb @@ -28,7 +28,7 @@ "# This is a comment\n", "\n", "if (3>2):\n", - " print \"True\"\n" + " print(\"True\")\n" ] }, { @@ -47,8 +47,8 @@ "outputs": [], "source": [ "if (1 == 1):\n", - " print \"We're in \"\n", - " print \"Deep Trouble:\"" + " print(\"We're in \")\n", + " print(\"Deep Trouble:\")" ] }, { @@ -60,8 +60,8 @@ "outputs": [], "source": [ "if (0 > -1):\n", - " print \"This works \"\n", - " print \"just fine.\"" + " print(\"This works \")\n", + " print(\"just fine.\")" ] }, { @@ -335,7 +335,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -346,7 +346,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Gators\", 4, 19) # specify both begin and end indexes to search" + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" ] }, { @@ -364,7 +364,7 @@ }, "outputs": [], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -382,8 +382,8 @@ }, "outputs": [], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -401,7 +401,7 @@ }, "outputs": [], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -412,7 +412,7 @@ }, "outputs": [], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -430,7 +430,7 @@ }, "outputs": [], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -448,7 +448,7 @@ }, "outputs": [], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -459,7 +459,7 @@ }, "outputs": [], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -533,7 +533,7 @@ "outputs": [], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -545,7 +545,7 @@ "outputs": [], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist" + "print(mylist)" ] }, { @@ -557,7 +557,7 @@ "outputs": [], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -569,8 +569,8 @@ "outputs": [], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -582,8 +582,8 @@ "outputs": [], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -605,8 +605,8 @@ }, "outputs": [], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -619,7 +619,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -631,7 +631,7 @@ "outputs": [], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -676,7 +676,7 @@ }, "outputs": [], "source": [ - "print mytuple[1] # access an item" + "print(mytuple[1]) # access an item" ] }, { @@ -710,7 +710,7 @@ "\n", "# make myset\n", "\n", - "print myset" + "print(myset)" ] }, { @@ -744,7 +744,7 @@ "outputs": [], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -766,7 +766,7 @@ }, "outputs": [], "source": [ - "print myset | set(['Miami', 'Stetson']) # OR" + "print(myset | set(['Miami', 'Stetson'])) # OR" ] }, { @@ -777,7 +777,7 @@ }, "outputs": [], "source": [ - "print myset ^ set(['Miami', 'Stetson']) # XOR" + "print(myset ^ set(['Miami', 'Stetson'])) # XOR" ] }, { @@ -874,7 +874,7 @@ "source": [ "a = 2; b = 1;\n", "\n", - "if a > b: print \"a is greater than b\"" + "if a > b: print(\"a is greater than b\")" ] }, { @@ -886,9 +886,9 @@ "outputs": [], "source": [ "if b > a:\n", - " print \"b is greater than a\"\n", + " print(\"b is greater than a\")\n", "else:\n", - " print \"b is less than or equal to a\"" + " print(\"b is less than or equal to a\")" ] }, { @@ -902,11 +902,11 @@ "b = 2\n", "\n", "if a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", "elif a < b:\n", - " print \"a is less than b\"\n", + " print(\"a is less than b\")\n", "else:\n", - " print \"a is equal to b\"" + " print(\"a is equal to b\")" ] }, { @@ -928,7 +928,7 @@ "outputs": [], "source": [ "for x in range(10): # with one argument, range produces integers from 0 to 9\n", - " print x" + " print(x)" ] }, { @@ -940,7 +940,7 @@ "outputs": [], "source": [ "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", - " print y" + " print(y)" ] }, { @@ -952,7 +952,7 @@ "outputs": [], "source": [ "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", - " print z" + " print(z)" ] }, { @@ -964,7 +964,7 @@ "outputs": [], "source": [ "for a in range(10, 1, -5): # can use a negative step size as well\n", - " print a" + " print(a)" ] }, { @@ -976,7 +976,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -988,7 +988,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1008,7 +1008,7 @@ "outputs": [], "source": [ "for i in ['foo', 'bar']: # iterate over a list of strings\n", - " print i" + " print(i)" ] }, { @@ -1021,8 +1021,8 @@ "source": [ "anotherdict = {'one' : 1, 'two' : 2, 'three' : 3}\n", "\n", - "for key in anotherdict.keys(): # iterate over a dictionary. Order is not guaranteed\n", - " print key, anotherdict[key]" + "for key in list(anotherdict.keys()): # iterate over a dictionary. Order is not guaranteed\n", + " print(key, anotherdict[key])" ] }, { @@ -1044,7 +1044,7 @@ "a = 1; b = 4; c = 7; d = 5;\n", "\n", "while (a < b) and (c > d): # example of and condition\n", - " print c - a\n", + " print(c - a)\n", " a += 1 # example of incrementing\n", " c -= 1 # decrementing" ] @@ -1068,7 +1068,7 @@ "\n", "while True: # short circuit the while condition\n", " a *= 2\n", - " print a\n", + " print(a)\n", " if a > b:\n", " break" ] @@ -1123,7 +1123,7 @@ "outputs": [], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1239,8 +1239,8 @@ "outputs": [], "source": [ "def foo(**kwargs):\n", - " for key in kwargs.keys():\n", - " print key, kwargs[key]\n", + " for key in list(kwargs.keys()):\n", + " print(key, kwargs[key])\n", " \n", "foo(**kwargs)" ] @@ -1276,7 +1276,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -1767,21 +1767,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/DataSciUF Python II - Instructor-checkpoint.ipynb b/.ipynb_checkpoints/DataSciUF Python II - Instructor-checkpoint.ipynb index 22044eb..270ab5b 100644 --- a/.ipynb_checkpoints/DataSciUF Python II - Instructor-checkpoint.ipynb +++ b/.ipynb_checkpoints/DataSciUF Python II - Instructor-checkpoint.ipynb @@ -959,209 +959,7 @@ "outputs": [ { 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UUjweVyAQkCSFQiH19fWl9ovFYgqHw5KkiooKRaPRCecJBoPq7e3VyMhIOvXjGqE39kRf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\nwx/+UB988EFa4/785z/XO++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"text/plain": [ "" ] @@ -1183,7 +981,7 @@ "\n", "# using print gets the plot to show up here within the notebook. \n", "# In normal Python environment without using print, the plot appears in a window\n", - "print plt" + "print(plt)" ] }, { @@ -1207,222 +1005,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApAAAAHzCAYAAACXPS05AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VPWd//HXZGZIJjOZZpDwK+GHATegQgJZq9QUSBUK\n", - "yqmsgttaLPWw9lRoXSq7nv1j5dD99UcV7Ok57lr2sHBarWdNUNC1Kuds10BE124IUNpDGuSHmMAS\n", - "m5CZTH4w+fH9g2W+pmLgczNwb+59Ps7xHHLn/ngPb2/y4t7MffsGBgYGBAAAAFylLLsLAAAAwMhC\n", - "gAQAAIARAiQAAACMECABAABghAAJAAAAIwRIAAAAGAkM9eKuXbvU2NiocDistWvXppf/93//t379\n", - "61/L5/PpT/7kT7Ro0SJJ0r59+1RfXy+fz6elS5dq+vTp17Z6AAAAXHdDBsg5c+bo9ttv16uvvppe\n", - "duLECTU0NOixxx6T3+9XMpmUJJ07d05HjhzRunXrFI/H9bOf/Uzf//73lZXFRU4AAAA3GTLdTZky\n", - "RTk5OYOW/frXv1ZFRYX8fr8kKRwOS5IaGho0a9Ys+f1+xWIxjR49Wk1NTdeobAAAANhlyCuQl9Pa\n", - 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QSJK0b98+1dfXy+fzaenSpZo+ffq1fwcAAAC4roa8AjlnzhytWrVq0LLa2loVFxfr8ccf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\ntHCLAcCI19vb65r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"text/plain": [ "" ] @@ -1442,7 +1025,7 @@ "plt = ggplot(aes(x = 'clump_thickness'), data = cancer_data) + \\\n", " geom_histogram(binwidth = 1, fill = 'steelblue') + \\\n", " geom_vline(xintercept = [cancer_data['clump_thickness'].mean()], linetype='dashed')\n", - "print plt" + "print(plt)" ] }, { @@ -1463,291 +1046,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApwAAAHzCAYAAACNAc23AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0VOW9xvFnkpmEXJiSQIAQwy1c6qXGGsBqEUHRIqYQ\n", - "ihwtRgWtRtFltYFjqdByWrqQgpe29lBIQVdBbEUOmOKlCA0oRRcyRby0GhgKKAbNYVLuJCGZ84ed\n", - "OYwEnMzkzZ69/X7Wci3yZiZ5Xn4zw+PeOxlXMBgMCgAAADAkyeoAAAAAcDYKJwAAAIyicAIAAMAo\n", - "CicAAACMonACAADAKAonAAAAjHK3xzdZvXq1duzYoYyMDE2ZMkWStHbtWlVXVys5OVlZWVkqKSlR\n", - "hw4d2iMOAAAA2pGrPX4P5549e5SSkqJVq1aFC6ff71efPn2UlJSkV155RZJ09dVXm44CAACAdtYu\n", - "p9R79ep12tHLgoICJSV99u3POeccHTp0qD2iAAAAoJ21yyn1L7Jt2zZdcMEF4Y8PHTqkI0eORNwm\n", - 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CVseJS1VVlfr06SOv16v169dbHScuTnodk5w1G0iuYOh3HdlAbW2tGhsbrY4R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\n5fF4NG/ePPXq1cvqSDELBAK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"text/plain": [ "" ] @@ -1766,7 +1065,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei'), data = cancer_data) + \\\n", " geom_point()\n", - "print plt" + "print(plt)" ] }, { @@ -1785,432 +1084,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApwAAAHzCAYAAACNAc23AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X10HGd5///PSlpbUhxFWlm4wUDSKpFCDgWTYFq3KU4g\n", - "QBIMNkhuWppAbbJuBXhjAq2OqdtvaAM5W8CE1aECy4kpDtAeSyCBHOSEQBSSpq2bOtDUICUKSYoL\n", - "qbSj+FGyJVu/P/zbRbtaSfs0M/fMvl/n5Jx4tSvdO9c8XHPdDxOYmZmZEQAAAGCTMrcbAAAAAH8j\n", - "4QQAAICtSDgBAABgKxJOAAAA2IqEEwAAALYi4QQAAICtKpz4I729vXrmmWd0wQUX6MMf/rAk6cEH\n", - "H9Tw8LDKy8tVV1enDRs2qLKy0onmAAAAwEEBJ9bhfOGFF7RkyRJ9+9vfTiacIyMj+s3f/E2VlZXp\n", - "oYcekiS9/e1vt7spAAAAcJgjXeqXXHLJnOplY2OjysrO//lXvepVOnbsmBNNAQAAgMMc6VJfzKFD\n", - "h/S6170u+e9jx47pxIkTKe9ZtmyZampqnG4aAAAACuR6wvnoo4+qvLxcr3/965OvPfnkkxocHEx5\n", - 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9tFatWuVmswD4RDgc1sDAQLLKyYQTMzDUASg9rnapL126VOXl5ZqamtLZs2c1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\n6W/+5m/00ksv6frrr1c4HNZtt92m4eHh5Ht6enp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"text/plain": [ "" ] @@ -2229,7 +1103,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei'), data = cancer_data) + \\\n", " geom_point(position = 'jitter')\n", - "print plt" + "print(plt)" ] }, { @@ -2248,750 +1122,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAHzCAYAAADvgiOYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xlw3NWZ6P3v+W29SrK8YWOwDcaYmB2SEPYtbGFNBrOE\n", - "JQRIQpaZZCbz3qm38k6l3rpz79TUO5OZuTN3khCSmRCygS9LCIQEEjAYQth3jA3Yxhu2LGvr7bed\n", - "8/7RbVlqS7aWlrpbej5VVCFZrT46/Vue31meRxljDEIIIYQQYsSsejdACCGEEKLZSAAlhBBCCDFK\n", - "EkAJIYQQQoySBFBCCCGEEKMkAZQQQgghxChJACWEEEIIMUrOZLzJ/fffz7p168hkMnzlK18B4He/\n", - "+x1r167Ftm3a29u54oorSCaTk9EcIYQQQohxUZORB2rjxo14nsd9993XH0C99957HHLIIViWxaOP\n", - "PgrAeeedN9FNEUIIIYQYt0mZwlu0aNFeo0tLlizBsspvf9BBB9Hb2zsZTRFCCCGEGLdJmcLbn5df\n", - "fpmjjjqq/+ve3l5yudygn8lms7S2tk5204QQQggh9lL3AOrJJ5/Etm2OOeaY/u+9+OKLrFq1atDP\n", - 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wW+7ZzC8qtlVu2G0KzqoU0XWHuF+MJ7jOWoqrMgkeLgREwMF2fQofd8aaXbFm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\nY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"text/plain": [ "" ] @@ -3010,7 +1141,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei', color = 'class'), data = cancer_data) + \\\n", " geom_point(position = 'jitter')\n", - "print plt" + "print(plt)" ] }, { @@ -3031,918 +1162,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAH+CAYAAABTHDBGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4FEX6x7/V3XMlk5sknAmnCTeIHHIYEJBDkEOQQxBY\n", - "PBbcVdGf166KuisrXivquiogoLiugoqoiAdywyJyE46EI8iVkISQY84+3t8fkwyZyTWTTJIJ1Od5\n", - "8kD3VFe/XVVd/dZbb73FiIjA4XA4HA6Hw/EZob4F4HA4HA6Hw2locAWKw+FwOBwOx0+4AsXhcDgc\n", - "DofjJ1yB4nA4HA6Hw/ETrkBxOBwOh8Ph+AlXoDgcDofD4XD8JCgVqJYtW+Kll16qt/sfOnQIvXr1\n", - "gslkQuvWrQEAZ8+exeDBg2E2myGKYr3JVhnlye0r9V3m1zqCIOA///lPrV8TKDZt2gRBEHDhwoU6\n", - "ud/AgQNx3333uY9nzpyJoUOH1jjf661dDxw4EPfff7/Huaeffhrx8fEQBAEfffRRnctU122prqnr\n", - "NlZVHa9YsQLPP/882rVrV+uyZGRkQBAE7Nixo9bvFYzUqQIlCEKlfyUffcYYGGMBv39JZZf398Yb\n", - 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8ffPmzTFq1Ki6EIfD4XA4HA6nRtSJAjVhwoQy53zdeJXD4XA4HA4n2AjKrVw4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SfiqMoqQnd9C3No4a2Ndzypp5/AX78WtMbftAFdX0/4JFzUdyDfOPd5fjZ5gkxfr72t+noppZho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\n71Vrza+bU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ZlkW1wcsSV5Ev2e1ED1QPiq6/FmzUYfPoQxfiKh6mHYV16H8/pLkE6jyisI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\n1MlEJomKxTDGjcO+eH6b/Toqx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"text/plain": [ "" ] @@ -3964,7 +1184,7 @@ " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " ylab(\"Amount of Bare Nuclei\") + \\\n", " xlab(\"Uniformity in Cell shape\")\n", - "print plt" + "print(plt)" ] }, { @@ -3985,579 +1205,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAsMAAAJCCAYAAAAlYMo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0VPX9//HXTHaWkAyESFgCRAgCKosiCjVQQUWxIOAX\n", - "paC4BMXWWLSIUhWXikaq1eAeECi01oWK1iUubAoqpQiKbAlhlRQEEvZAEvL5/cFvhkw2JiHJncl9\n", - "Ps7Jgbn35s577rxz85pP7uIwxhgBAAAANuS0ugAAAADAKoRhAAAA2BZhGAAAALZFGAYAAIBtEYYB\n", - "AABgW4RhAAAA2BZhGGW0bdtWTz31lGXPv3btWvXq1UsRERFq3769JGnnzp264oor1KhRIwUFBVlW\n", - "W2XKq9tXVm/z+s7pdOof//hHrX9PTVmyZImcTqdycnLq5Pn69eun5ORkz+OxY8dq4MCBZ71eu/V1\n", - "v379NG7cOK9pDz30kGJjY+V0OvW3v/2tzmuq616qa3XdY2d6j+fMmaPHHntMHTp0qPVatm3bJqfT\n", - "qW+++abWn6u+IwzbiNPprPTLHeAcDoccDkeNP7/7B7e8r+eff96z3AMPPKCoqCht2rRJK1eulCRN\n", - 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AAADYFmEYAAAAtkUYBgAAgG0RhgEAAGBbhGEAAADYFmEYAAAAtkUYBgAAgG0R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\nmRaTYSIiIiIyLSbDRERERGRa/w+hQjlJa7L2tAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -4578,7 +1226,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('class')\n", - "print plt" + "print(plt)" ] }, { @@ -4597,1329 +1245,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAtAAAAJCCAYAAADp+fDUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8U3X3xz/3ZjQp3dAWSqFQRit7g4AUZCOyxB+ITGVY\n", - "fETBBYoyFB4QRRnyyBIQFBkKggIiUEZBEcumBcqqWGihpbS0TZsm+f7+qAlJM5qkWc0979erL8i9\n", - "33E+957cnNx87zkcY4yBIAiCIAiCIAir4N1tAEEQBEEQBEFUJiiAJgiCIAiCIAgboACaIAiCIAiC\n", - "IGyAAmiCIAiCIAiCsAEKoAmCIAiCIAjCBiiAJgiCIAiCIAgboACaMKJOnTqYN2+e2+a/cOEC2rVr\n", - "B7lcjujoaADA7du30b17d/j5+UEkErnNNkuYstta3H3MvR2e5/Hdd985vY+jOHz4MHiex507d1wy\n", - "X9euXTFhwgTd67Fjx6Jnz54VHldoft21a1dMnDjRYNuMGTMQHh4OnufxzTffuNwmV/uSq3G1j5V3\n", - "jjds2IDZs2ejQYMGTrfl1q1b4HkeJ06ccPpchDEUQAsInuct/mmDPo7jwHGcw+fXvtlN/S1evFjX\n", - 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EQRAEQRAEYQMUQBMEQRAEQRCEDVAATRAEQRAEQRA2QAE0QRAEQRAEQdgABdAE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\n+tC5dm4fZ47vqf7h7PE98Ti5Ynwh6vbU4+Ts8T3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f3T+n2Xukjy82BDAUxXENE4lxAvkQ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Axy3HHH5W2ATmPDhg28/fbbuN1umpqacLlceDyeikxOXk5J2T8OR7nzk09JJH0aTvBX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\nJZcU+7nONlJAp8GePXtYs2YNV111FQDr1q1D0zTmzp2b0hXofB4iIA34B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q4q82A6zpA+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"text/plain": [ "" ] @@ -5940,7 +1266,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('clump_thickness', 'marginal_adhesion')\n", - "print plt" + "print(plt)" ] }, { @@ -6110,7 +1436,7 @@ } ], "source": [ - "print \"Accuracy score:\", clf.score(features_test,labels_test)" + "print(\"Accuracy score:\", clf.score(features_test,labels_test))" ] }, { @@ -6131,157 +1457,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXsAAAELCAYAAAA4HCbKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuUHVWZ9/Hvkxt0IMhNAkEkoSMYUMiFS4JBSMQsXkUk\n", - "M4CiIiPq6ziiqIyj+L5qD+t10JkV8cKIMwoCI6KABmVGJRGyBpCMQi4EIaKJRAhIwkUgpiN0kuf9\n", - "Y+/qrr6fTp9Tu7v377PWWV1Vp049u053P6fOrqr9mLsjIiIj26jUDRARkcZTshcRyYCSvYhIBpTs\n", - "RUQyoGQvIpIBJXsRkQyMSd2A3piZrgkVEdkF7m5dlw3ZZA/QkroBCS0D5qVuREI573/O+w7a/8Hu\n", - 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"text/plain": [ "" ] @@ -6308,21 +1484,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/Python II Fall 2015 - Instructor-checkpoint.ipynb b/.ipynb_checkpoints/Python II Fall 2015 - Instructor-checkpoint.ipynb index cfd1eb7..032fcc7 100644 --- a/.ipynb_checkpoints/Python II Fall 2015 - Instructor-checkpoint.ipynb +++ b/.ipynb_checkpoints/Python II Fall 2015 - Instructor-checkpoint.ipynb @@ -68,7 +68,7 @@ ], "source": [ "digits = datasets.load_digits()\n", - "print digits.data" + "print(digits.data)" ] }, { @@ -87,627 +87,7 @@ "outputs": [ { "data": 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N8gH51dY542M192wG2CAvx4d+hVvy+spjPwpxea3yBcE+A3KF98a5T/mZAHlq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TOlRWtSOFJKizsAP+qrj16CyCeuoueWaKFXlmnlpnQI6AnhvEmk0ObM2yo75M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\nq8oSFAtoqcwSZJlWSgnhlef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"text/plain": [ "" ] @@ -1351,7 +236,7 @@ ], "source": [ "accuracy = clf.score(data_test, labels_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -1384,7 +269,7 @@ "clf = svm.SVC(gamma=0.01, C=100)\n", "clf.fit(data_train, labels_train)\n", "accuracy = clf.score(data_test, labels_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -1418,7 +303,7 @@ "\n", "gridsearch.fit(data_test, labels_test)\n", "\n", - "print gridsearch.best_params_" + "print(gridsearch.best_params_)" ] }, { @@ -1717,7 +602,7 @@ ], "source": [ "accuracy = rf.score(features_test, targets_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -1747,10 +632,10 @@ "from sklearn.metrics import log_loss\n", "\n", "predictions = np.array(rf.predict_proba(features_test))[:,1]\n", - "print predictions\n", + "print(predictions)\n", "\n", "logloss = log_loss(targets_test, predictions)\n", - "print logloss" + "print(logloss)" ] }, { @@ -1976,7 +861,7 @@ "outputs": [], "source": [ "submission_predictions = [[index + 1, x[1]] for index, x in enumerate(rf.predict_proba(test_data))]\n", - "print submission_predictions" + "print(submission_predictions)" ] }, { @@ -2088,21 +973,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/Python II Fall 2015 - Student-checkpoint.ipynb b/.ipynb_checkpoints/Python II Fall 2015 - Student-checkpoint.ipynb index 459e684..8479e91 100644 --- a/.ipynb_checkpoints/Python II Fall 2015 - Student-checkpoint.ipynb +++ b/.ipynb_checkpoints/Python II Fall 2015 - Student-checkpoint.ipynb @@ -380,21 +380,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/DSI-PythonII-Astro.ipynb b/DSI-PythonII-Astro.ipynb index e71cf07..b2d7695 100644 --- a/DSI-PythonII-Astro.ipynb +++ b/DSI-PythonII-Astro.ipynb @@ -1,517 +1,512 @@ { - "metadata": { - "name": "", - "signature": "sha256:62b9108801bfd5ee4d97b0eaee2e297f504b0e3069959e24f73079603c66e295" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import pyfits" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 9 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "This dataset relies on GalaxyZoo - a citizen science effort to visually clasifiy the morphology of 900,000 galaxies in the Universe. \n", - "\n", - "See Schawinski et al. (2010) for more information about this dataset in particular." - ] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "The data are located at http://data.galaxyzoo.org/. Specifially, this is the AGN Host Galaxies download about halfway down the page." - ] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Astronomers use FITS formated tabels and images. For a quick reference tutorial on how to open/edit/view these types of files see https://pythonhosted.org/pyfits/users_guide/users_tutorial.html" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Open FITS table\n", - "#Get data \n", - "#Get list of columns" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#What are the types of classifications?" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Numerical information isn't the most enlightening and there's no README.\n", - "# Always refer to the data source! data.galaxyzoo.org and Lintott et al. 2008, MNRAS, 389, 1179\n", - "\n", - "from IPython.display import Image\n", - "\n", - "Image(filename='agn_host.png')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "png": 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HgI7Rq4w1Oi/oH+cl1SFTOSlFAABQDAXgdmwM0l5B4fT2g6Px8DPb6jQe17bT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9YAc7RdNvWcDKfIJU9ljVGC73ZuAZyr7etseZYLTXswGAwGg75janI50AT+7eoFRqbT6Uy2yFwr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\ngWqc6Z/Gm8q3hbu6g49hNB/18xqx0wrxfF3838rnOB73dqIiiEZvHMefz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- "prompt_number": 357, - "text": [ - "" - ] - } - ], - "prompt_number": 357 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Get some more basic info on the data set" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Set up some conditionals" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 17 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "PART 1: First thing, let's look at the break down of the stellar mass of galaxies by galaxy type" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "plt.xlabel('Log(Stellar Mass) [M_sun]')\n", - "n, bins, patches=plt.hist(tbdata['LOG_MSTELLAR'][spirals],bins=70,normed=True,color='blue',alpha=0.5)\n", - "n, bins, patches=plt.hist(tbdata['LOG_MSTELLAR'][ellipticals],bins=70,normed=True,color='red',alpha=0.5)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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- "text": [ - "" - ] - } - ], - "prompt_number": 338 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Specifically, let's look at the stellar mass distribution of elliptical galaxies and quantify it by fitting a gaussian to the distribution." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#HINT: See http://stackoverflow.com/questions/11507028/fit-a-gaussian-function" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "mass=np.asarray(tbdata['LOG_MSTELLAR'][ellipticals])\n", - "\n", - "hist, bin_edges = np.histogram(mass, bins=70,density=True)\n", - "bin_centres = (bin_edges[:-1] + bin_edges[1:])/2\n", - "\n", - "# Define model function to be used to fit to the data above:\n", - "def gauss(x, *p):\n", - " A, mu, sigma = p\n", - " return A*np.exp(-(x-mu)**2/(2.*sigma**2))\n", - "\n", - "# p0 is the initial guess for the fitting coefficients (A, mu and sigma above)\n", - "p0 = [1., 11., .5]\n", - "\n", - "coeff, var_matrix = curve_fit(gauss, bin_centres, hist, p0=p0)\n", - "\n", - "# Get the fitted curve\n", - "hist_fit = gauss(bin_centres, *coeff)\n", - "\n", - "#plt.plot(bin_centres, hist, label='Test data')\n", - "plt.ylim(0,1.0)\n", - "plt.xlabel('Log(Stellar Mass) [M_sun]')\n", - "n, bins, patches=plt.hist(tbdata['LOG_MSTELLAR'][ellipticals],\\\n", - " bins=70,normed=True,color='red',alpha=0.5,label='Elliptical Stellar Mass')\n", - "plt.plot(bin_centres, hist_fit, label='Fitted data',lw=3)\n", - "plt.legend(loc='upper left')\n", - "\n", - "# Finally, lets get the fitting parameters, i.e. the mean and standard deviation:\n", - "print 'Fitted mean = ', coeff[1]\n", - "print 'Fitted standard deviation = ', coeff[2]" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Fitted mean = 10.9242100258\n", - "Fitted standard deviation = 0.602304276492\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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5EhYuNJenToUiRfSLRyiFfdKY1m45zWb1B2DJ4er8cqgaT1U/nO3zpPura5BE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\nE6Pa7FNkrr47SI3eCVn3Pti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VU+hbYAbqwwbUmg7VUP+nn8I1VlESBUSabkSGomReR3Mi\nauGPKcbHjmNOfgNQvUvSUe3RCcb9e4H7LM5RF7X2QCoqAU0HdqHed2moG5kzgc9RTR27UTXOC5gX\nBbdMWBnbn6Cakv6Han7RLB7PLsFlPBZnjMv6OVmdtyvQE7WQ9FlgLOqDbrzxGqQALxqPLYRq4jmc\nTRy2TLIRpy2RqJ5Nt1EfmBmL+LyDakK6iFpYo1gW55MPACGEXSyTyDuYb9KCak5oiOdqhWqGseU/\noGQBxmIPuRkrhLCpK+bufcvJnLxqYe7x4Yl+Qn07sWU76ro5w6pqGQOmrHvhCDckN2aEcE73o3oA\nWboJPKxDLEIIIYQQQgghhBBCCCGEEEIIIYQQQgjhYf4f7BJ9Skf3gu4AAAAASUVORK5CYII=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 25 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "By eye it looks like there are two different distribution hidding in this sample, with a peak perhaps at 10.3 and 11.0...\n", - "Let's try and fit two gaussians to this distribution " - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from sklearn import mixture\n", - "import matplotlib.pyplot\n", - "import matplotlib.mlab\n", - "\n", - "#See http://stackoverflow.com/questions/10143905/python-two-curve-gaussian-fitting-with-non-linear-least-squares\n", - "\n", - "mass=np.asarray(tbdata['LOG_MSTELLAR'][ellipticals])\n", - "clf = mixture.GMM(n_components=2, covariance_type='full')\n", - "clf.fit(mass)\n", - "m1, m2 = clf.means_\n", - "w1, w2 = clf.weights_\n", - "c1, c2 = clf.covars_\n", - "histdist = plt.hist(mass, 70, normed=True,alpha=0.5,color='red')\n", - "plt.xlabel('Log(Stellar Mass) [M_sun]')\n", - "plotgauss1 = lambda x: plot(x,w1*matplotlib.mlab.normpdf(x,m1,np.sqrt(c1))[0], linewidth=3)\n", - "plotgauss2 = lambda x: plot(x,w2*matplotlib.mlab.normpdf(x,m2,np.sqrt(c2))[0], linewidth=3)\n", - "\n", - "plotgauss1(histdist[1])\n", - "plotgauss2(histdist[1])\n", - "\n", - "print 'Best fit peaks: ',m2, m1\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Best fit peaks: [ 10.3074222] [ 11.16534218]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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KmE1MzrIwEs8wD98sXSrTLAOJszF6G/AiMB44DKwDFgG1l9JZDlyNEAGqvKoZqw50NtoT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\nuHNadraxXVEVwuHTsRwruojnfhrJ1mN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- "text": [ - "" - ] - } - ], - "prompt_number": 45 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "PART 2: Now let's look at how the stellar mass changes with the measured velocity dispersion of a galaxy.\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "mass=tbdata['LOG_MSTELLAR'][ellipticals]\n", - "sigma=tbdata['SIGMA'][ellipticals]\n", - "#Plot it\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 19 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#There seems to be some aliasing, probably for flagged values. Find it, and exclude it." - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 11 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Now, bin the data in stellar mass and find the median sigma in each bin with corresponding error bars." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pandas as pd\n", - "#See http://stackoverflow.com/questions/23217851/running-median-of-y-values-over-a-range-of-x\n", - "\n", - "#we build a dataframe from the data\n", - "#but first we have to switch between big/little endian \n", - "newmass=mass.byteswap().newbyteorder()\n", - "newsigma=sigma.byteswap().newbyteorder()\n", - "\n", - "df = pd.DataFrame({'mass' : newmass, 'sigma' : newsigma}) \n", - "nbins=20\n", - "bins = np.linspace(mass.min(),mass.max(), nbins)\n", - "#we cut the data following the bins\n", - "data_cut = pd.cut(df.mass,bins) \n", - "#we group the data by the cut\n", - "grp = df.groupby(by = data_cut) \n", - "\n", - "#we produce an aggregate representation (median) of each bin\n", - "df_mean = grp.aggregate(np.mean)\n", - "df_std= grp.aggregate(np.std)\n", - "\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 20 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Plot it!" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 13 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "PART 3: Now, let's look at how different types of galaxies are distributed in color-mass space. Just for background, galaxy color is the difference in brightness of that galaxy in two different filters. In this case, we're using the 'U' and 'R' filters so the color is U-R." - ] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "We'll also look at where AGN (active galactic nuclei -- galaxies with active black holes) tend to reside in this space.\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Color of a galay - higher numbers mean they are REDDER\n", - "uminr=np.squeeze(tbdata['U']-tbdata['R'])\n", - "\n", - "#The stellar mass, derived from spectral energy distribution modeling\n", - "mass=np.squeeze(tbdata['log_mstellar'])\n", - "\n", - "#Spectral class - uses the shape and type of observed emission lines in each galaxy spectrum to identify which have AGN\n", - "bpt_class=np.squeeze(tbdata['bpt_class'])\n", - "\n", - "#Luminosity of [OIII] for each galaxy\n", - "lo3=np.squeeze(tbdata['L_O3'])\n", - "\n", - "#Morphology - determined by GalaxyZoo - citizen science\n", - "morph=np.squeeze(tbdata['GZ1_MORPHOLOGY'])\n", - "\n", - "#Magnitude (brightness) of each galaxy in Z-band\n", - "z=tbdata['Z']" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 21 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "We'll make a contour plot of U-R (color) vs. stellar mass" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#All galaxies\n", - "plt.ylim(0.5,3.5)\n", - "\n", - "highO3=np.where(np.log10(tbdata['L_O3'])>41)[1]\n", - "plt.plot(mass[highO3],uminr[highO3],'ko',ms=3,alpha=0.2)\n", - "\n", - "H, xedges, yedges = np.histogram2d(uminr,mass, range=[[0.5,3.5], [9,12.5]], bins=(70, 70))\n", - "extent = [yedges[0], yedges[-1], xedges[0], xedges[-1]]\n", - "levels = (1,5,10,20,30,40)\n", - "levels = (1,10,50,70,75,80,100,110,120,140)\n", - "cset = plt.contour(H, levels,extent=extent)\n", - "\n", - "plt.ylabel('Color (U-R)')\n", - "plt.xlabel('LOG(stellar mass)')\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 23, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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8/QWBgUoCAnRALyorbRQXp1NbuwuZzEzv3p489dR45s+/7qzev644erSSSy9d\nznXXJfLyy5ddsJsLSQpC4oJnxYoUnnxyG7t3/4HKynwsFgsul2Dz5mJ27LCwe3cJnp5qmput9OsX\nSFiYCYPBk2HDwhkyJLJTeYnu0D4oJSeX8uyz6UyZEk/fvgG8887B0yqHEwezjqabc7Fxn6miKS21\n8uqrlXzwQQ1z5vizcGEERmOOW5aSkhK3KapdLiEEqaktvPXWlxQWtlJbG0BRkZzW1nA8Pb/FZitH\no4nF4WhBLg/Fao3A4WjLQQgOLiYyEgIClNTUFCFEmy8gNLQXl1wygHXrXiYlJYXQ0FA8PT2ZMmUK\ns2bNOskXcqqQ145RV9OnT+fpp5+mubkZPz8/bDYb48aNw2Aw0Nzs4JNPyqmsLKFv32YGD24reKhW\nq+nXr99Jz85isfG//62mpsaCRhOO2axhwIABhIWp8Pa2k5y8nkOHjvDllwF8+OHtTJsWclbvR1dU\nVhp56KENbN1ayAsvXMIttww6r/uSnC2SgpC4oMnOrmPcuA/44YebGTw4tMtZZ329mZYWK1FRPsjl\nsh5xPrbnFZhMNrZtU7JjRwUbNy5wKwchBA6HQKX6ycR14nWBk+TYvbuFW2/NIylJz8MPhzJhgtdp\nB4buDkZWq4tvvmlg2bIakpON3HxzIH/9axhRUZqT+uloiur490+VX23I5XI8PDzIyMinpKQBh8OJ\n1drK0KEjiY3thYeHHL3ewb59+wgJCSE+Ph69Xn+SmWvt2rUcOXLkeNHAWi6//HL+/Oc/k5+fj9Fo\nJDc3l9raWiZNmuSOYOrIiU5suVzOjh07yM7ORi6X06tXL0aOHIlarUaj0bgVX0dH9ame2+HDh0lL\nS6OiooKYmBjmzJnTpYN+4cIqFiwYxbx5Pj+bj3KmHD5cwe23ryEy0pt33511ys2cfi0kJ7XEBUtz\ns5V581by7LNTGDy4bTeyrhyL/v66ThU+e6K2z8aNG2lpaSuoN3Ommvffb9upzW63c+BAGn/6Ux4Z\nGWbmzQvm1Vcn4uOjPamPE+V4550qnniikH/8w05tbSN/+EMzPj5a/v73IBISatztVCoVJSVWDhxo\nxd+/CA8PJw5Hm5mnd+/e7jZOp2DfPiMrVtTx6adVxMVVMWeOHytWjHDLcyoF0z6odRwIS0pKMBgM\nFBYWUllZSa9evcjJySE8XHNcYYRw//3Xo1KpOHz4MMuXf0ZraytZWVkcOHCAUaNGYbfbTxroFQoF\nwcHBREcUtjXtAAAgAElEQVRHM336dHf5cKvVCkBoaChOp7PLrOm4uDg2bdqEzWZj5MiRfPfdd24/\niNlsJigoCKfTSXFxMQaDwa0YOvpHugqjtdvtbN++HZPJRGhoKCqV6qSw4XYlEBGhYs8eI3FxhRQV\ntYXdtra2umtbnQtDhoSxb99dPPfcToYMeZcXX7z0gl1NnA0Xy11IK4hfkO7Meg8frqBv30B0uq4z\neb//Po+77vqWOXP68sor03/xL8zq1avdCsLLy8vtoExNTWXv3joee2wPjzwSxsKFgg0bBnDppcNO\ne9/19RYiI1fz0ksyhg41oFQqUas1FBVFcvvt3/PssyFERqrZscPCzp0h5ORYGDpUz+7dRzEYZPTv\nX8egQRpCQrSkpzuoqhrFhg1N+PmVMm2aD1dc4Ymfn4Pdu3ejVqv54x//iF6v76QATpxVA53MPBqN\nxn3cbrfjdDqxWCwcOHDAXeZbpVKRlZXFpk2byMnJoaqqipaWFgICAujfvz/x8fGdcitMJhPvvfce\nNpuNsWPH4uvbtgJrNxtVVlYyfPjwTvkbgPs52u12rFaru62XlxerVq3C4XBgMBjw8fEhKCgIIQSR\nkZEkJCSg0+ncSqSwsBCTyYTT6UStVpOQkIDD4WDVqlWYTCYCAgLQ6/VceumlDBkyxG3SysvLo6am\nhkmTJmGzxfLoo+Xs3fstsbEuBg9WERlZw7hxoztlrZ+r6enIkUpuu+1rIiK8efHFSy+I6rCSiUmi\nxzmdiaemppX771/P9u1Fx+skDWfKFD1eXm31aBwOGf/9bxnff5/P++9fyWWXxfe4fN35Ip9YukKn\n0yGTyY4PICamTv2BMWM80elieP75Xj9rZnj11V189lklDz3kAKBXr17uZ/Puu7t58MEcNBo5U6cG\ncs89Y5g61RuVSo7RaGXFikOsWXOMvXtraWiwk5TkxaxZwxg7VkdzcwEAcrncPRiqVCpiY2PR6XQU\nFRUxePBgKisrqaysZPTo0W7TiN1u59ixYxw5coTAwED3OR0VAZxshnI6naSmpnLgwAGKiorw8vIi\nLi6OpqYmoqKi3INtx+gmu91OYWEh0DbohIWFUVpailwux+l0UlpaSlhYGAkJCZSWlrqVVn5+PqWl\npQBERkbicrnYs2cP+fn5GAwGoqOjqaurw8fHB7lcjlarZdKkSWRmZlJeXu6Wuf0Zta3OSigvb6vC\nGhERwbhx4+jdu3enFURXiYQ//niAb745yqpVGTidATz//ASSkny7XI2drenJZnPy6qvJvPzyHqZO\njWXhwom/qqKQFIREj3OqL8qqVek88MB6brllEE8/PZni4iaWLNnL8uU/MGlSJMOHh/Puu0e58srx\nvPTSZedUIK67JSvMZgVjxgxGqez8URZCcPBgK2vWNPDtt42kp5vp10/HgAEqQkLK+e67WjIyLHz7\nbT+mTx/8s+UqHnxwJwMHRnH99YFUVFR0MhXZ7Xa2bj1GUJCKpKR+pyw/8e2332IyWenVKxaNRsP2\n7dtpaWlBCIGHR1teiMViITw8nMzMTPr27UtJSQm5ubn069cPgKioKPr2bUsWy8nJIT09HbvdTl5e\nHn369EGhUKDX67n//vtRqVSYTCbeeustysvLGThwoNvPkJaWxqFDbVVtAkNCKEBGkc2JKySUVp0O\nR68+1Nkc+NutxFWUElZTzfCwYOQuFwqFgpqaGndSX3JyMv7+/gDU19cTGhrqHqDLysqoNxpJLq+k\nVMhRaJTofPzA6aQpLweNlzcNRUUIb290ffvhVGmIioki/OhBEv38kMvl5Ofn07dvX9rHgJSUFCwW\nC0qlktjYWG644QaczrYd9FwuF7t378ZutzNmzBh8fX3dpsJ2RVNQUMC+fVreeaeOW24JZ/HiqSiV\nPeP7asdotPHmm/tYvDiZqVNjeeKJifTr98srCklBSPQ4XQ3OWVm1jB+/jG+/nc+wYSGdjtfVmVi0\n6Gt27SrmmWfmMnPmudt2Dx8+7L5GfHw8Op3Ofb2srCyamky8/341X3zRgkzWi/79dQwZ4sHgwXq8\nvRW89loldXUOrr7ai4EDa0hI0CFENGlpdo4eNbF9e1vCl0olJyFBS0KClr59dRgMGsLCVISFqQkN\nVVFYmM7SpaV88kkVL7ygZ9y4/qfMVzjVczxxBt7uJ8jLy6OoqIjGxkaCgoIICwtDrVYTHR2NzWYj\nOTmZ6upqWltbGTFiBAqFAqPRyHXXXYdSqSQnJ4fs7Gyqqqqor6/Hy6vNYa7T6bj55psZMmQIX3zx\nBatXr8ZmsxEUFITBYECr1ZJWXEKRXElqXh5VcgUR/ZMYGh2FNS+HqqNHMPSKof+ABMpqjORYnOQJ\naJLJGRUeRrBKSUttNfqQMLzCIyjavxeVEASFh6ORy5FbLaRu3UKDTE5jtIHKrCz8mhuJ9fUlKjEJ\nhVaDUMipKymlqbwMS2MD2Gz0GTKUAcOHUypX8nl2Ljc01dE7LAS5XE5sbFsCWnsiX1ZWFomJiUyb\nNg29Xu8e2PPz87HZbJSXl2MwGJgzZ85J0Wjtn6HycisPPQTPPRfL1Vf791hYcztCCNauzeb661cx\nebKB9etvOqf+zgZJQUicNdu3F2I02rjiij4/2/bjj4+yfn0On312XY/NtE73hezoQ6ivr2f8+PHu\n6zU3R7BgwRbi4tR8+OE0fHw0HD1q4siRVg4fNlFRYePOO4O5+mo/0tPTTitrXZ2drCzL8R8zBQWt\n5OVlU1dnp64uEqMxn5Ej1fzzn+EYDN6dSjw4HI6TVhMd761j7kF5ebm7HpFGo8FkMpGXl8e+ffuw\n2WwA+Pn5ceWVVzJ48GBMJhNLliyhpqYGb29vVCoVgYGBhIeHEx8fT1xcHK1mM6u//JK6ujq30mpf\nifj4+HD3Pxey5J33SMnMoLy6mrr6OhT9B2JMHIizpgq/g3sJ06rxUprQhghq6qrI3pmLZ5AWDx81\nMlyEJAXhSRiDQoaB0o90hQKnbwByBKaaauQyGdEjBlNTVEpjXT3yoFDK9iXTWlFBgFyOztiC0tyK\nTAhCQ0OJiIggOjqayMhIcnJyWL16NXa7nbi4OHx8fBg8eDDjxo3jvjoj8Zs3MiI0iJEjR9LQ0IDB\nYOj03rU7s+Enn0d6err7vWlubuaSSy5xm9XgZD/OjTcWMneuP/Pmdb90fDtCCD788Ag2m5P+/YNJ\nTAzC31+HEIJt2wp56qntlJe3sHDhRG68cQBK5ZkVl+wJpCgmiTOmpcXKo4/+wPr1Oej1Kj766Chv\nvjnztOUvDh4sZ9iwsFMePxtOt2+AwWBwf+kjIto2p7daXbz9djnr1tl4+eVx9OtXzv79GzEYDIwa\nlcT48We+n3JAgIqxY1WMHdt2btvg33Y9rVZLTMy1FBZmI5PJToqoal8RWCwWsrKyOkU9tTtnbTYb\nVVUnb5AohECpVOLj40NNTQ3Nzc0IISgtLWXw4MFuhWC321H7+bO7uQWTdwAOrTfGLbtwpGS3DXpG\nG9qAMBTH0pC3GpE7KrA4XVgNsbz16SoCdR60FhejajXSLzGRuOAAWrN+xK5upDSgBOE0YsGGrV7g\nqjej0ziwVDZjqpDj4ammpL4ArVcpLf2L0OpDSAodTkNGCvIgkEVYaW4qJcJ/G7JqI3K5BVe1EmNz\nI86qFoTwxWpTEBXXi+DgYMrLywkPDyc4OJiSkhKys7MJCAigpaWF2tpaoqOjCQgIICcnh4b1Gyiy\n2wg0G5HL5dx3332dSmW0Ty7an/uJxf0qKysJDm7bZ0Mul3fyUXT8zLlcauRnMW4LIfi//9vEd9/l\nMmJEOMuWHSE9vQYPDzUBATqsVuevqhh6CklB/M5obLQwatRSJkyIJiXlXtRqBU8+uY0BA97m9dcv\nZ+7c/l2et3dvGVdf3WY6Ot9bTAohWLxYx7p1bRMfhSIcpzMPq9XFZZcN5OjRPtTUZJGamo3NZiMt\nLY3CwsKTZvLtpp328M+zkVWrlbvNGu0z3YyMDMrKyggJCXGbPqBtwOkquicmJgaDwUBRURFWq5X8\n/Hyys7OJi4ujT58+NDY2Eh4ejlqtRqlUEhcXx5dr15LrcJLh6UOZS86EfolMiYmiobSUapeVyoO7\nQTgIj4qkIDMbk82GXTgpyy3E18MDz9Y6dEXHiEuMo9WgpLS0EaHcQ0pOM3V5DcQO9iHA04WtVUag\nTyTV2U4q82pxNSswG414eWlRmuyYmmR4qf0p3F6OXFNGnjoFm82Jp7eSwAgVI6aHU71ZRsauMnzD\n5NgdNuoz6mipt9GiqsMnxp9mTTAj40YyceJE4uLi2Lp1q9t3Eh0dTUlJCXV1dVRVVVFaWsqRmjpq\nTBaUjXXkNTcRGxtLfn4+SUlJ7rDX7du3ExQURHx8fKfJRXsYbPsqrd0X0r4xUWpqqns1UVpq4dgx\nB3fdFXxGn4mGBjMPPriBlJRqtm69lYAAvftzW1raTHFxE6NGRV7UiqEdSUH8jhBCcMcda5g+PZ7X\nXrvc/foLL1zKNdf047bbvuaLL9J54YVLiI31cx+vqWklM7PWvYtZT+0CdqKiaZ/9LV9eTUaGH6mp\nc3C5HOTmZuFwxCKTyQgOduHvDzU1P/VTUVFBeHg4qamp5OTkuEtlp6amuvtvl/t0dKVQ2mepNpuN\nrKwstm/fjr+/P/7+/igUCjw9PTvdS1ZWFgcPHkQmkxEYGIhGo0EIgUqlIiYmhs8++4zCwkKamppI\nzc1HMW4iJaERmEuL8e47gNSkYby7cg3FefnE9u6HIS+bmyIimDZ6JMlHkqltyOZowWGMzmbkcgsN\nrbnI/V3UFzUh7C6UnnZq6yqpqnDh4a+i3pKB3kuF3kNG2V4b2BV4KtRU77ISFhqKn1cguSlVNBst\nNDc3YjEZ0cmdyCxWmmygUkJ1biFOmRqNpxfV9XXI5HK0kaG0mvyxBYylpakJbaua4t3V1Neb8fU1\noNJbabXXoLKakIWUUH9pITMSLqdgY77bwX348GFSUlLw8fEhMjISIQSfpKVT6nTRBycKs4lWR5t5\nqN3B3P6Mm5ubycvLo7i4mPj4ePd70G52as+TCAwM7GSaan+f1q6t4fnny/njH8OYMiWx25/Zdeuy\nufvutcyencDOnbfj6fnTJlIymYyoKB+iony63d+FjqQgfke8/vo+ioubWLHi2pOOjR4dyeHDd/PM\nMzsYOXIpBoMv8+Ylct11iezcWcy0aXE9spl7SYmVH35o4sor/Y5H/XTeNOfAgXrefbeMzz7zJjxc\nTWpqNp6eTrKycigvLycqKgqHw+GeTRYWFqLVarHZbG5bfvuMsrCw0P1aYWEhQ4YMcV+ra0d8Fk6n\n053N2z5TNZvNBAYGUllZ6Q7JbLdld5Q/Li6OxYsXYzQaiY2NZf3mLfTrm0BYUBBZWVmUlpZSXF7O\nnuxsGpVq7D6+RB05QG9vH+Q+PsRq5CiP7KDFWckgWR2tBU3YZHa2lx3g2/eXE5zog97PgUtRjs7l\nwGF2EerjhUKmxlxgQ+awIFpttJhcaOUyNBaQlTpQ6p146Rw4mxxUNIDFCS5AZ60nu9WFwwFNJrA7\nQKtu++20gssFThs4AZ3WRr2pDocdZAoX1aV16CLVJO/aikavo7HJTF1dnTt5TiaTodeHEB8UhcJR\nSu32nayiEoWhH4bmWDZ8/h1GoxEPDw+MRiNCCOxe3pQOGs71rY1UFhfhCgggOjoap9PJ5s0dN6L8\nicrKSqAteslkMqHX691JcqNHj6aiosJdEr3t8+fktdf0fPddLa+9FkViop6cnOxTTnhMJjv795ex\nZ08p27YVkp1dx/Llc5gy5bdVtfVUSAriIqeuzsTTT29n2LAwZs/ui6/vyRnBADk5dfztbz+wb99d\npxzodToVzz03jX/9awrbthXyxRdpjBy5FIvFwWuvzThnWZuaHFx/fS4AjzxSzLBhHlx+uS+XXuqN\nXC5j+fJqPvqonMcfDycysvN9lJWVYbfbsdls7sG+Y1ZtTk4OLpfLPVu02+04HA4qKyuJiIjAYDB0\nUgodHZddZQAXFhZitVrx8fHBbDaTm5vLgAEDGDlyJEeOHCEiIoLIyEhSU1M7KRiFTk9GcQlbquuo\nk8ugrhEQEBSCrK4G0diI3iUIttkIMRtprGrEFhmAJlrJsbyj+PjYaa0yYjU6CY31RCOT0VptxVFv\no7qmArkCArSB1JWb8VUpMB1spKWhBqUZSmrAaGu7nEBgabET7gFTveBAMcjt4GqFZiBIDg1lLmxy\ncMpAjgK704nd3LY/sCfQpJBjcbpQADZLm1IBULjA0mqlsbaQ0AA5DpuLujKwuUAmg/raFiLCPOjf\nfwTV1dV4Wwzo/fwo2XAYuzqXvRZvGoQTU2tbApyHhwdOTy9S5EqusBiJCgkmJiyUhoYGZDIZQgj3\nCi4hIYGEhAQqKyuJj4+noKCA8vJyXC4XZWVlTJo0yZ2Y16tXL3r37o3dHstf/lLGunWNtLa6uOYa\nP1au7I1S6TjlZ3XVqnQWLdpFZmYtAwYEM2ZMJHfcMYSZM3t3WjX81pGimC5i6upMTJv2MUOGhNHQ\nYGbr1kImTIhm7tzEk5RFa6uN++9fz44dRXzwwWwmTzZ06xoOh4vk5FJGjAjvUrF0NzQwN9fCVVdl\nMWWKN6+9ZsBqdfH99018/30TmzY143IJpkzRM2RILRMnep9UijojIwObzYZCoSAhIcGdNXuqLOOO\n/oD2DN+OTvGuCt61X8tsNrNlyxZSUlLQREcj02hxNDQSERxEn+go+vXpQ2FpKSVNzWQWlVDV1ET0\nnGvYmplDxs7teGemoGwoxz9CQ2NZM2q9ioiEMIxNFjRaJZX5FbTUteJw2FEoFXj5K/DyUaHVy6gp\ncGJrdhEZ4oNGI8NksaJSgMlsxm52oJPbaWh00WIFpRx0ctAqoMoMphPGOw3gqwS1VktocCi1Jgs1\nzc1odDrUKhX2lib0DgvVQoHL5kCt1+AwWUEOchfI1CpabW2mHRmgUCqROxwIhQIPLy+USiUupx1f\nXRM+OiW5ZQ5sTvDQaQiPCCcypjc1jWXYaEXpZSa8jwpNWAA1dVoiW+LIO5ZHSWUl1th4zHHxXBES\ngiX1KHq9Hn9/f5RKJVarlaysLPr168fw4cMJCAigd+/e7qitDRs2YDKZUCgUaDQaJk+ejMPhID29\nmMzMQDZu9KWpScbttwdxzTX+JCXpOpUc7+pzm5JSxdSpH/Ppp9cwYUIMWu3FO4+Wwlx/p7Qrhxkz\nerFo0TRkMhnNzVa+/TaLlSvT2bWrmEWLpnHnnUM7lblYuzabe+5Zy9VX9+X55y8559lQd0Jet2xp\n4sYb83jyyQjuvTfkrK7T1Rf6TPd47hieWlxcjEql6lTfB8AuBM9+8SXrj6WQUlSMyM1E4+mFXavF\n2mpC9OqDMjEJx87tyLIz0Pv64unnh6+nhhBfGyXH9uOyt9Jaa8ZpdeESAq1WhtpDgd0kcAKWFht2\n2/FZuRMUSggOCsBXq6aqsgKnHRyONvu/HLDbQCEHXwU026BRQMdvg4yfZvddIQeUCgUOpxMXuHMl\nlAoFrS0tKBUKZE4nam8PHDYnTqsFTxW02Nr6bdc7Wq0WlVygcFjRB4RhdzgwtdQgk8kJDGnL3Wht\nbcUp7Gg9QenhQKaUI1wyTM1OQvoHkzhkGNZ0K00NzRQjp6yujmg/X0YaYmhpaECj0WC1WgkICMDX\n19ftb7Db7fTr14/77rsPrVbrfk875stERsayd6+NNWsaOHo0mKuvDuKWWwIZP15HTk52p8/OqWhp\nsTJixPv8858TWbBgYLc+mxcykoL4HdLSYmXChGWdlMOJpKZWc9ttX+Pvr2Px4ukkJf0UqdHQYObG\nG78iK6uW1auvZ9Cg0LOWpeOgm5tbQlhYPFFRvRFCic0m2LSpif/8p4IVK+KZMuXUzruzSVI6sZxG\nV2GQHfvrqpCbVqulT58+fJiSwRqTmR3NJlQfL8W3pgrPlhaEzYxfoB+tza3IFDLiDfHUtxqxCxOp\nh1NotbYS1MsLc00LlhYb3oEq9BoPmopasFrt2J2gkIGnvs22b7aBUiFDCGgxCWQy0Knl+Hm4wAmN\nzWATYO9wn6rjPy4ZWE9QDj2BClApQK5SYXEI1Go1Wqw0mZwoFGBvs8Th4emJTqcjKcCJSajIrTTi\ntLdicWnRaNT0HRRNcUk+zU0W5FoZWm8PWhusyJwKfAP8ULlUaBVa/PskcKixGcpKGRwRhl6pxGaz\nuestabVat4LYvXs3CoUCb29vPDw8uOmmmzqVOamrM/LQQytITTWTlzeUESMCuPXWQK65xh9Pz7by\nL93N27HZnNxyy2o8PdUsXXpVDz/lXwcpD+J3yJEjlSgU8lMqB4CkpGD27PkDr76azKWXLmfQoBCm\nTo3lwIFy9uwpxWJxMHp0JK2t9i7P7y4JCQlkZmbyxhtH+OwzOZ6e6ajVeXh59UGtlhEZqWbXrkR6\n9eraN9LO6XIiTuTEgR7aqrd2ND20y9Yx5LVdYRgMBpzOtgqrX6aksmzlahrKSunV1MTA+hrqKsoo\nLS+lzGnFI0BOjU2JxezCO1CHxVZLfZkRR7MFla8LZZWF0kMWNDo5OpWe1nI5TXYLCpcdkwOEkAEC\nUyPoleCwgavDEC8EmKwuHG2WHSxd3e/xn640Q/v7fy4TKBeAQo6HRoHJZsNkMuHSalGpBFZ7m7Se\nCvByGFGZjCj0EBagoEjmpNkGqKw4VRZyC7Ow2EEf5Ite5oVeoScoQEZFVRUuqwqTTkeJTI7WCYOD\nA/HVa/Dy8qKhoQGtVovT6aSxsZF+/foRERGBUqlkzJgxHDt2DH9/fwYOHIhGo3FnQ1dX27nkkk34\n+voxf34co0Z5MGlSv7N6Bu2F9iIjvfngg9ln/Sx/a0gK4iJFr1edUjns2lXMyy/vYenSK3n00XH8\n+c+jWLEilUOHKrjyyj4899w04uP9eqTCqtOp4KWX9CQn+7NyZShhYafe9vJs6ViywuFwsHnzZioq\nKgAYMmRIp70b1q5di8vlOm6HTqdXv37oDbF8890GGkwmWl0Cq1yOVankx4Iiqk1mog/sJdZpo761\njmNF+Qi5ndbWtmgcqqHJaUOrU2ARThzNZvzDlBht0FIrQ+HwQCWzgU2B1eHCbre2DdYucLig46hu\ntLV94RycbBKyncVzaXfgni0q2hSPTq8nykdGeZPD/ZmwWCyo1Qra1BvYZWBWQu9IwNOHHLMa/wFO\nWtIasNkEKLXg0BHoG4hNrsYaFEKDXEGzwwEKDdRW46HTM9xgwN9lo3d4DLNn38Phw4c5dOgQlZWV\nmEwmQkJCGD16NAkJCVRUVDB16lTy8vKoqqpi7NixDBkyBJVKRUaGmVmzspg2zYM77/RFLpeh1Xa9\n6mz3SQkh0GpDWLMmk+LiJkpLmyktbaGkpInMzNrfXKnunkBSEL8xdu0q5pprPmfKlFguuWQ5mzff\ngr+/jttuG8xttw12t+uJujOlpVauvTYHg0HD3r0zKSjIcNftt9vtZ9Tn6ZLv2lcXubm5FBQUsGPH\nDux2O7GxsWRkZDB69GiCgoI4nJHJ8o0/UBYRQX1tLSalFqdHEL4HU/Gy26CwALXDhr2oEO+AQPr6\n+jI4P4vclmpS64rQB4B3oAtzgx2LDGROsJnbZHDYnTQanXh4qrDLQgjw0NNqLcBsMaKSgcNuxyUH\nlbzNJGM/hVPg1HEzZ8aZKod2H0Q7ckAtA42HJ0qlEg+ZCWRylEolcjnIhBO13ImdNhOZTKnCNzAA\na4QH9aKOypoGlC4N3iHBGFvkWJVajAKafYIJDw8jVKdjYL++mIqLqczLxahX4+XlRbBv2x7hU6ZM\nQaPREBcXR3FxMdXV1Xh6ehITE0PDcV+EwWBApVJx3XVtW4VmZWWxceNR1qzx5ssvm1m8OIabbup/\nys+Nw+Fi795Sdu8uYc+eUpKTS3G5BMOGhRMT40NUlDdJScFERfkwYECwO+FN4ickBXEREhXlQ2Zm\nLc8+u4PHHhuHSqXAbnfy/PO7eO21fXz66TVcckkcQ4a8y6ZN+cybd3J2dHdNOocOtfLYY/mUlubg\n6akgLKwX/v5aXC5Yu7aBRx8N4//+L9ydbWy1Wt2RJ91dRZyJsqqpqUGh1VFcX09tYRGR0bEc8w3i\nwOYdNJRXEhESSnh+LiHNTQR5eROy7jMajQ1E9onEpDCxZ8duZFYLzho1hWozGm8bZnULDlMrzc0C\nD503WnxQ6CpwOGQ0mtoGYZsAnGA3mihpzUOvAqUCbNa2PAGtHHRKMNl+stmfC3K6djzLZDJ3ie0z\nQXZCezWAAqxGIzoN1AlQK0C4wOYEXx8lHr7h5OUV4xSgUNipN1bjqNVhsyuR4UtTjcDiocXX25NI\nnY4wH298dTrGDhuCy+XC5XSQ0dyESqUiMjKSoKAgtFotCsX/s3fm8XGd5b3/nnPmzD6jGc1o30ab\n5UW2FcexHTuxHYMJWWkCCSmkXKAkLaSlpRRKW3ohbSkFmoQtl30Ll0JDCeFiQpzdTnBsx0tiy7Zk\nydLY2qWZ0ezLWe8fo5lI3rIAhQT/Ph99pJnznkVzzrzP+yy/31PMDZSel0AgQCAQQBRFWlpaWL9+\nfXlbUS22l8cfT/Lgg1OEwwVuvrmW/v7NVFUtbJ4ERaOwc+dJfvzjIzzwQB91dW42bmzhppuWcvfd\nV9LSUnHBQ3gFuGAgXoMIhXwcOHA7t932c3760z4+/vHL+dd/fZqqKicHDtxOU1MF+/ePE4lkuf76\nVyeFEY2qfPzjo/z0p7P82Z+l6OioIp3WKRRmqajoIp83+MxnmqirK1ZB9ff3l7WHwuEwXV1d9Pb2\nAi896c9nPKuquoDQNltQeDKT45HBIY5X1jDkrkQ3TmKzu3CbIGdzNP/qKa414kwkB8nPZonEp5md\nmWUkbiCNaPjqbRx9RqWQUklMZEnFVCyyQHWzHSPlJjUm4ZKqiCeSzKYLQAqrCC6Hi3g2veBaM3qx\nfHlscKoAACAASURBVFQAErkX31cN0HKvzkMQRRFME2OeRyBRLN1V5yZ2URQxDGOuUZEVTVEoqC8/\nf3T6SFMC3QCrDIoIeZsNyQpqXEN2iqg2ganoCJINdB0UFWSHlUDFIgb7x8m4PMhmnGAuR0swiCxb\nuHLzZrq6uhgfHycajdLf38/U1BQbN24kHo8Tj8fL3edGRkbo6OigUCig6zpOp5Pm5mZstmYeeSTN\nnj1jDA+nGR0dQlVbWbfOza23BtiwwYPH4ywbhxJisRx33vkUP/rRERobvdx001J27Xov7e2Vr+KO\nXEAJFwzEaxRNTRX88pfv5NvfPsg//uMTfPjDl/Le915UXh3deecOPvaxy85Zw93V1cX99+/n+PEC\nPT3N5PNpamtlgkGZ7353hk98YpSbbw5w7NgKxsb6FlSBtLW52L59O7t3L6weCoVCDA4OMjk5iSiK\nNDc3Y7FYyt7EudpH9vX1sWvXLqCYbK1f0cP38yq/KOjsPXyYJZrCJU3NrB4bwtbmZtvBKbSgQjIZ\nJbX/KANukcmjMVwuEVU1kATwVVrIp1RS0xpqRMfnc6LP6ohJAT1dJJLl1BzBBpmCYGMqlsAwTHK5\n4qyvSBBPp8/62RWAgjY3iVP0IM61ni/F8M8HwzjTV1Dnjj1/jCiKiIKAUcjh1gzmsiTla5AociPs\nVkjmz31eSQCr3YLNbUOw66QTeVwBARAQCwIWl4TFYSFbMLD7JLS0iWkIiBUNvDA4hUW0UG9omNZi\nHiybzWKxWNi7dy+hUAifz8fevXuJxWJUVlayc+dOuru78fv9RKNRenp6sFgscz2+exkba6avbzVf\n+lIWTTNZtixCS0szXV3TdHZ6eM97bkAQhHOGkn7+837+/M9/wQ03LP61jMJvWu779YDXiq91ocyV\nIvdh8+bvoevGnLxwkGXLqgmFfAwPz3L06AxHjhR/CgWNo0fvOKeBePDBGO973zDXX+9nakplclJh\nYkJlelplwwYPX/xiCytXFtVdT//ibNu27Yx2nqcT2sbGxqivry83tyntN7/bV0NDA9FolD179pAu\nKEwJIonlPczcdgebT51gg5Lj5P/7KRbTZNH1XTy454dM7hth+tgUqekCTrcJggXBFMildAxNoLqu\nkgpPBTa7m94DfeRzGbwOqKoo8g5Go8X/3yqAKUCVE+w2GEsXX+fy5+YUvJzJfj4sc+NfKhhkEYTi\nuHnP+NlCTCLFxPJ8g6BS9FokEWwOAatHxNAhl9FRsmc/X0WNhM0lIkoS9ko7NoePQsGLaa9E1HWE\ngoLL7UJSFCZis8xkc+D14kmmcGoKK5YuJRwOF4lyhkE6naauro5QKERPTw9NTU0cOHCAvr4+rFZr\n2YB4vV4CgQANDc2I4hoefbSW/fszbNrk4Y1vrOCNb6xg8WI7mqads0R5/nuxWFE0b9euEb797evZ\ntCn0Cu7OmfhNNgz6fcEFHsQfCAzD5Prrf8iiRQHe/e4ejhyZLhuEcDhOKORj2bKqsi59V1egzHw+\n28p9aEjjiisOsX27syxlLcsyhmEiimc+FvO/oIcPH2ZgYIBIJEJLSwvvf//76e/vZ3BwsNzNy+/3\nk0qlqGkJ0bhuHROCxPN9/bzw7C4ymoqGQPrkSXC5yY+NUHA4qfZX0u608eaelcimSW9vL7Jd5njy\nOEl1kvpak8OPjpOK6miqgMPuRlM0VFXF4XCQy+Ww2+1U+m3EZmZQCiaaCYZZjLn7nCKJnEFeL060\nOnOTK0VGsimBplJemc+H2+1eoPd0OiRJQhAENK0YZLIApiSBrp/XQEgUv4QeipVMWcBJkZeQ0YvX\nZ1K8XqcAWRNEATQT7HYQZQvZgobFVjyYzWGnUFDRcjqCUNRTMvILT+gM2mhZ3oC9soPRgpMZVacq\nn6OltRVFksnrOvFYlLxu4LdKrKqppTKfZe/evWiahtvtLneQ03WdVCqFKIosXboUl8tFa2sra9eu\nZceOHeVJN51O4/M1Mjoa4NChIBdffCXvf38Db3mLH5vtpVVPT5+8R0ZsvO99P+dtb1vCv/3bG3C5\nfn35iwsG4kxcCDG9RnDXXbuIRnN85jNvRJYlVqx4+Yzk0xVJSyJzsjzC88/XsGSJoxwGEsWzyxDM\nT2oDxONxAILBINu3by/LWI+MjTESm2VGFEk0h0iJNgIPP07AJrNkZQ+VpoltfAxBN/CkE1TaLMQx\nKcxMEVByGILAw6dOUlNTw+DwIFEtguxQqAyIJIe8CPlKTDUJuk46mUaWZUzTJB6PY7PKpBIJcpli\nqCU3LyGQB6Lp4prcYKER0IG0UdxgoWhMTjcD2Wz2vMlNXdeLuQSKK30dsGCc1QswKBoGc+63TShW\nglY5IV4AwSKSzRt4PBY0RSOvFBPgkgQei0Q6p6NrkDfB7YFAnYts1kSWrViQUbNprDIIc/OCIUJe\nKYCmg2wnW3BwLNtA5/Iegvt3c1lNDYH6GnK5LIFAgJmZWVQJBItETU0Na9eu4ZFHHqGjo4NEIoGm\nadx4440cPHiQU6dO0dLSQmVlJaoqkUr5GBzs4Kmn4hQK19Lfb2F6+iCZjA+Hw8Gb3tTG7t3vYOnS\nV967o4SHHhrgnnuG+NGP3vprew3z8duWsX8t4rdpIJqA+4Bqit+FrwNfPG3MZuBnwNDc658A//pb\nvKbXJHbtGuE//uNZnnvuNmRZeukdzgJdh+PHcySTBfbunULX3aiqwZ49aZYscSwYO98Y9Pb2Issy\nR48eRVEULBYLkiSxatUqTp48yejoKOOxWabzBQYKBQ5HYjjcbppsNjbLFqpPHEY1FTov6uTQo/eh\njg1iqgV0DESnysmxEWS7BF6Twclp7HYHpmowFhlDqDXJn4pj5kysrnYyURHMXJnnIElSWT1UkqAw\npxukaAsneIFiYvlsJLTToQE2WUbUtAVJ47PlCU5HaUzJAIiGeUZIqnQUnaKxsNug0gsJRWYWE0vA\nJJc2kb0S7gaZXBzEvIGn0oEgaui6QHpMRyiA3WfHYavA76xk3dJOItMRJiYnUayQzmYxHU6MhibE\nXBYpOoOZV/B43FTXVKPPTNLRd5i1W7YQj8cJBou9tqenp4nFYhiGgd/vxzAMJiYmqKysxOPx0NjY\nyCWXXILb7aa5uRmrNcijj2YZHa1C10UWLWqkq8tg5UoPl1zSQCp1OTbbGpLJUSoqHGUp9leK0uT9\n0EMD3H33AI899u4F6gC/CfymZOxfT/htGggV+BDwPEVxyP3Ao8Cx08btAF4fvPbfAqLRLLfc8t98\n85vX0dz86nTmOzsX8ZGPDHHo0DhLlrTR3d1CKGTj7rs3Ulc3gd0un6WGXCs3vlm3bl25z299fT05\nVeWLjz7GlKIRt7tQ4zHsU+O4gEv9fprdTq54wxU8O7Wbp4/sQdIt9O3tY7J3DCWfIj4RRxJF/HUO\nZEHHYgjMThdIR1VSgMNrwx304JFN5Cor2Uk70yezaJpGLpcrr9Q1TcMwDASKk+3pKD3cBsWH8Vyl\no6fjlVQHnQ0usRj+MSiWjGrz3BUBEKW5hLAooUkWUqKEvVplNqIiiA5q62qoq6lDkRWS3hieDiuR\nI9OoOlglL954ClM2UXMqJtC5cS0nUmnGnB7iPhUhl8MZCOKWJBrtMo2hLgqFEH6/n0gkQiwWo2Cz\nYRgGDQ0NLFmyBFmWsVgsBAIBJiYmyj02gsEgmqbh8/mYnZ2ltrZ2LvdgcvSohwceUHjLWzr4whfW\nsGnTco4fX6h5pKqr5sKbjjNahr4SFLW34J57hn4rxuECzo7/yRzEg8CXgPnC7puBDwPXvcS+f5A5\niFLeYcmSIJ/73Jte1TFUVeVP//RJDh/OsmPHVXi9tjO2l1jKUPwitrW18bOf/Yy9e/diGMYCtnLO\nNPnfO3chFvIswWDg2WdxWopKqul0mpUrV1JbX4u4WSKdS5P9VZRTUyc4cWQIqwjJWJ5s3MDpcuJx\nO7FIMplUllQmg1JQMUxwVwosXR8kckrBrtQQicQxTZPKykqmp6fLiVFd17HLIop6ZijnleDlGg4o\nhp/OxoSefyyPCyornMh2D9F4AQQJTdMQBBPJKqBqBRRVQVUMbA6wumRMWUQsOHAITmpra7Hb7YRC\nId7znvfw820/Z9dzuzBUg4qKSqZTKcYnJ0ml02geL9ZQO1USNLtdaJOT5DIZTNMkn8/T3NxMdXU1\nq1ev5rbbbuOrX/0qDz30EH6/n9raWjo6Oti4cSNjY2Pk83l0XWdiYoJgsJb+/mp6e3exYkUdVmsE\nu73oPUYiKg8/3EgmM8MHP1jP5ZcvXiB4eDrOpro7/3l7ORVDP/pRLx/60HYeffRPLhiHV4DXSpI6\nRNFTWAbMrx3cBDwAjAJjwN8CR8+y/x+kgbjnnme5//6j7Nz57nOGlnTd5LvfnaGz086ll7oBvRxH\nbWvr5G/+5mm2b5/hq19tIpudOaMtZ29vL+l0mqeffhpN02hubkaWZXbt2sXY2Fi5Rv3qq68mJUp8\nZjYDTz7KCq3A9OQkqVQKTdNIp9PU1NUQCAWRV1m47MqLOPrLfex96AWy8TSFrIKRs5GK57FIMjaL\nTr6Qx2Et6hOl8nNVQiJIkgXZJlPh8eH1esnn82QyGTRNwzTNcrxfU/JgKGi6gM7LI48JnF399FwV\nSvONhzy3s2wFEQHVMPE4bWRzCtmCiSiA3eFEkiQqAxXEZxNYXRIW2SSbz1BZZ6NxiY9jz0XIxnVE\nq4TssqKlTURFoqe7h2g0Wm47GggEMOwO9g0OMp7NEdc0VEHCLggwdBybadLR3sGSlmY8Hg/T09Mk\nk0kAMpkMqqpSUVHB0qVLefe73w3Ao48+yqlTpzBNk1AoREtLC4ZhoCgKoijidDrZsSPFD39osmiR\nG693mr6+BCdPjlJZmaa+vpK+vixbtgT4X/+rh+7upS85wc9XXJUkidbWVgYHi31B5gvvnQ3T0xnu\nu+8F7rrr2QvG4VXgtZCkdgP/DfwVC40DwAGKuYoscBVFL2PR2Q7yyU9+svz35s2b2bx582/+Sn/P\n8Nhjw/z931923rzD5z8/ybe/PYPDITI4mGfVqgnWrLHi8Uh87Wu9+HzTfOhDHg4efAZJkqirq1vA\nclZVlaeffro8aeTzeYaGhhgaGipX7NhsNn68ew87tl7HJQODtFZW0Nvbi2matLa2MjU9BX6BfEOK\nWTlNreri8C+zHNo2Ti6SZ/JUGofdg0WyYJFkjEKGRAaQQFGLEhCCICBbBAqqgSDoGJqFaDRKJBLB\narVis9mw2Wzl8tpi/kHBYQeb1U4q/SJrTQTsMmTPEikSpTkDMc+WuOxF45A7C3fAbS9yCuZOimSR\ni93YXC5aWyqRHTAbn2VmOkkmoWBIWRw+iUQhS8HUUQsiMhYqWry4m3wc700iW/34KkTMgolX8pKS\nc+CwEFNUNKcLHHaePXmKaP9xlOoaGmvrcMcGaZAk2utqEICT+fpi+ahSwO/3I0kSVVVV5RxRe3s7\nkUgEi8VCfX09ADt27MDv95cN7ubNmwmHw5w6dYqqqioUReL737cyNtbN3Xer9PS4aWu7mu3bt5NM\nhjhxIs2BA8NccUUFophE11Xy+fwrYs2/nIXe9HSGBx44xo9/fJT9+8e56qpOHn/8XSxdWvWyzvGH\njKeeeoqnnnrqN3a837YHIQPbgF8Cn38Z44eBi4HYae//QXoQ11zzn3zgA6u55pqz2kyOHs2yadMx\n9uxZRlubnZkZlW99azdPPx1lYkLhmmsKXHNNJzt37mRycpLly5cjyzIul6scDz527Bh79uyhUCgQ\nTSQYmI2j2GzERsdQ8zlMQUAMBMm0dnJrRwvq4ADZbDEfkEwmieajJG2zyEaW1FSWtq4aHBYfsYkC\nkYk407FxZNOJrhXDCZKZIpPTMQUbiqKUJ4xii0onqpJDMAwkq51sLo8gCLhcrrLEhKIo5PP5Myaa\nkgdgt8nYHU5UtRjSSacXkgHOpmFktVrx+d0k8wm0go5hAgZ4AhJqvthlTdPB1EB2gtMLLq+d2hY/\ndR1+olM5Bp6fJDmVQ7RIWJ0WDAScFU4k04qRM6isqKSzvZPdu59DQcBwOUln85j1jYi5NHJTCIfL\nCfE4ks2GeSpMhSCyYlEHsigiCAK5XA6v14vH42F4eBhN08hms7S2trJ06VJisRg+nw/TNBkaGsLn\n87Fq1SocDgdtbW309fUxPj5Oc3MznZ2LiMdheHiWAweOceTIEXp7Q9x003Xcc89iHI4XszrzJd13\n795NbW0tmqZhsVhe0gOYvz8sDDHpusH0dI583kd//2yZwzM8PMtVV3Vy001LueqqDhyOC4S1V4vf\n5xCTAHwPiFJMVp8NNcA0xe/2GuB+iuGo0/G6NxCTk2l6e6cXvPeP//gE//t/bzyrgVAUg/Xrj3L7\n7dXcfvuLbvf8nEKpDWepNh+K7n4wGASgrq6OQ4cOMZDJcUTVOJVIUBGP4zY0BM3AVPPYnC7UTJpW\nn4/25mbC4TDhcBjRJqK6C3jqYProJGrGxOMKkMsUEC0GvoCV2GyKZFSl2t+ApmnYrAZCfoKcUE8u\nl2N2drZ8XYIgIEnSnM6Qglhsj4BJ0TC43W5yuRyyLJPJZM74PEpSFCUDaBgGVquVTCZTlKyYazFq\nsVgWlOsWdwZPAJyVTpSCiZLVsbksVDa7mTmRQrBAbraAkjNw+224Aw4allWTm1XIplWSMxnS6RyS\nKYECvgofDW2djCXSxCanEL0ezKpaCrKEEY0hTE1gVVXqaqrZunkz9jkORSAQYHp6mpMnT2K328vh\nNVEUy4niUn5C13WeffZZHA4H7e3tZLNZ7HY7y5cvLxvBEpFtfHwcXTcwzSXs2jXO0FA1/f0BnM49\nBAImfr9IdbWdq69exhVXVJ0x2c8vey7JqZ+eQwDKYxYtWsS+fVNk51w4TVMZGRkik1FJpz3098c5\ncmSa/v4owaBzjr9TxdKlRR7P8uXVF4zCbwi/zwbiMmAncIgXPfd/AJrn/v4acAfwfop5vyzwN8Du\nsxzrdW0gBgaibNlyHx0dlUjSi7dEFAW+9KWr6OoKLhg/NJTnj/94kNZWGz/8YceC+vxSE52TJ0+W\nO26Josj69et58skneeihh9A0rdxTeczh4v/t3Uv1bIwtq1dj0TUOHjyIw+GgsbGRVCpFXsnjCrg4\nOXkSRcgzNjCKntfw+CUcLhFJqyAxVewjAFBTU1Nu6wjgcrloamqipWKY2bSLE5MCU1NTpNPp8mRv\nmSN/iYDVAg4ZsjoU5upVrVYrFRUVZLPZsudRKnW1Wq3lyb/0WTgcDgzDIJPJ4HA4EEWx7PlIkrTA\ne5Fd4KsJUB9oQsuqWCwWQqEQ+XyeeDyOgcHkzBSKVsCQDEwZ3E4XhmIiGgKJaAK7xU4ymUSyWBDq\n6kkEqwnmsmiTk/irgvgrKpANg/pgsUoom81y0UUXUVlZybp164BimWxjYyO7d++mUCgwPT1Nc3Mz\n9fX1DA8PoygKLpeLq666iq6uLh588MGytEltbS2XXnopjz22F103aG6uxudzMjY2imF4+cpXjlIo\n2Lj99vezZUslDkcYXc8uqFQrNVB6NaWeJS9hcjLNv//7bmZm3DQ1eReMsdstLFkSLBuCJUuCeDy2\ncxzxAn4T+H3OQTzD2asP5+PeuZ8/WJSMwyc+sYn3vW/VeccqisLdd+/hM58Z55/+aT0f+lDjGeSt\n7du3k0qlyGazPPTQQ/T09GC1WpmcnOTIkSNEo9Eyd8B0utiWnWS9140sCajpFNFkko6OjqK4WjJO\nQoiT88ewL3KSPBEmNVNAn1sZKgkZMeum0u9n1pgor9oTiQSSJOF2u/H7/eVQSH80iS4atLQsZ3Z2\nFl3XsEjF8I00pyQqCgKSbCWlFhv6yLJcDi8lEgkcDgder5d4PI4kSTidTnw+H4IgvBh6EkC2CUSn\no6h6AS1fQBBAthXPI9k0LAKoeUACq8VFW1XR0GZEnfb29rIRcblciKKIJEgYhkE+n58jk80wE53B\nbrfjkB3YbDYygkDSMKl0OFhjash2K94V3Rw/fpx0NkNXVxe5XI729nY6Ojqw2Wy0t7dzww03AC+u\nwD/wgQ+wfft22tvbCYVCDA8PI4oiyWSSrq6uMiegqakJRVHmRPAa+dSnnufZZzWsVpVU6jE0LYAs\ngyj62LBBpLFxhqVL97J69bUMDYnk88UQ0fwk86sliJmmyYMP9vHlL+/lT/5kFXff/SevmrNzAb8/\nuMCk/h3ipYzDfNd+crKOD31oJ9lsho9+VKe1dR+aVnvO6pFgMFheXa5fv56ZmRmgKCGQTCaZmppi\n+tKNhI4eRsukWL1uHVNTU1RUVFBQC4wmRolmpnC6NKyzJgPDFupr6hmajKLoeSRRwml1UVdXx+zs\nLE6nE1EUyWQy2O123G43qVQKQRBQFIVEIkGNx0S2GWQzaSTSoBcw50qEbE4vbllGURQKhUI5Vp3P\n57Hb7Xg8njKLNxgMIkkSuVyOYDCI2+2mUChgYpIpzCBXaCgFE1UogAS6Wuz7bIoS9qAVNWegGQVE\nB1hNO36PH5/PRyKRwGq1kkqlsFqtNDY2Eo1GsdlsLF26FMMwmIpEOD4cxqjwY2gakUwWS20d4ybI\n8ThtTjshv4/29nYSiQTHjx/H5XIRDAbJZotM5e7ubrq6usoVZcAZzPXOzs4FoTBRFKmtraW9vb0c\nwx8cHOTAgQOYpoc77xzF7U7ywAPX8MILz6Kq3dTXN6AoIpHINMeOhWlsbGZgYIDt27dz7bXX/saE\n6UZGEvzt3x5gZGSIb33rRq6/fsMF4/A6wQUD8TuCphlce+0P+ad/2nhOz6G/v59sNsfdd0+yY8dh\nbr5Zob5+kurq6nP2XLjyyivZvn0709PTbNiwgVgsxsjICO3t7SxevJje3t6i1+FwcHLnU7xrZTfp\nlJsDBw6wZcsW8vk8D+9/mJnEKLKgoaYhE3PhsDqZmlVxyG5MR7Gk1G63U1FRQUVFBeFwuCzKJssy\ndrsdQRBIp9O4XC4qKysRtElq3ZO8cOQUkihR11DH6FgEAQ0cSVQDnDVW1EkFVQNdA7sT6rtsjJ+I\nYHVLGJrKxNQwvspKJNlOQcmTnImgaBlEm4ZcYcPidJFO5TBNCYskFTkUvspikjujUFsTJGlNkpxN\nlqt8SqWXJb5FdXU1giAQrK4mIlsZWNzNCxOTTFZU47K7kU6G8S9eSp0s09HZycRze9FlCY/Hg91u\np6WlhcnJSZLJJA0NDWQyGZLJJH6/H9M0aWhoKN/jUn6k9LpkQOaXhlZVVTE+Ps6uXbvKcujj4+MM\nDqZ55JEst9zSwwc/eCWCIJR/LBaJlSuXzZHg9HIIEH4zrGHTNPn2tw/ysY89zl/91Vr+7u9uvWAY\nXme4YCB+R/jBDw5RV+fm9tsvXvB+KYcAUFVVzyc+McbsrMZnP2uhs7OVJ58c5/Dhw6xataoc458P\np9PJlVdeyZ133snw8DDBYJD9+/eXewnU19ej6zp5iwUxFuFXzzyDzWajvr6empoann76aS5quoh4\nJM7o8CkEXcNU82jOPPm0iiCKNDY04HZ50XUdXdepqqpierqYYM/lciiKgqorNC11MjIcJ59KIQiV\nWD2tFKwNXLLeya+eO0E8UuwPkMtlySlxAhVB9JyFCpdGKh1Hk3SCLX7sbieCkEHTDLxVdvIZhYI0\ni9UPhqHjsMqkRw3MnIV0xgAhixs3gmxFlmVkWSabzSJJEtXV1SxdvJTBwUFcdhderxdBEIhEIuUQ\nUiKRYPHixcy0tPLDU2MEq4JUHe3l6poa/njT5ex55hl656RSFy9ejCzLHAoGKHjcSJJEY2MjoigS\njUZxu91zGkRvQtd1wuEwAE8//TQbNmzAYrEwMjJCU1PTgvs4fwJXVZXHHnsMAL8/wGOPvcDoqMru\n3S6efLKO977XwtatNSxfvpz+/n4uu+wywuEwNputfIxsNsuuXbuor6/nyiuv/LWf35GRBLfd9nNm\nZrI8/vi7XpE22AW8dnDBQPwOoGkG//IvO/nmN89UGNm+fTuDg1H27Enz7LMDdHcv5Rvf6EAUi5Nx\nU1MTkiRhsRRvXcmgqKpKKBTC6XRy9OhRHA4H+/fv54UXXqChoYFcLockFVe4tbW19A6HEZUCGaXY\n5CcWi7Fz506WLFnC+Pg4fvxEhSjJfBzDADWRQbYJeAIyin0CvTKClrGjWXXCo8VqpEwmg26oBBpt\nKEwxMm5B9AooiRSnYkfZuHENE4MWDvWfQBRFHA4Huq5js9kxNTcFIUGlN0Q6n8TpttLY0kQ+XyA2\nlaSiKUAqmiKvQf0lzSg5FUkSCLa6mTmeRkJAy2s01zWgKUVJDn91se+2w+Fgdna2XCIrW610bNxE\nMq8gxWZwCwJWq5Xq6mpM0ySm63x9dBxMmXdaReS+XsYnxknNTPHz6AyGYVBRUYGu60QiEex2Oxs2\nbGDbtm1ks1ne8IY30NfXh9vtLooI2mxce+21bN++HYvFQjAYZGZmhr6+PqanpxFFkYaGBpxOJ11d\nXZimyfh4jkceOcTQUJ5IpJpf/crGxIROLFagunqIrq7FVFY28x//EWTNmkXnZTLLssyaNWtYs2bN\nK35WTxdutFgsp3kNF8JJr2dcMBC/A9xzz7M0NnrZvDl0xrZ/+7cRjh2bZc0aF7ffXs8//dM1CxRW\nXS4XGzduLIdySknpkZERwuEwW7ZsYXx8vJhYlSQcDgexWIxUKsUll1yCKIp4a2t53jCRw2FsmFit\n1vLE9cY3vpGnn36a/fv3I5kSdtFJwSwgyAKuei+ueju+WjfxkQSpmRTTUwksmLh8Mqo1i5I2SSlO\n/PU+dKvMzGAc0eXAUBV2PbufhkV24kfSuBxOquuqmZ6I0dzcjIlGrDCE4E5i8alUOALM5nNU1Qap\nqq9HT+n4On2oikpzYzOmYSJbrdTW1PDM8WcoCH0ULAXcTje+eh+ZTAZBEPB4PAuYwobTxU9cX0iX\nsgAAIABJREFUftqu+iPcU+Mc2/8ctHdRH53BPxsl7/ZwtK+PFakkN9pFRNOkNxIhHo8Xw2SCQHV1\nNZOTk8RiMSwWCz6fj6GhITo7O8u5jMbGxnIxQGdnJ0NDQ9TV1dHX18ehQ4fo6enh8OHDeL3FSp9d\nu3Zxxx13oCgil156hOPHe2lp0QkGZ2hudvPJT74Nq3Wc+nory5cvmTMGK854fkp9N4AyKfJ0ldJX\nkm8oCTfGYjnuv/8nPP54lnxeu+A1/IHgtWL6PzmfSf1axr337uXzn9/Dgw/egs9nP2O7INTyxBPH\nuf32erZsWUQ8Hsfv9wMQjUZxOBycPHmSdDpNT08PTz31FJFIhHw+z/Hjx8nlcqxZs6Y8eZUmILvd\njipZOLGkmwdPjmI9PkDI7cTtdCLLMhdddBGBQIDnn3+eWCzG6Ohosf+zJOFyuGhpaGFpy1LWL7uc\nizvWMTU2SzSVwMhaQBZBs1NVWUMBFaFgx97sR47ZIS5gszkwPRYEwYKmmwTrXRTUPKacxN9soJkZ\nxIpZKppc+BZV4mqspY5Gmu1NyFkLy0LLuPGaG6kN1nLTjTeRz+QJ+oNc8+ZriM3EOHnyZLnayGKx\nsHnzZkRRRJblMjlwenq6mNDevIVQpY9bs3H+fFUP7+lZQeDEcZy6Rs5iwwifYJ3VwmVdi2hvbSWV\nSqEoSjmXUArtLV26lHQ6PdcAp4FYLMby5ctJp9MkEgm2bt1aTtCvWLFi7t6+WPobCARQVZWpqSkS\niQRut5tAIMAXvqBgtQp85zt+Fi+OsGKFlcWLHXR02AkEbEiSQEVFBf39/UxPT5dZ1CVIkoSu63i9\n3vLnEY1Gy0S3RCJBZWWQeDz/klyD2dkc3/rW09xzzy7uvfc5LBaZv/iLK/jc57ZSX//q5bov4H8O\nd955J8Cdr3b/Cw2D/gdx7717+dzndvHUU+8mFPKdc9z3vz/Dhz/8BPfe20BdHezbtw+Anp4e9u7d\ni67rNDc3MzIyQqFQ4Pjx48TjcZqamqipqcHr9bJlyxZUVWXXrl0kEgl+NTrGY8OnaPG48Y+dIh6J\nIAgC7e3tXH755Rw/fpyZmRmamppIJBLlHtMzszMIbpGOtnYuW3kZN954Izt27OCJJ55gZHyEmdwM\nNpcNm2BSMLPU+BuIp3Jo6LRXtKFpGrFYjOaWZoRagYOHDuLzOfEGHXiqHDh9MHF8CiVjIPn9XLnl\nOtqMVn7+s5+jKApNTU3lBDsUV8UAExMT5E2TmD9A7wP/zfDAQFlfKJ1OY5ombW1tnDhxokxCW7t2\nLV8ZnaCyUOAtDbUcOXKE6upqpqamMAyDYDDI7Owsy5cvJxKJlCuJhoaGMAyDRCLB6tWrCYVCuN1u\nVFXl6NGjjI2NUVdXh81mY3x8nNWrV881tXkxt1CqyhoYGKCurg6LxcLRo0d59NFH0XWdLVu2UFGx\ngjvukOjtXYHfD9u2baNQKBAKhZiYmKCpqanMZna7q3jqKRubNulceumyBZ7B6WGh+fLto6MZPvWp\n44TD8fN6ASMjCa644nusXFnF5Ze72LChiZ6ec4exznbeCy07f/f4dXkQL+VBVAPvpiii9xHgfcBW\nigzok8CZlNbfDl7zHsS3vnWAT3/6mbMaB1VVOXbsGNPT07jdbuz2UQqFU3zqU9Oo6pOk07NIksTz\nzz+P3W5ncnISTdPo6+sjl8uRyWQYGRmhrq4ORVGoqKigpaUFh8PBVVddxX/tP8jPI3E2mRrW8VEm\nx8dRVRWXy4Wmaei6jqqqTE9Pk8lkGB0dxW63Y3FYSNszdCztwGgxuOrSq9HzOpIkMTY2RiqZotpX\njSfkwdHmgRkLWGQ8K7xUpvwEA8GyXlMoFGJ2ZJZGfyO6Ch53AH9lLS3LuxFsXrzWWi5v3kSlVomu\n6TzX2smOiUkqTdjQsxJBEKirq2Pv3r1EEfjBxRv4Qt8gByNRDnQtxz0Spqe5CdM0y/0LSgzyxYsX\n09nZicPh4AmrC+fgINnRU0SjUaanp5Ekqcx76OnpweFwUF1dzbXXXothGBiGUeZaeL1efD4fVquV\npUuXMjw8jNvtpr29nYaGBtra2oCiFPmRI0dQFAWv14vD4aC7u5uOjg5SqRQWi4V4PE59fT1OpxPT\nNPnGN9r56EcbufxyL5Ik0dHRgWEYjI6OoqoqHo+HcDjM4cNTfPazUaan+3niiTF6emQMwygbz1Iy\nvrq6GkmS8Pv9JBIJfvGLAf7yL5/jr/5qHddf38Wttz7A29++7AxPtmQc3v/+1Xz+81ezbl0XDQ11\nCzyVs+HYsWMLPJXq6gvCer9r/LoexPlyEN8C2inqKH0VmKBoiep4URZjkKLRuIDzIJHI87GPPc7O\nnWf3HHp7e8srr2PHjtHY2MLQkBun8zksFgGfr6K8gg0EApimWTYmw8PDqKpKY2Mjo6OjWK1W3va2\nt5WPrVgs/GzFGt4cHiaXKUpkl+roLRYLF198MclkEtM08Xq9zMzMEAwG8Xq9ZNUsnh4vtkEr4/FJ\n1IKCKqrMzs6ycuVKli9fzvT0NDMzMxw+cphUIYNVV2lJhFi95WJisRhDQ0Pous74+HhRJC6aQUAg\nGAjQE+ihw9rBvtQ+bH4bolEMiWzatIk9h46w+41v5o1+FxV2G3V1dYTDYWpra6GxiaeefIKfdoWI\nnzrJgZMD3LfucrwzE1QNFglkqVQKl8tFZ2cnk5OTZFSVH09MMzU9TbMEJ9NpQqEQpmmSSqVYvnw5\nLS0t5aqk0gq4ra2NHTt2MDExwdatW4lEIkxMTJQb35zOVyit2AcGBli9ejWjo6Pl8XBmdVJ/fz9t\nbW10dXXxiU9o3HhjZflYpQqskucwMTGBzWZj3bp1/OQn+zh1aoZly5aiKAqDg4PlFfvy5fdjmv+8\n4Djd3d1EIm62blW5884dpFIKN9+87IxWnfONw4c/vP7XffQv4DWO8xmIL1CUyTgdx4AngH/nbFmy\nCzgDX/ziHq6+upMlS86uRhkOh1EUBU3TeP75ozz++CkqKhr49KcvwjQLHDhwgEQiwcaNG5mamiqr\nc5bkJaLRKC6Xi2QySVVVFfv372fjxo2oqsqH9h5khSxwcV0tvdEIk5OTZXJZSd5b1/Wy8Tl27Bhu\nd7Fcs6mpiTgJHqt5jMZcAzsf2Ul3dzeNjY3IskyhUCAWixVX4DkJe664Ep0di2FfZcfpdLJ69Wp2\n796NYRiYokm6Ik1Oz6OOqlRVVREKhXjrW99aVqAsVdrc7HXxoSWLFoRNJicn8fl8WAaP4z91iqcE\nlR67ldXNDTTlC3xywmCRu4K1DiudnZ2oqkqsoLB3copjo1N4TI2LknGsPh+eykra2trKXkYoFKKr\nq6vMMSj18X7sscfKEh8HDx7kiiuuKPfG6O3tRVXVcvioZFRKBiCfz5fF7M4WbplfedTV1UVl5RFm\nZzX8/hd7iQ8MDJTDTCViXX9/Pz/72VUcOLAWURzDZpPKSrxFRM76nG3eHGLz5hDxeB7DMKmsXNhJ\n8Nc1Dhdadr7+cD6fceo829ZQ7N9wvjG/SbxmQ0yJRJ53vvOnfO97f0Qg4DzrmJLmz9GjI/znf1pZ\ntMjFHXf46egIlfX9Kysr8fl8ZLNZQqFidzCv10ttbS3JZJJTp06RTqdxu914vd6i5IXDxaeSOf4y\nMs7IwACSJBGNRsvCeCXPobq6mp6eHnw+H01NTUQiEWw2G9dddx2ybqFKqWL08AiiKBIIBFAUhWdW\nrkZKJHArhSIre65c0zAMBEFg8eLFZDIZ0uk0iqIwGZ8kWZdiyeo69HyatF0jnc8gZATe/va3EwwG\n6ezsnBPr06moqGB0dBSPx4NpmoTDYex2OwcPHiyWxgaCPPX887QLJt3d3UiqyiV+Hz/zVyE1NjHW\ntYzvb3+YZ1I5kGVaBYPNwQDmnAfV09PD1q1bsVgsLFmyhGQySTqdpqOjA0mSyuGSwcFBEokEdXV1\naJpGa2srhmGwd+9ebDZbWQak9NmWksalsI7FYqGrqwvDMMphxNKY00NB9903w9atPqqqBI4dO8bu\n3bupqqoimUySy+VYv349sixTXV1NfX0NK1Y0YLdb8Pv9xGIxotEoXq+Xb33rBT75yWvO+Uza7ZYz\nEtTj4yk2b/7ur+U5nP7/XMDvHr/NEJMI3EAxzNQLPASsBv6NYm6i59We9A8J4XAcn89OZ2fgnGO6\nu7uZmND5xjdGufXWxdx6a215lRoKhRgZGQGKcgtNTU2Ic/LP8+Ptk5OTFAoFEokEhmFw8uRJYtFZ\n1BMneXR0iNo5/aKSKurExAS1tbXMzMxw/PhxrrrqKgYGBohEIoiiyJIlSzhx4gR79+4tk8d0vZh/\nqGpo4P+mCyzfu5f1hSxut5v6+nrS6TQOh2Ou61iE6667jocffhibzUZDdyOpxhSeNhNnXCA1KiBU\ngD/oZ2hoqLz6DIfDVFVVMTo6ysmTJ+nv7y+3GK2trUUKBPhFQeO5A8/TEo+SrwkyOjrKDTfcQH9/\nP9/LF/hGTsM3epIPb95MtPcQoiCwevVmJEkqy11fe+21OJ1Ouru7zygL7e7uLktZ1NTUEIlE8Pv9\n3HLLLQwNDZHP5ykUCoTDYTo6OgiHw+VkdGn/05nK8yWvT2fAq6rKZz/7LCdPThAMtpWTyoVCgdHR\n0TO8kLMloZvnlHYnJiaAheKOLwfHjs2QSin86Z+eXw/sAv6wcD4D8XWgFdgLfBz4U2Ax8I8UG/tc\nwMtAd3c1MzMZpqczVFe7zjrm8GGF224T+ed/voWNG+PAiy76tm3bqK+vxzRNXC4XDQ0NDA0NAUWp\nA9M0iUQi5XLWUm/h7u5u7rrrLhwnhvhFdS03dXWSzWbL+YU9+/YTQcRhwhKfj8HBQfbt20dFRQWK\novDII48giiLxeByPx1Mm0A0PDxMKhfjexAnCAR99fcWQ1Tve8Y4yGc3n8xGPx0mlUrzzne+kv78f\nRVGQrBIRW5SNf+Rl3wP7sGJl02WbGNcNZo/14VAK1NXV8cwzz7xo5GIxqqurqa2t5f/qArsq67h4\ndoZbrCJZDPr6+ujs7CxPyN3AlUBvr4t0Ok3Y6y4T1eBFzaNSHqa/v7+cqA+Hw2eERmw2G1u2bCmH\nnkooVRaVWoOWpDJKoanSPXw5lTwf+9jT/OAH43ztayFSqeGznmP+dc2vSir9P/N7M5jmDS95ztPx\nhje08fa3L+O97/0ZP/nJzWeIQF7AHybOZyDWUcwxGIAdmKToTUT/B67rdQNJErn88hZ27Ahz003L\nztj+yCNxbr31BF/5SitvfWsl0FjeVqqZn1/iW8pXAMzMzJSlM6anp2ltbaW5uRmr1cpzzz3H6Ogo\ntkwaZWaKbZrG29ZczExFJXumZjh1xVaCI6dI+yoJLF1J/alTc32TBWpqaujt7SUYDCLLMidOnKC6\nuroo2T2nMWSaJk1NTciyjMPhYMWKFbS1tfGd73yHRCLB+vXr8fl85YltYGAAgFqlhgKN2K/vYPfI\nKD80bJhVzRQGjnOToPMOuwWLxUJlZSXPP/98WRtptyAx3rGYxyrs2HSNhx9+mFOGXu6gVvq8Tu9b\nUNI1Kja97z1jYs3n8yiKwvj4eNkLUFW1LIkRCoUWGJNSzsFut5cT1fO3DQ4Oous6oVBogadwenze\nMEweeSTBl788xdGjMb75zTZqa61njC2d43x4pbH/+U2a5uNzn9vKhg3f5ktf2ssHP7j2JY9zAa9/\nnM9AqLzYjjdPsdvbBePwCmGaJoIAIyPJM7YpisFb3zrAL3+5mMsu85w1dFBXV8fOnTsB2LhxIyMj\nI1itxYmkqamJtrY2Fi9efEbN/b59+3A4HHg8Hpy6Trq5mW++4TouiUyw3u3h65evx2+VyVltvP9g\nL/sFk8XJJPv376ejo4NNmzaVJcJL8fR0Os2qVatwu91YrdZyLL8UUunt7WXdunWEw2FmZmZYu3Zt\nmYRXUmY9nC/w3uOnuHJxJ+9+y/VsdtpplwQGK1fy1wcP8xcFk69deinDAwMEAgFisRg2m42Dq9dz\nw8oVrPZYMTWNgYEBLBYLdXV1tLa20tvby8DAQDk8NTAwcMbkWprAS5/vuSbe0udeCtmUlE9LxqW0\nop9/r7q7u+nt7UXXdRRFIRwOLwgjlTycWEzjS1+a4StfmcLtlrjjjhp+8INrGRlZeF3nE9I7GzP6\n5QrvlTSU9u+f4P/8n6sXLFpsNgt/93cb+Id/eOKCgbgA4PwGYjFweN7r9nmvTS5UMJ0XhmHy8MOD\n3HXXs8zO5nj/+1efMWZoqEBtrcxllxVZqWcLHZyOjo6O8sTW1tZWjts3NDQsqKZ529veRjKZ5IUX\nXqCiooKb3ryVxU0BvO11C/YLhUL8cXuI/3z8SeqTSVatWkVbW9tcz+cCra2t5VaXVquVgYEB1q5d\nS2dn53n1f86F5XYbNy9dRGHxMt7rsSHOrWI77Ta2rbuYGxIFfmrobBgfZ+3atWiaRjwe51t+J/+R\nV+iOp3jLridZJZhs2rSp2KZUVcsx+127dhVLYTkz1n86ShNtSYdpeHiYsbExmpqaaG5uPmcFkqqq\nbNu2rSznUTJGUPQ4SjLrXV1dqKqKLMuYpsk990zyL/8yxjXX+LjvvnbWrXOXV/EVFd0vm2j2apRY\n5yuv/vVfr+XjH9/Ibbf9nPvvP8q9915NdbWLaDTLhz/8CPfee/UrOvYFvH5xPgOx5H/sKl5HyGZV\nvv/9F7jnnt04nTJ/8zeXcvPNy7Baz6zq6O/PsWiR44z3tbkVcigU4tSpU+Wy1vn19yWU6uRLf5cm\njp6eHjZu3Eg6ncbr9WKaJlMnT+Lt7ASKoapCoUChUGC5zcpkfTNCrFiNJMsyb37zm8uM4rvuugtN\n03jTm95EPJfnhfpmvjCbpWP/If64exlVwwPYBIG2trayEu38hC8sXPV+e9EirknrfDKj8s/uF+vw\nBUHgm14bq6I5FjW3scosrvhra2upxOSuqTD/dbSP70YTPCDAeznF37/9beWVe2NjIwcPHgRg/fqF\nlTjzw0aNjY2Ew+EF7TJ7e3vLpaKKojAxMbGgX8P861dVlUKhwPDwcJl93tvbS3d3d1kvqxRiCofD\nrF//Zm677RRTUyoHDnTT2nqmxErxeeg/ZyK7hEJBY2oqw8REikgkSyjko6sriMVy7t5c85VXn3ji\nXSxfXmRPHzz4Z3ziE0+yYsVX+MIX3sz3v3+Im29exnXXXShRvYAizmcgwmd571pg22/nUl7bME2T\n++57gY9+9DHWrWvkq1+9lk2bWs6Z7NM0k/vvj7Fs2YsGYj7Jqqqqiv7+fiYnJ8uEq1ICdP7EVqqT\nb2xsLFc7lVafdrudJUuWoCgKR44cYc2aNeTzebZv306hUCiHQpYtW4be1oYwPkzk2BFmZ2cJhUK8\n5S1v4ejRo3RcshYtOsNgIsWXVq5FyahIwK68zn37DuFQCnzda4U5wbozej5z5qr3fp/J2mgOG/Ax\nl4w0V5U1rBsss4h8vj7E/dERbDZbmSEsCAIXWy10uGWeUQ3uzqk4Mip3zH1uIyMjXHfddWUdqbVr\nXwyTzA8b7du3j3Xr1pHP58tidqWQVVVVFRaLpewhne36e3t7CYVC7NmzB9M0CQaDhMNhLrroogVj\nit3eNFat2sYtt6zhv/+7E6v1pZosnh0f+9hjfP3r+0mnFWpq3NTWugkEHPT1RZiayvC1r13Lu961\n8oz9UqkC3d1f4Y47LuHOOzcvUF612y185jNbueGGJbznPT/D57Pz6U+/4VVd3wW8PvFKSxUOAhe9\n5KjfPH6vtZjGxpL82Z9tY3Q0yXe+8xYuuqjuvOPjcY23v70Yc/6v/+rA57MsCC+U/s7lckxOThKP\nx1myZAmTk5OIosjGjRux2WyEw2ESiQRjY2OcOHGCjRs30tHRwcjICFNTUxQKhXIcXxRFLrvsMgB2\n795NMBhEEAScTifXXnstHz14mF8+9EuumBpFEARaW1u59Mo388+Hj/JoLMk77BbeGqig9apr2H3o\nMIPDwzSEQlQIAm7ToMnUmZqcJBQKAS82sz9fCGpEN3hvskDcgNWyyBOKjgncYrdwlVWiRxaxaNqC\nxHNvby9PPvkkMzMzuJd2853GdrbV+Vi8ePEZeYL5E/zBgwc5cuRIWen2sssuW9CDuWR8w+EwjY2N\nmKbJ2NgYDQ0NZ3hspQT4sWPHitVZknQGyW7btm0kk3k+8xmdLVvq+PKXX3riPV+I6brrfsg73tHN\n29/ejSgWjeljjw3x53/+Cy67rJnPf/5K/P4zvVGAd7+7WHT43e/+0TnPrSg6um68pIDfBby28Otq\nMV0wEL8GSl7DRz7yKB/4wCV85CPrGB4+fxJ0dlZj69Y+1q518YUvhLBYirdgfoWNJEmEw2EGBwfL\nvQNKyqCCINDc3EwkEim355yenkYQBGpra7FYLExOTuJ2u8sNa9a97Wa+Ud/K4aET/Ml4mDfVVLF3\n716sViu33347TqeTjKLQ+f37ueSF51gVqGSkqYWfdSzjDaJB+/AJvppT/z97Zx4XVbn/8ffsw77L\n5oIigoAhaq7lvpG5ZGrZ5pZWtnfTW7f912qW2a6lXe1aWVpmVuZOaeKSOyAgIgioyL4Ms5yZOb8/\nBpBlgGEQtZx3r17CzJlznjkzPN/n+S6fL7/26UG/Xr1ITEwkW5eDF56oZCoUCkWDyTI6Oprjqccp\noogh4UNQKpQN7gWAWRRZozOSZhKZqJLRR26p8ZDlaZillvOps7SO4TSZTOzatQtBEBBFkcUGkWVx\no4l2dW5S1vrIkSNs27YNQRAIDg7Gw8OjxoVU/3NKTEys2QHk5ubWZEkFBQURERFRx6g0dj2dzsDk\nydsQRdi4cRRlZRK2bCmlvNzE/fe3q/ncbWX8+G+YO7cX7dq5sG5dEuvWJePqqmTRopHNuoQ0GgM3\n3vg5CxcOYuZMR/nS9URrDURL+0E8YO+F/onceef3nDiRx9at99KzZ0CTxVBgMShxcSlERTnx0Uch\njbqfFAoFt956a42a58CBA9m3b19NwVhubi6iKGIwGCgsLEShUBAZGUlRURFKpRI/Pz8yMzMpLi7m\npEzO8jI9z0e68njfWOYdgJ1pJ5nSrh0BajUZGRl06dKFrVu2MMtJxrKxkziZfwFFUHuWqiVEKpQQ\n3Z3tZTq2GEy4JCayT9hPCr9RafSie/YNDAsbiiiKNR3mMjMzKVAU8qNuIxIk7En9k+ei/4MSi5Go\nn47aKyODXlgmWYlEhqlqMbBbMLH/eBI5p9IAS6FgtRgeWL78kXIJewQT0TQdvFUoFHTs2BGDwYBS\nqWzgQqqmWt7i7Nmz+Pr61siEg6XFZ7WqbFMYDGZGjUpHLu/AzJmV9Or1C1lZAYwY4UNZmYmVK/PZ\nvTsStdp2d9PPP6fx889pRET4Mm1aJL/+ejdRUX421Su4uChZt24qQ4euZsiQTnTu7GXzdR1c3zT1\nDb0dmFz1b/XPKsAhBF/FoEEdyM+vZO/ebMzm5nc4EomEqVN9+OWXEhYtOl+nviE8PBy1Wo1MJquZ\nQMeMGUN0dDSenp4MHDiwRp4BwN/fH5lMRseOHZk+fTo+Pj6MGjWKefPmMXLkSATBonUUGRGBOeM0\nrinJBJ9K4XCvSDoo5LyQkcOqCh3nNZV89tlnlliDXsfU0nz+M20K3wR4Ei6lRtyvq0pJiWBCp9Ph\nhBOVajfKz1fSObBzjVFUKpVIpVKLbtKp8zgZ1WioxBsf5LXWItWuoOp4SPXP1UZju8FEd5mEgQoZ\nt51IZW+FFr1ej0QiQa1WM3ToUMLCwggLC+Pu4cPZZZTUuIistWGtvr/h4eG4ubnV/GyN6lhFUFAQ\nZWVl9O3bl06dOtGpUydCQkLqFK3Vfh+1s86OHKmkuNjI++9L8PMT6dJFgihmIZVCZqaeTp2UKJUt\nW9R5eKgAGDKkE08/PZDo6HYtKmaLimpH796BpKRY12ly4MAaTX3DVmFJZ62NNxCDpap6RxuNyRrX\npIsJLBIFs2ZtxNlZwbJlcRgMlt7MTfnfc3MN3HJLKqNGubN4ccc6f+i1dyG1/egbNmygvLwcsBTI\nVTe9r+37rs2RI0dqJq1TJni/XXsedpIz1dPSx2D/yRTW64wcNBgZnHyU9oKBwMBAevTowW233dZg\nHI+X6RgtGhmhkqNSq/CK9uZcYi5SnWWNUb/fAUD2+Ww6h3UmJjymzr2ofe7a9RvV7/eOEh1DlTIe\nclbw+YG/eOlYEoESCf/XM4pxfer28DaKIu12JvB8zmmMeefp3LkzkyZNsrsXQf333ZTbqrHP6pNP\n8jh8WMMTT1TWPC8Ico4cCUQulzB7tl+zLqb67qvJk9dzxx1RxMdnsmPHGVasGM+IEZbdVEmJjp9+\nSmXdumQSErJ59tmbeOKJ/shkddd/cXFf8dhjfYmLC7Pr3jj4+3GlYxAAnYB1WAT7rhTXrIEAMJnM\nLFmSwKJFf/LOO6Nt8vMWFRkZOzaFvn1d+eijkJrHExMTLRIRVU3nq9Naa0/4oaGhODlZApKNGaLa\nE0xlZSV7Tp3mLY2Bu6O7M8fduWbi+nLXH3wrV+F6MonxXm688dJLNbUF1a/v1q0b/Yt0LDh/hh4K\nWc01rfngG5s064+tdkC4un1qeHg4ZTI5YQWVZPg641nVavV4SgqrKwW+ad+FhZ7OLKgnUT36q28h\nLZV+ZoGKigoGDx5sUwWyNRqLK1h7vHYFNVwKzD/4YDZ9+rhw//3edjfQqX8fn332BLNm9WTy5O78\n9ls68+ZtYtiwzhQVafnjjyyGDg1h2rRIoqPb8dhjv2E0mvnqq8l15OXj4r7ioYf6MGGCI431euFq\nGAi48sHqa9pAVJOQkM20aevJzn6y2WMrKkzcdVc6Go2Z7dsjanYR1Rkw1RLPrq6ujQZEa0+01XLV\ntQvgwsPDycjIIDk5GYPBwD6ThIROoewb1LvmXFqtluTTp3m9Qs+86Eie7n9jnXEKoshYUVp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s3e49JSHdOn7yAzU8+mTaMJDXVtNl1WFEXS04vIy9PQs2dAA3mM2q7M994bg05n5MEHf+b06WJW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\nCgutnzjWpEkjpk1z44MP0mwYX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- "text": [ - "" - ] - } - ], - "prompt_number": 23 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "A) Now do the same as above, but only show spiral galaxies in the contour plot. Also, only overlay galaxies with high OIII luminosity that are also spirals." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "B) As above, but with elliptical galaxies." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "CONCLUSION:" + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyfits" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### This dataset relies on GalaxyZoo - a citizen science effort to visually clasifiy the morphology of 900,000 galaxies in the Universe. See Schawinski et al. (2010) for more information about this dataset in particular." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The data are located at http://data.galaxyzoo.org/. Specifially, this is the AGN Host Galaxies download about halfway down the page." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Astronomers use FITS formated tabels and images. For a quick reference tutorial on how to open/edit/view these types of files see https://pythonhosted.org/pyfits/users_guide/users_tutorial.html" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Open FITS table\n", + "#Get data \n", + "#Get list of columns" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#What are the types of classifications?" + ] + }, + { + "cell_type": "code", + "execution_count": 357, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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HgI7Rq4w1Oi/oH+cl1SFTOSlFAABQDAXgdmwM0l5B4fT2g6Px8DPb6jQe17bT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9YAc7RdNvWcDKfIJU9ljVGC73ZuAZyr7etseZYLTXswGAwGg75janI50AT+7eoFRqbT6Uy2yFwr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\ngWqc6Z/Gm8q3hbu6g49hNB/18xqx0wrxfF3838rnOB73dqIiiEZvHMefz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+ "text/plain": [ + "" + ] + }, + "execution_count": 357, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Numerical information isn't the most enlightening and there's no README.\n", + "# Always refer to the data source! data.galaxyzoo.org and Lintott et al. 2008, MNRAS, 389, 1179\n", + "\n", + "from IPython.display import Image\n", + "\n", + "Image(filename='agn_host.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Get some more basic info on the data set" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Set up some conditionals" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PART 1: First thing, let's look at the break down of the stellar mass of galaxies by galaxy type" + ] + }, + { + "cell_type": "code", + "execution_count": 338, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.xlabel('Log(Stellar Mass) [M_sun]')\n", + "n, bins, patches=plt.hist(tbdata['LOG_MSTELLAR'][spirals],bins=70,normed=True,color='blue',alpha=0.5)\n", + "n, bins, patches=plt.hist(tbdata['LOG_MSTELLAR'][ellipticals],bins=70,normed=True,color='red',alpha=0.5)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Specifically, let's look at the stellar mass distribution of elliptical galaxies and quantify it by fitting a gaussian to the distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#HINT: See http://stackoverflow.com/questions/11507028/fit-a-gaussian-function" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitted mean = 10.9242100258\n", + "Fitted standard deviation = 0.602304276492\n" ] }, { - "cell_type": "heading", - "level": 3, + "data": { + "image/png": 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VU+hbYAbqwwbUmg7VUP+nn8I1VlESBUSabkSGomReR3Mi\nauGPKcbHjmNOfgNQvUvSUe3RCcb9e4H7LM5RF7X2QCoqAU0HdqHed2moG5kzgc9RTR27UTXOC5gX\nBbdMWBnbn6Cakv6Han7RLB7PLsFlPBZnjMv6OVmdtyvQE7WQ9FlgLOqDbrzxGqQALxqPLYRq4jmc\nTRy2TLIRpy2RqJ5Nt1EfmBmL+LyDakK6iFpYo1gW55MPACGEXSyTyDuYb9KCak5oiOdqhWqGseU/\noGQBxmIPuRkrhLCpK+bufcvJnLxqYe7x4Yl+Qn07sWU76ro5w6pqGQOmrHvhCDckN2aEcE73o3oA\nWboJPKxDLEIIIYQQQgghhBBCCCGEEEIIIYQQQgjhYf4f7BJ9Skf3gu4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "Galaxies with a high OIII luminosity are preferentially redder and more elliptical. High OIII luminosity is associated with the emission fromt he accretion disk around the central supermassive black hole. Bigger black holes, and thus more OIII luminosity, reside in galaxies that are themselves more massive. Because elliptical galaxies are typically more massive (and redder) than spiral galaxies this means that we expect the find more AGN signatures in elliptical galaxies than spirals." + "output_type": "display_data" + } + ], + "source": [ + "mass=np.asarray(tbdata['LOG_MSTELLAR'][ellipticals])\n", + "\n", + "hist, bin_edges = np.histogram(mass, bins=70,density=True)\n", + "bin_centres = (bin_edges[:-1] + bin_edges[1:])/2\n", + "\n", + "# Define model function to be used to fit to the data above:\n", + "def gauss(x, *p):\n", + " A, mu, sigma = p\n", + " return A*np.exp(-(x-mu)**2/(2.*sigma**2))\n", + "\n", + "# p0 is the initial guess for the fitting coefficients (A, mu and sigma above)\n", + "p0 = [1., 11., .5]\n", + "\n", + "coeff, var_matrix = curve_fit(gauss, bin_centres, hist, p0=p0)\n", + "\n", + "# Get the fitted curve\n", + "hist_fit = gauss(bin_centres, *coeff)\n", + "\n", + "#plt.plot(bin_centres, hist, label='Test data')\n", + "plt.ylim(0,1.0)\n", + "plt.xlabel('Log(Stellar Mass) [M_sun]')\n", + "n, bins, patches=plt.hist(tbdata['LOG_MSTELLAR'][ellipticals],\\\n", + " bins=70,normed=True,color='red',alpha=0.5,label='Elliptical Stellar Mass')\n", + "plt.plot(bin_centres, hist_fit, label='Fitted data',lw=3)\n", + "plt.legend(loc='upper left')\n", + "\n", + "# Finally, lets get the fitting parameters, i.e. the mean and standard deviation:\n", + "print('Fitted mean = ', coeff[1])\n", + "print('Fitted standard deviation = ', coeff[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### By eye it looks like there are two different distribution hidding in this sample, with a peak perhaps at 10.3 and 11.0... Let's try and fit two gaussians to this distribution " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best fit peaks: [ 10.3074222] [ 11.16534218]\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", + "data": { + "image/png": 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5hDcBONTtLNs4Rj/aNPi8Kl0jt+hSo92+2TJ89syzn7qy526gCghh9cFE8oui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\nuHNadraxXVEVwuHTsRwruojnfhrJ1mN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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [] + "output_type": "display_data" + } + ], + "source": [ + "from sklearn import mixture\n", + "import matplotlib.pyplot\n", + "import matplotlib.mlab\n", + "\n", + "#See http://stackoverflow.com/questions/10143905/python-two-curve-gaussian-fitting-with-non-linear-least-squares\n", + "\n", + "mass=np.asarray(tbdata['LOG_MSTELLAR'][ellipticals])\n", + "clf = mixture.GMM(n_components=2, covariance_type='full')\n", + "clf.fit(mass)\n", + "m1, m2 = clf.means_\n", + "w1, w2 = clf.weights_\n", + "c1, c2 = clf.covars_\n", + "histdist = plt.hist(mass, 70, normed=True,alpha=0.5,color='red')\n", + "plt.xlabel('Log(Stellar Mass) [M_sun]')\n", + "plotgauss1 = lambda x: plot(x,w1*matplotlib.mlab.normpdf(x,m1,np.sqrt(c1))[0], linewidth=3)\n", + "plotgauss2 = lambda x: plot(x,w2*matplotlib.mlab.normpdf(x,m2,np.sqrt(c2))[0], linewidth=3)\n", + "\n", + "plotgauss1(histdist[1])\n", + "plotgauss2(histdist[1])\n", + "\n", + "print('Best fit peaks: ',m2, m1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PART 2: Now let's look at how the stellar mass changes with the measured velocity dispersion of a galaxy." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "mass=tbdata['LOG_MSTELLAR'][ellipticals]\n", + "sigma=tbdata['SIGMA'][ellipticals]\n", + "#Plot it\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#There seems to be some aliasing, probably for flagged values. Find it, and exclude it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now, bin the data in stellar mass and find the median sigma in each bin with corresponding error bars." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "#See http://stackoverflow.com/questions/23217851/running-median-of-y-values-over-a-range-of-x\n", + "\n", + "#we build a dataframe from the data\n", + "#but first we have to switch between big/little endian \n", + "newmass=mass.byteswap().newbyteorder()\n", + "newsigma=sigma.byteswap().newbyteorder()\n", + "\n", + "df = pd.DataFrame({'mass' : newmass, 'sigma' : newsigma}) \n", + "nbins=20\n", + "bins = np.linspace(mass.min(),mass.max(), nbins)\n", + "#we cut the data following the bins\n", + "data_cut = pd.cut(df.mass,bins) \n", + "#we group the data by the cut\n", + "grp = df.groupby(by = data_cut) \n", + "\n", + "#we produce an aggregate representation (median) of each bin\n", + "df_mean = grp.aggregate(np.mean)\n", + "df_std= grp.aggregate(np.std)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Plot it!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PART 3: Now, let's look at how different types of galaxies are distributed in color-mass space. Just for background, galaxy color is the difference in brightness of that galaxy in two different filters. In this case, we're using the 'U' and 'R' filters so the color is U-R." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We'll also look at where AGN (active galactic nuclei -- galaxies with active black holes) tend to reside in this space." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Color of a galay - higher numbers mean they are REDDER\n", + "uminr=np.squeeze(tbdata['U']-tbdata['R'])\n", + "\n", + "#The stellar mass, derived from spectral energy distribution modeling\n", + "mass=np.squeeze(tbdata['log_mstellar'])\n", + "\n", + "#Spectral class - uses the shape and type of observed emission lines in each galaxy spectrum to identify which have AGN\n", + "bpt_class=np.squeeze(tbdata['bpt_class'])\n", + "\n", + "#Luminosity of [OIII] for each galaxy\n", + "lo3=np.squeeze(tbdata['L_O3'])\n", + "\n", + "#Morphology - determined by GalaxyZoo - citizen science\n", + "morph=np.squeeze(tbdata['GZ1_MORPHOLOGY'])\n", + "\n", + "#Magnitude (brightness) of each galaxy in Z-band\n", + "z=tbdata['Z']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We'll make a contour plot of U-R (color) vs. stellar mass" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SePjhDaK1tbMzNzm5RPTt+4a47rovRGlp02llcjpdori4UdjtTvf19+/fL44dOyY++yxF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s3e49JSHdOn7yAzU8+mTaMJDXVtNl1WFEXS04vIy9PQs2dAA3mM2q7M994bg05n5MEHf+b06WJW\nrZpI795BvPbaH2zblsGOHfchb2aRUH3NNWuO8+23Sbz66rBme6U7+OdxpdRcVUD1DJcCWG/b1XZc\ntSym1hoJg8FMRMRxVq3qwuDBDSUNGptYDgomJpToeNxZwRPOCtQSCaWUsZs9RNGdzjRf7FQpVLI0\n9QP0gp7OqChWnGVO+Gu4K6zvaAT0lJNPBodI4Q+UghuK1EBkFNIlvDtZijMUkk0XBnIWgXyKiEmM\nxlXn2mD8ANlkc5wTjOOWGjfRj2Uadvi359sgHwbd0KOmz8XZs2cJCgoiLDycx/UwtmcML7s2FBVs\nK3eSySQyfXo6W7aUEhnpRGSkExERctzcctDrzQhCR7KyzGRk6Dl2TMPw4R4sX94ZJydpo2NMSMgm\nPj6ThIQcEhJyUKvlBAS4kpycT7duPgwY0J4+fYLYsyeLbdvO1MQaqhFFka+/PsFTT20lLMybU6eK\nOHLkAYKCmm/qmJdXwdy5m8jMLGHGjBgWLfqTBx/sw4svDrHJuDj4Z3AlXExDsewWsqp+7wjMwFL4\n9o/HzU3F5s1306/fCnbuPMPIkbalLFYTH1+GIIgkJmqtGghrmESRu0v1fOSm4vZaAfEkkklgH5lk\n8gjzmz2PSqFiYPQA1iZ+x426W4g2jeRs6jmioy0GIpsTnGIfZeRTRj56KnDFl2C6M0KYz76fj5On\nP4om5GcupvozJXolv7OaFLYzjqc5Rzmr+ZLRjCIA/wbXT+Yke9nHOG6pcRMdq9SRm5lJop8ng6Cm\ncEylUhEYGIhMIiFaLmWT3sTLVUrUttaNtMaQnDmjZ+fOMlJTb+DUKR1JSVr++OMop06VoVJJ6NRJ\nQ9++MYwe7UFoqIru3evGSRpWaJuYMGEtISGeLFw4kE8+GUf79pbPX6czcuTIeeLjM1m4cBvl5QaW\nLBlNXFxdV6ZEIuHuu29gxIguvPHGbt56a6RNxgHgt9/S2bw5nQ0b7mDs2K7k5pazZEkCM2bEEBra\nOpeng+sHWyzLYWA6UN10txuWtNRebTUoK1z1OojXX/+Dixc1vP9+nE3H5+UJPPlkFgkJFXz6aQhj\nx1pPCbU2qf2kM/KGRiDBW93A3VFKKc441wSQL5BHPFtwqSpg88YbL7zQoOFnfsUDd0ITO9ekqarV\narpHR7Cf9WRwkF6Mx5MA3GmHC55IuKScWq0hpFUWQfRFVNEVRDOcaEaixjJ7nxAS+Tx1BeO5laHh\nQxpMyiIiEiQ1bqJ9p8+QIZXx7pTbGgj7paSk8GGlwN6OoWxr51aToWUrramK1ukM+Ph8z9at3enb\nN8rm7nhNcezYBcaMWcOHH8YxdWpUnefKyiw705gYfx54oDezZm0kIMCVzz4bX2NIWsu2bae5//5N\nnD1byrBhIaxcOYHOnZuXHnfwz+FKuJiOA/VF56091pZcdQNx/Hgekyat5fTpx5r0UZvNIitX5vPc\nc9nMmuXHiy8G4+LSUIKhKUYVa5mpVnC3U+MbPAMGtvErOfyMDwUIKDERiJ4AKlBgQsFoRhJFJEbh\nUh+FgHAvfleswBkX/NBQQSY+9MSP3vjQE0XVxJ+YmMj5ikx2Zq5Hoypkxq0PcYNiBAoapqCmkMoP\n/Mi93E0H2jd4Hppf3YuiyFMVBnYbzPzmpca3ha686jHbO6EnJiYyY0YyM2f6MWyYX6Nd/FqKNSNR\n2zh89NEtSKWSGjG+Dz88wKJFI5k5s6HIoz2UlenJzi6le3e/FrtHHfz9uRIupkPACmBN1YXuBv6y\n94J/Vzw91eTklFFSomuyUOmDDy6walUB27ZFEBPT8oppnSgSbzDzpmvTuk0/8ysF/EJ7MunKvegp\nIY/9CJyhFF+kBHGWbVxgD0qFE8poNRUUc4SDdMIXPSdQM5iu3Ekhx8hiE0d4naGsQi54oxHK+P78\newwMH83E8Hlkp+aSyimrE2UInQgmiB/YwOM8avV9NecmWqc3EW8ws8tLjaedE1lzon/N0aePC++9\ndwGNRk54uPmySKLExASwZcs9jB69hm7dfIiJCWDRoj1UVBhqjAOAQiHjhReG0L27H1OnrsPb24mJ\nE21PF24Md3cVUVGtS7F2cP1iy1+iGngYS+EbwG7gE65s06CruoP488+z3HffjzzyyI08+WTTnVaf\neiqL4GAl//qX/Rkj3+qMPF6mZ72nGs+0k1ZXxRfIY5WwBFXqUdrRntvD30etcKWAIyTyPqBCihNm\nTJgxIWLCRCkypHRgDMGMwKXWal9Aww7uYDQbSE60VA8f5TeM6nIGcQ96nb7BGEyY+IvD7GQXYXRl\nFCPwsJImawsrKgX2CWZWeNhXad5aBEHg5MkUfv+9jO+/dyM93cijjwYwb147vLwarqNaurt4770E\n9uzJ5vvvp1FcrGXkyP8xbFgIixePQiKRYDKZWbp0H2++uYeXXx7K/Pk3Olb8DlrN1ehJfTW4Kgai\nslLghRd28vXXiXz88S1Mnty9zvPHj1fStauqjornvHkZ9O7twgMPNAzatoQteiP3lep5MCuNcRiR\nSiQN3CZfJ37DMd1m/LmIp1rNlOh3cScUEwYKOIRYT3RXhTeeRNTEGWpTwCHS+B8DWVrjqjFhZK/6\nf3TgBkJ0vYFLBiKVNDbzG264EcdYgrDNIB4XzGw2GFngrEBay4WyWiuwy2Bm1VUyEPU5ckTDe+9d\nYNOmYubM8eOZZ4Lw9bW/8VBlpUBo6Af89tvdxMQE1DESc+f2YtasjSiVMlaunOAIIju4bLSli+lE\nE8+JXNkYxBXnzJlixo79il69Ajlx4iF8q9pZVrN6dT5PPXUWo1Fk8eKOzJtn2caXlZlwdW1ZzMEa\nY1RytnlJuc8cyp8ZaSx1ryslISLihy/luOOGCyJ57GMhEdxPR+Lwp+mdTn1KqnIQdBTUcdXcF/48\nP/B/tE+NxBUvQsND+Z4NZJHFLcQRTjckNn7/tKLIo+V6MkwifxjMvOempFtVyqVBBFOjzQlbR06O\nntmzMzAa6z4eGKjg9tu9iYvzrElXrSY21oUvvwwlN9fAyy/n0LnzUbZujWDAgIZZRNWS3tD4bsLZ\nWcGCBQNZvHgva9ZMxsvLie3b72Xw4FW8+24CH34Y59g1OLjmaMpAjL9io7jGOHOmmGHDVvP00wN5\n5JG+Vo9xdpZSVGTE319Bv36WWIMoivz5ZwUvv2w9UNtSCkWRPJmMZ3r1JLoq3TWffI5wjBOcwBwu\n0jP1BhQU4BceziCmsJ9nMFBCKHfaPHEDdCAOPSX8wVwiFQ8RHT0agHIKkCOjd/SNCJhZw9e44MIj\nzEeJ7Y2Qys0ik0p0tJdJ+NVLzceVAjcXaZmilvOci4KPtAKvuLS+sZI1cnIMZGcb+PjjkDqPp6bq\n+OijPGbPziAuzpNp07zp2bNuD+6KChMpKToGD3YnMvJS7Kl+n2tbqqhjYwPYtOlSc0YvLyeOHHkA\nQTDVNJy6EjUfDhzYSlMGIrPWz/5AXyw7hwPAxTYc01VDFEXWrk3kiSe28PLLQ3jooRsbPXbCBC/G\njvXgjTc6EBPjwu+/l/HyyzkEBioID1c3+jpb0IoiL1YY+Fpn4isPNcOVMsyY2c0fHOJXfHGiPWBQ\nlKONLsOZAIbzMM54MJClHOAZDBQTwTykNgr2qvAiivl04lYSeBJ3QnEnlCR2Es4gyqjkS/5HBBGM\nYVQdLSZBEDiaepR9HOD+8Nk4KeoG8QvNIuOKdcQqpHzkpkQmkbDQRckcJwVvaAxEFGqJlUuZqGr9\nzqsxPDxkdcT0AIYP9+Chh/zJyxPYsKGIjz7K4/TpujIWEomE2bP9eO65oDqr+9oB7MTEREymlvbQ\nsiCXS+sUrtmiHuvAwZXCltljGrCYS4VxHwELgHVtNairgclk5s47vycp6SKbNk2nb9/gJo9XqaRs\n3hxBVpaeYcOSyc428Pzzwdxzj6/d6YkXzSJb9JYaiJ5yKcd8nPCVStChYy1rMLKfbhSiwhk1PjgT\nQDvi6MComnOo8aU/SzjKmyTwBH15qyZ11RZc6Ugk8znMqwxiOSf5gyHMZzmfM5yh9KehSFxqairx\nut9JJoUfUn/k7ujpNc+VmUWGF2uJU8p501VR5974SCW866biMWdLVUdbKpRWVpoxm0WrLhx/fwUP\nPujPgw/aFzeyJXtKFEXOnLmaepcOHLQcWwzE88CNXNo1+GFReP1HGQgAhUKKySRiNJobPaa+C2Dp\n0gt07+7Etm3dkcvtm+DKzCLzyvRsMZgYppSxyFXJhCqXkhYtq1mJnGTaU0gEM/AiEh356CggjS9Q\n4oY//QEQMSNFgQ89yWazXeOxBLelSJHiTTAp7MAbd/ZzABdciCKygZqrH374U4QndYu8JIAogqKJ\nW9OphQVxLSUqyhlnZzNDhmzijTc60L9/420/7aGpdFij0cwPP5xkyZIECgoqeeed0U2eq7Wpug4c\nXE5smdFOYAlIV0cQpcAxoEdbDcoKVyyLaf36ZB555FdWrpzAuHENBfZqZ68oFCrGjhWIj+9OeLh9\nTVxSjWYml+i4WSljqZsSda1VtBYt/2UFStLoRAXB9COSB+u8vohEDvAsEmSY0WPGiBQlLgRxI2/g\nhF+LxlNOFvt4iv68gxudEdATzxfkkIQ3XclFwIgTIxhOJN2RIGnWb55vFhlVrOUWpZzX6+0iLjcF\nBQIrV+Yzf74/bm6XXFZHjhxn8eIsdu4s5b33wpg+vW3lsktLdaxYcZgPPjhAp04ePPXUAMaP74as\nljEsK9PzzDPbuXChgqVLx9Kxo6OtqIPLy5UolPsN2AJ8XXWhO8DOpenfgClTIjGbRd5+e69VA1Gb\nAwcqCApytds4bNIbmVuq5zVXJfc7WyZVDRoSSSKTLDJIox0X6YIKZ5yJYG6Dc3gTzQi+QcSMDBVS\nlLYFp0URcj8Ht57gcSkQn8RHhHEfroRQyTmKSKY9UjoznDIU6NiHllx2kUsafZnIRBQKBRFRUWzS\nmwiXN4wj+EklbPdyYnSxDnMFvOXWNsHojAwdY8em4ucnZ+XKfNat61pTrKhQSHnqqUBiY52ZPz+T\n4uIQ5s9vXSqyNS5e1PDmm7tZvfoYcXFhfP/9NPr0adhYafv2DObM+YlRo7oQGxtA796f8fbbI5k1\nq2W9qx04aEts2dsvwNL97QYsu4blwMK2HNTVJjq6HSkpBVafCw8PR61WI5Uq+eILp5r0VluoTodM\nTEyk1GBgZqmeHz3VNcahkEI+ZTmZZBFGV8bSj3a0R0cSPXkGKdaDuApcUeKODFXjxkE0g7Hi0u+m\nSkh+APJ/rXOYhhwKOMJO7mIvT5DHXuS4kMdOnLnANF5jHE/gj5JcTnCKdADOm0WmlOrJMlnf6flK\nJbznpuQLrYDJzt1g7fsnCA0FhfftqyAvT6B3bxcuXhTYtq2s5rnqz23s2HZMmRLLJ5/kYe+utKlx\n7N2bzYcfHmDhwkGsWXNbA+NQVqbngQc2MXv2RpYvv5UVKybwwgtD2LVrBvPm/Ywg2BfsduCgLWhq\nqRmGJXtpT73HbwLOA6fbalBWuGIuJq1W4L77fqRbN29ef32E1WPMZpH77jtNWZmJH3/sZnPuem33\n1E7k7AyN4DcvS8ZTHhf5L6sZzjD60geAQrLZxid4kcxw1qDANiXPBpTsg5RHQH8O+uwEl8YlHAo4\njIZz+NATF4JrDI6eYnbzILE8hw83cIwtpHAUF3pwK7c0OwRRFBlTomOSSs58Z/v8/7YUp+3YUcqq\nVfnMm9eOm2+uGw8xGkUefPAMx49X8ssv4fj5tc04Dh06x8yZG/HyUjdQX01IyGH06C68885oPDzq\nZrspla9SUfEflMq2y+ZycH3Rli6mpcCzVh4vq3ruH1cnkZCQzaxZG4mJCWDhwkGNHvfvf2eTkaFn\n+/YIuwubftUbma2+NBFsYzs3M6jGOAB4EUQFxfiixoi25QZCfwFOPQOF26Dzq6Atg79GQO+t4Bpl\n9SW+9MLXilCvCi968CTHeJubWYY/XUhmNylCCiGpljbjTeXt/2owcc4kMq8JAXpP9mYAACAASURB\nVMLLwYgRHowY0dCXr9WamT49Ha3WzM6d3W0uZjSbRXS6uhV29X+vT+/eQfz111x++eUUBkPdHcET\nT/Snf//LUyfjwEFb09Rfqz8W1db6HAcbutX8TRBFkd27z7JkSQL79+fy4YdxTJkS2ejxy5bl8fPP\nxfz5Z1QdiQ1bqM5QOSGYSArpxG0qy+3XoOEMmUxmUs2xeipJZQ8ulGCkEil2rHYTZ4IuGwadhK2v\nwfFv4ba7IOUJ6LOtyZeKiJSTQT4HucA+tORhpAITOk6yHiO+aCnjdGoJFboK5MgbzdsvNYs8UW7g\nfTcl8lYEqFuT4XP//RmoVBK++64bSqXtWVO33vo1O3eeqbMQEASBCRO8WbBgUKPjUKnkDaRZGsNo\nNPPuu3txd1chkzkqqR1cOzRlIKw3MLDQukqwa4QzZ4q5//5N5OSU8eST/fn669txbsL98eef5bz4\nYg5//hmFt3fLV8IKhYLQqCimFmr52FWJW9Wks5d99CAaJ9TkksJJfiePP/GknPYE05NFqLBDxz/q\nCzg6CU7Oh5HLYNijsL8P9PwRsKTEarmAQAUC5QhUYKCcElLI5yAioMOFYgTM+ACBSFBSxGnMZFCI\nP5Ppi7zqa1RiFhu07BRFSwrvaKWMW1St2z3Yo66q1Zp54YVsDhyo4NixHi0yDr//nklaWiEVFf+p\nU8xWWqrj6ae3cscdu/n8c09Gjw5t9lyiKHLo0Hn278+htrfU0hb0BK6uSv76a16dLCcHDq42TS1X\n1gI7gc/qPT4XGIklm+lKcVljEGazyPLlf/Hii/EsXDiQp54a0OwfZm6ugb59E1mxogtxcU3ZzqZ5\nulxPrknkG0+LjdWh412WMpGbOM5PKNHhQTEKlHRnLu3o1yLJjAaYtJA0CyozwFQBgXdBl+cBOMF7\n5JGACm8UuKHAFRnO6IAszlOOkWKcCGMA/gQg1PxnRERkEANwEpxISUlhpVbg06AuBKqUjFLKGK2S\nMVIp46tyLZ8cT+JLTzUxVX2om+NyyU3s3VvOrFkZ9OzpzEcfhdSJORw6dI7t2zN48ME+DWIB1Qwf\nvpr77oth5syeVp/fuvU0c+duYsyYUN55ZzTu7nWFBquNwrp1Saxbl4xMJmX48BAUiro7z9jYAGbN\ninXoMDm47LSlmmsAsAEwYOkJAdAbS3/q27AEqq8Ul9VAPPror2zdmsGPP95B9+621QncfnsakZFO\nvPpqB7uvm2Q0M7pYV1MhDXCQv9jNHoIpwJmLSMmgGzPpyl1WVVetUpkBzk20QhVFOP0iaFLhhm9A\nIqOcTPbxNENZjRQVm3ibEs4joENFOy4gJZYhDGQALjTd12KVVuBtjcA2LzUVImw1mPhNb+JPwQQn\nk/hCBR3lUpub+LSuM5yZzz+/yPbtpezfr+GjjzoxZYpPg+Oioz9BFOHcuXISEx8iOLhuQDsx8SIx\nMcvYtWsGgwd3avR61buJn35KIzi4boyooKASlUrOtGmRTJ0aRUyMf5vWgDhwUJ+2DFJfAAYCw4Bo\nLIVyP2PZVVxTiKJIUZEWHx/n5g8G7rqrB99+m0RmZolVA5GXV4GPj3Mdt0JUlDP5+Q1TK1vCPsHE\nKKWsTre0HkRTQCHHSCAYL5R4ksbX5HGYbtyFH72b3kGUn4CEG6DrG9DFklNgdQXe9dU6L1Pjhxkj\n5iqnUiUl3MHrpHKGHezkER7AGdvuZ5hMigD4SyUESySEy6U86qxAJ4ocvOCEk6Fh65C2EKVLT9cx\nbdopgoKU3H23D6tWhVrt5QAwcGAHPv/8MG+9NYLAwIbB/+7dfVm2bBz33bcBQTATFeVHZKQfUVF+\nREe3o1+/9kilEjw81Hz++QQWLiykvNxQ5xwuLgq6dfNxGAUHf1v+Lt/cRncQeXkVzJ//Kxs3pjB/\n/o28+eYIXGxQBU1IyGbixLWsXj2JuLgwcnLKWL8+me++S2L//lzefnsk//rXwFrXEYiIOEZaWozd\n6ZH/LjfgJYVnrIyvmBKOc5wkjqPjDO24gBtlqHEilMl05BaUWOlVnDgL5G5QsAWCZkKXZ21egR9j\nMa50BLpwin1EcRtfsoY5zCSAgJrjftIZcZdKGKyQ1unhUJshRVoeclZwp7ruhNyYIWhqjPYYj3Xr\nCnn44UxeeimY+fObX6mLokhlpdDsd8VsFsnOLiUpKZ/k5HySkvLZty+HgABXvvjC0ePZwbXNdd0w\naO/ebCZNWsucObE89lg/FizYRkJCDtu332vTH25CQjYDB35R8/uAAe159tmbcHdXMWfOT6SnP1bn\n+FmzTtOtm5pnn21ayK8xJhTrmOkkZ7K66WBtKaUkc5JE9iByEi+KcEFPMMOJ5jFk1TLbhgLYEwo3\nnwGTDvb3g87Pklg22CYDUchxjvAqaiZhxMx+8pjArXTnUp1EktHM8CItATIJlSJMVsmJlEvoKpOi\nE6FAFCk0i2zRmzhvFjng03RVefXkf+rUKfz8/MjJyUGlUnHrrbfWGILCQoHRo1NQq6V8/XVXOnVq\nuonQM8+cZd26Ir77LozevVve5rWlmExmlixJYNGiP1mxYgKTJrW+NagDB23BlZDauGbx8lLj4+NM\nenoxGRnFZGaWEBzshqurbVIOBw+eAyAmxp+gIDdOnSpi2rT1+Pg4MWBA3VhDaamRP/4oZ8IE+1aM\ngiiyVzDxqXvzY/PAgwH0ZwD9OcBBkjmGmRRKyeQM6+nKXZYDZc6g8INz/4OygyCRgEs3wgMbpoOa\nMVHMCUo5RSlplJKOjovI6Mhp/uI83oxkXB3jALDDYGKKWs5HbkoOGc38pjex3WBiucmIiwS8JRJ8\npRJ6KqTcaUMGTrWcdWBgIPv27SMgIIDAwMA6KbJKpZRjxyrx91fg7Nz0OfPzBT799CKZmT0bdSdd\nbmQyKfff34uPPz7oCCw7+EfztzYQ3bv7cfjwPF5+OZ5hw1bzzjujeeSRvs3+0ZrNIs88s51Nm9I4\nc+ZxQkIuZSVptQLp6UWEh/vWPGYyicyalcHYsR7cdpt97SD3CmY6y6QEtzCN8RznCSMSH7qRTjw6\n1hPIYEs/aZkzxHwH+/tCyAIYeBLkLiigzq7BhIEjvEolF/ChJ+5EoieIXJIw48QFXJjOXXSiY4Pr\nZxjNdJVJkUgk9FHI6KO4PFW+crmcTp060aFDw6C/m5sMQeiL0SiiUDR9vzZsKCYuzqPNjENJiQ65\nXFpn0SGKIrNmbWTSpAgmTHAorjr459LWy58vgHFYpMKtqb8OBTYCGVW/fw+8ZuW4y5bFZDSamTHj\nR7KySvjpp+l4ezcvtPfQQ2dISdGyeXMEanXL89QFQWDuoeM4SyS836uHVZ96IUXIkeNRL87wLku5\nm+n44c3X/JtYoinhEAP5oFFtptqYMPAXL6DAhSCmc4zfyCUFdzpzAZDjzl3cibu1+AYWt9hsJzmT\nmnGL2Urt+EKXLl3IyLB89PYGqkeMOMn8+f7cfrv9fZzrxzzkcjlffnmMr746wb59ORiNZtq1c6kJ\nUldWChw8eI49e2Y7ZDEcXNNc6y6m/wIfAl82cczvwIQ2HkcNGzemcOpUIb//PrOmzWNTiKLIjh1l\nPPtskF3GASxulVytjpsVMqvVxmc5y1f8DwlSJjGZCCyrUhGRIopohx9SpHjgj4rulPM9RjTWg9b1\nKOAwRjTcyBtsZinedKALo9nIL0xkPKGENujtUJt8s0jAZXSj1C92s7djmtkssmDBWc6fNxAX1zqZ\n7Ppd3CIiInn++V1MmNCNDRvuQK2Wc+ZMCUlJF0lKyqe0VM933011GAcH/3ja2kDsBkKaOeaKOnFX\nrTrGww/faJNxAIsF/vbbrowencLgwW6EhtpXRB4qk5JhRek0nXTW8xWBXASk/MK3ZNGfIcJg0lPT\nKaQQXbgOg6KMInJxAzzoapNxANCQjSfdkSJDjRveBHOIYwxiIGGENft6I2BnH6Q2Q683M2PGaXJz\nBfbsabnkSXPI5VK++eZ2pkz5jmeeuYkOHTzo2tWbrl29mTjREZB2cP1wtev6RSy1FseAX4HGRZAu\nAxcuVLB7dxa3396yy8TGuvDss0HMnp2B2dxyV1d4eDiRzk6kyxV1tHsSSeJ71hBALkHk055C2pFD\nNgd4I/VNCnQFoBNJSk0imXgiuIl89uFP40KCtRExUU6mJV4BOONBMRc5RTqxWK8Oro8JbHBkXV40\nGhMff3yBZcvyyM6uW0NRUmJk7NgUjEaRbdsi7JI8qU+1FLhara75fG66qSNPPtmfO+/83iHB7eC6\n5WoHqQ8DHYBKIA74EbDapefll1+u+Xno0KEMHTq0xRfbvj2DkSO72JzlVJvHHw/giy/y2bOnnMGD\nbVu9V6NQKJgaewOvFmo5jJR+WNxHv7AZf3T4YUaGHClyAjFzmgxKceIIR/HEgx3sohsGVDgjcp6L\nHEBDDn7ciC+xKHDFhIFSUiniBEUkUsYpDJQhxxkvBnKeNHKEVJJTC/AhAlm4jOb0/9bqjJw1mfG7\nwpk6n39+kSefPAtAnz4uHDx4yQ01Y8ZpwsOd+PjjkMsmbFff7VVermfTpjT27s3h4MFcTpy4SK9e\ngZflWg4ctCXx8fHEx8dftvNdib/8EGATtrUoPYNFzqOo3uOXJUi9atVR4uMzWbVqUvMHW2H8+FTm\nzm1nd6rrr3ojc8r0bPZU01Mho4BC1rAad87hQwEy5BTgQh6e9BIG0y7VFxMmCsKLOKDYTxguaEjD\nCw88kCKhCD3ZKPFETzFKfAEftEgpQUclWuSoUOKCHCdOJuah0HViFCNwUbvQLjKKk0YzveVSXGsZ\nAa0o8lS5gZ0GE2s9VMRepswlWxFFkV27yigsNDJxoleNwN6OHaXMnXuGkydvQKVq/ebXZDKTl6ch\nJ6eM7OxSsrPL+P33LHbuPMNNN3Vk6tRIJk4Mx8vLvo6BDhxcba71IHVz+GPJcBKBvljeSH3jcM3g\n4iJFo7Hf3XCLSs5HbjCuRM9WLzVRch8eZD5r+ZZsUpEjw0QAM5hCgMLfInBSRT/6so3t5FKBAm8E\nBETUaJAgRYtIB1QEIOJCJRKKEahAjxwFLjjjggsBBNObWKRIKTSLTCnS4iKRkGY0EyaX0k8hJVYu\nZZnWSLhMwkFvJ9yvQp6/RCJh+PC6geeiIiMPP5zJ2293aLVxKC7W8tRTW/n66xN4ealp396dDh08\naN/ejYkTw/niiwkOo+DAAW1vIL4BhgC+QDbwEpccG8uBKcBDWGKhlcCdbTkYFxcF8fGZLF26jylT\nImnfvmWuIg8PObm5rdNjul0tRyfC8CIt5/ycUUvU3Me97GM/ZswMoD8yK15/D9yZwmSKGcZZsimg\ngHwK0OBNGcV44oMb/gTgjz/t8MUPV1xQ1PIjCeGX0jnf8u/EIIWMlR4q9KLIMaOZ/YKZPwQTDzrJ\nmeskt0lDqKWyGEePapgy5RT1N4Tt2ysZOdKDkSPdufFGV+RVkfFTp3SsW1fIqlUFTJjgaVV4ryX8\n8ksaDzzwM5MmRVBQsAA3t6artB04uJ65xvJTGuWyuJhMJjNbtpxm3bpkfvoplYgIX6ZOjWTWrJ6N\nSj7XZt++cqZNSyctLcbulFeAA4KJ2aV6En1tE8Ozh+Ym7niDiemlOuK9nAiX2/9eWqq8WlFhonPn\no6xc2YWoKMsqXRQtQnvbt5eyfXsZmZl6br7ZjexsAxcuCEyZ4s3Uqd4MHuxmt/BdcbGWJ5/cwh9/\nZLFy5QSGDfvH9Lxy4KBRrmstptZgMJjYvj2DDz88QIcO7nz2mW0dVCdOTGXYMHeeeML+oOWjZXq8\npBL+z45gua2cOHECvd6SAdTYxL1aK7Cw3MAbbkpmq23bMdTHHmnut98+x+HDGtautZ5me/GiQHx8\nGf7+Cm66ya1VwWiNxsCXXx7j9dd3M2lSBG+9NdKuJAUHDv6OOAxEK8nNLSMq6hPy8xc0aORijZ07\nS7njjnRyc2Nb1J2smgqzSFBBJak+TgS2Ufewb7RG7tp/mBCjgU4yCRHOToyJuYFucinOEks7QCeJ\nBLUEftWbuKdUz60qGd95trzGwx7l1YoKE6GhR9mzJ4qwsLZpTmgwmFi8+E+WLt3PTTd1ZOHCgQ30\ntRw4+Kfzdw9SX3Xy8yvx9FQ321FOFEW++66Ixx/P4v77/VAo7LvnagnEyKX8T2dkoQ2y5PZeo2O3\ncN7KyyTbJFIUGsZKrZEzJjNaEXRYMpV0IvhKJUxRy5hkZztQe9qAurrKcHeXodeb7bpmcxw9eoGZ\nM38kONidhIQ5dO1qvwyHAwfXM9e1gUhOzmfOnJ+YO7dXkwJ/hw9reOWVHE6d0rFxYzf69XO1+5py\niYQ1Hir6FGq5Qy2nUyt2EVpRZKPexC6DidFKGeNVMpQSCZNUMr5wUpEa1p0Xr6I7xWwWyc010L69\nso77qrTUyPnzAhERly9TKD9fww8/nGTdumSOHcvjnXdGcd99MY5mPQ4ctIKrXUl91Xj33b0MGbKK\nefN68Z//3Gz1mOPHKxk9+iQTJ6YxZIg7hw/3aJVxqKaTTMojzgr+VW6gMdeZKIos1hh4TyPwh8FE\nSa0K7kOCiTmletrnV7JKayRMJuHjSoGO+ZX8q1xPnllkmbuSTyoFjgtts0pvDr3ezNSppwgPP05k\n5HFefDGHHTtKKSy0xBdiYpxrMpVaw/ffJzNy5JeEhX3Irl2ZPPRQH7KynmDGjJ4O4+DAQSu5LncQ\nq1YdZcWKIxw8OLeO1Hd9jh+v5OBBDSkpMfj7t74lZm0WuCgYWazjvjI9K9xVqOpNZiLwbIVAL7mU\n9XpINJrxlkhoL5OQaRJ53FnOq65OBFXtQJ52gXSjmY+1AgOKdDzgLEcEytsodtMczz+fg14vUlTU\nm6NHNfzwQzGvvJLL0aMaVCopH38cclmu8+CDv/Duu6P56afpODsr0GoFDh06T//+7eu0jHXgwEHL\n+bsssS5bkDop6SJDh64mPn4GUVHtmj3+ySezOHaskt9+C7crKN0UlaLIjFI9F80i33uq6/SqBnhL\nYyDLJPKpuwqzKJJhEjllMjNYKcOlidXxWp2RDysFlruriL4Kk+SuXaXce+9pDh6MoLCwrpy32Sxi\nMjXf56E2TQXCfX3fJiXlEYxGM598cpBly/7C29sJrVbPtGn+TJ4cQZ8+MZel57UDB383HFlMLUCj\nMdC37woWLBjIzJk2itWZRCZPTsPHR8HKlZ0vu9vCLIo8VyHwg97IUjclsXIp/lIJEomELJOZGwu1\n5Pg5o2zlde3JNrKHkhIjMTEnWL68M+3b59RJgQ0PD7drDE2l0np6vkVcXBi//ZbO9OnRPP54P8LD\nffnmmx2sWvUXCQk5TJwYxeuvT6djx9bJgjtw8HejtQbiutqDP/LIZvr0CbLZOADIZBJee60Da9YU\nkJ9vvCzjEASBxMREy8Sn1XJ3Vhozz6TxVkklPQu1uF6spHtBJRNLdJiAPDsUZOtT3fNAp9PVTNKX\nm4SEcvr3T2LaNB/Gjm3ourucY9BqBZ5+eis6nZF165J45ZWhvP/+2JpOgD16+PP884O57bYI1qw5\nzjvv7G3V9Rw4uB65bmIQq1YdZf/+HA4enNui1+n1ZmbPzmDx4o60a3d5Vt21G9Rs2bKFDh06MEoC\n4/PPEh0djUYUyTKJlJlFwuRSfBrJsLpSu4LG0GrN/P57GVu2lLJlSwklJSY++KBTjRxG/R2DvUah\n/nn27s1m1qyNxMYGcPbskxw4kMt77+3j7bf/5NFH+zJuXDdWr87h88+30KdPMLt2/YshQ7pcnjft\nwMF1xHXhYmpp3KE2jz+eydmzBn74IeyyuZdqu0yys7Nr+jLbWols7TzNvdZeY3L6tEUCIzdXoLTU\nSFmZibIyE/n5Ro4c0RAb68KYMR6MGeNBr14uDdKFzf/f3p3HVVWtDRz/KQo4oaQCKpiaU+EQpIap\nhV1Tw7S6aYOvpA2apWV668269ZZp9zrkkFlmmRMlVtcytVJyQErBKGUyUSlBEQH1okAys98/1jlw\ngH0Oh+HAQZ/v58PHM+y9eVjgfs5ae69nFWskJl7m998vEBOTQnh4FFevFjBwYD/69u2At7cbvXu3\nIz+/iMOHkwkPV1+HDyfTqpUTgwd74ufnyeDBnvTu3Y7588P4/PNYVq26t8K6HlFRqSxfHsHOnSeZ\nNKkvL7xwOzfdJHMgxPVLrkFYYfz4L+ndux0LFtxdpf0SEnLx9Y0lKckHV9fa62zV1rrMlhJETXsX\nOTnFjBt3gri4HEaObM1NNznh4uJQ8uXq2oSBA1vg4mK+XZKSLtO372ratHHG29uNW25ph7e3Gy1b\nOnL8+AV+//0ix46l88cfGTg4NMLXtwODB3syeLAXfn6eZGbmER5+lvDwZCIikomLS2f8+FtYtSqA\ndjasYyXEtUIShBVCQxN57LGt/PrrVDp1sr6Ca2GhRteuUezc2ZP+/VtU+/vbiqUkUJ0aSUZFRRrj\nx5/C2bkxn39+k8VJhJZER6fy+OPbiI6ebnE744ptlZU6KSgosqocihBCkYvUVvD378KMGQOZOPFr\nCgutnzjWpEkjpk1z44MP0mwYX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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], - "metadata": {} + "source": [ + "#All galaxies\n", + "plt.ylim(0.5,3.5)\n", + "\n", + "highO3=np.where(np.log10(tbdata['L_O3'])>41)[1]\n", + "plt.plot(mass[highO3],uminr[highO3],'ko',ms=3,alpha=0.2)\n", + "\n", + "H, xedges, yedges = np.histogram2d(uminr,mass, range=[[0.5,3.5], [9,12.5]], bins=(70, 70))\n", + "extent = [yedges[0], yedges[-1], xedges[0], xedges[-1]]\n", + "levels = (1,5,10,20,30,40)\n", + "levels = (1,10,50,70,75,80,100,110,120,140)\n", + "cset = plt.contour(H, levels,extent=extent)\n", + "\n", + "plt.ylabel('Color (U-R)')\n", + "plt.xlabel('LOG(stellar mass)')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A) Now do the same as above, but only show spiral galaxies in the contour plot. Also, only overlay galaxies with high OIII luminosity that are also spirals." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### B) As above, but with elliptical galaxies." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CONCLUSION:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Galaxies with a high OIII luminosity are preferentially redder and more elliptical. High OIII luminosity is associated with the emission fromt he accretion disk around the central supermassive black hole. Bigger black holes, and thus more OIII luminosity, reside in galaxies that are themselves more massive. Because elliptical galaxies are typically more massive (and redder) than spiral galaxies this means that we expect the find more AGN signatures in elliptical galaxies than spirals." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" } - ] -} \ No newline at end of file + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/DataSciUF - Python II.ipynb b/DataSciUF - Python II.ipynb index a4b493d..aa56847 100644 --- a/DataSciUF - Python II.ipynb +++ b/DataSciUF - Python II.ipynb @@ -563,222 +563,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApAAAAHzCAYAAACXPS05AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VPWd//HXZGZIJjOZZpDwK+GHATegQgJZq9QUSBUK\n", - 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QSJK0b98+1dfXy+fzaenSpZo+ffq1fwcAAAC4roa8AjlnzhytWrVq0LLa2loVFxfr8ccf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\n6Ny5c7pw4YKeeeYZSVJTU5O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"text/plain": [ "" ] @@ -798,7 +583,7 @@ "plt = ggplot(aes(x = 'clump_thickness'), data = cancer_data) + \\\n", " geom_histogram(binwidth = 1, fill = 'steelblue') + \\\n", " geom_vline(xintercept = [cancer_data['clump_thickness'].mean()], linetype='dashed')\n", - "print plt" + "print(plt)" ] }, { @@ -875,918 +660,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAH+CAYAAABTHDBGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4FEX6x7/V3XMlk5sknAmnCTeIHHIYEJBDkEOQQxBY\n", - "PBbcVdGf166KuisrXivquiogoLiugoqoiAdywyJyE46EI8iVkISQY84+3t8fkwyZyTWTTJIJ1Od5\n", - "8kD3VFe/XVVd/dZbb73FiIjA4XA4HA6Hw/EZob4F4HA4HA6Hw2locAWKw+FwOBwOx0+4AsXhcDgc\n", - "DofjJ1yB4nA4HA6Hw/ETrkBxOBwOh8Ph+AlXoDgcDofD4XD8JCgVqJYtW+Kll16qt/sfOnQIvXr1\n", - "gslkQuvWrQEAZ8+exeDBg2E2myGKYr3JVhnlye0r9V3m1zqCIOA///lPrV8TKDZt2gRBEHDhwoU6\n", - "ud/AgQNx3333uY9nzpyJoUOH1jjf661dDxw4EPfff7/Huaeffhrx8fEQBAEfffRRnctU122prqnr\n", - 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8ffPmzTFq1Ki6EIfD4XA4HA6nRtSJAjVhwoQy53zdeJXD4XA4HA4n2AjKrVw4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SfiqMoqQnd9C3No4a2Ndzypp5/AX78WtMbftAFdX0/4JFzUdyDfOPd5fjZ5gkxfr72t+noppZho\nmdSnPRwya8Wdloc+UAsiNi/E0xzRMEgpLiuA2j5lGKihVUGHIYSgABKopUuXsmDBgja1Tw0NDTQ1\nNbXZr6SkBMsKPNxOhW67C7OhntjHH+I3NWIcPIA1fmLQYWX5hw+RWPMZunlySl1zEO+1l4jcc1/A\nkR3LNE3sTmb7Tuzfe3QhX63x9+3pdN98abkOC/l6hOOXYyHorBxHGSZlcYeG5kVlFTDcttq8lzvK\nLUYn0mxPe0wKmcwt6v2JYWfbNhOjYeoMk3LfY1AB9jfr6rWotSauNSGlsANIvvvrtVho+ks5niwC\nfbcbN26kuLiY4cOHs23btuz2Tz/9lHfeeafNvhdffDGXXnppX4fYIT+V5NBTT+AeqSN66hTKF12J\nUoqDLz1HatX74KTx1nzKkBtvY9Al84IOF4BUvImmdlMX2IaishtDoIMUD4dp/S7scCSw91BRUXHi\nncQJtS/HSuDWUIRXDx3B05px0TDfHD0Ms92N/8Y+iK2/fDqOdy2mfJ//b8c+9qTSWEpxWUUZN1TJ\nhLQdkc+0yEWgCdSuXbvYuHEjmzdvxnVdUqkUzz33HPPnz2fy5Mlt9i0pKaGurg7XDXa+XK01sV/+\nC97WPwEQX7eWxpqDROYtpGnt59l+UH5jI4ffWEZ62swgw83SoTBGVTXe7uaRg5EIetJp1BTggrjh\ncLjT/nDWhZfivvYSuv4IalA55kWX9vl7sCyLioqKQK9HT2teakpS4/qMs03mF4ePadY7XjkWguOV\n40xgZkVRtq9X7aFDwQRJYZdjV67FpxrirE8c/dnxak0dk700VVbf9R0s5DKEwvhMd0V/KceTRaAJ\n1Pz585k/fz4A27dvZ+XKldxwww0AlJWVHbN/TU1N4BNA6sZGvIMHjm5wHJzNGzEvupT2XVm11oHH\n21rRvd9FL32FZP0R1KlTMM6eW1DxtbAsq9O41MwzCI89Bf/gAYyqatSg8sDeg+u6gZ37PxuTrHcy\no8S+TLvUui43FLdtxjpeORaSIMuxK/pDOR6vDOvctutxNmnN/lSaCt13X//9oQxBrkWRm5OrwbI3\nhEPQbtSXMk1UKIw1cTLp1Z+C50K0COuMMwMKsmNGcQmV9/2gIBLRnjAGlWMMKg86jMC4WrPHOzoO\nzQW2OifvhJri+E6xDDY7frbpe7ABo/qw9kmIgapgEqhx48Yxbty4oMM4IRUKY515Du6q9yAezywk\nvPAKAEruuJumUWNx9+7CnDgZ67SpAUcrBhqtNUpr2t/+ZBkz0ZnLIjZxH7a4HqZSXBG1KZULRoge\nK5gEqj8JzVuINeN0/LpazJGjUCWlQGZ4tTnrDNw1n+J8tR7ntSXYcy/AvuCSYAMWA0L61SV4X60D\n4OZJU3n8wgXEmofYz4v07cgcHY+Rev4ZdGMjxuAhhK67ucMljkTwlFJcXSx/GyF6myRQ3WRUVUM4\nTOr3j6Ebm1BFRdh33UN66Sv427Zk93Peewtz2kyMChn1UijWplzeSbmgNWeFbc6NFP7HwP3ic9yP\nVkE604F0ZOOH/Pm4seyePIMxlsHgPh5in3ri1/jbtwLg7dxOykkT+do3+zQGIYQIUuHfOQpY+ukn\n8Ldnpl/Qh6Hpif9Et5/dOxZDHzkCkkAVhD2ux3PxdHZR3oOJNIMMmBIq7I+Ct31rNnkCIJ2ibOcO\nTp95Rp/Hoj0PfaSu7bYAR8kJIUQQCm9muH5Ex2JtHzc1oUaObtPJXFVUYFRX93VoohPr0l42eQKI\naViT9jp/QYEwJ5wKkVYL2UYiGBMmBROMYUD75rpQ4U7uJ0RQXK15MZbmV41JlifSaJ2PRYdEUAr7\nZ3eBU8XF6JrWj0sIzVtIOpXE37kdZVrYi65EFRXmungnoyrTwIbsiCQDqDLz06E25msOej4VpqLc\n6NlvFWvqdPzzL8ZbtwYAc/osrCnTeiPMnCmlsBdeifPqEnQ8jiopIXTVDYHEIkQhe6wpxZfNI2Q3\nOj4Nvj5muhHRf0kC1QOhm+/INOPFmlDRIkq+9g0cwyB81fVBhzYg+FpzxM8sP1HSS6OGTg+ZfOWY\nbHQytU5jLINL8tABe7Pj8UwsRZ0PJUpxedTi/B6eJzRvIcxb2EsR9ow1ZTrmhFPRTY2oskGok2wJ\nByFOxNWafd7RGicX2ObKdCMDiXzr9YBRMZjI/X+WfWxFoziJRIARDRwprfmPxhQHPB8TmBUyub4X\nfrkppbijJEyTr/GBUpWfhXlfjac53Pxd2aA17yRd5oYtjAG0CLAKhVCDhwQdhhAFyeDYPjLSZ2Zg\nkb+nKEgvxdNsdX1iGho0fJzy2OX0Xl+lEkNRZqi8JE+Q+bXZ5rE+dpsQYuAylGJu2KKk+Sum3FBc\n3sfTjYj8khooUZAa/badLZPAYV8zOphwcjbaNNjnebRU2FeaitAAqn0SQpzYZVGb6SGT/Z7PGMvo\ncV9IUVgkgRIFaYptstnxSTY/HmzAeLv/LD9xU3GIIsNhj+szyFBcLxMZCnFSqjINqvp4njbRNySB\nEgXp3IhNQsN6x8MArojalPWj5ScMpbiqSJImIYQYqCSBEgXr0qjNpVHpMyCEEKLwSL2iEEIIIUSO\nJIESQgghhMiRJFBCCCGEEDmSBEoIIYQQIkeSQAkhhBBC5EgSKCGEEEKIHEkCNYDpZAIdjwUdhuim\nOs9nfdrlsCcLkAohRKGReaAGIK016eeext+8Ea01xpixhG+/O+iwRA5Wp1yWxB3qtaZUwYKozfmy\njpYQQhQMqYEagLz1X+CtWY1uqIfGBvyv1uO8/07QYYkcvJnMJE8AjRreTbporU/wKiGEEH1FEqgB\nyN+/F1yn1QYffWB/cAGJnHm6/WONpE9CCFE4JIEagMwp06Ck9OiGaBHm9JnBBSRyNsYyaFk6WQEj\nLQND9Z+1AIUQYqCTPlADkDlyNKErr8VZtQK0xjp9NtZp04IOqw2tNUkNYUVBJQZaa5w3luJt/RPK\nsrCvvA6zelifx3FLcYhyw2GP51NpGFxZJP2fhBCikEgCNUBZs2ZjzZoddBgdqvd8/rMpTYPvE1KK\nK6M2M8OFcSk677yB+95b4DhoIP37x4h89wFUJNKncRhKsago1KfnFEII0XWFcdfqh7Tvk37tJfTe\n3RCJErr6ehqffRJn316UbWNffQPmyFFBh1mQno6n2dUyNF9rXk44TA2ZWK1qopJas8PxKDYMRll9\n19Lsb9sCztH+Y/rwIfyD+zHHjOuzGIQQQhQ+SaC6Kf3yC3gfrQQ/kwgkN36Z/b8G0s88QeQHP0bZ\n0vTSXtxv2x06qTVxDWXN+VOd6/HP9UkO+poQMCNkckdJuE9iU9GithuiRajSsj45txBCiP5DOpF3\nk79nVzZhymxoO9mhbmxE19f1cVT9Q6XZ9rIrVYqSVt2gnq2Pc8DPjDpLAV+kPfa4fTOZZOiaGzBG\njoaiIigbhHXu+RgVg/vk3EIIIfoPqYHqJhUKHX9YeZHUXHTm5uIQvk5z0PeJKMXNRXabjuROu/mO\nHCDu+/RFvq+Kiln69fvYfaiWVDjCxEFlXJP3swohhOhvJIHqJvuaG0n9+88h3nTsk4OHEFpwBSrc\ntx2P+4uQUtxV2nmT3JxomD+lHRLNeVS1oRhjm53u35s+TbmsciA9KFPrVJNyOcUymFEgndyFEEIU\nBrkrdJNZWYUaOgS9s10CVVZO9Mf/A1VAQ/P7m3OKwzhOms/TLiEU1xaHCPdReW5zPdKtHqeAba7P\njL7pgiWEEKKfkASqB1Rp2THNeMaUqZI89YI5YYs5YQtf6z6dJ2qyZfJZyiPZ/DgKnGpLV0EhhBBt\n9ZsEKplMYts2llUYIfv19cQ3bzpme9HZ5xCORgOI6MSUUsTjcWzbxjRNdDyGskOoUH7mG0r4Pn+o\nj9Pk+UyN2FxS0rVyMQyDbcrkj/VxUlpTYRrcN7iUEjP/iczZUThoxFidSAOKM6MhzihrOzKvdTkW\nyvXYEcMwiBbotQhSjr1ByrB3SDn2jpOt8kDpfrRCaU1NDU6rOXqClPz9Y/jr1h6zXVUMJnzfDzHK\nBgUQ1fHZtk1lZSUH9+ym8eF/QR8+BKEQ1tlzCV16ea+ey9eaf21IsaN5vqcQMD9qMT964mTNjkT4\nX/vrqGk13cE02+BbpYXRp6ylHAvpeuxINBolkUgEHUanpBx7Tsqwd0g59o6WcjxZSNtEd6XTHW7W\ndbU4S1/p42By0/Tzn6J374REHOqP4K54G/9QTa+eo9bX1LSa2iENbHC6NhVBk69JtsvrG/3CzfM9\nrflDU4p/rk/wy4Ykh1wv6JCEEELkmSRQ3WSeOgVCHfcs1q7bx9F0nVt/BP/ggbYbEwn8utpePU9E\nqWPah7s6jq7UUBS1qwoebBRu1fAL8TQfpD12eJpNrs+vm9J4/adiV/SidxMOP61P8NP6BCsSJ67J\nOOB6fJh02dfHSfc+1+PpphTPx9LHTGwrhOiawm3sLXD2eRcCGver9ZnanFQKAFVWhn3eBcEGdxx+\nIgHtcxHLwhw+slfPU2Io5oQtPki5JDQMNRRXd3FBXFMpvlYS4tlYmrSGIabilj6aibw79rp+m8EE\n9VpzxNcMMY8WtKc1byYdajzNTNtkukyLMOBsdFyWJR3izRdDbdKh2jKY1MkUHKuSDq8lHJo0lCiY\nH7G5KJr/lQv2uh6PNqY40hznFtfjh2WRPhvpKsRAId/iPWCfdxH2eRehY02kl72K6bmos88r6HXT\n7Moq1PAR6F07MxuUwjjjTFRJSa+f6+qiEGeFLeo8nzGWSXEOtUijLJMHBhVuZ8nWIoYC72gKFYE2\n71Vrza+bU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ZlkW1wcsSV5Ev2e1ED1QPiq6/FmzUYfPoQxfiKh6mHYV16H8/pLkE6jyisI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\n1MlEJomKxTDGjcO+eH6b/Toqx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"text/plain": [ "" ] @@ -1808,7 +682,7 @@ " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " ylab(\"Amount of Bare Nuclei\") + \\\n", " xlab(\"Uniformity in Cell shape\")\n", - "print plt" + "print(plt)" ] }, { @@ -1829,579 +703,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAsMAAAJCCAYAAAAlYMo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0VPX9//HXTHaWkAyESFgCRAgCKosiCjVQQUWxIOAX\n", - "paC4BMXWWLSIUhWXikaq1eAeECi01oWK1iUubAoqpQiKbAlhlRQEEvZAEvL5/cFvhkw2JiHJncl9\n", - "Ps7Jgbn35s577rxz85pP7uIwxhgBAAAANuS0ugAAAADAKoRhAAAA2BZhGAAAALZFGAYAAIBtEYYB\n", - "AABgW4RhAAAA2BZhGGW0bdtWTz31lGXPv3btWvXq1UsRERFq3769JGnnzp264oor1KhRIwUFBVlW\n", - "W2XKq9tXVm/z+s7pdOof//hHrX9PTVmyZImcTqdycnLq5Pn69eun5ORkz+OxY8dq4MCBZ71eu/V1\n", - "v379NG7cOK9pDz30kGJjY+V0OvW3v/2tzmuq616qa3XdY2d6j+fMmaPHHntMHTp0qPVatm3bJqfT\n", - "qW+++abWn6u+IwzbiNPprPTLHeAcDoccDkeNP7/7B7e8r+eff96z3AMPPKCoqCht2rRJK1eulCRN\n", - 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AAADYFmEYAAAAtkUYBgAAgG0RhgEAAGBbhGEAAADYFmEYAAAAtkUYBgAAgG0R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"text/plain": [ "" ] @@ -2422,7 +724,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('class')\n", - "print plt" + "print(plt)" ] }, { @@ -2441,1329 +743,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAtAAAAJCCAYAAADp+fDUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8U3X3xz/3ZjQp3dAWSqFQRit7g4AUZCOyxB+ITGVY\n", - "fETBBYoyFB4QRRnyyBIQFBkKggIiUEZBEcumBcqqWGihpbS0TZsm+f7+qAlJM5qkWc0979erL8i9\n", - "33E+957cnNx87zkcY4yBIAiCIAiCIAir4N1tAEEQBEEQBEFUJiiAJgiCIAiCIAgboACaIAiCIAiC\n", - "IGyAAmiCIAiCIAiCsAEKoAmCIAiCIAjCBiiAJgiCIAiCIAgboACaMKJOnTqYN2+e2+a/cOEC2rVr\n", - "B7lcjujoaADA7du30b17d/j5+UEkErnNNkuYstta3H3MvR2e5/Hdd985vY+jOHz4MHiex507d1wy\n", - "X9euXTFhwgTd67Fjx6Jnz54VHldoft21a1dMnDjRYNuMGTMQHh4OnufxzTffuNwmV/uSq3G1j5V3\n", - "jjds2IDZs2ejQYMGTrfl1q1b4HkeJ06ccPpchDEUQAsInuct/mmDPo7jwHGcw+fXvtlN/S1evFjX\n", - 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EQRAEQRAEYQMUQBMEQRAEQRCEDVAATRAEQRAEQRA2QAE0QRAEQRAEQdgABdAE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\n+tC5dm4fZ47vqf7h7PE98Ti5Ynwh6vbU4+Ts8T3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f3T+n2Xukjy82BDAUxXENE4lxAvkQ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Axy3HHH5W2ATmPDhg28/fbbuN1umpqacLlceDyeikxOXk5J2T8OR7nzk09JJH0aTvBX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\nJZcU+7nONlJAp8GePXtYs2YNV111FQDr1q1D0zTmzp2b0hXofB4iIA34B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q4q82A6zpA+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"text/plain": [ "" ] @@ -3784,7 +764,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('clump_thickness', 'marginal_adhesion')\n", - "print plt" + "print(plt)" ] }, { @@ -3980,21 +960,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/DataSciUF Python I - Instructor.ipynb b/DataSciUF Python I - Instructor.ipynb index 28a4222..10fa72c 100644 --- a/DataSciUF Python I - Instructor.ipynb +++ b/DataSciUF Python I - Instructor.ipynb @@ -36,9 +36,9 @@ "# This is a comment\n", "\n", "if (3 < 2):\n", - " print \"True\" # Another Comment. This print syntax only works in Python 2, not 3\n", + " print(\"True\") # Another Comment. This print syntax only works in Python 2, not 3\n", "else:\n", - " print \"False\"" + " print(\"False\")" ] }, { @@ -66,8 +66,8 @@ ], "source": [ "if (1 == 1):\n", - " print \"We're in \"\n", - " print \"Deep Trouble:\"" + " print(\"We're in \")\n", + " print(\"Deep Trouble:\")" ] }, { @@ -88,8 +88,8 @@ ], "source": [ "if (0 > -1):\n", - " print \"This works \"\n", - " print \"just fine.\"" + " print(\"This works \")\n", + " print(\"just fine.\")" ] }, { @@ -123,7 +123,7 @@ ], "source": [ "a = 1\n", - "print type(a) # Built in function" + "print(type(a)) # Built in function" ] }, { @@ -143,7 +143,7 @@ ], "source": [ "b = 2.5 \n", - "print type(b)" + "print(type(b))" ] }, { @@ -173,8 +173,8 @@ "c1 = \"Go \"\n", "c2 = 'Gators'\n", "c3 = c1 + c2\n", - "print c3\n", - "print type(c3)" + "print(c3)\n", + "print(type(c3))" ] }, { @@ -201,7 +201,7 @@ } ], "source": [ - "print \"b used to be\", b # Prints arguments with a space separator \n", + "print(\"b used to be\", b) # Prints arguments with a space separator \n", "\n", "# Our first function declaration\n", "def sum():\n", @@ -211,7 +211,7 @@ "sum() # calling sum\n", "\n", "# using this syntax, the arguments can be of any type that supports a string representation. No casting needed.\n", - "print \"Now b is\", b " + "print(\"Now b is\", b) " ] }, { @@ -246,7 +246,7 @@ "source": [ "# To use Math, we must import it\n", "import math\n", - "print cos(0)" + "print(cos(0))" ] }, { @@ -272,7 +272,7 @@ } ], "source": [ - "print math.cos(0)" + "print(math.cos(0))" ] }, { @@ -299,7 +299,7 @@ ], "source": [ "from math import cos\n", - "print cos(math.pi) # we only imported cos, not the pi constant" + "print(cos(math.pi)) # we only imported cos, not the pi constant" ] }, { @@ -328,7 +328,7 @@ ], "source": [ "from math import *\n", - "print sin(pi/2) # now we don't have to make a call to math" + "print(sin(pi/2)) # now we don't have to make a call to math" ] }, { @@ -359,7 +359,7 @@ ], "source": [ "mystring = \"Go Gators, Come on Gators, Get up and go!\"\n", - "print mystring[11:25]" + "print(mystring[11:25])" ] }, { @@ -387,7 +387,7 @@ } ], "source": [ - "print mystring[:9] # all characters before the 9th index" + "print(mystring[:9]) # all characters before the 9th index" ] }, { @@ -406,7 +406,7 @@ } ], "source": [ - "print mystring[27:] # all characters at or after the 27th" + "print(mystring[27:]) # all characters at or after the 27th" ] }, { @@ -425,7 +425,7 @@ } ], "source": [ - "print mystring[:] # you can even omit both arguments" + "print(mystring[:]) # you can even omit both arguments" ] }, { @@ -451,7 +451,7 @@ } ], "source": [ - "print mystring[-3:-1]" + "print(mystring[-3:-1])" ] }, { @@ -479,7 +479,7 @@ } ], "source": [ - "print mystring.find(\"Gators\") # returns the index of the first occurence of Gators" + "print(mystring.find(\"Gators\")) # returns the index of the first occurence of Gators" ] }, { @@ -498,7 +498,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -517,7 +517,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4, 19) # specify both begin and end indexes to search" + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" ] }, { @@ -543,7 +543,7 @@ } ], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -570,8 +570,8 @@ } ], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -597,7 +597,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -616,7 +616,7 @@ } ], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -642,7 +642,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -668,7 +668,7 @@ } ], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -687,7 +687,7 @@ } ], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -715,7 +715,7 @@ } ], "source": [ - "print ' '.join([\"Go\", \"Gators\"])" + "print(' '.join([\"Go\", \"Gators\"]))" ] }, { @@ -755,7 +755,7 @@ ], "source": [ "mylist = [1, 2, 3, 4, 'five']\n", - "print mylist" + "print(mylist)" ] }, { @@ -775,7 +775,7 @@ ], "source": [ "mylist.append(6.0) # add an item to the end of the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -795,7 +795,7 @@ ], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -815,7 +815,7 @@ ], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist" + "print(mylist)" ] }, { @@ -835,7 +835,7 @@ ], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -856,8 +856,8 @@ ], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -878,8 +878,8 @@ ], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -898,7 +898,7 @@ } ], "source": [ - "print len(mylist) # returns the length of any iterable such as lists and strings" + "print(len(mylist)) # returns the length of any iterable such as lists and strings" ] }, { @@ -917,8 +917,8 @@ } ], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -939,7 +939,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -959,7 +959,7 @@ ], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -1003,8 +1003,8 @@ ], "source": [ "mytuple = 'Tim', 'Tebow', 15 # Created with commas\n", - "print mytuple\n", - "print type(mytuple)" + "print(mytuple)\n", + "print(type(mytuple))" ] }, { @@ -1023,7 +1023,7 @@ } ], "source": [ - "print mytuple[1] # access an item" + "print(mytuple[1]) # access an item" ] }, { @@ -1075,7 +1075,7 @@ "source": [ "schools = ['Florida', 'Florida State', 'Miami', 'Florida']\n", "myset = set(schools) # the set is built from the schools list\n", - "print myset" + "print(myset)" ] }, { @@ -1094,7 +1094,7 @@ } ], "source": [ - "print 'Georgia' in myset # membership test" + "print('Georgia' in myset) # membership test" ] }, { @@ -1113,7 +1113,7 @@ } ], "source": [ - "print 'Florida' in myset" + "print('Florida' in myset)" ] }, { @@ -1133,7 +1133,7 @@ ], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -1152,7 +1152,7 @@ } ], "source": [ - "print myset & badschools # AND" + "print(myset & badschools) # AND" ] }, { @@ -1171,7 +1171,7 @@ } ], "source": [ - "print myset | set(['Miami', 'Stetson']) # OR" + "print(myset | set(['Miami', 'Stetson'])) # OR" ] }, { @@ -1190,7 +1190,7 @@ } ], "source": [ - "print myset ^ set(['Miami', 'Stetson']) # XOR" + "print(myset ^ set(['Miami', 'Stetson'])) # XOR" ] }, { @@ -1220,7 +1220,7 @@ ], "source": [ "mydict = {'Florida' : 1, 'Georgia' : 2, 'Tennessee' : 3}\n", - "print mydict" + "print(mydict)" ] }, { @@ -1239,7 +1239,7 @@ } ], "source": [ - "print mydict['Florida'] # access the value with key = 'Florida'" + "print(mydict['Florida']) # access the value with key = 'Florida'" ] }, { @@ -1259,7 +1259,7 @@ ], "source": [ "del mydict['Tennessee'] # funky syntax to delete a key, value pair\n", - "print mydict" + "print(mydict)" ] }, { @@ -1279,7 +1279,7 @@ ], "source": [ "mydict['Georgia'] = 7 # assignment\n", - "print mydict" + "print(mydict)" ] }, { @@ -1299,7 +1299,7 @@ ], "source": [ "mydict['Kentucky'] = 6 # you can append a new key\n", - "print mydict" + "print(mydict)" ] }, { @@ -1318,7 +1318,7 @@ } ], "source": [ - "print mydict.keys() # get a list of keys" + "print(list(mydict.keys())) # get a list of keys" ] }, { @@ -1347,7 +1347,7 @@ "source": [ "a = 2; b = 1;\n", "\n", - "if a > b: print \"a is greater than b\"" + "if a > b: print(\"a is greater than b\")" ] }, { @@ -1367,9 +1367,9 @@ ], "source": [ "if b > a:\n", - " print \"b is greater than a\"\n", + " print(\"b is greater than a\")\n", "else:\n", - " print \"b is less than or equal to a\"" + " print(\"b is less than or equal to a\")" ] }, { @@ -1391,11 +1391,11 @@ "b = 2\n", "\n", "if a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", "elif a < b:\n", - " print \"a is less than b\"\n", + " print(\"a is less than b\")\n", "else:\n", - " print \"a is equal to b\"" + " print(\"a is equal to b\")" ] }, { @@ -1434,7 +1434,7 @@ ], "source": [ "for x in range(10): # with one argument, range produces integers from 0 to 9\n", - " print x" + " print(x)" ] }, { @@ -1460,7 +1460,7 @@ ], "source": [ "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", - " print y" + " print(y)" ] }, { @@ -1483,7 +1483,7 @@ ], "source": [ "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", - " print z" + " print(z)" ] }, { @@ -1504,7 +1504,7 @@ ], "source": [ "for a in range(10, 1, -5): # can use a negative step size as well\n", - " print a" + " print(a)" ] }, { @@ -1516,7 +1516,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -1528,7 +1528,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1557,7 +1557,7 @@ ], "source": [ "for i in ['foo', 'bar']: # iterate over a list of strings\n", - " print i" + " print(i)" ] }, { @@ -1580,8 +1580,8 @@ "source": [ "anotherdict = {'one' : 1, 'two' : 2, 'three' : 3}\n", "\n", - "for key in anotherdict.keys(): # iterate over a dictionary. Order is not guaranteed\n", - " print key, anotherdict[key]" + "for key in list(anotherdict.keys()): # iterate over a dictionary. Order is not guaranteed\n", + " print(key, anotherdict[key])" ] }, { @@ -1612,7 +1612,7 @@ "a = 1; b = 4; c = 7; d = 5;\n", "\n", "while (a < b) and (c > d): # example of and condition\n", - " print c - a\n", + " print(c - a)\n", " a += 1 # example of incrementing\n", " c -= 1 # decrementing" ] @@ -1647,7 +1647,7 @@ "\n", "while True: # short circuit the while condition\n", " a *= 2\n", - " print a\n", + " print(a)\n", " if a > b:\n", " break" ] @@ -1681,7 +1681,7 @@ ], "source": [ "def hello():\n", - " print \"Hello there!\"\n", + " print(\"Hello there!\")\n", " \n", "hello()" ] @@ -1703,7 +1703,7 @@ ], "source": [ "def player(name, number): # use some arguments\n", - " print \"#\" + str(number), name # cast number to a string when concatenating\n", + " print(\"#\" + str(number), name) # cast number to a string when concatenating\n", " \n", "player(\"Kasey Hill\", 0)" ] @@ -1732,7 +1732,7 @@ ], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1840,7 +1840,7 @@ "source": [ "def foo(*args): \n", " for someFoo in args:\n", - " print someFoo\n", + " print(someFoo)\n", " \n", "foo('la', 'dee', 'da') # supports an arbitrary number of arguments" ] @@ -1899,8 +1899,8 @@ ], "source": [ "def foo(**kwargs):\n", - " for key in kwargs.keys():\n", - " print key, kwargs[key]\n", + " for key in list(kwargs.keys()):\n", + " print(key, kwargs[key])\n", " \n", "foo(**kwargs)" ] @@ -1932,7 +1932,7 @@ "def sum(x,y):\n", " return x + y # return a single value\n", "\n", - "print sum(1,2)" + "print(sum(1,2))" ] }, { @@ -1955,7 +1955,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -3784,260 +3784,7 @@ "outputs": [ { "data": { - "image/png": [ - 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ekHQ0wz//+c+aPn16q/J17BnHY7+WsLa2Vps3b1afPn2cWt23gjFGL730kjIy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\nze1LFRUVJiUlxfztb38zlZW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"text/plain": [ "" ] @@ -4059,7 +3806,7 @@ "\n", "# using print gets the plot to show up here within the notebook. \n", "# In normal Python environment without using print, the plot appears in a window\n", - "print plt" + "print(plt)" ] }, { @@ -4083,273 +3830,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAo4AAAHzCAYAAACuWpxiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPW9x/HPJBNCSGayQAghmLBEAUtRCCJYZFMpeqmg\n", - "QisqgrVQ14q497pg26tWDdrbe68Wi1BERKF1w426gFAKWkCQHbWsAY0SspNMkt/9g4d5GJgkh+Qc\n", - "ZnJ8v57HRzJn5pzvfM/JzCdzZubrMcYYAQAAAI2IiXQBAAAAaBkIjgAAALCE4AgAAABLCI4AAACw\n", - "hOAIAAAASwiOAAAAsMTb0MLi4mK9+uqrKi8vlyTl5eVpwIAB+uijj7R27VolJiZKki644AKdfvrp\n", - "zlcLAACAiPE09D2OpaWlKisrU2ZmpqqqqjRz5kxdeeWV2rRpk1q1aqXzzjvvVNYKAACACGrwFUef\n", - "zyefzydJio+PV7t27VRSUnJKCgMAAEB0aTA4HquoqEgHDhxQp06dtGfPHq1evVrr169Xx44dNWLE\n", - "CCUkJKikpERlZWUht0tKSpLf77e9cAAAAJxaDZ6qPqqqqkpz5szR4MGD1bNnT5WVlQXf3/jhhx+q\n", - 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Wx+NRRUWF4uLi5PW2jF0ZExMTtf08Hv11VkvrL711Fv11Fv11TkvrbXNF/x6JApWVlZEu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\ntsG6j3fnnXeaW265Jeyyzp0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"text/plain": [ "" ] @@ -4369,7 +3850,7 @@ "plt = ggplot(aes(x = 'Number of new reported cases of human African trypanosomiasis (T.b. rhodesiense)'), data = health_data) + \\\n", " geom_histogram(binwidth = 10, fill = 'steelblue') + \\\n", " geom_vline(xintercept = [health_data['Number of new reported cases of human African trypanosomiasis (T.b. rhodesiense)'].mean()], linetype='dashed')\n", - "print plt" + "print(plt)" ] }, { @@ -4390,409 +3871,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAsgAAAHzCAYAAAA9/uuFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8VPWd//H3STKESTLTZCBYCaAkJAEtotCHmIpcLHaN\n", - "eGtD3G0F6m1YlW6sly6rtRf10Quut2K1XdIqRby0EAiKNupiDUStdQViKUsSIheRKJAEMuQ+yfz+\n", - "4JfZGbl4kHznAq/n49FHyZmc42fe5AFvv37nHCsQCAQEAAAAQJKUEO0BAAAAgFhCQQYAAABCUJAB\n", - "AACAEBRkAAAAIAQFGQAAAAhBQQYAAABCJEV7gD7t7e168cUXtXfvXknS1VdfLY/Ho+XLl2v//v1K\n", - "T09XcXGxnE6nJGndunXasGGDLMtSYWGhRo0aJUnavXu3ysvL5ff7lZubq8LCQkmS3+/XypUr1dDQ\n", 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adr7pL3/5ixoaGpSSkiLp0ArsH/7wB51++un9NkhCQoJuueUWdXR06Jlnngmu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\noqSkBAAwcuRI+Pv7uy9fecQVFxdLSUmJZGRkSEF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"text/plain": [ "" ] @@ -4811,7 +3890,7 @@ "source": [ "plt = ggplot(aes(x = 'Measles - number of reported cases', y = 'Mumps - number of reported cases'), data = health_data) + \\\n", " geom_point()\n", - "print plt" + "print(plt)" ] }, { @@ -4830,673 +3909,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAnMAAAHzCAYAAABL6JtLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8VPWd//HXOTOTmdyGBBLKNRAuAQwYWEHxUgWKVkWs\n", - "gEoRsGjwglhxtxd313aRqtvuumV9VOm2cavITy2uggqiqFwEUeodbFRAuSRKEBII5D63c35/REYj\n", - "t0nIZGaS9/Px8CHznXPOvEM45MP3+z3fr2Hbto2IiIiIJCQz1gFEREREpOVUzImIiIgkMBVzIiIi\n", - "IglMxZyIiIhIAlMxJyIiIpLAVMyJiIiIJDBnW3zI888/z2effUZqaiq33XYbAHV1dTz77LMcPnyY\n", - "jIwMrrnmGpKTkwF44403+PDDDzEMg8suu4wBAwYAUFZWxvPPP08wGGTgwIFcdtllbRFfREREJG61\n", - "Sc/ciBEjmDFjRpO2TZs20a9fP+644w769evHpk2bADhw4ADFxcXMnTuXGTNmsGrVKo4uhffiiy9y\n", - "5ZVXcscdd3Dw4EE+++yztogvIiIiErfapJjr06cPHo+nSdv27dsZPnw4AAUFBWzbti3cPmzYMBwO\n", - 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RrF69Ovz+2rVrGTx4MKmpqYwbN47S0tLwe+vXr2fs2LFkZGSQm5t7zLX37NnD2LFjSU1N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"text/plain": [ "" ] @@ -5515,7 +3928,7 @@ "source": [ "plt = ggplot(aes(x = 'Measles - number of reported cases', y = 'Mumps - number of reported cases', color = 'Year'), data = health_data) + \\\n", " geom_point() + xlim(-100,1000) + ylim(-100, 1000)\n", - "print plt" + "print(plt)" ] }, { @@ -5537,700 +3950,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAnMAAAH+CAYAAAD3doiVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdcFHf6B/DPzO6yyy4sIEWwUAxgAUVjiSUqEFskUUFj\n", - "NxLLJZpcNN3LxVMucnc5LyYmkmIusSYxv4jtNJIExBa9iyZKBAsKKCpKAFE6257fH4SJK21BdHf1\n", - "eb9evF7MzHe+80zbfXbmO98RiIjAGGOMMcbskmjtABhjjDHGWMtxMscYY4wxZsc4mWOMMcYYs2Oc\n", - "zDHGGGOM2TFO5hhjjDHG7Bgnc4wxxhhjdoyTOQstXboUQUFBrVKXKIr44osvWqUuS1kS/969eyGK\n", - "IvLy8m5rWbGxsRg+fPht1cHunPPnz0MURRw6dMjaobSYv78/4uPjrR0Ga4G9e/ciNDQUDg4OiIyM\n", - "tHY4jN0T7vlkLjY2FqIoQhRFyOVytGvXDk888QTOnj3b7LoEQWhW+WHDhuGpp56qM/7q1asYP358\n", - 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yMhKXLl1Cu3btrB0OY3ZLFEVs3LixwdvrjDF2O+5Km7levXph+vTpZuMOHjyI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"text/plain": [ "" ] @@ -6252,7 +3972,7 @@ " ggtitle(\"Relationship between Measles and Mumps cases from 2009 to 2014\") + \\\n", " xlab(\"Measles\") + \\\n", " ylab(\"Mumps\")\n", - "print plt" + "print(plt)" ] }, { @@ -6283,21 +4003,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/DataSciUF Python I.ipynb b/DataSciUF Python I.ipynb index 2850a73..371db0b 100755 --- a/DataSciUF Python I.ipynb +++ b/DataSciUF Python I.ipynb @@ -1661,21 +1661,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/DataSciUF Python II - Instructor.ipynb b/DataSciUF Python II - Instructor.ipynb index 22044eb..270ab5b 100644 --- a/DataSciUF Python II - Instructor.ipynb +++ b/DataSciUF Python II - Instructor.ipynb @@ -959,209 +959,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApAAAAHzCAYAAACXPS05AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtwVOd9//HP3pBWe4kWI3GRQFjIXbANklAdW7EiodgQ\n", - "sJmY2uCmLg7xUGdiSFyaTDP9x4x7/aOJcaYzbh06BCZxkqklbLDr2GambYRk7DoVQoRkUIRBGEtQ\n", - "5EhoV6sLq8vvD8r+UMAyj3bhHA7v1wwz6Ow55/muv35WH84jneMaHx8fFwAAAHCV3FYXAAAAgBsL\n", - 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UUjweVyAQkCSFQiH19fWl9ovFYgqHw5KkiooKRaPRCecJBoPq7e3VyMhIOvXjGqE39kRf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\nwx/+UB988EFa4/785z/XO++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"text/plain": [ "" ] @@ -1183,7 +981,7 @@ "\n", "# using print gets the plot to show up here within the notebook. \n", "# In normal Python environment without using print, the plot appears in a window\n", - "print plt" + "print(plt)" ] }, { @@ -1207,222 +1005,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApAAAAHzCAYAAACXPS05AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VPWd//HXZGZIJjOZZpDwK+GHATegQgJZq9QUSBUK\n", - "yqmsgttaLPWw9lRoXSq7nv1j5dD99UcV7Ok57lr2sHBarWdNUNC1Kuds10BE124IUNpDGuSHmMAS\n", - "m5CZTH4w+fH9g2W+pmLgczNwb+59Ps7xHHLn/ngPb2/y4t7MffsGBgYGBAAAAFylLLsLAAAAwMhC\n", - "gAQAAIARAiQAAACMECABAABghAAJAAAAIwRIAAAAGAkM9eKuXbvU2NiocDistWvXppf/93//t379\n", - "61/L5/PpT/7kT7Ro0SJJ0r59+1RfXy+fz6elS5dq+vTp17Z6AAAAXHdDBsg5c+bo9ttv16uvvppe\n", - "duLECTU0NOixxx6T3+9XMpmUJJ07d05HjhzRunXrFI/H9bOf/Uzf//73lZXFRU4AAAA3GTLdTZky\n", - "RTk5OYOW/frXv1ZFRYX8fr8kKRwOS5IaGho0a9Ys+f1+xWIxjR49Wk1NTdeobAAAANhlyCuQl9Pa\n", - 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QSJK0b98+1dfXy+fzaenSpZo+ffq1fwcAAAC4roa8AjlnzhytWrVq0LLa2loVFxfr8ccf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\ntHCLAcCI19vb65r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"text/plain": [ "" ] @@ -1442,7 +1025,7 @@ "plt = ggplot(aes(x = 'clump_thickness'), data = cancer_data) + \\\n", " geom_histogram(binwidth = 1, fill = 'steelblue') + \\\n", " geom_vline(xintercept = [cancer_data['clump_thickness'].mean()], linetype='dashed')\n", - "print plt" + "print(plt)" ] }, { @@ -1463,291 +1046,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApwAAAHzCAYAAACNAc23AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0VOW9xvFnkpmEXJiSQIAQwy1c6qXGGsBqEUHRIqYQ\n", - "ihwtRgWtRtFltYFjqdByWrqQgpe29lBIQVdBbEUOmOKlCA0oRRcyRby0GhgKKAbNYVLuJCGZ84ed\n", - "OYwEnMzkzZ69/X7Wci3yZiZ5Xn4zw+PeOxlXMBgMCgAAADAkyeoAAAAAcDYKJwAAAIyicAIAAMAo\n", - "CicAAACMonACAADAKAonAAAAjHK3xzdZvXq1duzYoYyMDE2ZMkWStHbtWlVXVys5OVlZWVkqKSlR\n", - "hw4d2iMOAAAA2pGrPX4P5549e5SSkqJVq1aFC6ff71efPn2UlJSkV155RZJ09dVXm44CAACAdtYu\n", - "p9R79ep12tHLgoICJSV99u3POeccHTp0qD2iAAAAoJ21yyn1L7Jt2zZdcMEF4Y8PHTqkI0eORNwm\n", - 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CVseJS1VVlfr06SOv16v169dbHScuTnodk5w1G0iuYOh3HdlAbW2tGhsbrY4R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\n5fF4NG/ePPXq1cvqSDELBAK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"text/plain": [ "" ] @@ -1766,7 +1065,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei'), data = cancer_data) + \\\n", " geom_point()\n", - "print plt" + "print(plt)" ] }, { @@ -1785,432 +1084,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAApwAAAHzCAYAAACNAc23AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X10HGd5///PSlpbUhxFWlm4wUDSKpFCDgWTYFq3KU4g\n", - "QBIMNkhuWppAbbJuBXhjAq2OqdtvaAM5W8CE1aECy4kpDtAeSyCBHOSEQBSSpq2bOtDUICUKSYoL\n", - "qbSj+FGyJVu/P/zbRbtaSfs0M/fMvl/n5Jx4tSvdO9c8XHPdDxOYmZmZEQAAAGCTMrcbAAAAAH8j\n", - "4QQAAICtSDgBAABgKxJOAAAA2IqEEwAAALYi4QQAAICtKpz4I729vXrmmWd0wQUX6MMf/rAk6cEH\n", - "H9Tw8LDKy8tVV1enDRs2qLKy0onmAAAAwEEBJ9bhfOGFF7RkyRJ9+9vfTiacIyMj+s3f/E2VlZXp\n", - "oYcekiS9/e1vt7spAAAAcJgjXeqXXHLJnOplY2OjysrO//lXvepVOnbsmBNNAQAAgMMc6VJfzKFD\n", - "h/S6170u+e9jx47pxIkTKe9ZtmyZampqnG4aAAAACuR6wvnoo4+qvLxcr3/965OvPfnkkxocHEx5\n", - 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9tFatWuVmswD4RDgc1sDAQLLKyYQTMzDUASg9rnapL126VOXl5ZqamtLZs2c1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\n6W/+5m/00ksv6frrr1c4HNZtt92m4eHh5Ht6enp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"text/plain": [ "" ] @@ -2229,7 +1103,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei'), data = cancer_data) + \\\n", " geom_point(position = 'jitter')\n", - "print plt" + "print(plt)" ] }, { @@ -2248,750 +1122,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAHzCAYAAADvgiOYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xlw3NWZ6P3v+W29SrK8YWOwDcaYmB2SEPYtbGFNBrOE\n", - "JQRIQpaZZCbz3qm38k6l3rpz79TUO5OZuTN3khCSmRCygS9LCIQEEjAYQth3jA3Yxhu2LGvr7bed\n", - "8/7RbVlqS7aWlrpbej5VVCFZrT46/Vue31meRxljDEIIIYQQYsSsejdACCGEEKLZSAAlhBBCCDFK\n", - "EkAJIYQQQoySBFBCCCGEEKMkAZQQQgghxChJACWEEEIIMUrOZLzJ/fffz7p168hkMnzlK18B4He/\n", - "+x1r167Ftm3a29u54oorSCaTk9EcIYQQQohxUZORB2rjxo14nsd9993XH0C99957HHLIIViWxaOP\n", - "PgrAeeedN9FNEUIIIYQYt0mZwlu0aNFeo0tLlizBsspvf9BBB9Hb2zsZTRFCCCGEGLdJmcLbn5df\n", - "fpmjjjqq/+ve3l5yudygn8lms7S2tk5204QQQggh9lL3AOrJJ5/Etm2OOeaY/u+9+OKLrFq1atDP\n", - 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wW+7ZzC8qtlVu2G0KzqoU0XWHuF+MJ7jOWoqrMgkeLgREwMF2fQofd8aaXbFm\nvjO6VAFKKWZN8Fqdx4vhoGLU27Xh6VLIBRO8cWI4SilSE/AnVx9HJWMoVkXyFuUag5PtoULQvwYy\nBtZGmjfCmGMaYL2iGB/5BEXTKGiDoxprt5WujK6M92kyMuWL61C/O2lZVP9r9yRNVT1UDNlZea+i\nNvyqEPBXbcMHbkml+HJrkt8UAgLgjITDwZWA6xjP5hDfYn0lf9UBtsVVc2eie7rH3L6lrs3X99Ge\nifaHYsgTpZC8gZkWXJtJNNQ6m6HGtWp5+rwfxjxeKteOOzfpsriB/vaUGrwLuU1BWx3WmZWqTlVN\neS2gaH4SQIm6Msbwq0LIu1GMTfki/PGq+2FkDD/s89lWWS9yYsLh4jo9QQ90T2+RN0sBBjjCtfmz\nzNjXdKQsxTzborcSXLjQP9JzvGfxu9LgEGrmJNwIjDEEVWkvghFc97OWYsUQC7kdpfhyS4IX/IiS\ngU9kk8zyXCZnS8PeBt78z0+6/YHeSEXG8EwpJFfpk05dDjj/vIGCiHNSLm+HMR9WbtgH2orTE7UZ\npdsWxfwk5/cv4t8S+XyxJcG8BthJmFSKw1yb14KYCMiocl/UwylJh/eimN5KP82xFEfL6NOUMCmf\n4v3338+6devIZDJ85StfAaBQKLBy5Uq6u7uZMWMGK1asGLQqXkwPT5QinvEjdtc/v7cQsiQbD1pY\n/HAhHJR1++lSxNGuzcI63qj+2NPHs8WgP0XD80HMIjfuX9w9Fje3JHiwENCtDYc6NmdVsqLPriww\nfrVyM2hXcOEwN4NajYhBZYrJsujUe/p+zjinnByl+MTuKb067jrbWnXz3xr5fKklwdxR3PyDIUYN\no0nMszYSGUvx1dYkz/jlReSnJtzybrga+JMf9/cfQLeB5/yYyxoggAK4LuOxxInYGmuO9mwOr1NG\n7yWuzWezHk+XImzgU3VcyC9qa1KOqOOPP56TTjqJ++67r/97q1ev5tBDD+W0005j9erVrF69mvPO\nO28ymiMayIYo7g+eoJwPZ30QceSA68suPTjXSwnYERsW1rEqzLsFf1A9sBDYGI0vgPIquxaH8tmM\nx/FeTKc2HOlaQ1a+fyAf8EalMOcyx+b65PiSFALc1JLgnlxAj9bMtC2unKQs9hPtj3406ObfZcpB\n8MWjuPmnFMy2LXoqwb0NHDKGRezbo5hf5EOKxtBqKW7MJmp6g81YivNStf/cWqv+VAW0NVD+JaUU\nJycbo3RP036GAAAgAElEQVTU4a5TtwBOTJxJeQRctGgRyaqL+TvvvMNxxx0HwLHHHsuaNWsmoymi\nwcyyrEGlR9IKDqwaWVrq2gy8/M+wFIe69d1tdWw2TXpAw1PARyZwREypcgmc05PukMHT637Es35E\npy5PJT0fxDxb8Mf9vkmluKElwdfaUnw22xxJKkeipervUNCfP2iklFLc2pLgJM/mI47FJ1MOl49h\navmufMDGWLNDG96NNHflxv+5TYYzki6HORYO5SfxJY7FaU1cE29Nvsjqgs/OqHpcUYih1e1oz+fz\nZLNZoJzEKp/P9/9bb28vuVxu0M9ns1kcp7FPTtu2Jz3X0mjs7r9G6sfL2xx2dhfYEsVYwMkpj4OT\nCfwB95CzXJe8KvG2H2IpxYXpBAfU8cnScRyOaUlzYUua5wolDHBCwuW4zPhHfMZqUyli4G03pJwB\n/cCEzd19JXxtOMCxuL4tjdsgQdBEHI8fhBGP5HwMcE7GY6k39HFyfqvDujjPhjBGUc7Nc1Y2NWg3\n1+4kpfs6r13geq8cNPVpzfe7C/RqQ9pSXN+aYs5+RrQiYwaVO4JypvqRXkfqeU67wNdmumyqBBwL\nneHzGzX6tfGBnM/TO3opmnK6jmtaUhzVIKNXAzV6PzbSvWUyNMRfW73w9sUXX2TVqlWDvnfmmWdy\n9tlnT2azpqz29vZ6N2GQ/2cuBFrjKDXsBfim8aSsniBXLTyQq+rdiIqTUgX+uOlD8pXSFmnL4vj2\nNu7q6GJzWL7BbYk1rYHhtoPm1rOpe6nV8fihH/BfG7bSUZnG3KoNf71wJoemhw5s/985hncLRRSK\npelk/7H3fE+OX+7oLAednstfzZxFa2vrft//++u3sLbS18Tw03zI/zhs3n5f19JTosvfMyHcnvSY\nM2d0B3ytz2ldKUo9kk0R1X+hrzUv9eZRSnFiSwa3RtORT3X38mxPDk9Z3Dh/Nu01mhIrxZqXd31A\nsbJ+rUcbHg9izj74wJr8fjF11S2AymQy9PX10dLSQl9fH5lMpv/fTjzxRJYtWzbo57PZLF1dXUTR\n5NRxG4tEIoHvN+7wu+M4tLe3Sz+OUyP24zzgvJTH86UAY+C4pMsBOqIrCAb93MZcYdJK+exPrfvx\nt7lSf/AEsCuKeWjrdq5pGz7X+e7CDZ2F8oh3URt+3NnXn7qhI4z47sYt3Niy/9HFnaXBx2xXELB9\nx479Lui/JuPy8ziioA2ttsXVSWfEn1Gt+zA2hh/3FNgYxtgKTkslOGeYdXlDKWnDv3Xl+KCyLuwQ\n1+Zr7RlakslxndPPFwNW9hX7R+s25At8c2aWRA2Cs7zWRPHgabsgDBvmPBmoWa6N00XdAqhly5bx\n6quvctppp/HKK69wxBFH9P9ba2vrkE98HR0dhGG41/cbheM4Dd2+3aIoauh2Sj+OzRmexRnenhu9\nZQwppcgP2BmWUaah2gy168eM0YPqywFkGN3fuzPW5Kpy9HRF8Yh+R3WYllIQR9FeO/WqzQP+sjWJ\nMaY84mM0Yaj386rBatWHDxcCXvUjdr/77/IlDrfLObtG4reFoD94gvI08qq+Ahe57rja90S+NGiq\nc3usea9YYmkN0gG4xrDAsekNIgzlousfca2GO0+gea6N08WkBFArV65kw4YNFAoFvvOd73D22Wdz\n2mmncc899/DSSy/1pzEQotlpY9gSa0CxwB5+SnIyJCzFp1IuvymGBAbaK5m7p6qTEg6vBTHvRxpN\nuQbhaHP/tFvlYrSlAUHUSFMbXJNxuSsf0qc1aUtxzSh3LNaitMl47Yg1A0O3vIHNoR5xAFUaIo1D\n0ZTXej2YD+jUmqWuzamjWF9U0IYP48G/V1Gepq4FpRRfmJHmCW3xQV+Ow22Lk5INsbpFNLhJOUqu\nvPLKIb//uc99bjLeXlC+sfdpzcwGy1MzlUTG8IM+nw27py8ciy+0JOpaC/C4hMOxnk1IY2Vwnwi7\n68ttijWxMSxy7FH3fUIprs54PFAICA3MtRXXzMgQlUr7fe1sx+YbbXb/4vORMsaQN5BQ1H2B/8GO\nxVuhZvdkYKuCxaPY8Xp6wuGtMGZXJQqbZSk+kXD4Xmcfb1aKYa8JNb3acNEIdyx26j3t2S2talv3\n0FGKa+fNpsNuvBFa0bgkzJ4Gtkcxd+YCcgayPSWuSLksbYxcd1PKk6WQdQOmL9ZFmqf9iDPqvJtH\nKcXUyN60f5ZSLBpnIsdDXZu/HFAexlVqrxv4/towUkVtuCPnszPWuMDpSZcz65QxG+CcpEt3bHg/\n0liVOoazRlHoeI5jc0s2wWPFCAVckHJIKsXmAWvTAspFjS8a4e9styzaVDlX124TmTJEiJGSAGoa\nuKcQ9hd37QtC7o1j/ltroiGmDJpBt9bEBmZaap991lO1dsYAPbGM+E0XH0aabq1Z6NikR7i4+d5C\n0F8bEODxUsixCZsZdcrSrpTiz4YowzMa8x2bG1r2BDihMVSHO6MJf7KW4uK0x6PFkNAY5toWn2nw\nhK45bXgziMlYsNwdPr2DaG4SQE0Dpaobu29MeUqnPs1pGsYYfp4PWBPGGOAg2+KWlgTDjQ98POHw\nWqDpqUyTzlDw0cTEPSlvCmPWx5rFtjXusjbGGDZEmpwxLBlFACDKHsj7PBfEFE251tlNWY/5IxgJ\nq16wnjflQHxGffPE1pSrFB9PJ1iVK1EE2pTik6McZTsh4XBCwhn19Gg97Ipjbu8L2KENFnCEY3Fz\nS6Lh2y1GTwKoaWCWrdg64ELdZqm6rIfp04YebZhjKxJNcDF5PYx5pVJ/DmBtpHm0GHKZN3ToucCx\nuT7r8YdSue7YOUl3RDfRsXiyGPJoKSRvyutBzk26nD3GqR9jDD/NBbwelsvqzLUUt2Y9ZjdITbNG\n16M1L1WCJ4AOXS6Q/aXW/fffwY7Fu5Hu36k301LMrWONwOFsjzW7Ys3Bjj2mMjOXt2X4iCovBl/i\nWswcxbTgQM0QhDxUCNlRud5qyteN9VHMEinlMuXIJzoNfDab4Jc5n10G2pNJViRt0JNbrmB1MeQP\npYi8MbRbihuyHgsa/Aa9Mx68eNUAu/S+p+SWuDZLJmF9xrN+RL7SlIKBP/nRmAOobbHhzXBPTcId\n2vDrYshNLWP/O4wxaKjrAvrJUjIQVh0WIz27Lky5+MawMSonkr08Vbtiv7Xym0LA035EwcAsC67L\nJFg8hmP8YNfm4MZNol0z1evlIsCXmfwpSQKoaSChFDe2JHFdlzlz5pTzaU1iABUZwxN+SHflIrJD\nG+4rhHxtiCf0TVHM73b2EsUxJyUcjqtjba2jXJvVfkx3JWjKKDjea4ygrzpL0HiuzyWjqd53FI3j\nFz5bCnm8FBEBB1iKm1qmTg29ocy2FHNtiw8qWeDLeYRGdpxYSvHpBk4tUTKG54O4PwdTp4aHiiFf\nlUXcwzo16bAhCuir9NkCW03KQ5WYfBJAiQk31BN6OEQ6ha5Y8+O+8kgZwJY4IGnBEXUa+p7r2FyT\ncXmsWE6w91HPYXkNEvfVwmGORVdQHjXaXch1rA5ybObbii3xnkDxhDEGrt1a89ti1L8OrEsbHsgH\nrBjnwuRGtjt9wgOFgLwxHOHYnFbHnXS15BtDVHWuxpIKZZ8Odx2uzyqeLUUkFFyc9ppiyYIYvca4\nGzQhbQy/KYZsjTTtluKyjEdq/y+bljIKZloWffGecZMubeiONTMGrIV4I4z7gycoF1V9oRTXLYCC\n8sXw8AZcu/BnGY+5dsSGSLPQsThzHIn/PKX4UkuSBwsBJWM4wXM4dogAqk8b1kcx7Upx8DBP1F2x\noa/qBru/ac/RWh/GPFjZkbXAtliR8eo+VZi2FNdOwSCxVZVH13KVnYIusLQBR1O2RzEPF0Ni4JTE\n3g86vikH8j3acIhrcW7SndBdyEtduyH7SdRW490ZmsTKfMDzQdy/1qFT+3wjPXzNrelMKcXNWY//\n0VNid2W2nIFf5gO+1Lqn9MgMS+EweA1BS4OtB2kUSinOSLmcUaPfl91PALApjLkz79OpIQl8LGEP\nOfU0x7aYYdGfSNEC5o9xwfBQSsbwi3xARyUo2xrHJFXAFQ08DdbMlFJ8oSXBA/mAPmM4zLE5o8Gy\ndPdpwx25gM7KMbEpCrheqf4AxhjDHX0+71WCwHWRpqjh0gZPhSAaX2OdCU3kgwE7Z6C8rmeoaSlR\nFpi9F1fmqvrrKNfmSNdmbRQTGzjQsbgoPTWmQprdr4shnZWgqAS8EsScmzK0VgW4WUuxIuPxcCEk\nMnCQY3HxOD9DbQyFym7DnbHpX5MG5bVf25ok11a+sgt1VpPsQt0toRRXNfDo2utB1B88AfQZeLYU\n9QdQeQMdA0a/I+C9aHI30YipSQKoMbKrrn925b/x10OfmlaXwr0XPlfd95RS3Jj16HE98iWfebaq\n+9TMQB+EMc/6Ee1uzLWzRlfstdlV/7Ux5WmRclWywZa5DsvaanNp6Yhifpwrj36klOL8lEPGUoOC\nqGYYpXzej3ikEFAw0GopPpvxWCRTPDWRtRQWg4/R9IBBT0/tnbizka4ronk1XsKRJnFR2mWmKt8+\nWhWckXCaIkdJvQRDdM2R3t6Hn1KK+a7DAsdqqIvc2jDiRzmfZ4OY3+R9/n7D1mm1mPZI1yY54Ou5\nlsWsSQhcflkI2aoNfaY8yvu7YsT5SYfZlqJNKZY4Flc2+FSMNobHiiFdBnzKeaIeKEq9tVo5yrX5\niGvhUr6hHWxbXDygzp6nFJ9IOmQrh+ssCy6eIov8RX3JCNQYHeE6fL3N5sMoZrZt0V7DdR5T0ZkJ\nhzVhTFflMXGOpTg12dg3voFWFSN6B8RL7xZLbE7aHFi/Jk2qs1IuCQVvhzEtqrxpYjIeGPbOol/e\nIfjxhENEcxRIjihPYQ8k0/21YynFzdkEm2NNYAwLHXuvosznpTyO8xx2xZoFI0gGaozh1SBmU6RZ\n7k1ObjfRfCSAGocWS9HSINvaG91cx+YL2QS/L0VYlIuMVq+faWTV92kLhYVifBmYmsvJSZeTJ7kw\n8uyqLPqtA7LoN0v47SnFLFvRU0mupajtwnpRHrk+eD+JeefYFnNG2O8r8wEvVNKEPBdEXJhyObXO\nRcFF45G7v5g08xyb67LN+SR3XtJla+TTbcrTBEdkUixwLOJoeq2FmmzXZhNYOZ9ObUgrxdUNPl03\nnFuyCVbmffoMHGArrkg3598xHUTGsCbak1w2b+A5P5qQAOoFP+JZv5xn7pSEw4l1TBwsRk8+LSFG\nYJFrc1tLgpeCmJmuw2UL59O5c+eIS3ZAeVqgYMBRNNUurHranUW/2aUsxQ1T4O+YDgx7jysHlYSw\nWQvOSLp7TRGOxfthzK8KAbndFRqigMgYlntOU2yMEBJACTFicx2bCx0b13VHvf4nMoYf9vlsizWW\nUpzo2YMWugohGoOrFEsdi5crhcQ9oNfAKr+8x/qtUPOVlsS4N7m8GsT9wRNAHrinENJaijg36ciU\nYROQAEo0pdAYHJjQbMK19FAh5J3d033G8HQp4hjXHjajt2gMsTHc251nkx8wy1ZcnvZwmuSYE2N3\nTcZjsROzOY7ZGmk2Dsg1tjHSvB/GLB3n+te5tsJmcOFpDXRrwx+KIctcm5mWkt3dDUwCKNFUumPN\nf+YC+rQhYcGn0x6HN0EQ0qUHr5UqAdtjMy2q0zcLYwxd2mCAmZZCKcUv8wEvBXE5x1AE3drnFpmK\nm/KUUpycdACH/+wrwQQkaz054fBuGPN+pMmbwXmsug38S2+JA2yLL7QkSEoQ1ZBkK4hoKr/IB2yK\nNd3GsD023JsP0E2wJXypaw/aNTZDwRJXTr9GoY3hxzmff+4t8c+9Je7o84mNYXOkB93YtkW6KY43\nUTufTLnMGBC/LHYsDq3BQ5ulFJ9rSfLXbSlO8OxBN2MDFAysjzT354PhfoWoMxmBEk2lUHXzKhmD\nbyDV4A9opyZdcsawJohRSnFBypHcYQ3kBT/mzXBPeaY1kWZVKdyr4oCjZEplujnYKW8gedaPabHg\n9KRb0yS/LZbimoxHVoWsDSO2Vm3srS55JRqHBFCiqbRbis0DhtOzliLZJPezC1IeF6Tq3Yrm16M1\n2yPNXMdihlWbIHSnHlzb0gCdseGCpMv9xZAubWhVirNTcsmcjuY6NpftJ8/UeFiV5LQ57fKvvaX+\n2n4ucNgEvq8YH7kaiIZlAh+Ty6Fa21BO+VC9NpvA5Hx2xYakpbg67TbNQnIxfq/6EQ8UQ7q1oU0p\nLkq7fLwGuXOO82ye82N6K0/7WVXOeL7EtTm8JcMHuTyzaxiwiYm3e6q1mUYMs5bixozHr4ohsTEs\ndW3OTMptulHJJyMaUvT6KwS/fQiKRVRLC95V12MfuICkUtwsi3inrUdLYX8h4R5jeLwY1iSAOtCx\nuSrjsqpUTmp4ciV4AmizLQ6TigNNwxjDPfmAdWEMCo71HC4ZYcqQyBju6vP5MNa4Cq5IT37R54Nd\nm682wcYYIQGUmERrw4g1gWaRY3HsPm56xhjCRx+BXZ3lr4sFwgfvxf7Sn09WU0WDqt4MFWGItaZD\ng8Ew11LYYxwlWu45LJdAqek940e8UMnhhIGnSxGHORZHjOCzXdlX5KVwz2Tuz/MBf9WWbIqai2Ly\nydVCTIpVxZBHSyEFA54P70Uxn8kkhv7hMITQH/QtEzTGTpQX/Yi1hZDlqpsTR7G48w0/Yl2kOXSY\n4DE0Bpvmmm6oh4Mci47daQWAebbFHbmAdZXdci5wTtLmgvQwx5aY8j6IdDl4qvAp5246YgSDUNur\nSjP1aMMubZg3YDeBMeVUF3KuCgmgxKR4IYgoVOKNAHgriLk8bYbczaI8D9XWjunp6f+eNWfuJLV0\neL8tBqwqRpSAVz7cydtJl2vS+0/k9Egh4MlS+XXP+eUL/KWVmm6RMfxnn882bbAxnJpwOSslyaGG\nc03Go1WFfBhr5tiKVgW/Lu0ZMQiBP5RiDndjDpFpkGnpcNfmtSBm9yNYWpXTiIxEdQmVjIK2Adeo\n1cWQp/wIDRxoK27Mjj8juWheEkCJhpS44Wb8++7G5HJYs+fgXX5lvZvEG0FMqfL/IfBuEBGnnP1e\nQF8d8DofeCOMucQYlFI8WAh4e8BT7x9KIUd69oirxk83tlL9wSfAfUPkyAmBjZEEUNPViQmHHbHm\njSBGKfi454w4b9M1rWl6u3J0aoMLXJBySVWCqo5Y82gppK/yILhLGx4qhFw24HjcFsU8XAyJDZyU\ncPa5VEE0P/l0xyHe2UH8p2cglcI97UxIyR714Rzn2ewqRhQpT7Mc7trYSqGN4deFkI1RTMJSXJl2\nWQCoTJbk9TdPaJueKoa8GkQopTgv5XC4O7rTQVX+G49devA0YM7AjljXNYDKa8NP8z7dkabPwAxL\nMctWXJ1J9N9MGsUhNqxmcPHXJHBoA2/9LhnDPbmAbq1pty1WZDwpLl1jF6U9LkqP/nVpS/HV1uSQ\npaK2x7o/eILyMdcxoMJArzb8KBf0pyDYHAe4CllXN4XJJztG8fYP8e+8A7p2AaDXvEXqL/66zq1q\nXOemPOZZFm9FMYtsm48lyje4XxfKQ+IxQGz4YV/A/52Z+MRxr/gRjxRDigAYOvMhX8kqZu/jxnty\nwuGRYkjOQMqy+KgJCO99AFMq4hx1LM6xJwz5umM8m6cqU3gJ4CjX7r8wL3Qs1gxI4Niuyut86umu\nvM874Z4bQ14btmiDn/P5Umvj7IA0xvCYH1N9tBzmWBxc5z7clztzPmsq/bs+jikZn1ubaGfpzijm\ngWJIaOAI156SU87uEAHtAtuiTSl6KmsfbeCgAQ86bwVRf/AE5YehF/1IAqgpTD7ZMYoef7Q/eALQ\nmz8geOsNOPyIOraqsR2ZcDiyakj7g3hwAsNubeiMNG0T3JbXg7gSPO1537cjzen7CKBOSbossC3e\n1XB0Wwut3/mfxJs/ACB4/z2IQpwTT9rrdRelPQ62rSEXkX8y6dKnDesjjQ2cn3Jpq3OuoZ5h6n5V\nj5bVW8lAbog2vRNpHiqGI966PlbGGAoGHMWoRpB2xoMXKndMQJ21ieIbww9zAdsr/b4x0ijgzCkY\nRFVrty0uT7v8vlSeolvkWJw34O9usxQODFrA3mgjtqK2JIASdVWdRTxhKbKTcNFpr3oPD5g7gvdd\n5Noc5rq09O5i84fb9vxDsUD02itDBlAARyUcjhpiY5hSavjdiHWSUgr2GtcBr8HuBQlVbmtv1W7I\nEHg3jId+UY1ExvCjPp8tscZWiuM9m0tHGLC5Vf3baP26L9siTceAoNUH3gnjaRFAARyXcDhumHVN\nR7g2R7o2a8KYGDjQtiY8iBf11TQBVKlUwnVdHKcxmuxefBl9mz9AV3IVOYsOIXn0MRircddeKKUo\nFAoN1Y/Xux7/sauPXZEmYSnOzSRpdR30BK8B+nQyybadvWwKYywFxyQ9jmvLjui1SikCY1Cui4nC\n/u/bXoJUA62DsyxrTO25yXG5oytHV1gepfOUos2yuLY9QypRuxtlLY7Hay2XX3Tn2B7rQSGfY9k1\n+yyG6sf7evKs2b343xj+6Ed8LJvmkBH0z5XK5pfdeXLa0GIrVrRlSSXH1q+TfU7PcmPSuWBQfba0\n4+y3r8d6LE6WWvXjl1IptkYxoTEc5Do4NV7b1gz9OJ0oY5qnUmFHRwdhGO7/BydJ3LmT+PlnIZnE\nPeUM0m1tFIvF/b+wTlzXZc6cOY3Xj6acayWrFClLkUqlJqUfjTF0a4Oj1F7bl/dldz9u/N//TPjK\nSxCGqFlz8G68BbsB0i3sNt5+DIxBGUMeaFGq5tu1a3k8PlwIeMYvp8poV3B11hv1poDhDNWPP+4r\n8Wo4eCru6rTHSSMsuxFUjr0ZlhpXksZ6nNO/yge8EEQEBmbbii+1JPd7/kzWOT1WjXptrNYs/Thd\nNMYwRJOyZ83GvvCSejej6dlKMae67P0kUErRPo73TV91PaUTT8L09mIfugSVztSwdfXnKQVKMaPe\nDRmBT6U9TvAcduhypvuJWEcWG8PKfMC2WFMyBo9yTjMo5wpa6o78PT2lmFuHY74WLst4nJ50KBg4\nwFY1H2URollIACXEONgLF9e7CaJinmMxj4mb+r03H/BcsGfXXxaYZysspTgv6TBzGuXuarct2uvd\nCCHqTAIoIYQYgW1V66yMghuziWkVOAkh9pAzXwghRqB6S3pCQUa2qQsxbUkAJYQQI7Ai7XGQrWhR\nMMuCC1KSQVyI6Uym8IQQYgRm2BbfaE2SM+UCtbJ4WojpTQIoIYQYIUspWkcRNwXG8Kt8QLc2LHQt\nPpl0sSTwEmJKkABKCDGtbIs03Vqz0LEnfA3Tf/b5vFNJuPlOpMlp03CZ54UQYyMBlBBi2rg/7/O8\nX86wPsdS3JT1mL+P+ofj4RvDhwPq3MXA+kgP/wIhRFORReRCiGmhW2teHlBEukMbflWYuKzTDuCo\nwYUeGrfQkxBitCSAEkJMC76BsKpw1USWHLaV4tSES7YyS9iu4KL09Ci6K8R0IFN4QkwTnXHMbwoR\nGsM5KZeDJmjqqlHNthRzbYsP4vI0WgJY7k5sH5yVcjnKs9kZaxY49qhqLgohGpsEUEJMA33a8P2+\ngJ26PASzIfK5tSXBgdMoiLKV4kstCe4vBBSM4SOuzSnJiR8Rmm1bzJZs5UJMORJACTENPO+H/cET\nQLeBp0oRV2enTwAF5Wzi12ZlF5wQYvzksUiIaSA1RO4hyaIthBBjJwGUENPAxxIOhzoWu0OmBbbi\ngpQsaBZl2hheCyKeLoX0abP/FwghZApPiOnAUYovtyR4K4yJDXzEs2UESgBgjOFHOZ81oUYDq0oR\nt2Y95k6j9XFCjIWMQAkxTdhKcbTncFzCkeBJ9Psg1qytBE8AO7XhoeLE5ccSYqqQESghhJjGAm2o\nzo8u+dLH5lU/4vFSiAGO9GzOT3n1bpKYQBJACSGmvNgYerUhYyk8GX0bZLFrs8C22FTJj9Wi4JSE\n3BpGa3sUc18hoLeyhGxHMaJNWZyUlL6cquSTFUJMaTuimB/nAnqNIakUn0q5HC8BQj9XKb7cmuCh\nQkBRw0lJh6UTnGB0Klob6f7gCcAH1oaxBFBTmHyyQjQAYwxbYkNRaxa6ssC7llYWQrZVdpbljeGR\nYsixno0lfQzAh1HMz/Pl5KItymK2ZEsfkwNtiwTlwAlAAXNs6cupTAIoISZYURt+nPPp0oaEgs+k\nPRYPeMI3xvDTXMCbYUwIzLMVt7UkycqNrCZ8Y/b6umQgXaPu1cZwfyFgS6RJWoor0x7tTZR5/Gf5\ngM1xuY860fw0F/C1tmSdW9V8lrg2pyQdXvEjNIqDHcV5kipkSpMASogJ9ou8z9poz7LcXxYC/ro1\niV0ZAdkQaV6vBE8AW2PDA4WA6yRjdk3MtS02xXvKBrdZilQNY9P7CwHP+HF54XVs+GHO5y9bk1hR\nCI6LauCRLm0Mhaq8T3kjeaB2KxlDnza0WwpnBJ/jpWmPC1MuMZBs4M9d1IYEUEJMsO7qG5Q25A20\nVq6vBWOo3jQeyE2sZq7OeFgE7Ig1aUtxdSZR06BmS6QH7Vqzdu6geOc92IUCJFN4n7ka++CFNXu/\nWrKUImMpdsV7jjcZ+Sx7thTyWDGkBLQpxU1ZjzkjyI3lKoWMO00PzTPOLESTaq26IaWVIjPgW4c6\nNnMH/ExawQmePNvUiqPK9e++3pbiCy3JvT6P8aper3bpI/dhbduK6enGbN9GcP/dNX2/Wrs+47HI\ntphjKQ61La7PyNb7wBgeK4XsMlAwsE0bVhYkN5YYTK7SYloq6vI0Wc4YDndsTk86EzbVcm0mUVkD\npUkoxWfSXv/0HZQL3H6xxeNXhZCIcvB0rOwSaxpXZlx+1BfQbQxJYKZfGvTvpljEaI2yGvN5dY5j\n8/U22XU3UMlAUDUIXL2WTgi5SotpRxvD7X0+Gyt5b94NNT6G8yYo6V3aUny5dd+LcmfaNje1yE2s\nGcAx498AACAASURBVM20bf6yLUl3Jc8UM2agd+7o/3ertRVlWZjeXsI/PQ2ui3vK6ShP1rg1qqyC\nGZYiV5naVMCCJtoYICaHBFBi2unShg69Z9VKALwTxJyXql+bRHOzlWJWZcu6ueYG/Lt/iuntRaUz\neCuuJe7aRfCj72E6dwKg33ydxBe+ivJkuqwRWUpxa0uSu/M+RW040LG4Ii2flRhMAigx7SSU2uvA\nt2XHTFPTxvDbYsjmSDPDUlye8eqWcVylMyRv+uKg7/n/5xf9wROA3rKJ+LWXcT560mQ3T4xQq1UO\nooQYjgRQYtrJWoqPJhye9SMKBmZbikvTsm+mmd2bD/hTELM7WUGn9rltP9Omk2qI9TNG1tQI0dTq\nHkA99dRTvPbaayilmDt3LldccQWOU/dmiSnukrTHxxIOu2LNQscur10RTWtjrIkHfL09NgTGNEzd\nO+esT6I3vI/Z1QmAOnABzjHH17lVQojxqGuk0tXVxYsvvsjXvvY1HMfhnnvu4Y033uC4446rZ7PE\nNHGAbXGALAydEqovZI4a28VNG8Mv8gGbov+fvTsPjqs8E3//fc/Sp1tqyZIted/AgDE7GDC7MWGx\nCQmQsDNAwhaSkJvl/n6/1NyZ+WN+d6am7q1MZqpyk8lkgSQQ9gAhEJawOWwJxGAWm81432VbttTr\nWd73/iFZlmTJ1tKt0y09nyqq6PaR+tHTp/s85101toLzki5nlmBsnN3UTOLmO4hefwUSCdxzzkN5\nMohciGoWawHleR62bRMEAUopgiCgrq4uzpCEEFXo4poED2aLtOqOGVRne86Q9rp7Jh/wth91LYz5\nh1zAvHREKeYX2OMnYF9yWQl+kxCiEsRaQNXU1HD66afzH//xHziOw2GHHcacOXNoa2sjk8n0ODad\nTld8155t27hu5Y6l2Zs/yePwSB5Lo5R5PMp1+R/JBFuDiAmOzfghtixu1X6PVcX3GMOWyDC3QvMo\n52JpSB5Lo9LzV2rKxDiScdeuXdx3333cfPPNeJ7Hww8/zFFHHcXOnTtZunRpj2MXLlzIokWLYopU\nCDEW3LtlB0/t3M3eL8VGx+afD53OxETlXrSEEPGItVzcvHkzM2bMoKamBoB58+axYcMGzj77bObO\nndvj2HQ6TWtrK2EYxhHqgHieR7FYjDuMfjmOQ2Njo+RxmCSPpVGJeTzfNmz0HDYGEbZSLEq5JAt5\nWvbsjju0PlViDvsi52JpVEsex4pYC6impiaWLl1KEAQ4jsPq1auZNm0a9fX11NfX73d8S0sLQVC5\n+xE5jlPR8e0VhmFFxyl5LA3J49DcWJvAGNO1tU8URRUVX18qLYe9yblYGtWSx7Ei1gJq8uTJHH/8\n8fzsZz9DKcWUKVOYP39+nCEJIUTZ9kUUB7chjPhzISQBLKlJkJYlRkSFin3E11lnncVZZ50VdxhC\nCCFitiGIuCtTZE/nILS1YYFvjUuSlIJWVCBZBEcIIURFeLkQdhVPAFu0YUUx6v8HhIhR7C1QQojB\nKxjDSj/CVXCUa8tefmJUsHudxgpIyG2+qFBSQImKktWGx1ozZIKQM5IOc1w77pAqTkYb/qutwBZt\nsIA5jsXtdZ4UUaLqfb7GZX2o2a4Nio5z+yj5DhAVSgooUTF8Y/hpe4FNUUcb/qow4vp0giNcOU27\n+2POZ4vuyJEGVoWa9/2IEzzJk6hu4yyLb9UnedcPSSrF8QlpXRWVS75xRcVYFURdxRNAu4HXCqEU\nUL34vZa+NXR06Yny2btH3rpQYwFneg5npWRxzXKotRRnJCW3ovJJ77KoGF4fG8BK4/3+zk46jOt2\nVz7RUhybGLtFZk4btkeasIxF5POFgHf8iBZt2KYNzxUCtkf64D8ohBi1xu63rqg4hzg2hzsWH4ca\nDTRbiovlLn8/s1ybm9IJ/lwIcJTi8zUutVW+Vs7bxZAVfkSzrbgg5Q642+aVfMDLxZC8NjRaiq+m\nEzQ5pS+7N4Wa7nPBMgbWB5qJQ9xzTwhR/aSAEhXDUopb6jxWYbOrWOSYhCOL6PVjtmsze5QMrn0h\nW+SZrE8BUAFsjDS3pL2DLmaZ14aXCwGtnQ1PW7Th0XzA7XWlyUubNrRrw0xtmO5YrAz2FVFpBTNd\nKZ6EGMukgBIVxVKK41MeeSXdI2PF8kJH8QQd47k2hpqcgdqD1M45Y+i9K1hRl6Yb74V8wCuFgIKB\nCbmAm1I2OxM2azvHQJ2ddKT1SYgxTgooIUSserc0KdR+6wH1pcFSNFqKXOfEAwuY6Qy/qMlqw2vF\nkLa9LVthxON5w+31yWH/blF+K/2Q14ohFnBxymVKGbp0hQAZRC6EiNn5NR71nUWUBxyXsAa0dYet\nFLekPea5FofairM9hy/UJIYdT84Y/F4D0ns/FpXp0yDiwazPh4FmRaC5K+OzWwb7izKRFighRKyO\nS7qMNxEfh5rJluKIAc4o3BlpfAM3p0u7iOj4Xi1bDoya8Waj3ZvFkPZute5ObXgviDhHultFGUgB\nJYSI3STHZtIAu1qMMTyY9VkRRIQGptgWX6v38EpURNlKcXtdkkeyRQoGDksmON+VyQzVoLbXOWAB\n9TIRRZSJFFBCiKryWRjxjh8RdD5eG2n+kPO5otYr2WvUWYqv1nWMeUqlUuTz+ZL9blE+S2pc1oWa\nDZHGBo5wLY6T1kNRJlJAiRGR04YHs0X2aMM4S3FNrUdK7gxLpmgM92eK7NQGTymurnGZGXdQZdIa\n0VU87ZUt0ew7Ud08pfhmvceGMMJVFtNsddDlMPoTGcNfiyG7teHkhM1EGYwuepECSoyIX2eKfBp2\nDuaMDEG2yO11B57VtKIYsswPqbMsLq5xS9ZFMxo9mCnyXrB3sKzh11mff0yPzqJibsJmQgF2dv65\nNQqOH8MrsYueHKU4ZJjbP2lj+EV7kU9CjQH+Vgy5Me3JWDjRg3zriBHRqnvOhNkZHfji/rdiyOM5\nn5wB6GiS/2ZdaQcLjyY7erXAZLQhq82o3Aqn3lLclPb4Yy5AAycmHNlIWZTU5siwprN4AthtOrbz\nuVUKKNGNfOuIEZFQCth3kfcOUgf9rRh2Fk8dNoeabZFhqiMFVF9q9suvosZSPRaa3B5p2iPNNNce\n0DIBlWy6Y3N7vVzMRHkYDL1v8WQlC9GbFFBiRFxek+DhrE/OGGqV4vKDrNfTe9Kxo0AmQvXvmtoE\nd2eKtOmO4vTSGherW5H0RM7nzWJIwUCTpbg5nZAxHUL0Y6ptMcuxWNU57CBBx/pkQnQnBZQYEXNc\nm/85Lkm7MdQpddCuuCU1LtszRXbpjpP0SMemWdZy6VeDbfHdcSmKxpCg5+reu7VmWbcWve3a8Pt8\nwG0l2jNOiNHGVorb0gl+2FZguwYfeCYf0WiHHDHM8VVi9JAzQYwYWykaBth1NMOxubM+yUo/otFS\nHCljDwakr4H2eQ1+r+6HQLojhDigNgPtZl/H+B5jeDEvBZTYR84EUbEaLIszktLqNFzNtqLZVmzs\nHLjvgRSkQhyEZv9xT3LfIbqTq5MQo5zTubL2ia7NPMdiScrlvJQbd1hCVLQJlmKGY7G3TTetYIHM\n9hTdyNkgxBiQthQ31JVupW4hRjtLKW6t83ghH7BLG+Z7tnTfiR7kbBBCCCH64CjFRQeZMSzGLunC\nE0IIIYQYJCmghBBCCCEGSQooIYQQQohBkgJKCCGEEGKQpIASQgghhBgkKaCEEEIIIQZJCighhBBC\niEFSxvRerL4yFQoFCoUClRyuZVloreMOo19KKRKJBL7vSx6HQfJYGpLH4ZMclobksTSUUjQ0NMQd\nxoipmoU0k8kk7e3tBEEQdyj9SqVS5PP5uMPol+u6NDQ0kM1mJY/DIHksDcnj8EkOS0PyWBquO7a2\niJIuPCGEEEKIQZICSgghhBBikKSAEkIIIYQYJCmghBBCCCEG6YCDyI0xKKUADjjy37KkDhNCCCHE\n2HHAAqq+vp729vaOA52+D1VKEUVR6SMTQgghhKhQByygVqxY0fX/q1evLnswQgghhBDV4IAF1MyZ\nM7v+f/bs2UBHV962bduYMmVKWQMTQgghhKhUAx681NraynXXXUcymWTOnDkAPPHEE/zjP/5j2YIT\nQgghhKhEAy6g7rjjDurr61m3bh2e5wFw+umn88ADD5QtOCGE2Esbw2dByKd+SFjB220IIcaGAW/l\n8sILL7Bly5YeS7U3Nzezffv2sgQmhBB7Rcbws/Yiq0ONAWbaFnfUeyQ6ZwkLIcRIG3ALVENDAy0t\nLT2eW79+PVOnTi15UEKI+H3oh/w2U+TpnB97i89fiyGrQk0EaGBtpHkhX7l7lgkhRr8BF1C33nor\nV1xxBS+++CJaa9544w1uuukmvva1r5UzPiEqislk8Fe8R3HDurhDKau3iiH3ZX2W+RHPF0J+0V5E\nj0AR5RvDH3M+D2aKbAj3LY/Srg29Xz2jpRtPCBGfAXfhff/73yeVSnHnnXcSBAFf/epXueOOO/j2\nt79dzviEqBjRpg349/8Gs2snG1M1uKechrP4krjDKou3iiHZzvrEABsjzS5taLLL12UWGsNP24qs\njToW7f0w0NyQTjDHtZmfsHnLD9nVuZ7vOKU4PTngry8hhCi5AX8DKaX49re/LQWTGLOCZ57E7NoJ\ngMnnCJYvwz5rISpdF3Nkpde7TLIAu8yvuS6MWB/t2/GgzRheLgTMcW2aHJub0x7PdHbbnZt0me6U\nOyIhhOjfAQuoF154oWsrlwM577zzShaQEBWr14r7Jggwvr9fsTEafC7l0JIN2K0NLnCEY9Nol3fL\nJqvzv+6bRnXP7VTH5uY6KZqEEJXhgAXULbfcMqACas2aNSULSIhKZc09Cr15E/hFAOyJk1ANjTFH\nVR5HuA53pBXvBxFNtsVxbvkLl1mOzaGOxaedM+3GW7A45R7054QQIg4HLKDWrl07QmEIUfkSC89D\nJZOYTz+mprkZzl9COIo30p7o2HxuBLvJLKW4rc7jrWJImzGc1Nl1J4QQlWjAY6CWL1/O+PHje2zv\nsn79elpbWzn++OPLEpwQlcZdcAbuWQtpbm7uWNYjkKn0pWQrxWlJaXUSQlS+Ad8+X3/99QS9Lha+\n73PDDTeUPCghhBBCiEo24AJqw4YNXXvg7TVnzhwZ/ySEEEKIMWfABdT06dNZtmxZj+feeecdpk2b\nVvKghBBCCCEq2YDHQH33u9/l0ksv5fvf/z5z5sxh1apV/OAHP+Af/uEfyhmfEEIIIUTFGXABddtt\nt9HQ0MAvfvELNm7cyIwZM/jhD3/IFVdcUc74hBBCiFHvQz9kuR/RbCsWJV1s2Si74g1qL4Qrr7yS\nK6+8slyxiDIyxtAWaZJhdPCDhRBCjJg3CgF/zAdkTce4mrWh5pa0N6B1GEV8BlxA/fKXv+z3zbz5\n5ptLFpAovcgY7m4vsiEq4OzOcaRjcUXKkQ+nEEJUgL9123tSA+tDTbuBevmKrmgDLqDuueeeHhfc\nrVu38tlnn3HmmWdKAVXhXiwEfNi5ujNhxN/CiHmO4piEbMYqhBBx67i2mn2PGcQMLxGbAV9BX375\n5f2eu+uuu1i5cmUp4xFlsD0y3T6aEABbI80xcQUkhBCiy7mew47Ip82ACxzp2qQtaX6qdMNqgrjp\npptoamriBz/4QaniEWVwvGvzYRCR66yi6i3F0SOwt5kQQoiDO8ZzGG8rPvAjJjkjs/ekGL4BF1Ba\n6x6Pc7kc99xzD42No3Mz1dHkGM9hiTG8E2gSrsvZrsUU+XwKIUTFmOrYTJW9H6vKgAsox9n/0GnT\npvHzn/+8pAGJ8jgz6XJundu1h1vvbXmEEEIIMXADLqBWr17d43FtbS3Nzc3DDiCfz/PEE090bMwK\nXHrppcyYMWPYv1cIIYQQolwGXEDNnj27LAE888wzHH744Vx99dVEUSQtI0IIIYSoeINqgfqHf/gH\nli9fTiaT6XpeKcX69euH9OKFQoF169Zx+eWXA2DbNrYtfcBCCCGEqGwDLqCuu+46DjvsMH74wx+S\nSqVK8uKtra3U1tby+OOPs3XrVqZOncrixYtJJBIl+f1CCCGEEOUw4AJq5cqVvPbaayVtIdJas2XL\nFi6++GKmTZvG008/zauvvsrJJ5/co5ULIJ1O9zmQvZLYto3runGH0a+9+ZM8Do/ksTQkj8MnOSwN\nyWNpVHr+Sm3Af+0555zDO++8w8knn1yyF6+vr6e+vp5p06YBcNRRR/Hqq6+ybNkyli5d2uPYhQsX\nsmjRopK99lgmS0+UhuSxNCSPwyc5LA3JoxiMARdQs2bNYvHixXzpS19i0qRJXc8rpfjf//t/D+nF\n6+rqqK+vZ8eOHTQ1NbF69WomTpzI/PnzmTt3bo9j0+k0ra2thGE4pNcaCZ7nUSwW4w6jX47j0NjY\nKHkcJsljaUgeh09yWBqSx9LYm8exYsAFVDab5ZJLLiEIAjZu3AiAMWbYG9JefPHFPProo0RRRGNj\nI5dddhnJZJL6+vr9jq309Yscx6no+PYKw7Ci45Q8lobksTSqIY+Sw9KQPIrBGHAB9atf/eqgx9x/\n//1ce+21gwpg8uTJ3H777YP6GSGEEEKIOJV0w2cphIQQQggxFpS0gBJCCCGEGAukgBJCCCGEGCQp\noIQQQgghBmlsrXolhBCiahljeCYfsDbUJBVcUetRZw1vJrgQQ1XSAmrmzJml/HVCCCFEl6fyAX8u\nhOxdqam1vcC365PYw1xOR4ihGFQB9eGHH/Lwww+zbds2fvzjH/PRRx/h+z7HHXccACtWrChLkEII\nIcSaIKL7Mpe7tKFVG5psKaDEyBvwGKiHH36Yc845h02bNvGb3/wGgPb2dr73ve+VLTghhBBir0Sv\nlqaEUqSk9UnEZMAF1D/90z/xpz/9if/+7//u2jDwhBNOYPny5WULTgghhNjrSzUukyxFAqhXcKbn\nUCtjoERMBtyF19LS0tVV151lyUQ+IYQQ5dfs2Hx3XJKWyFBnKeqleBIxGnD1c9JJJ3HPPff0eO7B\nBx/k1FNPLXlQQgghRF8SSjHNsaR4ErEbcAvUj370Iy644AJ++ctfksvluPDCC/nkk0947rnnyhmf\nEEIIIUTFGVABZYwhkUjwwQcf8Mwzz3DJJZcwc+ZMLrnkEtLpdLljFEIIIYSoKANugTrmmGPIZDJc\nffXV5YxHCCGEEKLiDWgMlFKKE088kY8//rjc8QghhBBCVLwBt0AtWrSIJUuW8JWvfIUZM2aglMIY\ng1KKm2++uZwxCiGEEEJUlAEXUK+++iqzZ89m6dKl+/2bFFBCCHFwa4OIZ/MBBljgOZzoyXakQlSr\nAX96X3755TKGIYQYLmMMT+QCPgkiLAXna8XxskxbxdgZRtyTKdJqOh5vjnxSFhzpVk8RldeGB7JF\nduuOdZiurfVkIUsxZg3p69UYg9a66z8hRPxeKYS8XgzZog2bIsNjbTm2hVHcYYlO7we6q3gCyBhY\nVqyu9+eebJH3A82GyLAy0PwqU4w7JCFiM+ACatOmTVx++eWMHz8ex3G6/nNdt5zxCVGxTD5P+Nmn\n6G1b4w4FgDVhRNDtcZs2rA7lBqdSjLfVfk3+9VW2j9uuyPR4vFtrjDH9HC3E6DbgtuM77riDVCrF\niy++yMKFC1m6dCn//M//zJIlS8oZnxAVyd+6hcyP/h29Yzskk9gnnox3yeWxxjTZtng/0OwtmWqV\nYrotfXiV4ljX5mjX5pMwQhuY5lgsrhn8Dag2ht/nfDaGmpTt841xDWWItm+e6v1YoQZRBGpjyBuo\nUQzq54SoRMoM8PZh/PjxrF+/nnQ6zbhx49izZw+7du3ijDPO4KOPPip3nEDHfnxBEBz8wJikUiny\n+XzcYfTLdV2am5slj8Pkui7BvXeRe/edfU/Wpkl+4ztYjeNji0sbw70Zn/WRxgLOqE1yrlu5F6mx\neD4aY2jRhtDAZFthDaGIeDxb5NVi1FUoz/ISfHdcEh2GJYnxQNaHEfdnfHLGkFCQAlylONS1uTjl\n9lsUpVIp3m1r59FsQMEY0pbixtoEEx277DEPxGDPRWMMn4URbRqOcG3SIzQOrBq+G5ubm+MOY8QM\nuAVqb5cdQGNjI9u3b2fcuHFs2rSpbMEJUalM0OtiFfhQiPeLzVKKG+s8ImNQQG1NTUV/2Y5FSikm\n2sO72G4M97UyAuwIQ3ZFmpFoh5rp2PzPcUl2acMv2gpsNACGDVGIo+CiVKLPnzPG8Fg2YLvuuF9v\niwwP5QLurK+MAmowjDH8NuPzftDRZd5sKW5JV04xKEbOgNv3Tz31VJ5++mkALrroIq6++mouv/xy\nTj755LIFJ0Slqj3hJPCSXY9V00RU86QYI9rHVkNr2RDVwevV2pFSirQ1cl21llLkjWFXt76LEFgT\n9D/eLgSKvfo6Cro6x05tjQwrg33jDVu04Q/5ym1BFeUz4Baoe+65p2uw4H/+53/y7//+77S3t/Od\n73ynbMEJUakaLlxCJp/HX/k+KpkiccllKKd6pqOL6nVFTYJfZjqWEkgqxReaG0npgGAEJ/TVWYoa\nBW3daqDUAWp2VynqLcXuboPQxw+zJS4u2yKN3+u5Kq0FxTAN+Bu/pqaGf/mXf+H+++9n8+bNTJ06\nlWuuuYbGxsZyxidExfLOOBvrlNPiDmPItDG8XAjYHBoOc21OS0oBWA0abYvv1ifZrQ3jEglmTmig\npaVlRGNosCzOSjq8XozwjWGCpfhyrXfAn/lKOsED2Y7xU+MtxbXpAx9fiV7NBzybD3p0odYomC8L\noo5JA37Xv/71r/PJJ5/wox/9iJkzZ7J+/Xr+9V//lU2bNnH33XeXM0YhxAC0RpoXCgEKuCCVIHWQ\n4+/P+iz3IyLggyBih9ZcUtP3GBZRWWylmGAr3BgXsTw/leAMz5A3hgZLYR+k27jBtrijPnnAYyrd\nq8WQbLfHHnBVTYLjpIAakwb8rj/++ON89tlnXS1ORx99NAsWLGDOnDljuoCKdrQQPPYgplAkaJ6I\nveQLBM8/g8nncY4+FudEGSNWSmuDiOcLHVthLEw6HFFFqziX0+5I89P2Ii2dfQmfBgX+z2SS/ibJ\nR8awJugongB84CM/4pKakYhWjBY1lqKG6uyKGyxjDJqefXUNlpLiaQwb8Ds/ZcoUcrlcjy67fD7P\n1KlTyxJYNTDG4N//a8yWzQAEWzYRfPoRdM588teswvg+7oIz4gxz1NgaRvwmU2T33q0wwoCb6xQz\nZPYLSwthV/EEsF0blmYKnJ/o++KmAKWg+/VAxp0L0T+lFDNtm126YwkJG5jtDHzwvjGGd/yI7ZHm\nmITNdPneqnoHLKBeeOGFrnU9brjhBpYsWcKdd97JjBkzWL9+PT/+8Y+58cYbRyTQipTPYXbt6vVc\nvsf/RyvekwKqRJb5UVfxBLDHGP5aDKWAou8PsnOAgshSipMSDq8UQgpAWsGZZbyTLhhDTnd09cgM\nQVGtrksnaMoHbIk00x2LzyX3tfG2RpqncgEhhnOSLoe6Pb+X7s/6vOt3zN57oxjyZen6q3oHfPdu\nueWWHgujGWP4t3/7tx6Pf/rTn/L973+/fBFWsmQKooMsXmfLxb1UxlmKXo0mjJONTAE4N+WyMojY\n0tkKNc1WnJtOQrH/vcqW1CSY69qsDzWHuVbZ7ohfyQe8XAjwgUZLcWtdknp530QVspRicR/jBLPa\n8N/txa51rtaGPjelExzSWURltOHjbksftBv4czGUAqrKHfDdW7t27QiFUZ2UZcH4JtjebS802wbL\nhsBHTWjGveiS+AIcZU73HFb4EavDjpEIsx2LRUnZixGg1lLcWZ/kr8UApRQLPIeUZXGwZTQPde39\n7pRLKasNLxXDrpbDbGR4JFvk5rrqHkwsRHfv+2FX8QTQZgyvFcKuAqqvFbJkD8HqJ+XvMFnzjiZs\n2YZlDJFS2MedhHfamZi23dizD0XVpuMOcdSwleK2Oo/NkcFgmGpbB535M5akLMW5/awEHZeMMfst\nmJiX64YYZVKWwqJnodR9+GGdglmOxcrOvSprFZziyc1ftauaAqpQKOC6btd2MpWg8Le/Er76Mlbn\nnYQyhg81nH74ERV5YVdKkcvlKi6PvVmWRSrV/yT8w0cwlr6MljyOhGnGMD7rsznsuLTYwCFeglQq\nJXksAclhaQw3j6cmDW8F7XxU7Fgjarpj8+Xx9aS6beb99VSK5zN5toWa+akERyUHf7NTDXkcSyr3\nE9dLMpmkvb29ojYdzb3yEla0b/lfC5i4bjUbsjkm2SO3tcJAua5LQ0MD2Wy2ovLYWzVsmCl5HLib\nalx+lwvwjWGmY7E4ocjn85LHEpAclkYp8nhzjcPHriIA5ro2tl/crwv9bEeBY4OJhpSPasjjWFI1\nBVSlCT9aCX1spKxtC29sFeEjomgMj2V92rRhhmNxUcqV2VxVotmxuaMKN40VYjAspZiXkEvqWCLv\n9hAFL/1pvxl4gWWz+YxzmTWCG3uOFb9oL/JZZzfQp6EmZ8xBt44Q8VgfRHwSRsx0LFnoVAgxasm3\n21DpnvMqIjdB+I3vcPqkyTEFNHrltaEl2pfvCFgf9r/zu4jP64WAp/MBWQNJ4Myk5vOyPYwQYhSS\nppIhsuccDt36e91DDmX67ENijGj0Sqj9F4WsxEH6omOBwGznLLsCsNwP0TJdWwgxCkkL1BC5F30e\nVVdHtGY11vjxuBd+Pu6QRi1bKc72XF4qBGRMx2KMl6TG1mDFatG7VDJm/+eEEGI0kAJqiJRSuGcu\nxD1zYdyhjAkLUy7HJWxatWGSbVE7zJWsg9eWEr7/LkopnHPOw5l3dIkiHduOdm12RiFFOr5c5ri2\ntBYKIUYlKaBE1Wi0LRpLMJkrfH85wYvPQT6PAYLfP4Ka0IQ9cdLwf/kYt6QmQZNt8UkQMd22OCcp\nXzFCiNFJvt3EmBOt/KDHps+mbQ/6kw+lgCqRUzyHU2SPLyHEKCffcqOICQL8Rx9E72hBeR7uwiv4\nmgAAIABJREFUZVdiNzXHHVbFUROaQKmOAToAiQRKiichhBCDIAXUKOI//jDRu28DHQN3/ft+TfLO\n73Vseiy6uIsuQG/aiN60AWUprHnH4BwxL+6wxBgVGcPjOZ9tkaFOwRW1HqlhjvETQpSfFFCjiG7Z\n3uOxaW/HtLehxjXEFFFlUraNd+MtkM2A7aAqeG8pMfo9mPVZ5kddsxX3ZIrcWZ+MNSYhxMFJATWK\nqJpUjynjKumhatOxxVPJlFKQrhux19sTaf7mh6SU4lTPwZGZaaLTlkj3+NzujAy+MSTkHBGiokkB\nNYokLr+a4r13YdraUAkP98IlqAPsLB5t2Uz45xfBtnEvvBirftwIRjt2tIQRP8/47NAGBbzjR9xR\n58n0fgHQWUzvK6ESSr6YhagG8jkdRaxxDSS/8V0o5MFLHnDsU7R1C8Xf/BL2tAKg168jefudqLS0\nWJXaM/mQHbrjAmmA1aHm4yDiKNl4VACXpVzu69wou0bB+bJR9gFpY3g/iMhrw7EJZ9hrwgkxVPIN\nPsoopSBVc9DjwteWdhVPAGbHdsLlf8M969wyRjc26V5rcRsg7PtQMQbNcm2+Ny7JzsgwzlJSEByA\nNoaftxf5NNRo4OVCyNfqPBptmSgjRp6cdWNVoo8NXhPeyMcxBpyXdBnX7Zo43VYc6ZZgRVAxanhK\nMdUZ/gr7o90nQdRVPAFs14anckGsMYmxS1qgxqjE5y6isOYzzNYtAFizDsE56ZSYoxqdZrg2t9V5\nvFIISSrFRTWuDBAWYgh86Cqe9opkt0UREymgxihVU0vy9m8RrXgXHBf76OMOOOC8EpjAB2VVfJx9\nmerYXJ2WVichhmOuazPVVmyOOoqmeqU4Kykbi4t4VN+VSJSMSiZx5i+IO4yDMsbgP3I/evUqUApr\n7jy8S6+IOywhxAjzlOLrdUmeyvn4Bs5MOhwi3eEiJlJAiYoX/vV1oveWQ9Qx9Dp6+2+Ehx6Oc+zx\nMUcmhBhptZbiqrSM1xTxk0HkouLpLZu6iicAAr/jObEfo3uPEBFCCFEO0gIlKp595NFEH7wL+XzH\nE7W12LJ3XQ/R9m34D9+HyWZQtWkSV14Hs2bHHZYQQoxa0gIlKp4z72jccy9ATZuOmjYD94KLsWcf\nEndYFSV45H7Mpg2wuxWzaQP+I/fHHZIQQoxq0gIlqoJ79rm4Z58bdxgVS+dzPR6bXo+FEEKUlhRQ\nwxD89XWiD95FhyHK98n7RXBdnDMXYk+eAp6H1TQx7jDFEO2ONE/mAkIMZyZdDq/g2T5Wug69c0eP\nx30xxnSsVi+EEGJYpIAaonD52wTPPdU1Lqf7Um7Bow8SAFgW9rEn4F11fRwhimHIasNP24ts79zD\nbm1Y5Ia0x5wKLaIS19yA/9Bvu42B6nnOvV0MeT4fEGCYbFvcmPZwpZASQoghkwJqiMIV7+0b1Nyb\n6Synoojo3beJFpyJLQN6q8pKP+oqngDaDLxeCCq2gLLGNZC87Zt9/lu7NjyVD2jt/Ht2as3vsz5X\nyFTwWG0MI17Kh1gKlqQcxtuVeW6JeOwII36XCygaw0zH4os1fWy/JWIlBdQQqXR6YAcag964Vgqo\nKpOyOmZYdF8UoFpbbHZGmj2653YXO7VsfxGnzWHEXe1Fdne+DetDzZ31SepkLzwBhMZwd8ZnS+fn\ndH0UoQi45uD7xIsRJLPwhiix+AtYM2fDwe4alcKadeiIxCRK5yjX5gjH6vqATLEUl1TpHWCTbdHQ\n7bqsgGZbLtRx+nMh7CqeAFq0YVkx7P8HxJiyUxt2d7vJ0cCGSNZ4qzTSAjVEyvPwbvsmekcL0fvL\n0Vu34DZPxJwwH/+XP4FMBpRCHX089vSZcYcrBslSilvrPD4NIorAEa5NskpboNKW4rKaBM8WAkID\nU2zpDoib1+tcUlC155covbRSeJYi362ISsnpUXGkgBoGZdvYkyZjT1oMQCqVIp/PY3/374k2rMWq\nq8eaMi3mKONntMZ//BH0+rVgWbhnnYtz0slxh3VQllLMTYyOj8gxnsMx3uj4W0aDi1Iuq8OITZFB\nAYc6Fid7MgZKdKi1FIs8h5cLAT7QYCmurJUxi5WmIr5Rtdb87Gc/o76+nuuuuy7ucIbFGINKpXBk\npewuwdIXiN55C6IIAP/ZJ7FmH4I1fkLMkQkRjxpLcWd9khV+hKs6uoxtaYES3Zydcjkl6ZDThnGW\nkvOjAlVEAfWXv/yF5uZmisVi3KEMWfjRSnY/90eiYgFr/AS867+KSibjDqsi6E0bu4onANrb0BvX\nSwElxjRPKU6SVkFxAEmlSMp4xYoV+yDyPXv28Omnn3LSSSfFHcqQGb9I8NTjRFs3Q+su9GefUnzs\nobjDqhjWxElgdTvVatPStSmEEKKqxX778+yzz3LhhRf2aH1qa2sjk8n0OC6dTuM4sYfbp2h3KybX\nc+sM1d6G67oxRdS3vfkb6Tw6iy8h17qLaON6lGWROOMcvKn9F1C2bVdc7rqLK4+DJXksjUrO42Bz\nqLMZCr//HaZYwDnqWLwFZ5QzvC6VnEOQc7FUKj1/pRbrX/vxxx9TW1vLlClTWLNmTdfzy5YtY+nS\npT2OXbhwIYsWLRrpEPtktGbX4w9TXLcWt2kizV+6irzrEnVbV9Ns30Z69y5Sh8+NL9B+NDY2jvhr\nmm99j6iQx65Nj5qtROLI42gkeRy+geTQBAEb/79/J1i3FgC9ZjXpZJKG8y8qc3TVQ85FMRjKGBPb\ninrPP/887733HpZlEYYhxWKRefPmcf755/fZAhVFEWEY/1opuYfvI1j2Zte4HvvQOUSbN0Oh58rk\n1qTJpL/39ygr9p5SoOPuoLGxkdbW1hHNY/H1VygufQGCEGv8BGpv+Roq1f+KcJ7nlW08XOGZJwk+\n/hBlWXjnXYB79HGD/h1x5XGwypnHUog7j9oYrAEU85Wcx8HkMNq4gcxP/hMCv+s5+/C5pG+/s9xh\nVnQOIf5zcaCqJY9jRawtUOeffz7nn38+AGvXruX111/nS1/6EgD19fX7Hd/S0kIQBCMaY1/C9et6\nDIqOtm7Zr3gC0LkcQXsbqqZ2JMPrV2gMd29uYX0mw3gFl9YkcMrcGmTa2ym++Bxmz24AovY9ZB95\nAO+aG/r9GcdxyvI+B395jeDPL3VdQPKPPoRumjjkwexhGFbE+difcuWx1EY6j74x/Kq9yPZI4yjF\nBSmX+QcYzF0NeRxIDrXrguv2KKCMbY/I31YNOQT5TIvBqYymkWpj90pbIgG1+2/tompqIJkaoaAO\n7td7cjy7aw8f+hGvFSPuyXTcyZjAx2QzlKMx0rTtxmSzPZ/LZvo5uryizz7tefFo24NesyqWWEol\niq8BuWo9lvX5KNTsMrC9c5/A9jGwtY01fgL2sSdA5+xg1TwR9+JLY45KiOpVMSO+Zs+ezezZs+MO\nY0Dczy3Gf+J3sLsV6upxzz4PlCJ841XM7l1gWaimiSQuv6piuu+gY/+t7rZGhuDlFwjefAOiEKup\nGe/GW1Fe6RZsU03NqIYGzI6WjicsC+sAA8jLyZrQhFZq32bPySRq0pRYYhmuzWHE/VmfnIFaBdfX\nJpjkVO5CjEVjeKNzUcDTPTfWPd9aexVL7dqwS2vqrMrNX6l4l34ZveB0dHs79oyZqAq6wROi2lRM\nAVVNnCOPwp46nWjbFqymZqzG8QDULzqffH7/rrxK0dFdt+/iMX7PLoLXlkJni5Bub8N/6nG8L11d\nstdUXpLE1X9H8cnHIQyxp8/AveiSkv3+wXAvWILethWzZRPGsnBOmF+12+w8kPXZFHW8l63AA9mA\nb48rXQGQ0YbHsj4FY5jr2pyTGvrMH98YftJW7NrL6+1ixNfrPZpKFewgTbIVn4b7PgkNFjRV0I1O\nuVmTp2JNjjsKIaqfFFBDpOrrcfoYp1XJltR6PJEL2BmEjFNwbr69q3jay7S3lfQ1tTH8tn4ia666\nFaVgnmNxRUyz8JRtk7zpVkyxALaDquIpt/leXXe5Enblhcbw3+2FrgJtdaiJgEVDLKKWFcMeG6Fu\n14ZncwHXl7ClczC+WJMgq302RxpHwcU1LrUxtohVoqw2PJ7zyeuOAvrsYRTQ1UYbw/OFgPWBpsFS\nfLE2QWKUzBwWpVW9V5AYGa0JXv4TessWrOkzcc9ZVBVT809IJlgwZTIfbdvOOKNJezPIj58Au3Z2\nHGA7WDNnl/Q1XymEvB9ERAAG/uZHzE1EHNfHHnOmWMD/w+ME+Rxm5izcc87jPT/ipUKAAY5K2FyU\nGv4muMor/wrx2hgeyfpsiDQ28PmaBIe7pWshqlMWO9lXlNSXsADYHhl2RPsKsiLwURANuYCK+ngu\nzn3lbaX4uzrZV6w/kTH8rH1fi+FnoSYAzhsjRdTjOZ83ilHXebtDF7mjXnaVEPuTAmoI/EfuI3pv\nOWiN/mglpnUn3mVXxh3WgNQ7NockOmdy1NTiXXkdwTNPYqIIe/ahuOeeX9LX2xzpHhfQANgcao7r\nVQcZYyj+6ufodWs6jv/0Y7K5HI+d9jnaOq/l2/MhDcpiQbLyT9un8gFv+lFXofBQtsh36lMla+m4\nMZ3gvqxPRhvqLMXfpUtXEKQUuAqK3Rq1nGGEfbLn8JdiyObOomyCpfhcFbyHY9UObWjp1mK4t4Ae\nKwXUmrDnd9a2yOAbI61QYj/yLTZIxhii9etAd37BRCF67ZoD/1AFs2cdgv21b5Xt9x/r2nzgR+wd\nGZbu3Dh1P+3t6J0t+x6HAcGaz2hb8Lmup4rAJ0FYFQXU5lD3aGVp1bA90hxSooHKDbbFN8p0V9xo\nW8xPOLzlhxQMNFuKyw5y8TT5PMYvourq95s4kVSKb9QleT4fEGBY6Dk0VfCA97Eu2VlAF7oX0PGF\nM+J6/62OMmPq7xcDJ+fFECjLpseIExk/0a9jPIcLteEdP0QBZyZdZvZVQHkJsHuejq7tkAQKnY8V\n0Nx7CYkK1dDrnKhTisYq2hT00toEpycd2rVmmmOTPMDdt//Mk0TLl2GiCKt5It5XbkMleraI1XSO\nJRkrjDG0akMINFlqQAt2VopxlsX8hM2bfkTedMT/xZqx0foEsLjG5aGMT6vpuOE703Or6v0TI0cK\nqEFSSuGcejrB0uchm4V0Hc4Z58Qd1n5MPocJgo4WgZg//AtTLgsP0oKhvCTOKacRvvEK5HKoxgnU\nf/6LnJ50WF4M0ShmOB2LHlaDy2oT7NJFWnTH3evCpENDlc30mmhbTDxIwaq3biZ8842uhWR1NoP/\nxyeqpku7HIwx3Jvx+SSMMMA02+K2Oq/si9aW0hdrPRYkNXsizQzHJjWGbhLnug7fHmezJYyYYFs0\nVclNmxh5UkANgXvWQqzDjsBsWo+aeQh288S4Q+qh+ORj6A/ew+gIa9JUvJturYoZZ4nzLsQ5/iTc\nfI5w/ARUTS1fAJakXCLAq6ILkKcUX69PEhiDDaP2Dlbv3LHfKvymvT2maCrDe0HE+0HE3g1BPg01\nz+UDLq6prha4SbbFpDFaPNRbivo+JroI0Z2cIUNkT54CkytvEcZo7RqiZW9C535JOvMJwXN/JHHx\nF2OObGCsCU0kUimibutpOUpV7YnqjtLCaS975iHQOB5ad3U8kUhgH3ZEvEHFbGek6b2bWu/FO4UQ\n1W9s3l6MYmbH9q7iaS+9uzWmaMRop+rq8K76O6xD5qBmHYJzzudwTz8r7rBidYxr09Ctbq5VMN+T\nQfNCjDbVemMv+mEddgSMa4DOzXvxkjhz58UblBjV7FmzsW/7ZtxhVIyJjs21aY/n8x3rly3wHI50\n5atWiNFGPtWjjNXQSOLL1xC++BzGGOx5R+PMPzXusIQYUw537ZIunCqEqDxSQI1CzmFH4IzxcShC\nCCFEOckYKCGEEEKIQZICSgghhBBikKSAEkIIIYQYJCmghBBCCCEGSQooIYQQQohBkll4o5SJIqL3\n3sHksjjHnYiqq487JCGEEGLUkAJqFDJaU/z1z9GffQrGEL7xGomv3IY7ZWrcoQ1IYAxPZH1ateZI\n12FBUk5TIYQQlUW68EahaPUq9OpVYDr23zK7dhD86emYoxoYYwz/tbOdl4sh7waax3M+z+f9uMMS\nQgghepACajQKQ9C653NRFE8sg5QxsCnYtxVrEVjhV0fsQgghxg4poEYhe85hqGnTux6r+nrcs86J\nMaKBcxVYqB7PWUr1c7QQQggRDxlcUgKmvY2oZTvRtOngJeMOB+UmSN7ydYLnn8Hk8zinnYk9Y1bc\nYQ1IUinmpxK8li1QABosxYWp8p+m2hgp1IQQQgyYFFDDFK58H//Jx2F3K366DuuEk/DOPR9VUxtr\nXCqZInHJ5bHGMFRXNNRytGXYFhkOdy3G2+VrKG3Xhrvbi+wxhqSCy2sSHCabwIoKlteGZX6Ii2KB\nI1/hQsRFPn3DFLz4HOxu7XiQaUe/upTChytIXHsj9tTpB/5h0a/Zrs1st/yvc1+2yNpo33ixR7I+\n/2tcUlqjREXKaMNP2gps1R0TRN4MIv65SR/kp4QQ5SBjoIbJZLL7P7dzB8HTf4ghmoGLNqzDf/Yp\nwnffxnTO1huLcrrn314whvzYTYcYhnZt+EshZIUfosv0mXo673cVTwBrgohXd7eX5bWEEAcmLVDD\nEG3fBvn9CygA41fu1Hv/7bco/uFRyGTAdbE//QTvimtK+hqBMTyU9dkeaTyluKrGpcmpvK6xBkux\nIdp3QapVisTK9ym8+zYqkSBx8RdRtekYIxTVoCWM+HnGZ4c2WMBRrsVX0x6qxC2ZUR91WVFLxS9E\nHKSAGgb9yYcQBH3+m9m2heKD95K46vqSf4n2G8/u3fgP/RaTy6Bq0ySu+jusceP2O85//ZWO4gkg\nCNCrPsYU8qhkqmSxPJT1Wda1/IDhV1mf79UfvGtsVRDxZPtuipFmoq24Pu2RKGP+rk17RJkiuyJD\nUimuXbOC4MnHIddRGBe2bib5tf8DlUiULQZR/Z7KB+zoLGQ08HGgWR9pZpX4puHcpMOnQURrZ800\n2bY4u6GOfOuukr6OEOLgpIAaBtU8CRIJ6Ku1yfeJPniPaM7hOCcvGJF4/Ad+g16/FgDDNvwH7yF5\n+519HGl6PTJdi26WSkvUc1xGuzZkDdQdoBYqGsPDWZ+WzgvRNm34Xdbn2rRX0ti6SyrFrXX7Zk4W\n3nsHndvXqmi2bSXauB7n0MPKFoOofr1XKosAvwwtQ5Mdm9vqPF4qhNjAF+prSDs2+WH+3rw2WAo8\nGfsnxIBJATUMztx5RCfMJ/pwBRiDcl1M9zvBKERv2zpi8ehspsdjk+l7bIQ7/1Si7dshnwPbxp51\nKCpVU9JYkkrRvVDzlCJ1kO/m3drQ3uuis3OkuyfsXh8Jx8UqYcucGJ1O9xzWhT6ZztN1qq2YVabZ\nnJMdm2vTHb/bHeYMVW0Mv8kUWRdqlFIc7Vp8ubZ8NyxCjCZSQA2Td9mVmIs+T7D0RfTK9zFK7WvN\nqU1jH33siMWikqkebUv9dcl5p5+Nrh9HtOJ9rElTcE47s+SxXF2b4K5MkXZt8JTi4pSLc5C723GW\notaCQrfGqwZrZO+I3SVfwN++FdOyHRwXe95RqCrZQ3Avs3cl+pQUfiPlqITD9QreLIQkleKSmkRZ\nu55L5aVCwAeBRgMYw1vFiHluyFEJuTQIcTDKVMkUrEKhQKFQqMgZY8Xlb5N58F4odDakWxbWxMmk\nzruA5CmnjVgc4dYtZO77FTqTwUqnSV//VZxJk7v+XSlFIpHA9/0RyaMxhqw2pCyFPcCLybv5Ik+0\n5fGNocmx+Nr4epIjXETpXJZg1SeodB3uIXP2G8M20nkcjOwfn8D/21/BaJzps0h/5TaUXXmD96Gy\n89idZVno3lsjVYjh5vDuXe282WuvyUvrUiyuL22LdCXnEORcLBWlFA0NDXGHMWKq5jYjmUzS3t5O\n0M+g7TgVP3h3X/EEoDXWvKMxxxxPPj/c0QmDMK4B7+vfwWiNsiwCIOj2+q7r0tDQQDabHbE82sBg\n5iMeAfzTpAayuRyWUphiYdjjO3rzjeGVQkDRdHS9NPbuBlEWHH4kAFGhsN/Px5HHgYg2rqf4ykvQ\nGbO/Zw9tTz5O4sKLY46sb5Wax95SqdTIfo4HYbg5nGfB+9D1GatTcJjSJf97KzmHIOdiqbjuCCze\nV0GqpoCqZNb0mUTvvt2xiS9AwsOaPiO2eJRV/ct7lWshy8AY/qutyLrOQe7v+BG3pxM0V+ASC4Ol\nt2zuKp4AMAa9oyW+gATQMTnirWJIaOBUz6FmhFtUD+R4z6FVG5b7IRZwVtJl2ij4LPRHtmwSpSQF\nVAk4p56O3rgevXoVBrCPOhZn3jEjHofJ5zDZLKqhESVbPPTpAz/qKp6gY5D6c4WQ69PVe9HwTcfg\n+7rZh6Lq6zFtbR3/kEhgy+zBWBWN4SdtRTZ0nnNvFkO+UZ8kXUFF1Lkpl3NTo7vlYE+k+XXG79qy\n6YqaBIfIlk1imOQqWwJKKbwvX0MykSBfKMTSAhS8/mfCV5diCgVUQyOJG27Gbhw/4nFUur5GN1Tw\nkIeDer8Y8od8QN4Y0m4dX1lyGfWvvQxa4x11DFYZJgiIgftLMewqngC2asOf8gGX18q6YiPp/qzf\nY8umhzq3bBqpNfrE6CQFVAkp246leDL5fEfx1Lknn9maJ3jid9g33TbisVS6YxI2MwpW10VtggUX\npKrzY2CM6bGAY9YYHph9JN8+/gSg8sdLjAVRH9V52GcZL8op2+t9KBhDEUj2fbgQA1KdV44KZbRG\nb98Gros1gq0/JpfBFIs9n+tj8PNo0hJpWiLNdMemfhDdIQml+Ea9x0v5gIKBszy7IreYGYgI6D3c\nNajm5rRRaIHn8mYxYntnkTvBUizy5Gt3pI2zFJu6b9lkKWS1KzFc8kkegmjTRoInH8MEAdaUqSQu\nuxJ0RNsvf0K4aRMohXXIHBKXXYGVrit7PKphPKqhAZPPdTxhWdgzZpb9dePyYj7g5UJAxkCjgivT\nCY50B34qe0qxuGbkulB05wbFNYqSdhk4StGgFK3dWjSabemSqCS1luKb9UmezftoA+clnaot2KvZ\n9bUe92SL7O7csumqWle678SwSQE1SMYv4j94L2bHdgCiLZvwEx7Ksgg/W9V1nF75PoU1n+GcsoDE\n4i+UNSZl23g33IL/+0cwxSL29Bm4ZX7NuETG8Hox6FrxudXAs7mAI8eN/Km8PYj4uBAwzbaY0c+A\n1E+CiEezPgVjqFWKG9MJJpXwAnpznceD2SIZbWiyLa6QsTUVp85SXCGre8cqZSlur5MOO1FaUkAN\nktm1E9O2p9sTBrNtC/TV0pTPEb71V5wTT8HqtqBlOVgNjSTHwJinENCm5zYxvfchGwmv727nV7uz\ntGlDSsHZnrNfq5Yxhsdyflf3TZsxPJQN+Na40hVQtZbiZrkwCCHEiKv+BYNGmKofBzW9VumtrcU+\n7gRUTe3+P5DPofe0jkxwY4CnFJO6dVM5wCHOyJ/GT+7YTVtnYZQ3sMwP9xswHAHFXkOSCjJGSQgh\nRgVpgRokVVOLe96FhC+/gAkDrMZGvEuv6Hg+DMn+6WnYtbNrbrya0IQ9ffSOR4rDzXUef8j5tGrD\nLMfic8mRX8NG95pJpVFoOlZe38tRinFKsbvbseNljJIQQowKUkANgXvyApwTT4bA77Fhb3LBGehj\nTyB4+Xn0qk/AtnAXf6HvlikxZK5SfCnmMSXHpWvYXPDx6WjGnW4r3D4GpX4lneCBrE/WGBotxbVp\nGQsjhBCjgRRQQ6RsG+z9d7tXSpFYdAEsuiCGqMRIuXbSBLxigU8KPhNtiwv7Wcl5nG3xtXoZoySE\nEKONFFBCDIFSinNqPE53ZRihEEKMRfLtL4QQQggxSFJACSGEEEIMkhRQQgghhBCDJAWUEEIIIcQg\nSQElhBBCCDFIUkAJIYQQQgySFFBCCCGEEIMkBZQQQgghxCBJASWEEEIIMUhSQAkhhBBCDJIUUEII\nIYQQgyQFlBBCCCHEIMlmwiVg8jn0nt2E9Q2YZBJlSV0qhBBCjGZSQA2T/8wfCP/yGgQBRWVhzZyJ\n95WvoRKJuEMTQgghRJlIATUM4cr3CV/9M+io4wkTodeuIf+f/w9EESpdh7v4EpzD58YbqBBCCCFK\nSvqahih45WX8h+/bVzx1t7sV2tswWzbhP/Rb9O7WkQ9wEEwYEq76hHD1KkzUx98jhBBCiB6kBWoI\njDGEb74OxeLBD85m0GvXYJ3QWP7AhsD4PsW7foreuB4Aa/aheF/9Gsq2Y45MiMpXNIYHM0V2aUPa\nUlxT65G2FAVjcABHqbhDFEKUiRRQQ6E1JtIDO1YpVPPE8sYzDMHSF9Dr13Y91ms+I3zrDdzTzoov\nqCpnfJ/iow9idrSgkkncy67EbmqOOyxRBvdmiqwIOr8LIsNd7UWSCrZEBhvDKZ7DRTUyHlKI0SjW\nAmrPnj089thjZLNZAObPn89pp50WZ0gDomwba9p09J5WMOYAByqso4/DnjZ95IIbJJPN9HrCYDLZ\neIIZJfxHH0S/9w4ABvDv/zXJb35PZmeOQjujnp//LZGme7v0K8WQ4xIOUxx574UYbWItoCzL4qKL\nLmLKlCkUi0V+9rOfMWfOHJqbK/9u3bvmBoLnn0G3bMfUj8O889a+Lr3GCajZs3FPOhVnzuGxxnkw\nzqlnEH20Etr2dDzROB77xPnxBlXl9M4dPR6b9nbI5SCdjikiUS6Jg/TQ5Qy8lA+4rs4bmYCEECMm\n1gKqrq6Ouro6ADzPo6mpifb29qoooJRtk7jo80DHOlDF9j2wowUaGklcexNWlSxjYE+dhnftTQSv\nvAhK4Z53EfaEplhiMWGI/8yTBHtaMZOm4J53YVW22qhUiu7tEspLQipVkt9tjGG5H7FDa453bSY6\nMlYtTlfUJvhtxidrDCmlOMyx+Ksf0b2Df2UYsSGImOHKeyXEaFIxY6BaW1vZunUr06ZUaBM/AAAg\nAElEQVRNo62tjUymZ9dSOp3GcSomXABMIY9ubyf34D3odWs7nty+jfCxh1CpFEQR3qILsCtkDNTe\n/PXOo3vY4SQPi7+lLHvvXUQrPyAC+OhDVDZDzRXXxhbPhiBiT6Q5NOFQY+1raugvj3tZV11P7je/\nwLS1oTwP7/OXkkgmhx2PMYa79+R4vxgSAm8UI24Yl+KIhNvn8bZt47p9/1slOFgeK8WB8niI6/L3\nSY9M5yByC1i9s51t3br2cgbWGcWhZXgvRkMOK4HksTQqPX+lVhF/bbFY5KGHHmLx4sV4nsfrr7/O\n0qVLexyzcOFCFi1aFFOE+2t77c/seOBedC4L3af+G0P4wbtdz5k1nzH1f/xfJCZPiSnS/TU29pwR\naIxBZzMo18Xyhn+hHwoThmS3bd33RBSiNm2MrTXy55u289ruLAVjmJJw+V+zpjDF69mq2DuPXZqb\nMf/3/4vO5bBSqZK1om33A1btyBB2Pt6tDS/5hjOnVX6L7YH0m8cqdaHl8sDWnQSdj9O2xYkTm2iu\nKd9na7TlMC6SRzEYsRdQURTx0EMPcdxxxzFv3jygYzD53Lk9F59Mp9O0trYShmFfv2ZEmSii7d67\nIZ/v+4BuBVW4o4Utjz5EzZXXjVB0/XMch8bGxh55NGFA9u6fo7dsAtvGPWE+qc9fOuKxGWOIek35\nDjG0tLSMeCwtYcRfOosngC1+wC/WbeaOxlqg7zz2K5craVyR6Tn70/f9fnPkeR7FgSy1EZNB5TFG\ng83jKcawKumyKgixUJyWdGnIttOSbS95bKM1hyNN8lgae/M4VsRaQBnz/7d379FRlefix79779kz\nmVwmF3IhISThLncEASOi3IpiQbDe0Ip19ZxWSz3n2NrTdU611d9v2dZ1bG3rauvtWKtotYpVARUV\nf4igKEVBEAQiIVxCAsGEJJPLXPZ+f38EBiYJIZNMMhl4Pmu5zOzZs+fZD3v2PPO+73634vXXXycr\nK4vi4uLQco/Hg8fjabN+VVUVgUCgzfLeppoaobnzB7Gt630ibgD/0SMcf/LPLa0jWdmQmIi158tT\nz3+8AW3kGIyBBb0em6P4UgJr14C3Hi0tHcfMb8Qkb96gTaDV1ZUB224TSzAY7NX4UpUi39DZE2wp\nopI1mOw0zhiDw+HoM8ddR3o7j5HqSh6vTzSBU10tPb1/52IOYyGaefynL8hmXxANmOs2GRyFMXDx\nksfzRUwLqAMHDrBt2zZycnJ47LHHAJg9ezbDhsV+PE6HEtxgGBDsxFxQCW6cs6/o+Zg6Qdk2lX/6\nHdaJeZ+s8oOQmha+UnMzquoIxKCAMounY4wYhVl3nEBGJronFeX3EfhkIwT9mJMvQeuFK9n6Gxo5\nhsbBE+NY3MA4Z+wHAOuaxr+muFjTFKDaVlzkMhhuxrwRWQjRyg5fkBWNfhpO/A6r8vpYmuKin1z0\ncU6J6dm3sLCQ+++/P5YhdImmaTguuZTghnVgnyiiTCcE/G1XtoJYZftwjB7bu0G2Q3m9BGtb3VZG\n18HpAn9Li5qWmoY+aEgMojsRTkY/nAPysZqaWiak/N8/Yx86CIC19TMS/mUpWjutk9Hk0DS+n5LA\nikY/TUoxxulgiqtvFCoOTeNKmZhRnIMspThuKxI1Dbce3zO4b/FboeIJoEbBjqDNZVJAnVP6xrdC\nHHJeuQC9cBD2VyXog4ZglZZgffxh2xUDAewjhyGGBdTnviCbfEGcSnGDMwGoDT23PzWDo6Mv5MKy\nEpyGjmPGN9DTM3o9xsCmjQQ3f9IyMelFU2HqJQS3bA4VTwCq6ij+91bjuuaGHo8nSde4KVnm7hGi\nN9Tbiifrm6m2FU5N41KXg1nuvnu12dmktioAHUC/OC8KRVtSQHWDY+QYGDkGAC07G3v3l6ia6vCV\nklIwho+KQXQtdviCLD+tKTn50jnM++BtGpubOZ6UwkvfWERtahqfXDKL/0xNQIvBvbussr0E3nkT\nGltmQG+q+RozNe1U697p7A5mfhdCxKXlDT4Onegyb1SKD5oDXORy4InTouPKRJODls2hoI2hwQWm\nwSiZB+ycIwVUlBjZ/Un57u14334T+1gVGgpMJ+bF0zDyB8Ysrs3+YFhT8odDRjJ43Hg+qj7OXqcb\nThRMTUrRpCAxBucra9eXoeIJQDU2Yn25A+e8+QT/uRFVWQGAltEPx+Wzej9AIUSPalZtH9fbKm4L\nKFPTuCPFxTG75abSGUb8TQgszk4KqCgy8wtIuPk7sQ4jjLtVi5KpQarpwExOhoAdtp47RucqPS8f\nTBNOXl3icKDnDUBLcJPwr0sJvP8eKhjAMe3ymM2SLoToOYUOndKgzckJYNINjSwjPounk3RNIzvO\n90F0TAqoc9yCRCeHrGYqrJZfQhM9yQx36mTj4hmvj+O2TYKmcW2iMybddwDG2PEY+77C3rUTAHPo\ncIwpLdNaaIlJOK+6OiZxCSF6x5VuEwsoC1iYmsa3Ek2cMTofCdFZUkCd49y6xr95EigP2rhNkwm5\nORw7doxkXeOHntjMOt6apmm4Fl6HuioAKBI9qTSdaZJSIcQ5R9c0FsjVpSLOSAF1HjA1jSLTwDSN\nmLUydYbWh+/xJIQQQpxORrYJIYQQQkRICighhBBCiAhJASWEEEIIESEpoIQQQgghIiQFlBBCCCFE\nhKSAEkIIIYSIkBRQQgghhBARkgJKCCGEECJCUkAJIYQQQkRICighhBBCiAhJASWEEEIIESEpoIQQ\nQgghIiQFlBBCCCFEhKSAEkIIIYSIkBRQQgghhBARkgJKCCGEECJCUkAJIYQQQkRICighhBBCiAhJ\nASWEEEIIESFHrAOIR3ZzE82PPQJHj5xamDuApvQMtOz+GEWDoOZr9EFDMLL7xyRG5a0n8MFalBXE\nMXI0WnZ/6JfZyzF48b+3GoIWjstmYmRld7i+XXscVXscu6CodwIUQgghukgKqAjZzU00/9972j5R\nUY6qKEft3I592mJjxhxcc6/qtfgA7Lpamh95CBobAbA2bgCnC2vGLKyrr0UphVIKAn40pwtl2wTe\nfQu7ohzNk4pz/iI0p6tbMaimRpr/98+oo5UtMZSW4Lrt+1ifbyG46SMwnTimTcd5yWUA+Ne/T3Dt\nO+Dz4U9Lx3nTdzDyB3YvEb1E2TY0N0GCG00/dxt1lVKsbw5SFrTIc+jMSjDRNS3WYQFgVRzG2rUT\nPScHY+QYtD4S15k0K0VpwCJBg0EOo8/HG09K/EGO2IoLHDqZDiPW4YhzmBRQEfKteSei9a3312Bd\neNFZW1+iyfeXx0LFU4jfR+Cdt9j/8YcoTyr4fKj6OvD7QdPAsk69/ng1Cd/9QbdiCH62OVQ8AVBT\nje+R34AVPLXOqtfQ3Ynoo8cRfPctCAYAUDXV+P/xIu5//8+22936KYH176Ma6iFooaWlYQwfibOX\ni9R9jc28UNOAp+IQs994GbOpCc3txnnNDRiFg8LWVV4v/rffgIAfR/GlbZ6PF683+tnoswgA2wM2\nRyzFt5O7V2hHQ3DHNvwr/gH1dWCaGOMn4vrWjbEO64zqbMXjdc1U2AoHMMrU+U6yS4qoKFju9bHZ\nb+EH0nSNG5JMLjDla070DDmyIqR2bov4NYEPP8BYdF0PRBNO2Ta+Fa+gTu9abMWuq4O6ug63Yx85\nggr40Uxn14NxtHNonVY8neTf/Ana9q2h4ukkVV3d8n+vF+vgfvT0dKyyfQTeeC2s2FONDQSPVaGn\nZeCYcnHX441AVdDi4bLDeG2b2996FfNEvlV9Hf4Vr+D+t5+cis/XTPNTj6KOVABg79uL86ZbMYoG\n90qs0bQnYHPyX8kC9gUsbKVi3goV3LCupXgCCASwdu9CNTagJSbFJB6lFB/6gpQGLPobOnPc4S11\nKxv9VNgKgCCwM2BTGrQYch5/0R8NWrzSGMCvFPkOnWsSnREfVw224otAS/EEcNxWrGkKSgEleowc\nWZE6fjzil9glu3ogkLb8q1dhb9rY/Q01eMHo3qHhmHgR1mf/xD64v+MVK8pRzc1tlwcDBA8dJPDi\nMlT1MTBNsGywrbbr+v1YpXt6rYB6t6EZr93SUevy+8KeUz4fSimsL3cQ/ORD7Po6OFE8QUuRFdi4\nPq4KKP/ad7G2fsq3LZsvi4bx5syrQNMwNI1olU7BXTtbunZ1A/OKb0bUYquUarXABttuf+VesLIx\nwIe+IAHAONFStyTlVEudv1W8QaCx1S6cT4JK8Vevn8oTReVBy0IpP9cmOSNqlQuiaP2v3ubYECKK\nzt0BGz2mCx/Imuroh9GK8tZjbf4kShuj22N5NNOJ619/ANk5Ha/YXvEEYNsEXv5bS/EEEAi0XzwB\n6HrLIPlesNkXZKfvVEua32GGh5Kahl22D/9rL2OX7IbKitabQOtmcdqbgqUlBNe/j6o6Snr1MS7a\nvplJ2z8lUYPJruiM3QmU7Mb/j79j79qJvXM7/mf+F1Vf3+nXOyZMAndiywNdR88vgKTkbsfVVXsC\nVlhL3X7Lxjrti3yqy0HyaWnL0TWGnsdjdaptRa19Kj828Inf4qHaZg4EzvCZb4dH0xhgnDpvuYFx\nzvDPmtdWlAUs6uyuF1bNSrGsvplHapt4tr6ZZinSzlvxcybvK3L6w5HKs6/Xy3zPPd0ykDkalI2y\nLDSjeyd1zXTiuvpa/C89j6qrjTyMpsaOVzAMtOQU9IGFmDPmdDHKzlvfFOCtpgAnS77Jn24k92h4\ngWRMnUbws03gbb8A0LKyMa/4Zg9HGj12WWnYceUMBLis8gDTp02jwIzOl75/08awfKnqYwR3bsec\nekmnXm9ePA3Nk4q1Y1tLfqfPjOl4otZvraHCWupGOR3cqOATfxATjYVJTtz6+Tv+KVnTcGnQdFod\nY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"text/plain": [ "" ] @@ -3010,7 +1141,7 @@ "source": [ "plt = ggplot(aes(x = 'uniformity_cell_shape', y = 'bare_nuclei', color = 'class'), data = cancer_data) + \\\n", " geom_point(position = 'jitter')\n", - "print plt" + "print(plt)" ] }, { @@ -3031,918 +1162,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlAAAAH+CAYAAABTHDBGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4FEX6x7/V3XMlk5sknAmnCTeIHHIYEJBDkEOQQxBY\n", - "PBbcVdGf166KuisrXivquiogoLiugoqoiAdywyJyE46EI8iVkISQY84+3t8fkwyZyTWTTJIJ1Od5\n", - "8kD3VFe/XVVd/dZbb73FiIjA4XA4HA6Hw/EZob4F4HA4HA6Hw2locAWKw+FwOBwOx0+4AsXhcDgc\n", - "DofjJ1yB4nA4HA6Hw/ETrkBxOBwOh8Ph+AlXoDgcDofD4XD8JCgVqJYtW+Kll16qt/sfOnQIvXr1\n", - "gslkQuvWrQEAZ8+exeDBg2E2myGKYr3JVhnlye0r9V3m1zqCIOA///lPrV8TKDZt2gRBEHDhwoU6\n", - "ud/AgQNx3333uY9nzpyJoUOH1jjf661dDxw4EPfff7/Huaeffhrx8fEQBAEfffRRnctU122prqnr\n", - "NlZVHa9YsQLPP/882rVrV+uyZGRkQBAE7Nixo9bvFYzUqQIlCEKlfyUffcYYGGMBv39JZZf398Yb\n", - 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8ffPmzTFq1Ki6EIfD4XA4HA6nRtSJAjVhwoQy53zdeJXD4XA4HA4n2AjKrVw4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SfiqMoqQnd9C3No4a2Ndzypp5/AX78WtMbftAFdX0/4JFzUdyDfOPd5fjZ5gkxfr72t+noppZho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\n71Vrza+bU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ZlkW1wcsSV5Ev2e1ED1QPiq6/FmzUYfPoQxfiKh6mHYV16H8/pLkE6jyisI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\n1MlEJomKxTDGjcO+eH6b/Toqx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"text/plain": [ "" ] @@ -3964,7 +1184,7 @@ " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " ylab(\"Amount of Bare Nuclei\") + \\\n", " xlab(\"Uniformity in Cell shape\")\n", - "print plt" + "print(plt)" ] }, { @@ -3985,579 +1205,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAsMAAAJCCAYAAAAlYMo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0VPX9//HXTHaWkAyESFgCRAgCKosiCjVQQUWxIOAX\n", - "paC4BMXWWLSIUhWXikaq1eAeECi01oWK1iUubAoqpQiKbAlhlRQEEvZAEvL5/cFvhkw2JiHJncl9\n", - "Ps7Jgbn35s577rxz85pP7uIwxhgBAAAANuS0ugAAAADAKoRhAAAA2BZhGAAAALZFGAYAAIBtEYYB\n", - "AABgW4RhAAAA2BZhGGW0bdtWTz31lGXPv3btWvXq1UsRERFq3769JGnnzp264oor1KhRIwUFBVlW\n", - "W2XKq9tXVm/z+s7pdOof//hHrX9PTVmyZImcTqdycnLq5Pn69eun5ORkz+OxY8dq4MCBZ71eu/V1\n", - "v379NG7cOK9pDz30kGJjY+V0OvW3v/2tzmuq616qa3XdY2d6j+fMmaPHHntMHTp0qPVatm3bJqfT\n", - "qW+++abWn6u+IwzbiNPprPTLHeAcDoccDkeNP7/7B7e8r+eff96z3AMPPKCoqCht2rRJK1eulCRN\n", - 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AAADYFmEYAAAAtkUYBgAAgG0RhgEAAGBbhGEAAADYFmEYAAAAtkUYBgAAgG0R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\nmRaTYSIiIiIyLSbDRERERGRa/w+hQjlJa7L2tAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -4578,7 +1226,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('class')\n", - "print plt" + "print(plt)" ] }, { @@ -4597,1329 +1245,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAtAAAAJCCAYAAADp+fDUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8U3X3xz/3ZjQp3dAWSqFQRit7g4AUZCOyxB+ITGVY\n", - "fETBBYoyFB4QRRnyyBIQFBkKggIiUEZBEcumBcqqWGihpbS0TZsm+f7+qAlJM5qkWc0979erL8i9\n", - "33E+957cnNx87zkcY4yBIAiCIAiCIAir4N1tAEEQBEEQBEFUJiiAJgiCIAiCIAgboACaIAiCIAiC\n", - "IGyAAmiCIAiCIAiCsAEKoAmCIAiCIAjCBiiAJgiCIAiCIAgboACaMKJOnTqYN2+e2+a/cOEC2rVr\n", - "B7lcjujoaADA7du30b17d/j5+UEkErnNNkuYstta3H3MvR2e5/Hdd985vY+jOHz4MHiex507d1wy\n", - "X9euXTFhwgTd67Fjx6Jnz54VHldoft21a1dMnDjRYNuMGTMQHh4OnufxzTffuNwmV/uSq3G1j5V3\n", - "jjds2IDZs2ejQYMGTrfl1q1b4HkeJ06ccPpchDEUQAsInuct/mmDPo7jwHGcw+fXvtlN/S1evFjX\n", - 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EQRAEQRAEYQMUQBMEQRAEQRCEDVAATRAEQRAEQRA2QAE0QRAEQRAEQdgABdAE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\n+tC5dm4fZ47vqf7h7PE98Ti5Ynwh6vbU4+Ts8T3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f3T+n2Xukjy82BDAUxXENE4lxAvkQ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Axy3HHH5W2ATmPDhg28/fbbuN1umpqacLlceDyeikxOXk5J2T8OR7nzk09JJH0aTvBX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\nJZcU+7nONlJAp8GePXtYs2YNV111FQDr1q1D0zTmzp2b0hXofB4iIA34B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q4q82A6zpA+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"text/plain": [ "" ] @@ -5940,7 +1266,7 @@ " geom_point(position = 'jitter') + \\\n", " ggtitle(\"The Effect of the Bare Nuclei and Cell Shape Uniformity on Classification\") + \\\n", " facet_grid('clump_thickness', 'marginal_adhesion')\n", - "print plt" + "print(plt)" ] }, { @@ -6110,7 +1436,7 @@ } ], "source": [ - "print \"Accuracy score:\", clf.score(features_test,labels_test)" + "print(\"Accuracy score:\", clf.score(features_test,labels_test))" ] }, { @@ -6131,157 +1457,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXsAAAELCAYAAAA4HCbKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuUHVWZ9/Hvkxt0IMhNAkEkoSMYUMiFS4JBSMQsXkUk\n", - "M4CiIiPq6ziiqIyj+L5qD+t10JkV8cKIMwoCI6KABmVGJRGyBpCMQi4EIaKJRAhIwkUgpiN0kuf9\n", - "Y+/qrr6fTp9Tu7v377PWWV1Vp049u053P6fOrqr9mLsjIiIj26jUDRARkcZTshcRyYCSvYhIBpTs\n", - "RUQyoGQvIpIBJXsRkQyMSd2A3piZrgkVEdkF7m5dlw3ZZA/QkroBCS0D5qVuREI573/O+w7a/8Hu\n", - 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"text/plain": [ "" ] @@ -6308,21 +1484,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/Python II Fall 2015 - Instructor.ipynb b/Python II Fall 2015 - Instructor.ipynb index cfd1eb7..032fcc7 100644 --- a/Python II Fall 2015 - Instructor.ipynb +++ b/Python II Fall 2015 - Instructor.ipynb @@ -68,7 +68,7 @@ ], "source": [ "digits = datasets.load_digits()\n", - "print digits.data" + "print(digits.data)" ] }, { @@ -87,627 +87,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAPYAAAD7CAYAAABZjGkWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - 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N8gH51dY542M192wG2CAvx4d+hVvy+spjPwpxea3yBcE+A3KF98a5T/mZAHlq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TOlRWtSOFJKizsAP+qrj16CyCeuoueWaKFXlmnlpnQI6AnhvEmk0ObM2yo75M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\nq8oSFAtoqcwSZJlWSgnhlef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uHY9a6jn61JI7zhsACWILbg1mupbi5oZ8lWBbFpDHe3DXvNeN9Etb\n8/DXbZalnSOdg63dYyr+youuLeg1i93qcnPLrAEeAbkV8t5aJdiAPMLsAST1ryXANautvfOdul3C\nEowcTC2tJh+32DWV1bLYXvxUN5wDHLHgEbe71QUfrngntbrKkdddpQ8aceOjcV6aNICnQTpHXuCy\nCy31n2u2rTwa1BLkFrzeQBnd9iCOAl6uYynLvSqwLdexpGtWW3KxI4NoFoStcTUegxSOpnv5ANv6\n8H51TV9TyhPtY3OINWstueHSABqHNBonwa3dq7m1KrCBtsErzSW3FmqxNQjn3pYgtOKn5gOeskIF\n4LLWBss06xUJcystga7FR112yRVvgTgCOL8nc2p1YHPVwB1dtBHkmmPU5p9z0UDm5QPsSRealfJc\nVS0tAq30WssCmMPM88wJsHXtc2v1YHO1WPNaKCJ5WvK2NhKRRkTK44HI1QpIAWyqBa7JPxVs7XqX\n0mrB1kC10qTK7Q2g1WzPsU+N+2711SP7UfCoihtOt3m65dpq2y2j4J6V9pZacKMeSG+tEmxpEC3S\nxy7riIWrHaiaEkffK0vrHmml/7zZXPx1Fr2/GtA0XPOOeO4ff0QaCFpWDdpoHuk+9NLqwKZQa5aa\nhr0Kb1ntJV89SSBqYStfNI4OjJV1AYEPpFFZrrY1fbNY4SmDYzX97bLwMtPtaJqUj963Hlod2EUS\n4DRsWW4JdM019iaCzDFpRLLYWrnn3C4Vf7N56ldZ9B5qFVdyuTU32Oon10DuDZhZrjgtcwlLcV46\nvX4pPKdWBTateGVd06+OuOAU6Jqpm1Pz0DK2LrX7S6KQ0zxafzPa1y0ga+C2WnJrcE2yxq1rLa2X\nVgU2FbfYZR2xVFFrbYEe+fxQdCkfFrQAjILaCnVxvXm6ltcCXBrR5q54LbyReMsVp2WPrGvzzq3I\nX/x8J4BfJlHPB/CzOed/3q1UC6mlQtf0rzUII4BH8vE46Vpqtlv2BS5+n0w6JpU0eKZBTeHbbDah\nDxhKsFpW2nPLaZm1cGu6FTdVkW+efQbAi88KsAHwRQDvn70kC0mqbBGrxfvXNX1sD9zWDx7wdHp9\nGrRWXG3+AieF2rPqZW0NnnHINEA9y61ZZClda1xoufl1WOGatB6qdcVfDeBzOedHexRmKUUtkgW0\nBDV3w3mfuPbTRDWfM6IWu1yHtJ4zjcJZ4KZWW1Kkr21Z25ZPDVvbmrUufexSZuk6rO0p+82hWrD/\nLoB/26MgVyFeAT33WwPaG0TT+tgewFYeKWxdVyStdl8Op9UXbxk4iwBc+6MQ7diStY70hT0wp+w7\nRWGw0+3viv8AgJ/uVporULRvXQu1NoptAdz6ueDy9dHItUbvSSQPh1QCWjuWB7kFces7bOv1lgb3\nHOrtdkuqsdh/E8Af5Jy/whOu2393FVkVWAPbSou465YV9153eR/4X1qRe1TCRdK7Xwnw6Ei5t0Rf\nqUnnvgogPUX/u6sG7NcDeK+UQMEeGhrqJ244b968KeYL+Roppafj9sDZv5+hbENDQ50Vstg55z8F\n8KzOZRkaGppJ84wODA0N3VEaYA8NHaAG2ENDB6gB9tDQAWqAPTR0gBpgDw0doK4M7Mjsmet8vsce\ne2zR8x26Hn/88UXPd93r52rAfuihhxY93wB7Xg2w6zRc8aGhA9QAe2joAJWiP+VTD5DStAMMDQ1N\nUs750s/QJoM9NDR052m44kNDB6gB9tDQAepKwE4pvSal9OmU0iMppa6fWkopvSOl9CcppU/0PA85\n370ppQ+mlD6ZUvrjlNJPdD7f3SmlD6eUPpZSejil9I97nu/snNuU0kdTSv+h97nOzveFlNIfnZ3z\n9zqf656U0vtSSp86u5/f3fFc33l2TWX52mz1pfabX1MXAFsAnwXwXADHAD4G4IUdz/dK3P588icW\nur5nA3jRWfgZAD7T8/rOzvO0s/URgN8F8IrO5/tJAO8B8OsL3dPPA/gzC53rXQB+lNzPZy503g2A\nLwG4d47jXYXFfimAz+acv5BzPsHtPyP4oV4nyzl/CMD/6nV84XyP55w/dhb+OoBPAfj2zuf8xlnw\nBm43nF/tda6U0nMAvBbALwBY8qNg3c+VUnomgFfmnN8BADnn05zz13qf90yzftr7KsD+DgC08I+d\nxR2cUkrPxW1v4cOdz7NJKX0MwJ8A+GDO+eGOp/s5AD8FYN/xHFwZwG+llD6SUvr7Hc/zPABfSSm9\nM6X0hymln08pPa3j+ahm/bT3VYC9ivdrKaVnAHgfgDedWe5uyjnvc84vAvAcAH8tpXRfj/OklF4H\n4Ms5549iWWv98pzzi3H7S7k/llJ6ZafzHAF4CYB/lXN+CYA/BXB/p3Odi3za+9/NdcyrAPuLAO4l\n2/fittU+GKWUjgH8CoBfyjn/6lLnPXMb/yOAv9LpFN8D4AdTSp/H7S/W/vWU0rs7netcOecvna2/\ngtt/L/XSTqd6DMBjOeffP9t+H26D3lvqp71bdRVgfwTAX0gpPfespfo7AH79CsrRRen2x6jfDuDh\nnPPbFjjfs1JK95yFvwnA9wH4aI9z5ZzfnHO+N+f8PNx2Hf9rzvlHepyrKKX0tJTSN5+Fnw7g+wF0\necORc34cwKMppRecRb0awCd7nItJ/bR3qxb/G92c82lK6Y0APoDbAz1vzzl/qtf5UkrvBfAqAH82\npfQogLfknN/Z63wAXg7ghwH8UUqpAPYzOef/3Ol83wbgXen2HyZuAPxizvm3O52La4lu1bcCeP/Z\nx/uPALwn5/ybHc/34wDec2Z0PgfgDR3PRT/tPevYwZhSOjR0gBozz4aGDlAD7KGhA9QAe2joADXA\nHho6QA2wh4YOUAPsoaED1AB7aOgANcAeGjpA/X9P1e2Qx4dC4gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -1351,7 +236,7 @@ ], "source": [ "accuracy = clf.score(data_test, labels_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -1384,7 +269,7 @@ "clf = svm.SVC(gamma=0.01, C=100)\n", "clf.fit(data_train, labels_train)\n", "accuracy = clf.score(data_test, labels_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -1418,7 +303,7 @@ "\n", "gridsearch.fit(data_test, labels_test)\n", "\n", - "print gridsearch.best_params_" + "print(gridsearch.best_params_)" ] }, { @@ -1717,7 +602,7 @@ ], "source": [ "accuracy = rf.score(features_test, targets_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -1747,10 +632,10 @@ "from sklearn.metrics import log_loss\n", "\n", "predictions = np.array(rf.predict_proba(features_test))[:,1]\n", - "print predictions\n", + "print(predictions)\n", "\n", "logloss = log_loss(targets_test, predictions)\n", - "print logloss" + "print(logloss)" ] }, { @@ -1976,7 +861,7 @@ "outputs": [], "source": [ "submission_predictions = [[index + 1, x[1]] for index, x in enumerate(rf.predict_proba(test_data))]\n", - "print submission_predictions" + "print(submission_predictions)" ] }, { @@ -2088,21 +973,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/Python II Fall 2015 - Student.ipynb b/Python II Fall 2015 - Student.ipynb index 459e684..8479e91 100644 --- a/Python II Fall 2015 - Student.ipynb +++ b/Python II Fall 2015 - Student.ipynb @@ -380,21 +380,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/Python II Fall 2016 - Instructor.ipynb b/Python II Fall 2016 - Instructor.ipynb index 914961d..3650f6c 100644 --- a/Python II Fall 2016 - Instructor.ipynb +++ b/Python II Fall 2016 - Instructor.ipynb @@ -68,7 +68,7 @@ ], "source": [ "digits = datasets.load_digits()\n", - "print digits.data" + "print(digits.data)" ] }, { @@ -241,7 +241,7 @@ ], "source": [ "accuracy = clf.score(data_test, labels_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -278,7 +278,7 @@ "clf = svm.SVC(gamma=0.01, C=100)\n", "clf.fit(data_train, labels_train)\n", "accuracy = clf.score(data_test, labels_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -312,7 +312,7 @@ "\n", "gridsearch.fit(data_test, labels_test)\n", "\n", - "print gridsearch.best_params_" + "print(gridsearch.best_params_)" ] }, { @@ -615,7 +615,7 @@ ], "source": [ "accuracy = rf.score(features_test, targets_test)\n", - "print accuracy" + "print(accuracy)" ] }, { @@ -849,7 +849,7 @@ ], "source": [ "submission_predictions = [[index + 1, x[1]] for index, x in enumerate(rf.predict_proba(test_data))]\n", - "print submission_predictions[0:10]" + "print(submission_predictions[0:10])" ] }, { @@ -961,21 +961,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/Python II Fall 2016 - Student.ipynb b/Python II Fall 2016 - Student.ipynb index 0b4be81..08dfa66 100644 --- a/Python II Fall 2016 - Student.ipynb +++ b/Python II Fall 2016 - Student.ipynb @@ -372,21 +372,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/UF DSI Python 0 - 10_26_16 - Instructor.ipynb b/UF DSI Python 0 - 10_26_16 - Instructor.ipynb index 99a552a..c7466f2 100644 --- a/UF DSI Python 0 - 10_26_16 - Instructor.ipynb +++ b/UF DSI Python 0 - 10_26_16 - Instructor.ipynb @@ -186,9 +186,9 @@ "# This is a comment\n", "\n", "if (3 < 2): # This is called Boolean logic. Boolean is such a silly word!\n", - " print \"True\" # Another Comment. This print syntax only works in Python 2, not 3\n", + " print(\"True\") # Another Comment. This print syntax only works in Python 2, not 3\n", "else:\n", - " print \"False\"" + " print(\"False\")" ] }, { @@ -216,8 +216,8 @@ ], "source": [ "if (1 == 1):\n", - " print \"We're in \"\n", - "print \"Deep Trouble:\"" + " print(\"We're in \")\n", + "print(\"Deep Trouble:\")" ] }, { @@ -238,8 +238,8 @@ ], "source": [ "if (0 > -1):\n", - " print \"This works \"\n", - " print \"just fine.\"" + " print(\"This works \")\n", + " print(\"just fine.\")" ] }, { @@ -259,11 +259,11 @@ ], "source": [ "if 1 > 1:\n", - " print \"1 is greater than 1\"\n", + " print(\"1 is greater than 1\")\n", "elif 1 < 2:\n", - " print \"1 is less than 2\"\n", + " print(\"1 is less than 2\")\n", "else:\n", - " print \"This won't be printed\"" + " print(\"This won't be printed\")" ] }, { @@ -301,7 +301,7 @@ ], "source": [ "a = 1\n", - "print type(a) # Built in function" + "print(type(a)) # Built in function" ] }, { @@ -321,7 +321,7 @@ ], "source": [ "b = 2.5 \n", - "print type(b)" + "print(type(b))" ] }, { @@ -351,8 +351,8 @@ "c1 = \"Go \"\n", "c2 = 'Gators'\n", "c3 = c1 + c2\n", - "print c3\n", - "print type(c3)" + "print(c3)\n", + "print(type(c3))" ] }, { @@ -394,7 +394,7 @@ "source": [ "# To use Math, we must import it\n", "import math\n", - "print cos(0)" + "print(cos(0))" ] }, { @@ -420,7 +420,7 @@ } ], "source": [ - "print math.cos(0)" + "print(math.cos(0))" ] }, { @@ -447,7 +447,7 @@ ], "source": [ "from math import cos\n", - "print cos(math.pi) # we only imported cos, not the pi constant" + "print(cos(math.pi)) # we only imported cos, not the pi constant" ] }, { @@ -476,7 +476,7 @@ ], "source": [ "from math import *\n", - "print sin(pi/2) # now we don't have to make a call to math" + "print(sin(pi/2)) # now we don't have to make a call to math" ] }, { @@ -505,7 +505,7 @@ ], "source": [ "mystring = \"Go Gators, Come on Gators, Get up and go!\"\n", - "print mystring" + "print(mystring)" ] }, { @@ -532,7 +532,7 @@ } ], "source": [ - "print mystring[11:25]" + "print(mystring[11:25])" ] }, { @@ -560,7 +560,7 @@ } ], "source": [ - "print mystring[:9] # all characters before the 9th index" + "print(mystring[:9]) # all characters before the 9th index" ] }, { @@ -579,7 +579,7 @@ } ], "source": [ - "print mystring[27:] # all characters at or after the 27th" + "print(mystring[27:]) # all characters at or after the 27th" ] }, { @@ -598,7 +598,7 @@ } ], "source": [ - "print mystring[:] # you can even omit both arguments" + "print(mystring[:]) # you can even omit both arguments" ] }, { @@ -624,7 +624,7 @@ } ], "source": [ - "print mystring[-3:-1]" + "print(mystring[-3:-1])" ] }, { @@ -652,7 +652,7 @@ } ], "source": [ - "print mystring.find(\"Gators\") # returns the index of the first occurence of Gators" + "print(mystring.find(\"Gators\")) # returns the index of the first occurence of Gators" ] }, { @@ -671,7 +671,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -690,7 +690,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4, 19) # specify both begin and end indexes to search" + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" ] }, { @@ -716,7 +716,7 @@ } ], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -743,8 +743,8 @@ } ], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -770,7 +770,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -789,7 +789,7 @@ } ], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -815,7 +815,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -841,7 +841,7 @@ } ], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -860,7 +860,7 @@ } ], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -888,7 +888,7 @@ } ], "source": [ - "print ' '.join([\"Go\", \"Gators\"])" + "print(' '.join([\"Go\", \"Gators\"]))" ] }, { @@ -928,7 +928,7 @@ ], "source": [ "mylist = [1, 2, 3, 4, 'five']\n", - "print mylist" + "print(mylist)" ] }, { @@ -948,7 +948,7 @@ ], "source": [ "mylist.append(6.0) # add an item to the end of the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -968,7 +968,7 @@ ], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -988,7 +988,7 @@ ], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist" + "print(mylist)" ] }, { @@ -1008,7 +1008,7 @@ ], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -1029,8 +1029,8 @@ ], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -1051,8 +1051,8 @@ ], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -1071,7 +1071,7 @@ } ], "source": [ - "print len(mylist) # returns the length of any iterable such as lists and strings" + "print(len(mylist)) # returns the length of any iterable such as lists and strings" ] }, { @@ -1090,8 +1090,8 @@ } ], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -1112,7 +1112,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -1132,7 +1132,7 @@ ], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -1170,7 +1170,7 @@ "source": [ "schools = ['Florida', 'Florida State', 'Miami', 'Florida']\n", "myset = set(schools) # the set is built from the schools list\n", - "print myset" + "print(myset)" ] }, { @@ -1189,7 +1189,7 @@ } ], "source": [ - "print 'Georgia' in myset # membership test" + "print('Georgia' in myset) # membership test" ] }, { @@ -1208,7 +1208,7 @@ } ], "source": [ - "print 'Florida' in myset" + "print('Florida' in myset)" ] }, { @@ -1228,7 +1228,7 @@ ], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -1247,7 +1247,7 @@ } ], "source": [ - "print myset & badschools # AND" + "print(myset & badschools) # AND" ] }, { @@ -1266,7 +1266,7 @@ } ], "source": [ - "print myset | badschools # OR" + "print(myset | badschools) # OR" ] }, { @@ -1285,7 +1285,7 @@ } ], "source": [ - "print myset ^ badschools # XOR" + "print(myset ^ badschools) # XOR" ] }, { @@ -1315,7 +1315,7 @@ ], "source": [ "mydictionary = {'Florida' : 1, 'Georgia' : 2, 'Tennessee' : 3}\n", - "print mydictionary" + "print(mydictionary)" ] }, { @@ -1334,7 +1334,7 @@ } ], "source": [ - "print mydictionary['Florida'] # access the value with key = 'Florida'" + "print(mydictionary['Florida']) # access the value with key = 'Florida'" ] }, { @@ -1354,7 +1354,7 @@ ], "source": [ "del mydictionary['Tennessee'] # funky syntax to delete a key, value pair\n", - "print mydictionary" + "print(mydictionary)" ] }, { @@ -1374,7 +1374,7 @@ ], "source": [ "mydictionary['Georgia'] = 7 # assignment\n", - "print mydictionary" + "print(mydictionary)" ] }, { @@ -1394,7 +1394,7 @@ ], "source": [ "mydictionary['Kentucky'] = 6 # you can append a new key\n", - "print mydictionary" + "print(mydictionary)" ] }, { @@ -1413,7 +1413,7 @@ } ], "source": [ - "print mydictionary.keys() # get a list of keys" + "print(list(mydictionary.keys())) # get a list of keys" ] }, { @@ -1452,7 +1452,7 @@ ], "source": [ "for x in range(10): # with one argument, range produces integers from 0 to 9\n", - " print x" + " print(x)" ] }, { @@ -1478,7 +1478,7 @@ ], "source": [ "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", - " print y" + " print(y)" ] }, { @@ -1501,7 +1501,7 @@ ], "source": [ "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", - " print z" + " print(z)" ] }, { @@ -1522,7 +1522,7 @@ ], "source": [ "for a in range(10, 1, -5): # can use a negative step size as well\n", - " print a" + " print(a)" ] }, { @@ -1534,7 +1534,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -1546,7 +1546,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1580,7 +1580,7 @@ "b = 5\n", "\n", "while (a < b): \n", - " print a\n", + " print(a)\n", " a += 1 # example of incrementing" ] }, @@ -1613,7 +1613,7 @@ ], "source": [ "def hello():\n", - " print \"Hello there!\"\n", + " print(\"Hello there!\")\n", " \n", "hello()" ] @@ -1635,7 +1635,7 @@ ], "source": [ "def player(name, number): # use some arguments\n", - " print \"#\" + str(number), name # cast number to a string when concatenating\n", + " print(\"#\" + str(number), name) # cast number to a string when concatenating\n", " \n", "player(\"Kasey Hill\", 0)" ] @@ -1664,7 +1664,7 @@ ], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1746,7 +1746,7 @@ "def sum(x,y):\n", " return x + y # return a single value\n", "\n", - "print sum(1,2)" + "print(sum(1,2))" ] }, { @@ -1769,7 +1769,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -1867,21 +1867,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/UF DSI Python 0 - 10_26_16 - Student.ipynb b/UF DSI Python 0 - 10_26_16 - Student.ipynb index 36cca9f..0abbc81 100644 --- a/UF DSI Python 0 - 10_26_16 - Student.ipynb +++ b/UF DSI Python 0 - 10_26_16 - Student.ipynb @@ -1189,21 +1189,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/UF DSI Python 0 - Instructor.ipynb b/UF DSI Python 0 - Instructor.ipynb index 8cf0165..8c37752 100644 --- a/UF DSI Python 0 - Instructor.ipynb +++ b/UF DSI Python 0 - Instructor.ipynb @@ -188,9 +188,9 @@ "# This is a comment\n", "\n", "if (3 < 2): # This is called Boolean logic. Boolean is such a silly word!\n", - " print \"True\" # Another Comment. This print syntax only works in Python 2, not 3\n", + " print(\"True\") # Another Comment. This print syntax only works in Python 2, not 3\n", "else:\n", - " print \"False\"" + " print(\"False\")" ] }, { @@ -218,8 +218,8 @@ ], "source": [ "if (1 == 1):\n", - " print \"We're in \"\n", - " print \"Deep Trouble:\"" + " print(\"We're in \")\n", + " print(\"Deep Trouble:\")" ] }, { @@ -240,8 +240,8 @@ ], "source": [ "if (0 > -1):\n", - " print \"This works \"\n", - " print \"just fine.\"" + " print(\"This works \")\n", + " print(\"just fine.\")" ] }, { @@ -279,7 +279,7 @@ ], "source": [ "a = 1\n", - "print type(a) # Built in function" + "print(type(a)) # Built in function" ] }, { @@ -299,7 +299,7 @@ ], "source": [ "b = 2.5 \n", - "print type(b)" + "print(type(b))" ] }, { @@ -329,8 +329,8 @@ "c1 = \"Go \"\n", "c2 = 'Gators'\n", "c3 = c1 + c2\n", - "print c3\n", - "print type(c3)" + "print(c3)\n", + "print(type(c3))" ] }, { @@ -357,7 +357,7 @@ } ], "source": [ - "print \"b used to be\", b # Prints arguments with a space separator \n", + "print(\"b used to be\", b) # Prints arguments with a space separator \n", "\n", "# Our first function declaration\n", "def sum():\n", @@ -367,7 +367,7 @@ "sum() # calling sum\n", "\n", "# using this syntax, the arguments can be of any type that supports a string representation. No casting needed.\n", - "print \"Now b is\", b " + "print(\"Now b is\", b) " ] }, { @@ -402,7 +402,7 @@ "source": [ "# To use Math, we must import it\n", "import math\n", - "print cos(0)" + "print(cos(0))" ] }, { @@ -428,7 +428,7 @@ } ], "source": [ - "print math.cos(0)" + "print(math.cos(0))" ] }, { @@ -455,7 +455,7 @@ ], "source": [ "from math import cos\n", - "print cos(math.pi) # we only imported cos, not the pi constant" + "print(cos(math.pi)) # we only imported cos, not the pi constant" ] }, { @@ -484,7 +484,7 @@ ], "source": [ "from math import *\n", - "print sin(pi/2) # now we don't have to make a call to math" + "print(sin(pi/2)) # now we don't have to make a call to math" ] }, { @@ -513,7 +513,7 @@ ], "source": [ "mystring = \"Go Gators, Come on Gators, Get up and go!\"\n", - "print mystring" + "print(mystring)" ] }, { @@ -540,7 +540,7 @@ } ], "source": [ - "print mystring[11:25]" + "print(mystring[11:25])" ] }, { @@ -568,7 +568,7 @@ } ], "source": [ - "print mystring[:9] # all characters before the 9th index" + "print(mystring[:9]) # all characters before the 9th index" ] }, { @@ -587,7 +587,7 @@ } ], "source": [ - "print mystring[27:] # all characters at or after the 27th" + "print(mystring[27:]) # all characters at or after the 27th" ] }, { @@ -606,7 +606,7 @@ } ], "source": [ - "print mystring[:] # you can even omit both arguments" + "print(mystring[:]) # you can even omit both arguments" ] }, { @@ -632,7 +632,7 @@ } ], "source": [ - "print mystring[-3:-1]" + "print(mystring[-3:-1])" ] }, { @@ -660,7 +660,7 @@ } ], "source": [ - "print mystring.find(\"Gators\") # returns the index of the first occurence of Gators" + "print(mystring.find(\"Gators\")) # returns the index of the first occurence of Gators" ] }, { @@ -679,7 +679,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4) # specify an index on which to begin searching" + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" ] }, { @@ -698,7 +698,7 @@ } ], "source": [ - "print mystring.find(\"Gators\", 4, 19) # specify both begin and end indexes to search" + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" ] }, { @@ -724,7 +724,7 @@ } ], "source": [ - "print mystring.find(\"Seminoles\") # no Seminoles here" + "print(mystring.find(\"Seminoles\")) # no Seminoles here" ] }, { @@ -751,8 +751,8 @@ } ], "source": [ - "print mystring.lower()\n", - "print mystring.upper()" + "print(mystring.lower())\n", + "print(mystring.upper())" ] }, { @@ -778,7 +778,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\") # replaces all occurences of Gators with Seminoles" + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" ] }, { @@ -797,7 +797,7 @@ } ], "source": [ - "print mystring" + "print(mystring)" ] }, { @@ -823,7 +823,7 @@ } ], "source": [ - "print mystring.replace(\"Gators\", \"Seminoles\", 1) # limit the number of replacements" + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" ] }, { @@ -849,7 +849,7 @@ } ], "source": [ - "print mystring.split() # returns a list of strings broken by a space by default" + "print(mystring.split()) # returns a list of strings broken by a space by default" ] }, { @@ -868,7 +868,7 @@ } ], "source": [ - "print mystring.split(',') # you can also define the separator" + "print(mystring.split(',')) # you can also define the separator" ] }, { @@ -896,7 +896,7 @@ } ], "source": [ - "print ' '.join([\"Go\", \"Gators\"])" + "print(' '.join([\"Go\", \"Gators\"]))" ] }, { @@ -936,7 +936,7 @@ ], "source": [ "mylist = [1, 2, 3, 4, 'five']\n", - "print mylist" + "print(mylist)" ] }, { @@ -956,7 +956,7 @@ ], "source": [ "mylist.append(6.0) # add an item to the end of the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -976,7 +976,7 @@ ], "source": [ "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", - "print mylist" + "print(mylist)" ] }, { @@ -996,7 +996,7 @@ ], "source": [ "mylist.insert(6, 7) # insert the number 7 at index 6\n", - "print mylist" + "print(mylist)" ] }, { @@ -1016,7 +1016,7 @@ ], "source": [ "mylist.remove('five') # removes the first matching occurence \n", - "print mylist" + "print(mylist)" ] }, { @@ -1037,8 +1037,8 @@ ], "source": [ "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", - "print popped\n", - "print mylist" + "print(popped)\n", + "print(mylist)" ] }, { @@ -1059,8 +1059,8 @@ ], "source": [ "popped2 = mylist.pop(4) # pops at at index\n", - "print popped2\n", - "print mylist" + "print(popped2)\n", + "print(mylist)" ] }, { @@ -1079,7 +1079,7 @@ } ], "source": [ - "print len(mylist) # returns the length of any iterable such as lists and strings" + "print(len(mylist)) # returns the length of any iterable such as lists and strings" ] }, { @@ -1098,8 +1098,8 @@ } ], "source": [ - "mylist.extend(range(-3, 0)) # the range function returns a list from -3 inclusive to 0 non inclusive\n", - "print mylist" + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" ] }, { @@ -1120,7 +1120,7 @@ "source": [ "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", "mylist.sort()\n", - "print mylist" + "print(mylist)" ] }, { @@ -1140,7 +1140,7 @@ ], "source": [ "mylist.reverse() # reverse the list\n", - "print mylist" + "print(mylist)" ] }, { @@ -1184,8 +1184,8 @@ ], "source": [ "mytuple = 'Tim', 'Tebow', 15 # Created with commas\n", - "print mytuple\n", - "print type(mytuple)" + "print(mytuple)\n", + "print(type(mytuple))" ] }, { @@ -1204,7 +1204,7 @@ } ], "source": [ - "print mytuple[1] # access an item" + "print(mytuple[1]) # access an item" ] }, { @@ -1233,7 +1233,7 @@ "source": [ "schools = ['Florida', 'Florida State', 'Miami', 'Florida']\n", "myset = set(schools) # the set is built from the schools list\n", - "print myset" + "print(myset)" ] }, { @@ -1252,7 +1252,7 @@ } ], "source": [ - "print 'Georgia' in myset # membership test" + "print('Georgia' in myset) # membership test" ] }, { @@ -1271,7 +1271,7 @@ } ], "source": [ - "print 'Florida' in myset" + "print('Florida' in myset)" ] }, { @@ -1291,7 +1291,7 @@ ], "source": [ "badschools = set(['Florida State', 'Miami'])\n", - "print myset - badschools # set arithmetic" + "print(myset - badschools) # set arithmetic" ] }, { @@ -1310,7 +1310,7 @@ } ], "source": [ - "print myset & badschools # AND" + "print(myset & badschools) # AND" ] }, { @@ -1329,7 +1329,7 @@ } ], "source": [ - "print myset | set(['Miami', 'Stetson']) # OR" + "print(myset | set(['Miami', 'Stetson'])) # OR" ] }, { @@ -1348,7 +1348,7 @@ } ], "source": [ - "print myset ^ set(['Miami', 'Stetson']) # XOR" + "print(myset ^ set(['Miami', 'Stetson'])) # XOR" ] }, { @@ -1378,7 +1378,7 @@ ], "source": [ "mydict = {'Florida' : 1, 'Georgia' : 2, 'Tennessee' : 3}\n", - "print mydict" + "print(mydict)" ] }, { @@ -1397,7 +1397,7 @@ } ], "source": [ - "print mydict['Florida'] # access the value with key = 'Florida'" + "print(mydict['Florida']) # access the value with key = 'Florida'" ] }, { @@ -1417,7 +1417,7 @@ ], "source": [ "del mydict['Tennessee'] # funky syntax to delete a key, value pair\n", - "print mydict" + "print(mydict)" ] }, { @@ -1437,7 +1437,7 @@ ], "source": [ "mydict['Georgia'] = 7 # assignment\n", - "print mydict" + "print(mydict)" ] }, { @@ -1457,7 +1457,7 @@ ], "source": [ "mydict['Kentucky'] = 6 # you can append a new key\n", - "print mydict" + "print(mydict)" ] }, { @@ -1476,7 +1476,7 @@ } ], "source": [ - "print mydict.keys() # get a list of keys" + "print(list(mydict.keys())) # get a list of keys" ] }, { @@ -1505,7 +1505,7 @@ "source": [ "a = 2; b = 1;\n", "\n", - "if a > b: print \"a is greater than b\"" + "if a > b: print(\"a is greater than b\")" ] }, { @@ -1525,9 +1525,9 @@ ], "source": [ "if b > a:\n", - " print \"b is greater than a\"\n", + " print(\"b is greater than a\")\n", "else:\n", - " print \"b is less than or equal to a\"" + " print(\"b is less than or equal to a\")" ] }, { @@ -1549,11 +1549,11 @@ "b = 2\n", "\n", "if a > b:\n", - " print \"a is greater than b\"\n", + " print(\"a is greater than b\")\n", "elif a < b:\n", - " print \"a is less than b\"\n", + " print(\"a is less than b\")\n", "else:\n", - " print \"a is equal to b\"" + " print(\"a is equal to b\")" ] }, { @@ -1592,7 +1592,7 @@ ], "source": [ "for x in range(10): # with one argument, range produces integers from 0 to 9\n", - " print x" + " print(x)" ] }, { @@ -1618,7 +1618,7 @@ ], "source": [ "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", - " print y" + " print(y)" ] }, { @@ -1641,7 +1641,7 @@ ], "source": [ "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", - " print z" + " print(z)" ] }, { @@ -1662,7 +1662,7 @@ ], "source": [ "for a in range(10, 1, -5): # can use a negative step size as well\n", - " print a" + " print(a)" ] }, { @@ -1674,7 +1674,7 @@ "outputs": [], "source": [ "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", - " print b" + " print(b)" ] }, { @@ -1686,7 +1686,7 @@ "outputs": [], "source": [ "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", - " print c" + " print(c)" ] }, { @@ -1715,7 +1715,7 @@ ], "source": [ "for i in ['foo', 'bar']: # iterate over a list of strings\n", - " print i" + " print(i)" ] }, { @@ -1738,8 +1738,8 @@ "source": [ "anotherdict = {'one' : 1, 'two' : 2, 'three' : 3}\n", "\n", - "for key in anotherdict.keys(): # iterate over a dictionary. Order is not guaranteed\n", - " print key, anotherdict[key]" + "for key in list(anotherdict.keys()): # iterate over a dictionary. Order is not guaranteed\n", + " print(key, anotherdict[key])" ] }, { @@ -1770,7 +1770,7 @@ "a = 1; b = 4; c = 7; d = 5;\n", "\n", "while (a < b) and (c > d): # example of and condition\n", - " print c - a\n", + " print(c - a)\n", " a += 1 # example of incrementing\n", " c -= 1 # decrementing" ] @@ -1805,7 +1805,7 @@ "\n", "while True: # short circuit the while condition\n", " a *= 2\n", - " print a\n", + " print(a)\n", " if a > b:\n", " break" ] @@ -1839,7 +1839,7 @@ ], "source": [ "def hello():\n", - " print \"Hello there!\"\n", + " print(\"Hello there!\")\n", " \n", "hello()" ] @@ -1861,7 +1861,7 @@ ], "source": [ "def player(name, number): # use some arguments\n", - " print \"#\" + str(number), name # cast number to a string when concatenating\n", + " print(\"#\" + str(number), name) # cast number to a string when concatenating\n", " \n", "player(\"Kasey Hill\", 0)" ] @@ -1890,7 +1890,7 @@ ], "source": [ "def player(name, number, team = 'Florida'): # optional team argument\n", - " print \"#\" + str(number), name, team\n", + " print(\"#\" + str(number), name, team)\n", " \n", "player(\"Kasey Hill\", 0) # no team argument supplied" ] @@ -1972,7 +1972,7 @@ "def sum(x,y):\n", " return x + y # return a single value\n", "\n", - "print sum(1,2)" + "print(sum(1,2))" ] }, { @@ -1995,7 +1995,7 @@ " return x + y, x * y # return two values\n", "\n", "mysum, myproduct = sum_and_product(1,2)\n", - "print mysum, myproduct" + "print(mysum, myproduct)" ] }, { @@ -2093,21 +2093,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/UF DSI Python 0 - Student.ipynb b/UF DSI Python 0 - Student.ipynb index faf6530..975022c 100644 --- a/UF DSI Python 0 - Student.ipynb +++ b/UF DSI Python 0 - Student.ipynb @@ -1321,21 +1321,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" + "pygments_lexer": "ipython3" } }, "nbformat": 4, From b9ad66059f94ad03c9a5874787724c69a208488b Mon Sep 17 00:00:00 2001 From: f0lie Date: Wed, 22 Mar 2017 02:16:24 -0400 Subject: [PATCH 2/3] moved unused workshops to another folder --- ...0 - 10_26_16 - Instructor-checkpoint.ipynb | 1889 +++++++++++++++++ UF DSI Python 0 - 10_26_16 - Instructor.ipynb | 3 +- .../DSI-PythonII-Astro.ipynb | 0 .../DataSciUF - Python II.ipynb | 0 .../DataSciUF Python I - Instructor.ipynb | 0 .../DataSciUF Python I.ipynb | 0 .../DataSciUF Python II - Instructor.ipynb | 0 .../Python II Fall 2015 - Instructor.ipynb | 0 .../Python II Fall 2015 - Student.ipynb | 0 .../Python II Fall 2016 - Instructor.ipynb | 0 .../Python II Fall 2016 - Student.ipynb | 0 .../UF DSI Python 0 - Instructor.ipynb | 0 .../UF DSI Python 0 - Student.ipynb | 0 13 files changed, 1891 insertions(+), 1 deletion(-) create mode 100644 .ipynb_checkpoints/UF DSI Python 0 - 10_26_16 - Instructor-checkpoint.ipynb rename DSI-PythonII-Astro.ipynb => other_workshops/DSI-PythonII-Astro.ipynb (100%) rename DataSciUF - Python II.ipynb => other_workshops/DataSciUF - Python II.ipynb (100%) rename DataSciUF Python I - Instructor.ipynb => other_workshops/DataSciUF Python I - Instructor.ipynb (100%) rename DataSciUF Python I.ipynb => other_workshops/DataSciUF Python I.ipynb (100%) mode change 100755 => 100644 rename DataSciUF Python II - Instructor.ipynb => other_workshops/DataSciUF Python II - Instructor.ipynb (100%) rename Python II Fall 2015 - Instructor.ipynb => other_workshops/Python II Fall 2015 - Instructor.ipynb (100%) rename Python II Fall 2015 - Student.ipynb => other_workshops/Python II Fall 2015 - Student.ipynb (100%) rename Python II Fall 2016 - Instructor.ipynb => other_workshops/Python II Fall 2016 - Instructor.ipynb (100%) rename Python II Fall 2016 - Student.ipynb => other_workshops/Python II Fall 2016 - Student.ipynb (100%) rename UF DSI Python 0 - Instructor.ipynb => other_workshops/UF DSI Python 0 - Instructor.ipynb (100%) rename UF DSI Python 0 - Student.ipynb => other_workshops/UF DSI Python 0 - Student.ipynb (100%) diff --git a/.ipynb_checkpoints/UF DSI Python 0 - 10_26_16 - Instructor-checkpoint.ipynb b/.ipynb_checkpoints/UF DSI Python 0 - 10_26_16 - Instructor-checkpoint.ipynb new file mode 100644 index 0000000..6fc4b44 --- /dev/null +++ b/.ipynb_checkpoints/UF DSI Python 0 - 10_26_16 - Instructor-checkpoint.ipynb @@ -0,0 +1,1889 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Welcome to Python 0\n", + "\n", + "Python is a robust and broad-ranging programming language that is rapidly growing in popularity due to its user-friendly syntax and broad capabilities. Scripting, web application development, data analysis and visualization, and scientific computing are some of the uses for Python. \n", + "\n", + "\n", + "\n", + "Please sign in if you did not already:\n", + "\n", + "https://goo.gl/forms/soYfof0rCv9TP2BH3\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## About UF DSI\n", + "\n", + "\n", + "UF DSI is a multi- and inter-disciplinary student organization dedicated to celebrating and promoting Data Science at the University of Florida.\n", + "\n", + "\n", + "We are partnered with the UF Informatics Institute, whose aim is to foster informatics research and education at UF, as part of UF’s Rise to Preeminence.\n", + "\n", + "\n", + "We run workshops, host networking events, collaborate on projects, and socialize.\n", + "\n", + "\n", + "\n", + "## Upcoming Workshops\n", + "\n", + "Introductory Python Series (3 workshops)\n", + "\n", + "Introductory R Series (3 workshops)\n", + "\n", + "Introductory SQL and Databases workshop\n", + "\n", + "Parallel Processing with Spark and Hadoop\n", + "\n", + "Neural Networks\n", + "\n", + "Advanced Machine Learning\n", + "\n", + "Kaggle workshop\n", + "\n", + "\n", + "## Learn More\n", + "\n", + "https://www.facebook.com/groups/DataSciUF/\n", + "\n", + "http://www.dsiufl.org" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting Started - Using Python as a calculator\n", + "In Python, we can simply enter mathematical expressions and the interpreter will return the value in question.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2 + 3 #addition" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "-2" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "6 - 8 #subtraction" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "9" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "3 * 3 #multiplication and division" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "4 ** 3#exponentiation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Syntax\n", + "Python is an object-oriented scripting language and does not require a specific first or last line (such as public static void main in Java or return in C).\n", + "\n", + "What does object-oriented mean? Good Question! Object-oriented programming is a paradigm focused on objects that possess some characteristics, and coding methods as a means to manipulate those objects. We can classify objects based on their properties (Like a car has 4 wheels, a chassis, and a frame), divide them into classes (convertibles, sedans, SUVs) and perform some method to analyze the properties of those objects. In programming, we write code in order to perform actions on these objects and understand their properties.\n", + "\n", + "\n", + "\n", + "### Indentation\n", + "There are no curly braces {} to define code blocks or semi-colons ; to end a line. Instead of braces, indentation is rigidly enforced to create a block of code." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + } + ], + "source": [ + "# This is a comment\n", + "\n", + "if (3 < 2): # This is called Boolean logic. Boolean is such a silly word!\n", + " print(\"True\") # Another Comment. This print syntax only works in Python 2, not 3\n", + "else:\n", + " print(\"False\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Whenever we give Python a script to execute, Arbitrary indentation can be used within a code block, as long as the indentation is consistent." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We're in \n", + "Deep Trouble:\n" + ] + } + ], + "source": [ + "if (1 == 1):\n", + " print(\"We're in \")\n", + "print(\"Deep Trouble:\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This works \n", + "just fine.\n" + ] + } + ], + "source": [ + "if (0 > -1):\n", + " print(\"This works \")\n", + " print(\"just fine.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 is less than 2\n" + ] + } + ], + "source": [ + "if 1 > 1:\n", + " print(\"1 is greater than 1\")\n", + "elif 1 < 2:\n", + " print(\"1 is less than 2\")\n", + "else:\n", + " print(\"This won't be printed\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Variables and Types" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just like back in algebra 1, we are going to assign values to names that we call variables. \n", + "\n", + "Common variable types in Python include integers, float (decimal values), and strings (alphanumeric sequences).\n", + "\n", + "Variables can be given alphanumeric names beginning with an underscore or letter. Variable types do not have to be declared and are inferred at run time. This is a marked differnce between Python and Java or C, where variable types must be declared." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "a = 1\n", + "print(type(a)) # Built in function" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "b = 2.5 \n", + "print(type(b))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Strings can be declared with either single or double quotes. (So flexible, Python!)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Gators\n", + "\n" + ] + } + ], + "source": [ + "c1 = \"Go \"\n", + "c2 = 'Gators'\n", + "c3 = c1 + c2\n", + "print(c3)\n", + "print(type(c3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The scope of variables is local to the function, class, and file in that increasing order of scope. Global variables can also be declared. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modules and Import\n", + "Files with a .py extension are known as Modules in Python. Modules are used to store functions, variables, and class definitions. \n", + "\n", + "Modules that are not part of the standard Python library are included in your program using the import statement." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'cos' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# To use Math, we must import it\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mcos\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'cos' is not defined" + ] + } + ], + "source": [ + "# To use Math, we must import it\n", + "import math\n", + "print(cos(0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Whoops. Importing the math module allows us access to all of its functions, but we must call them in this way" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n" + ] + } + ], + "source": [ + "print(math.cos(0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively, you can use the from keyword" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-1.0\n" + ] + } + ], + "source": [ + "from math import cos\n", + "print(cos(math.pi)) # we only imported cos, not the pi constant" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the from statement we can import everything from the math module. \n", + "\n", + "Disclaimer: many Pythonistas discourage doing this for performance reasons. Just import what you need" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n" + ] + } + ], + "source": [ + "from math import *\n", + "print(sin(pi/2)) # now we don't have to make a call to math" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Strings\n", + "As you may expect, Python has a powerful, full featured string module. \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Gators, Come on Gators, Get up and go!\n" + ] + } + ], + "source": [ + "mystring = \"Go Gators, Come on Gators, Get up and go!\"\n", + "print(mystring)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Substrings\n", + "Python strings can be substringed using bracket syntax" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Come on Gators\n" + ] + } + ], + "source": [ + "print(mystring[11:25])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python is a 0-index based language. Generally whenever forming a range of values in Python, the first argument is inclusive whereas the second is not, i.e. mystring[11:25] returns characters 11 through 24.\n", + "\n", + "You can omit the first or second argument" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Gators\n" + ] + } + ], + "source": [ + "print(mystring[:9]) # all characters before the 9th index" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Get up and go!\n" + ] + } + ], + "source": [ + "print(mystring[27:]) # all characters at or after the 27th" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Gators, Come on Gators, Get up and go!\n" + ] + } + ], + "source": [ + "print(mystring[:]) # you can even omit both arguments" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using negative values, you can count positions backwards" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "go\n" + ] + } + ], + "source": [ + "print(mystring[-3:-1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### String Functions\n", + "Here are some more useful string functions\n", + "#### find" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + } + ], + "source": [ + "print(mystring.find(\"Gators\")) # returns the index of the first occurence of Gators" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "19\n" + ] + } + ], + "source": [ + "print(mystring.find(\"Gators\", 4)) # specify an index on which to begin searching" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-1\n" + ] + } + ], + "source": [ + "print(mystring.find(\"Gators\", 4, 19)) # specify both begin and end indexes to search" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like nothing was found. -1 is returned by default." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-1\n" + ] + } + ], + "source": [ + "print(mystring.find(\"Seminoles\")) # no Seminoles here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### lower and upper" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "go gators, come on gators, get up and go!\n", + "GO GATORS, COME ON GATORS, GET UP AND GO!\n" + ] + } + ], + "source": [ + "print(mystring.lower())\n", + "print(mystring.upper())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### replace" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Seminoles, Come on Seminoles, Get up and go!\n" + ] + } + ], + "source": [ + "print(mystring.replace(\"Gators\", \"Seminoles\")) # replaces all occurences of Gators with Seminoles" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Gators, Come on Gators, Get up and go!\n" + ] + } + ], + "source": [ + "print(mystring)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that replace returned a new string. Nothing was modified in place" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Seminoles, Come on Gators, Get up and go!\n" + ] + } + ], + "source": [ + "print(mystring.replace(\"Gators\", \"Seminoles\", 1)) # limit the number of replacements" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### split" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Go', 'Gators,', 'Come', 'on', 'Gators,', 'Get', 'up', 'and', 'go!']\n" + ] + } + ], + "source": [ + "print(mystring.split()) # returns a list of strings broken by a space by default" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Go Gators', ' Come on Gators', ' Get up and go!']\n" + ] + } + ], + "source": [ + "print(mystring.split(',')) # you can also define the separator" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### join\n", + "\n", + "The join is useful for building strings from lists or other iterables. Call join on the desired separator" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Go Gators\n" + ] + } + ], + "source": [ + "print(' '.join([\"Go\", \"Gators\"]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information on string functions:\n", + "\n", + "https://docs.python.org/2/library/stdtypes.html#string-methods" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Structures\n", + "### Lists\n", + "The Python standard library does not have traditional C-style fixed-memory fixed-type arrays. Instead, lists are used and can contain a mix of any type.\n", + "\n", + "Lists are created with square brackets []" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2, 3, 4, 'five']\n" + ] + } + ], + "source": [ + "mylist = [1, 2, 3, 4, 'five']\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2, 3, 4, 'five', 6.0]\n" + ] + } + ], + "source": [ + "mylist.append(6.0) # add an item to the end of the list\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2, 3, 4, 'five', 6.0, 8, 'nine']\n" + ] + } + ], + "source": [ + "mylist.extend([8, 'nine']) # extend the list with the contents of another list\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2, 3, 4, 'five', 6.0, 7, 8, 'nine']\n" + ] + } + ], + "source": [ + "mylist.insert(6, 7) # insert the number 7 at index 6\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2, 3, 4, 6.0, 7, 8, 'nine']\n" + ] + } + ], + "source": [ + "mylist.remove('five') # removes the first matching occurence \n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nine\n", + "[1, 2, 3, 4, 6.0, 7, 8]\n" + ] + } + ], + "source": [ + "popped = mylist.pop() # by default, the last item in the list is removed and returned\n", + "print(popped)\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.0\n", + "[1, 2, 3, 4, 7, 8]\n" + ] + } + ], + "source": [ + "popped2 = mylist.pop(4) # pops at at index\n", + "print(popped2)\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6\n" + ] + } + ], + "source": [ + "print(len(mylist)) # returns the length of any iterable such as lists and strings" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2, 3, 4, 7, 8, -3, -2, -1]\n" + ] + } + ], + "source": [ + "mylist.extend(list(range(-3, 0))) # the range function returns a list from -3 inclusive to 0 non inclusive\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-3, -2, -1, 1, 2, 3, 4, 7, 8]\n" + ] + } + ], + "source": [ + "# default list sorting. When more complex objects are in the list, arguments can be used to customize how to sort\n", + "mylist.sort()\n", + "print(mylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[8, 7, 4, 3, 2, 1, -1, -2, -3]\n" + ] + } + ], + "source": [ + "mylist.reverse() # reverse the list\n", + "print(mylist)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information on Lists:\n", + "\n", + "https://docs.python.org/2/tutorial/datastructures.html#more-on-lists" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sets\n", + "Python includes the set data structure which is an unordered collection with no duplicates" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "set(['Miami', 'Florida State', 'Florida'])\n" + ] + } + ], + "source": [ + "schools = ['Florida', 'Florida State', 'Miami', 'Florida']\n", + "myset = set(schools) # the set is built from the schools list\n", + "print(myset)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + } + ], + "source": [ + "print('Georgia' in myset) # membership test" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "print('Florida' in myset)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "set(['Florida'])\n" + ] + } + ], + "source": [ + "badschools = set(['Florida State', 'Miami'])\n", + "print(myset - badschools) # set arithmetic" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "set(['Miami', 'Florida State'])\n" + ] + } + ], + "source": [ + "print(myset & badschools) # AND" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "set(['Miami', 'Florida State', 'Florida'])\n" + ] + } + ], + "source": [ + "print(myset | badschools) # OR" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "set(['Florida'])\n" + ] + } + ], + "source": [ + "print(myset ^ badschools) # XOR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dictionaries\n", + "Python supports dictionaries which can be thought of as an unordered list of key, value pairs. Keys can be any immutable type and are typically integers or strings. Values can be any object, even dictionaries.\n", + "\n", + "Dictionaries are created with curly braces {}" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Georgia': 2, 'Florida': 1, 'Tennessee': 3}\n" + ] + } + ], + "source": [ + "mydictionary = {'Florida' : 1, 'Georgia' : 2, 'Tennessee' : 3}\n", + "print(mydictionary)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n" + ] + } + ], + "source": [ + "print(mydictionary['Florida']) # access the value with key = 'Florida'" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Georgia': 2, 'Florida': 1}\n" + ] + } + ], + "source": [ + "del mydictionary['Tennessee'] # funky syntax to delete a key, value pair\n", + "print(mydictionary)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Georgia': 7, 'Florida': 1}\n" + ] + } + ], + "source": [ + "mydictionary['Georgia'] = 7 # assignment\n", + "print(mydictionary)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Georgia': 7, 'Florida': 1, 'Kentucky': 6}\n" + ] + } + ], + "source": [ + "mydictionary['Kentucky'] = 6 # you can append a new key\n", + "print(mydictionary)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Georgia', 'Florida', 'Kentucky']\n" + ] + } + ], + "source": [ + "print(list(mydictionary.keys())) # get a list of keys" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loops\n", + "Python supports for, foreach, and while loops\n", + "### For loops\n", + "Traditional counting loops are accomplished in Python with a combination of the for key word and the range function" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n" + ] + } + ], + "source": [ + "for x in range(10): # with one argument, range produces integers from 0 to 9\n", + " print(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "11\n" + ] + } + ], + "source": [ + "for y in range(5, 12): # with two argumentts, range produces integers from 5 to 11\n", + " print(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n", + "4\n", + "7\n", + "10\n" + ] + } + ], + "source": [ + "for z in range(1, 12, 3): # with three arguments, range starts at 1 and goes in steps of 3 until greater than 12\n", + " print(z)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "5\n" + ] + } + ], + "source": [ + "for a in range(10, 1, -5): # can use a negative step size as well\n", + " print(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "for b in range(2, 1, 1): # with a positive step, all values are less than 1. No integers are produced\n", + " print(b)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "for c in range(1, 2, -1): # same goes for a negative step as all values are less than 2\n", + " print(c)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### While\n", + "Python supports standard while loops" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n", + "2\n", + "3\n", + "4\n" + ] + } + ], + "source": [ + "a = 1\n", + "b = 5\n", + "\n", + "while (a < b): \n", + " print(a)\n", + " a += 1 # example of incrementing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Functions\n", + "Functions in Python do not have a distinction between those that do and do not return a value. If a value is returned, the type is not declared.\n", + "\n", + "Functions can be declared in any module without any distinction between static and non-static. Functions can even be declared within other functions\n", + "\n", + "The syntax is the following" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hello there!\n" + ] + } + ], + "source": [ + "def hello():\n", + " print(\"Hello there!\")\n", + " \n", + "hello()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#0 Kasey Hill\n" + ] + } + ], + "source": [ + "def player(name, number): # use some arguments\n", + " print(\"#\" + str(number), name) # cast number to a string when concatenating\n", + " \n", + "player(\"Kasey Hill\", 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Functions can have optional arguments if a default value is provided in the function signature" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#0 Kasey Hill Florida\n" + ] + } + ], + "source": [ + "def player(name, number, team = 'Florida'): # optional team argument\n", + " print(\"#\" + str(number), name, team)\n", + " \n", + "player(\"Kasey Hill\", 0) # no team argument supplied" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#2 Aaron Harrison Kentucky\n" + ] + } + ], + "source": [ + "player(\"Aaron Harrison\", 2, \"Kentucky\") # supplying all three arguments" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python functions can be called using named arguments, instead of positional" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#23 Chris Walker Florida\n" + ] + } + ], + "source": [ + "player(number = 23, name = 'Chris Walker')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### return\n", + "In Python functions, an arbitrary number of values can be returned" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + } + ], + "source": [ + "def sum(x,y):\n", + " return x + y # return a single value\n", + "\n", + "print(sum(1,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3 2\n" + ] + } + ], + "source": [ + "def sum_and_product(x,y):\n", + " return x + y, x * y # return two values\n", + "\n", + "mysum, myproduct = sum_and_product(1,2)\n", + "print(mysum, myproduct)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Libraries\n", + "\n", + "Libraries are precompiled routines that your program can use. Python has a broad range of powerful libraries for dataframes, visualization, scientific computing, machine learning, and more.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pandas as pd #dataframes for entering and organizing your data\n", + "import sklearn as sk #machine learning for data analysis\n", + "import seaborn as sb #data visualization\n", + "\n", + "#many other libraries exist for web scraping, deep learning, visualization, and more.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Post-Workshop Survey\n", + "\n", + "Please complete the post-workshop survey at the following link:\n", + "\n", + "https://goo.gl/forms/NMheKK4BhuMRQvMk2\n", + "\n", + "Your feedback is necessary for us to iterate this workshop and provide even better content. Help us help you! " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Learn more!\n", + "\n", + "This workshop may have felt really fast, especially if this was your first time coding. A great place for a thorough walkthrough of Python coding is Codecademy.\n", + "\n", + "www.codecademy.com/learn/python\n", + "\n", + "For a more data science-oriented introduction to Python, check out Intro to Python for Data Science at Datacamp.\n", + "\n", + "https://campus.datacamp.com/courses/intro-to-python-for-data-science/chapter-1-python-basics?ex=1\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "This workshop may have felt slow if you have more experience with coding but are just familiarizing yourself with Python. \n", + "\n", + "We highly recommend exploring Kaggle, the online home for Data Science competitions if you'd like an opportunity to get your hands dirty working with real data. There are several challenges that utilize Python and introduce you to the data science workflow, and we recommend the Titanic challenge.\n", + "\n", + "https://www.kaggle.com/c/titanic\n", + "\n", + "\n", + "\n", + "\n", + "If you're looking for a curated list of online Data Science resources, check out the Data Science Roadmap on our website.\n", + "\n", + "http://www.dsiufl.org/workshops/data_science_roadmap/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "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": "3.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/UF DSI Python 0 - 10_26_16 - Instructor.ipynb b/UF DSI Python 0 - 10_26_16 - Instructor.ipynb index c7466f2..6fc4b44 100644 --- a/UF DSI Python 0 - 10_26_16 - Instructor.ipynb +++ b/UF DSI Python 0 - 10_26_16 - Instructor.ipynb @@ -1880,7 +1880,8 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3" + "pygments_lexer": "ipython3", + "version": "3.6.0" } }, "nbformat": 4, diff --git a/DSI-PythonII-Astro.ipynb b/other_workshops/DSI-PythonII-Astro.ipynb similarity index 100% rename from DSI-PythonII-Astro.ipynb rename to other_workshops/DSI-PythonII-Astro.ipynb diff --git a/DataSciUF - Python II.ipynb b/other_workshops/DataSciUF - Python II.ipynb similarity index 100% rename from DataSciUF - Python II.ipynb rename to other_workshops/DataSciUF - Python II.ipynb diff --git a/DataSciUF Python I - Instructor.ipynb b/other_workshops/DataSciUF Python I - Instructor.ipynb similarity index 100% rename from DataSciUF Python I - Instructor.ipynb rename to other_workshops/DataSciUF Python I - Instructor.ipynb diff --git a/DataSciUF Python I.ipynb b/other_workshops/DataSciUF Python I.ipynb old mode 100755 new mode 100644 similarity index 100% rename from DataSciUF Python I.ipynb rename to other_workshops/DataSciUF Python I.ipynb diff --git a/DataSciUF Python II - Instructor.ipynb b/other_workshops/DataSciUF Python II - Instructor.ipynb similarity index 100% rename from DataSciUF Python II - Instructor.ipynb rename to other_workshops/DataSciUF Python II - Instructor.ipynb diff --git a/Python II Fall 2015 - Instructor.ipynb b/other_workshops/Python II Fall 2015 - Instructor.ipynb similarity index 100% rename from Python II Fall 2015 - Instructor.ipynb rename to other_workshops/Python II Fall 2015 - Instructor.ipynb diff --git a/Python II Fall 2015 - Student.ipynb b/other_workshops/Python II Fall 2015 - Student.ipynb similarity index 100% rename from Python II Fall 2015 - Student.ipynb rename to other_workshops/Python II Fall 2015 - Student.ipynb diff --git a/Python II Fall 2016 - Instructor.ipynb b/other_workshops/Python II Fall 2016 - Instructor.ipynb similarity index 100% rename from Python II Fall 2016 - Instructor.ipynb rename to other_workshops/Python II Fall 2016 - Instructor.ipynb diff --git a/Python II Fall 2016 - Student.ipynb b/other_workshops/Python II Fall 2016 - Student.ipynb similarity index 100% rename from Python II Fall 2016 - Student.ipynb rename to other_workshops/Python II Fall 2016 - Student.ipynb diff --git a/UF DSI Python 0 - Instructor.ipynb b/other_workshops/UF DSI Python 0 - Instructor.ipynb similarity index 100% rename from UF DSI Python 0 - Instructor.ipynb rename to other_workshops/UF DSI Python 0 - Instructor.ipynb diff --git a/UF DSI Python 0 - Student.ipynb b/other_workshops/UF DSI Python 0 - Student.ipynb similarity index 100% rename from UF DSI Python 0 - Student.ipynb rename to other_workshops/UF DSI Python 0 - Student.ipynb From ce5ee98648b0670f2fc2ad5c1ab99280ac4c4973 Mon Sep 17 00:00:00 2001 From: Alex Date: Thu, 23 Mar 2017 04:31:07 -0400 Subject: [PATCH 3/3] Create README.md --- README.md | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..345a565 --- /dev/null +++ b/README.md @@ -0,0 +1,39 @@ +# Python-Workshops +Materials for Python workshops at UF DSI + +This is the repo that contains jupyter notebooks for workshops hosted by DSI at UF. + +All of the code is written in **Python 3** and uses common scientific libraries. + +## Installing Scientific Python environment +We highly recommend to use Anaconda. It is a package manager that greatly simplifies the process to get Python running on your machine. Package managers gather and update software with their dependencies. They are hard to live without. + +The default packages installed contains all of the libraries need to run all of the workshops. Windows, Linux, and Mac is supported. + +For Windows, this is especially important since it doesn't have a default package manager like most distributions of Linux has. + +Choose the appropriate version for your OS and make sure it's **Python 3**. + +https://www.continuum.io/downloads + +## Running +Jupyter notebook works by hosting a webpage on your computer where you access it locally. Think of it like a website that can access and save local files. This means any OS with a web browser can use jupyter. + +Most of the time you start a session via command line. This will open a jupyter webpage on your browser. +``` +$ jupyter notebook "UF DSI Python 0 - 10_26_16 - Student.ipynb" +``` + +For windows, `cmd` works. For Linux, pick your favorite emulator. + +Note: there is a desktop app called "Jupyter Notebook" that also starts a session. If you don't feel comfortable with a command line, this is a good option. + +## Python 0 workshop +Download this repo as a zip file and extract it. + +The file we will be using is `UF DSI Python 0 - 10_26_16 - Student.ipynb`. It should be located in the first level of this folder. + +`UF DSI Python 0 - 10_26_16 - Instructor.ipynb` contains all of the sections filled out with code. + +## Other workshops +`other_workshop` contains notebooks of other workshops that DSI hosts such as Python I/II and machine learning. They contain examples of notebooks that go beyond the basics.