diff --git a/bad-words.csv b/bad-words.csv
new file mode 100644
index 0000000..8fd2ec3
--- /dev/null
+++ b/bad-words.csv
@@ -0,0 +1,1617 @@
+jigaboo
+mound of venus
+asslover
+s&m
+queaf
+whitetrash
+meatrack
+ra8s
+pimp
+urine
+whit
+randy
+herpes
+niglet
+narcotic
+pudboy
+rimming
+boner
+pornography
+poop chute
+israel
+dong
+slanteye
+muffdiving
+jiggabo
+assassination
+peepshpw
+popimp
+girl on
+testicles
+laid
+molestor
+peni5
+tranny
+barface
+hell
+arsehole
+pissed
+sixsixsix
+execute
+shitty
+conspiracy
+hamas
+cunilingus
+bitcher
+muslim
+pee
+niggled
+muffindiver
+cocksman
+scag
+aroused
+niggling
+fingerfucker
+nlggor
+niggaz
+assfuck
+slant
+urinate
+mothafucked
+fungus
+retard
+gummer
+venus mound
+alla
+spaghettinigger
+piss
+mickeyfinn
+fuckers
+jizzim
+tramp
+quashie
+prince albert piercing
+hardon
+menage a trois
+bukkake
+shag
+australian
+raped
+buggery
+deth
+weenie
+lickme
+reverse cowgirl
+tonguetramp
+cum
+copulate
+gun
+schlong
+cunn
+damnit
+crackpipe
+buttmuncher
+cameltoe
+camgirl
+hotpussy
+cuntfucker
+slave
+sluts
+ball licking
+hentai
+jackshit
+dickman
+doo-doo
+gook
+crimes
+ho
+bomd
+shitdick
+slapper
+urinary
+tantra
+nookie
+fuckedup
+gubba
+niggur
+cybersex
+dicklicker
+cunillingus
+hitlerism
+butt
+triplex
+busty
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+kunilingus
+asian
+tonguethrust
+fistfucking
+assmonkey
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+cockknob
+koon
+children's
+shat
+footfucker
+blonde action
+spitter
+weapon
+dive
+cumm
+cuntlicking
+sexy-slim
+lemon party
+vibrater
+upskirt
+jijjiboo
+fuckfriend
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+lesbayn
+hummer
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+adult
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+how to kill
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+piss pig
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+latin
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+xx
+crackwhore
+butt-fuckers
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+style doggy
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+radical
+slaughter
+bollick
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+poof
+muff diver
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+beatyourmeat
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+double penetration
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+nlgger
+dixiedyke
+junglebunny
+sonofabitch
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+jism
+assclown
+shitforbrains
+screwyou
+ethiopian
+nastyslut
+gang bang
+lubejob
+tied up
+make me come
+rimjob
+sexfarm
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+lezbe
+lezbo
+tribadism
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+asskiss
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+angie
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+murderer
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+slideitin
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+headfuck
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+black cock
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+strap on
+zigabo
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+goddamit
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+phungky
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+butt-fucker
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+bazongas
+chickslick
+joint
+niggards
+cockblocker
+gob
+lingerie
+anal
+headlights
+dike
+pegging
+kaffre
+taste my
+crack-whore
+lynch
+tub girl
+bullshit
+explosion
+black
+homosexual
+fucked
+showtime
+lesbin
+kid
+fellatio
+nudger
+women's
+boonga
+choad
+assault
+cra5h
+tuckahoe
+fingerfucking
+hijacker
+athletesfoot
+pom
+livesex
+hostage
+cocknob
+nude
+hard core
+fuckbag
+hobo
+itch
+gyp
+kyke
+pros
+stupid
+radicals
+figging
+fuckfest
+hottotrot
+kinbaku
+sexhouse
+violet wand
+analsex
+nigga
+nittit
+jiz
+suckmydick
+pussies
+hotdamn
+assfucker
+jizim
+pixie
+kum
+cemetery
+rigger
+ethical slut
+dolcett
+ejaculating
+babe
+cumquat
+eatpussy
+phuk
+givehead
+drunk
+phukking
+shiteater
+catholic
+hooker
+cocksuck
+cocksucker
+ball kicking
+fuckyou
+crappy
+feltching
+mideast
+ecstacy
+ribbed
+dog style
+interracial
+tongue in a
+pocha
+skankywhore
+pu55y
+motherfuckings
+piker
+peepshow
+jap
+yiffy
+tongethruster
+nigger's
+breastlover
+stroke
+twobitwhore
+shits
+israel's
+jerkoff
+bullet vibe
+assassinate
+killed
+pocketpool
+whacker
+wtf
+barf
+juggalo
+negro
+spick
+gyppy
+nymph
+snigger's
+violence
+lovemuscle
+dago
+feces
+booty
+niggers
+shitter
+sodomy
+hussy
+pisspig
+coprophilia
+christian
+pimped
+boob
+breast
+sperm
+coloured
+redlight
+blacks
+orga
+bumblefuck
+mams
+slavedriver
+killing
+uptheass
+bestial
+sweetness
+heeb
+piccaninny
+pot
+honk
+jizjuice
+fuc
+nignog
+mgger
+sexing
+virginbreaker
+samckdaddy
+masterblaster
+heterosexual
+jigger
+blowjob
+lovegun
+shitstain
+spank
+hiv
+lesbain
+mad
+sniggers
+jizm
+testicle
+ball sucking
+dragqween
+guro
+pubic
+titfuckin
+moneyshot
+camslut
+bountybar
+assklown
+cocky
+transsexual
+unfuckable
+bestiality
+cocklicker
diff --git a/bgullet1.ipynb b/bgullet1.ipynb
new file mode 100644
index 0000000..5e0246e
--- /dev/null
+++ b/bgullet1.ipynb
@@ -0,0 +1,539 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Written text as operational data\n",
+ "\n",
+ "Written text is one type of data\n",
+ "\n",
+ "### Why people write?\n",
+ "\n",
+ " - To communicate: their thoughts, feelings, urgency, needs, information\n",
+ "\n",
+ "### Why people communicate?\n",
+ "\n",
+ "1. To express emotions\n",
+ "1. To share information\n",
+ "1. To enable or elicit an action\n",
+ "1. ...\n",
+ "\n",
+ "### We will use written text for the purpose other than \n",
+ "1. To experience emotion\n",
+ "1. To learn something the author intended us to learn\n",
+ "1. To do what the author intended us to do\n",
+ "\n",
+ "### Instead, we will use written text to recognize who wrote it\n",
+ " - By calculating and comparing word frequencies in written documents\n",
+ " \n",
+ "See, for example, likely fictional story https://medium.com/@amuse/how-the-nsa-caught-satoshi-nakamoto-868affcef595"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Example 1. Dictionaries in python (associative arrays)\n",
+ "\n",
+ "Plot the frequency distribution of words on a web page."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "class=\"menu-item\t54\n",
+ "
\t38\n",
+ "
\t35\n",
+ "\t28\n",
+ "\t21\n",
+ "\t21\n"
+ ]
+ }
+ ],
+ "source": [
+ "import requests, re\n",
+ "# re is a module for regular expressions: to detect various combinations of characters\n",
+ "import operator\n",
+ "\n",
+ "# Start from a simple document\n",
+ "r = requests .get('http://eecs.utk.edu')\n",
+ "\n",
+ "# What comes back includes headers and other HTTP stuff, get just the body of the response\n",
+ "t = r.text\n",
+ "\n",
+ "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n",
+ "wds = re.split('\\s+',t)\n",
+ "\n",
+ "# now populate a dictionary (wf)\n",
+ "wf = {}\n",
+ "for w in wds:\n",
+ " if w in wf: wf [w] = wf [w] + 1\n",
+ " else: wf[w] = 1\n",
+ "\n",
+ "# dictionaries can not be sorted, so lets get a sorted *list* \n",
+ "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True) \n",
+ "\n",
+ "# lets just have no more than 15 words \n",
+ "ml = min(len(wfs),15)\n",
+ "for i in range(1,ml,1):\n",
+ " print (wfs[i][0]+\"\\t\"+str(wfs[i][1])) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Example 2\n",
+ "\n",
+ "Lots of markup in the output, lets remove it --- \n",
+ "\n",
+ "use BeautifulSoup and nltk modules and practice some regular expressions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import requests, re, nltk\n",
+ "from bs4 import BeautifulSoup\n",
+ "from nltk import clean_html\n",
+ "from collections import Counter\n",
+ "import operator\n",
+ "\n",
+ "# we may not care about the usage of stop words\n",
+ "stop_words = nltk.corpus.stopwords.words('english') + [\n",
+ " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n",
+ " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n",
+ "\n",
+ "# We most likely would like to remove html markup\n",
+ "def cleanHtml (html):\n",
+ " from bs4 import BeautifulSoup\n",
+ " soup = BeautifulSoup(html, 'html.parser')\n",
+ " return soup .get_text()\n",
+ "\n",
+ "# We also want to remove special characters, quotes, etc. from each word\n",
+ "def cleanWord (w):\n",
+ " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n",
+ " # but we need to escape ' with \\'\n",
+ " # any character between the brackets [] is to be removed \n",
+ " wn = re.sub('[,\"\\.\\'&\\|:@>*;/=]', \"\", w)\n",
+ " # get rid of numbers\n",
+ " return re.sub('^[0-9\\.]*$', \"\", wn)\n",
+ " \n",
+ "# define a function to get text/clean/calculate frequency\n",
+ "def get_wf (URL):\n",
+ " # first get the web page\n",
+ " r = requests .get(URL)\n",
+ " \n",
+ " # Now clean\n",
+ " # remove html markup\n",
+ " t = cleanHtml (r .text) .lower()\n",
+ " \n",
+ " # split string into an array of words using any sequence of spaces \"\\s+\" \n",
+ " wds = re .split('\\s+',t)\n",
+ " \n",
+ " # remove periods, commas, etc stuck to the edges of words\n",
+ " for i in range(len(wds)):\n",
+ " wds [i] = cleanWord (wds [i])\n",
+ " \n",
+ " # If satisfied with results, lets go to the next step: calculate frequencies\n",
+ " # We can write a loop to create a dictionary, but \n",
+ " # there is a special function for everything in python\n",
+ " # in particular for counting frequencies (like function table() in R)\n",
+ " wf = Counter (wds)\n",
+ " \n",
+ " # Remove stop words from the dictionary wf\n",
+ " for k in stop_words:\n",
+ " wf. pop(k, None)\n",
+ " \n",
+ " #how many regular words in the document?\n",
+ " tw = 0\n",
+ " for w in wf:\n",
+ " tw += wf[w] \n",
+ " \n",
+ " \n",
+ " # Get ordered list\n",
+ " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n",
+ " ml = min(len(wfs),15)\n",
+ "\n",
+ " #Reverse the list because barh plots items from the bottom\n",
+ " return (wfs [ 0:ml ] [::-1], tw)\n",
+ " \n",
+ "# Now populate two lists \n",
+ "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n",
+ "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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AOHwz8mL809Q/Bz6PY9nT8X0hFwDrwl6XOOdKgEuAjvgnsR8N1rUjSj5j8A8C\nLQD6A+c759YAOOe+Ak4FSoA3gjI+GuQTyutv+DuZhcA3QXoRkUPa+PHjOe200xg8eDC9e/emY8eO\nZGVlUadOHQAmTZpEdnY2gwcPJjs7m+LiYt544w3q1q0LwCmnnMK1117LkCFDaNy4Mffff391bo6I\nVANzTs+QJCq9WRvXbNhD1V0MkYPCqnvjGWnMy8rKorCwcP8Jpdx27NjBsccey69+9StuueWWSs8/\nvVkbVG+KVJ7y1J1mNtc5V+k/IX1AfgFHRERSw7x581i6dCnZ2dls3bqV++67j61bt3LJJZdUd9FE\nJEUomBQROcQ9+OCDfPLJJ9SsWZPOnTszffr00rEmRUT2R8FkBXRo0ZDCctxeFhFJNl26dKnSLgOq\nN0UOPhpLUUREREQSpmBSRERERBKmYFJEREREEqY+kxWwcO1mWo15tbqLIVIlyjP8hEgsqjclGal+\nqxjdmRQRERGRhCmYFBEREZGEKZgUERERkYQdUsGkmY0zs0X7SfOImRVUUZFERJJebm4ugwYNKjPN\noEGDyM3NrZoCiUhS0QM4IiJSpocffhjnXHUXQ0SSlIJJEREpU8OGDau7CCKSxJKqmdu8W8zsUzPb\nYWZrzOyeYF4HM3vHzH4ws01mNtnMGoYtO9nMXonIr8xmbTNLM7PxZvZd8HoISDtgGygiUk2mT59O\n9+7dycjIoGHDhmRnZ7No0SK+/fZbhgwZQsuWLalbty4nnXQSkyZN2mvZyGbu4uJicnNzycjIoGnT\nptx9991VvTkikkSSKpgE7gZ+A9wDnARcBHxpZvWBN4FtQDZwPnAKMLGC67sFuBq4BuiBDySHVjBP\nEZGksnv3bs4991x69uzJggUL+OCDD7jxxhtJS0tj+/btdO3alVdeeYXFixdzww03cM011zBlypSY\n+Y0aNYq3336b5557jilTpjBv3jymT59ehVskIskkaZq5zSwDuAm40TkXChJXALPM7GqgPnCZc25r\nkD4PmGZmrZ1zKxJc7Y3A/c65fwd53gD0208584A8gLTDGie4WhGRqrNlyxa+//57zjnnHDIzMwE4\n4YQTSuf/6le/Kv07Ly+PqVOn8swzz9CnT5998tq2bRtPPPEEEydOpF8/X11OmjSJli1bxlx/fn4+\n+fn5AOwp3lwp2yQiySOZ7kyeCKQD0b4OtwM+DgWSgZlASbBcuQVN5M2AWaFpzrkS4IOylnPO5Tvn\nspxzWWk9mV3ZAAAgAElEQVT11I9IRJLfEUccQW5uLv369WPgwIE8+OCDfPHFFwDs2bOHu+66i44d\nO3LkkUeSkZHB888/Xzo/0sqVK9m5cyc9evQonZaRkUGHDh1irj8vL4/CwkIKCwtRvSly8EmmYDJR\noUcMSwCLmFerissiIpKUJk2axAcffECvXr146aWXOP7443nzzTcZP348DzzwAL/61a+YMmUK8+fP\n57zzzmPnzp3VXWQRSRHJFEwuBXYA+7ar+HkdzKxB2LRT8OVfGvz/Df5OY7jOsVbmnNsMrAO6h6aZ\nmeH7ZIqIHHQ6derE6NGjKSgoICcnhyeffJIZM2ZwzjnncNlll9G5c2cyMzNZvnx5zDwyMzOpVasW\ns2fPLp1WVFTEokVlDuErIgexpAkmgybsh4F7zOwKM8s0s2wzGwE8DRQD/wie6u4FPA48H9ZfcirQ\nxcyGm1lrM7sVOHU/q30YuNXMLjSz44GH2DcgFRFJaZ9//jljxoxh5syZrF69mmnTpvHxxx9z4okn\n0rZtW6ZMmcKMGTNYtmwZI0eO5PPPP4+ZV0ZGBldeeSWjR4/m7bffZvHixQwfPpw9e/ZU4RaJSDJJ\nmgdwAmOB7/BPdLcE1gP/cM4Vm1k/fLA3B9gOvAjcEFrQOfemmf0OuAuohw9AHwMGl7G+B4CjgL8H\n//8zWK5dJW6TiEi1qlevHsuXL+eiiy5i48aNNG3alKFDhzJ69Gi2bdvG559/zoABA6hbty65ubkM\nHTqUJUuWxMxv/PjxFBUVcf7551OvXj3+3//7fxQVFVXhFolIMjH9qkHi0pu1cc2GPVTdxRCpEqvu\nHVjdRSiVlZVFYWFhdRdDEpDerA2qNyXZJFP9diCZ2VznXFZl55s0zdwiIiIiknqSrZk7pXRo0ZDC\nQ+TbjIhIZVC9KXLw0Z1JEREREUmYgkkRERERSZiCSRERERFJmPpMVsDCtZtpNebV6i6GyD4OlScT\nJfWo3pRkorqycujOpIiIiIgkLNWCyZbAROAr/E8vrsIPZP6TcubTEz/o+Sr8AOhfAK8B/SupnCIi\nIiKHhFQKJjOBucAV+F/B+RPwGf5XcGYBR8aZzwjgPfxvgL8X5PMucDrwOvDrSi21iIiIyEEslYLJ\nx4AmwP8A5wFjgDPwweDx+J9RLFNaWtqTAwYM+DP+buTJwGX4n3C8DMgCdpx99tm/r1Wr1j8OyBaI\niIiIHGRSJZjMBM7CN0s/GjHvDqAIHxDWLyuT+vXrp6elpdUElgOfRMxeCiyvUaNGjdq1a9eqjEKL\niIiIHOxSJZjsHby/BZREzNsKvA/UA7qXlcnWrVu37969eyfQFmgTMbst0KaoqGhLcXHxjooXWURE\nROTgV23BpJn1N7OtZlYz+L+1mTkz+2tYmj+Y2TvA8dOnT6dly5b9zWy7ma03sz+ZWe0g6ac5OTmc\neuqpv4lYx2QzeyV82rJlyxbht3vu999//1SvXr0+rlOnzq4mTZosGzNmzLcfffTR3AO75SIiyWH6\n9Ol0796djIwMGjZsSHZ2NosWLQJg5syZnH766dSrV48WLVowYsQItmzZUrqsc47777+fzMxM6tat\nS4cOHXjqqaeqa1NEpBpV553JGUAdfF9FgBxgY/BO2LSCJUuWNBswYADNmzf/HOgCXAkMAe4J0m0G\nSE9PT9/fSlevXr0O39fy+9tuu23oypUrO7z44os133rrrU2vvPLKhi1btmTtLw8RkVS3e/duzj33\nXHr27MmCBQv44IMPuPHGG0lLS2PhwoWcddZZDB48mAULFvD8888zf/58hg8fXrr87bffzhNPPMGj\njz7KkiVLGDt2LNdccw2vvqoxJEUONdU2aLlzbpuZzcU3Yc/GB46PAGPMrBk+QPwZMObuu+++oHnz\n5syYMePp2rVrLwWWmtkY4HEz+41zLu71HnfccS2Ad7799tuX/vrXvx512GGH5fXr12828JvZs2df\n2rRp013FxcUxlzezPCAPIO2wxolsuohItduyZQvff/8955xzDpmZmQCccMIJAFx++eVccskl3HLL\nLaXpJ0yYQJcuXdiwYQP169fnwQcf5K233uK0004D4LjjjmPOnDk8+uijDBy490DQ+fn55OfnA7Cn\neHNVbJ6IVKHq/gWcAnwQeQ9+aJ4/44PLHOAbYDcwZ9myZRndu3endu3ah4UtOwOoDbQGGgLs2LGj\nzL6OjRo1Oqxdu3adgI9atmx5j3Pu4s2bN0/HDzF0WUZGxvFdu3Y9ee3atUfFysM5lw/kA6Q3axN/\nFCsikkSOOOIIcnNz6devH3369KFPnz5ceOGFHHPMMcydO5cVK1bw7LPPlqYPfWlfuXIlNWvWZPv2\n7fTv3x8zK02za9cuWrVqtc+68vLyyMvLAyC9WWR3dRFJdckQTI40s3bAYfhxJAvwAeUGYJZzbucJ\nJ5ywLUjfNkoeDmhTo0YNNm3aFPmVd6+nso899tjm5mu+d7dv3x4ZCJYA04GTGzduHO+YlSIiKWvS\npEnceOONvPHGG7z00kv8+te/5r///S8lJSVcddVV3HTTTfss06JFCz7++GMAXn75ZY455pi95teq\npcEwRA411R1MzgDSgVuBGc65PWZWAPwNWA+8AVBUVDRr9uzZXfbs2XNWWlpaDXzg1xPY+cADD6wH\nTj3yyCP3zJgxIzL/TvjhhABIS0tLC/5sDKwEduGfAP8M4Lvvvjtq0aJFZGZm7jkQGysikmw6depE\np06dGD16NAMGDODJJ5+ka9euLF68mNatW0dd5sQTTyQ9PZ3Vq1dzxhlnVHGJRSTZVGswGdZv8pf4\nwcPB959sCRyHH5icNWvW3F2nTp1rrr/++lYDBgz4/XnnnTcLuBd45Oabbx4D1M/MzJy+a9eus8xs\nMPBJy5Ytx9SoUePYkpKSVaH1ffXVV+sbN24McKFzbryZPQHcZ2bf3HbbbQ2WL19+8Z49e1izZs3X\nVbUPRESqw+eff87jjz/O4MGDadGiBZ999hkff/wxI0aMYPDgwXTv3p1rr72Wa665hgYNGrBs2TJe\nfvllHn/8cRo0aMCoUaMYNWoUzjl69erFtm3bmD17NjVq1Cht0haRQ0MyjDNZgA9qCwCcc9uBD/C/\nvT0nmLa2b9++v/zwww93X3zxxb8+/PDDnxs4cOAXRUVFXYGbgOUXXHDBxfjf7Z4IvD98+PDcyy67\nLCN8RWvWrNm4fv36L4G6wIebNm1q1LNnz8116tR57W9/+9tzHTt2TMvMzPx8/fr131fNpouIVI96\n9eqxfPlyLrroItq2bcuwYcMYOnQoo0ePpmPHjkyfPp1Vq1Zx+umn06lTJ8aOHUvTpk1Ll7/zzjsZ\nN24c48eP56STTuLMM8/kueee47jjjqvGrRKR6mDleRI6CRwN/B7oj/8t7nXAC8DvgO8i0oY2zCKm\nGzAMyMU3gzcAtgDz8M3r/xtvYdKbtXHNhj1Urg0QqQqr7h24/0QpLCsri8LCwuouhiQgvVkbVG9K\nsjjY68pIZjbXOVfpQyBWd5/J8voSuCLOtJFBZIgDJgcvEREREamAZGjmFhEREZEUlWp3JpNKhxYN\nKTzEbpGLiFSE6k2Rg4/uTIqIiIhIwhRMioiIiEjCFEyKiIiISMLUZ7ICFq7dTKsxr1Z3MSQFHWrD\nUYiEqN6UA0l1a/XQnUkRERERSZiCSRERERFJmIJJEREREUnYIRdMmtlkM3tlP2leMbPJVVQkEZGU\nM27cONq3bx/zfxE5dByKD+DcQOyfWhQRERGRcjjkgknn3ObqLoOIiIjIwSIlm7nNrJeZzTazbWa2\n2czmmFl7MzvSzJ4xszVm9oOZLTazKyKW3auZ28zqBdO2mdl6M7ut6rdIROTAeuONN2jQoAG7d+8G\nYMWKFZgZ1157bWma22+/nb59+wKwZMkSBg4cSIMGDWjSpAlDhgzh66+/rpayi0hyS7lg0sxqAi8C\nM4BOQDfgIWAPUAf4CBgEnAQ8DDxuZn3KyHI8cCbwc6AP0AXodaDKLyJSHXr27Mn27dspLCwEoKCg\ngEaNGlFQUFCapqCggJycHNatW0evXr1o3749c+bM4Z133mHbtm2ce+65lJSUVNMWiEiySrlgEjgM\nOBx42Tm30jm3zDn3L+fcUufcWufcH51z851znznn8oHngSHRMjKzDOBK4Fbn3JvOuUXAFUDM2tLM\n8sys0MwK9xSrxVxEUkNGRgYnn3wy06ZNA3zgOHLkSFavXs26desoLi7mww8/JCcnhwkTJtCpUyfu\nu+8+2rVrR8eOHfnHP/7BnDlzSoPR8sjPzycrK4usrCxUb4ocfFIumHTObQImA2+a2atmdrOZHQNg\nZmlm9msz+9jMvjWzbcAFwDExsssEagOzwvLfBiwsY/35zrks51xWWr2GlbRVIiIHXk5OTumdyHff\nfZcBAwbQrVs3CgoKmDlzJjVr1iQ7O5u5c+cyffp0MjIySl9HH300ACtXriz3evPy8igsLKSwsBDV\nmyIHn5R8AMc5d4WZPQT0BwYDd5nZeUBn4Bb8E9sLgW3A3UCT6iqriEiyyMnJ4ZFHHmHp0qVs2bKF\nk08+mZycHKZNm0aTJk3o0aMHtWvXpqSkhIEDBzJ+/Ph98mjatGk1lFxEkllKBpMAzrkFwALgPjN7\nHRgGNMA3f/8TwMwMaAt8HyOblcAuoDvwWbBMfaB9ME9E5KDRs2dPduzYwf3330/Pnj1JS0sjJyeH\nq6++mqZNm9K/f38Aunbtyr///W+OPfZYatWqVc2lFpFkl3LN3GZ2nJnda2anmNmxZtYb6AgsAZYD\nfcysp5mdADwCHBcrr6BJ+wl8QHqmmZ0ETATSDvyWiIhUrVC/yaeeeorevXsD0L17d9asWcPs2bPJ\nyckB4Prrr2fz5s1ccsklfPDBB3z22We888475OXlsXXr1mrcAhFJRikXTALF+LuN/8EHj08CTwP3\nAX8A5gCvA9OBomBeWUYB04AXgvdFwbIiIgednJwcdu/eXRo41qlTh27dupGenk52djYAzZs35/33\n36dGjRr079+fk046ieuvv5709HTS09OrsfQikozMOVfdZUhZ6c3auGbDHqruYkgKWnXvwOouQkrL\nyspK6KliqX7pzdqgelMOFNWtZTOzuc65rMrONxXvTIqIiIhIkkjZB3CSQYcWDSnUtyARkbip3hQ5\n+OjOpIiIiIgkTMGkiIiIiCRMwaSIiIiIJEx9Jitg4drNtBrzanUXQ6qYnhYUSZzqTYmX6trUoTuT\nIiIiIpIwBZMiIiIikjAFkyIiIiKSsKQOJs3sFTObXN3lEBE5lOXm5jJo0KAy0wwaNIjc3NyqKZCI\nJJWkDiZFREREJLkd1MGkmdWq7jKIiIiIHMySJpg0s3pmNtnMtpnZejO7LWL+L83sQzPbamYbzOw/\nZtYibH6OmTkzO9vM5pjZTqBfMO9sM/vAzH4ws2/N7GUzq2NmvzWzRVHK8r6Z/fmAb7SISDm98cYb\nNGjQgN27dwOwYsUKzIxrr722NM3tt99O3759AZg+fTrdunWjTp06NG3alJtuuomdO3eWps3JyWHk\nyJF7rWN/zdrFxcXk5uaSkZFB06ZNufvuuytzE0UkxSRNMAmMB84Efg70AboAvcLm1wbuADoBg4BG\nwDNR8rkPuB04AfjAzPoDLwFvAycDvYF38ds+ETjBzLJDC5vZ8cApwBOVuG0iIpWiZ8+ebN++ncLC\nQgAKCgpo1KgRBQUFpWkKCgrIyclh7dq1DBgwgC5dujBv3jyeeOIJnnnmGcaOHVuhMowaNYq3336b\n5557jilTpjBv3jymT59eoTxFJHUlRTBpZhnAlcCtzrk3nXOLgCuAklAa59xE59xrzrnPnHNzgBHA\naWbWMiK7cc65t4J03wC/Af7POXe7c26Jc+5j59x451yxc24N8AYwPGz54cBc59yCGGXNM7NCMyvc\nU7y50vaBiEg8MjIyOPnkk5k2bRrgA8eRI0eyevVq1q1bR3FxMR9++CE5OTk89thjNG/enMcee4x2\n7doxaNAg7r33Xh555BGKi4sTWv+2bdt44oknuP/+++nXrx/t27dn0qRJ1KgR++MkPz+frKwssrKy\nUL0pcvBJimASyMTfeZwVmuCc2wYsDP1vZl3N7EUzW21mW4HCYNYxEXkVRvzfBZhSxrr/BvzCzOqa\nWRpwGWXclXTO5TvnspxzWWn1Gu5vu0REKl1OTk7pnch3332XAQMG0K1bNwoKCpg5cyY1a9YkOzub\npUuX0r17970CvZ49e7Jz505WrFiR0LpXrlzJzp076dGjR+m0jIwMOnToEHOZvLw8CgsLKSwsRPWm\nyMEnJX5O0czqA28C7+CDvQ34Zu738EFouKJyZv8qUIxvXt8MHA78qyLlFRE5kHJycnjkkUdYunQp\nW7Zs4eSTTyYnJ4dp06bRpEkTevToQe3akVXj3swMgBo1auCc22verl27DljZReTgkyx3JlcCu4Du\noQlBANk++PcEfPB4m3NuunNuGdAkzrzn4ftgRuWc2w1MxjdvDweed86pHUZEklbPnj3ZsWMH999/\nPz179iQtLa00mAz1lwRo164ds2fPpqSktMcQM2bMoHbt2mRmZgLQuHFj1q1bt1f+CxZE7eUDQGZm\nJrVq1WL27Nml04qKili0aJ9nGUXkEJEUwWTQpP0EcJ+ZnWlmJ+EfjkkLknwB7ABGmtlPzWwgcGec\n2d8FXGRmfzCzE83sJDO7yczqhaX5O3A6/sEePXgjIkkt1G/yqaeeonfv3gB0796dNWvWMHv27NJg\n8rrrruOrr77iuuuuY+nSpbz66quMGTOGkSNHUq+erwLPOOMMXn/9dV566SU++eQTbr75Zr788ssy\n133llVcyevRo3n77bRYvXszw4cPZs2fPAd9uEUlOSRFMBkYB04AXgvdFwHSA4EGaYcB5wBL8U903\nx5Opc+414HxgAP4u5bv4J7rDH+75LJj+BVBQGRsjInIg5eTksHv37tLAsU6dOnTr1o309HSys/0A\nFS1atOD1119n3rx5dO7cmeHDhzNkyJC9hvIZPnx46evUU0+lQYMGnH/++WWue/z48fTu3Zvzzz+f\n3r170759e3r16lXmMiJy8LLIvjKHKjNbAjztnLsr3mXSm7VxzYY9dABLJclo1b0Dq7sIh7ysrKzS\noXEktaQ3a4PqTYmH6trKZ2ZznXNZlZ1vSjyAcyCZWWPgQqAV8Hj1lkZEREQktRzywST+yfCNwDXO\nuY3VXRgRERGRVHLIB5POOUt02Q4tGlKo2/AiInFTvSly8EmmB3BEREREJMUomBQRERGRhCmYFBER\nEZGEHfJ9Jiti4drNtBrzanUXQ6qAhqgQqRyqNyUa1bGpTXcmRURERCRhqRZMtsT/zOJX+J9XXAU8\nBPwkgby6Av8C1gR5rcf/Cs7llVFQERERkUNBKjVzZwIzgSbAi8AyIBu4AegPnAp8G2deI4GHge+A\nV4G1wBFAe+Bs4B+VWXARERGRg1UqBZOP4QPJ/wH+Ejb9QeAm4C7g2jjyOQv4M/A2/pdvtkbMr1Xh\nkoqIiIgcIlKlmTsTHwSuAh6NmHcHUARcBtSPI68/Aj8Al7JvIAmwK+FSioiIiBxiUiWY7B28vwWU\nRMzbCrwP1AO67yef9kDHIJ9N3377bV9gFHAL0IfU2R8iIiIiSSFVgqfjg/floQlmVmBmE8zsgfr1\n65/euHFjhgwZco2ZpZvZo2b2vZl9YWaXBelbmdnCZ555hvbt22enp6fvfuaZZ97evHnzHy+77LLx\nTZo0eSc9PX137dq1vzCzG6tlK0VEEuCc44EHHqBNmzakp6fTsmVLxo4dC8DChQvp27cvdevW5Ygj\njiA3N5fNmzeXLpubm8ugQYO47777OOqoo2jYsCFjxoyhpKSEcePG0aRJE4466ijuu+++vda5efNm\n8vLyaNKkCQ0aNOD000+nsLCwSrdbRJJDqvSZbBi8b46YPhR48LXXXptYWFg4YtSoURcBDYA3gCxg\nGPB3M3sntMDYsWP54x//eFTnzp3XLVu2bGyzZs1Odc71+s9//rOqQ4cOA5YuXcqFF164PlZBzCwP\nyANIO6xxJW6iiEhibrvtNiZMmMCDDz5Ir169+Oabb5g3bx5FRUX069eP7Oxs5syZw6ZNm7j66qsZ\nPnw4zz33XOny06dPp2XLlhQUFDBv3jyGDh3K/Pnz6dKlCzNmzGDq1KmMGDGCvn37cvLJJ+OcY+DA\ngTRs2JBXXnmFI444gieffJIzzjiDTz75hGbNmu1Vvvz8fPLz8wHYUxxZjYtIqjPnXHWXIR75wNXB\n6+/g70wC6c65HsBdzrnbMjIyioqLi6c65wYHaWrh+1NeChQCn48fP55bbrkF4BRglpm9BGx0zl0J\nzMEHoZcCz+yvUOnN2rhmwx6q3C2VpKQBdZNLVlaW7oIFtm3bRqNGjXjooYe49tq9n0H829/+xqhR\no1izZg0NGjQAoKCggN69e/Ppp5/SunVrcnNzmTJlCqtWrSItLQ3w+3fXrl0sWLCgNK9WrVoxcuRI\nRo0axdSpUxk8eDDffPMNdevWLU3TuXNnLr30Um699daY5U1v1gbVmxJJdWzVMLO5zrmsys43VZq5\nQ19lG0ZM/zg03cyoW7fuFmBhaKZzbhd++J8moWlZWVkAXwOzgkkTgEvMbP7ZZ5+949133wU/5JCI\nSNJbsmQJO3bsoE+fPvvMW7p0KR07diwNJAFOOeUUatSowZIlS0qnnXjiiaWBJEDTpk1p3779Xnk1\nbdqUDRs2ADB37lyKi4tp3LgxGRkZpa9FixaxcuXKyt5EEUlyqdLM/Unw3jZieujJ6zYAO3fu3MG+\nT2M7woLm+vXrA3xfOtO5183sWGDAhg0brh84cCDdu3cf8M4779xUieUXEUkqZlb6d61atfaZF21a\nSYl//rGkpISmTZvy3nvv7ZPvYYcddgBKKyLJLFWCyWnB+1n4wDD8ie4G+AHLi4uKior3l1FJSckP\nQCv8MEJFAM65jcA/gVOeffbZbr/4xS/amlm6c25H5W2CiEjla9euHenp6UyZMoU2bdrsM2/ixIls\n3bq19O7kzJkzKSkpoV27dgmvs2vXrqxfv54aNWrw05/+tELlF5HUlyrN3Cvxw/m0Aq6PmPc7fGD4\nz5KSkvAOoCcEr7189dVXLwJ1gD8AZma/N7Pz7rzzzoGLFy++4rnnnnO1atX6QoGkiKSCBg0acMMN\nNzB27FgmTZrEypUrmTNnDhMmTGDo0KHUq1ePyy+/nIULFzJ9+nSuueYaLrjgAlq3bp3wOvv27cup\np57Kueeey+uvv87nn3/OrFmzuOOOO6LerRSRg1uqBJMA1wEb8L9e89+2bdseN2TIkPPwv36zHPh1\nRPqlwWsvv/3tb/8KzAduBGYNGzbsjKOPPnryPffc88ppp52WvmDBgmW7du0acEC3RESkEt1zzz2M\nHj2aO++8k3bt2vHzn/+cNWvWUK9ePd588022bNlCdnY25557Lj169GDixIkVWp+Z8dprr3HGGWdw\n9dVXc/zxx3PxxRfzySef0Lx580raKhFJFanyNHfI0cDv8b/FfSSwDngBf3fyu4i0oQ0z9pUBjAUu\nAo7F/yLOHGA8/g5oXPQ096FDTxomFz3Nnbr0NLdEozq2ahyop7lTpc9kyJfAFXGmjRZEhmzD38mM\nvJspIiIiIuWQasFkUunQoiGF+jYlIhI31ZsiB59U6jMpIiIiIklGwaSIiIiIJEzBpIiIiIgkTH0m\nK2Dh2s20GvNqdRdDKomeJhQ58FRvSjjVuwcH3ZkUERERkYQpmBQRERGRhCmYFBEREZGEHdLBpJmN\nM7NF1V0OERERkVR1SAeTIiIiIlIxCiZFREREJGFJE0yaWYGZTTCzB8xsk5l9Y2Y3mFm6mT1qZt+b\n2RdmdlmQvpWZOTPLisjHmdmFYf83N7OnzexbMys2s/lm1jtimV+Y2Uoz22pm/zWzRlWz1SIiVW/H\njh3ceOONNG3alDp16tC9e3dmzJgBQEFBAWbGlClT6NatG/Xq1SMrK4uPPvporzxmzpzJ6aefTr16\n9WjRogUjRoxgy5Yt1bE5IlLNkiaYDAwFtgLdgHuBh4D/AsuBLOBJ4O9m1iyezMysPvAu0Ao4D+gA\n/D4iWSvgEuB84CygC3BXxTZDRCR53XrrrTz77LNMnDiRefPm0aFDB/r378+6detK04wdO5Z7772X\njz76iCOPPJKhQ4finANg4cKFnHXWWQwePJgFCxbw/PPPM3/+fIYPH15dmyQi1SjZBi1f7JwbB2Bm\nDwJjgF3OuYeDab8HRgOnAoVx5HcpcBTQwzm3MZi2MiJNTSDXObc5WEc+cEWsDM0sD8gDSDuscXxb\nJSKSJIqKipgwYQJ///vfGTjQDxj917/+lalTp/Loo4/St29fAO6880569/aNOL/97W/p2bMna9eu\npWXLlvzxj3/kkksu4ZZbbinNd8KECXTp0oUNGzbQpEmTvdaZn59Pfn4+AHuKN1fFZopIFUq2O5Mf\nh/5w/ivwBmBh2LRdwHdAk30XjaoL8HFYIBnN6lAgGfiqrPydc/nOuSznXFZavYZxFkNEJDmsXLmS\nXbt2ceqpp5ZOS0tLo0ePHixZsqR0WseOHUv/bt68OQAbNmwAYO7cuTz11FNkZGSUvkL5rVwZ+X0d\n8vLyKCwspLCwENWbIgefZLszuSvifxdjWg2gJPjfQjPMrFYlrTPZgmwRkQPOrLQ6pVatWvtMLykp\nKX2/6qqruOmmm/bJo0WLFge4lCKSbJItmCyPb4L38P6TnSPSzAMuM7NG+7k7KSJySMjMzKR27dq8\n//77ZGZmArBnzx5mzZrFpZdeGlceXbt2ZfHixbRu3fpAFlVEUkTK3oFzzv0AzAZGm9lJZnYKMD4i\n2b/wTeUvmtlpZvZTMxsc+TS3iMihon79+owYMYLRo0fz2muvsXTpUkaMGMH69eu57rrr4spj9OjR\nzC6tTtIAACAASURBVJkzh2uvvZZ58+axYsUK/n97dx4eRZX2//99B5KwBGNQlgAKiKyyKS2IigY3\neIQR14dxHCWgE1QYN5gBB78O4jMqjCjMgEsYwHUWd8fxpyhowEEWg8uwCYJGFILIyBYiAZLz+6Mq\nsckCSdNJd4fP67rq6u6qU6dOVXVO7j51TtW//vUvRo4cWc2lF5FoFMstkwAjgL8AH+ENrLkVWFS8\n0Dm318zOB6YCbwAJwDqg7LUZEZFjxOTJkwEYPnw4O3fu5PTTT+ftt98mNTWVdevWHXH97t27s2jR\nIu655x7OP/98CgsLOeWUU7jiiiuqu+giEoWs+FYPUnWJqe1d6rBpkS6GhEnOQ4MiXQSppEAgQHZ2\nZW7oINEmMbU9qjelmOrdmmVmK5xzgSOnrJqYvcwtIiIiIpGnYFJEREREQhbrfSYjqlvLZLLVRC8i\nUmmqN0VqH7VMioiIiEjIFEyKiIiISMgUTIqIiIhIyNRn8iis3LyLNuPfjHQx5CjothQiNUv1Zu2k\nuvTYppZJEREREQmZgkkRERERCZmCSREREREJmYJJEZFabPDgwaSnpwOQlpbG6NGjD5u+a9euTJw4\nsfoLJiK1hgbg+MwsC1jlnDt8TSsiEqNeeeUV4uPjw5pnTk4Obdu25aOPPiIQCPsjf0UkBiiYFBE5\nRjRu3DjSRRCRWigqL3ObWZaZPW5mU83sBzP73sxuN7NEM5tpZjvNbJOZXe+nb2NmzswCpfJxZnZ1\n0Od7zexrMysws61m9ow//yngfGCUv44zszY1tsMiImGQn59Peno6SUlJNGvWjAceeOCQ5aUvc2/b\nto0hQ4ZQv359WrduzZw5c8rkaWZkZmZyzTXX0LBhQ0455RSee+65kuVt27YF4Mwzz8TMSEtLq56d\nE5GoFZXBpO86YA/QB3gImAa8BqwHAsDTwF/MLLUymZnZVcBY4FagPTAYWO4vvh1YAswFUv3pmwry\nyTCzbDPLLszfFdqeiYhUg7Fjx/Luu+/y8ssvs2DBAj755BMWLVpUYfr09HQ2bNjA/Pnzee2113jm\nmWfIyckpk27SpEkMGTKEzz77jKFDhzJixAg2bdoEwPLlXjX69ttvk5ubyyuvvFJm/czMTAKBAIFA\nANWbIrVPNAeTq51zE51zXwCPANuBA8656c65DcAkwIBzKplfayAXeMc5t8k5l+2cmwHgnNsF7Afy\nnXNb/amwvEycc5nOuYBzLlCnQfJR7qKISHjk5eUxe/ZspkyZwoABA+jatStz584lLq78an79+vW8\n9dZbZGZmcs4553D66afz9NNP8+OPP5ZJe/311/PLX/6SU089lfvvv5+6deuWBKlNmjQB4IQTTqB5\n8+blXkrPyMggOzub7OxsVG+K1D7RHEz+p/iNc84B24CVQfMOADuAppXM70WgHvCVmc02s2vMLDGM\n5RURiZiNGzeyf/9++vbtWzIvKSmJbt26lZt+7dq1xMXF0bt375J5rVu3pkWLFmXSdu/eveR93bp1\nadKkCdu2bQtj6UUklkVzMHmg1GdXwbw4oMj/bMULzOyQIYvOuW+AjsBIYDcwFVhhZg3DWGYRkZhi\nZkdMU3oEuJlRVFRUQWoROdZEczBZFd/7r8H9J3uWTuSc2+ece9M5dydwJnAaP10m3w/UqdZSiohU\nk3bt2hEfH8/SpUtL5u3du5dVq1aVm75Tp04UFRWV9HkE2LRpE1u2bKnSdhMSEgAoLCy3Z5CIHANq\nxa2BnHM/mtlSYJyZbQSSgQeD05hZOt7+LgPygKF4LZ1f+ElygN7+KO484AfnnH56i0hMSEpK4sYb\nb2TcuHE0adKEFi1aMGnSpAqDvI4dOzJw4EBGjhxJZmYm9evX56677qJ+/fpV2m7Tpk2pX78+8+bN\no02bNtSrV4/kZPWLFDmW1JaWSYAR/utHwJPAPaWW7wRuBD4AVgFXAVc6577ylz+M1zq5Bq+l8+Tq\nLrCISDg9/PDD9O/fnyuuuIL+/fvTtWtXzjvvvArTP/XUU7Rt25YLLriAn/3sZ/ziF7+gTZs2Vdpm\n3bp1+dOf/sRf/vIXWrRowZAhQ45yL0Qk1pg3tkVCkZja3qUOmxbpYshRyHloUKSLICEIBAJkZ2dH\nuhgSgsTU9qjerH1Ul8YGM1vhnAv7o6pqU8ukiIiIiNSwWtFnMlK6tUwmW7/GREQqTfWmSO2jlkkR\nERERCZmCSREREREJmYJJEREREQmZ+kwehZWbd9Fm/JuRLoaUQyMLRaKT6s3aRXWtgFomRUREROQo\nKJgUERERkZApmBQRERGRkFV7MGlmWWY2I0zZtQLmAFuAArznaU8DUo4iz/OAQsAB/3eU5RMRERE5\npsRSy2Q7YAUwHFgOPAp8CdwOLAFOCCHPRsDTQD5A48aNR5vZ2LCUVkTkGJCVlYWZsX379kgXRUQi\nJJaCyceApsBtwOXAeOACvKCyI/CHEPKcDiQDD4apjCIiIiLHlJoKJuua2XQz2+FPfzSzOAAzSzCz\nyWb2rZnlm9lHZjageEUzSzMzt2DBgkvOOOOMAj9ttpmd4Sf5/ezZswuSkpJGtmrVapCZrTKzvWb2\nvpm1DS6Emf3MzFaY2b6kpKTvJkyYMHznzp13AlvS0tLYsWNHMvBHM3Nm5mro2IiIRMzevXu54YYb\nSEpKolmzZjz44IMMHjyY9PR0APbv38+4ceNo1aoVDRo04Mwzz2TevHkA5OTk0L9/fwCaNGmCmZWs\nJyLHjpoKJq/zt9UXGAlkAHf4y+YC5wO/ALriXXZ+w8x6BGdw9913c+edd74LnAH8F3jezAzYs2PH\nji8KCgo4cODAJGCEv53jgSeK1/cD1OeBGddee22/V155JeHpp5/OS0lJ6QbwyiuvkJycvBuYBKT6\nk4hIrTZmzBgWLlzIq6++ynvvvcdnn33GBx98ULJ8+PDhLFy4kL/+9a+sWrWKYcOG8bOf/YzPPvuM\nk046iZdffhmA1atXk5uby/Tp0yO1KyISITV10/Jc4DbnnAM+N7MOwF1m9jpwLdDGObfJTzvDzC7C\nCzpvLc7g/vvvZ8CAAVnXX3/952Y2Cfg30BL4dvfu3d8dPHiw66xZs9647LLLlgOY2cPAHDMzf7sT\ngD865+YCrwOFycnJd2zevHlmYWHh6MaNGxMXF+eAPc65rRXtiJll4AXD1DmuSTiPkYhIjcrLy2PO\nnDk888wzXHzxxQDMnj2bVq1aAbBx40b+9re/kZOTw8knnwzA6NGjmT9/Pk8++SSPPfYYjRs3BqBp\n06aceOKJ5W4nMzOTzMxMAArzd1X3bolIDaupYHKpH9AVWwLcD5wLGLDGa2QskQi8Fzyje/fuAMW1\n0Bb/tSnwbUFBwY+JiYlcdtllBUGrbAES8EZ6/wD0AnrHx8dPSExMTCwoKCg4ePDg40D9ZcuWJZ99\n9tmV2hHnXCaQCZCY2l6XwkUkZm3cuJEDBw7Qu3fvknkNGzaka9euAHz88cc45+jSpcsh6xUUFHDB\nBRdUejsZGRlkZGQAkJjaPgwlF5FoEg2PU3TAmcCBUvN/DP4QHx9feh0Iukxft26ZXSmdJq5169bT\n33nnnVv37NnzXiAQuK04YY8ePc4LregiIrVXUVERZsZHH31Uug6mfv36ESqViESbmgom+wRdbgY4\nC6/lcAley2Rz59z7lcgnubyZiYmJxbXazsOs+3H37t1v6NChQz5wg3Mu+D4W5wLUrVu3EKhTiXKI\niMS8du3aER8fz0cffcQpp5wCQH5+PqtWraJdu3acfvrpOOfYunVryUCb0hISEgAoLCyssXKLSHSp\nqQE4LYBpZtbRzK4GfgM86pxbjzco5ikzu9rMTjGzgJmNNbMry8mnQ3mZH3fccc38t+sPU4ZJb731\nVvN777236apVq77//PPP3UsvveR++9vfOrxBQPTs2bPxoEGDHlq/fv3bZlZ+5x8RkVoiKSmJESNG\nMG7cOBYsWMCaNWu46aabSlokO3TowHXXXUd6ejovvfQSX375JdnZ2Tz88MO88sorALRu3Roz4803\n3+T7778nLy8vwnslIjWtpoLJ5/Fa/JYBs4DZePeHBO8m5HOBKcDnwL/wnkrzdTn5XELZMjdKSUkp\n7oSztKICOOfmzZw58/UXX3zxu169ehWefvrpB8aNG7fdObcEWAQwfvz49StXrvyhS5cuFwLfh7Kj\nIiKx5OGHH6Zfv35cdtll9O/fn+7duxMIBKhXrx4Ac+fOZfjw4fz2t7+lU6dODB48mEWLFtG6dWsA\nWrZsyX333ceECRNo1qwZo0ePjuTuiEgE2KHjYqLaPLxg8jbgz0HzHwHuBJ4Ebg6a38l//bwSeafj\nBbR/AO6pbIESU9u71GHTKptcalDOQ4MiXQSpRoFAgOzs7EgXo1YqKCigdevW/OY3v2HMmDFhzz8x\ntT2qN2sP1bWxxcxWOOcC4c43GgbgVNatwIfAn4ALgbVAH6A/3uXtCaXSr/VfDRERKdcnn3zC2rVr\n6d27N3v27GHy5Mns2bOHoUOHRrpoIhIjYimY3AgE8G4qPhC4FO/+ldOB+4AdkSuaiEjseuSRR1i3\nbh1169alZ8+eLFq0qORekyIiRxJLl7mjTiAQcLrUJlLzdJk7dunciUROdV3mrqkBOCIiIiJSCymY\nFBEREZGQKZgUERERkZDF0gCcqLNy8y7ajH8z0sWQILpNhUh0U71ZO6iulWBqmRQRERGRkCmYFBER\nEZGQKZgUERERkZDV2mDSzJyZXR3pcoiIRJPBgweTnp4e6WKISC1Sa4NJIBV4I9KFEBGpzSZOnEjX\nrl0jXQwRiaBaO5rbObc10mUQERERqe1iomXSzLLM7HEzm2pmP5jZ92Z2u5klmtlMM9tpZpvM7Pqg\ndQ65zG1m95rZ12ZWYGZbzeyZoGXnmdlSM8szs11mttzM9FNbRGJafn4+6enpJCUl0axZMx544IFD\nlu/YsYNhw4aRkpJC/fr1ueiii1i9enXJ8qeeeoqkpCQWLFhA165dadiwIf379+err74qWX7fffex\nevVqzAwz46mnnqrJXRSRKBATwaTvOmAP0Ad4CJgGvAasBwLA08BfzCy19IpmdhUwFrgVaA8MBpb7\ny+oCrwP/Bnr4+U8DCssrhJllmFm2mWUX5u8K5/6JiITV2LFjeffdd3n55ZdZsGABn3zyCYsWLSpZ\nnp6ezrJly3j99ddZvnw5DRo0YODAgfz4448laQoKCnjwwQeZM2cOS5YsYefOndx8880ADB06lDFj\nxtCxY0dyc3PJzc1l6NChZcqRmZlJIBAgEAigelOk9omly9yrnXMTAczsEWA8cMA5N92fNwkYB5wD\nvFRq3dZALvCOc+4AsAnI9pcdBxwPvOGc2+jP+7yiQjjnMoFMgMTU9u7od0tEJPzy8vKYPXs2c+bM\nYcCAAQDMnTuXVq1aAfDFF1/wz3/+k4ULF3LeeecB8Oyzz3LyySfz/PPPc9NNNwFw8OBBZs6cSceO\nHQEvQB0xYgTOOerXr09SUhJ169alefPmFZYlIyODjIwMABJT21fbPotIZMRSy+R/it845xywDVgZ\nNO8AsANoWs66LwL1gK/MbLaZXWNmif56PwBPAfPM7E0zu8vMTq6+3RARqX4bN25k//799O3bt2Re\nUlIS3bp1A2Dt2rXExcUdsjw5OZlu3bqxZs2aknmJiYklgSRAixYt2L9/Pzt27KiBvRCRWBBLweSB\nUp9dBfPK7JNz7hugIzAS2A1MBVaYWUN/+XC8y9uLgMuAdWY2IKylFxGJEWZW8r5u3brlLisqKqrR\nMolI9IqlYPKoOOf2OefedM7dCZwJnIZ3Sbx4+WfOucnOuTQgCxgWkYKKiIRBu3btiI+PZ+nSpSXz\n9u7dy6pVqwDo3LkzRUVFLFmypGT57t27WblyJV26dKn0dhISEigsLLeLuYgcI2Kpz2TIzCwdb1+X\nAXnAULxWzS/MrC1ei+U/gc3AKUB34PGIFFZEJAySkpK48cYbGTduHE2aNKFFixZMmjSpJPBr3749\nQ4YMYeTIkWRmZnL88cczYcIEjjvuOH7xi19Uejtt2rTh66+/5uOPP+bkk0+mUaNGJCYmVtduiUgU\nOlZaJncCNwIfAKuAq4ArnXNfAflAB7x+levxRoU/D0yOTFFFRMLj4Ycfpn///lxxxRX079+frl27\nlgy2AW9ATu/evbnsssvo3bs3+fn5vP3229SvX7/S27jqqqu49NJLufDCC2nSpAl/+9vfqmNXRCSK\nmTeWRUKRmNrepQ6bFuliSJCchwZFughSAwKBANnZ2UdOKFEnMbU9qjdjn+ra2GRmK5xzgXDne6y0\nTIqIiIhINTgm+kxWl24tk8nWrzMRkUpTvSlS+6hlUkRERERCpmBSREREREKmYFJEREREQqY+k0dh\n5eZdtBn/ZqSLcUzRCEKR2KZ6M3ap/pWKqGVSREREREKmYFJEREREQqZgUkRERERCpmBSRERIT09n\n8ODBZd6LiByJBuCIiAjTp0+n+PG6we9FRI5EwaSIiJCcnFzuexGRI4npy9xmlmhm08zsOzPbZ2ZL\nzexcf1mamTkzu9DMlplZvpllm9kZpfI428wW+ss3m9njZnZcZPZIRCQyDneZOy0tjVtuuYUxY8bQ\nuHFjmjRpwvTp0ykoKGDUqFEcf/zxnHzyyTz77LORKr6IRFBMB5PAFGAoMAI4HVgJvG1mqUFpHgTG\nA2cA/wWeNzMDMLNuwDvAP4EewJVAT2BOTe2AiEgseP7552nUqBHLli1j/Pjx3HHHHVx++eV06NCB\n7Oxshg0bxk033URubm6kiyoiNSxmg0kzawjcAoxzzr3pnFsL3Ax8B4wKSvr/nHPvO+c+ByYBnYCW\n/rLfAP9wzk11zn3hnFvm53mVmTWtYLsZfgtndmH+rmraOxGR6HLaaacxceJE2rdvz1133cWJJ55I\nfHw8t99+O6eeeir33nsvzjkWL15cZt3MzEwCgQCBQADVmyK1T8wGk0A7IB4oqbmcc4XAEqBLULr/\nBL3f4r8WB4q9gF+aWV7xFJRfu/I26pzLdM4FnHOBOg3Ur0hEjg3du3cveW9mNG3alG7dupXMi4+P\nJyUlhW3btpVZNyMjg+zsbLKzs1G9KVL71NYBOMHDEA+UMz8u6PUvwKPl5LG5GsolIhKT4uPjD/ls\nZuXOKyoqqsliiUgUiOVgciOwHzjHf4+Z1QH6An+tZB4fA6c55zZUSwlFREREarmYvcztnNsLPA5M\nNrNLzayz/7kZ8Fgls5kM9DazJ8zsdDM71cwGm9mT1VRsERERkVolllsmAcb5r3OB44FPgIHOuVwz\n63iklZ1z/zGz84D/AxYCdYAvgVerqbwiIiIitUpMB5POuQLgDn8qvSwLsFLzcsqZlw0MrLZCiojE\ngIKCApKSkgB46qmnDlmWlZVVJv2qVavKzNu6dWt1FE1EolzMXuYWEZGjd/DgQdasWcOSJUvo2rVr\npIsjIjFIwaSIyDFs1apVBAIBTjvtNEaNGnXkFURESonpy9yR1q1lMtkPDYp0MUREQtazZ0/y8/Nr\nbHuqN0VqH7VMioiIiEjIFEyKiIiISMgUTIqIiIhIyNRn8iis3LyLNuPfjHQxjhk56mclEvNUb8YO\n1blSWWqZFBEREZGQKZgUERERkZApmBQRERGRkMVUMHn88ce/cOaZZ24CtgAFQA4wDUipZBYNgeuA\nvwKfA3uBPUA2MAZICHORRUSiRk5ODmZGdnZ2pIsiIrVILA3AaffVV1+lmVkT4HW8YLA3cDves7XP\nAf57hDz6Ac8BPwDvA6/hBaKXAQ8DVwIXAvuqYwdERGpSWloaXbt2ZcaMGQCcdNJJ5ObmcuKJJ0a4\nZCJSm8RSMPlYSkpKE+A24M9B8x8B7gT+ANx8hDy2Ar8EXgT2B80fC2QBZwOjgKnhKbKISPSoU6cO\nzZs3j3QxRKSWiZXL3O2AS37+85/nmdkAADMbaGYfmNnwxo0bc/HFF9/Uo0ePM4pXMLM2ZubM7Coz\ne9fM8s3sr2a2jaBA0sy6mNnf4+PjuzRt2pRLLrnkLjNTbSsiMS09PZ2FCxcyc+ZMzAwzK3OZOysr\nCzPjrbfeolevXtSvX59+/frx7bffsnDhQnr06EFSUhKDBw/mv/899MLP3Llz6dKlC/Xq1aNDhw48\n+uijFBUVRWJXRSTCYiWY7A+wffv2LUHzGuL1l+z9z3/+88OUlJQ6GzZseMPMSvd7/APwJ6AH8BHw\ndzNLAjCzVGARsGr27Nl3z58/n7y8vDjgdTMr99iYWYaZZZtZdmH+rrDupIhIuEyfPp2+ffsyfPhw\ncnNzyc3NpbCwsNy0v//975k2bRrLli1jx44dDB06lEmTJpGZmUlWVharV69m4sSJJelnzZrF7373\nOyZNmsTatWuZOnUqkydP5rHHHis3/8zMTAKBAIFAANWbIrVPrFzm7giwZ8+e3cUznHMvBy3/5PTT\nTz+7UaNGqXj9KP8dtOxR59wbAGb2O+AGoKef5hbgM+fcOOAtgLlz507p1KnTI0AAWF66IM65TCAT\nIDG1vQvbHoqIhFFycjIJCQk0aNCg5NJ2Tk5OuWnvv/9++vXrB8DNN9/Mr3/9a1asWMEZZ3gXe4YN\nG8ZLL710SPopU6Zw9dVXA9C2bVvGjx/PY489xujRo8vkn5GRQUZGBgCJqe3Dto8iEh1iJZhMBti/\nf3/w5el2wP1An8TExFZ169bFOWfAyaXW/U/Q++KWzab+ay/gvISEhIKEhISEoqKioh9//PF+f1k7\nygkmRURqm+7du5e8b9asGQDdunU7ZN62bdsA+P777/nmm28YOXIkt9xyS0magwcP4px+X4sci2Il\nmCzPv4BvgZFvvPHG1W3atBnZqVOnoqKiotKXuQ8Uv3HOOTODny7vx7Vp0+bjd955p1dhYeH3s2bN\nGvrII4984y/7rtr3QEQkCsTHx5e89+vIMvOK+0MWvz7xxBOcffbZNVhKEYlWsRJM7gJISEhIADCz\nE4BOwK3OufeByz/++GOKioqq1Ae0b9++ed9///3A1q1b5yYkJPSfOnXquqlTNZBbRGqHhISECvtJ\nhqpZs2a0aNGCjRs3csMNN4Q1bxGJTbESTK4DaNSo0XF4LYY7gO3Ar8zsm1dffbX3Aw88gJkVVuEy\nyzUvvvji5T169Chq1qzZyp07dx4PnOJP/wuMcc7tCf+uiIjUjDZt2rB8+XJycnJISkoK22jr++67\nj1//+tccf/zxXHrppRw4cICPP/6YzZs3c/fdd4dlGyISO2JlNPf7ACeeeGILAOdcETAU6A6smjBh\nQq/77ruvwDlXqZuNjxo1qh/wt5YtW265/vrrL965c+ce4G1gNTAT7+k6BdWwHyIiNWbs2LEkJCTQ\npUsXmjRpQlxceKr8m266iTlz5vDss8/So0cP+vXrR2ZmJm3btg1L/iISWyyGOkzPu/baay9Zs2bN\nx5999lmvoPnFNy1/kkNvWt7Jf/28VD7DgDnA13i3HPo61AIlprZ3qcOmhbq6VFHOQ4MiXQSJEoFA\nQI8EjFGJqe1RvRkbVOfWPma2wjkXCHe+MXGZ28zq3nzzzY8sXrz4ooyMjDPwHoO4FuiDFxCuByaU\nWm1t8epB8/rjBZJxeK2dw8vZ3E68+1eKiIiIyBHERMukmfUEPmzYsOGSdevWbW3ZsuUFwAlALvAq\ncB9eP8pgxTsWHEymA3OPsLmvgTaVKVcgEHBqHRGpeWqZjF06dyKRc0y3TDrnPgUaVHE1K2feU/4k\nIiIiImEQKwNwRERERCQKKZgUERERkZDFxGXuaLVy8y7ajH8z0sWo9TSiUKT2UL0Z/VTnSlWpZVJE\nREREQqZgUkRERERCpmBSREREREJWLcGkmWWZ2YxQlx/Fdp2ZXR3ufEVEjmUTJ06ka9euh00zevRo\n0tLSaqZAIhJVIjUA50rgQIS2LSIiIiJhEpFg0jn3QyS2KyIiIiLhVZ19Juua2XQz2+FPfzSzOCh7\nmdvMcszsHjN70sx2m9m3Zvab4MzMrIOZLTSzfWa2zswuNbM8M0uvqABm1tLM/h5UhjfNrL2/rI2Z\nFZlZoNQ6vzKz7WaWENajISJSTZxzTJ06lfbt25OYmEirVq24++67AVi5ciUXXXQR9evXp3HjxqSn\np7Nr166SddPT0xk8ePAh+R3psnZhYSFjx44lJSWFlJQU7rjjDgoLC6tn50Qk6lVnMHmdn39fYCSQ\nAdxxmPR3AiuBM4DJwBQz6wvgB6GvAgeBs/Cesf17ILGizMysAfA+sA843y9HLjDfzBo453KAd4ER\npVYdATzrnNtf+V0VEYmc3/3ud9x///3cfffdrF69mhdffJGTTjqJvXv3MmDAAJKSkli+fDmvvvoq\nH374ISNGlK72qmbq1KnMmjWLJ598kiVLllBYWMjzzz8fpr0RkVhTnZe5c4HbnHMO+NzMOgB3AY9U\nkP4d51xxa+Wfzew24EJgCXAx0BG4xDm3GcDM7gQWH2b7P8d7PvdwvwyY2UhgGzAYeAGYBcwys7uc\nc/vMrDNesPqrijI1swy8wJg6xzU5wiEQEaleeXl5PProo0ybNq0kSDz11FPp27cvs2bNYu/evTz7\n7LM0atQIgMzMTPr378+GDRs49dRTQ9rmtGnT+O1vf8v//u//AjB9+nTmzZtXYfrMzEwyMzMBKMzf\nVWE6EYlN1dkyubQ4iPMtAVqa2XEVpP9Pqc9bgKb++07AluJA0vcRUHSY7fcC2gJ7/MvhecAuIAVo\n56d5HdiPNyAIvFbJ5c65VRVl6pzLdM4FnHOBOg2SD7N5EZHqt2bNGgoKCrjwwgvLLFu7di3du3cv\nCSQBzj77bOLi4lizZk1I29u1axe5ubn07du3ZF5cXBx9+vSpcJ2MjAyys7PJzs5G9aZI7RNNj1Ms\nPbrbcXTBbhzwKV4LZWk/ADjnDpjZM8AIM3sBuB649yi2KSISE8wM8ALBQ3/3w4EDutmGiFRenvY7\nXQAAFv1JREFUdbZM9rHi2spzFl7r4u4Q8vocaGFmLYLmBTh8+T8GTgW2O+c2lJqCR5P/BegP3Ao0\nAv4eQvlERCKic+fOJCYmsmDBgnKXrVy5kj179pTM+/DDDykqKqJz584ANGnShNzc3EPW+/TTTyvc\nXnJyMqmpqSxdurRknnOO5cuXH+2uiEiMqs5gsgUwzcw6+jcS/w3waIh5vQusA542sx5mdhZe38uD\neC2Y5Xke+A543czON7O2ZnaemU0tHtEN4JxbB/wb+CPwUojBrohIRDRq1Ijbb7+du+++m7lz57Jx\n40aWL1/O448/znXXXUeDBg244YYbWLlyJYsWLWLkyJFceeWVJf0lL7jgAj755BPmzJnDhg0bmDJl\nCosXH647Otx+++1MmTKFl156iXXr1nHHHXeUCUhF5NhRncHk80AdYBneQJfZhBhMOueKgCvwRm8v\nB54G/oAXSO6rYJ184DzgS+BFvNbNp/H6TO4olXw2kOC/iojElAcffJBx48Zx//3307lzZ6666iq+\n/fZbGjRowLx589i9eze9e/dmyJAh9O3blzlz5pSsO2DAAH7/+98zYcIEevXqRU5ODrfeeuthtzdm\nzBiGDx/OTTfdRJ8+fSgqKuK6666r7t0UkShlpfvKxAoz64HXJzLgnFtxlHmNA250znWoynqJqe1d\n6rBpR7NpqYSchwZFuggSZQKBANnZ2ZEuhoQgMbU9qjejm+rc2svMVjjnAkdOWTXRNADnsMzsCmAv\n8AXQBu8y92d4fSNDzTMJaA3cjtfSKSIiIiJVEDPBJN7gmMnASXiXqbOAO93RNa3OAK4F/gk8WdWV\nu7VMJlu/4EREKk31pkjtEzPBpHPuGeCZMOeZjvc0HREREREJQXUOwBERERGRWk7BpIiIiIiETMGk\niIiIiIQsZvpMRqOVm3fRZvybkS5GraJbUojUbqo3o5PqXjkaapkUERERkZApmBQRERGRkCmYFBER\nEZGQRV0waWZZZjYj0uUQERERkSOLumBSRERiS1paGqNHj450MUQkQhRMioiIiEjIoj6YNLMLzWyn\nmd1sZk+Z2b/M7HYz22xmO8xsrpk1CEqfaGbTzOw7M9tnZkvN7Nyg5UvNbHzQ5+fMzJlZc/9zAzMr\nCF5HRCRWvP322zRq1IiDBw8CsGHDBsyMm2++uSTNPffcw0UXXQTAmjVrGDRoEI0aNaJp06Zce+21\nbN26tSRteno6gwcPZvr06bRs2ZKUlBSGDx9Ofn5+yfKFCxcyc+ZMzAwzIycnp+Z2WEQiLqqDSTO7\nGngVyHDOPeHP7gd0BS4ChgJXALcHrTbFnz8COB1YCbxtZqn+8iwgLSj9+cD2oHlnAweB5RWUKcPM\nss0suzB/11HsnYhI+J177rns27eP7OxsALKysjjxxBPJysoqSZOVlUVaWhq5ubmcd955dO3aleXL\nlzN//nzy8vIYMmQIRUVFJek/+OADVq1axfz58/nHP/7Bq6++yvTp0wGYPn06ffv2Zfjw4eTm5pKb\nm8tJJ510SJkyMzMJBAIEAgFUb4rUPlEbTJpZBjAbuNo590LQot3Azc65tc65d4AXgQv9dRoCtwDj\nnHNvOufWAjcD3wGj/PWzgHPNrK6ZnQokA08C/f3lacAS59z+8srlnMt0zgWcc4E6DZLDt8MiImGQ\nlJREr169eP/99wEvcBw9ejRff/01ubm55Ofn89FHH5GWlsbjjz9Ojx49mDx5Mp07d6Z79+4888wz\nLF++vCQYBTjuuON44okn6Ny5M5dccgnXXHMNCxYsACA5OZmEhAQaNGhA8+bNad68OXXq1DmkTBkZ\nGWRnZ5OdnY3qTZHaJ1qDycuBmcBAP2AMtsY5Vxj0eQvQ1H/fDogHFhcv9NMuAbr4s/4NJAJn4gWO\n/wbm81PLZBpewCkiEpPS0tJKWiIXLlzI//zP/9CnTx+ysrL48MMPqVu3Lr1792bFihUsWrSIpKSk\nkqm4VXHjxo0l+XXp0uWQALFFixZs27atRvdJRKJXtD5O8TOgG3CjmS11zrmgZQdKpXVULih2AM65\nPDNbgdcS2QV4H1gKnOy3VJ4JjK8wFxGRKJeWlsaMGTNYu3Ytu3fvplevXqSlpfH+++/TtGlT+vbt\nS0JCAkVFRQwaNIiHH364TB7NmjUreR8fH3/IMjM75DK4iBzbojWY/Ar4NV4LYaaZZZQKKCuyEdgP\nnOO/x8zqAH2Bvwaly8ILJjsB051z+8xsGTCBw/SXFBGJBeeeey4FBQVMmTKFc889lzp16pCWlsav\nfvUrmjVrxsCBAwE444wzeOGFF2jdunWZgLEqEhISKCwsPHJCEamVovUyN865L/ECvoHAk2ZmlVhn\nL/A4MNnMLjWzzv7nZsBjQUmz8C5nHwd8HDTvlxymv6SISCwo7jf53HPP0b+/1x38rLPO4ttvv2Xp\n0qWkpaUBMGrUKHbt2sXQoUNZtmwZX375JfPnzycjI4M9e/ZUentt2rRh+fLl5OTksH37drVaihxj\nojaYBHDObcQL+v4Hb5DMEQNKYBzwD2Au8CnQHa/vZW5Qmn/7rx8E9b/MwmupzTracouIRFpaWhoH\nDx4sCRzr1atHnz59SExMpHfv3oDX93Hx4sXExcUxcOBATjvtNEaNGkViYiKJiYmV3tbYsWNJSEig\nS5cuNGnShE2bNlXHLolIlLLKXT2W8iSmtnepw6ZFuhi1Ss5DgyJdBIkBgUDgkNHGEjsSU9ujejP6\nqO49NpjZCudcINz5RnXLpIiIiIhEt2gdgBMTurVMJlu/5kREKk31pkjto5ZJEREREQmZgkkRERER\nCZmCSREREREJmYJJEREREQmZgkkRERERCZmCSREREREJmYJJEREREQmZgkkRERERCVmsBZOtgDnA\nFqAAyAGmASlVzKexv16On88WP99WYSqniIiIyDEhlp6A0w74EGgKvA58DvQGbgcGAucA/61EPif4\n+XQA3gP+DnQChgODgL7Al2Euu4iIiEitFEstk4/hBZK3AZcD44ELgEeBjsAfKpnPA3iB5CPAhX4+\nl+MFpU397YiIiIhIJcRKMNkOuATvsvTMUst+D+wFrgcaHiGfJD/dXmBiqWUzgK+BAcApR1VaERER\nkWNErAST/f3Xd4CiUsv2AIuBBsBZR8jnLKC+n35PqWVFwLxS2xMRERGRw4iVYLKj/7q+guVf+K8d\naigfERERESF2BuAk+6+7KlhePP/4GsoHgBUrVuSZ2brKpD1GnQhsj3QhopSOzeEd6fi0BprUUFkk\njFasWLFH9Wa5VCeUT8elrKM5Jq3DWZBisRJMRqt1zrlApAsRrcwsW8enfDo2h6fjU6up3iyHvvPl\n03EpKxqPSaxc5i5uMUyuYHnx/J01lI+IiIiIEDvBZPElkYr6Mrb3XyvqCxnufERERESE2Akm3/df\nL6FsmRvh3bA8H1h6hHyWAj/66RuVWhbn5x+8vSPJrGS6Y5WOT8V0bA5Px6f20rktn45L+XRcyoq6\nY2LOuUiXobLm4QV7twF/Dpr/CHAn8CRwc9D8Tv7r56XyeRLI8NcbEzT/NmC6v52BYSu1iIiISC0W\nS8Fk6ccprgX64N0Tcj1wNoc+TrF4x6xUPqUfp7gc6AwMAbb5+Wyslj0QERERqWViKZgEOAmYhNdy\neAKQC7wK3AfsKJW2omASoDHek3MuB1LxgtC3gHuBb8NeahEREZFaKtaCSRERERGJIrEyAKcmtALm\nAFuAArzngE8DUkonNLNbzewrM9tnZivMrF/Q4sb+ejl+Plv8fFtVa+mrmZndbWYfmdluM/vezN4w\ns66l0piZTTSzLWb2o5llmdlppdKkmNmzZrbLn541s0rdJP4IKn3+KtAQuA74K14/2714j9zMxutb\nm1CVwvjHy5nZjKB5kTw+EWdmqWb2tP/92Wdma8zsfPxzV1RUtOXee+892KxZs4MJCQkHExIS/n0U\nx+c8oBDvCsX/Vf/eHdPCVXcCnIH3N/itn9d3wELghuorfvWIgTqz2NHWncXOxeuClgPsAzYB/x+H\nGYOgevInh6kfi5cfclxatGixesGCBc8DHwC7Abdly5YXQjwuR/8dcM5pcq6dc+4753nNOfeQc+49\n//PnzrkTitMCQ4EDwK/w+lr+GcgDTvbTrfPXW+Dn85r/+Tvn3ClRsK8hTXgDk4YDXYFueN0LtgKN\ng9KMwwvArvLTveB/ORsFpXkLWA309afVwBs1df4OMw300//XOfeSn8eTzrlcf/5i51y9Sh6rs4Cv\ngM+AGVFwfCI+4T1V6kvgGaA30Ba48NZbb72k+NzdcccdqxMTEwsyMzNXrly50g0ePHh3XFxcbgjH\np5Fz7ivn3B7/3P1fpPe/Fk/hqjtxzo12zhU657Y75552zj3gnHvCOfdv59zfo2BfqzRFeZ1Z5fN3\nhOkWf50859yzzrkH/de9/vwJ5Rwf1ZM/7U+59SPQuaLjcumll+5ITU11u3bt2uOcW+ucc7169doc\nwnEJy3cg4gcxSqZ5/oH7dan5j/jznwg6ocuAWaW+CF8ADzov+HDOuaml8rnNn/92FOxrWCYgCa/l\n52f+Z8PrwzohKE19/8s/0v/cGa+l6JygNOf68zrWxPk7zNTTOXedcy6h1PxGzrkVfj5jKnFckvEG\ncPUHsooryQgfn4hPwAPA4orO3cGDB39d6vg8kp+f7xITE/eHcHzmOOd+cM79zj9vCiarbwpX3XmJ\nc67Iz69ROduJj4J9PaopyurMKp+/w0zxzrmdzrkfnXOly9TZObfPOZfvnEsM2gfVk4d+NyqqH4uX\nlzkuX3755QAzyzOzkc65tDVr1rgQj0s4vgMKJp0XlTvntWTElVrWyHm/tPY65xriXeo8CFxT6kTP\nrFOnzgfO+4PJc2UrwzjnXI6/nZhtnSy1z6n+l/Rc//Mp/uczS6V7E3jafz/CrxQsaLnhtU4Mr+7z\ndxT7+wt/G0f85Qv8A5jsvw+uJCN1fKJiAtbg3Y7rH3h3Tfi0U6dOE4uKipxz7qukpKR2pY5PI+dc\n3sCBAw8mJCQ8X4XjM8Q/V790zqX77xVMVs8UlroTWOic+8xPW9mWsJiboqjOrPL5O0I+zfx8Pqtg\n+X/85cGt1KonD92/MvUjMLp4HytxXNJmz57t6tWrd6CKxyVs/z/VZ9L7ZQTwDlBUatkeYDHQAK9J\n/kSgDl4/nmDf1atXrw3eL6jF/nrBivAueQRvL9ZNx/vCL/E/N/dfyxyboGXNge+d/y0H8N9vC0pT\nVVU5f6E64L8ePFwiM/sVcCpwTzmLI3V8osUpwK14l3IGANM3bNgwfubMmQDv5OXlNfPTFR+fPcDi\n1NTUOikpKcVPrDrS8WkKzAJeA56r5v2RMNWdiYmJJwPd/Xx+8PMdi9dX+UJqT9/+aKkzi4Wr7twG\nfI93u732pZYVz/sU/9Z9qifLVaZ+BB4CRvnLj3hctm7dynHHHbevisclbP8/a8sf6dHo6L9W9AjF\nL/zXih7BCEBCQkLxAI2jyicWmNkjeM3nVznnCiNcnLCcvyMY4b++XVECM+uId6niF865AxWlO4bF\nAR875+52zn3inJt7+eWXf+oHk4c9dw0bNmxYyW3M8rdz85ESSliE5W+vfv369fy32/Baqd4D/gg8\nDMzHC0ROPZqCRlqU1ZnFwlV3OrygJw5YATwNPIjX/28FXr+9a0D15GGUqR+BP/FTMFldwvb/U8Gk\n13cDYFcFy4vnHw9sx+vz0qxUmmYpKSn5VcgnZpnZo8C1wAXOuS+DFm31X8scm6BlW4EmZlZy70//\nfdOgNFVVlfMXitF4oxE/xRvtVpG+eK0vq83soJkdBM4HbvXfF99Qv6aPT7TIxbuUU6J79+4/btq0\nCbxzVN73Z9d3331HkyZNfvQ/V3h8RowYcSpwGd6v+9K/3qV6hKvuLD6/NwJtgEF+3h3wWpi74V3O\nq9IdFaJFFNaZxcJZd74IXADsxBt5Px64Hu+uGHPxWtxA9WRFytSPeA9mOdl/f8TvSvPmzdm9e3e9\nKh6XsH0HFExWgXNuP94vrYtLLbq4S5cuX0egSDXKzKbzU6VY+jGVX+F9YS8OSl8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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Plot the results: are there striking differences in language?\n",
+ "import numpy as np\n",
+ "import pylab\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "%matplotlib inline\n",
+ "def plotTwoLists (wf_ee, wf_bu, title):\n",
+ " f = plt.figure (figsize=(10, 6))\n",
+ " # this is painfully tedious....\n",
+ " f .suptitle (title, fontsize=20)\n",
+ " ax = f.add_subplot(111)\n",
+ " ax .spines ['top'] .set_color ('none')\n",
+ " ax .spines ['bottom'] .set_color ('none')\n",
+ " ax .spines ['left'] .set_color ('none')\n",
+ " ax .spines ['right'] .set_color ('none')\n",
+ " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n",
+ "\n",
+ " # Create two subplots, this is the first one\n",
+ " ax1 = f .add_subplot (121)\n",
+ " plt .subplots_adjust (wspace=.5)\n",
+ "\n",
+ " pos = np .arange (len(wf_ee)+1) \n",
+ " ax1 .tick_params (axis='both', which='major', labelsize=14)\n",
+ " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n",
+ " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n",
+ "\n",
+ " ax2 = f .add_subplot (122)\n",
+ " ax2 .tick_params (axis='both', which='major', labelsize=14)\n",
+ " pos = np .arange (len(wf_bu)+1) \n",
+ " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n",
+ " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n",
+ "\n",
+ "plotTwoLists (wf_ee, wf_bu, 'Difference between Pride and Prejudice and Huck Finn')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "and\t2836\n",
+ "of\t2676\n",
+ "to\t2646\n",
+ "a\t2217\n",
+ "in\t1422\n",
+ "his\t1205\n",
+ "he\t928\n",
+ "that\t920\n",
+ "was\t823\n",
+ "for\t798\n",
+ "with\t797\n",
+ "as\t672\n",
+ "I\t505\n",
+ "you\t497\n"
+ ]
+ }
+ ],
+ "source": [
+ "#In case Project gutenberg is blocked you can download text to your laptop and copy to the docker container via scp\n",
+ "#Assuming the file name you copy is pg4680.txt here is how you change the script\n",
+ "# Please note the option errors='replace'\n",
+ "# without it python invariably runs into unicode errors\n",
+ "f = open ('pg4680.txt', 'r', encoding=\"ascii\", errors='replace')\n",
+ " \n",
+ "# What comes back includes headers and other HTTP stuff, get just the body of the response\n",
+ "t = f.read()\n",
+ "\n",
+ "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n",
+ "wds = re.split('\\s+',t)\n",
+ "\n",
+ "# now populate a dictionary (wf)\n",
+ "wf = {}\n",
+ "for w in wds:\n",
+ " if w in wf: wf [w] = wf [w] + 1\n",
+ " else: wf [w] = 1\n",
+ "\n",
+ "# dictionaries can not be sorted, so lets get a sorted *list* \n",
+ "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True) \n",
+ "\n",
+ "# lets just have no more than 15 words \n",
+ "ml = min(len(wfs),15)\n",
+ "for i in range(1,ml,1):\n",
+ " print (wfs[i][0]+\"\\t\"+str(wfs[i][1])) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Assignment 1\n",
+ "\n",
+ "1. Compare word frequencies between two works of a single author.\n",
+ "1. Compare word frequencies between works of two authors.\n",
+ "1. Are there some words preferred by one author but used less frequently by another author?\n",
+ "\n",
+ "Extra credit\n",
+ "\n",
+ "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n",
+ "\n",
+ "Project Gutenberg is a good source of for fiction and non-fiction.\n",
+ "\n",
+ "E.g below are two most popular books from Project Gutenberg:\n",
+ "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n",
+ "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import requests, re, nltk\n",
+ "#In case your text is not on Project Gutenberg but at some other URL\n",
+ "#http://www.fullbooks.com/Our-World-or-The-Slaveholders-Daughter2.html\n",
+ "# that contains 12 parts\n",
+ "t = \"\"\n",
+ "for i in range(2,13):\n",
+ " r = requests .get('http://www.fullbooks.com/Our-World-or-The-Slaveholders-Daughter' + str(i) + '.html')\n",
+ " t = t + r.text"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1323653"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import requests, re, csv, pylab\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "from bs4 import BeautifulSoup\n",
+ "\n",
+ "# Function to get a dictionary mapping bad words to number of occurrences\n",
+ "# as well as the total number of words for a given Project Gutenberg text\n",
+ "def get_bad_words_occurrences(URL):\n",
+ "\n",
+ " # Get list of all bad words from dataset in csv file\n",
+ " bad_words_list = []\n",
+ " with open('bad-words.csv', newline='') as data_file:\n",
+ " read = csv.reader(data_file)\n",
+ " bad_words = list(read)\n",
+ "\n",
+ " # Init dictionary of all bad words \n",
+ " bad_words_occurrences = {}\n",
+ " for word in bad_words:\n",
+ " if word[0][-1] == ' ':\n",
+ " word[0] = word[0][:-1]\n",
+ " bad_words_occurrences[word[0]] = 0\n",
+ "\n",
+ " # Get the web page\n",
+ " req = requests.get(URL)\n",
+ "\n",
+ " # Clean, remove HTML stuff, and get lowercase text from HTML page\n",
+ " soup = BeautifulSoup(req.text, 'html.parser')\n",
+ " cleaned_text = soup.get_text().lower()\n",
+ "\n",
+ " # Split string into array of words delimited by spaces\n",
+ " all_words = re.split('\\s+',cleaned_text)\n",
+ "\n",
+ " # Remove periods, commas, and other stuff we don't care about\n",
+ " # that may be stuck to the words using regular expressions\n",
+ " for i in range(len(all_words)):\n",
+ " all_words[i] = re.sub('[,(,),\\[,\\],\\-,\\+,\"\\.\\,\\'&\\|:@>*?!_%#$£;/=]', \"\", all_words[i])\n",
+ " \n",
+ " # Count number of bad words in text\n",
+ " for word in all_words:\n",
+ " if word in bad_words_occurrences:\n",
+ " bad_words_occurrences[word] = bad_words_occurrences[word] + 1\n",
+ " \n",
+ " # Remove every bad word that has no occurrences\n",
+ " for word, occurrences in dict(bad_words_occurrences).items():\n",
+ " if occurrences == 0:\n",
+ " del bad_words_occurrences[word]\n",
+ " \n",
+ " # Return sorted dictionary mapping bad words to their number of occcurrences\n",
+ " return dict(sorted(bad_words_occurrences.items(), key=lambda item: item[1], reverse=True)), len(all_words)\n",
+ "\n",
+ "# Function to plot bad words and their associated values on side-by-side bar graphs\n",
+ "# Credit author of this assignment\n",
+ "def plot_compare_bad_words_dicts(bad_words_1, bad_words_2, title):\n",
+ " \n",
+ " # Setup plot figure for side-by-side subplots; credit author of this assignment\n",
+ " f = plt.figure(figsize=(10, 6))\n",
+ " f.suptitle(title, fontsize=20)\n",
+ " ax = f.add_subplot(111)\n",
+ " ax.spines['top'].set_color('none')\n",
+ " ax.spines['bottom'].set_color('none')\n",
+ " ax.spines['left'].set_color('none')\n",
+ " ax.spines['right'].set_color('none')\n",
+ " ax.tick_params(labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n",
+ " plt.subplots_adjust(wspace=.5)\n",
+ " \n",
+ " # Plot first dictionary on bargraph on first subplot; credit author of this assignment\n",
+ " ax1 = f.add_subplot(121)\n",
+ " pos = np.arange(len(bad_words_1))\n",
+ " ax1.tick_params(axis='both', which='major', labelsize=14)\n",
+ " pylab.yticks(pos, [ x[0] for x in bad_words_1 ])\n",
+ " ax1.barh (range(len(bad_words_1)), [ x[1] for x in bad_words_1 ], align='center')\n",
+ "\n",
+ " # Plot second dictionary on bargraph on second subplot; credit author of this assignment\n",
+ " ax2 = f.add_subplot(122)\n",
+ " pos = np.arange(len(bad_words_2))\n",
+ " ax2.tick_params(axis='both', which='major', labelsize=14)\n",
+ " pylab.yticks(pos, [ x[0] for x in bad_words_2 ])\n",
+ " ax2.barh(range(len(bad_words_2)), [ x[1] for x in bad_words_2 ], align='center')\n",
+ "\n",
+ "\n",
+ "# Get bad words, their occurrences, and the total number of words in each Ulysses by James Joyce,\n",
+ "# Alice's Adventures in Wonderland by Lewis Carroll, and Dubliners by James Joyce\n",
+ "bad_words_ulysses, num_words_ulysses = get_bad_words_occurrences('http://www.gutenberg.org/ebooks/4300.txt.utf-8')\n",
+ "bad_words_alice, num_words_alice = get_bad_words_occurrences('http://www.gutenberg.org/ebooks/11.txt.utf-8')\n",
+ "bad_words_dubliners, num_words_dubliners = get_bad_words_occurrences('http://www.gutenberg.org/ebooks/2814.txt.utf-8')\n",
+ "\n",
+ "# Plot comparing bad word occurrences\n",
+ "plot_compare_bad_words_dicts(list(bad_words_ulysses.items())[:25][::-1], list(bad_words_alice.items())[:25][::-1], \"Number of Occurrences of Top Curse Words in Ulysses Versus Alice's Adventures in Wonderland\")\n",
+ "plot_compare_bad_words_dicts(list(bad_words_ulysses.items())[:25][::-1], list(bad_words_dubliners.items())[:25][::-1], \"Number of Occurrences of Top Curse Words in Ulysses Versus Dubliners\")\n",
+ "\n",
+ "# Get bad word frequences (occurrences / total number of words in the text) for each of the texts\n",
+ "\n",
+ "bad_words_freq_ulysses = {}\n",
+ "for word, occurrences in bad_words_ulysses.items():\n",
+ " bad_words_freq_ulysses[word] = occurrences / num_words_ulysses\n",
+ "\n",
+ "bad_words_freq_alice = {}\n",
+ "for word, occurrences in bad_words_alice.items():\n",
+ " bad_words_freq_alice[word] = occurrences / num_words_alice\n",
+ " \n",
+ "bad_words_freq_dubliners = {}\n",
+ "for word, occurrences in bad_words_dubliners.items():\n",
+ " bad_words_freq_dubliners[word] = occurrences / num_words_dubliners\n",
+ " \n",
+ "# Plot comparing bad words frequencies \n",
+ "plot_compare_bad_words_dicts(list(bad_words_freq_ulysses.items())[:25][::-1], list(bad_words_freq_alice.items())[:25][::-1], \"Relative Frequency of Top Curse Words in Ulysses Versus Alice's Adventures in Wonderland\")\n",
+ "plot_compare_bad_words_dicts(list(bad_words_freq_ulysses.items())[:25][::-1], list(bad_words_freq_dubliners.items())[:25][::-1], \"Relative Frequency of Top Curse Words in Ulysses Versus Dubliners\")\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.8.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
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