{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**Hello!!! In this study, we will start mainly from the text that players see in the dialogues in the presented game. We will do all this with the help of natural language processing. Let's compare the dialogues and lines in this game and examine it for typicality. I hope this research will help you open up new avenues of research in this competition.**","metadata":{}},{"cell_type":"markdown","source":"# Imports","metadata":{}},{"cell_type":"markdown","source":"We import all the libraries we need, pandas, numpy and others .... Of course, in order to work with natural language, we will need the NLTK library for ease of work","metadata":{}},{"cell_type":"code","source":"import nltk\nimport string\nimport numpy as np \nimport pandas as pd \nfrom collections import Counter\nimport re\nimport plotly.express as px\nfrom nltk.corpus import stopwords\nimport matplotlib.pyplot as plt\nfrom textblob import TextBlob\nfrom nltk.corpus import sentiwordnet as swn","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-03-28T09:29:48.922970Z","iopub.execute_input":"2023-03-28T09:29:48.923942Z","iopub.status.idle":"2023-03-28T09:29:53.335040Z","shell.execute_reply.started":"2023-03-28T09:29:48.923905Z","shell.execute_reply":"2023-03-28T09:29:53.333768Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Loading dataset","metadata":{}},{"cell_type":"markdown","source":"Let's load our dataset, but not completely, but only a column with dialogs","metadata":{}},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train.csv', usecols=['text'])\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:29:53.336824Z","iopub.execute_input":"2023-03-28T09:29:53.337155Z","iopub.status.idle":"2023-03-28T09:31:15.111348Z","shell.execute_reply.started":"2023-03-28T09:29:53.337126Z","shell.execute_reply":"2023-03-28T09:31:15.110281Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Work with text\nLet's write a function that splits sentences in columns into words. We will also clean our list of stop words (prepositions, articles, etc.)","metadata":{}},{"cell_type":"code","source":"def process_text(text):\n    text = text.lower()\n    text = re.sub(r'[^\\w\\s]','',text)\n    text = re.sub(r'\\d+','',text)\n    text = re.sub(r'\\s+',' ',text)\n    words = text.strip().split(' ')\n    return words\nstop_words = set(stopwords.words('english'))\n","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:31:15.112811Z","iopub.execute_input":"2023-03-28T09:31:15.113244Z","iopub.status.idle":"2023-03-28T09:31:15.125043Z","shell.execute_reply.started":"2023-03-28T09:31:15.113212Z","shell.execute_reply":"2023-03-28T09:31:15.124071Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's display the top 15 words that occur in various phrases and replicas.","metadata":{}},{"cell_type":"code","source":"stop_words = set(stopwords.words('english'))\nword_counts = Counter()\narray_of_words = []\nfor val in df['text'].unique():\n    if isinstance(val, str):\n        words = process_text(val)\n        word_counts.update(words)\n\ncounts = 0\nfor word, count in word_counts.most_common():\n    if word not in stop_words :\n        if counts < 15:\n            print(word, count)\n            counts += 1","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:31:15.127399Z","iopub.execute_input":"2023-03-28T09:31:15.127913Z","iopub.status.idle":"2023-03-28T09:31:16.618752Z","shell.execute_reply.started":"2023-03-28T09:31:15.127877Z","shell.execute_reply":"2023-03-28T09:31:16.617668Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Next, we will display a graph of the frequency of letters in sentences and try to compare them with statistics in English","metadata":{}},{"cell_type":"code","source":"letter_count = {}\ndublicat = df['text'].str.replace('[^a-zA-Z]', '')\ntext_base = dublicat.dropna() \nfor row in text_base.unique():\n    for letter in row.lower():\n        letter_count[letter] = letter_count.get(letter, 0) + 1\ndf_letter_count = pd.DataFrame.from_dict(letter_count, orient='index', columns=['count']).sort_values(by='count', ascending=False)\nmost_common_letter = df_letter_count.index[0]\nprint('Most common letter in text column:', most_common_letter)\ndf_letter_count.plot(kind='bar')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:33:09.240109Z","iopub.execute_input":"2023-03-28T09:33:09.240745Z","iopub.status.idle":"2023-03-28T09:33:40.191616Z","shell.execute_reply.started":"2023-03-28T09:33:09.240711Z","shell.execute_reply":"2023-03-28T09:33:40.190591Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:af2def9b-44f5-4d29-914c-5e64fbf0993e.png)\n","metadata":{},"attachments":{"af2def9b-44f5-4d29-914c-5e64fbf0993e.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAlYAAAFmCAIAAAAgVUN4AAAgAElEQVR4nOzdW5Mk2ZbY9f9ae7t7RGbWpbv6zJnDDGDwwrfgM2CAwQM3ISGQIYmR0O0FM40hzLiYTGIQkg6MGSYGDPSAyTDe+Qq88QIYuiCNzpw+3V2XzIwI973X4sHd45KVXd3V1VV58fWztKzICI+ouHjsta9ri7sTQgghLI/e9RMIIYQQ7kaEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVIfA7GdiNq/zw2xzbX/P+D3vzkUMIIXwy+a6fwD1nUKeLPlUXXDBQMEyx+bKON8vRnd+Oi3KIecfBLyoiIYRwB6Lw/U63N9cMwAwHN4wbRziA3NI21Pk919M/QwghfGrRCvxOc6ySQ7NO4a2gaKCHmDdfkKPLRy3E4ygYQgjhbkQIfG/iuIwB0QVzkFuD2dtNwFsHDOW2K0MIIXx8EQK/0y0xSgBsHNibb7ZpsNANwEF0uvDWI912XQghhE8tQuAPY+BHfaF681bhEBRlvnUMfRH0QgjhfogQ+B1uGci7NZL53OYTO7rT0XihHIVJAccEff+1FCGEEH4sMSPjXcYIZUeXYR/8jpqALtM7KSCKMP844khFDMp0F0E49KWGEEK4KxECfxjDFRMv47JAGUoFrjfWm1SSk6rZGAh3u+1RLCyHWBhCCOFORUfod1KmpfA3rqwgIglkKLinCu2ZDmCIgGnbIkoZapWhb5t8el/TWBoRQgh3StxjPOpb+bTm3ZTMyVJ3q/02NQ0qTq6OQ19wxRLOtGB+rdPS90SRk+kzIwWJ1fEhhHBXovD9Tnb0GxhHBTW1KzT1xTeDVaEKA1jitbGBAVzp4asrq7ApOOno3d5nnIn6Rwgh3JnoCP2Bhr5oTik3gMGXL/mbP/+9f/SrV+2Ln/Vmdbehblqpv/nFs3//3/3XPzvLFRIqlLfmi6a7egkhhLBwEQJ/oKZrHbaF3skNF8+oaHv+2a9eW1qfdd15K8Nw9c2Xr3bjBJhximgiQzkaX4xWeAgh3JkIge/vkA+GlElTelC+eXV1Wbvmya8X6Xa1R1Ox1eB2fjb1eI4/4hkpEfxCCOHORUH8LmOwG/dCunHDUKabpJBAoKR29ewnSFsq20KRVdFVX7PDMJCcdFhTn5nuFAsDQwjhzkQI/A4yZ8E2mFa4SwHIOGTz88TaSLDT9RvLtQ5ifWp0U4t2FxVJcN6Qx5WBFKcUqNM7H9NhQgjhzkQI/C5+/BYZUsEdm2aIumGDOAKVVKQRRzETM6FKMhmHAH06mGrjPxBvfggh3K0ohUMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQggLFSEwhBDCQkUIDCGEsFARAkMIISxUhMAQQngXP1w0sLt7IuHHl+/6CYQQwv1hAH5oG7hgU1thin8CoFNglE/+BMOPKlqBIYQwMrDjRh8ctwENHDwago9JhMAQQjgic4RzAAEFwQSXaPU9OhECQwjhNnL8r8VA4KMUITCEEPYcHLHT5p4d9YdGFHxUIgSGEMLEp1hncNrp6dED+jjFjNAQQjgw0LltMMc9nS/5rXcJD1eEwBBCgJO+zrl77ND2U1DFwCQ6zx6R+CxDCGFPqtum73ujwmagQIGXVxQYUCNvdj3ghtVoFD54EQJDCAFA4PWb10Oxtm03PQW8oYcrozmnh6+vagHNrZlhRZNEz+hDFx2hIYQw0qdPnld0Z/zlv/rzr1/XSpe61VDL5vr1xXk+b+t/9Of/5JNWFcChRBH60MXnF0IIk1Jtu6vNWfMHv7rsuUhnT2o+t0zbPkmdvXz1j5t2njVaenGn0+hLe9AiBIYQwqRJeUgA7fp57n7t2rtXG6tC267N7dVV7cEqCc+N4oZHwpiHLeovIYQwcwQMXr3avd7Uy61sWafzX/tmI1cld09fGDSJlATMt9exUv6hixAYQgiT0tM0OJw/+2x98SKfPbd8sfH27Pmv97Q0ZxWuBwZzHGnbu36+4UP9uCHQbvsJIYSHwcVRimMum343FHPU3RHbXF8lUYG2QVUQRdJdP9/wod5/LPA4qMnRbwzMpznC+4N02lsrhBDuvdzIAMUgu/uADhmwXvrtk1zX2idoIAHeIAmJwu1he/8QKO/8EwE/inkxUhxCeDDGKrwLLgaGFHERPHtVSvaS9qWbKA6uUcg9aO8dAr89W2xMDg4hhPCQvF8I9KNdQ26Ewrejn9x6XAghhHA/vH8rEBsH+nT+dRzjxE8OjfgXQgjh3nrfEGhHvw/xb2wCTvHPT3cUiSgYQgjhXvoh2WHG9t9J8Nvf9nbS2GgLhhBCuJfeNwRqwgy9PfKdxL/Duogf+txCCCGEj+j9QuC4yK/2PSmllHDcGIbatmm62Q0xhGnqzLRoJqJgCCGEe+e9O0Kt1LZpAdtVbZIIbZtqQdNxK9DAEcMQjQQKIYQQ7qP3DIEOVkgJp9aqOY0NQ5nXBJoo6JwhxlRI86hhCCGEcK+8dytQVccezmbVIry5rBfnyRNFpqmgNv8GTdCNyYRCCCGEe+Y9Q6CYqwsVwUUN8ir1ype/4vkXVKhHUdChgRwhMIQQwr303q1AUXcc5HI3dF0nDZvC//i//G9///e/rKQq2UWr4IIhnV//9b/4Rz7G8w4hhBA+0PsmSDOwioFWYQcOm8r/8X/+X+fPf73SGKmSK1oRR7HYLSmEEMI99d6LIhy9vH5zcdau267CAKuOL376s+uhrdpVuip5bAUCLtu318qHEH4sPqdqeseks0jWFMK3ee+l8YI+O/sMV5m/TFfOMNSKFm97aR3FDapQ8F185UL4SBwz6nhZ93v4HKWndwzUpoMR0IiCIRx530XriqtYFtjvm6VggqFV1MmV5NMtprckTAsh/PhORhzmXaxlviW+hyHc6ofkCA0h3AcCxxu2niQsHHd8nY7RW44JIUQIDOEhU5l6OI+6c6bgd2j4CQZzj0zEwBCORAgM4UHTKSPv6BD/jvLU77PYS+zcEsKJCIEhPGT7SCffFv+OIl7EvxBORQgM4cHy+WcMbPMOLXPX6DxW6HM3acS/EE5FCAzhITsOgRhQp+A3fbVjFUQI7xA7+YXwkDnA1atrhFp9wCtp61rg1cbGtL19pdpxSzGEMIkQGMIDtn2zQzh/doZASk77ui/bqj00ax1gYxSlJK4Hvnp1FQsEQzgWHaEhPGCrpx1QB7veXtM1KXdF2i7Tz+29YWDdUaEIF8/PLXZuCeFIhMAQHrICDanTM7kY4OXgv/2f/JWrbUKfNvmiFlZtalLZXP/q4oL/4N/7t/7pn1zc9TMO4R6JEBjCQ9ZCdRPfmEnKXSOWznV9PpR17j6vUnv1wa+2nlvRz39yETu3hHAsxgJDeMi8IkWUJuVx8subnffWbevK9Mng5683erWT5vyza9NtJAsN4VS0AkN4sMRQxzHM0a1jQtM9MX1idbWrbW+qTXLxfLbqt5t61883hPsmQmD4UJF462Nw2Oe5hqPl7Xsyd2oKblU0j5u3SGqvt0Nun15urmu1J0/Otn0qlxvpt6tP9eRDeCiiIzR8EIe+msNg7lCsOgy1bPvdmKdkXLpdKg79EP1w38XBxxRnZphRHQObsp6NfZ0G45VjOjRJSXILT4UW+r5o2xQ27Wo4Px929VVt1723n62etDEdNIRTEQLDBym1NEmApGLgIkBOuWs7YLPZDkMFNlcbcdocDcXv4scX3Y+v8uNbdb5CGfODOtmmXh0TdanIDhmgFNVKSk7j0VIP4USEwPBBmpQVt1pxU8iitboZgDtn61VSFThbdxCTMb4HufGH2LTZ+/jX4TYnG+oR00L4ABECwweppbc64HW3uWbsokuCUsEFhH5X9gdfvXkdUfB9qIGjPma7linx9bj9Q52bgCGEHyymw4QPYSkp4iCdrA0ur/v1WQsUR5xGqSJuqCpw/vTpXT/h+8052uqdCmPEM0inGT7HYUCdDohqRQg/UNQiw4fxevnqVS3WD7VCe9YW2Dgu7IwC7TqbUo3LN1d3/VzvPTHc8GnSi3zL9zM6P0P4sUQrMHwYTedPnqM5Zb6+5PwCg43TCpK5MhphuObZOWf5HGLlxDs504xPVxFVzI6DoNjY3hM0mn4h/CgiBIYPocMw5Kar0Bv/+V/5r69r2hRdnz198+bNFy8+2169pN/89Pn5b/2JP/JsjUtMyn83O+njHMf9pj8MtynwuYloGq92Q6JaEcIPFB2h4YOM8W8AUy6H1KcL656/Kq2tX/zy0recW37y1WWvHVWmZYLhXYbdfCkZ6tAP+7yehvVQxuWBgnkd7uZJhvBYRCswfKj9iu1BmyrdjrMiGRAvyICibiYY0Vz5LqK0awDyZmu0mpTUaHVqP3R5nAFawdgZ7Vo1RYdoCB8iQmD4cVSotEW6Qlc8u6hIr6JKrfRTF15kUfsOuuutmrbrpCt6Y9zsPQm566AMm+tm1eBCk6bYF+9nCB8gOkLDB5GjnFtOquRKU7SpNJW2ko10WL4W5fU7OUi3vqTbwQ52wlVlY/TwD3/1upKrKNUQRRKuxNZHIXyYaAWGD2G4JZkTNE+tPMWzoz5P6xgn96eocH2XCv/om/Jf/jd/682b2td8dv7czNx2mc1v/KT7rT/2b16snkK1aioZUQTckegLDeEHihAYPlDFUckJxNG3hqbUUTfxKY9lDAe+Q4Unn+UrX1+KkVeiF5vdJiOrrP/3P/j9QRlQR82HNqUxRbarSAwHhvBDRQgMH8ANL0Aiq6AUcVOZ8psIpphg6pYgxTYF38XhGr669tX5TyrdzpvrUtdtkzWdP/+pKhtozBO5ggpu0bUcwgeJEBhGhuthC7pv7bO8cYBCRub1a6iTxDVhhgnVpoNc5i0Posh+twZEc6ls+r5pu7S6SNm2/a5sNgYNZBUVgFpJj7xOcdtQp88Zw8HfsZ+i7B/B9ssrD61lOb2ekxvDosTozKNnN4qSky13Dmux9z8VzDGfjzz6ORww7WDninRIgwxAkVSlxVMyEjtkMNFKFkvq01q2KGjeQSDD0yy2u1o1WmtJKRU31bxanY0hMEEjqJN0DgQP2m3n2W2npfmUN2e/peJ+P8Xx+jo9WqXfbMYDivcwVNtacQzbQQU3213BAMPRo43/jcXA6tJECAzH5c74+9uSUNpJgXto003pukzUSKCCKVUpJrgoqPhYOoV3GafXZq/JTdxkXEfiCqhPs4qmHSPcb+yd9EC5zGfbfiuMbzXOtDo+B+fIhSNCcSoI7WqNsCsVyRVMRbIANh6Oatu+XTW8vdEZHrvoCH30btZy5Oat44DSeNg+CoocT20RbikgHn75G+6Wz2eVHp1Lcjgbv7OCvk8kLgioDLvSrDJCBXJToWLF6BQvpAZzrDhSc6O3Pb7FgPXSRAgM+i2DLrdeZd+7eArh+7C5e+AQB/fn1iEyvrXfvZyeuF4RRXM2Z1dI7dRl77RV6aHCetx1UUVZwUluOfHpv49u0KWJgiwwzws4qhf70W+Ou0n3x4fw4Wwe0jObRqDNj/sobxkmnK+fjGttdLPbAppxJbVcDWycDVxDDzvwll75ZkOBy93gN852QW7084dliFZggPmrf5jaKfot0zf1cLzcUjcP4b3M43tihw6Go1NPbotKhxHoPT07O8MplQovd/yN3/3vv3x5ZV3uMafZvvHhenjadL/2effn/8y/dtF1RtGx03Vf25Pb/7fwuEUIfORuSyQ5L1U4+sIfrXVoTg4+mfMyTmeJOXPhxyGnY9HHJ95pP8NRD4QcFkXcOGqzK02XgfOGL19ev9qZan7Vb548+Syddy++eFKvr15vXkrLrpLSUTfqvK7iR3xp4aGIEBhOOoD2kzbHCrLKvmDSGzNCxzVZKcqN8MPpPseswxjSTselbdooWOZxaJ+j4Fu6LptwtSN39J6b1cXG0+rp80Hyy5fXXlfaezZkTNmApluGwE1i7erCxKDOohxNBPe62Wz2V20HdoUKPfRwbXx9SZV5F6SyL6GieAg/HofiuOIqruK4jWn2TklFyvxjh/serRIBRDBYdRTI7XpXs+ezbU1vBj179pOdZXLrKfuYWOc41kY1bsGiFbhUIuv1etcXUh6KN50Ar7fURNuQlO6CAYYd15fl177IBoqCnfRWRdkRPpAkDPpCm1FUKEZfrOv2E491TDwkY8ySuXPeYWwcjmfkUevNoEp2stNUEfNcaUWqu39rpX+6ezQJFidC4ONnN5pvbkCtlnLbtrmCJHF4fWX/xX/1N685e7P1LuVhc33Wtlq3L56v/8yf+rfP8vg44/4PsN8DIqJg+BDj+dNkAON6R3dGTlqO05nNxVSChIkYri7zoPR0XJHj0syTkc1bn9bezysIxzwDUwLb40U+RA/HMkUIfMyOe3sc5CgLaEoJGIaqTRpvPT/XX3z5NZ8/vzSX7nynoq5i5ctvrlOmQgJDjzepi4kx4UN5QXTc+KkUqlDg978cPv9J42/VrzKsxzG845mcjDk/HYoeCjTFk5Omycs+91iIHbUV7RAapyagfVtipPBYRQhcKhGglNI2abBpEcSTFz/9RW12zbp0514bU8spf/XVP9zNIy5jl9TcHRq9RuEDGTqujPdqSRqaljcDf+tv/69/8NUrk2SoyyEFduNXv/Pbf2wMUicTmqfwdtzcg3nN4JRYzklYMtPDSozTXDCu0Q5coAiBj9+tTbUyDCm363VXISsvr321lq++fuVf/GZv66+uza5Ln/zXnjx58uLXYGoFjmIOefhxiCEVcWhqcRcZoCT+n//vD/L6M6OpJPM8ZkgV6DyVG2XW/iRUY07ucJjD7KoUcxf3cd8uweZUq3ZzLfzYEIwZoQsTIXChctOAVBibgOszEfji13/290pj+azWun6+ss2bq6Harl4NPGsi5IWPYUAUvKr1lnpFlfXzn26GVKSrrIzGSWM8S0h9e8utcWG925zhZcoqrj4tplBHMPEx/vk8g/SWpIBxhi9Q9GU9ZnJjIsxxyeEGplD6cc9bBri63Io55rWUtlm5SzFfr8/WzTzvHCKhfvgxacYqkFJqdCqPXr+5rJ4KTfF2oC3eFG8Kqbrsl0DY/ow8XaqzH+ozMTB1kruLuZiJmgjTjhz7REjmik/beMW5vTjRCnzkxEkCvv+Sq4zbPjhYFfGzVZ4SBjtJNNdhLb0mhjevuqTW76Sd+o4UEuW0TzSED6F4AxnXRnBYwRVcdM12XKUOYEhRqlCSXCamKS4GVadBvumhTBEVGecqu2sFz0ZxcbU+obTm2cfuTm/AkOpIRRnnmmJHQTYsQrQCF+Cof8fg8KGL4zfq0Np4baxksymHBiZ+PBdmPw9PiY6j8KEU8lgR3zfn0tRvuT/GlCoyiOxUdseVL59TFME4ZeZwItv4S0xAHROqMqhUmdby4IqNyWh8PzcUPCY5L02EwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAsVITCEEMJCRQgMIYSwUBECQwghLFSEwBBCCAuV7/oJfHoGOAAyX+PkAQwMFARkOkaTTIfp/hfIfBgCpOnhQPaXwkPgh0/ccDt8HcSg7m90MuMxELXGEB6TpYVAA3O8IgLJAUd2lYs3sAGHBA0oFACGns9a5Ko/O8suCiqYmzXikFzSHCxBXNyQiIMPhkEPinc+UAqqFKPN3m8l9/hAUugqZ30/nDWJWslNRMEQHo2lhcCJ7Vt1XhGr8Od++/eu09Oqu0RdDYAUVai//tnZn/p3/oXfPGuhbDa1XTcZFTXMEHHUBHUcxO2OX1V4fw42/lJwkASYkzDUQAcvg3ghAXjUbkJ4VJYWAvXkgo8tuAYohcGkJjEXLSouRUHk7/7dvz/dwywKwMdHx+5rd4phha6toN1Zf73JTZKmE+kgdS1UIy3t+xLCI7e8r7SryBwJHVDIDrk5z+lCUpO8ZFVQFxHZvfjZb5yvwbFSzs7OKtRaU7rTlxB+PP3QtwkQcou0VdhUUqY9eyHYgF6W6pk17PrSdRnX/RhyCOGhW14IPDa16pLBUGRwqSaFRFHQoqoyvHlzNR6lbeuw3dVk/Xrd3OGzDj8WhbOmTRhWh8uNnnUlswE1to6gJMhJoEJOLaXQxEBgCI/Hwr7PRz2Z03xOAVfAUUOrZBt/SJVkpO1uNzb5fBiAlNJ6vb6Lpx4+ilIGwRhqyi2Z1z1kBqUmLDFAgQJfXZEaoiM0hEdmkV9pR+TGFZCyaBY1AE2gaHYZnj59DtRCHQZN6yYDlGHIURo+fAKKQaJptOkuC//ZX/2ff3Fpr693L56ut7srUd1ut0+enr9Y6V/8k//G8zXRCxrCY7LActwQpubvuKBBDNSsVLFCVbcBUae4JWdnfQVV0tmZC9e95XZhTedHrc0NbtRKQhv+8a++5tlvfv7ZP3H96iUpnz25sObKlK9ef7U6wyMChvC4LKw0l3H5e51X/Y1FWjVAXbSKuKujuDrqIq6qDqLThPi2VXfPTYwFPi7aIBS4eP5iU3i9MUvnJZ1fbqXIupA9tRWqx5rPEB6V5bUCZZ8SpCAZH4Mic3IYG8Oki06XY7XfIzf2B1TAoYpWyWN2BCM5Kl7ccbKBRxswhMdleSGQW0KaMoZGEFM3wXBE5NaDw6OjSPWjrD6OOgKGJ8ON7NP5EUJ4VBbWEQrzS5Ybr30s4dSPD3KJku+xcw7JXoGx0jP94eNJoi5qoh4VohAeneW1Aj0hMr1wG0f5xlUPIg6ojE0AR32JFYRF2Ue1tA9vUpQCRUjR6xnCo7ewEOg6/R6LtzFBmiqgruIqpgriqq7iEvP/Hr05xfn+CgMXN3VxRzD3MfvrtMGIzTWmEMIjsLAQyLgK4nR2u6sIYhnN6lWmcCjiKtEOfOxu9G0KLhTBBRPA07cdGUJ4BBZWxMsU+mT/J+AoVJ03EfTxuvEmBY2J8I/bW98BdWEOeYcRQL394BDCA7a8ViCwL8h0inUCVawkyw5QBRsD33Hw8+8q/WRcUBH9ZA9Jmqc+jZ+ukyoJEURQUzHHEBtniMZHG8Ijs7xKrRhiU/NvyhFqgKuZ2HiACX5jEdhJQ/Bk9mB4uGTaLOnw+fo4BRR1wcDkcKQQ04NDeGyWFwJDCCEEIEJgCCGExYoQGEIIYaEiBIYQQlioCIEhhBAWKkJgCCGEhYoQGEIIYaEiBIYQQlioCIEhhBAWKkJgCCGEhYoQGEIIYaEiBIYQQlioCIEhhBAW6hFslmQVrWBwY2uHcXebBDJu6bDfLP7esWmvnvnpjU/eua/Pd8Fu/UTe+XnttxPR4+NveUxH4/N+cMSYP9D50zMnD2Bg81YkMh+T5sP06HM/vvPHECXJOzz0EGhGLeglDHMZM37YU1Dc8aKjtYJXtOv70rb37CX7GJ5P4t/4zTFQlE/4VQnfy9EHMV48+rz2t4zMqWBCmmo5DsK4G9cYGxVLY+xzhIiCD4oYjotXRCCNW4zKrnLxBjbgkKABhQICtuNpx27LkxWZ8QQyzNCMHOpG+2j6/h11x/VpcwA9epRx+6/9/uA/4PEfm3sWD96TgyP/8Muvf/63//e/94uroZeuW521rYN2Tb95+c9+0f3WH/6XX6yV0iPSti0+VdzuEbuleWpHv6cKYxSO94EfXTiOdfNvvXmsnfw938uOwmdsxvuAyRjExs9d8YpYhT/32793nZ5W3SXqagCkqCrDbzxr/sQf/VdfnGGwuR7WZ2l/5+PqlI8P/CFf+XfcPba9PPKwQyAo6LPnn79+s0Gaz198UYu79W+urnKVy1fXv19er9aCZ7TbXJf1eXPXT/htis7F5nTWHgrN8YrjgjXi4P1jR2Hv7Tq1nkRBmTo8/SgKTpExPtoHxxUM0UMQc6ABSmEwqUnMRYuKS1FE/P/9e39/vKs57h89Ft3sdA1veeghkKH4qpHd1oxVtXy12Zx37fos59X6fN3k3ZcOVJCm6+5lQSN62gt60kLdDyHU+c84m+8VmfqaTkydTA6ihkFKnNRyxKfz8MZH6fHRPjwq+zqsAwrZITfnOV1IapKXrArqIkmaFz/7jfMzgFK4OGvBqJX8o37wMveFTixOq3d48CFQkzigLd70g293Nee2aVf/6D1cGpEAACAASURBVA++fPF0Zb079IW2QdM97AAQ55aYphiHtoNy1CMa7pbLzY9r7tdUjnqYDHSahZXfPpq5s8umi+HhOvr4po8/GQxFBpdqUkgUBS2qCXmzvRqPahtwdtutVm9y96M+Hzsd6zmebTAOE+6Lkzj3Hn4I3G3xNUPxbn3eNReindVhuytPn33edOY1I7QdVEol3cuXezpYfTh3FcAMPM7Ue+XmKIu9/YfPE7LYD+3sj5BpGoLcMn3m9LHCPXc0MeowWu+K4KihVbJiJopLRZW07ftx3HcotImUUm6bj/Cxj2Evw3iy+fT8plnxBYj4N7qXMeF9dGs2UN2uN9dvrmvXrUupklRS7uuWvndwoQwlr7Pdy3kHt/VtHhqHY4tQ4ny9Nw4NwZuxcPqM6tEg3/73/E0zMBwRFK3H947uqgfJcL0xvOJAyqJZdGznJ1A0O7unT58CpVIGr0huGgwbBm1+nKLYD//KUY/DUS+Sg+DzgXHSPeyC1cCcvtKuVxdPnmiTm66TpJJls9tKol01Ns5JbxPQD3f9jG9yuf0sPG4zuGCJophGt/6dcrkxVHvy19ixWeffBQYYoECFKvMCMRyZOkHj03zw5KjXUeZrwKxUt0KtbgNW3YqbmW37voIqZ2tJiX63+wjPaYp5PvVGaCVXckV9P2UnuhtmDzsEAiK0iWHY9cNWhO12a2KGNavmerdpujzVf7IjtO0dP9vb2LDr8XENj5op5FoF11r2rQwf+p0wyKF3LdwTNk6CKMXGyPf6mgIFXu4Y4KrSQw/DXN8p/VTq7Sc3Pfgv4WKNfYxThWe8BqgGqItWEXd1FFdH3VVU1ecpwUDbtrhr86PNVBcwt770BsWnGth14bpMdbLiGPSlN4/6NDz0jtC3R6JdDHdHXByO6+n1nhY1blmxWjWnfvDUaAVPqQI5leo5OVjTZjBKJd/DrtxlubU7vRoJ/uCrzc//u//hm1db6Z4Ul82urldP6u5S7eo3vjj/Y3/oX/np5xe5bctul7vV8d3HxmG0Ch8mm9a+S8btaI2ozTNTzEXnaz6ufmeiNTdtJX/5DedPSc00JthDLVy95icvcs7ZhlqNtruXpeIn9LBD4IEYuIsh+vacPWA8//TGIq37wV20SRW0kQLXA23DUGgzKYkgNtQm4f1OuvVdP9lwao5buc0VXrxYv74cXveeVbqzz7a7a3zV1/5J41++vHz2+UWFJJq7wwxA3S+CjlQdD9It5YkyzfVGTN1kGv0VnfrAP6K2VUQru6td/zd+9++83vhVfWkMgNKcp+dP1/Jn//S/+LTTpmnu4RT5T+8xhEABnT7Lcbx3LE7kxhi1cC8/cRdtsjsvL107SS21YQOWcciw6XnSNmDyI06cDj8COzqfdNfXqskzNXVnTz/75tqKJ+meXvbSrT7Tdnf56qqHN2+uLlrvctbUjtP07uM5Gd6Dzhl+TqovY6Sby6Xj9C8f125bcptK8rbrfvVqN6SnJT/TDtCys6uy6l+9bru2cE310tdu/RhCwId48K9/Pu9UXMQF8ry6XPApMeO9rlpL6gc2lb/81/7bq9q93NbUPd32Q9vm3eb101aedv4XfuuPXLSsc6q7bVrdwwQ3C6dA26aN49BXKbm7KtvdTlxatMmJb66uO20dnjw5z1Q9ajqcJlm716dquMkVGfvFM4yhUOduchkXLIujzvHvj/l86LqMUlCDrbXeXFyjdehBE/lMz+qwHZerJpXU5eh+f/AhkKkPKeEZz1MGWFd8rJfNL9AVVGR/1t4TAmhLA//462vOzi9LfvLs85330rXbLavsLzevV+eSEFxTbu7xfhcLNJ1I4/zOoUDDm52Jsnr6uaX11da7fGHqg33VNWcFMtShl5zSzcQwU8MhYuADM629Gy+DM+aKUVdxFVMFcVVXcfkUH66DU8UMtLkY8tOqOugAYI3ZRfKtQT1ZL79oDz4EzslkVX1MdrDfjURADymnPN3LXie97kkdBaR7UpsLk+blkK8q19eamqclmckwgA00DZK6OGXvJ4fcsIP12ZONNN362aud7cyqOchq/VSkDNBA16z0xuSsKIkeqkNmtMMH6CqCWEazepUpHIr4ft+kj2k6s6QHyeudNYN0pi0wVNlZc5HXPTTj07ivcwQ/pU8fAm+0wG5+AqdByo4uvL2NzLdtLGOgOq9/uecfcdtN86lFmk1xmtWu0nZnIilZ83rzzVNNAl2D2bSZztFmAyPd51y20zdwXGCv0IA4Pi2wn+/oU8V0rDg4Y0qLKIy/260xa6hIota6GXYqm77oxcUztab0V655KORpFYT3VjrN0wOxLxg/2TtvNwPw3rT7nR6fSPtUy3O2yRs7IB4lyFxaKJfTf2X+Fgl1vx+Rw1t177Hz1GWswRvIjclQP/xtTACZRoFGdpvdgOc2AUOtWnZP1qKQafYH/0huFkfTH/vX4lQ5nCQJw8eXrONy27czJX0aHzkEjkXs4ctk3JJW+CRIHX33xjnE4/tjzLlo5eS92t/XTEy9OCJjdg4RpCBz/g25jxUex+qYW3KgE7nS7O6JnZrhnYqk7tzKZYaMq4r4lC9bQaYV2OrouC7p1YZ2zbj6v8x5uSoIfAEylKbN0/5kOCQXGfc5y2Oye6jS3MN36V65JfiNqV6cVeLSSepnXd5Z7UR9uMa9Te4onlrocGVAM/tVykoRDNpP8M5PT736YR9Kw+ehSQWp15tNXj/dzKfEWDdqYNtfXbRdKZsuZy9F8jjokMY+mH2pt7A07tPbNH1yOhVeAlWsJMsOUAUbI6LraQLr7/K+ox7zUlNFW9juXjVdq3jtB2CdJKWy3b1qQdEfmHR//gKc1pAMq/12256tQQtsC6Y0SobGp/r3mCnCoYVExXf4CtEq1Ln77tOfP3fVEep2SNq6vw5OkuUfchyM77KNn9yN/bVGU46G6WdO2mcnM5BlP+By7yRH3HAxQb0oKm5CGpMcKSiD0B69OftW3/TH16/5a7/7d/7B77+iO3v2+YurzaYfttLk19v+n/unvvhT/9I//09+0Uxv5VDcTZrkyPiA4iQnkpH+EOL7Uk8Y5zuYgoop5lSRggjejGmy0rQ0WQ8hkGLkT5gvex4E4mZ2G4qThpSzgyg9VGihL1xkuva8QsqrakNKaXqQ+/l1+qQMQcbEK+NyLDNQVzMxHMRsvhWfdks+uTs338ZpcOf49/cnUx+YCkhFBnGSC+P8HAGpOtZZPmQdjk91cPYtSZH2bFV3vWXblZS6BLza8aSjCtmpcD1nEHBYARTcj1/dndSfPlUInF7ZodF2sh/6zIV00lWa51lW8/vM/nF0+nuR38HT0wbgyVO2Q9kO5fy83fb2ZtObWSOY+5s3b54/b4C+t5Q9qYqmk96ww+6c92eiUPhIbiyNPVQo3U1Sk1Lzy9e0F7hSoUKTua4olOv62ZOm0QbKFP++ZRFuWBovRZqU2lZFJWkPb675y7/z86utQ24Mg23WoknL+dre/I2/9IdF8n4AII2twLsYFP/IIfCWSqLK1FvO6dbojJUpbnZQf/uOHkuNf7NDDHO43rHZ9k8/f6HdxeV227Rdbi/6Ojw/P99uvx5z8KpqSlDrux41PH7H33qfup8cScmdy93w13/+P73csqGvLtvL+vTiGWVz3urFyv/0H/9DT1ZQU5tlzoQypXG/q7GccAfe+pglJcCGQdopfceTM37xq1fp4meVLoOL7QT3rHTCboCWNO6WOq2sHMdoPvmM94/eCrw1GfCUDgqdey+Zo1mdZ3K+FfZuVBDG/uhFRsEbb83YJbrqcNGh0l/vdtWePHuGSr/bFCgvv6kGekgdX7bbvIpEM8vjN6aQHVJ21cFSqyapW6Vf/Orq2jtrGm3Xul5Le77pXzL02+1Vc4ZBVnGQqbS6kfcr+tIftW/rOxUBL6U0LaViCeDZ51/8yp8PnDdmYLtsoFmaWocCreSxnJ/TCpRxaPwTn0Kfdizw7XA1rdLzQ55Zxjx7TOMlb9/3aDDWWNZG23IowvYN6GkmgsG2r0VIq04H3xbfDRukeXpxbvY0Ke4MQ9GURTWvVjfPs0VWJhZqnp4wDSeLgaZO57/J3dNVfr4TGUSd9pevewZpnz3BvC9IQgWB06WNJjGWvBS3REEbBm1Suz53yIlX196u5cuvX++e/WwnXWOG1MEMaGpua65w3N8nJ7mWPqmPfsoeRv2P/+bGtTcSyzrTlNn5SG5pAoZju8pQrGlXqenIeVfsctu33fkvfvll3w+AwGqV/fbzLIYAF2P+3k39TuN4n5gbffFN9U2lSDfUrrfVtnTenvfa6tkTmnVNqaTjbRFu+LZFSuHx06YZe5lqdeDsTLLw05/+uqSVpLWmTtNKUkcef9px8cg4i8zn5Vt34tO1Am8Z6Tya/OlvX7dPuHB858PSUrOpMrK4iufbp4pDm+jO1lv3N6/eWG7WT5421Vz12dPPnoiaMwzeNFJKabNOa0VujD6PMxo9wuEyHPowDZIkUpIGehDtdn0acibnbanS5qaTN9uXstsmQaFW/OaSsiV+E5dn3+l922ftAvR93667BDvn6mpDMqS4GRTEHczM7GYhY+h0Qn3yscBPcdaevNx9YBPKUJlCmW6GUmkKuXd1ko3zst0R6lDmKedjT3TZ70IazZe9CiIyDMNqtc6p7Xel67pd39daN5udCjkL0IwTY242BuNtXAq7PT/JtPpoXDzbF3Kzkryuki1Z1X5bLi0N3Vnqxzw4x/FvHNR/r+Vu4VFyx3297vaFSxIaSkvf0DeUxoeG2lLz6Wk4rwVXPkkKuRs+bivwuGQ9+d4JQ1+aLlcDzQa5Oa+wHcqqyT2Iai3eZvHqZNB9v+h+EBDFLCqeN/hJwo63LofwNjselfFxrFAUV9fqYq7jmuYBeo66Y+Y2gU419yWmh1msdy4onHuXFE8M2fvW3MUMG9OlJoruH0TmBc4/YBHkj+EulsarAU2bHXal5jb1lZyooE3uYVdYZyRLAUlixfN+gHCyyEwU73R6Pk4n6Jya6PtHwWgOLoLPySOOHf3pJmZaoCJjp0tRr0Ldd8foGP/2FX6fhnPiCxn2xMlWkCE5hqmbiCpJfM60J8rcCqw3J1h9Ih+3iaA+JTeZXpoYMvVhltobeEoGkvjla3YwwA4ss4PLylcbCmhuCn40bmGgggqqMQJ/RKd8gy6YYHLrqF5M+wyj4zRMvu+KGm8aMwsWpIp7Mqa8Ik6av84nSbJkPufi/FoEPxoU5FuXxEyngombYDolibNpRvK98SlbgTaP3hkgOVcsJ90Yu8Lv/PXf2xXZ9L417bpu2F0+PZMuD3/hP/yjq8xa0rzUZN/Rlw5p0hYfBuciydTdMUFknLV3mn/o2+9/j87I8FHtM3WdOqzGEhCqMiCKeDIRa7N4tpTQZKR9riZnLg2js3053qOscMHIVbKIuVDFHL2ZIu6Q8evbJ9p8TJ+4I3SczOLjeMPVdtutnqjStvzy66umfTJwZmnl7dnV5SA7e/n6m7YZM1eoz2ntpvi34OF3Pz5tjioA+7q4us79UiYLfqPC93BoAgpz8gQpSEFEXMWzVpKY+pC8GZuDb+/7Gu2/cFv0kqKpkFTUxKqYC2JiMu+fMRfoNnUifNvjfESfJAT68Qxs329jsFqtbc4dbt66rtv2szdXXlOr7Wc0u2T9mEH8utbzJDJNnE349L2V26e3LZdiPvazu05Zwqeu6O8pxgIftWkEZsrQOzs5PRTUTbwoojTJktYkinpN3icbG4fjhO06dY9i4wh/1LbCMUOr5EInUl2sSnUQyfvduOapVaaH6f2f+iT66P+fnDRZMiTIgireoMq4bxXd+rx3veyrrs921aXp+sFdxhtZp6SochrxbuZcX5T3WoZlx7Np92Su+7Mfsn08TUY7/Zn5W7+XR+e9VOYOlcS8SHn8gplMu5yN+9j7PO5n+60lpsmfUf18Pyb43OpI44iYTd3PY1Q4qkbYNEPyNLfIt52zjo0/H/Ppj8YP/daCYt64Zp+9EnA1wUTnNF4ydlVxOnfqDs+kj54me3yrHAwFVRqhgCumWEIFCuRO3+zcG60U0+IUVRqkOmnMxoROSXTkaCrtAqPgO8c+DRB1V0cgueByKLjYb7d7411zfUSjgftMQ35Sr/R55PhoEiPMmeoXwsdJd1rH5X2uU/wDpDieUCEV6QbpxmVIVaukYtTqxaimmFB1LjiOqreP5wz6eDxXurFnK1Op4/QGraQCg7FWhm1tVz1eyy5lWWPQUHtLa3VhO/SrpuV4+H5aVGAVV8b91T5eRVbfusDp3iN2Y5uDRElex81N22pVtAouNExnjAvzrMa7+R5+7Fq/CRzXHQ0g4+MUIcSn5sw4kbGOm2yJ+Zw+W+ZE9nJceImNVYnlfutua675nMHWRMbK+0mb5x0Z5g4Zsx5+K/AdDdmbreCj34ux38TcAATLOD4Vo0UxBScbee4gMBerai5W99M+92+aHzpmYlDiO7ngJKZ3tuI2nq6HhXHgXvHCsM1dR54qbalVN/qhdz+a5z03EOcBtU8yjDHu+ns8f5j5fz6qR+8vqc/rZ7DkJJ+SMChTC9j2JY/nO8kx9PCLvBBu8PHrlI5+5k70eVHblGlIbLm1qHC3TqsMdWwMOF3XIlIM0KurgXbsmzZJ1jTStKJYv9tNd5uXJyQ0kdJ+04XwvcX7FR6dqdk7jj2PVctpMYALVcZ1uFax2Dgx3LnxbM1CEvp+ujKv1i6cPWlQdpvNtuzG9t6YXrNt2/0Su+nHSKiSoyH+vu4iO0wIH89xXvXTlF37OUF2mDhgh/y8IXwKx/0Out+wY2wTpgRgpRhalTKwapCuyW2usK0FNKOyzyV23PVp4wz5aNW8n3i/wiNya7fm4UqbV6bezQqkEOTmHzJOvt30O+YQqJJTXl9tkY6ieJsHeD2gqc2pverr66v+luH86NP/QaIICI/IOP1VylszA0woSlWq4HOKrzHHXgifks2ruY4z1NlZO+1ZvLncoq2RXl6VATawhTdwWdhBD1dD6s7bMfPFIflk5Ev+oaIjNDwuMow7n8+LrHSekOxj+okxu0Iap6qF8AmJH1ap+mlKcWXawWy1WiFlZ/rXfv67r7YiSV0k57bWIWV99dUv/5mfffFnf+sPP+/2Zbex7/+MKPj+IgSGx2TKwIcwnds+Jco5KR0cfE6wHnP5w12ZFo8LIk7NkjAkY4gqb3bVms96z6LNzjAvTZF8Ji83njsKIOPsl2lU28kGKVK2vqcIgeFRmbuYpkTqR0u390vm5/1dLeJf+OTEZFqIOZ2cc6qUOWeFYGiFIs0g64HOpQVciguOFazOmxtXTKe051IxDomUw/cVITA8HhUtjJtWT7PDRUhTYaMnqRQir3O4C3Pa3mnLt/kcNJ1qZIqP8YwiqyJdTyfSAU4VgKHKUA8LIswwBUMtBrZ/kAiB4fFwdIOOq/3G+QHJSY5AIypTN9E4a0YjBIa74Df+mGOi4zZ2ijJuqSppkFxRER0TTZq4kPFy/Ag69XzK4YrwPiIEhsejwl/4S7+zk3OxTj2nmtQtySZz/Z/+x398nAKTpvxxsdNkuAP7AHVjFcO4PmK8PO2iLtlEcUMGUMHUmXKY72t4c646vWUDq/C9RAgMj0eFjV1s9bl4K9Yk1+x9ImdsOMqnmHCR6DcKn5wYRzk+7UbX/FEa3zHrmYkgg1DHXYqT4xTF0mFBxJQIXtDk+w1AwnuIEBgeD4den2/lhWqj5ISa7xreILUHgxaFAUggqmOG6Cg3wr0ypzzLDiq7JIg3CIKqD8mHfepbxs1zEPbbCRB9G+/nPUPglM1nHG2ZEkvZuKv78R5RKC6Kiqcbjf0pXeP+70OW9HFPH1PMfU5o7NPqrbmHQMFwPUkCdNKddbypWdpvdXb4zzg5PwxUTJJVVJxkKgYiLj79h2LJ5rNq3k7BQVCkIjpuZDH/L6Y+zzJ0hQo+d0/s63u6f9/269IMqo77PKAuNr5iYez6UB+rhPNrFgySHOqSx++wz3mfHbV5GqRgJ2+5TIuS3EXGqSL7OWmOSzayzk9Mpg0o3mZVFBg/4PFNn5+t+fTf6PgBuFjV75UEfv8897sc3bK107GjevO4IZd5LrTqWUiGOu6s4Mqnh60JM1TGQZTDiXQYStl/msh+k+ej53eouY+7L9n+eY9pjsVVxGTcDc5NcZ1y5FcDQ4WsJPb/y+nbYievfn5iLjaPXY7vt4vjh8xuTmJOf5rckpt5RqYTIJuJm6F13i3rkE1ZDFGZzsZsqEHyIftQpKqLYfJe38f39lHLkzJtSPr9vo/j1Mr9FBUXFwyp8/yVaR8S2+8JdDqj+DvLE3VkHJwWhOnsrPvXKPP3cHppZfy4HJ331jNk2l19nkE6T3WeC6iTDWG+9Q1n/7bdskva6SO81Vs7vQ/jUWk8YjwB/Oi0ml7CtA7SBUENwbWpqFOgTWO5pFM19LSceXe/7o8Y5d8zBMq4zXuF7JihDlWoohWt01cugYhncfDW5rL+6As9fmYCeZ/ldfwmCEU8gyW3ZGMQQ500FsbTSufpaD8un6a1X4ZU9erjyeSKp/l8VT8tWqDAbgCjHaAx6xz3dVVz2UEFG//rZHhChDE6mWIoUtN8AhUZ5yjXRHWkjlsTuKsMSIHjqkM6LvHGN9BhSJRUBdS00LhmoSb3bK4+pnXOGZD95sqmYyS+7WQwUZc0FvStXym1QhUaZ2z3VGE887JNU9RcSJXkAk2lcTERncumkzOA6Z20etSTWMcaq2k2rzKYiEt2I7uKU1Id0vGpNp/r+42Njgqvo4/VEpoPi4k5PvjwugUwx2wqxUpihwyQYO3jEggZizpr2CmW+P9pe7cmya7rTOxba+99Lpl16250A2CDwpDjoeQZiyIkyvM/HOEHx/wBR9gxoReHH/yiB0+E7bFDtGSGRx4rFNQobP0jWxZJCCQBAmigu6oy85yzb2v5Ye9zMrOqulkFEDsqsqsrM89ZZ6/7Za/VFOY9ULQ8M6upUJEyMoiqxJtlHx1pLF4ewSiEwVoLcAxLsWCIQqPihJx6ABnGwlS5wwAiwHuLvo7uWwQHKSxRnocZFQCyQnUWl0WIFDwVzjQam5xFnZIRAkFayRBNjgLQARbi6o0UJgItFKQMqtdx6iEjswYwaav35scZrTNeXiPGFjFNACgD8RuSJ6BcU2b340fM08yFihINIDcb2UJaQ5eKeizvWPP/ZnkCiBE2AmPmkbkVVgbIloZFdTwqnI6iJ0HWioYghJApEyHPQiADhor+1gxR4uVIoNaZVqIkNM82Iip/qaKW5q05tiFu6CG+wXymoJryXuEpL8M4y8XLyQyjYPVEtXxVYaAtKTfqHSQCE5QxGgBo50nCh7LxiJr2AB5/7uvrwoeab7JAdFdzqaKElkTvzfdnej2KhtcdoptWAO60UG6tJQvMulxcCr2WPzOOMsUMHBwXy0Csh2xUbcY8tgpCMy8oSGe7SytfH6je+kiHkArtzdiDhxGQ3Jhmt2gwIQgJq7IyYGtMn4Qgpu4KAUeJhPnyTHtxIDd8lwWqRf1XU/EQB3qQUjgSY/VSNHsqNO/f8ZPNkhkwKoR53KMyYFmZFUJpOfx099L67pzeEFpQSTdt7UNv6PYiZEYGeaYIyoWoylhKg8xIZXKSAeOYgOduMbMZq3taOqaxr7DEIDFE74C6gndM+7dMBABU54vz3k4oz5uKrl2wXrzAQkg644VVFDzbTzObHt6r3BBQgCGmdlI9eve+c5Vpvtadf6fj6+jyIN+UPLk/Py6LK0Huo0qzeLkFIfAQeQIAi1d9GMHSg7AQqnGRWQWwUrQJzbbREa0ssRWZ/3rbZnzdmgMYh2LieBFkuQHPNWSzzTFbZYtQOt5hLic8SACV6jtaVmYBq+ZqXxez7Ui20Px1AEs7+4PXvfXzW/EFH5oLZKhCqIwmJoAIrKijNCkdmLF6Q2TvVwkm4jCmBIWdnWJWlPG5EJVS/zSXCi/VwMzYmzymyM3lsjNZEApghdqECAb7UngiLiWCi8/OEFIBCygyEohBuUBS6IQOwm6zGKqRGAEEJhMpsc7WYpHl+0es7SvtgQE7H+EGeAH1cLtV6gB4aNlMW20sXvbWAInKFRKBCZnAoACy0CQEgTlW0kfAYzZsc4UggyNpqroEmZH4KOhEAAzxrBQFCkNEIFawLmjBjIKyt/UxBeCbenRmRRQcwdReUUJl07hy0y1C2u/TwR8ElLjqzkTCFbMVElsaEaMOGi1T1AUqRLwQjB5QEQCQ0lyDcAz27EQX/6OMcSYpv6syiJVshmaA54Bb3cZbFjf2Fvdy39meg5LKbCKASnm8Fv89g8DKBsivFQp7U+bo+vt3GboX5AKTYTNhdvzuy49Y7DAUNqej1z3iDm6l/M3JEwXRw/hReBYIVJIaN8T6rL0MYEofolmJfhPyRAjQBMY9+VGqhQQFMaiY70delC7mYO0XeBTE3tP3wpLVPDaEEk2Z+eIAESw1FrrMXt4HLeih/LgAAhIzq0CZVeA+6qXHYH+N9fBcYHlKtQCYwNXhLVaqzNoe5clr2GG/Dkx7ABCZIw9QAzUKK2BQDYkISUmBCIOR5mDCYpQsErYG2Zd7EKB7Nisrz95D9dlBDDYEKYglxcx1xfTLgAhJoVcBmCoBUaUeoeoTVntOwQKrYKUioHgJyygtz36ge5AAGLVKC/x781+pONw15sMQaM1DUiHEg89TZVVlJEEikIJZochaY1d7FFKV1QJQSTnWsEl1exNrKkFpIDES5tHgpJhzD1wtXwVUQWCSWcRX7MheekjNIVHVFzJ/jmZtM+MNVffRIqkSwKA8B9wOUzjza8XAgQ9Bi2zKICFdQgI1BVPGVR/oISmx/UNyKQipwnHOgfEhvDORlE8J2QwII7NkRaZCwAwYBmVSW428/Q2Au7lXDrVvFVvCJr4DaQAAIABJREFUc9R7tgVmctJCsa5kmObNZyk0RbV3CCsK8u5w5I6dUwUUNpPLoAwGLFG4Jz/OgM3yjGaHXeffK4QZqFzxjcqTkt18CD8qHXUUAkqsW1mKAQ1gX4pSTvLNu/YNyBMFgzIr7smPpn51vsxNfzEDmOMiQvMp/X1FWNVz854f6k8t/jqDijBhKttejBKa7Z8qhxZEM6AP5sfqnctsgcicJphfCz3UhMVDA5k311fwAmcULEny6i8fsBGJovwAODQBF5oTgBWiczIMaqEMdSXRkDlmRdYa+CaoRT60OhfCXcjo4C0oCFojWzNBHQeXjiUp72ErnrsICdQscfM9KREYosi1m0M158ojuWJ7ztKnSI05e7ffAZp/KREAy9W6Vy52Vt1e1iWAgFlBHgG/EPrsHNTtFuhhtMQKnCyfVwBiIFLSAbSvQciEzDiQ7LJEEWmRcAupH8EgpHNOiDCn36r0ZWUi5WPr8abkvyGYFz4klCTfbKfzwTbyfkOOlwAg4boJReyXeA7zHJ45Vr25kEfNIBebqmpAntGkxzb1ISULgFySO0sYlyBqhUqTtpyhGTWkvQ/sYY5az1Jr/imG4CL6ZyzUMgqqxlC5tRZ1kqsAnH3nTAywgEkPSWjG2Iy46lppZaVCyRkmwyUqWW1DsPfkR8YilG+t27pXZ0R8s/JEH8SPi7NTn0tZiZV4znjxAa+lPSF9M/Kkdnu/Pz/SbI9B6KDMR6kU6OlRKQ0AaM3eLeAccqbO19VZsYF1b8LOWrDeOytYyMj88aPPP4AfMeO0WvzHRdt6sOFzluRmVONh6yscijgyJQtf3ehMJ2AmiO6N2QOZeWh8HS6CWsxlbCX2rfvNkDmYsXya5zjAEWw6+/pCRIWC73yICnCNQUr57lyVKou/r7aYkDIbbmXruXpRR8NWlRhqlFTLg6tKYZ4K5pGxTHUruMo1BWb9oaQKFhJVVrCUK9CSDJrhL1dTXvyqpQhoX0cH0Xkg2fFeC9cUp5n5rfYtnK/PRX9JtWgPfYUD6UTzh7lwXvE4WaiUsYmWK8wVouVhb2Fkb9Ds/zIL6AwVyGLNMHAzOFUA2YvF6q1VGUCiJPNzscCau76+bKpWeijyosA7m8/lElogWP5Y9qbU45i8eDWVFK2QsJJSvomF8r1jxpmp3QgzwEI3NTwD89/yfBFZbjmLUM5kVY2QLXb36zJe9Z6qN/a/CH2BycRc3ZX78WOB8bjK6dZTz2/thcI3J08Y0OrA34sf53+K+AYrsWiJBhulI+98b4VUcsVvXZ7so4P350cFqIqFor+hrCim06zLD3fpeO8YKN74HCCZTYIZIzIzmixacP621h042Mrqiz+EH2kxSvZ6d/4Ft7D8W1gPV4Eki/9aDDhVCBhaDA1WKrV2RGA5uD7V3ZODp7khDKsvNJNLRdXCeKZcZv9alxK0lhQUk61QTwmAsGJ28Pd4Xew8nisJUU4RzFakBRjqBLH0Xz80U2if1jh+AmUFk5Z3i6FgDirXZwF+y2aZbX/SUgBTbeIaUZqrGAyDDmM+BxhZtogFVmChBmprwP8G0Ve+3dPX4Q4DjPJ1AGqFiGAVqZjPxxsv+0poqpZqkfv1EWabU3W2JufvHiFvYdoFlFmyFnTkg82nuqcy7/DBtSpJQuFU29JQQ2vxKstc8Lk3oGmJumCOqNQ9VJBWFV4k4GxX3RToy47oIYXULOBMw1ryeLcNVVpqPY6WlLYgi7N3kOFeFGQ5+3DTaJiRWKsniiKnklxjncNt91w1fljZ8N78eIin2wbq4mTcsPoJ35g84dknuSc/cvXSqzHKmahYokUhyZyWxPIgLAd+429Znhx5SPfhx2pqllriqkQzQevZJDWzN6wwVOTJMT8eU8jMKQfMm/dv1A04sB6OP6qAWnkoP96i6uPFR2AWBflam/Ze6yuoQIDLdpMo9shY3lZboVQcHl0q69C8m6Nbs3+gtfdPCRYfP9cSRVsYErRkXwEhlhtdH0mwRKkAEIMMCNUo5kORB9SnoGqvFctFG6i+0YK+vTcCVSOsUmE9EHGMkinc45VxdHcc8MW+uqcY2xmwPLfSLU93IBnLB6BWa57CQg19tQJG5XIuZR42ZJZgn1YRVkOUM+1aEIqi2lMC6Y3KhaWanPePe+ArzIR0lJU8hmuhfcJSiXPHIrGgZla8Fa3YX5Orwi2ESEcsJzOo5UIHwJfs2ky9VdDzAVAHDooe0rMQhFRrZcQ9Vgl47U9KEbRIMOXlKQgW0JLGRRGvB3ApAeCZlwpRyh5x91ikpZSDiOSh/Jhn0TzbMTd9fELNttVUlApUvyF5wioElQfy42xJsAC32V8PsUBp9lu/EXlSoKIaW743Py6PsCijA/tNZhZbznQsRLygbHlM3FKShdSO0SoHf7jhyzJL8zB+PPD1gb11gIVmChRfT+0drgfigwRcrUwlCCMA04Smc1SXYTDDUvkhE2L9qlShzQCJZp0lQnnilAZLkfJkkViT0UQpaUxttdOoSParyy1QT255Dyh8KkYZxeibxkqKhuAMi2QixBgJ9RgciKMiaMqUlJGACCkHXyagQg8iYoZhtQxrYJ21OVYYFpAVSClBAFbxtW6YcmgZvaGGhJNfWZtDsCACUgCU0xSWDb+82lablMr5HsScRAQQ0sQkhgWUfJiIquGpinJIVimCdPIDCFk1E7wAwOiDc30MauAkwpJDhmOiHKrE8lLOrqeUZlxAi7MA5AhnLDIsOYkwcDGoc/3oAwAvyISsCsLkB5AqRZTqR60sR0Q+TKBkWJiENAEiIjEnU3JI9TSSXF2+XCTy5HMmTIoEBMAD4/xTxmTnOQskgpQAIEbkOQ+lmkVqBX9IIFiGZbUMQ8SmIpamyuQcIQlQRqYUNMXKglxOSsUYiSCSnWFDkBSbxsboQaSAT4BWwoMyYK4ut4AtNS8EtIDGRCkZTazJaW4oOw153FoSs3fWSoiJAArjCCBnAEgCA4RxaqyLyTMjpYlZRJO1Nob6pawQIiEClaMWDIMxzoJPxBhCToaRYzSEGL1zZvQTAUmw3K7cei6/FdRaQViSPG6dhoay03x/fiyZts+vv0iQANmmsJOYAA/dppCAa7/LkIwo8Dv/SsmDM4wqSVYIIwMxwjj+LcmT2PFD+BE1XWd45kcSaGZSkURERZ4IkBUgA0XS+M3JE8f0IH5Ukqi1YEYLP/qJIYZhCQzxfqLqICIBWUokMxLETzsCokJRmXECPHAVMQETMAC+mtqo4hfIsuQIagHcYqXHCGvtg/gxaQKxCDY7r/MJyCkiAruICCTCzqsAPiqAlAWEq6urRUF98cUXb1Rgd6wHe4G7cWBnGtsqOAgM46THNG6UTgm2DqlRJoBVSFLnkCPAagwrsBt3fWMAsLEpZ2PclGEMpu2lXRlru8FvT7tGQ1i3Rj0sYIAsIFFjzfnFk3E3ta3NgqZFFDQNJgCaUxydaw0SCUnwfbvKIYy7q4IMY41PIMsJWZD9GNd9z7ABOcF0ACQBsZQqcDlRK45FhMYTV6JOQswAttPQdc7ZFmBkcMsGsEDLstu97NlaWEcWKasfuEkG6Bogqm36GFQsjT6fn59BkWLOBHUgwDCtG85hWndu57dKYpROVy17ARAynIFRZMgUPKms+j7lZIwdEoxFAIiocdY0fSYTNwMRnbR22r08NVK2kRsGBMyW2whM03DanhGBIQZ84iBhPGnPxhgo+b5fGddbHWOgDDQMn7CylHLq+n7woxJ3zcowMiFkwIAhpyt3GUdJCuV129E0rTumUGs/Q4aRaBucn1/43dZ1fRZ2rUkZbLAZ8T/8L//+1WYcvLSrU4HtW2f8sHK07rt//V//q5M1okAynEVOSEm8H9frnkizRFVtbWdyYhVwKkUuJIBGIHVAAgxyAwvC9Ti2vQjBgn1GyyZGwGHcXdmTVWMb8QOrGKimmIKHywCaBjGjbRATDMP7cH7xBJCcNDMMwwKO0LRm50PTdDu/pZiJ8vm6MVMkIEVpLJfEWQpBaGr60xRhDWLM1hkFLIlryJFNpBs/gWnduuh3fQugutIKbKaw6mzT9EXguRZFojeM6+HyZP3OmAZOQ9+vrW0azT7lDBhGitkZkzKavg/ThhW2aYp5n6KQY6PxfG0vw46CITUnrbsnP4YMLzg/e2sbU+ess005955A1jbXPp206yElS9SZtumKQ5OnaVp1a50dx75BiqPCfH150jqX/PggfkwMtYUfse7sJoSTxk7Ttm+N5jjurgmIGdYgZnHGZp0U/huSJ5vd1cn6cQz35ce2WZVQs48gB1Y5XbtxGFUVgLKernueNgT4iMYVA0DCNKmi79chJ2OsFzDjesT/+r/9n1fbEIStXYWEEOVs3cRXv37rrPtv/5v/6nQNAIYdEEMK1tppHNr+3M6zDPseOY5M+f78CIL3oWub1UkbMqaIrgM7jBGdg49ghutIACWKCmsZwPn5ucynIt966y0A4zj2ff+NqEAFun41pSlIdMzDMJ6crA3gkJQjkTVgRc3iG0iHSCjHuoplwNY4Y5riAeQYrUFn4IHeJeKQ03UD7liud1/mTDJdl9iFIZCWeAK6boUyLplgDAAMA1YtRzZ9q+IoxzD6AM6OgnNiAOcAwGdtLBlYglhbH5zBtrRR4qjwTGJIQLkEEh3FtLsupvGLF589e/IchL47A5IiQ0DeZ4E56SXj0crSLlMY+67v21MYHVtdO0wDTnvAEFStpcToun2xFjOKXTuNG06X0ZvT1UXG0LXNcL1hnCAPDDgDACGBHZumsSWzYWxJthFggXVrX11/KdR1/YmTiBBIeGXk0cpKhjEig2cD7RjMBNN3fYlHvPjis8dPnzMQh2vSFbJxqhxkHLes06OVtSVkVepnjFVo03YJUHBIMA7OQAHkgVLLfntxfjpNU8/Y7C5jyhI3AARwvARctO06MBOzAGTgM/oel9ebfn3x5O3HQ9DrzbAbwynMNIYvPv+4bYEShBGAYS1AnPOMR+ZShtRQ7uEVvtTRGYbV6BCpRgyr1W+tLccoBQg5t8Y4hwD0ThL5FJXjrm8b4xpmMolWjocBXV9JzhqA0HWrko0gzZaQS3Oa3TVnGyc965qMoenscH1psOK0M0DjytjTzM6YtjPMAIwFFKrZwnTAaauXl58l49zqxOmoAZklD5sC+uefD0+frUDouwZzeGAKiIq2R1acr2wecvCvIHCYOCa/jUmH8xNqSk5MM2CMBQDXrSANAImZG9M4CgCnHULLfrg4uwjj1HF3X34kNAQB/vS/+9/BFEWJLTMbY1QVmv/H//6/7IytGSFYUZCxfVfCj/nzL6+ePHlsgDhcNyft15cniFc2xr5bP4AfDRJAQBiuoCZ5XT+2wGhCdvCwYlDPsvksbJiICfwNyZM8iE5XSHJPfhQgZnWGXOlpkwaOLYfh9PSUFVfbDdtEaWDAOQiQk/YWbdOUZHxjbEYtH1r3+NUnnwh1Z4+eCVlr3RCH7TC9+9bj3avP1msA2O6mvjWN5cZ2AFZ9UzIyL15snj49ZSCM1+0qAOae/AjAtM5HbRyRQWewGdA0FVrnEDMGDwZWLQAMPhlo1zouNmVKzCwi99d/+AqHInbTsOq68p/eWVOY0G9sS0BiBCUmZVIYTUa3yaOxIMIwTP2q65o1UHuiOxYGpoAx4/GJHdXvpqEzbSPxotfTnvqzx1o0v0FWlqwA2FAuTsMg6zWzAhkXa7f5YjO+unZMXWNXndtMr/rerNd2GtCYaFrDjudANbfOETCMQ993AvIZnEdbohYEUCRlFm8ln562EmAaefb0CQQiiEaTpIapZUZbdFMMu7By+SrsHvUu5s1mu/WihvXi0ZpyCX6nOGzd6YUImBHn0DszoMiK955dDJ4Nq8kbxdijM8avTHPS9zGgaSqHTTk1xhLEB9827TQOXb+KwPU1TlpNSYKMa+tWa4gIqQzjdnXehd0OZw2vWgDE4pGDJMuGhZjw7OkThUjgt05br75zjpmZPfHUGDlp6foaz87gHKZxWPWND8E1LYOnHBoukCEGPD3rtyFk6zsYg6nN2fZ62vGqvcgCS+CSrs0CAMaICBsz7sZu3auADE5Puu24DUl2g+9OHp2enu1efPro4uyti1MVENA6SMTkc98ZAG3rAAzDtFqtVCVEuLQTFtFBSaDOKIwKY8wZrYGFjuO46letc+W8rQBsDSDR5ym7xydmJ2Gcdqedlbzxm+RFmfni4hQZDAhhs5PTFUuGMSg0ScqWoBkqeP7s8ZhgOFu5EvIdWWunNZvT8y5O0rYCWBgTorjWAnmIsXftMOTV2opie43zJmuKo8bWuv6EKSUnaXXSpoDe4e2nKyIkhZAmiUrGsmlbNIQMhN3uxMVLvzlbmzUMWTUcp4LHTjfb4fSktY0ddrlfmyHG3jmwDV6sMQBIc/T87LzbeJ9NaGlrKN2fH1crJoIIjGXrGgtyTTNNQVVV1TAUSBFMyB6rDkzwKRkrBGLYd548FmBKeHLabtPu68uTaQyP+v5h/EgghQi+/exim9lRbvKGMVKc1o3p13Ya0DlYB2OM1uz2NyVPOOxW/Ylavic/ekmWGwZIECKenfebEJzxaxDAanzD9vS8jxO6prSPRAzJNQYg733T9sM0tV2XgKT4zvvf3k2yHabtuOlWZ08u1hp2Ke5UovfoW6y7zhpIjsOwa9vWGAMiw/z201MFfMTj0/YqbKH+3vwoBBqGrT07AeHLV9P/9X//3YcffuSc896/++67m6vLyY/feuftf/Vf/Offevdp19qcosyraRpVvbq6evTo0f1VGuncEfo+S4E/+/O/iNF//MuPvvOd7zjX/uJXn5ycv5WozdwlagQGqP0djOZGfSPXjVG2brMd1usTUv3FRx++/+3nKXhrbczJrU7RnX7468/7s8fEjWTklDpr/O5a/O795+8OVy9VYt+4nHPK4eXl5eO3nvar1dV2t+76cXvVnjz+6DKvLp61zlCOyQ8hZe5PIXm6/vS737ow0+VuHFN76nPqmvTJR7/87nv/MSnvhpcnp12QPGWX8ShrnxlKGRRI2eSelCluHp1h++rnZ6s+pe7zV5u3fufZ1ebVetVgnGhIJNl00j165x+/dKuTJ7J9YZ3L/SOxNgU/Xn76OxcmbV+cr9ww+ub8resxf/7y6tH5RW/Uspl8Usvri/6jjz8z9p1udT7liRvkEFvXadA0Xr3ztg3jK3h2TTel2K/aT3/1y8cX5yfrfhy9a9c+09mTd//+w18+evJuSBJCFBFDsMbZZjVtX/yTJ3F69WmeWNnoqkHf7IZwfvroi198/uzRqbXT9TCePPruq40kY0KWrGDmpmkaS6++/PXvfufb11/+ujUa/a7v2+1ufHl59c573x4H39kmhJEbcatHn36WbH9ODfk4OedSRGe6abjK6dP3n7+9uxwpSdexpJhyuLy8fPLkyWq1ut7sun69ncL5o6e//vylbU+61dnl9dh1qxxTy0jTLue46pth9/LpW49yHJ0lyf6Xv/zl+++/D2C7252cnKWsPrmIx4ltNqOSQBtSYwSGRoNXnYkNm+1mWq8eK8nPf/X/fOv9b0/BtsZav1n3fe4ufv7JZXf2DtjIuGmsse1KjfMxD5efv39h/PZlf3K+m8bzk/U4DC+/ePH44sKaxhgzhkjsVuePP/r419yu2/XJlNRam4PvXKMBabx8520O43WK1LjVlFK3bj7+5OePHj066Z6GYVx1OaR08eh3/t8Pf33+9OkgusuSBBbUMZoUn6xX2y8/Pz1xUcIXl1+8/fydy831anWSJoleVaNr49nFxWcvYrd+ZwjO55xpYuberhqnr17+7Pe++3T34rPWNMNkmlW/nV68evXq+be+O+1CZ22Ig3Xa9Geffia2v6CGpziZpk335seu78c4np6ffPrrz0/PL4bJs3E+ZWvZsdlcXz5/++3N9ct1a5FC40xKMno5Obv49JNfPX782Bi32Y1nj5692ga49deXJ5as7nbONvflR0NTGJWb1fnTDz9+we1p35/HmJ1lR5nzNGxe/s7zt2IYx3FjnE15cg3/8hcff0PypDt5msKQcrwnP+5G3zqT/dQxzPrRh1+K6c97QzEMUHZtN2bN49U/fcxxeDUJbNNIiKu+/fjjjy8ePVmdrLeTb5veZx2ntBtDd3JubNu41eRTf3J6+cXnj8/c9cvP3nn7WZxGP1yfn639ODSWx3E8OT/55JNPHz1+C9Ztd+P548dXm0T8Via+Jz9++3feddxPY2qabhhD162uNruTkzM29urqquvb6KeTVTeOu7PT1XZ7rTlenD0ax3G9Xo/j+Cd/8idtCRY9aOkD1//0b/9MVFU1hkk1q6ioTlkH1Y3qpeql6kZ1UPWiQVQ1j+M4+eiDpqRXl9Pf/uTvZBQNWVMO261K2kxxq3qt+rK8Zh1VvWpSVVENqlnVZ5mCxvQ3P/nr6+vLMU1R83a4UgkqulF9qfpi1CuvIWtUvRbdqU6q47TRvAnDC6+6Ux3y8Dd/+9dXl5MGlSnkaTtNl6J5FN2JblQ35WOqY1afNGVNQcVvVAbNmrNuVf/Nj3+80Zw0a8qaJpUr1WmbdSMqoinry6CfeP1SdaOqGlU2uvlY81UMu5fb7f/xH/5uJzpGiTGraEySNETNXnVSvYq6U70umyAaVUMaRXfBjyrqk25H+ct/91eaRSWrxN3VZUqyC3IVdKe6U92ojuXZVa9Vt1lVJ5UrTUFTTpo3mv/Nj3+8Vc1ZNavKIH6Tgqasfv5i2Yed6lXQXZCUZHd1qRJVsmb5y3/3V9tRfFIVDX4U3U15jKpedFS9zrpTvYo6qXrVqJo0xCQqGqL6ICnJT37yk831ZQyTatztNqq63Y1JdUrqVXdJR9Vt0kn1y029SBQV1WHYxjTGMPztf/jr66tXkmMIwfs4jDGphqRj1mHeh43qTnQUFc3TdJmnrUxBg15dTn/ztz8Z8rBT9aph+FLzZpw2k+pO9bpse9Yrry9GfVnwKKoybYdN1Dym6fr68m9+8tcak0xBfdasGlRFk6pXHVVfZt2pXif1qimrZI1pFN1575PqkPUyxD//qx9PGgqd765faNroMMYhJdVR9ZXqpeqV6k41quagOqgm1ZxVvNfd//wX/3YnMapK4UndqG5SSilVROxUr1V3hRLiNKRLzZe76xcFzknDn//Vjy9DHLImVe+96BjTKLlSwnXS3UP48WrceJ2u/EuvYdL4YrraqmxUt6o7zZPmy3A9yVZ1q/ml5s+n7ac/+tGPYirwZ9UcfYhJov525MmVquiD+NGrxpSnBYmF/ifVKamIStZpGEXDbrxOGoP6MW++OXlyfcDI9+HHKWtSDX6neSdhLOw/qQ5Bh6DTTAwSRs274HeiOSUZR/+Xf/nvs6ioJtVXm+2UNWoVBddBJ9VPvsyj6k50E9WrbidNqimqioadV9G/+LMfaQyak2oW1TGGScSr+ofw45g32/FSNIrmKcVUuF71xaupyJbNEJNqyhqSz1KkQk4pXV9f/+hHPyo8ICIvX768v0Z7cDnMqy+vauOOBGgGRSLT2nqECwAgprTzoZLkap0zXDIPiq5t/+EfPiRHSACr61tA1y0HIANJkyPrOFlwTMGZVmIiBbEDl3oifPTRh64zxgDI1inSmP22O3nkANPCAtAEhU3cODZIaAniXd8kCEANtz/7+w/X/1kLgIwjQqsZ8B31cyG+Z4wEBvcQpxnEADn4aYrGnTQE/OqTTwmcNJuUYQVhEEpt0wpAmgznNbcONUXnx1dto3AZHA2ZFvzRL35uCNbSXEA9qXpjG/F968iW7lMMgs0ZxpSJROKcQ9LGkGvp5z/9R6AOQeqdIc4rwwqKkGka2sY2TNCQtSFuDUPCjjXAtMia2BCZX33yKQFKmLahc4GazihUQDoRR1BDIj7krlv1jgkKld6Z+fwP/fyn/7hqCQCSOmeA1LJCkAWNRcsJgLA1ghDVtD6nCdrC9IahTAz840e/dE1nDAHaWgLiqlHSZJRypIYZWs9atE1mmJwTcc4p9b0FAEP/8A//X9c1RNY5QJEyjMIQHEdgVIigB1quZ+l9awjUQB0U66b92d//rOHWQxlqewsNXdMCKcOGJNYKAOdsmgcK5N0r07F1DGRjgM589NGHtcxNyg5FjWBnQ/bONj0Lg3vDpJAEsrCGAHVNEwTMaNn+9Oc/Wyq9m8aCBS5bEHKaQnR9Z2AFMAKjIC70NKQ82dO+gf76k184oqyqmZxJSFsgG2OgvYkQBlmEjDCh7dHVA2lomlo3D9BPf/6z1tlSKdo0DWG0hsuIhcbBGUQIs9ybH9mhZdOWssnT9gxAFDAjTNx06Pm0IUAkj9l0XdvZz371uSVA4bdja41tLaAq2bD9+vIkSyBWw7gnPxolIJoUBeJcFyJ6R8pgRU6BHAO57RRIq65RZFXtvkl5kgEj3lC4Pz9Kzq4hSCRjHKCCllAbEymLwjHIZCC7xmWJbNrWND/92Yc0H1TqGtswhnFoXWNtQQienbIRKGNUAGhaADUv7roGil9//CmMA2TY7axzrmnKJChnuIyyvg8/dtyiEyDFkNumnakUjy7alGAt1r1VZGY1IEC83zF3zrWnp6fX19cAcs7GmAcFQh96SAVPHl2oQKKatoUxYAdNUIEk1kDwrB46QT3UQ1JKsfCHKlJC02IYtiDAElKayxtyiqMBeiKGd8iE2FtDlNkZ1WU2COI0Oeecc4UsG9vBOlEqNdoSE1SADD/2Rg0kTwPKaSNwllB6zwzDYJrSERAAYJyWKvsspJ41EBI0QEZIIEKOCjDarls3k1dRvPfO2wawZMAEYrgVszFAnLKEERAGNIsBDERVYRo0aygTWedcZ00MoRYmEARqrSNQ0xAEhj2JJ8kSvOF6cEpKMbillEGKvnVVPPiJ2g5QCZ6QGuSzzrWshCjJW5ajpTTgAAAgAElEQVTolQAyBs0KDBgyZAzw3jtviyJM6NYN2g4ECUoENirJE1LLfNp1DiBIih5QalvxU7lv3zpS5IhyxDamUHbTEGJQFZCMhneq0jREStY6UsF8znuYcsEjsYXCNI0GT4aRE4waVhA0JcOAZGtzTFNj4IgtE4BpGgEMw+CaLqekNbeIGAFNyBPUUylF1ABJyAHBF2sCCiQYh2GYALagJKkWWYrmyTPQGYbfAAOQcpRGYRWqCmNaaxWZgQJ/nCYQgAyCamZniHJvLSG2UIMISRIyF1NTNcYEwDJyBgFd05emlJMPtu0BgxRLZ/B1366gDklysgxChN+BBG1n12sZp5zl+TvPGWSJuKhR14EcIDptYaApEaQ1crqq3cAlR8Datp98IIDAXdMTkHPtFR1jqk1fLSRkSDCI9+fH1jTRi2VQghFQggHUwwEnLVJAKUkG2JgWcDLFd9/9Vk6IU2rX65LxljiVkiHWwHooT8JD5UnHlOMAiIFoTnbPjxbtauHHxhkfA4CaFVJlZwm5dYTSpD0nY6kIFmg5/o6cxZIBaBgm06DaawDYaIzIAZJYR0YhRX9TnjSrbt1ME0Tx/J13TZl8ZAjEaFbMhoA0ZcsiyRNiyzjrXINMSLf5sS38mGDKRMWYylmfjoEwQDwkpRgbLk6CIASADbfllNESP/TT1DWOIOu+KaWbmibkSOpBQorWIUVlIIWiVosYwjvvvqspxWlarddNYxmS42QhyB55ggZCYg2kHllUksYI4+oVEkxT+JFqsRwBgEgiwPvIQGPrkcRpGJdzj865ksMOIRTcEVFKNxrJ/ob1YC9w8FuyIEMqQswxBNd20zR1XQeAUfonOCADLYgtm5JwTik7ZwCYZu4G2DQggWECVq70sTT7Dgd1Mbel+oZTjK5bDaPXRMYahlEoyPBpv7ejFVCHxpXNNO0KUJADuGFTjmYaZ8FAB4mR2agSuRbKRCA4wABdGSUKcqPPXWdCyE1jBGHVWYGGqy/KASlYV4+FWhBk1RFhXbrF94YBELhdvVXrIIkAppTCsDtpmhi9c20G2K0yfGlRX8qUwUBu2QAcAYF27Fal2ZJ1nJJECSCAGE0PMirCpey1Hk0VwBnXAtS3pADMugLAxWdBuHy5JlAPlUTEOQTTtZOfOuPYnSsM5t7/DBjXiwgz0DoYgSJKyGWGIUHh1J7mOkuM1VEi2yADE0ybwSa3gDNOQMmQDTGvOjONOxFhtqW4jZrVnh6ZAZC1IFgyBgZzGzjDpQrRATC2Bdg4jjE7Z1RgG2RYg3XhIcVaCIYEmkEtlLPhKOiaBCg7q+UsGDcJZNiRsHHOl31tCTQqettwOZhpT05BolALAyDnPEyj67sYs3MOAHddMbagKOMRDQACNTMtU+OcBYp3iJATxVxG9znnAFU11K5Rx0+CMBqwNW0GjL9C28UktrWUibsTwGyvQu3dbMoR8hMYgJhWDMB0dj43Xc4sWzYnKkzsnCsnkJmCIstMq3BuvWe8xoDIzKeW78eP5FqCgot/YAHgpK9+rin7UKRc24KEV6vL3UvTwDRWRNhwCKlpV0WeUKVnQF1ttkCw1t1fnjAMuVMADF4ZLr/Y1WNAoRlkAIMsabc7dU1M0VgLMFq3+Ab1+Y0FCdSgW/p5sZ0nf1R50iLFaNlALLmmtiuk0rjAAQAxjPVTajsbg7qmEcGqRwamq6ta5GkdzfKEgVVnAGfc+YyBuX7StUX8om3rARsNKcM61ElN7YXUDhIJjYGycjWaoQA1aBqgVcBZ5Jgk+3KDsqUiwszGtQrANQpQiUQBAFpHAJqG57P5AOFqe0XWOscFsBRC2zR+mtpuBbRAB4DIEEo7fQafqAixlZS5MyhiGVYrO0ABYlagm839AvxqVcqwCcTMBHCMsWmanHNKyVpbisPpqNvpm9aDVeDv/u4/W9SsIc4gCzRtNxfV8L5vgJYeWqVgFc6Z8sUPPviDEEOz1DjWPVyaChw7pvODqCpbo9Dvf/8HABN4mqa26+L8ncJZNKuRuYU5AAK55UohhA8++IOUEwDbOABUunPNlH0AgCjBtUaABDIg0QSNpPjn3/uPCEvrxXoYt8yhLA2QDgBHbfxPCFPoOwvwD37/P4Fma4yqKpUOJSwwfNjuQedv180sVl0CIBL+6I//EIScs0KZkETdwSie+XXfWrN0luLa6kEM8C++908lVRPSsM3KhqRtndbBwPtVHieKtkxSg1T8wz/+gUgy1s4gGkAMSVGcs/AKUs5dl4PkpduGZmsIqt///vfL9acpdHON8Q2kH//vCKoQwgcf/FGhKOcsUMtNc5HsalA6pJRPF2JglwB2QPRQ+eCDD6aItYMAxWlpCECdQVRmjtfQYfmHCdVj813bAfj97/9AQGyNzFMajrsMo4rm/arcUVsH5/Qv//A/JSDnrKqAjVmNwyJrjKJofgLQOiCVGb5GQJJVze9971/UJ6QqQSvhzDed/90bMylnx6yaJGdjzL/8ox9STmSaAwgPYeab2HgjP3ZdV45d09Fn5QZCURt1Mgjf+71/FnM9oq7gBHVA0870sLCYoqhA6IPkCS+PcNCzxAIAuWmaus6Ryh/8/vehaos1TLdE4iIZFtlysHxIP/jgg5gFgGscABh30JSf9oMlABDa1gIQLZqmtiX459/7HtWdAvbdVmUP7a1V8CgqKtkY88Mf/qFoWEzICJ5hrf0Djhu3cDFdq9CU9Mc//ENAJOcCUM65nFmUgzsuhHa4CzqL2O/93u+mnGY7lVUVym3bH0ukw8XlFtyalATABx984ENqGrvc9O4Q5TIco+gXoXLk5kCeTDflyRuX+dM//dP7fxrA06dPT09PARhjSlSf2cxdP/ZgAnsLYdHJ0zS1bfvee+8550o040GLmWOM77zzTgFgHMemrfFiOvipq/Z0IuCor3LO+v77/2S1Wk3TVIz315sMRKgDfVTFGjLEBDXsnj57tl6f7S978G1a5o3d+hnHqW0bZn7r6TPnGmsNajtKzCPYiuVYevE7EOYemW6+i6iC2T5//tw5R0RlG4lw1yPQLRhKgIEAevr02enpGUDGWICygNkQ8TIM7sYPE4iKhQ0Rff78ed+tywYrQffT1jlxSbp4QBU9YGrKk4soJGZzA49foY4r5/z+++/fwONiAZEmEGWyAEpkoLjgmZgAnXbcNu99+7vWteVE44PgH0ffth2zefrW241z1lpQGY1xY/tv0sbBG6QKZnMLj1wOvNVae0oAZVgCLBKgEa0xZJigStY+ffr2+qQ/okM6wtosuPbii4iJuKgREXn+/Hk5RHV/q3lZt/mxbdubSn8Ba44SLu+Xvz599uz05AwEw4YAlXLY7i5oKlVC8duRJwVgZn769KkreHz4PuQs77///nrV+WksdFhFM9EdP3PLaRUxlouvbAyePX16sl4dYG2/Y3c2hS9wEtEtPJadIZ0naVOlfKL9X1DngJWxI6rM9K2ZDrnSYcXAIeYKcfEtyVDWrBcWeZJN7Zj02v2c+RXT5NvWvffet61zxuzbOr6WgRaICFCiu+jwXsgrV9GHHIq4vUQkC6y9MZzv0HrgGGMhDu99Aa442g+9ETMfanjvfdO2JWde7r4ccD2C4QZkUt3SBZgFvLuXImYYFp4nkc0XtbiBqzo7hmeTdnZM59fljqimSiMCKUE/JIBN7dc8AoxcMs4eALStQhGiWqnzUHO/2fE/CGQd4QUHvRvLwRpr7eIxKOZxpzU8X5S11F+pqo6iAiOEIVYBtZ5BQINrIGacK2wtbDBp3n97A49fQQUuJHSIR+tcKV0hGUEcqFWghUAjlFOW7FoC3HRNjVPuo8IRgAfAD7D3vm37BY9t14mKORwEcchSr0HLgrLbeMxzfw2rHgSPloBGdkgpunMiWBFAsPgrbxLacvAKgBf6eR0M91x38uMb8bh4okfrhvQRFRGxxtKdbwMg/FbkCe7gx+4rXCcLmI+4O8bonKkDv/av8xcUOSXm6gMd2im3VonZvMYXuov9tTIp9nPiDlF/Uw4wgDJLBnSgkQ6sycNPz1/g+xDKgTx57Sr5CwDex3LAV4pfd3S7Y+q+JduLPP868uTBdANgt9sBUNUYIzO7m/oPsxo4DCqiBGrLFx+asQSQc8acr04piUjbtqLyenzwHLs4WimlchFr7T3BcAZMnGIsUYLdMNTIzLy0/uwjqDXYVcZmKgiiWdq2FZFyU1UFOEm+C/4ZcsJ+DxfiFSmvRLRcbekPdOeiPYgHjf+B3W4EoIoQMzGbI3o96ERfGEQSgFT6JpIREZQWhRXiPQ1QhbjEf3hvTAJ4HR7fCP+d63V4rLcqEfh6W55naDMBkkG2ATFUc3ww/CJo214ECx4JkLSfpoSSDl9+XrPegMc9z8weAQOlNxQTYiqxWgw7f2t4xevWHunlFmXny63xm+jnzvVwPPLrpM1u2AFQaEyRid2i/964vqY8WQA+4Mf6UA9aOQXcosPay/fodS8wjGViSPRlTNWw3c3jYY4hfP2O4U14ZJQRbHtblhVcZVExYffNwUU0gaAiIFKRPNPhITyHony+iBzb08CBXrhLnrx2pSQzHitP3dQcd6z5I8pfX548WAWmlG77TPdxJVW1BCu22+0cuH/AKknOtm3LYY7F6sGMqtcHjo9W0zTb7RZAbdr0m+Heg1BkobNtCV4fv3vXoqUYoVT4C4MK/OVBuLqAx4IP5oD85tjW8t68hwAWi/VNpqveDWRK4txNW+l4Q8rM6zKqO82ggtkuABizD2ot8FZQ1AJuaYC0fOINeHzQuhOPtN/Gmlc9uP2cHSkFgeDtdts1dDTM/B7wz4VnUKUbeKybdr/1GjxiMT6kPsVMDWpAJTlYfXHn3MMlP9+gmWUPv8KFfit4TPkh8oSOPvN15MlSQHibHx+0btDhYgofBqCPHuYGiylaZ3JKs918tN5kULwGj/PVpSSwl7xynaQNKflyqZcXPqBDuiVPbsDzBtPkTr0g95GvqkWMbLe7clznQevr0+HXC4RqrvUbOXPloj36y5KcS9+2hc3K0Y2vfk/VQ2J9bczpKEq5hIMY4Jx1kd05Z2YcgHfMA1qbuYIAzfMgFC5RheUWtL/LHFq8czIOAWAR0Jz1k32iGihTURZoa1D0RvioXv/QBKajmXO34D/41tE7dPSxEvbIORs28ySm42l2ZfSglJwCYpLSo7Z8RAlAKi5XLoJbE0gVbvkM6DhQfIzHr7AOCSnfIDNNoDIzr4THRZKS4ajkSnGpShYypvQ2fRD8NQAu1bSm267evGt7++Z1FtpdeMyACWAATT17QAqOooaNVqs+Qgls86ywb1L+TZD2XFk+uQiLBYCvvG7h8Uaw/Y0cOuvzmZkLVLKXJ/Mox2XdRPTXlifFi/oKqdD9BSq0DCBlZaakMLcQXixoSZkNAXIYeKxrjvqUHaslUW+89208lvwF6oh2uwyFp3oIrMwfZczZ5WId5lRL2+6A6tbzzqV5h082w4P9NQTQDPuaB8hZmUnkUBTvf9/f6+Z6rbj4yvLkwV+IMZZXkQSi4jjzLRLcu8pklrMaIYQYozHmKwReVLX4vIvXH0LA7JjTLQPqZrp2AUzEGIoxl6+nFH4DA5QniwlEKkgxAxzjnQGTg4e6NagdQPYBQJm6AiDKkZqe9SiOwwA3QgIMYJqCtXaapnK14v6/Fn7c7QjGqOVVBERIKUHrkYOauqiZvzSbjKJRyjzQaQrW8uCn5a5U3ScFZIbYQh3pPBbuwIu6E48PXUUIxhhnPKYZjyVPNtuzc4xa2YBICvWGkFI2hjTPJvK94YciBC0ALPYfbtmRC/2/wcC8jUeVBBWoHPiyQBkawyYBKYMJyIIYAMR4+6p3R18XMEror+z8NE0LAA9dr8HjzSjZb7SvCyvFmEWFiFIKuEuezLmGWqnx9eXJDHBVgdjX5T5oCbIwU4oxhAklPk93KJE9PxsDQs4CIohojADK681E15tv/Bo87q1W5aP/vj4L66fJWOv/f9rePM6Sqjwff85W2617b2+zMgu7gFERUURAEcOOCChEBDHql5CoqEmMURDXhAgSQyQqKoqAYARECDsmCgrI6gIiQQQGBgamp6f7rrWd7ffHqbp9e6a7YTS/85nPzO2eulWnzvZuz/u85To0Wim77eNZyQVdnScGVe78vM1t1moelZSaMTL3sS/hTHPp93/aebLNItBZu0IwSiksGKNu08IaWS0prS2AQsGWvp0y9dLzvDKDitLc1ZuqjNaiKJwrebi5azZv3uzecKDrOX3H87zZqFu5gpGmOSyU3NIMc8M0CHcLwZzzxHXMOaAKmVnrNqQEUFbC0uUjARBKuRAAjK1myw4vXIdjgNZWSkcCASNlVVQczPMGnQfAKBigVO6g+3meuyhynmmnnBVSwSJLZ2MVrgWBB8CFfxljnPMKwGyUKgbHQaedlD1UyhRFabtoFIW1BEIQAIITrZQqJOcUULCu/y5NFdDSqBwwMBqUE8YpIwAC3xv8XVa+s4MeaoKcQAHICwwuAEyapQvPIzC0do0xsjrdBy9ujBl8Hqh7Qogt59GarNctIyJO7wakgSGQBoEvCCC8gFBuZUFg7ML9TzOLWceVyao0ZM8jAHil51PKAKuyFCgDS71+AlBlbVpkSruiiaXLMs/lYPduPY+EEliTdNpu3qQrimilzBIDJBqUwRoFCgiRpooLGKCflSHNNE0BTE9ugjU6zwCjpHQrX2vb7+cAKKWcczcF7tHu78GAu01njHEfthCQjoPDGR8LzKMFrDtPtdZufJNcGaDQ5V7p9RJYGClhHLUQhGCU0PJWzoixBtYolSspy1FNC1M567Y+T1Dt8cGLuK66NxroSQCSJKnmce5+ZGygCrsks8Hruzurqs0JoFIKgM+uQwGAEtiqNKPSpf3njkcQFIVi3LMWYJQIIdOECMdqpYo8ByClHpbFgxDj4MxMkmSheczSHBZGaYe7AYFVhsDtaGYtqVgR0O73XdF2PwgAuL8pY4xzN8jdagBNWc2yrBhvLbRSWqnKqaa11kKIfr/PKBiFtSjPpMGar3Sdbrc85Cu5IAB4HnfLgNJBVK+o9qMBjNIFYJIkGQyFW8zO3FzoPHmJ7Y93Q1X9m21C8H6vQygttMkKwzjSbMFghed5xhitNSHEOTdqtRqGFqgLbDoy5VartUgnsjQBDGOk02mHoa81QCG11QZFbqyFm9lCFqWZPI/KDgvrCY8QYq0WQnS7fUqRJkVpGwDQViultTYWnkcphTHIMkWI8ztpqKxI+2legDEuRFEorQ1lzGqDhbUqYm2eJyh3tSHE+j6zQK+fCo8DCILSUQa3jucx6QwAY41UknNOiC0KBaDRiJTUpijAPep5MnP6NYTv3OXQ2hICT3DuERhpitSoop9ocIRRBBAwRhkFhvq/1aPdOORpXpbihLE6zbKeBbhXBkY63b4FwiC0W31/zr2MKfEglAoh3PLYdsXcBrUagFa7CxhrrdJwCHBKobVWMpfKUEoJ5w4os1D/vYDAQkv0k8wCgR9IJbfyK5QWD/d9WHDOc6miWmyBJCsCr0SpdbtdpYpeL3F7Pk2Htf65t7I6asQW6CW6pAFTufA9jTLfnIDobhswYcgdUUkYCACFkmHoA2ZsybjKc+Z5ranNlFLGRL+fMka45+utnznU3HHvpAshxH0IgiDLMidCZmZmGo0GXjTWoiVj1C1mSuhMpx/4vNtLOUOWqSSVcS0CQIUYNpfI7IAYAL1220jJheAe6yeZAcLQS7N5zF7X0jR1R+FAeDcaDSmls1bdsei6vbjJmGWZO2fdeUopdY7Wfr/POXdSx2nw1tqBlJ2/WWS58pgTIcYTVMncAszzNGAp63b7IBBhhArT4Hk+AM4YIaCAKpSUmnNeFEWSJG5GtNZRFC30xCAQrakpKoSlVGsNJYnOABNGkbRUExb4AYPpdVtxrZnkaiERoJWqNxr9Xg+AkSrr9cFYkaRpPzOWMO4RymdmZgAwxhhjSZLUarWSKE/JgQ9Oa+v7otdLhGB5Luv12ryPm30Da6V05xiRKpdKWlhjjDY6igJ3fve6Wa3mVuniN3tJ7Y+OBTrlea6nRxtwYUFzZTl32W0QCwdRnb7mPPtOm5uZmRkdHS2KQik1mOYkSRac8tL2Aizp9fpRra615YKhrD0NChgDV/S51Z4eH1uyVXRh1l9lAWsIpXRqqjUxMQYLVYCLymHunCXGUCZmoxelM0yiSOAREKZRcwUeXVCPUcAO6QGlg44OQiAEeZ70PFEjwpMqEzwwhvb7Oq4zA8xMJWNjEaWwVhPivJRYqP8A6fUSAHHcaLU6I83G7PXuUgOpjNQqiDxGoLXljvPBKKgCnIF4GkIBWsGYfs2nxhZQhomoTMwo3wKWwLj6Xi42ZgBqNNFK93xmgEDbWruNmoAfQlMAxhWtDvxo3l1XFIVjdnCfhRAD0oeKEMsCeDEQv7FFZowhfmwJim4rrDdyQx3AlgIcxsqioIHHQKyEMaB+OYpz+5/LWp6jEQIEqVaUGY9SwBKIoSEdePwslLIgGoQJf2qm0xxpWAJtEFKTJN1aVHfz3u326/HQKbDlPGoUCVggWdjJTDOgHBLpFIJ6h8RTGcapbQoNkwMc1O8UMCqv1/wqImjSpOdzQQVPOp2o0QSheS49z+8neVjzpYQvFtyPSZJ4nsc5d1kH1lrnmInjGNXehMubrjLSth7/PGn7UQBwbYzRKKQNosDVmHVToBQEgyyUKjLfC4nPqo2AMgI9tJ6zLPd8n9CS3tQCfOHzxBVKdVExrXVRFGEYuvXT6XSckeTW2EvBzXc6HSfvMRRu3LBhw8qVK4tikIk/iJrP2deD5uLQMk2E4GBEF9r60Uwv9z0eeawCOimZZaLE9JcJ+DOtTrPZcPnWg6cPUNALJnFZAythyMZWOj7R5MaCKFgFQ3IapBKxD6OkB2kslIgUEM6Gq+c2pbXWznE1tPEpCPpJFkWzuedGaxeHE0IUeZmrrZVijOV5zrg3sLNdtC9JMmNMHC9wpBsLQoyRaZrW4giw0zPTY6NjALq9Xhw309SpeoBFnmNbkuDnb3+KFWiGPpQuafeztbbQlQNqgS+naerYBZ3/QSklpXR7zPM8J/Oc7hNFkZwv6OFakaawpj2zOa7XKaHOF5Rlmgn0ejmAfj9N05wxNj62ZPZrs/pmud+UVgQljqDZbCqJbjdz9Ge2QlCBMCf/XCO2ArWYArYAkVMbn9MAFUgUUlmGm9M0Mwv3H1r6oU84h7VK5oDJc8Qx6yZ9APV6RAiklMYqAGpwm636D0Bp6fk8jmNr4eRfu9WTWQGCpNtXylIGL6B+6JWUuC7ap4uKHUX2WtMKUARUwPNr3SKjJaXovG3IICWuN0bDAGpq43MWiBtw54zSRhoFIPAXXLCes6wrNXwg4Yb9ny+lEcGY7/fSXBuEcQyjGUUq0e45VckQznlFL2zyKmywVf8ZRxChSAANT3BGOQagedc1Ug2+tbAA54TzdrsNYGy04YLFUmsD1KIIMP1+P89lPa5NTbXnDKF7cjmPBowgSwhQC2imrDUGWQ/WaCAOEDgCG6kglSUIfMQ13wIvbJrSRgImjMKk3wMQNRoyTWDhe7421gt8u6j1prUOw5Bz7tRwAHmex3Hs5J/W2u3NTZs2LQo6MH4UZL0OYBhlTPAgCgxgjAUw007T3LjzUAjOKaMVpxGxW8q/IkmslkHgu2e1u4leFJGISj1yIlxK6cShM1AajYZTp5xVt4ivbJCd0mg0nDXZarUYY87iWbZsGQDGmPNLDVxWW7dCmjzNAdOb2SwCAaphJIHWQBT73GMayDWkMiDUyT8rpcpzaAOL0ZEGBZw7x626PM855+7MHHhEtx5/22uB2uZEUwGWoOjMIO+6JAjmQwOqkKCGEttNJBYJuFHKPM9ICWvTbtfNCIBuL3NzqqwbLlPFYqhzugAwRW5kAVjf9zjjeS6dF9ShXcIwWFD+ASCk2+lQxmpxlCaJVspFebI8q8f1LM/C0M8y1W5lADzvJUSbX6xtswhc6IlWysnJydWrVgVB1Gp3GIOquHfnbY6TYmAIfv7zn/c8j1TtzDPPBCCEiKIoz/NFUte9wAcxzbExl6BzxhlnBEG9MTLCee20005LMl2rh9qU6Nytw41VM3/7tx8h1BsfHyeEjY+PH3jggaXcJQCgjHVs2xpWG6u0sRbGwiplZQZq4TH0Zr53yXd97tX46MjEdkuWrwp4cMHXvhFGMdhCoDtjrHKRKBAShv4ll343imJK6+Pj45yS0fEVN996FxeCUJqm6cLhZWOh8zz3hPfMM89wLjwvItTbfu0OK1euWveHp6JGjQvS6WUGoBRSWaVcUr4FVJnBlnRu/8l/N5rbb5pBX6KTZYEXd9L+248/4bOf+dwsIGFusxbWANLYQhLAZ0Klre9d+p23vu29k5sAABKMUUq5sUabBfOuBsCWIAiiKOr1ep/61Kf22muvgQh8SZg9a2S3c9nFF++3/wFKWxhdpMnXvv6tFdutmZ5p9fq5ewddOWSpYDDz9/+Vex709DPGCwECaYyC0UZzxssBIENCq8r/+9aFF67abg3nwdPrN7r/CwQDMLV5Ks3Sv/mbvwmC4IwzPj0x0Vz4BcwPLvpmLZ7484MPMyjzNVGPjz/y8KOO/6sXnNfNmVGCGg1l0U0LAEuXTDDKZqanZZbFIyOtyRfO+PuPRbUmp4xSsnbtDtPTLQDCW3AMTVVviRAShuEll1wShiEhJI5jQsjJJ588MzPTbreXLFnyIgjSSsC86Y0HeJ7HKfOo2P9Nb1y3fuNIM/R9CiBLJZxNo+cLlFgA5qyzzly5ciWnghBGKbv44oulQbGwC1NKGQSB04CNMUEQtNvtY489ttls1mq1iYmJZ555JgxDl0qxCGLCyRtK6fbbbz8yMkII2XnnnQkh2223HX299zoAACAASURBVGNsZGTk0UcfdR+63e7C3ilcc9WVhxz8ll5rJh5pIOvDamS9k9/1zqOPe+fzLamBAiAMhFNtYYyF1kQIa60DGP7bv/17HI84P6SzyH3fz/N89erVn/3sZxc2Ye2Prr5iNAyefHZzARBCvDh45N6f11j03cuvSwwUEEWR3LTx+CMP/+rXvjm/Y7zCHd12882BH1x5xffDuI5CesK78447lixf9vO77s0K4zCfmSwskOd56YWWCtZQwUXgr3/qyeOPPfbPXv5ypZQL9bVanaOOOvqAA9743HPPLziRQL3RgIWVKoyin/70py9/+csJDcKwQZmIwhol7Pobb6qPBFmxNQrtj2l/jBVoAVha+Q4rTJ0Qt99++x577LFs2bL/+Z//AUAp0oWUlarlee4iQGmaHnzwwf1+31r74IMPnnfeeT/4wQ/cqbcYdQuMTFNoA2s2T27aZZdd7r3vvn6/22q1Op3OihXbnX/++Zun23EcFbJw3up53wbA0qVL9977FU888YRSxbPPPlur1das2f7W224HAeHggiitC60ICKWEMmotKAXhFKZAWcnFPL3uidcfeNAfpqY3zzy3/vln+yb7wAdOs4BxGQVbNQJQLkCJynNTyKLIKGeHH3bkTLubpZkydmbm+UMP3Q+AsToMw/mkQHUmg9Si8K9O+6vdd9/9wQcfzLLEmmKmvemCr3318KOOBNDq9C0haaqcxUJKn43RRV72n5qNz29Q2hjAEwiDIIcMwpAyJrWaTwM3gClB1IxWIRZDiX76qaeYEBNLAAslrbZWQWeyKBGn87WBeus0D2d8uLWxte2yiDgUcWxUYQlLcwmK3z7064988PSvfvVrjdERP/TL6Lpx3nMDRgAzb/+DKFqxksIi7ytOKQGtwBzGDhtt1TgAoJSuXr16fHz82muv9TiSCkcyMT52zz33fP/7399zzz3dYu52tz6Cy3dklIw12N13333p5T+MQp70+4DxBGPcG2sAgJESSkProrCMoBZ6GpBKSyVHR0dFEBS9ztFHH3377bfnWU9pbYw97rjjVixbfu+9DxULOyOEEM5D6HQRxtgRRxzR6XSmp6ellI899tjhhx8+7Bhc8EaMUUbXrFy+fPlyWcjpbkcauXr16kMOOeSxPzwDwBgIIUAQxnXCOdlybsufPc6JNcrKosjWb9jwL+eec+YZZ22daTDcf6VUEATOyam1PuWUU1544YXHH3+83+9fc801J554Yp7nLhFwES+o+68kSdatW5emqbX2Pe95z2GHHdbpdLTW7XZ79913B9DpdOr1+kJWNQWytN/rthklqtuCxwGl+10KS7k3NiIMkCkUgLTICkWZABedmZnKHYp3HPf2er3+ox/9SGtLCJFS9nq9J5988tlnnz3ssMMWHAWYg950wEgj+Nnd9/YNer0OoDY+81TIcN2Nt4CisG6s2F13/HzVmh26+WKwy0MOP/zYY445//zzN6xbB87B+Xvf+963H/eOffbdR3g0V7AV1MXzfQeuDuMIsFmnBZjVO6w9/fQPrVu37tJLL3U3fO655x588MFTTz11u+1WLPhUi6zfByjhXCv55we/Zd26ddZk1hR5nlz83e8AWLVqlVIoihdLGXlp7U+EwwAoF63O82uuuebUU089+uijf3DVDy2ggWBhf7tzOIRh6KBNvV5vw4YNRVG02+299trrda973RVXXDHQyBZx4IgwVFkG4Od3/mz9s0/fcMMNRaGCgIUR+9wXPv+JT/z9+FjTWnDOoyhaJBK+YcOGJEmc07nRiG+88cZDDjnke9/7Xq9fIiA4Z6RK3SLAQIQQRqEkZIHIGx1rTk5N15pEGvgeAPQzM9Ppl4rzfFLQDR8XggrBOW+3288+u4ESpEVmoDmHlBVsEYugapDl2de+/rXLL7/8tttu23PPV7pSMgCOftvbHv3f3+W5aTZrcewHIZfKKmMYJc4ENDoHNIyGz+uNOKo3UomZPgzA4GmQXlrG4ef1Q5XCyIIxrqEVChoEo2NNo2EM8gQ8cPjnxSYRKLHpvu87X5yD5G1B9ODMlEVuAgBZ4pxdhJCk1Xrf+9737ve//6i3HtWI2eAAnTWmbfUCW/W/0+71+zASfo0boIDDJdqh+F/Z8YEiXa/XJyaW/uM/fuKCr359pqOCABrop30AX//61z/4wQ+uWrUqjuNut6jXF3TEGWNGRkb233//Cy/8xuTmblSrQStHQ6iBfgYaemAE1aZwcWrBmeAChBRp+sUvfnHduidv+/Et1POgFCy+8pUvH3rkkRdccMFiyiSAShGp1uGzrlJ5t9v9yle+cu+99959990AsixbJA9vZtPGfz3vvHq9/u3vfAtAvVZL0uJb3/rW+vXrr776alRQwKzfhzFFmi50H631rrvu2pqZ4ULU6vGxxx576623dpPF8jec/9ypUOvXr7/++us/+9nPLl26NIqiN77xjXfddZeDhr4Ud8KwjyrLstHRUed7rFBpicPazHurMi5LSOR7YRzxWg1WwxgmOKzRxiqgK6vqPwS2StF1pBMu/LZy5cp99tnnpptuYowopTzPi+P4G9/4xp577rnnnnsu3HEzsnRk39fv/d3vXcEp4jhGnl5+6UVK4+Ybb3x+BpTAGPziJz8eicXBhxxBF1kPFrA488wzN27cePnll4OQSy+6aPPUzOf/6Z8pRVqU8zg6UrcWxhpCqdHaKgUgaDSgFax545sOeOOb9r/sssuKQvV6ydVXX7169eqDDz54kZE3Ujs4m61SFZ2k6HQ7Sqlzzz33nHPP3XvvvYxBHKPd2mZuiK3bHyMCCQCiqqRox7mFp5547PHfP3rAAQe8/e3H33nn3U89vYkTDOmKyg7HDi0Y4bAgFtamudoYNezo6ArYej1uKqWazeb+++8vK0i3WsiBZiks5WEgO9Mf+eBff+7zZ4+OT7iSqtYgCllhkBWgxDBiUS2yrd8GQL1e9z0v6fcYA7TiHB867b3X/ujqJ55ZP9XTapZh2hBAKWlBpDYgAGVgDLCwuj8z43meMnCutn4KUNps1PpJtuBQKwNpwBiIVnkvDj0WRZlBzQt0oTRBYcAIHGdUCYgpmakdHMk4YzLwvWuvvuroo49+w34HpP2EMTCBTqL8mqcJmKAAtNQM0HkmKC200ZYAXMQjAEWWQRcost6mydBHswYFUHAGQSk3C9M8EAJboqMZhxAgsDKd3pwRmnN4MUAhZc5AQt8hQucfh4Fsc9LLJXuVAP2X6O93EsH3lUwaMTXIj3/X+4PGin8+55xa4MpJwiYFlOal+shAOAixyg3hoP95OrOJRDVSB/EBijxPfYjAiwplAF5mEJZ6CQXlAEXWYqbYMNM54rgTkpmN/3PDNdoCgOeH6zdsuP32209451+EYbh58+Yo2lr+0ZJ/wXJC/KXLVnz5X8/57UMP3vmzOwAgy7gl0loN+AEAhsKAiDCaHck06RPkQMdjxYXfuOzv/+Gf4rElWdIH57BKqeSYtx121Y+uf2Fy4Eo0c/YjjFEwyiWG5rnaGNat74/KIlISo6Ojy5YtW7VqVaPReDEafjs61vj3L5/7rne/L4gnEqlzmddDOhp6n/jo313zg2unZmQBWIEgDkHh+SHmZFbTcmVbUEqnpqYajTpg4lptZGzUEjAqFlICrbVBEOR5GscRYEbH6tvvsOrCC78GoN3uArAWLiLoeAEXfAFrnbHY6XScZRlFUVEUtVrN5SBaa53/swyIkqoORpWHV/4hTIO0p6cdshNUI/bytC8tDEq4nFLgQBwIGGuUjZujST/VygCGcXPsW//89v++edNUS4NbYHqmfdW1N5zxmS8w7g2s8MqTaUqCYgKEwW67v7y3udOZAZDrdOap5zZdfMmFYdSYXD+pJShVP733od1e86bxEUQl+9EA700rOi2jihRUv+KVe7zj+OO+9OV/feoPT5x9znkf+vDfrl2z3ACBB2uRF8YNLAVRKqeMEc5VlgEUjGfdHpj45Mf/4bcP/+o3v/rlpk0bzz///NM//OEVK5cPgiqzG7v6mXoM1uoiI4xZVQAIgzDN0ka9efa/nPPo737/l+//f4yVWuxo809idXBtm0VglZghgUJlCQixuYFlv7jnznojiOPwta99bVwbffihR9OiWhswFtJAWjjvrQEMyQEFaolRMz5/LjXPFKZpCaPAnT+768H7f7nPPvsGQZDl0gKWsPmHDBTSIs9lb9LkvZ12fYXLkKJWa5UbwFBQD4CEzawlengDzT1XjdaB4ChSmAKyi6K9754v85m5++HfmjrLAQkIAlNkDMajDABhvJ+bsgwapdB5jcEo5TGAwgJ+CN+DthgGUM1plgIhCguCPO95gY190yoK7YFoBMxrZyAB8rxblkmCg2JCumVrJYyy4ADb9MTjD937i2OOPd4AgcedxUh8LgEJEAaZ5R7VxMiQWwooTTXhBXyLCJojqEEbYQrPZ45AkNmSl6vmx1lSnRqzhAOmSts3RCAvCnBKwahhyJIGNQn1ZoCUAQQ1IQRQ5KoseTFfY4x1u10AnHMXsnU4Yfe+5ewTbMmKueVmMpD90TpNe+vOPOOjt9750GXX/rw2GhOAAwEF8WuwYFZSo5RhlgoQEIFcqrL/liJLGsTknngqLfsvrOWwFJQS37hZM9XyI0JBgFDQRPWnMr85smbZAa952bUXnycIJKBBvvIfX91v//1f87rXKiMbo7UkS0olhgy/AoXlgJ9pn4hwzeol//C3p579hU/DGJjygEmBArCEwx8BRJF13QGQJIhDH7aD/A/PPfdwHK3xg537OQlqNWgJkgve3nX35Ub7jz3V1uUDpYF2MWjAwBpqQXMgz4FO5E9ab7LV8w0IYyiKYnJycnp6utfrBUGwWCaAVZ1nH+tNFS/b7XWpAYTQ1BD0BPp777LH7379qCIiAWaQZMjddG11B1eCklqr40Zt8/RGwN7zwL3nnX32577wz4Va0AFLiDVGCY8BWqqk2YjOOPMffvLTH4dBXRblOyd9CYsoDLXaYvubwZ9BNogLmjgEijMHnRN7YPk5NjINq2FLfWLgILdQlkIEBSXWKAQUUMi6YegryhXQTsGAmIMrCaNgDKVMKfhRjTAKSKjW2w7eyyP9G277b81hgAd++Zu+8Xd+1esJpyVGGlCAS62HdUcCB3D8ie/63d33P/+bR4HO/Q/d9+uN3Vcc8NZlUeOnP/jumOhZJD9f11u991EcCJTkkOVYDLgkCUAsDyiQE8+e8+Vz+2nyZ6/Ya8WKnT76t58oCjAgzy0jCDxqtXX+G5cwDUJ5WANhICJojoOQfV7/uuOOPuJfzv7sNy78jx133uGYtx8nLVSVQz2LxQfKZFAYEEugoXLCHNrchkF83wO/+qd//tK3Lv3eyFgzKWAAEKgXhUi9hLbtqfEcxhhjGcB5EMFa4pHOpheuu/6mww4/OozqtZq/y05rLvz6BZ43m1NnoOe68Qw4kAOEMmGBVn2U3Xf3/WOje4fhdocfcmgURW94wxsARFFgAEbJEPx8MGQAAO7B9/v9GcGxebrNONJCa1P4HktzlZUBHAWVEFLRSc1Z/Q6PTbXW7VYratZVrwshwEhr82SSduPmiKy0LUKIIATWUErdqvd9D2BIMidxIs///UMPLfNXrWysGQmWHn74O7CA95IMhr6fwq9pC8/nkEnW76577Pcrm2t9LgLO/+Kk96+f7Pu+hyzbuHHToOPVh6rgGGivtXnp2EjSzywgZf7R0z/IvWhsfHnIR49820kAPMFAbDYzxQQngPCoW4iFBsBgKSjxCCnS/g5jqxp06WhjRcCjgAU3Xn9TWRhhiHDHlD87Unl4oWeBNMmgDIyJhfDq9Q7QymAdZtKYwHsRGPog6Fur1Xq9npN/cLwPi0DXhpsFTD7erD368MZvfu3bhx19zNIVhBMYoEgABSgFKmAVpdYyolFWB/RCboE0SaAMrImFx6IIEVILEBMEAbQhFoPyGLDOBCcWtNQJqRqpedHokk1dfPFzZ/7ynvvvvf9BAJyyK674z7cec6yUstVtJXmyIBzOAha5Ipowa/L/9/53T77w/Pcu/CY8n1oEcT0B2rLyrBj4PmOQAMLQLTIJ31BTbHh+etXql/kBc34P2W0BOeMGYH44UlkNBjAVo5IFbG8qAweEyLOZHC/0s81jYys9gU4PnU7nkEMOOfTQQ/fdd18Ag4jgfM10Z6Z233Vi6bK1oMhLEGAOoleMLYlZDRxtDUAoaBiDYihTdFaPoSDoZ+nvHn1k5513psx785vf/JO77zrwwIOa8YIO5CRJKEVR5EoXgrNe0jnppHc++ugjQRCuWb2j4I1uR0aR6HaLXi9bhLUkz3PneRtkGaZpukjs0wKz9vSQNpZkeabl6NgEYRzaQit4XpZljnWwEYIAzFhoBesoiGAJQKGtAVGgeqThv+XAfa+77rokR5bZa669bs/XvG6nHSYMkKTOO1I9reT/hAUBj1Ztv+Ouy1b0nnsGunjkySdec9CRK3dYecRbDtz4+9/Cpr95+Ne3/PyXx7znr3rtxGOqqm+z5TwCBtBKZ1ImP7j6qlTKPfd67dhoiaWNfMIoKMAYsUalWzq0Hc0bBajniZNOPvHG628+99wvf+xjfxeGgdbzhBNKXw8xRZoaI6nnQQhYA5kDTCv18X8446hjjz3l5BP7mfU9cIZ+N/3TqP1m+7pNzcDm1hRp4Sn40AZIQbrPPfP4rT/+xSFHnWwpB/CXJx/5wN23PHD/o/nsW84jrHUBuDx2sDyXBxx0UK//QLv9XKvV2nfffZcsWfL88xvTNDd2MbpV2e9DKeH52paKm+cxzjiA0OceQ+GY9YWvtS1naj7FoVEfGZ9YmicFrzcBJjs9P6qvWr1muxXLXWZg6TGodEBCYAHp1o/wQRlA293ey1+91/rk2Rc6z7SzyR/ffDUBtF709I5iGEMJJaAw6Hb7r95v3xfSp3MpM6Wvuurb2y2tySyD7y1btmSR20wsXeZwbhbwwvD8Cy6Ynp6emnrh9I//o3L4N0phTDA6hsrBWEgQx3LiXDqG9NKsVq8/OfVs30xOTT4vVTI9PXPYYUcswsTv8AUO9CyEAKUgrN3tG1VEQBxgEJ4hhHQ6vYXuUxRFEARJkvR6PaVUHMdBEExOTg7j7wkhC5VPq5qBwFNPr9vntS//1W8evvG/vvexT5wNQBYII0CYQZ17WUjnXCcE1pZ0cUL4IAyEtnvdyedfGGVotaSDvzvKLj0ozUVKfJMZrCapJzdPddut5U3svPPOWuPHP/5xpnHp5d8vcvXuk98T+rV63NTKApilWR+mXiMA4EdhURS1WhyGtVNOOeXMT58l//B4LYqNLAKgIUAGvGiEdbrdvICj1USugHh8YkWmOk88+TspMbV5M6QUjWa306tFI/C9pD/Ix9iCeA/xeCC7FoAf1DVIrVa/96476vW9JyZWLlmy5Mwzz7zqqqvclY6taaE2Nr7kiSennnzqD9q4HL5SV9+0aTP3vTxBXBowDtq61WxWv2g0GitWLN+wYYPW6eGHHPqhD3xwpMb6yYKiyDknAz9wuyCO4tAPly9fPjMzec89d++www7N0ea6dc/X614cL5ZKNgg/Oy4SSmkQBItKfRBQgjmlY0DQbNaTJOkmXQsCDfAAzC+UMUo6rzd1bC9OhS1z9i3KiAAFFWiOn/AXJ952y00qN4yRW2655cR3HAcgLxCG/iwoAQB4SXAF2pekPjLxhtfu/MPvfwOS3XTrPa99wxsLg5NOOPJn/31j94XpB3/12Jpdd9pp1zAKfN1PShtgq3IC7XYLIJyJJ5988j3vefdrX/Oayy+/bGqqADDTSgAYi243BeB5ngudzt8oPfjggw8++MDXvOZVxx33DmWM4EjzhSlTopAyARCdptDaUep89atfve+++z796U8rjSggFuh0E897SRVFXrRtqwjUsBmFZT4UYCmDKZBMXXrJRb1E7bf/IVw0KSEfeP9pSad3y20/Hi7+tGUzYDWAMaMU4PXaydNPr7Mu1QP4whe+YIy54447wtCnZLESVSKugfCR0fHA9x955LduTRSy2Dy92e1yXZSQB6XUwjNFnnlmvdS2n2ZuPYmR8V//9pFN0zNr16xx2f3DiqPTCvt9F6qk8HwQDstFGBljiAXFLBrWGPNiGA4Kh5vww6XLlj31xJN5Wp4SggKDqMNQXuAQqUYpk+vNUcLEddde4y5Ved6Ig0Bgampy1113breTLM1BuauT4HmeGeQjw3m3CSjnwu/3+6EHWZQTUa/X0zTd+ggYXjf9ft8NiBAChALMD6NOa4YBuZxTVcfhPOdt7twJgiCOY86507532mFHSunWoIPFKglwWm+OJH2z0467/eCHl1/05X/66U8fC12SqHMWWQsihBcYYwppAPT7yVD/AUv9oDY+1pzuY+moGBkZm5meBlBUcTTnhJkjvQAID6BLJsY2tYBa/eKLL/jS2V/stYrPfvozH//4xymh3V7Xkd3kuaOjm9vt6laexzdOTvpetGxi2Qc+8AFjzHcvuazV7fRaMxzIXZZqddzGcRx4gIExGn4NCFvt/JWveFmh2p7AxPhScApL6o0VP7vjF+i3d911YkEVwkJ47iikERpG2Te86Y0bJx/Isg3GmDPOOMNJPq31+Pj4QpMI0LBWX716/Omnn+YUGsjyDNyH0vc9cP/2229fyMwADDZVCbwA0mLw6nM7ZoyJ49j3fQv713/917/71a+++e3L4mgxCODU1DRAwrCWZrlb3W7l7LbbLldfffXaNavvueceB2Cemekuoko5hc+xBADodDqLsFORkuhw2IsIAFIWcRw5aip4ERSRGzv1xviyJRO5Lon3fcFQklMbkKp+ltNOCAXYm9/8llCwu39+xz33Pvj0unVvP/oID5hltp0tSE+qEAMVYhSEH3Xw62+58UftmfTO+3/3+v0OZBS77bxd2pm+9rpbH370iTVrVhHA9xkL46p62pbz2GyOdHsdABdddNHq1atvufXmkZHmN775dQCjIxEASlCvh8YgTdOF8xRdwJPvtsfLt99+e865oNQCQnBs/VSHSytpKTULQzAhavV+p33xxZd85COn7/Gy3dxB2O/mzXrkeWLhJLdtaNsOh1EZ4VQ7LybhoER3p++64ydnfeHsjnyh3W9bq3vZhr//8HtuvunWme7gKVsNNCt5XSgPAFGvj65avTzpQyn4UQAgiqKylBfQ7nQX7I+1Mk3QaB7/zhPv+cVdaYI8zT3hjY+NGwsCxFHZAcZYxdOyRS03CtA1a3fo9HpjS5YCkJk0Ul908WX77X/gkrGAzZYvsqXVAADwPBH4zAI2VwAHE3FzTCmV9OBTBB6KAgQo8mwxDBqhINBG18IaCKanZ9Zuv2YkBijyJFUGFGCesIUccEMMOj00qga1+tn/cs5NN930y189BK2571ugKLD9mlW/++0jzWYUhCEAnWcwRkrJq5i8NlYrBUJBqReGS8bHCOB76PdKeTs6Ojo9PT1v32k5Dp6ju8zzHKAgvNYYXb5kjAGqAADheQ7bsgiNexAELnPZhZoopd1ud3p6mrpi9s52e9FGgDQrpAX8ItN77rn7Mae885ijjkj7iGs+GIVKbZ7CcljqCUqJrfrPZ/tPvVpzROdZzUe3pwGMjo05GnbGhpgItljPloZRrPNsJAa03X23V9TC6KxPfmLDU8+cdtrfdHtpPa5bS8Kw5jjSFup/r9dbsWLF1PQ0QCcmJj73hc+f/W+XbW53lk2MM0DnBrDCJ8ZolUvHq0kIqOfZVMHGS5evfevRh/zH187ZtKkFUDAGqWRuf3zb7W878R1Lx+c/d0q/fAAA3XYb8Kxh69Y90RwBSEk9unTp0l6v59yDix09jdFXvmrPa666st1yjlUBEAj/hptvOOKow9ZsFwhgOt1c4y49ad45pQBJkzwMalprCnrYwYcec/wJt958S3XBPHp1v993spmAOG+dtlpwoRQ8H57P2+221i7pDqOj9YW6P6BlGKQ/RlG0kNQnoHTYBKwUI0uw/drtHv/fRx9++OEkKwAGXhNLV915132HHPSWGivhT2Cs9Co5p6vzNlFaEhkRXl+2/C9Pedfll3znyiuvPOLII8frTBiEvqN0KtmOGIwG1yh7q4BOp3fQAa9cOY6LL/nPJA933mV3CowtHz3oTa+f3NS58qob33XSCXkJ1KCwbGsTEEBRyDCs3f/AA//+7xd+5zvfGR1rfPgjH/jMZz51x8/uAaA02p2+tTDGhGG4MEKYgnGZ5EEQCOG7YL8x8OiCgodQah1RopuqojjrrLMeeeSRs846S0pJCQwQhn6nmxCC+ZLctrltuwjkISykRZqX2NBfPvjbRx554dDDDnl+o/I8pGmKRJ30zpMfvvfOp57aUIbaBoRiw8KAoEruENObu1oVhIILADj99NMbjcYJJ5zgrmo2FliyzlSqN6DJmZ/69NNPPrX3q18Xhr4FyfLiYx/7x38//5JeFwCFsYSQBTPUgW63C8snJ6dBhPBrJ53yvit/dN3lV/ynN6idWg4YRUUQ7AkAKApFmABh6BfPbZgaGWnUAiQZBEHoodeXI81YabXQAW6zAoQzSvppD2nmh4FMk01TAOBHoV8OHCG+72yjshflADpt0bh+HHv88UcdceQb9nnd7x77vZRKF8r30G7NBKFfFFYrlXS7LKiBUs+bzZG2WrKwBlDkaqbTnZ6e3rB+igAjTWEtsjyxtiLqHA7Bln0gqHhpM6kYEwBFKp99YdPUC89xoFkDYwQWXAjHY75I01o7i3NychJAq9XabbfdKKUv5vwcHk2KqN7pJ3EcC8HWLF1z0TcuXLndkiOPemeSAJbBpyRgDsNAAcEZAFelLJOGMQZCkchnX5gMBR3laMQsyzIrlTHG84Y2CxnoRNXPVChtk2434oDwl+/xZ6/b6zXf//a3mJdB/wAAFStJREFUjjvhhFoU1uMQwPR0a9OmTahYP+ZpxHiBSNM0DGsWpBbV3veBv1mxMvjFg/879cIGD2iG1FFsUI9JrQ0sBYwGCLRmsDWI+tuPP4rR/IxPfKI10wZBmsuTTj71zp8/8KUvfn5gu87ux3LciGNnA1BvTgC+J2pLJkZmppEniKLIET/FcTzMIzpfozD0zLM+89yGZ0879f9RwKcCoIe/6aCwFv3d330UQGHs0nCcgsJYeHPPn4E8JmCM9Xq9LMvSPAfM3q/e64477piZ6S90YNVqZZbexsmNjLIHfvnAPvvsOz3TcufJ5ZdfrrV8y1veLASSZLFKApzzIAgcRyOAoii01ov4fskWOL1qqR705gP322+/j370o1FQ6/dyWHHOZ/9lYumqQw/5cw+gzvfp8IHOk1TRPRNX7xaAoSD0faecfM1VV3z9Py449dRTTZ5RlVLADEKoVjv3/CDJXQL1xsjIHju+7rWv/NgnP/XqvfdbPhYwAFz/xTvf8YlPf+75Zzfu85pXj3mYmWmj0AtkasHzfM68sz716ZNOOmHPPffM0vRDp//V29/xtgsuuKCQ4AzNRo2Q0sezGFsCpUx4SZanWVavxRTgtCTcJsPihwDEADTPskJKKgQoh9GPPvroz372s29/+9tB4EeRn+WWAYKjXo/IEIH4n9K2UQRaBskAJghqPqzV/cnO7/+wcbfddth77z22W8aJi3OEE7u97NUrd1h7/X/959DpRat1YkFQpBoC2mgYCwRLJlbce+ftSyfWMtbgjE1OTj700ENC8DTNe/0FWYgAwFooC+7VmiO//vUv93vD6ylhlIqRkZH165957ynvbtaxeXozKGeM6NKw2UKLpBbUC8JH//f3u+y6GyGMME64mOmmtXpEAGId06mB3hJIA+eJFB7AQfy1O+16/8/v3C5urojrtWA0CBrnfvHsvNB8YdlLAk9nKYBaWENYs4R4gozEAJD1soGvUqYZgCBgqByYpRLnemEN/BB+cM21P/zh1Vf+2Z+9ctmyZYHvR2H9v2+79frrrgo8wjiPGg0jJbSjnQUFYCsQirGQWL5yzcTE2E47TigNqUAJKKWtVqvZbAJbuKq2NOsJIZxTEAIi1u606/KJ0VbHbXXba7cBRFG0iDWc57nneb7vp2m63377RVF0ww03nHfeeRSkgqDa6mwYfuoWf2jeSRvNMan6fsC1pcyIK3/w3V/cceMdt9+14ZlJEAtuwaA1ikIN++kJsZxzB/Jcu9OuTzx4/+pg9cT4ijAM16xZs2HDBgxigVWbg04inAjfF4QYpJNTAPnUmWf4cfzJT36y282sRaeb7LTTTsuWrdDazi0NWsERiQFMEHj9LOVMKG3TLJVp/rFPnqGBFRPjrV6ZjdFptwGEUY2AESDpdQDwuAkbdTb3X/mqPX71q7tuvP765ctWhkEwMrFk8+akNTO1ertR2NlNiNlCOgQE1gACOkthAfjPPz8Z1bx6E2EEAEEQOE+AE34LH3kULNjx5a+anFx39113xEL4whuJR1euWvO/v//DmrWrigwMlgAKEoxAzR+YBygoazRGGBOhH+YyP+U9J1PYf/3SlxZ4ritQo9ud9rKlywG66y67ffjDH16xYgUhjFDvuut+tH79+uXLx6W0YThvUsqckLO1bjGgKIo4jheMdc0j/8pC063O9PX/de2bDjiQUjExvjz0Gw/++tFf3PfgirGAA8TCSAViYLStVpUQMHawrzmYD0122WntLjusaS5ZsuOOOzJBCAOszWdjaQrW2PJEoxSwGgRAa2b12u29oL7//gcwQBUFiF2x/VoRxLu96pXbL60pZUZHm/CDhVRzrc2ll172k5/c9e53v4cyFkQ+CE4//UM33PBfV1119aaplsNnOKV8EQJLWFDOXW536UJIcsEWmHYCPwwcVT4AMPb444//5qHfnXbaaZwL3wubjYZPg2OOPZ4AUsr52U23sW0jTbYFjAGxHViPct9qYoxttUhzpKA0JwgIE4Bu91lcyxlyjToDKUHYsBAEoJAEBJpDAgJgPWCqm2vf38nkMNJGEdHaaGs8j6dZ4QVemuVh4GMgdeaaIyAKSGEpSE0qcAGlM0MorMcYshRxKAHVbhfNRrNET80t+WgrCldly7hjLo0vqAM7aAOPgsBYWRDOQai1RIEYW8YBiJWy3xZhIPspaSwpAAqkmRXEhD5Lekm9BAEOu15hAWJhE01C1k1b9ZoAeoCXY9QAoQaAnCFXps5SYixYnBbWsURWUL4hJUhJcK5yxQMfQFEoY4nwhduhHEh7fV8w5nlSFsIL3LZTGtRIIWCTDvEZci3FeDtFo+HC9UXke7LIPFEhCOysql6SpBgYS2jJZA3dnxa+RCJbzVUGYJlpBmVF5TTNgzBcxKBzUtBxVPq+3+/3a7XagBF7uLTpwjTZCjaH1YUylNcMFRZQ2vqMmAyeB9C+KXLKxioEgLEG1hJXBMrC6t4mEUj01abaWsZBMzkSMCUl536eax6wEr4FQ2Bc9VENeFCk9wKikT6NjUbd9gFd5D6rOWr/Mo2pn+RR5DNASu0oo+buYQMg6/WDuGZBC2044wwS/U0Im1O0ZgBRYMSD1ZIylqZpEIZKgXNKIPMs90UMAtAuQGDjPDeEpZ7wrBVpDle1gls3d8oAFpwAFIqAQlIQwBqIBJi2CBO5RDAIgjQteeodA/ViVXatgslsWpDaWEFgAQaZd6Zr8Ri0uOL71530lydedOXFJ77jGAbrmwAS8ABiSl/c7I42IFqpnHMB0H6a+2EMQCoEHFUV2DmtqjGCNOuHQWispgTaWEYDWEgJp+m52o4W5fhvcQ8ASZK5EMzgTbvdbr2+sBdqIAIdHoWYEtwCAqDd6Y40RjvtxBe+7zMQJASEQABEa0Zd/kRZXcAQOD5xaw0nmkBBFSAC1FOEE4CpHowuTEADHy46Y/qgNEeoK8LrHJTKXGAT+qkd2WVGQVDUqYFsgXqKxRnAASl1LJjVFcxijnNukNsBANYYQhmApJ9GtXq/MMIrAxoMsHYA1BheydX5BgAqzzI/iACqtS2kDAJvcMxWKr5xTwKhShnGuSoywRm0AiMgvCgk5YEC4QzGAhaCghin0G27I3Nu23YRaAECTRRgGRgMLVFxTGlYCuaQjQAUBdyWA0CUnt1ykoDAlNW3wVKgZeFrjMGiqnw862jacmjnFYFEAhTGR1nEoExbptXTAU3gO9wtttxCdHCzQd7F4ApnrROLWRwvoQDVQ18mMLAaVoFwTYQasvHJMOpk3vE0AIGliiAHMkAUaADwNEDg7BQPOWCAcBBxmDMqtsIpkuo1iDvoZkev7MOQujr00ekEEkaDCAtfk9meV67ruYA3zIpAUgKgq19bCd0F8RIWKyAC+JDgt4sMxf9NM7DaTbeFryEq1I9hjtKPGBANywBacR0AwwNjc5geiEhoY7b/VbBEV+M2LAINIKCITQCWkxoBPJ3CGtCanaeU85yVt7UIrFQj7n5mkNB9UNElNdcfryqQ6bwX1WLQAIN2FTE6gIEZAWCpNACsy9kChSFlpZTh/agIKAwd2o8dC19jBAZsvgKwCzZXqcBSUKEIDAyF5gAMg6EgKJhb7zkDuPHdGzoP2OBsqYZmwMVDLZgZBCIwvwicO4yDE5wAHEPb5v+42blqbSU8qgeS0r6szitLoAnMoH6OU2HLCtVUz9mghrprtQHhmgoKEN0HNFisQOFyALcUgUqDMxioFghVbEQBPkCMAXJQnkHAxXxtuZj5lsO+eP4RVaCD0WdlV11bSARuqfcPt7nfdXNNUZ63gwXAQKgdOnLJ7DLAny4CtzGxopJMbPg3dJ5fWjI4Q12j7jC1MGZwpTukLQUJXU/mHNPb0MoclPLr1bhWoguaAFiYnnKoL3RoxgyqqHUp/+Bc9tjqyiouRpwvYnhlLCb/5u9FBRmZI4ew5Uw7ahLipk8PfVYYYl0clsRD/8z32DI8RId7/lK6C8AJwvKphID4Axqe/wsOv21qA4+WBhSxpalFUdn9Dv9GJKBnyx4REFslqhMKIlBFjeesc7vFpLtfG+oeSoRbgU7xA1Goxn9RZw2de0ZsfS0BpSBUVKtxEIK0qCwn4lxhc6OmduhSAodSJk6cEwztR5gttoblIH6JMNzW44XAqRfV8W/Kg4GUwUcKAIrCEHfylBGgwXfnHsdzh2lw1Ys1d+3QSP7/rHYNP6Ky/yoKhyGkidOHyKz8w5Avqtx7A9FtQd3ZP3CMVtuawg4pJYS6CR3cqOR9p6G7OXcDbA2or8t7VvXlmNObhoZnjvyr9gsZyKdh0+AlNes239Cckpd4wL/YddXwmmox//Ftm3MLrVP8La9sNVMqcWawpmGJMaDltM2qYHRgSFlYQgaihQF+mfiwhU7+EhuBcQCrwaMGg1KOPl3slvPtOjpI+ZqVf9hiuGeli8VwOIFs8b8v1vm5j61uWPVqWNkh5S9NZSvMXlDpS7ZaFqjQ+/Ovj/nemAKMlGrYQINbcNEv8GoUxAPZQkP8E9rWM0cW/M9qCTE4Gk0yOJMokIKIat06VgAx3z0ZiL9I/4emdXZYjKubONB4KIF96Ttri7Wqh3+0ACHMKUZktj9mzrdADdEW0NRx+sw6FQdHGiNDqpHdciVbp7+Vp+//196V9jaOw9BHJkGx///HDrqJxf3AQ6R8NE7TwWBHD0Ga2rIu3pQtX0Afhw8i7cM8DACN0Zq1ZA25W7zQICoxnK7ZtXuL/+dhIoL/67yV2n4vyL/TfpDuKXdCRD6g5GPMHTFCR31hBQUgii91c2OhLJqqlFLnmD8EILSLHxHiR/Hp1wNpnfeQnhQsVvAln5YO/kM2umr48WQz0r4u8wTOmkCXqf7i2ea3IwVdGuHOgCUeDcz2MjY/FN6fMHSLqZchvISmT9SNuY6Z3a8BgPlW4YtVDYF1IE/p2nzwBTbJgWvWDpqK3Lsqs0vbZGxpIY/R08SC6xwF03aBZyHQG/XDIyhZ0J+GD5CBm6od6KOprPqUk2Vq5bI+RayvJma01H8GkBKndm0O8gTUo0DiY+/h2ZEYOHIYF8/km8cjEUwsCxrARLjgArnkKLATtAUzhDxGE1GOIR/fNieN9E3JuHh6QAnzwEZueA+0NYFDmiZB0hBK+e/myg6h+Ri4t58sRzZrlKWvS6U6H1EwPG+xqvmSTCLIbk5PcdsNReFYo4stxIZ3bsaNcwauu4wxkJhbr1KntFvBtwvxvoah3vly4N3kPB0Fqq+zEMPmSXT7zIUtNUMA8Elg4AOFfqgzGMolYvmXcrvGXm7kJL68FcGgfyXzUE5yuiEsVlBapCxk9D+rBokKaaDruRH10NnCvk22a31Q5uVpbxqk6e9LlJRuBX1tDMbxfWjV/9oYxVNQF9RzbqodflQBRaMdDBCu7pw1Ww3St3ywzu11716yBgBXtvU2scjF0UmRDjJaA5pFge7rv2YFhUHlrtPmvoRbuzpisY8QSbCE3Ix9Rb8sSQBJnus685FFFSqPuocNv6RzBHhQ9j5J6bKXTOsH3dWoaeFv6d5vyeMRUuawgRsgkVV20vQwMTrjYxnmgjzCi4VP6crKFj4khFcYhEV5w0jsa8MEwScAko+ksB4E3HAlMQlRZ91TSZHnbN0oFNXNKUY8g42gwefh8KKkhjfxnhAQ57nBSP4g3MlzLQIIFuBOuurWIE13xlw2gt7WGSCFaW6KXpllicdiRsVtWnh3toLGyeqYPz9ouaoymvGr7+uKVaP2earzsW4gpm5SbS5j0t02+H6yQ6t71Zupk90yVtXq/ZmuR89oInGzA4kqG7aevf05mNyIzuTdWeIDuDXS4O4G/AO0tZn3/jOwQMbdlAEYxcNHcZrYLrJoQFs6H7cD7iutrifWnbkFLBFlSDpXS3apk6utSngfBI+Q0wQGWsubD4aylhCntQQ/j9RdCjZyVTvud76HvKpwCr+L5UhAIpDF7lVM9E4kIzTdozZYIkq2PjMNUA61QNlOee7XNsU2NPhm08CiZ9zZAfAJ/LI2TC3fb7irpVvsDiiznV7bo1MnDwHhPP1WKd7D27PdJ0cljIUheAD/mu7UG5e4QffF9zKNjfq0Id5JGHIHZFMrfdWl/Dds0tiaSfSBpej7lBsvcr/1zso0rNTIVk+sFO0bncOL+6GtqTu43stGiPBV6x5ihqimC1a24andWXJP5F3J+lPo2hsR9HwCD8gVYOAO3CFAcwO5V0MPIrdOR0RlJWP2BP7Qczo7fDYaQ/R5tSFudxXXoRt6XwVNtMMl/lBxWigfX6HF13j4ORM+dieuNelPtdQK61pC5rGNnj7Df6ON39Rvpwd1iAZ7wsRGKsUURZnFP4Oa+GJY3blH6+zoWs69vTbIGuHXBb/09EJYAMKd8KlD/9S9vdD8ZnKkvq/wtAraxO7bXQydFtGDV3TeN/Cae5VWjIiAqy6jcSSX5VYS1J6gJ4AtrqcejfcCVMuXLgY79/x1WrbqTXM9Q9C83PY4Kf04WLOtrey6IZR/rSl/fBX5LjTX1Vkehdk2hYlVQ1sS9xRc1PAVcQnRSYrJG3ud1mM2Bl8y9WMR3dcsLUb+EDh9o6xwUEn9CdzVTde5yzX2X5Q/8yKZlxAenivlfi9orWTVw5EkQ82USlnmkCkdSUULUTjvYUTl/CXS/pQ+doB51dXUEPuq7hn0UejNhkRl4NyZvAxn42eW+HqqEjxG9MNstgPOs34Z5KiMjId70/Z6HVmoUlqGdXqgD53LIVOzNsmCKDFK68pjoLFZGshElMqdw/YFRSa2at7UxBudexnnnwtEAziWW827JE3X+C22+rxLZK7de01v6cyKJv7Xsxsit+n+5nPqzPjNAv40INRdSk+ArStaj36vAK3/i3graXlBDWS/0iASY/fhlznBzrSoo6myNv7WGaDoiXDuPNVKonxps4zihBJM9bxy+VG9h9wubua8dUWkmmy9WfAAmMrNXDzU4zW0dJY3S6wvrLRAkIm+HkGgxbI08o2C/Zd1TMBxUKg5l3C+DTsdB0nK53d+aMXzKaPThk7eLrDiZymad3NWRyok7OqEPwY95NM1PA5Vk0GtSh8PRYo+qWftlHBa47dpWaw5o5RLPaCvY5QPSDiBd0CDE8tuX7zaSi8U6pROd95GPvxW1Fk6mBC8izdOmsCJiYmJiYn/C/5k92piYmJiYuIHMU3gxMTExMRfimkCJyYmJib+UkwTODExMTHxl+I/SYKM8bcUIG4AAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"**Here is a graph that shows the frequency of letters in English speech. Comparing these graphics, we can conclude that the texts in the proposed game are typical for English. Next, we check our sentences for the ratio of parts of speech.**","metadata":{}},{"cell_type":"code","source":"mas = []\nfor word_sem,count in word_counts.most_common():\n        if word_sem not in stop_words:\n            arr = []\n            arr.append(word_sem.title())\n            tagged = nltk.pos_tag(arr)\n            mas.append(tagged[0][1])\ncounters = Counter(mas)\nnumbers = list(counters.values())\nlabels = list(counters.keys())\nplt.bar(labels,numbers)\nplt.xlabel('Name')\nplt.ylabel('Count')\nplt.xticks(rotation=90)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:34:16.580808Z","iopub.execute_input":"2023-03-28T09:34:16.581546Z","iopub.status.idle":"2023-03-28T09:34:16.938911Z","shell.execute_reply.started":"2023-03-28T09:34:16.581504Z","shell.execute_reply":"2023-03-28T09:34:16.937950Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:f64dd681-9a10-421a-8798-5ade6e8b6893.png)","metadata":{},"attachments":{"f64dd681-9a10-421a-8798-5ade6e8b6893.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"As we can see from the graph, the content of nouns in sentences is very high, which allows us to make a hypothesis that the majority of sentences in the data will be objective rather than subjective.","metadata":{}},{"cell_type":"markdown","source":"## Modality or Definition of subjective and objective sentence","metadata":{}},{"cell_type":"markdown","source":"In this block, we will check our proposals for modality (subjectivity and objectivity) using well-known tools for working with this.","metadata":{}},{"cell_type":"code","source":"sentenses = df['text'].astype('str')\nthemes = []\nfor text in sentenses.unique():\n    tb = TextBlob(text)\n    theme = tb.sentiment.subjectivity\n    if theme > 0.5:\n        themes.append(\"subjective\")\n    else:\n        themes.append(\"objective\")\n\nlabels = [\"subjective\", \"objective\"]\nsizes = [themes.count(\"subjective\"), themes.count(\"objective\")]\nfig1, ax1 = plt.subplots()\nax1.pie(sizes, labels=labels, autopct='%1.1f%%', shadow=True, startangle=90)\nax1.axis('equal')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:31:47.806872Z","iopub.execute_input":"2023-03-28T09:31:47.807387Z","iopub.status.idle":"2023-03-28T09:31:55.844430Z","shell.execute_reply.started":"2023-03-28T09:31:47.807352Z","shell.execute_reply":"2023-03-28T09:31:55.843594Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As we can see from this graph, we can say that our hypothesis was confirmed and indeed most of the proposals are objective, but a fairly large part falls on subjective proposals, about 19 percent.","metadata":{}},{"cell_type":"markdown","source":"# Emotional coloring of sentences","metadata":{}},{"cell_type":"markdown","source":"in the last block we will try to analyze sentences for emotional coloring. Let's see what type of emotional coloring is most common","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"polarities = []\n\nfor text in sentenses.unique():\n    blob = TextBlob(text)\n    polarities.append(blob.sentiment.polarity)\nemotions = []\nfor polarity in polarities:\n    if polarity > 0:\n        emotions.append('positive')\n    elif polarity < 0:\n        emotions.append('negative')\n    else:\n        emotions.append('neutral')\n\nvalues = [emotions.count('positive'), emotions.count('negative'), emotions.count('neutral')]\nlabels = ['Positive', 'Negative', 'Neutral']\ncolors = ['green', 'red', 'gray']\nplt.pie(values, labels = labels, colors = colors, startangle = 90, autopct = '%1.1f%%')\nplt.title('Emotional Analysis')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-03-28T09:31:55.845681Z","iopub.execute_input":"2023-03-28T09:31:55.846232Z","iopub.status.idle":"2023-03-28T09:31:58.355996Z","shell.execute_reply.started":"2023-03-28T09:31:55.846198Z","shell.execute_reply":"2023-03-28T09:31:58.355134Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As we can see, more than half of the sentences have a neutral emotional coloring. This is a consequence of the fact that most sentences are objective, which means that they have few adjectives or adverbs with which to express emotions.","metadata":{}},{"cell_type":"markdown","source":"# Conclusion","metadata":{}},{"cell_type":"markdown","source":"In this notebook, we analyzed the dialogues and phrases that are found in the presented game, we checked these sentences for typicality, analyzed the parts of speech, looked at their modality and emotional coloring. This study may help improve the accuracy of other studies that work with game texts. Because the game is educational, the text of which is written in it plays an important role. Thanks for looking at my notebook. I wish you success!!!","metadata":{}}]}