ANLP_WS24_CA2/data_explore_hack.ipynb

724 lines
1.2 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from readability import Readability\n",
"import nltk\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[nltk_data] Downloading package punkt to C:\\Users\\Felix\n",
"[nltk_data] Laptop\\AppData\\Roaming\\nltk_data...\n",
"[nltk_data] Package punkt is already up-to-date!\n"
]
},
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Download the punkt tokenizer models\n",
"nltk.download('punkt')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"\n",
"Possible TODO:\n",
"- sentiment\n",
"- readabilty Flesch-Kincaid score\n",
"- Part of Speech: nouns, verbs, adjectives\n",
"- Named entities\n",
"- lexical desnity: ratio of content word (nouns, adjectives, adverbs) or of stop words vs not stop words\n",
"\"\"\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read Data"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8000, 6)\n"
]
}
],
"source": [
"# Load the data from csv\n",
"df = pd.read_csv('data/hack.csv')\n",
"\n",
"print(df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"is_humor\n",
"1 4932\n",
"0 3068\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"# count how many is_humor is True\n",
"is_humor = df['is_humor'].value_counts()\n",
"print(is_humor)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TENNESSEE: We're the best state. Nobody even comes close. *Elevennessee walks into the room* TENNESSEE: Oh shit...\n",
"\n",
"A man inserted an advertisement in the classifieds \"Wife Wanted\". The next day, he received 1000 of replies, all reading: \"You can have mine.\" Free delivery also available at your door step\n",
"\n",
"How many men does it take to open a can of beer? None. It should be open by the time she brings it to the couch.\n",
"\n",
"Told my mom I hit 1200 Twitter followers. She pointed out how my brother owns a house and I'm wanted by several collection agencies. Oh ma!\n",
"\n",
"Roses are dead. Love is fake. Weddings are basically funerals with cake.\n",
"\n"
]
}
],
"source": [
"# 5 sample of is_humor is True\n",
"for i in range(5):\n",
" print(df[df['is_humor'] == True].iloc[i]['text'])\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"'Trabajo,' the Spanish word for work, comes from the Latin term 'trepaliare,' meaning torture.\n",
"\n",
"I enrolled on some skill training and extra curricula activities that added shape to my weekends and after-work schedule. The more days passed, the more exposed I was to how blindly in love I was with an obsession. It's been months now and we are just cool as men.\n",
"\n",
"Men who ejaculated 21 times or more a month had a lower risk of prostate cancer than those who ejaculated four to seven times a month, according to researchers at Harvard T.H. Chan School of Public Health.\n",
"\n",
"I got REALLY angry today and it wasn't about nothing, but you're going to have to take my word for that.\n",
"\n",
"A dog in Mexico named Frida saved the lives of 12 people who were trapped under rubble after an earthquake in 2017. She has identified a total of 52 bodies throughout her career and is considered a national heroine. She's officially retired.\n",
"\n"
]
}
],
"source": [
"# 5 sample of is_humor is True\n",
"for i in range(5):\n",
" print(df[df['is_humor'] == False].iloc[i]['text'])\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tokenize"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\readability\\text\\analyzer.py:132: SyntaxWarning: invalid escape sequence '\\/'\n",
" match = re.match('^[.,\\/#!$%\\'\\^&\\*;:{}=\\-_`~()]$', token)\n"
]
},
{
"ename": "LookupError",
"evalue": "\n**********************************************************************\n Resource \u001b[93mpunkt_tab\u001b[0m not found.\n Please use the NLTK Downloader to obtain the resource:\n\n \u001b[31m>>> import nltk\n >>> nltk.download('punkt_tab')\n \u001b[0m\n For more information see: https://www.nltk.org/data.html\n\n Attempted to load \u001b[93mtokenizers/punkt_tab/english/\u001b[0m\n\n Searched in:\n - 'C:\\\\Users\\\\Felix Laptop/nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\share\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\lib\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\nltk_data'\n - 'D:\\\\nltk_data'\n - 'E:\\\\nltk_data'\n - 'Laptop/AppData/Roaming/nltk_data'\n - 'Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:/Users/Felix Laptop/AppData/Roaming/nltk_data'\n - 'C:/nltk_data'\n - 'C:/nltk_data'\n**********************************************************************\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mLookupError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[68], line 17\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m r\u001b[38;5;241m.\u001b[39mflesch_kincaid()\u001b[38;5;241m.\u001b[39mscore\n\u001b[0;32m 4\u001b[0m \u001b[38;5;66;03m# r = Readability(text)\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \n\u001b[0;32m 6\u001b[0m \u001b[38;5;66;03m# r.flesch_kincaid()\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m# r.smog()\u001b[39;00m\n\u001b[0;32m 14\u001b[0m \u001b[38;5;66;03m# r.spache()\u001b[39;00m\n\u001b[1;32m---> 17\u001b[0m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreadability\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtext\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mget_readability\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\series.py:4924\u001b[0m, in \u001b[0;36mSeries.apply\u001b[1;34m(self, func, convert_dtype, args, by_row, **kwargs)\u001b[0m\n\u001b[0;32m 4789\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply\u001b[39m(\n\u001b[0;32m 4790\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 4791\u001b[0m func: AggFuncType,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 4796\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 4797\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m Series:\n\u001b[0;32m 4798\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 4799\u001b[0m \u001b[38;5;124;03m Invoke function on values of Series.\u001b[39;00m\n\u001b[0;32m 4800\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 4915\u001b[0m \u001b[38;5;124;03m dtype: float64\u001b[39;00m\n\u001b[0;32m 4916\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m 4917\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mSeriesApply\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 4918\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4919\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4920\u001b[0m \u001b[43m \u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4921\u001b[0m \u001b[43m \u001b[49m\u001b[43mby_row\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mby_row\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4922\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4923\u001b[0m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m-> 4924\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\apply.py:1427\u001b[0m, in \u001b[0;36mSeriesApply.apply\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1424\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_compat()\n\u001b[0;32m 1426\u001b[0m \u001b[38;5;66;03m# self.func is Callable\u001b[39;00m\n\u001b[1;32m-> 1427\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\apply.py:1507\u001b[0m, in \u001b[0;36mSeriesApply.apply_standard\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1501\u001b[0m \u001b[38;5;66;03m# row-wise access\u001b[39;00m\n\u001b[0;32m 1502\u001b[0m \u001b[38;5;66;03m# apply doesn't have a `na_action` keyword and for backward compat reasons\u001b[39;00m\n\u001b[0;32m 1503\u001b[0m \u001b[38;5;66;03m# we need to give `na_action=\"ignore\"` for categorical data.\u001b[39;00m\n\u001b[0;32m 1504\u001b[0m \u001b[38;5;66;03m# TODO: remove the `na_action=\"ignore\"` when that default has been changed in\u001b[39;00m\n\u001b[0;32m 1505\u001b[0m \u001b[38;5;66;03m# Categorical (GH51645).\u001b[39;00m\n\u001b[0;32m 1506\u001b[0m action \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj\u001b[38;5;241m.\u001b[39mdtype, CategoricalDtype) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1507\u001b[0m mapped \u001b[38;5;241m=\u001b[39m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_map_values\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1508\u001b[0m \u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcurried\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maction\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\n\u001b[0;32m 1509\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1511\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[38;5;241m0\u001b[39m], ABCSeries):\n\u001b[0;32m 1512\u001b[0m \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[0;32m 1513\u001b[0m \u001b[38;5;66;03m# See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[0;32m 1514\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index\u001b[38;5;241m=\u001b[39mobj\u001b[38;5;241m.\u001b[39mindex)\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\base.py:921\u001b[0m, in \u001b[0;36mIndexOpsMixin._map_values\u001b[1;34m(self, mapper, na_action, convert)\u001b[0m\n\u001b[0;32m 918\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(arr, ExtensionArray):\n\u001b[0;32m 919\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m arr\u001b[38;5;241m.\u001b[39mmap(mapper, na_action\u001b[38;5;241m=\u001b[39mna_action)\n\u001b[1;32m--> 921\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43malgorithms\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43marr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mna_action\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\algorithms.py:1743\u001b[0m, in \u001b[0;36mmap_array\u001b[1;34m(arr, mapper, na_action, convert)\u001b[0m\n\u001b[0;32m 1741\u001b[0m values \u001b[38;5;241m=\u001b[39m arr\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m 1742\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m na_action \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1743\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1744\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1745\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m lib\u001b[38;5;241m.\u001b[39mmap_infer_mask(\n\u001b[0;32m 1746\u001b[0m values, mapper, mask\u001b[38;5;241m=\u001b[39misna(values)\u001b[38;5;241m.\u001b[39mview(np\u001b[38;5;241m.\u001b[39muint8), convert\u001b[38;5;241m=\u001b[39mconvert\n\u001b[0;32m 1747\u001b[0m )\n",
"File \u001b[1;32mlib.pyx:2972\u001b[0m, in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
"Cell \u001b[1;32mIn[68], line 2\u001b[0m, in \u001b[0;36mget_readability\u001b[1;34m(text)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_readability\u001b[39m(text):\n\u001b[1;32m----> 2\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43mReadability\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m r\u001b[38;5;241m.\u001b[39mflesch_kincaid()\u001b[38;5;241m.\u001b[39mscore\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\readability\\readability.py:9\u001b[0m, in \u001b[0;36mReadability.__init__\u001b[1;34m(self, text)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, text):\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_analyzer \u001b[38;5;241m=\u001b[39m Analyzer()\n\u001b[1;32m----> 9\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_statistics \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_analyzer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43manalyze\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\readability\\text\\analyzer.py:65\u001b[0m, in \u001b[0;36mAnalyzer.analyze\u001b[1;34m(self, text)\u001b[0m\n\u001b[0;32m 63\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dale_chall_set \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_load_dale_chall()\n\u001b[0;32m 64\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spache_set \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_load_spache()\n\u001b[1;32m---> 65\u001b[0m stats \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_statistics\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 66\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msentences \u001b[38;5;241m=\u001b[39m stats[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msentences\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;66;03m# hack for smog\u001b[39;00m\n\u001b[0;32m 67\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AnalyzerStatistics(stats)\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\readability\\text\\analyzer.py:109\u001b[0m, in \u001b[0;36mAnalyzer._statistics\u001b[1;34m(self, text)\u001b[0m\n\u001b[0;32m 104\u001b[0m dale_chall_complex_count \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \\\n\u001b[0;32m 105\u001b[0m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_dale_chall_complex(t) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m 106\u001b[0m spache_complex_count \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \\\n\u001b[0;32m 107\u001b[0m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_spache_complex(t) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m--> 109\u001b[0m sentences \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_tokenize_sentences\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 110\u001b[0m sentence_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(sentences)\n\u001b[0;32m 112\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m {\n\u001b[0;32m 113\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_syllables\u001b[39m\u001b[38;5;124m'\u001b[39m: syllable_count,\n\u001b[0;32m 114\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_poly_syllable_words\u001b[39m\u001b[38;5;124m'\u001b[39m: poly_syllable_count,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 121\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msentences\u001b[39m\u001b[38;5;124m'\u001b[39m: sentences,\n\u001b[0;32m 122\u001b[0m }\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\readability\\text\\analyzer.py:125\u001b[0m, in \u001b[0;36mAnalyzer._tokenize_sentences\u001b[1;34m(self, text)\u001b[0m\n\u001b[0;32m 124\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_tokenize_sentences\u001b[39m(\u001b[38;5;28mself\u001b[39m, text):\n\u001b[1;32m--> 125\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msent_tokenize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:119\u001b[0m, in \u001b[0;36msent_tokenize\u001b[1;34m(text, language)\u001b[0m\n\u001b[0;32m 109\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msent_tokenize\u001b[39m(text, language\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 110\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 111\u001b[0m \u001b[38;5;124;03m Return a sentence-tokenized copy of *text*,\u001b[39;00m\n\u001b[0;32m 112\u001b[0m \u001b[38;5;124;03m using NLTK's recommended sentence tokenizer\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 117\u001b[0m \u001b[38;5;124;03m :param language: the model name in the Punkt corpus\u001b[39;00m\n\u001b[0;32m 118\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 119\u001b[0m tokenizer \u001b[38;5;241m=\u001b[39m \u001b[43m_get_punkt_tokenizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 120\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m tokenizer\u001b[38;5;241m.\u001b[39mtokenize(text)\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:105\u001b[0m, in \u001b[0;36m_get_punkt_tokenizer\u001b[1;34m(language)\u001b[0m\n\u001b[0;32m 96\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mlru_cache\n\u001b[0;32m 97\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_punkt_tokenizer\u001b[39m(language\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 98\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 99\u001b[0m \u001b[38;5;124;03m A constructor for the PunktTokenizer that utilizes\u001b[39;00m\n\u001b[0;32m 100\u001b[0m \u001b[38;5;124;03m a lru cache for performance.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 103\u001b[0m \u001b[38;5;124;03m :type language: str\u001b[39;00m\n\u001b[0;32m 104\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 105\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mPunktTokenizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\punkt.py:1744\u001b[0m, in \u001b[0;36mPunktTokenizer.__init__\u001b[1;34m(self, lang)\u001b[0m\n\u001b[0;32m 1742\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 1743\u001b[0m PunktSentenceTokenizer\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m)\n\u001b[1;32m-> 1744\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_lang\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlang\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\punkt.py:1749\u001b[0m, in \u001b[0;36mPunktTokenizer.load_lang\u001b[1;34m(self, lang)\u001b[0m\n\u001b[0;32m 1746\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_lang\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 1747\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnltk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m find\n\u001b[1;32m-> 1749\u001b[0m lang_dir \u001b[38;5;241m=\u001b[39m \u001b[43mfind\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtokenizers/punkt_tab/\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mlang\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m/\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1750\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_params \u001b[38;5;241m=\u001b[39m load_punkt_params(lang_dir)\n\u001b[0;32m 1751\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lang \u001b[38;5;241m=\u001b[39m lang\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\data.py:579\u001b[0m, in \u001b[0;36mfind\u001b[1;34m(resource_name, paths)\u001b[0m\n\u001b[0;32m 577\u001b[0m sep \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m70\u001b[39m\n\u001b[0;32m 578\u001b[0m resource_not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mmsg\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m--> 579\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mLookupError\u001b[39;00m(resource_not_found)\n",
"\u001b[1;31mLookupError\u001b[0m: \n**********************************************************************\n Resource \u001b[93mpunkt_tab\u001b[0m not found.\n Please use the NLTK Downloader to obtain the resource:\n\n \u001b[31m>>> import nltk\n >>> nltk.download('punkt_tab')\n \u001b[0m\n For more information see: https://www.nltk.org/data.html\n\n Attempted to load \u001b[93mtokenizers/punkt_tab/english/\u001b[0m\n\n Searched in:\n - 'C:\\\\Users\\\\Felix Laptop/nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\share\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\lib\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\nltk_data'\n - 'D:\\\\nltk_data'\n - 'E:\\\\nltk_data'\n - 'Laptop/AppData/Roaming/nltk_data'\n - 'Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:/Users/Felix Laptop/AppData/Roaming/nltk_data'\n - 'C:/nltk_data'\n - 'C:/nltk_data'\n**********************************************************************\n"
]
}
],
"source": [
"def get_readability(text):\n",
" r = Readability(text)\n",
" return r.flesch_kincaid().score\n",
"# r = Readability(text)\n",
"\n",
"# r.flesch_kincaid()\n",
"# r.flesch()\n",
"# r.gunning_fog()\n",
"# r.coleman_liau()\n",
"# r.dale_chall()\n",
"# r.ari()\n",
"# r.linsear_write()\n",
"# r.smog()\n",
"# r.spache()\n",
"\n",
"# TODO_ do this with tokenization and remove stopwords\n",
"df['readability'] = df['text'].apply(get_readability)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# TODO: do this with tokenization and lemmatization not just split\n",
"df['richenss'] = df['text'].apply(lambda x: len(set(x.split())) / len(x.split()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "LookupError",
"evalue": "\n**********************************************************************\n Resource \u001b[93mpunkt_tab\u001b[0m not found.\n Please use the NLTK Downloader to obtain the resource:\n\n \u001b[31m>>> import nltk\n >>> nltk.download('punkt_tab')\n \u001b[0m\n For more information see: https://www.nltk.org/data.html\n\n Attempted to load \u001b[93mtokenizers/punkt_tab/english/\u001b[0m\n\n Searched in:\n - 'C:\\\\Users\\\\Felix Laptop/nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\share\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\lib\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\nltk_data'\n - 'D:\\\\nltk_data'\n - 'E:\\\\nltk_data'\n - 'Laptop/AppData/Roaming/nltk_data'\n - 'Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:/Users/Felix Laptop/AppData/Roaming/nltk_data'\n - 'C:/nltk_data'\n - 'C:/nltk_data'\n**********************************************************************\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mLookupError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[64], line 14\u001b[0m\n\u001b[0;32m 10\u001b[0m nltk\u001b[38;5;241m.\u001b[39mdata\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(path)\n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m# tokenization\u001b[39;00m\n\u001b[1;32m---> 14\u001b[0m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtokenized_text\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtext\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnltk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mword_tokenize\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\series.py:4924\u001b[0m, in \u001b[0;36mSeries.apply\u001b[1;34m(self, func, convert_dtype, args, by_row, **kwargs)\u001b[0m\n\u001b[0;32m 4789\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply\u001b[39m(\n\u001b[0;32m 4790\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 4791\u001b[0m func: AggFuncType,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 4796\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 4797\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m Series:\n\u001b[0;32m 4798\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 4799\u001b[0m \u001b[38;5;124;03m Invoke function on values of Series.\u001b[39;00m\n\u001b[0;32m 4800\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 4915\u001b[0m \u001b[38;5;124;03m dtype: float64\u001b[39;00m\n\u001b[0;32m 4916\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m 4917\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mSeriesApply\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 4918\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4919\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4920\u001b[0m \u001b[43m \u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4921\u001b[0m \u001b[43m \u001b[49m\u001b[43mby_row\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mby_row\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4922\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4923\u001b[0m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m-> 4924\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\apply.py:1427\u001b[0m, in \u001b[0;36mSeriesApply.apply\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1424\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_compat()\n\u001b[0;32m 1426\u001b[0m \u001b[38;5;66;03m# self.func is Callable\u001b[39;00m\n\u001b[1;32m-> 1427\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\apply.py:1507\u001b[0m, in \u001b[0;36mSeriesApply.apply_standard\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1501\u001b[0m \u001b[38;5;66;03m# row-wise access\u001b[39;00m\n\u001b[0;32m 1502\u001b[0m \u001b[38;5;66;03m# apply doesn't have a `na_action` keyword and for backward compat reasons\u001b[39;00m\n\u001b[0;32m 1503\u001b[0m \u001b[38;5;66;03m# we need to give `na_action=\"ignore\"` for categorical data.\u001b[39;00m\n\u001b[0;32m 1504\u001b[0m \u001b[38;5;66;03m# TODO: remove the `na_action=\"ignore\"` when that default has been changed in\u001b[39;00m\n\u001b[0;32m 1505\u001b[0m \u001b[38;5;66;03m# Categorical (GH51645).\u001b[39;00m\n\u001b[0;32m 1506\u001b[0m action \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj\u001b[38;5;241m.\u001b[39mdtype, CategoricalDtype) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1507\u001b[0m mapped \u001b[38;5;241m=\u001b[39m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_map_values\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1508\u001b[0m \u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcurried\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maction\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\n\u001b[0;32m 1509\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1511\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[38;5;241m0\u001b[39m], ABCSeries):\n\u001b[0;32m 1512\u001b[0m \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[0;32m 1513\u001b[0m \u001b[38;5;66;03m# See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[0;32m 1514\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index\u001b[38;5;241m=\u001b[39mobj\u001b[38;5;241m.\u001b[39mindex)\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\base.py:921\u001b[0m, in \u001b[0;36mIndexOpsMixin._map_values\u001b[1;34m(self, mapper, na_action, convert)\u001b[0m\n\u001b[0;32m 918\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(arr, ExtensionArray):\n\u001b[0;32m 919\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m arr\u001b[38;5;241m.\u001b[39mmap(mapper, na_action\u001b[38;5;241m=\u001b[39mna_action)\n\u001b[1;32m--> 921\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43malgorithms\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43marr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mna_action\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\algorithms.py:1743\u001b[0m, in \u001b[0;36mmap_array\u001b[1;34m(arr, mapper, na_action, convert)\u001b[0m\n\u001b[0;32m 1741\u001b[0m values \u001b[38;5;241m=\u001b[39m arr\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m 1742\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m na_action \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1743\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1744\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1745\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m lib\u001b[38;5;241m.\u001b[39mmap_infer_mask(\n\u001b[0;32m 1746\u001b[0m values, mapper, mask\u001b[38;5;241m=\u001b[39misna(values)\u001b[38;5;241m.\u001b[39mview(np\u001b[38;5;241m.\u001b[39muint8), convert\u001b[38;5;241m=\u001b[39mconvert\n\u001b[0;32m 1747\u001b[0m )\n",
"File \u001b[1;32mlib.pyx:2972\u001b[0m, in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:142\u001b[0m, in \u001b[0;36mword_tokenize\u001b[1;34m(text, language, preserve_line)\u001b[0m\n\u001b[0;32m 127\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mword_tokenize\u001b[39m(text, language\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m, preserve_line\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m 128\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 129\u001b[0m \u001b[38;5;124;03m Return a tokenized copy of *text*,\u001b[39;00m\n\u001b[0;32m 130\u001b[0m \u001b[38;5;124;03m using NLTK's recommended word tokenizer\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 140\u001b[0m \u001b[38;5;124;03m :type preserve_line: bool\u001b[39;00m\n\u001b[0;32m 141\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 142\u001b[0m sentences \u001b[38;5;241m=\u001b[39m [text] \u001b[38;5;28;01mif\u001b[39;00m preserve_line \u001b[38;5;28;01melse\u001b[39;00m \u001b[43msent_tokenize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 143\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [\n\u001b[0;32m 144\u001b[0m token \u001b[38;5;28;01mfor\u001b[39;00m sent \u001b[38;5;129;01min\u001b[39;00m sentences \u001b[38;5;28;01mfor\u001b[39;00m token \u001b[38;5;129;01min\u001b[39;00m _treebank_word_tokenizer\u001b[38;5;241m.\u001b[39mtokenize(sent)\n\u001b[0;32m 145\u001b[0m ]\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:119\u001b[0m, in \u001b[0;36msent_tokenize\u001b[1;34m(text, language)\u001b[0m\n\u001b[0;32m 109\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msent_tokenize\u001b[39m(text, language\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 110\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 111\u001b[0m \u001b[38;5;124;03m Return a sentence-tokenized copy of *text*,\u001b[39;00m\n\u001b[0;32m 112\u001b[0m \u001b[38;5;124;03m using NLTK's recommended sentence tokenizer\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 117\u001b[0m \u001b[38;5;124;03m :param language: the model name in the Punkt corpus\u001b[39;00m\n\u001b[0;32m 118\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 119\u001b[0m tokenizer \u001b[38;5;241m=\u001b[39m \u001b[43m_get_punkt_tokenizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 120\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m tokenizer\u001b[38;5;241m.\u001b[39mtokenize(text)\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:105\u001b[0m, in \u001b[0;36m_get_punkt_tokenizer\u001b[1;34m(language)\u001b[0m\n\u001b[0;32m 96\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mlru_cache\n\u001b[0;32m 97\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_punkt_tokenizer\u001b[39m(language\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 98\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 99\u001b[0m \u001b[38;5;124;03m A constructor for the PunktTokenizer that utilizes\u001b[39;00m\n\u001b[0;32m 100\u001b[0m \u001b[38;5;124;03m a lru cache for performance.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 103\u001b[0m \u001b[38;5;124;03m :type language: str\u001b[39;00m\n\u001b[0;32m 104\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 105\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mPunktTokenizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\punkt.py:1744\u001b[0m, in \u001b[0;36mPunktTokenizer.__init__\u001b[1;34m(self, lang)\u001b[0m\n\u001b[0;32m 1742\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 1743\u001b[0m PunktSentenceTokenizer\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m)\n\u001b[1;32m-> 1744\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_lang\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlang\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\tokenize\\punkt.py:1749\u001b[0m, in \u001b[0;36mPunktTokenizer.load_lang\u001b[1;34m(self, lang)\u001b[0m\n\u001b[0;32m 1746\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_lang\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124menglish\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 1747\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnltk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m find\n\u001b[1;32m-> 1749\u001b[0m lang_dir \u001b[38;5;241m=\u001b[39m \u001b[43mfind\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtokenizers/punkt_tab/\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mlang\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m/\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1750\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_params \u001b[38;5;241m=\u001b[39m load_punkt_params(lang_dir)\n\u001b[0;32m 1751\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lang \u001b[38;5;241m=\u001b[39m lang\n",
"File \u001b[1;32mc:\\Users\\Felix Laptop\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\nltk\\data.py:579\u001b[0m, in \u001b[0;36mfind\u001b[1;34m(resource_name, paths)\u001b[0m\n\u001b[0;32m 577\u001b[0m sep \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m70\u001b[39m\n\u001b[0;32m 578\u001b[0m resource_not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mmsg\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m--> 579\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mLookupError\u001b[39;00m(resource_not_found)\n",
"\u001b[1;31mLookupError\u001b[0m: \n**********************************************************************\n Resource \u001b[93mpunkt_tab\u001b[0m not found.\n Please use the NLTK Downloader to obtain the resource:\n\n \u001b[31m>>> import nltk\n >>> nltk.download('punkt_tab')\n \u001b[0m\n For more information see: https://www.nltk.org/data.html\n\n Attempted to load \u001b[93mtokenizers/punkt_tab/english/\u001b[0m\n\n Searched in:\n - 'C:\\\\Users\\\\Felix Laptop/nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\share\\\\nltk_data'\n - 'c:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python312\\\\lib\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\nltk_data'\n - 'D:\\\\nltk_data'\n - 'E:\\\\nltk_data'\n - 'Laptop/AppData/Roaming/nltk_data'\n - 'Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:\\\\Users\\\\Felix Laptop\\\\AppData\\\\Roaming\\\\nltk_data'\n - 'C:/Users/Felix Laptop/AppData/Roaming/nltk_data'\n - 'C:/nltk_data'\n - 'C:/nltk_data'\n**********************************************************************\n"
]
}
],
"source": [
"# delete path if not needed\n",
"# Set the NLTK data path\n",
"path = 'C:/nltk_data'\n",
"nltk.data.path.append(path)\n",
"\n",
"\n",
"# tokenization\n",
"df['tokenized_text'] = df['text'].apply(nltk.word_tokenize)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Added General Characteristics"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# count length of each joke\n",
"df['text_length'] = df['text'].apply(len)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# word count of each joke\n",
"df['word_count'] = df['text'].apply(lambda x: len(x.split()))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# avg word length of each joke\n",
"df['avg_word_length'] = df['text'].apply(lambda x: np.mean([len(word) for word in x.split()]))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# count of punctuation\n",
"df['punctuation_count'] = df['text'].apply(lambda x: len([c for c in x if c in ['.', ',', '!', '?']]))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# readabilty Flesch-Kincaid score\n",
"# ... not implemented yet"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plots of Characteristics"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean min max std\n",
"is_humor \n",
"0 122.351695 8 286 62.714395\n",
"1 107.076440 10 280 44.714322\n"
]
}
],
"source": [
"# avg, min, max, std of text_length for each is_humor\n",
"print(df.groupby('is_humor')['text_length'].agg(['mean', 'min', 'max', 'std']))"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
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SUhIzNwDgJOXX6Pj6+rq4EtyOyn/uSkpKbt2ws3btWmVlZek3v/nNZW2zZ8+Wm5ubEhISHB4qWM7d3V0rV67UqFGjFBsbKz8/PyUmJiolJaU6dwEAbgucuoIrOOPnrkY9Z8dVeM4OAFxdYWGhjh07pqioKPn4+Li6HNxmrvXzd8s9ZwcAAGfr2rWrxo4d6/Ix4FouP40FALh1zU7/qtq2Na5n0xv+zrJly+Tp6VkF1VjD8ePHFRUVdc0+ixYtMp+Bd6si7AAALCsoKMjVJVQrwzBUWlpa4ZdhN2jQQKdOnTI/v/jii1q9erXWrl1rrgsICDD/XFpaKpvNJje3W+vE0K1VLQAAN+DSU1CvvfaamjRpIh8fH4WGhprvXayIsrIyTZo0SUFBQbLb7Zo+fbrZdvz4cdlsNu3Zs8dcl5eXJ5vNpg0bNkiSNmzYIJvNpjVr1qhdu3aqVauWunfvrtzcXK1atUotWrSQv7+/fvWrX+nChQvmOEVFRXriiScUEhIiHx8f3XvvvdqxY4fZXj7uqlWr1L59e3l7e+vTTz+t8H65u7vLbrebS+3ateXh4WF+Xr16tcLCwvTvf/9b0dHR8vb2VlZW1hVP7fXv399hBqioqEhPPfWUfvazn8nPz0+dO3c2j0d1I+wAACxv586deuKJJ5SSkqJDhw5p9erVuv/++yv8/cWLF8vPz0/btm1TamqqUlJSlJ6efsN1TJ8+XXPnztWWLVt04sQJDRo0SK+88oqWLFmiDz/8UB9//LFeffVVs/+kSZP03nvvafHixdq9e7fuvPNOxcfH68yZMw7j/vGPf9SsWbN04MABtW7dWps2bVLt2rWvubz99tsVqvnChQv685//rL/+9a/av3+/+Vy76xk9erQyMzO1dOlSffHFF/rlL3+p3r176/DhwxU/YE7CaSxYRlVdO1CZ6wQA1CxZWVny8/NTv379VKdOHUVGRqpdu3YV/n7r1q01bdo0SVKTJk00d+5cZWRkqGfPnjdUx3PPPacuXbpIkoYPH67k5GQdPXpUjRo1kiQNHDhQ69ev1+TJk3X+/HnNnz9faWlp6tOnjyTpjTfeUHp6ut58801NnDjRHDclJcWhlg4dOjjMNF3JT98teTUlJSV67bXX1KZNmwrvZ1ZWlhYtWqSsrCzzNVBPPfWUVq9erUWLFun555+v8FjOQNgBAFhez549FRkZqUaNGql3797q3bu3fvGLX1T4QYmtW7d2+BwWFma+xuBGXDpOaGiofH19zaBTvq78NUhHjx5VSUmJGY6kH1+M2alTJx04cMBh3A4dOjh8rlWrlu68884bru9KvLy8Ltv/69m7d69KS0vVtKnj/ywWFRW55CnchB0AgOXVqVNHu3fv1oYNG/Txxx9r6tSpmj59unbs2OHw/sWr+ekdXTabTWVlZZJkXqx76WPrrvZm+EvHsdls1xz3Rvj5+Tl83rRpkzkbdDWvv/66hgwZct2xa9WqddmD/dzc3PTTx/Rdus/nzp2Tu7u7du3addlTj2vXrn3dbTobYQcAcFvw8PBQXFyc4uLiNG3aNAUGBmrdunUaMGDATY0bHBwsSTp16pR5aux6p5AqonHjxvLy8tLmzZsVGRkp6cdAsWPHjus+98eZp7GuJDg42OEurtLSUu3bt0/dunWTJLVr106lpaXKzc3VfffdV+ntOAthBwBgeStXrtTXX3+t+++/X3Xr1tVHH32ksrIyNWvW7KbHrlWrlmJiYjRr1ixFRUUpNzdXU6ZMuelx/fz8NGrUKE2cOFFBQUGKiIhQamqqLly4oOHDh1+3JmedxrqS7t27a/z48frwww/VuHFjvfzyy8rLyzPbmzZtqiFDhmjYsGF66aWX1K5dO50+fVoZGRlq3bq1w4u/qwNhBwBgeYGBgVq2bJmmT5+uwsJCNWnSRO+8845atmzplPHfeustDR8+XO3bt1ezZs2UmpqqXr163fS4s2bNUllZmYYOHaqzZ8+qQ4cOWrNmjerWreuEqivvN7/5jT7//HMNGzZMHh4eGjdunDmrU27RokV67rnnNGHCBH377beqX7++YmJi1K9fv2qvl3djiXdjWQV3YwFVg3djwZV4NxYAAMB1EHYAALetrKysaz54Lysry9Ulwgm4ZgcAcNsKDw+/5l1L5Q/Ew62NsAMAuG15eHhU6V1LqBk4jQUAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAsKyuXbte96WZ1TGGlU2fPl1t27Z1dRnXxK3nAIDKWz+z+rbVLfmGv7Js2TJ5enpWQTHW0rVrV23cuPGy9SUlJfLwuPWjAjM7AADLCgoKUp06dVxdRrUxDEMXL16s1HdHjBihU6dOOSxWCDoSYQcAYGGXnoJ67bXX1KRJE/n4+Cg0NFQDBw6s8DhlZWWaNGmSgoKCZLfbNX36dLPt+PHjstlsDk9izsvLk81m04YNGyRJGzZskM1m05o1a9SuXTvVqlVL3bt3V25urlatWqUWLVrI399fv/rVr3ThwgVznKKiIj3xxBMKCQmRj4+P7r33Xu3YscNsLx931apVat++vby9vfXpp59W6lj5+vrKbrc7LJI0efJkNW3aVL6+vmrUqJGeeeYZlZSUXHWcDRs2qFOnTvLz81NgYKC6dOmib775xmx///33dffdd8vHx0eNGjXSjBkzKh3QKsoakQ0AgGvYuXOnnnjiCf3973/XPffcozNnzmjTpk0V/v7ixYs1fvx4bdu2TZmZmXrsscfUpUsX9ezZ84bqmD59uubOnStfX18NGjRIgwYNkre3t5YsWaJz587pF7/4hV599VVNnjxZkjRp0iS99957Wrx4sSIjI5Wamqr4+HgdOXJEQUFB5rh//OMf9eKLL6pRo0aqW7euNm3apD59+lyzltdff11Dhgy5bs116tRRWlqawsPDtXfvXo0YMUJ16tTRpEmTLut78eJF9e/fXyNGjNA777yj4uJibd++XTabTZK0adMmDRs2THPmzNF9992no0ePauTIkZKkadOmVfg43ijCDgDA8rKysuTn56d+/fqpTp06ioyMVLt27Sr8/datW5u/jJs0aaK5c+cqIyPjhsPOc889py5dukiShg8fruTkZB09elSNGjWSJA0cOFDr16/X5MmTdf78ec2fP19paWlmcHnjjTeUnp6uN998UxMnTjTHTUlJcailQ4cO13znlySFhoY6fH7ttdf017/+1fz8u9/9Ti+99JKmTJlirmvYsKGeeuopLV269Iphp6CgQPn5+erXr58aN24sSWrRooXZPmPGDP3xj39UYmKiJKlRo0Z69tlnNWnSJMIOAAA3o2fPnoqMjFSjRo3Uu3dv9e7dW7/4xS/k6+tboe+3bt3a4XNYWJhyc3NvuI5LxwkNDTVPDV26bvv27ZKko0ePqqSkxAxHkuTp6alOnTrpwIEDDuN26NDB4XOtWrVu+J1fQ4YM0dNPP21+DgwMlCT985//1Jw5c3T06FGdO3dOFy9elL+//xXHCAoK0mOPPab4+Hj17NlTcXFxGjRokMLCwiRJn3/+uTZv3qw//elP5ndKS0tVWFioCxcuVPjv40ZxzQ4AwPLq1Kmj3bt365133lFYWJimTp2qNm3aKC8vr0Lf/+kdXTabTWVlZZIkN7cff5UahmG2X+2alkvHsdls1xz3Rvj5+Tl83rRpk2rXrn3N5e2333b4TkBAgO68805zqV+/vjIzMzVkyBA9+OCDWrlypT777DM9/fTTKi4uvmotixYtUmZmpu655x7985//VNOmTbV161ZJ0rlz5zRjxgzt2bPHXPbu3avDhw/Lx8fnhve7opjZAQDcFjw8PBQXF6e4uDhNmzZNgYGBWrdunQYMGHBT4wYHB0uSTp06ZZ4au94ppIpo3LixvLy8tHnzZkVGRkr6MUTt2LHjus/9qcxprCvZsmWLIiMjHWZ8Lr3Y+GratWundu3aKTk5WbGxsVqyZIliYmJ0991369ChQ9X+pnnCDgDA8lauXKmvv/5a999/v+rWrauPPvpIZWVlatas2U2PXatWLcXExGjWrFmKiopSbm6uw3UuleXn56dRo0Zp4sSJCgoKUkREhFJTU3XhwgUNHz78ujU5I1A0adJEWVlZWrp0qTp27KgPP/xQy5cvv2r/Y8eOaeHChfr5z3+u8PBwHTp0SIcPH9awYcMkSVOnTlW/fv0UERGhgQMHys3NTZ9//rn27dun55577qbrvRpOYwEALC8wMFDLli1T9+7d1aJFCy1YsEDvvPOOWrZs6ZTx33rrLV28eFHt27fX2LFjnfaLe9asWUpISNDQoUN1991368iRI1qzZo3q1q3rlPGv5+c//7nGjRun0aNHq23bttqyZYueeeaZq/b39fXVwYMHlZCQoKZNm2rkyJFKSkrS7373O0lSfHy8Vq5cqY8//lgdO3ZUTEyMZs+ebc5cVRWbcelJxttUQUGBAgIClJ+ff9WLrlDzzU7/qkrGHdezaZWMC9wqCgsLdezYMUVFRVXpdRXAlVzr56+iv7+Z2QEAAJZG2AEA3LaysrKuecdSVlaWq0uEE3CBMgDgthUeHn7Nu5bCw8OrrxhUGcIOAOC25eHhUe23QaP6cRoLAABYGmEHAFAhlXmyL3CznPFzx2ksAMA1eXl5yc3NTSdPnlRwcLC8vLzMt1gDVcUwDBUXF+v06dNyc3OTl5dXpcci7AAArsnNzU1RUVE6deqUTp486epycJvx9fVVRESE+Q6yynB52Pn22281efJkrVq1ShcuXNCdd96pRYsWmW9wNQxD06ZN0xtvvKG8vDx16dJF8+fPV5MmTcwxzpw5ozFjxuiDDz6Qm5ubEhIS9Je//EW1a9d21W4BgKV4eXkpIiJCFy9eVGlpqavLwW3C3d1dHh4eNz2T6NKw88MPP6hLly7q1q2bVq1apeDgYB0+fNjhMdipqamaM2eOFi9erKioKD3zzDOKj4/Xl19+aT5JcciQITp16pTS09NVUlKixx9/XCNHjtSSJUtctWuwEJ7MDPyo/C3dP31TN1DTufR1EX/84x+1efNmbdq06YrthmEoPDxcEyZM0FNPPSVJys/PV2hoqNLS0jR48GAdOHBA0dHR2rFjhzkbtHr1aj344IP6z3/+U6FnJPC6CGuoqlBSVQg7AHBzbonXRfz73/9Whw4d9Mtf/lIhISFq166d3njjDbP92LFjys7OVlxcnLkuICBAnTt3VmZmpiQpMzNTgYGBZtCRpLi4OLm5uWnbtm1X3G5RUZEKCgocFgAAYE0uDTtff/21ef3NmjVrNGrUKD3xxBNavHixJCk7O1uSFBoa6vC90NBQsy07O1shISEO7R4eHgoKCjL7/NTMmTMVEBBgLg0aNHD2rgEAgBrCpWGnrKxMd999t55//nm1a9dOI0eO1IgRI7RgwYIq3W5ycrLy8/PN5cSJE1W6PQAA4DouDTthYWGKjo52WNeiRQvzxWt2u12SlJOT49AnJyfHbLPb7crNzXVov3jxos6cOWP2+Slvb2/5+/s7LAAAwJpcGna6dOmiQ4cOOaz76quvFBkZKUmKioqS3W5XRkaG2V5QUKBt27YpNjZWkhQbG6u8vDzt2rXL7LNu3TqVlZWpc+fO1bAXAACgJnPprefjxo3TPffco+eff16DBg3S9u3btXDhQi1cuFDSj7c5jh07Vs8995yaNGli3noeHh6u/v37S/pxJqh3797m6a+SkhKNHj1agwcP5m21qNG4pR0AqodLw07Hjh21fPlyJScnKyUlRVFRUXrllVc0ZMgQs8+kSZN0/vx5jRw5Unl5ebr33nu1evVq8xk7kvT2229r9OjR6tGjh/lQwTlz5rhilwAAQA3j0ufs1BQ8Z8cabrXn7FQVZnYA3C5uiefsAAAAVDXCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDQPVxcA4PY2O/0rp485rmdTp48J4NbFzA4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0HiqIalcVD5EDAOBqmNkBAACWxswOYDFVNXPGKxgA3KqY2QEAAJZG2AEAAJZG2AEAAJZG2AEAAJbm0rAzffp02Ww2h6V58+Zme2FhoZKSklSvXj3Vrl1bCQkJysnJcRgjKytLffv2la+vr0JCQjRx4kRdvHixuncFAADUUC6/G6tly5Zau3at+dnD4/9KGjdunD788EO9++67CggI0OjRozVgwABt3rxZklRaWqq+ffvKbrdry5YtOnXqlIYNGyZPT089//zz1b4vAACg5nF52PHw8JDdbr9sfX5+vt58800tWbJE3bt3lyQtWrRILVq00NatWxUTE6OPP/5YX375pdauXavQ0FC1bdtWzz77rCZPnqzp06fLy8uruncHAADUMC6/Zufw4cMKDw9Xo0aNNGTIEGVlZUmSdu3apZKSEsXFxZl9mzdvroiICGVmZkqSMjMz1apVK4WGhpp94uPjVVBQoP379191m0VFRSooKHBYAACANbk07HTu3FlpaWlavXq15s+fr2PHjum+++7T2bNnlZ2dLS8vLwUGBjp8JzQ0VNnZ2ZKk7Oxsh6BT3l7edjUzZ85UQECAuTRo0MC5OwYAAGoMl57G6tOnj/nn1q1bq3PnzoqMjNS//vUv1apVq8q2m5ycrPHjx5ufCwoKCDwAAFiUy09jXSowMFBNmzbVkSNHZLfbVVxcrLy8PIc+OTk55jU+drv9sruzyj9f6Tqgct7e3vL393dYAACANdWosHPu3DkdPXpUYWFhat++vTw9PZWRkWG2Hzp0SFlZWYqNjZUkxcbGau/evcrNzTX7pKeny9/fX9HR0dVePwAAqHlcehrrqaee0kMPPaTIyEidPHlS06ZNk7u7ux599FEFBARo+PDhGj9+vIKCguTv768xY8YoNjZWMTExkqRevXopOjpaQ4cOVWpqqrKzszVlyhQlJSXJ29vblbsGAABqCJeGnf/85z969NFH9f333ys4OFj33nuvtm7dquDgYEnS7Nmz5ebmpoSEBBUVFSk+Pl6vvfaa+X13d3etXLlSo0aNUmxsrPz8/JSYmKiUlBRX7RIAAKhhbIZhGK4uwtUKCgoUEBCg/Px8rt+pBrPTv3J1CaiEcT2bVsm4VfHzUFW1AqhZKvr72+UPFQRwayCkArhV1agLlAEAAJyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACzNw9UFAIAkxWQtdN5g6+s5fu6W7LyxAdxymNkBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWVmPCzqxZs2Sz2TR27FhzXWFhoZKSklSvXj3Vrl1bCQkJysnJcfheVlaW+vbtK19fX4WEhGjixIm6ePFiNVcPAABqqhoRdnbs2KHXX39drVu3dlg/btw4ffDBB3r33Xe1ceNGnTx5UgMGDDDbS0tL1bdvXxUXF2vLli1avHix0tLSNHXq1OreBQAAUEO5POycO3dOQ4YM0RtvvKG6deua6/Pz8/Xmm2/q5ZdfVvfu3dW+fXstWrRIW7Zs0datWyVJH3/8sb788kv94x//UNu2bdWnTx89++yzmjdvnoqLi121SwAAoAZxedhJSkpS3759FRcX57B+165dKikpcVjfvHlzRUREKDMzU5KUmZmpVq1aKTQ01OwTHx+vgoIC7d+//6rbLCoqUkFBgcMCAACsycOVG1+6dKl2796tHTt2XNaWnZ0tLy8vBQYGOqwPDQ1Vdna22efSoFPeXt52NTNnztSMGTNusnoAAHArcNnMzokTJ/Tkk0/q7bfflo+PT7VuOzk5Wfn5+eZy4sSJat0+AACoPi4LO7t27VJubq7uvvtueXh4yMPDQxs3btScOXPk4eGh0NBQFRcXKy8vz+F7OTk5stvtkiS73X7Z3Vnln8v7XIm3t7f8/f0dFgAAYE0uCzs9evTQ3r17tWfPHnPp0KGDhgwZYv7Z09NTGRkZ5ncOHTqkrKwsxcbGSpJiY2O1d+9e5ebmmn3S09Pl7++v6Ojoat8nAABQ87jsmp06derorrvucljn5+enevXqmeuHDx+u8ePHKygoSP7+/hozZoxiY2MVExMjSerVq5eio6M1dOhQpaamKjs7W1OmTFFSUpK8vb2rfZ8AAEDNU6mZnUaNGun777+/bH1eXp4aNWp000WVmz17tvr166eEhATdf//9stvtWrZsmdnu7u6ulStXyt3dXbGxsfr1r3+tYcOGKSUlxWk1AACAW5vNMAzjRr/k5uam7OxshYSEOKzPyclRRESEioqKnFZgdSgoKFBAQIDy8/O5fqcazE7/ytUloAaKyVrotLFiG9VzXNEt2WljA6g5Kvr7+4ZOY/373/82/7xmzRoFBASYn0tLS5WRkaGGDRveeLUAAABV5IbCTv/+/SVJNptNiYmJDm2enp5q2LChXnrpJacVBwAAcLNuKOyUlZVJkqKiorRjxw7Vr1+/SooCAABwlkrdjXXs2DFn1wEAAFAlKn3reUZGhjIyMpSbm2vO+JR76623browAAAAZ6hU2JkxY4ZSUlLUoUMHhYWFyWazObsuAAAAp6hU2FmwYIHS0tI0dOhQZ9cDAADgVJV6qGBxcbHuueceZ9cCAADgdJUKO7/97W+1ZMkSZ9cCAADgdJU6jVVYWKiFCxdq7dq1at26tTw9PR3aX375ZacUBwAAcLMqFXa++OILtW3bVpK0b98+hzYuVgYAADVJpcLO+vXrnV0HAABAlajUNTsAAAC3ikrN7HTr1u2ap6vWrVtX6YIAAACcqVJhp/x6nXIlJSXas2eP9u3bd9kLQgEAAFypUmFn9uzZV1w/ffp0nTt37qYKAgAAcCanXrPz61//mvdiAQCAGsWpYSczM1M+Pj7OHBIAAOCmVOo01oABAxw+G4ahU6dOaefOnXrmmWecUhgAAIAzVCrsBAQEOHx2c3NTs2bNlJKSol69ejmlMAAAAGeoVNhZtGiRs+sAAACoEpUKO+V27dqlAwcOSJJatmypdu3aOaUoAAAAZ6lU2MnNzdXgwYO1YcMGBQYGSpLy8vLUrVs3LV26VMHBwc6sEQAAoNIqdTfWmDFjdPbsWe3fv19nzpzRmTNntG/fPhUUFOiJJ55wdo0AAACVVqmZndWrV2vt2rVq0aKFuS46Olrz5s3jAmUAAFCjVGpmp6ysTJ6enpet9/T0VFlZ2U0XBQAA4CyVCjvdu3fXk08+qZMnT5rrvv32W40bN049evRwWnEAAAA3q1JhZ+7cuSooKFDDhg3VuHFjNW7cWFFRUSooKNCrr77q7BoBAAAqrVLX7DRo0EC7d+/W2rVrdfDgQUlSixYtFBcX59TiAAAAbtYNzeysW7dO0dHRKigokM1mU8+ePTVmzBiNGTNGHTt2VMuWLbVp06aqqhUAAOCG3VDYeeWVVzRixAj5+/tf1hYQEKDf/e53evnll51WHAAAwM26obDz+eefq3fv3ldt79Wrl3bt2nXTRQEAADjLDV2zk5OTc8Vbzs3BPDx0+vTpmy4KQM0Vk7XQ1SUAwA25oZmdn/3sZ9q3b99V27/44guFhYXddFEAAADOckNh58EHH9QzzzyjwsLCy9r++9//atq0aerXr5/TigMAALhZN3Qaa8qUKVq2bJmaNm2q0aNHq1mzZpKkgwcPat68eSotLdXTTz9dJYUCAABUxg2FndDQUG3ZskWjRo1ScnKyDMOQJNlsNsXHx2vevHkKDQ2tkkIBAAAq44YfKhgZGamPPvpIP/zwg44cOSLDMNSkSRPVrVu3KuoDAAC4KZV6grIk1a1bVx07dnRmLQAAAE5XqXdjAQAA3CoIOwAAwNJcGnbmz5+v1q1by9/fX/7+/oqNjdWqVavM9sLCQiUlJalevXqqXbu2EhISlJOT4zBGVlaW+vbtK19fX4WEhGjixIm6ePFide8KAACooVwadu644w7NmjVLu3bt0s6dO9W9e3c9/PDD2r9/vyRp3Lhx+uCDD/Tuu+9q48aNOnnypAYMGGB+v7S0VH379lVxcbG2bNmixYsXKy0tTVOnTnXVLgEAgBrGZpTfP15DBAUF6YUXXtDAgQMVHBysJUuWaODAgZJ+fJ5PixYtlJmZqZiYGK1atUr9+vXTyZMnzVveFyxYoMmTJ+v06dPy8vKq0DYLCgoUEBCg/Pz8K77kFM41O/0rV5eAm3ArvC4itlE9xxXdkl1TCIAqVdHf3zXmmp3S0lItXbpU58+fV2xsrHbt2qWSkhLFxcWZfZo3b66IiAhlZmZKkjIzM9WqVSuHZ/vEx8eroKDAnB26kqKiIhUUFDgsAADAmip967mz7N27V7GxsSosLFTt2rW1fPlyRUdHa8+ePfLy8lJgYKBD/9DQUGVnZ0uSsrOzL3uIYfnn8j5XMnPmTM2YMcO5OwLcoKqcIdkaMbLKxgaAW43LZ3aaNWumPXv2aNu2bRo1apQSExP15ZdfVuk2k5OTlZ+fby4nTpyo0u0BAADXcfnMjpeXl+68805JUvv27bVjxw795S9/0SOPPKLi4mLl5eU5zO7k5OTIbrdLkux2u7Zv3+4wXvndWuV9rsTb21ve3t5O3hMAAFATuXxm56fKyspUVFSk9u3by9PTUxkZGWbboUOHlJWVpdjYWElSbGys9u7dq9zcXLNPenq6/P39FR0dXe21AwCAmselMzvJycnq06ePIiIidPbsWS1ZskQbNmzQmjVrFBAQoOHDh2v8+PEKCgqSv7+/xowZo9jYWMXExEiSevXqpejoaA0dOlSpqanKzs7WlClTlJSUxMwNAACQ5OKwk5ubq2HDhunUqVMKCAhQ69attWbNGvXs2VOSNHv2bLm5uSkhIUFFRUWKj4/Xa6+9Zn7f3d1dK1eu1KhRoxQbGys/Pz8lJiYqJSXFVbsEF+FiXwDA1bg07Lz55pvXbPfx8dG8efM0b968q/Ypfws7AADAldS4a3YAAACcyeV3YwFwvlvhKccAUF2Y2QEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJbGQwVRvdbPVEzW966uAgBwG2FmBwAAWBphBwAAWBqnsYDr4D1TAHBrY2YHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYmoerC0DNNTv9K6ePGZP1vdPHBADgWlw6szNz5kx17NhRderUUUhIiPr3769Dhw459CksLFRSUpLq1aun2rVrKyEhQTk5OQ59srKy1LdvX/n6+iokJEQTJ07UxYsXq3NXAABADeXSsLNx40YlJSVp69atSk9PV0lJiXr16qXz58+bfcaNG6cPPvhA7777rjZu3KiTJ09qwIABZntpaan69u2r4uJibdmyRYsXL1ZaWpqmTp3qil0CAAA1jM0wDMPVRZQ7ffq0QkJCtHHjRt1///3Kz89XcHCwlixZooEDB0qSDh48qBYtWigzM1MxMTFatWqV+vXrp5MnTyo0NFSStGDBAk2ePFmnT5+Wl5fXdbdbUFCggIAA5efny9/fv0r38VZSNaexFjp9TOCnYhvVc1zRLdk1hQCoUhX9/V2jLlDOz8+XJAUFBUmSdu3apZKSEsXFxZl9mjdvroiICGVmZkqSMjMz1apVKzPoSFJ8fLwKCgq0f//+K26nqKhIBQUFDgsAALCmGhN2ysrKNHbsWHXp0kV33XWXJCk7O1teXl4KDAx06BsaGqrs7Gyzz6VBp7y9vO1KZs6cqYCAAHNp0KCBk/cGAADUFDUm7CQlJWnfvn1aunRplW8rOTlZ+fn55nLixIkq3yYAAHCNGnHr+ejRo7Vy5Up98sknuuOOO8z1drtdxcXFysvLc5jdycnJkd1uN/ts377dYbzyu7XK+/yUt7e3vL29nbwXAACgJnLpzI5hGBo9erSWL1+udevWKSoqyqG9ffv28vT0VEZGhrnu0KFDysrKUmxsrCQpNjZWe/fuVW5urtknPT1d/v7+io6Orp4dAQAANZZLZ3aSkpK0ZMkSvf/++6pTp455jU1AQIBq1aqlgIAADR8+XOPHj1dQUJD8/f01ZswYxcbGKiYmRpLUq1cvRUdHa+jQoUpNTVV2dramTJmipKQkZm+A21Tm144Pr9x60Tl3Fo7r2dQp4wCoXi4NO/Pnz5ckde3a1WH9okWL9Nhjj0mSZs+eLTc3NyUkJKioqEjx8fF67bXXzL7u7u5auXKlRo0apdjYWPn5+SkxMVEpKSnVtRsAAKAGc2nYqcgjfnx8fDRv3jzNmzfvqn0iIyP10UcfObM0AABgETXmbiwAAICqQNgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACW5tLXRaCGWj9TkhST9f11OgIAUPMxswMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyN5+wAQAXNTv+qSsYd17NplYwL4EfM7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEvjRaAAAOBH62dWzbjdkqtm3ApiZgcAAFgaYQcAAFgaYQcAAFga1+wAgIvNTv+qSsYd17NplYwL3GqY2QEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJbm0rDzySef6KGHHlJ4eLhsNptWrFjh0G4YhqZOnaqwsDDVqlVLcXFxOnz4sEOfM2fOaMiQIfL391dgYKCGDx+uc+fOVeNeAACAmsylYef8+fNq06aN5s2bd8X21NRUzZkzRwsWLNC2bdvk5+en+Ph4FRYWmn2GDBmi/fv3Kz09XStXrtQnn3yikSNHVtcuAACAGs6lz9np06eP+vTpc8U2wzD0yiuvaMqUKXr44YclSX/7298UGhqqFStWaPDgwTpw4IBWr16tHTt2qEOHDpKkV199VQ8++KBefPFFhYeHV9u+AACAmqnGXrNz7NgxZWdnKy4uzlwXEBCgzp07KzMzU5KUmZmpwMBAM+hIUlxcnNzc3LRt27arjl1UVKSCggKHBQAAWFONDTvZ2dmSpNDQUIf1oaGhZlt2drZCQkIc2j08PBQUFGT2uZKZM2cqICDAXBo0aODk6gEAQE1RY8NOVUpOTlZ+fr65nDhxwtUlAQCAKlJjw47dbpck5eTkOKzPyckx2+x2u3Jzcx3aL168qDNnzph9rsTb21v+/v4OCwAAsKYaG3aioqJkt9uVkZFhrisoKNC2bdsUGxsrSYqNjVVeXp527dpl9lm3bp3KysrUuXPnaq8ZAADUPC69G+vcuXM6cuSI+fnYsWPas2ePgoKCFBERobFjx+q5555TkyZNFBUVpWeeeUbh4eHq37+/JKlFixbq3bu3RowYoQULFqikpESjR4/W4MGDuRMLAABIcnHY2blzp7p162Z+Hj9+vCQpMTFRaWlpmjRpks6fP6+RI0cqLy9P9957r1avXi0fHx/zO2+//bZGjx6tHj16yM3NTQkJCZozZ0617wsAAKiZXBp2unbtKsMwrtpus9mUkpKilJSUq/YJCgrSkiVLqqI8AABgATX2mh0AAABnIOwAAABLI+wAAABLI+wAAABLI+wAAABLc+ndWACAqjM7/asqGXdcz6ZVMi5QVZjZAQAAlsbMDgAAt5L1M11dwS2HmR0AAGBpzOwAsLyYrIVVMu7WiJFVMi4A52JmBwAAWBozOwBQAzEbBTgPMzsAAMDSmNm5lXFFPuBSVTX7AsC5mNkBAACWRtgBAACWxmksALiNOOPUW+abV15/sxc/X/U1FLfiKftuya6uAJdgZgcAAFgaYQcAAFgaYQcAAFga1+wAAOBst+J1RhbGzA4AALA0wg4AALA0TmMBAJzipm9rX1/POYUAP0HYAQDA4jK//r5Kxo1tdGsEVE5jAQAASyPsAAAASyPsAAAAS+OaHQCApd3u16uAsGMJVfUPGQAAKyDsAABqBP7HDVWFa3YAAIClMbMDAEAlMBN162BmBwAAWBphBwAAWBphBwAAWBphBwAAWBoXKFe19TNdXQEAALc1ZnYAAIClEXYAAIClWSbszJs3Tw0bNpSPj486d+6s7du3u7okAABQA1gi7Pzzn//U+PHjNW3aNO3evVtt2rRRfHy8cnNzXV0aAABwMUuEnZdfflkjRozQ448/rujoaC1YsEC+vr566623XF0aAABwsVs+7BQXF2vXrl2Ki4sz17m5uSkuLk6ZmZkurAwAANQEt/yt5999951KS0sVGhrqsD40NFQHDx684neKiopUVFRkfs7Pz5ckFRQUOL/A84XmH7cfP+P88QEAcJGCS37HXbtjFfx+1f/93jYM45r9bvmwUxkzZ87UjBkzLlvfoEEDF1QDAIDVpVTp6GfPnlVAQMBV22/5sFO/fn25u7srJyfHYX1OTo7sdvsVv5OcnKzx48ebn8vKynTmzBnVq1dPNpvtit8pKChQgwYNdOLECfn7+ztvB24jHMObxzF0Do7jzeMY3jyO4c0zDENnz55VeHj4Nfvd8mHHy8tL7du3V0ZGhvr37y/px/CSkZGh0aNHX/E73t7e8vb2dlgXGBhYoe35+/vzQ3mTOIY3j2PoHBzHm8cxvHkcw5tzrRmdcrd82JGk8ePHKzExUR06dFCnTp30yiuv6Pz583r88cddXRoAAHAxS4SdRx55RKdPn9bUqVOVnZ2ttm3bavXq1ZddtAwAAG4/lgg7kjR69OirnrZyBm9vb02bNu2y01+oOI7hzeMYOgfH8eZxDG8ex7D62Izr3a8FAABwC7vlHyoIAABwLYQdAABgaYQdAABgaYQdAABgaYSdCpo3b54aNmwoHx8fde7cWdu3b3d1STXW9OnTZbPZHJbmzZub7YWFhUpKSlK9evVUu3ZtJSQkXPYE7NvNJ598ooceekjh4eGy2WxasWKFQ7thGJo6darCwsJUq1YtxcXF6fDhww59zpw5oyFDhsjf31+BgYEaPny4zp07V4174VrXO4aPPfbYZT+XvXv3duhzOx/DmTNnqmPHjqpTp45CQkLUv39/HTp0yKFPRf7tZmVlqW/fvvL19VVISIgmTpyoixcvVueuuFRFjmPXrl0v+1n8/e9/79Dndj+OzkbYqYB//vOfGj9+vKZNm6bdu3erTZs2io+PV25urqtLq7FatmypU6dOmcunn35qto0bN04ffPCB3n33XW3cuFEnT57UgAEDXFit650/f15t2rTRvHnzrtiempqqOXPmaMGCBdq2bZv8/PwUHx+vwsL/ewnfkCFDtH//fqWnp2vlypX65JNPNHLkyOraBZe73jGUpN69ezv8XL7zzjsO7bfzMdy4caOSkpK0detWpaenq6SkRL169dL58+fNPtf7t1taWqq+ffuquLhYW7Zs0eLFi5WWlqapU6e6YpdcoiLHUZJGjBjh8LOYmppqtnEcq4CB6+rUqZORlJRkfi4tLTXCw8ONmTNnurCqmmvatGlGmzZtrtiWl5dneHp6Gu+++6657sCBA4YkIzMzs5oqrNkkGcuXLzc/l5WVGXa73XjhhRfMdXl5eYa3t7fxzjvvGIZhGF9++aUhydixY4fZZ9WqVYbNZjO+/fbbaqu9pvjpMTQMw0hMTDQefvjhq36HY+goNzfXkGRs3LjRMIyK/dv96KOPDDc3NyM7O9vsM3/+fMPf398oKiqq3h2oIX56HA3DMB544AHjySefvOp3OI7Ox8zOdRQXF2vXrl2Ki4sz17m5uSkuLk6ZmZkurKxmO3z4sMLDw9WoUSMNGTJEWVlZkqRdu3appKTE4Xg2b95cERERHM+rOHbsmLKzsx2OWUBAgDp37mwes8zMTAUGBqpDhw5mn7i4OLm5uWnbtm3VXnNNtWHDBoWEhKhZs2YaNWqUvv/+e7ONY+goPz9fkhQUFCSpYv92MzMz1apVK4en18fHx6ugoED79++vxuprjp8ex3Jvv/226tevr7vuukvJycm6cOGC2cZxdD7LPEG5qnz33XcqLS297NUToaGhOnjwoIuqqtk6d+6stLQ0NWvWTKdOndKMGTN03333ad++fcrOzpaXl9dlL14NDQ1Vdna2awqu4cqPy5V+BsvbsrOzFRIS4tDu4eGhoKAgjuv/17t3bw0YMEBRUVE6evSo/ud//kd9+vRRZmam3N3dOYaXKCsr09ixY9WlSxfdddddklShf7vZ2dlX/Dktb7vdXOk4StKvfvUrRUZGKjw8XF988YUmT56sQ4cOadmyZZI4jlWBsAOn69Onj/nn1q1bq3PnzoqMjNS//vUv1apVy4WV4XY2ePBg88+tWrVS69at1bhxY23YsEE9evRwYWU1T1JSkvbt2+dwrR1u3NWO46XXgbVq1UphYWHq0aOHjh49qsaNG1d3mbcFTmNdR/369eXu7n7ZHQc5OTmy2+0uqurWEhgYqKZNm+rIkSOy2+0qLi5WXl6eQx+O59WVH5dr/Qza7fbLLpi/ePGizpw5w3G9ikaNGql+/fo6cuSIJI5hudGjR2vlypVav3697rjjDnN9Rf7t2u32K/6clrfdTq52HK+kc+fOkuTws8hxdC7CznV4eXmpffv2ysjIMNeVlZUpIyNDsbGxLqzs1nHu3DkdPXpUYWFhat++vTw9PR2O56FDh5SVlcXxvIqoqCjZ7XaHY1ZQUKBt27aZxyw2NlZ5eXnatWuX2WfdunUqKysz/0MKR//5z3/0/fffKywsTBLH0DAMjR49WsuXL9e6desUFRXl0F6Rf7uxsbHau3evQ2hMT0+Xv7+/oqOjq2dHXOx6x/FK9uzZI0kOP4u3+3F0OldfIX0rWLp0qeHt7W2kpaUZX375pTFy5EgjMDDQ4Up5/J8JEyYYGzZsMI4dO2Zs3rzZiIuLM+rXr2/k5uYahmEYv//9742IiAhj3bp1xs6dO43Y2FgjNjbWxVW71tmzZ43PPvvM+OyzzwxJxssvv2x89tlnxjfffGMYhmHMmjXLCAwMNN5//33jiy++MB5++GEjKirK+O9//2uO0bt3b6Ndu3bGtm3bjE8//dRo0qSJ8eijj7pql6rdtY7h2bNnjaeeesrIzMw0jh07Zqxdu9a4++67jSZNmhiFhYXmGLfzMRw1apQREBBgbNiwwTh16pS5XLhwwexzvX+7Fy9eNO666y6jV69exp49e4zVq1cbwcHBRnJysit2ySWudxyPHDlipKSkGDt37jSOHTtmvP/++0ajRo2M+++/3xyD4+h8hJ0KevXVV42IiAjDy8vL6NSpk7F161ZXl1RjPfLII0ZYWJjh5eVl/OxnPzMeeeQR48iRI2b7f//7X+MPf/iDUbduXcPX19f4xS9+YZw6dcqFFbve+vXrDUmXLYmJiYZh/Hj7+TPPPGOEhoYa3t7eRo8ePYxDhw45jPH9998bjz76qFG7dm3D39/fePzxx42zZ8+6YG9c41rH8MKFC0avXr2M4OBgw9PT04iMjDRGjBhx2f+w3M7H8ErHTpKxaNEis09F/u0eP37c6NOnj1GrVi2jfv36xoQJE4ySkpJq3hvXud5xzMrKMu6//34jKCjI8Pb2Nu68805j4sSJRn5+vsM4t/txdDabYRhG9c0jAQAAVC+u2QEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AGAa3jsscfUv39/V5cB4CYQdgDUCK4OFcePH5fNZjPfUwTAOgg7AADA0gg7AGq8ffv2qU+fPqpdu7ZCQ0M1dOhQfffdd2Z7165d9cQTT2jSpEkKCgqS3W7X9OnTHcY4ePCg7r33Xvn4+Cg6Olpr166VzWbTihUrJMl8O3W7du1ks9nUtWtXh++/+OKLCgsLU7169ZSUlKSSkpKq3GUATkTYAVCj5eXlqXv37mrXrp127typ1atXKycnR4MGDXLot3jxYvn5+Wnbtm1KTU1VSkqK0tPTJUmlpaXq37+/fH19tW3bNi1cuFBPP/20w/e3b98uSVq7dq1OnTqlZcuWmW3r16/X0aNHtX79ei1evFhpaWlKS0ur2h0H4DQeri4AAK5l7ty5ateunZ5//nlz3VtvvaUGDRroq6++UtOmTSVJrVu31rRp0yRJTZo00dy5c5WRkaGePXsqPT1dR48e1YYNG2S32yVJf/rTn9SzZ09zzODgYElSvXr1zD7l6tatq7lz58rd3V3NmzdX3759lZGRoREjRlTpvgNwDsIOgBrt888/1/r161W7du3L2o4ePeoQdi4VFham3NxcSdKhQ4fUoEEDhxDTqVOnCtfQsmVLubu7O4y9d+/eG9oPAK5D2AFQo507d04PPfSQ/vznP1/WFhYWZv7Z09PToc1ms6msrMwpNVTl2ACqHmEHQI12991367333lPDhg3l4VG5/2Q1a9ZMJ06cUE5OjkJDQyVJO3bscOjj5eUl6cfrewBYCxcoA6gx8vPztWfPHodl5MiROnPmjB599FHt2LFDR48e1Zo1a/T4449XOJj07NlTjRs3VmJior744gtt3rxZU6ZMkfTjLI0khYSEqFatWuYF0Pn5+VW2nwCqF2EHQI2xYcMGtWvXzmF59tlntXnzZpWWlqpXr15q1aqVxo4dq8DAQLm5Vew/Ye7u7lqxYoXOnTunjh076re//a15N5aPj48kycPDQ3PmzNHrr7+u8PBwPfzww1W2nwCql80wDMPVRQBAddu8ebPuvfdeHTlyRI0bN3Z1OQCqEGEHwG1h+fLlql27tpo0aaIjR47oySefVN26dfXpp5+6ujQAVYwLlAHcFs6ePavJkycrKytL9evXV1xcnF566SVXlwWgGjCzAwAALI0LlAEAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKX9PwaFvsXgARIPAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2 hist of length of jokes\n",
"plt.hist(df[df['is_humor'] == True]['text_length'], bins=20, alpha=0.5, label='is_humor=True')\n",
"plt.hist(df[df['is_humor'] == False]['text_length'], bins=20, alpha=0.5, label='is_humor=False')\n",
"plt.title('Length of jokes')\n",
"plt.xlabel('Length')\n",
"plt.ylabel('Count')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean min max std\n",
"is_humor \n",
"0 21.932855 1 63 11.166029\n",
"1 20.240268 2 57 8.590675\n"
]
}
],
"source": [
"# avg, min, max, std of word_count for each is_humor\n",
"print(df.groupby('is_humor')['word_count'].agg(['mean', 'min', 'max', 'std']))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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SxXttiIiIqPlpNBp06NBB+jt+Pww7+N9bj5VKJcMOERFRK/OgJShcoExERESyxrBDREREssawQ0RERLLGNTtERNRgVVVVqKio0Pcw6BFhamoKY2Pjh+6HYYeIiB5ICIH8/HwUFRXpeyj0iLG3t4dKpXqo5+Ax7BAR0QPVBB0nJydYWVnxAazU7IQQuHPnDgoLCwEALi4uTe6LYYeIiOpVVVUlBZ02bdroezj0CLG0tAQAFBYWwsnJqcmXtLhAmYiI6lWzRsfKykrPI6FHUc3P3cOsFdNr2KmqqsLChQvh6ekJS0tLdOrUCW+88QaEEFIbIQQWLVoEFxcXWFpaIjAwEJcuXdLq5+bNmwgNDYVSqYS9vT3Cw8Nx+/btlj4cIiJZ46Ur0gdd/NzpNey88847WLt2LT788EOcO3cO77zzDuLj4/HBBx9IbeLj47Fq1SokJCQgIyMD1tbWCAoKQmlpqdQmNDQUZ86cQXJyMnbs2IEffvgBM2bM0MchERERkYHRa9g5fPgwxo8fjzFjxsDDwwOTJ0/GyJEjcfToUQD3ZnVWrlyJBQsWYPz48fDx8cG///1v5Obm4ptvvgEAnDt3DklJSfjXv/4Ff39/DBw4EB988AG2bNmC3NxcPR4dERHp25AhQzBr1iy990H6pdcFyv3798f69etx8eJFdO3aFT/++CMOHjyI5cuXAwAuX76M/Px8BAYGStvY2dnB398f6enpeO6555Ceng57e3v4+flJbQIDA2FkZISMjAxMnDix1n7LyspQVlYmfddoNM14lERE8rUi+WKL7St6RNdGb7Nt2zaYmpo2w2jk4cqVK/D09Ky3zYYNGzBt2rSWGVAz0WvYmT9/PjQaDbp37w5jY2NUVVXhrbfeQmhoKIB7tzoCgLOzs9Z2zs7OUl1+fj6cnJy06k1MTODo6Ci1+bO4uDgsWbJE14dDREQGxtHRUd9DaFFCCFRVVcHEpGF/3jt06IC8vDzp+3vvvYekpCTs3btXKrOzs5P+XVVVBYVCASOj1nV/k15H+8UXX2DTpk3YvHkzTpw4gcTERLz33ntITExs1v3GxMSguLhY+ly7dq1Z90dERPrxx0tQa9asQZcuXWBhYQFnZ2dMnjy5wf1UV1dj7ty5cHR0hEqlQmxsrFR35coVKBQKnDp1SiorKiqCQqFAWloaACAtLQ0KhQK7d+9Gnz59YGlpiWHDhqGwsBC7du2Cl5cXlEol/vKXv+DOnTtSP2VlZZg5cyacnJxgYWGBgQMH4tixY1J9Tb+7du2Cr68vzM3NcfDgwQYfl7GxMVQqlfSxsbGBiYmJ9D0pKQkuLi7Yvn07vL29YW5ujpycnDov7U2YMEFrBqisrAyvv/46HnvsMVhbW8Pf3186Hy1Nr2Fnzpw5mD9/Pp577jn07NkTU6ZMQXR0NOLi4gAAKpUKAFBQUKC1XUFBgVSnUqmkBw7VqKysxM2bN6U2f2Zubg6lUqn1ISIi+Tp+/DhmzpyJpUuX4sKFC0hKSsKTTz7Z4O0TExNhbW2NjIwMxMfHY+nSpUhOTm70OGJjY/Hhhx/i8OHDuHbtGp555hmsXLkSmzdvxvfff489e/Zo3aQzd+5cfPXVV0hMTMSJEyfQuXNnBAUF4ebNm1r9zp8/H8uWLcO5c+fg4+ODAwcOwMbGpt7Ppk2bGjTmO3fu4J133sG//vUvnDlzptbVlPuJiopCeno6tmzZgp9++glPP/00Ro0aVeuO6pag18tYd+7cqTUVZmxsjOrqagCAp6cnVCoVUlJS0Lt3bwD31tdkZGQgIiICAKBWq1FUVITMzEz4+voCAPbt24fq6mr4+/u33MFQi9P1WoGmrAcgotYhJycH1tbWGDt2LGxtbeHu7o4+ffo0eHsfHx8sXrwYANClSxd8+OGHSElJwYgRIxo1jjfffBMDBgwAAISHhyMmJgbZ2dno2LEjAGDy5MlITU3FvHnzUFJSgrVr12Ljxo0IDg4GAHz00UdITk7Gxx9/jDlz5kj9Ll26VGssfn5+WjNNdfnzEpH7qaiowJo1a9CrV68GH2dOTg42bNiAnJwcuLq6AgBef/11JCUlYcOGDXj77bcb3Jcu6DXsjBs3Dm+99Rbc3NzQo0cPnDx5EsuXL8eLL74I4N699bNmzcKbb76JLl26wNPTEwsXLoSrqysmTJgAAPDy8sKoUaMwffp0JCQkoKKiAlFRUXjuueekE0xERI+2ESNGwN3dHR07dsSoUaMwatQoTJw4scEPSvTx8dH67uLiUuuqQmP7cXZ2hpWVlRR0aspq7kjOzs5GRUWFFI6Aey/G7NevH86dO6fV7x9v0gHuPXm4c+fOjR5fXczMzGod/4OcPn0aVVVV6NpV+/9ElpWV6eUp3HoNOx988AEWLlyIl19+GYWFhXB1dcVLL72ERYsWSW3mzp2LkpISzJgxA0VFRRg4cCCSkpJgYWEhtdm0aROioqIwfPhwGBkZISQkBKtWrdLHIRERkQGytbXFiRMnkJaWhj179mDRokWIjY3FsWPHYG9v/8Dt/3xHl0KhkK5C1Fyh+OMDce/3tN8/9qNQKOrttzGsra21vh84cECaDbqfdevWSTcE1cfS0rLWg/2MjIy0jhfQPubbt2/D2NgYmZmZtV7xYGNj88B96ppew46trS1WrlyJlStX3reNQqHA0qVLsXTp0vu2cXR0xObNm5thhEREJBcmJiYIDAxEYGAgFi9eDHt7e+zbtw+TJk16qH7btWsHAMjLy5MujT3oElJDdOrUCWZmZjh06BDc3d0B3AsUx44de+Bzf3R5Gasu7dq107qLq6qqCllZWRg6dCgAoE+fPqiqqkJhYSEGDRrU5P3oCl8ESkREsrdjxw788ssvePLJJ+Hg4ICdO3eiuroa3bp1e+i+LS0tERAQgGXLlsHT0xOFhYVYsGDBQ/drbW2NiIgIzJkzB46OjnBzc0N8fDzu3LmD8PDwB45JV5ex6jJs2DDMnj0b33//PTp16oTly5ejqKhIqu/atStCQ0MxdepUvP/+++jTpw9u3LiBlJQU+Pj4YMyYMc02trow7BARkezZ29tj27ZtiI2NRWlpKbp06YLPP/8cPXr00En/n3zyCcLDw+Hr64tu3bohPj4eI0eOfOh+ly1bhurqakyZMgW3bt2Cn58fdu/eDQcHBx2MuulefPFF/Pjjj5g6dSpMTEwQHR0tzerU2LBhA95880289tpruH79Otq2bYuAgACMHTu2xcerEH++6PYI0mg0sLOzQ3FxMW9Db0V4NxZRyygtLcXly5fh6emptV6SqCXU9/PX0L/fresRiERERESNxLBDRESPrJycnHofvJeTk6PvIZIOcM0OERE9slxdXeu9a4nPa5MHhh0iInpkmZiYNOtdS2QYeBmLiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiGRryJAhD3xpZkv0IWexsbHo3bu3vodRL956TkRETZca13L7GhrT6E22bdsGU1PTZhiMvAwZMgT79++vVV5RUQETk9YfFTizQ0REsuXo6AhbW1t9D6PFCCFQWVnZpG2nT5+OvLw8rY8cgg7AsENERDL2x0tQa9asQZcuXWBhYQFnZ2dMnjy5wf1UV1dj7ty5cHR0hEqlQmxsrFR35coVKBQKrScxFxUVQaFQIC0tDQCQlpYGhUKB3bt3o0+fPrC0tMSwYcNQWFiIXbt2wcvLC0qlEn/5y19w584dqZ+ysjLMnDkTTk5OsLCwwMCBA3Hs2DGpvqbfXbt2wdfXF+bm5jh48GCTzpWVlRVUKpXWBwDmzZuHrl27wsrKCh07dsTChQtRUVFx337S0tLQr18/WFtbw97eHgMGDMDVq1el+m+//RZPPPEELCws0LFjRyxZsqTJAa2h5BHZiIiI6nH8+HHMnDkTn376Kfr374+bN2/iwIEDDd4+MTERs2fPRkZGBtLT0zFt2jQMGDAAI0aMaNQ4YmNj8eGHH8LKygrPPPMMnnnmGZibm2Pz5s24ffs2Jk6ciA8++ADz5s0DAMydOxdfffUVEhMT4e7ujvj4eAQFBeHnn3+Go6Oj1O/8+fPx3nvvoWPHjnBwcMCBAwcQHBxc71jWrVuH0NDQB47Z1tYWGzduhKurK06fPo3p06fD1tYWc+fOrdW2srISEyZMwPTp0/H555+jvLwcR48ehUKhAAAcOHAAU6dOxapVqzBo0CBkZ2djxowZAIDFixc3+Dw2FsMOERHJXk5ODqytrTF27FjY2trC3d0dffr0afD2Pj4+0h/jLl264MMPP0RKSkqjw86bb76JAQMGAADCw8MRExOD7OxsdOzYEQAwefJkpKamYt68eSgpKcHatWuxceNGKbh89NFHSE5Oxscff4w5c+ZI/S5dulRrLH5+fvW+8wsAnJ2dtb6vWbMG//rXv6TvL730Et5//30sWLBAKvPw8MDrr7+OLVu21Bl2NBoNiouLMXbsWHTq1AkA4OXlJdUvWbIE8+fPR1hYGACgY8eOeOONNzB37lyGHSIioocxYsQIuLu7o2PHjhg1ahRGjRqFiRMnwsrKqkHb+/j4aH13cXFBYWFho8fxx36cnZ2lS0N/LDt69CgAIDs7GxUVFVI4AgBTU1P069cP586d0+rXz89P67ulpWWj3/kVGhqKf/zjH9J3e3t7AMB//vMfrFq1CtnZ2bh9+zYqKyuhVCrr7MPR0RHTpk1DUFAQRowYgcDAQDzzzDNwcXEBAPz44484dOgQ3nrrLWmbqqoqlJaW4s6dOw3+79FYXLNDRESyZ2trixMnTuDzzz+Hi4sLFi1ahF69eqGoqKhB2//5ji6FQoHq6moAgJHRvT+lQgip/n5rWv7Yj0KhqLffxrC2ttb6fuDAAdjY2NT72bRpk9Y2dnZ26Ny5s/Rp27Yt0tPTERoaitGjR2PHjh04efIk/vGPf6C8vPy+Y9mwYQPS09PRv39//Oc//0HXrl1x5MgRAMDt27exZMkSnDp1SvqcPn0aly5dgoWFRaOPu6E4s0NERI8EExMTBAYGIjAwEIsXL4a9vT327duHSZMmPVS/7dq1AwDk5eVJl8YedAmpITp16gQzMzMcOnQI7u7uAO6FqGPHjj3wuT9NuYxVl8OHD8Pd3V1rxuePi43vp0+fPujTpw9iYmKgVquxefNmBAQE4IknnsCFCxda/E3zDDtERCR7O3bswC+//IInn3wSDg4O2LlzJ6qrq9GtW7eH7tvS0hIBAQFYtmwZPD09UVhYqLXOpamsra0RERGBOXPmwNHREW5uboiPj8edO3cQHh7+wDHpIlB06dIFOTk52LJlC/r27Yvvv/8eX3/99X3bX758GevXr8dTTz0FV1dXXLhwAZcuXcLUqVMBAIsWLcLYsWPh5uaGyZMnw8jICD/++COysrLw5ptvPvR474eXsYiISPbs7e2xbds2DBs2DF5eXkhISMDnn3+OHj166KT/Tz75BJWVlfD19cWsWbN09od72bJlCAkJwZQpU/DEE0/g559/xu7du+Hg4KCT/h/kqaeeQnR0NKKiotC7d28cPnwYCxcuvG97KysrnD9/HiEhIejatStmzJiByMhIvPTSSwCAoKAg7NixA3v27EHfvn0REBCAFStWSDNXzUUh/niR8RGl0WhgZ2eH4uLi+y66IsOzIvmiTvuLHtFVp/0RyUVpaSkuX74MT0/PZl1XQVSX+n7+Gvr3mzM7REREJGsMO0RE9MjKycmp946lnJwcfQ+RdIALlImI6JHl6upa711Lrq6uLTcYajYMO0RE9MgyMTFp8dugqeXxMhYRERHJGsMOERE1SFOe7Ev0sHTxc8fLWEREVC8zMzMYGRkhNzcX7dq1g5mZmfQWa6LmIoRAeXk5bty4ASMjI5iZmTW5L4YdIiKql5GRETw9PZGXl4fc3Fx9D4ceMVZWVnBzc5PeQdYUDDtE/x8fUkh0f2ZmZnBzc0NlZSWqqqr0PRx6RBgbG8PExOShZxL1GnY8PDzqfKHYyy+/jNWrV6O0tBSvvfYatmzZgrKyMgQFBWHNmjVaLy/LyclBREQEUlNTYWNjg7CwMMTFxcHEhDmOiEiXat7S/ec3dRMZOr0uUD527Bjy8vKkT3JyMgDg6aefBgBER0fju+++w9atW7F//37k5uZqvZ22qqoKY8aMQXl5OQ4fPozExERs3LgRixYt0svxEBERkeExqHdjzZo1Czt27MClS5eg0WjQrl07bN68GZMnTwYAnD9/Hl5eXkhPT0dAQAB27dqFsWPHIjc3V5rtSUhIwLx583Djxo0GL2biu7FaJ11fdtI1XsYiImpere7dWOXl5fjss8/w4osvQqFQIDMzExUVFQgMDJTadO/eHW5ubkhPTwcApKeno2fPnlqXtYKCgqDRaHDmzJn77qusrAwajUbrQ0RERPJkMGHnm2++QVFREaZNmwYAyM/Ph5mZGezt7bXaOTs7Iz8/X2rzx6BTU19Tdz9xcXGws7OTPh06dNDdgRAREZFBMZiw8/HHHyM4OLhF3kMSExOD4uJi6XPt2rVm3ycRERHph0HcsnT16lXs3bsX27Ztk8pUKhXKy8tRVFSkNbtTUFAAlUoltTl69KhWXwUFBVLd/Zibm8Pc3FyHR0BERESGyiBmdjZs2AAnJyeMGTNGKvP19YWpqSlSUlKksgsXLiAnJwdqtRoAoFarcfr0aRQWFkptkpOToVQq4e3t3XIHQERERAZL7zM71dXV2LBhA8LCwrSejWNnZ4fw8HDMnj0bjo6OUCqVeOWVV6BWqxEQEAAAGDlyJLy9vTFlyhTEx8cjPz8fCxYsQGRkJGduiIiICIABhJ29e/ciJycHL774Yq26FStWwMjICCEhIVoPFaxhbGyMHTt2ICIiAmq1GtbW1ggLC8PSpUtb8hCIiIjIgBnUc3b0hc/ZaZ34nB0iokdbq3vODhEREVFzYNghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIlkz0fcAiORqRfJFnfYXPaKrTvsjInpUcGaHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGRN72Hn+vXreOGFF9CmTRtYWlqiZ8+eOH78uFQvhMCiRYvg4uICS0tLBAYG4tKlS1p93Lx5E6GhoVAqlbC3t0d4eDhu377d0odCREREBkivYef333/HgAEDYGpqil27duHs2bN4//334eDgILWJj4/HqlWrkJCQgIyMDFhbWyMoKAilpaVSm9DQUJw5cwbJycnYsWMHfvjhB8yYMUMfh0REREQGRiGEEPra+fz583Ho0CEcOHCgznohBFxdXfHaa6/h9ddfBwAUFxfD2dkZGzduxHPPPYdz587B29sbx44dg5+fHwAgKSkJo0ePxn//+1+4uro+cBwajQZ2dnYoLi6GUqnU3QFSs9L16xgMHV8XQUSkraF/v/U6s7N9+3b4+fnh6aefhpOTE/r06YOPPvpIqr98+TLy8/MRGBgoldnZ2cHf3x/p6ekAgPT0dNjb20tBBwACAwNhZGSEjIyMljsYIiIiMkh6DTu//PIL1q5diy5dumD37t2IiIjAzJkzkZiYCADIz88HADg7O2tt5+zsLNXl5+fDyclJq97ExASOjo5Smz8rKyuDRqPR+hAREZE86fWt59XV1fDz88Pbb78NAOjTpw+ysrKQkJCAsLCwZttvXFwclixZ0mz9ExERkeHQ68yOi4sLvL29tcq8vLyQk5MDAFCpVACAgoICrTYFBQVSnUqlQmFhoVZ9ZWUlbt68KbX5s5iYGBQXF0ufa9eu6eR4iIiIyPDoNewMGDAAFy5c0Cq7ePEi3N3dAQCenp5QqVRISUmR6jUaDTIyMqBWqwEAarUaRUVFyMzMlNrs27cP1dXV8Pf3r3O/5ubmUCqVWh8iIiKSJ71exoqOjkb//v3x9ttv45lnnsHRo0exfv16rF+/HgCgUCgwa9YsvPnmm+jSpQs8PT2xcOFCuLq6YsKECQDuzQSNGjUK06dPR0JCAioqKhAVFYXnnnuuQXdiERERkbzpNez07dsXX3/9NWJiYrB06VJ4enpi5cqVCA0NldrMnTsXJSUlmDFjBoqKijBw4EAkJSXBwsJCarNp0yZERUVh+PDhMDIyQkhICFatWqWPQyIiIiIDo9fn7BgKPmendeJzdoiIHm2t4jk7RERERM2NYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZM1E3wMgIv1YkXxRp/1Fj+iq0/6IiHSFMztEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRreg07sbGxUCgUWp/u3btL9aWlpYiMjESbNm1gY2ODkJAQFBQUaPWRk5ODMWPGwMrKCk5OTpgzZw4qKytb+lCIiIjIQOn9dRE9evTA3r17pe8mJv8bUnR0NL7//nts3boVdnZ2iIqKwqRJk3Do0CEAQFVVFcaMGQOVSoXDhw8jLy8PU6dOhampKd5+++0WPxYiIiIyPHoPOyYmJlCpVLXKi4uL8fHHH2Pz5s0YNmwYAGDDhg3w8vLCkSNHEBAQgD179uDs2bPYu3cvnJ2d0bt3b7zxxhuYN28eYmNjYWZm1tKHQ0RERAZG72t2Ll26BFdXV3Ts2BGhoaHIyckBAGRmZqKiogKBgYFS2+7du8PNzQ3p6ekAgPT0dPTs2RPOzs5Sm6CgIGg0Gpw5c+a++ywrK4NGo9H6EBERkTzpNez4+/tj48aNSEpKwtq1a3H58mUMGjQIt27dQn5+PszMzGBvb6+1jbOzM/Lz8wEA+fn5WkGnpr6m7n7i4uJgZ2cnfTp06KDbAyMiIiKDodfLWMHBwdK/fXx84O/vD3d3d3zxxRewtLRstv3GxMRg9uzZ0neNRsPAQ0REJFN6v4z1R/b29ujatSt+/vlnqFQqlJeXo6ioSKtNQUGBtMZHpVLVujur5ntd64BqmJubQ6lUan2IiIhIngwq7Ny+fRvZ2dlwcXGBr68vTE1NkZKSItVfuHABOTk5UKvVAAC1Wo3Tp0+jsLBQapOcnAylUglvb+8WHz8REREZHr1exnr99dcxbtw4uLu7Izc3F4sXL4axsTGef/552NnZITw8HLNnz4ajoyOUSiVeeeUVqNVqBAQEAABGjhwJb29vTJkyBfHx8cjPz8eCBQsQGRkJc3NzfR4aERERGQi9hp3//ve/eP755/Hbb7+hXbt2GDhwII4cOYJ27doBAFasWAEjIyOEhISgrKwMQUFBWLNmjbS9sbExduzYgYiICKjValhbWyMsLAxLly7V1yERERGRgVEIIYS+B6FvGo0GdnZ2KC4u5vqdVmRF8kV9D6FFRY/oqtP+dH3+dD0+IqIHaejfb4Nas0NERESkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrTQo7HTt2xG+//VarvKioCB07dnzoQRERERHpSpPCzpUrV1BVVVWrvKysDNevX3/oQRERERHpikljGm/fvl369+7du2FnZyd9r6qqQkpKCjw8PHQ2OCIiIqKH1aiwM2HCBACAQqFAWFiYVp2pqSk8PDzw/vvv62xwRERERA+rUWGnuroaAODp6Yljx46hbdu2zTIoIiIiIl1pVNipcfnyZV2Pg4iIiKhZNCnsAEBKSgpSUlJQWFgozfjU+OSTTx56YERERES60KSws2TJEixduhR+fn5wcXGBQqHQ9biIiIiIdKJJYSchIQEbN27ElClTdD0eIiIiIp1q0nN2ysvL0b9/f12PhYiIiEjnmhR2/va3v2Hz5s26HgsRERGRzjXpMlZpaSnWr1+PvXv3wsfHB6amplr1y5cv18ngiIiIiB5Wk8LOTz/9hN69ewMAsrKytOq4WJmIiIgMSZPCTmpqqq7HQURERNQsmrRmh4iIiKi1aNLMztChQ+u9XLVv374mD4iIiIhIl5oUdmrW69SoqKjAqVOnkJWVVesFoURERET61KSws2LFijrLY2Njcfv27YcaENGjIiBnfeM2SG3T8LZDYxrXNxGRjDX53Vh1eeGFF9CvXz+89957uuyWZGJF8kV9D4GIiB5BOl2gnJ6eDgsLC112SURERPRQmjSzM2nSJK3vQgjk5eXh+PHjWLhwoU4GRkRERKQLTZrZsbOz0/o4OjpiyJAh2LlzJxYvXtykgSxbtgwKhQKzZs2SykpLSxEZGYk2bdrAxsYGISEhKCgo0NouJycHY8aMgZWVFZycnDBnzhxUVlY2aQxEREQkP02a2dmwYYNOB3Hs2DGsW7cOPj4+WuXR0dH4/vvvsXXrVtjZ2SEqKgqTJk3CoUOHAABVVVUYM2YMVCoVDh8+jLy8PEydOhWmpqZ4++23dTpGIiIiap0eas1OZmYmPvvsM3z22Wc4efJkk/q4ffs2QkND8dFHH8HBwUEqLy4uxscff4zly5dj2LBh8PX1xYYNG3D48GEcOXIEALBnzx6cPXsWn332GXr37o3g4GC88cYbWL16NcrLyx/m0IiIiEgmmhR2CgsLMWzYMPTt2xczZ87EzJkz4evri+HDh+PGjRuN6isyMhJjxoxBYGCgVnlmZiYqKiq0yrt37w43Nzekp6cDuLcgumfPnnB2dpbaBAUFQaPR4MyZM/fdZ1lZGTQajdaHiIiI5KlJYeeVV17BrVu3cObMGdy8eRM3b95EVlYWNBoNZs6c2eB+tmzZghMnTiAuLq5WXX5+PszMzGBvb69V7uzsjPz8fKnNH4NOTX1N3f3ExcVprTnq0KFDg8dMRERErUuTwk5SUhLWrFkDLy8vqczb2xurV6/Grl27GtTHtWvX8Oqrr2LTpk0tfrt6TEwMiouLpc+1a9dadP9ERETUcpoUdqqrq2Fqalqr3NTUFNXV1Q3qIzMzE4WFhXjiiSdgYmICExMT7N+/H6tWrYKJiQmcnZ1RXl6OoqIire0KCgqgUqkAACqVqtbdWTXfa9rUxdzcHEqlUutDRERE8tSksDNs2DC8+uqryM3NlcquX7+O6OhoDB8+vEF9DB8+HKdPn8apU6ekj5+fH0JDQ6V/m5qaIiUlRdrmwoULyMnJgVqtBgCo1WqcPn0ahYWFUpvk5GQolUp4e3s35dCIiIhIZpp06/mHH36Ip556Ch4eHtJ6l2vXruHxxx/HZ5991qA+bG1t8fjjj2uVWVtbo02bNlJ5eHg4Zs+eDUdHRyiVSrzyyitQq9UICAgAAIwcORLe3t6YMmUK4uPjkZ+fjwULFiAyMhLm5uZNOTQiIiKSmSaFnQ4dOuDEiRPYu3cvzp8/DwDw8vKqdUfVw1qxYgWMjIwQEhKCsrIyBAUFYc2aNVK9sbExduzYgYiICKjValhbWyMsLAxLly7V6TiIiIio9VIIIURDG+/btw9RUVE4cuRIrXUuxcXF6N+/PxISEjBo0CCdD7Q5aTQa2NnZobi4mOt3mhFfBKqtsW89V3fU7VvPDf2/R/SIrvoeAhEZuIb+/W7UzM7KlSsxffr0Oju0s7PDSy+9hOXLl7e6sEN1M/Q/hlSP1NqPc/izgJzfmtT1EbcZTdqOiEhfGrVA+ccff8SoUaPuWz9y5EhkZmY+9KCIiIiIdKVRMzsFBQV13nIudWZi0ugnKBPpQmMvCTUGZzKIiFq3Rs3sPPbYY8jKyrpv/U8//QQXF5eHHhQRERGRrjRqZmf06NFYuHAhRo0aVeupx3fv3sXixYsxduxYnQ6QiO5J/6Vpa2yIiB51jQo7CxYswLZt29C1a1dERUWhW7duAIDz589j9erVqKqqwj/+8Y9mGSgRERFRUzQq7Dg7O+Pw4cOIiIhATEwMau5aVygUCAoKwurVq2u9mJOIiIhInxr9UEF3d3fs3LkTv//+O37++WcIIdClSxc4ODg0x/iIiIiIHkqTnqAMAA4ODujbt68ux0JERESkc016ESgRERFRa8GwQ0RERLLGsENERESyxrBDREREssawQ0RERLLGsENERESyxrBDREREssawQ0RERLLGsENERESy1uQnKBM9KgJy1ut7CERE9BA4s0NERESyxrBDREREssawQ0RERLLGsENERESyxrBDREREssa7sahF8c4mIiJqaZzZISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZ02vYWbt2LXx8fKBUKqFUKqFWq7Fr1y6pvrS0FJGRkWjTpg1sbGwQEhKCgoICrT5ycnIwZswYWFlZwcnJCXPmzEFlZWVLHwoREREZKL2Gnfbt22PZsmXIzMzE8ePHMWzYMIwfPx5nzpwBAERHR+O7777D1q1bsX//fuTm5mLSpEnS9lVVVRgzZgzKy8tx+PBhJCYmYuPGjVi0aJG+DomIiIgMjEIIIfQ9iD9ydHTEu+++i8mTJ6Ndu3bYvHkzJk+eDAA4f/48vLy8kJ6ejoCAAOzatQtjx45Fbm4unJ2dAQAJCQmYN28ebty4ATMzswbtU6PRwM7ODsXFxVAqlc12bK3NiuSLOu+Tr4to/Y64zWiR/USP6Noi+yGi1quhf78NZs1OVVUVtmzZgpKSEqjVamRmZqKiogKBgYFSm+7du8PNzQ3p6ekAgPT0dPTs2VMKOgAQFBQEjUYjzQ4RERHRo03vLwI9ffo01Go1SktLYWNjg6+//hre3t44deoUzMzMYG9vr9Xe2dkZ+fn5AID8/HytoFNTX1N3P2VlZSgrK5O+azQaHR0NERERGRq9z+x069YNp06dQkZGBiIiIhAWFoazZ8826z7j4uJgZ2cnfTp06NCs+yMiIiL90XvYMTMzQ+fOneHr64u4uDj06tUL//znP6FSqVBeXo6ioiKt9gUFBVCpVAAAlUpV6+6smu81beoSExOD4uJi6XPt2jXdHhQREREZDL2HnT+rrq5GWVkZfH19YWpqipSUFKnuwoULyMnJgVqtBgCo1WqcPn0ahYWFUpvk5GQolUp4e3vfdx/m5ubS7e41HyIiIpInva7ZiYmJQXBwMNzc3HDr1i1s3rwZaWlp2L17N+zs7BAeHo7Zs2fD0dERSqUSr7zyCtRqNQICAgAAI0eOhLe3N6ZMmYL4+Hjk5+djwYIFiIyMhLm5uT4PjYiIiAyEXsNOYWEhpk6diry8PNjZ2cHHxwe7d+/GiBEjAAArVqyAkZERQkJCUFZWhqCgIKxZs0ba3tjYGDt27EBERATUajWsra0RFhaGpUuX6uuQiIiIyMAY3HN29IHP2akbn7NDdeFzdojIULS65+wQERERNQeGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1E30PgIhal4Cc9c3S7xG3Gc3SLxERZ3aIiIhI1hh2iIiISNZ4GYtqS40DAATk/KbngRARET08zuwQERGRrDHsEBERkawx7BAREZGsMewQERGRrDHsEBERkawx7BAREZGsMewQERGRrDHsEBERkawx7BAREZGsMewQERGRrOn1dRFxcXHYtm0bzp8/D0tLS/Tv3x/vvPMOunXrJrUpLS3Fa6+9hi1btqCsrAxBQUFYs2YNnJ2dpTY5OTmIiIhAamoqbGxsEBYWhri4OJiY8G0YRK3ViuSLOu0vekRXnfZHRK2HXmd29u/fj8jISBw5cgTJycmoqKjAyJEjUVJSIrWJjo7Gd999h61bt2L//v3Izc3FpEmTpPqqqiqMGTMG5eXlOHz4MBITE7Fx40YsWrRIH4dEREREBkYhhBD6HkSNGzduwMnJCfv378eTTz6J4uJitGvXDps3b8bkyZMBAOfPn4eXlxfS09MREBCAXbt2YezYscjNzZVmexISEjBv3jzcuHEDZmZmD9yvRqOBnZ0diouLoVQqm/UYW4X//yLQ9F/4IlBqOUfcZjRr/5zZIZKfhv79Nqg1O8XFxQAAR0dHAEBmZiYqKioQGBgotenevTvc3NyQnp4OAEhPT0fPnj21LmsFBQVBo9HgzJkzde6nrKwMGo1G60NERETyZDBhp7q6GrNmzcKAAQPw+OOPAwDy8/NhZmYGe3t7rbbOzs7Iz8+X2vwx6NTU19TVJS4uDnZ2dtKnQ4cOOj4aIiIiMhQGE3YiIyORlZWFLVu2NPu+YmJiUFxcLH2uXbvW7PskIiIi/TCI25WioqKwY8cO/PDDD2jfvr1UrlKpUF5ejqKiIq3ZnYKCAqhUKqnN0aNHtforKCiQ6upibm4Oc3NzHR8FERERGSK9zuwIIRAVFYWvv/4a+/btg6enp1a9r68vTE1NkZKSIpVduHABOTk5UKvVAAC1Wo3Tp0+jsLBQapOcnAylUglvb++WORAiIiIyWHqd2YmMjMTmzZvx7bffwtbWVlpjY2dnB0tLS9jZ2SE8PByzZ8+Go6MjlEolXnnlFajVagQEBAAARo4cCW9vb0yZMgXx8fHIz8/HggULEBkZydkbIiIi0m/YWbt2LQBgyJAhWuUbNmzAtGnTAAArVqyAkZERQkJCtB4qWMPY2Bg7duxAREQE1Go1rK2tERYWhqVLl7bUYRAREZEB02vYacgjfiwsLLB69WqsXr36vm3c3d2xc+dOXQ6NiIiIZMJg7sYiIiIiag4MO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkayb6HgA9hNQ4fY+AiIjI4HFmh4iIiGSNMztERE2wIvmiTvuLHtFVp/0R0f/odWbnhx9+wLhx4+Dq6gqFQoFvvvlGq14IgUWLFsHFxQWWlpYIDAzEpUuXtNrcvHkToaGhUCqVsLe3R3h4OG7fvt2CR0FERESGTK9hp6SkBL169cLq1avrrI+Pj8eqVauQkJCAjIwMWFtbIygoCKWlpVKb0NBQnDlzBsnJydixYwd++OEHzJgxo6UOgYiIiAycXi9jBQcHIzg4uM46IQRWrlyJBQsWYPz48QCAf//733B2dsY333yD5557DufOnUNSUhKOHTsGPz8/AMAHH3yA0aNH47333oOrq2uLHQsREREZJoNds3P58mXk5+cjMDBQKrOzs4O/vz/S09Px3HPPIT09Hfb29lLQAYDAwEAYGRkhIyMDEydOrLPvsrIylJWVSd81Gk3zHQgRNUhAzvpm6/uIG2d7iR5lBns3Vn5+PgDA2dlZq9zZ2Vmqy8/Ph5OTk1a9iYkJHB0dpTZ1iYuLg52dnfTp0KGDjkdPREREhsJgw05ziomJQXFxsfS5du2avodEREREzcRgw45KpQIAFBQUaJUXFBRIdSqVCoWFhVr1lZWVuHnzptSmLubm5lAqlVofIiIikieDDTuenp5QqVRISUmRyjQaDTIyMqBWqwEAarUaRUVFyMzMlNrs27cP1dXV8Pf3b/ExExERkeHR6wLl27dv4+eff5a+X758GadOnYKjoyPc3Nwwa9YsvPnmm+jSpQs8PT2xcOFCuLq6YsKECQAALy8vjBo1CtOnT0dCQgIqKioQFRWF5557jndiEREREQA9h53jx49j6NCh0vfZs2cDAMLCwrBx40bMnTsXJSUlmDFjBoqKijBw4EAkJSXBwsJC2mbTpk2IiorC8OHDYWRkhJCQEKxatarFj4WIDJuun3hMRK2HQggh9D0IfdNoNLCzs0NxcXHrWr/TzC8CTf/lt2btn6iltIZbz/m6CKLGa+jfb4Nds0NERESkCww7REREJGsG+wRlIiJdaa6nM7eGy2NExLAjK1xjQ0REVBsvYxEREZGsMewQERGRrDHsEBERkaxxzQ4RkSFq5udotSpDY/Q9AmrlGHaIiJpIp3d5pbbRXV9EpIWXsYiIiEjWGHaIiIhI1hh2iIiISNa4ZoeIyADo+qGg6o5cA0RUg2GHiIgeXc111xvvIDMovIxFREREssawQ0RERLLGy1hERGTY+IBFekic2SEiIiJZY9ghIiIiWWPYISIiIlnjmh0iIhnic3uI/oczO0RERCRrnNkhIqIWx5knakmc2SEiIiJZY9ghIiIiWWPYISIiIlnjmp3mxid/EhE1O64Bovow7BAR0QPpOkwQtSSGHSIiIl1rzln9oTHN17dMcc0OERERyRrDDhEREckaww4RERHJGtfsEBER/Qnv7pIX2czsrF69Gh4eHrCwsIC/vz+OHj2q7yERERGRAZDFzM5//vMfzJ49GwkJCfD398fKlSsRFBSECxcuwMnJSd/DIyKiR5wuZ4qOVF5E9IiuOuvvUSCLmZ3ly5dj+vTp+Otf/wpvb28kJCTAysoKn3zyib6HRkRERHrW6md2ysvLkZmZiZiY/z13wMjICIGBgUhPT9fjyIiIiHQvIGc9kNpMa4Bk+gyfVh92fv31V1RVVcHZ2Vmr3NnZGefPn69zm7KyMpSVlUnfi4uLAQAajUb3AywpvW/V0Ss3db8/IiKSPU09f1seyo7FzdPvk681S7c1f7eFEPW2a/Vhpyni4uKwZMmSWuUdOnTQw2iIiIjkbmmz9n7r1i3Y2dndt77Vh522bdvC2NgYBQUFWuUFBQVQqVR1bhMTE4PZs2dL36urq3Hz5k20adMGCoWiUfvXaDTo0KEDrl27BqVS2fgDeATwHNWP5+fBeI4ejOfowXiO6tcaz48QArdu3YKrq2u97Vp92DEzM4Ovry9SUlIwYcIEAPfCS0pKCqKiourcxtzcHObm5lpl9vb2DzUOpVLZan449IXnqH48Pw/Gc/RgPEcPxnNUv9Z2fuqb0anR6sMOAMyePRthYWHw8/NDv379sHLlSpSUlOCvf/2rvodGREREeiaLsPPss8/ixo0bWLRoEfLz89G7d28kJSXVWrRMREREjx5ZhB0AiIqKuu9lq+Zkbm6OxYsX17osRv/Dc1Q/np8H4zl6MJ6jB+M5qp+cz49CPOh+LSIiIqJWTBZPUCYiIiK6H4YdIiIikjWGHSIiIpI1hh0iIiKSNYadh7B69Wp4eHjAwsIC/v7+OHr0qL6HpDc//PADxo0bB1dXVygUCnzzzTda9UIILFq0CC4uLrC0tERgYCAuXbqkn8HqSVxcHPr27QtbW1s4OTlhwoQJuHDhglab0tJSREZGok2bNrCxsUFISEitp4PL1dq1a+Hj4yM90EytVmPXrl1S/aN8bu5n2bJlUCgUmDVrllT2qJ+n2NhYKBQKrU/37t2l+kf9/ADA9evX8cILL6BNmzawtLREz549cfz4calejr+vGXaa6D//+Q9mz56NxYsX48SJE+jVqxeCgoJQWFio76HpRUlJCXr16oXVq1fXWR8fH49Vq1YhISEBGRkZsLa2RlBQEEpLm+lldgZo//79iIyMxJEjR5CcnIyKigqMHDkSJSUlUpvo6Gh899132Lp1K/bv34/c3FxMmjRJj6NuOe3bt8eyZcuQmZmJ48ePY9iwYRg/fjzOnDkD4NE+N3U5duwY1q1bBx8fH61yniegR48eyMvLkz4HDx6U6h718/P7779jwIABMDU1xa5du3D27Fm8//77cHBwkNrI8ve1oCbp16+fiIyMlL5XVVUJV1dXERcXp8dRGQYA4uuvv5a+V1dXC5VKJd59912prKioSJibm4vPP/9cDyM0DIWFhQKA2L9/vxDi3jkxNTUVW7duldqcO3dOABDp6en6GqZeOTg4iH/96188N39y69Yt0aVLF5GcnCwGDx4sXn31VSEEf4aEEGLx4sWiV69eddbx/Agxb948MXDgwPvWy/X3NWd2mqC8vByZmZkIDAyUyoyMjBAYGIj09HQ9jswwXb58Gfn5+Vrny87ODv7+/o/0+SouLgYAODo6AgAyMzNRUVGhdZ66d+8ONze3R+48VVVVYcuWLSgpKYFarea5+ZPIyEiMGTNG63wA/BmqcenSJbi6uqJjx44IDQ1FTk4OAJ4fANi+fTv8/Pzw9NNPw8nJCX369MFHH30k1cv19zXDThP8+uuvqKqqqvU6CmdnZ+Tn5+tpVIar5pzwfP1PdXU1Zs2ahQEDBuDxxx8HcO88mZmZ1Xop7aN0nk6fPg0bGxuYm5vj73//O77++mt4e3vz3PzBli1bcOLECcTFxdWq43kC/P39sXHjRiQlJWHt2rW4fPkyBg0ahFu3bvH8APjll1+wdu1adOnSBbt370ZERARmzpyJxMREAPL9fS2b10UQtSaRkZHIysrSWktAQLdu3XDq1CkUFxfjyy+/RFhYGPbv36/vYRmMa9eu4dVXX0VycjIsLCz0PRyDFBwcLP3bx8cH/v7+cHd3xxdffAFLS0s9jswwVFdXw8/PD2+//TYAoE+fPsjKykJCQgLCwsL0PLrmw5mdJmjbti2MjY1rreAvKCiASqXS06gMV8054fm6JyoqCjt27EBqairat28vlatUKpSXl6OoqEir/aN0nszMzNC5c2f4+voiLi4OvXr1wj//+U+em/8vMzMThYWFeOKJJ2BiYgITExPs378fq1atgomJCZydnXme/sTe3h5du3bFzz//zJ8jAC4uLvD29tYq8/Lyki71yfX3NcNOE5iZmcHX1xcpKSlSWXV1NVJSUqBWq/U4MsPk6ekJlUqldb40Gg0yMjIeqfMlhEBUVBS+/vpr7Nu3D56enlr1vr6+MDU11TpPFy5cQE5OziN1nv6ouroaZWVlPDf/3/Dhw3H69GmcOnVK+vj5+SE0NFT6N8+Tttu3byM7OxsuLi78OQIwYMCAWo+8uHjxItzd3QHI+Pe1vldIt1ZbtmwR5ubmYuPGjeLs2bNixowZwt7eXuTn5+t7aHpx69YtcfLkSXHy5EkBQCxfvlycPHlSXL16VQghxLJly4S9vb349ttvxU8//STGjx8vPD09xd27d/U88pYTEREh7OzsRFpamsjLy5M+d+7ckdr8/e9/F25ubmLfvn3i+PHjQq1WC7VarcdRt5z58+eL/fv3i8uXL4uffvpJzJ8/XygUCrFnzx4hxKN9burzx7uxhOB5eu2110RaWpq4fPmyOHTokAgMDBRt27YVhYWFQgien6NHjwoTExPx1ltviUuXLolNmzYJKysr8dlnn0lt5Pj7mmHnIXzwwQfCzc1NmJmZiX79+okjR47oe0h6k5qaKgDU+oSFhQkh7t3OuHDhQuHs7CzMzc3F8OHDxYULF/Q76BZW1/kBIDZs2CC1uXv3rnj55ZeFg4ODsLKyEhMnThR5eXn6G3QLevHFF4W7u7swMzMT7dq1E8OHD5eCjhCP9rmpz5/DzqN+np599lnh4uIizMzMxGOPPSaeffZZ8fPPP0v1j/r5EUKI7777Tjz++OPC3NxcdO/eXaxfv16rXo6/rxVCCKGfOSUiIiKi5sc1O0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEJAtDhgzBrFmz9D0MIjJADDtE9NASEhJga2uLyspKqez27dswNTXFkCFDtNqmpaVBoVAgOzu7hUdpGDw8PLBy5Up9D4PokcKwQ0QPbejQobh9+zaOHz8ulR04cAAqlQoZGRkoLS2VylNTU+Hm5oZOnTo1ej9CCK1ARUTUEAw7RPTQunXrBhcXF6SlpUllaWlpGD9+PDw9PXHkyBGt8qFDhwIAysrKMHPmTDg5OcHCwgIDBw7EsWPHtNoqFArs2rULvr6+MDc3x8GDB1FSUoKpU6fCxsYGLi4ueP/99xs0zu+++w59+/aFhYUF2rZti4kTJ0p1v//+O6ZOnQoHBwdYWVkhODgYly5dkupjY2PRu3dvrf5WrlwJDw8P6fu0adMwYcIEvPfee3BxcUGbNm0QGRmJiooKAPcutV29ehXR0dFQKBRQKBQNGjcRPRyGHSLSiaFDhyI1NVX6npqaiiFDhmDw4MFS+d27d5GRkSGFnblz5+Krr75CYmIiTpw4gc6dOyMoKAg3b97U6nv+/PlYtmwZzp07Bx8fH8yZMwf79+/Ht99+iz179iAtLQ0nTpyod3zff/89Jk6ciNGjR+PkyZNISUlBv379pPpp06bh+PHj2L59O9LT0yGEwOjRo6Wg0lCpqanIzs5GamoqEhMTsXHjRmzcuBEAsG3bNrRv3x5Lly5FXl4e8vLyGtU3ETWRft9DSkRy8dFHHwlra2tRUVEhNBqNMDExEYWFhWLz5s3iySefFEIIkZKSIgCIq1evitu3bwtTU1OxadMmqY/y8nLh6uoq4uPjhRBCpKamCgDim2++kdrcunVLmJmZiS+++EIq++2334SlpaXW27//TK1Wi9DQ0DrrLl68KACIQ4cOSWW//vqrsLS0lPazePFi0atXL63tVqxYIdzd3aXvYWFhwt3dXVRWVkplTz/9tHj22Wel7+7u7mLFihX3HScR6R5ndohIJ4YMGYKSkhIcO3YMBw4cQNeuXdGuXTsMHjxYWreTlpaGjh07ws3NDdnZ2aioqMCAAQOkPkxNTdGvXz+cO3dOq28/Pz/p39nZ2SgvL4e/v79U5ujoiG7dutU7vlOnTmH48OF11p07dw4mJiZafbZp0wbdunWrNZYH6dGjB4yNjaXvLi4uKCwsbFQfRKRbJvoeABHJQ+fOndG+fXukpqbi999/x+DBgwEArq6u6NChAw4fPozU1FQMGzas0X1bW1s/9PgsLS0fansjIyMIIbTK6rrEZWpqqvVdoVCgurr6ofZNRA+HMztEpDNDhw5FWloa0tLStG45f/LJJ7Fr1y4cPXpUWq/TqVMnmJmZ4dChQ1K7iooKHDt2DN7e3vfdR6dOnWBqaoqMjAyp7Pfff8fFixfrHZuPjw9SUlLqrPPy8kJlZaVWn7/99hsuXLggjaVdu3bIz8/XCjynTp2qd591MTMzQ1VVVaO3I6KmY9ghIp0ZOnQoDh48iFOnTkkzOwAwePBgrFu3DuXl5VLYsba2RkREBObMmYOkpCScPXsW06dPx507dxAeHn7ffdjY2CA8PBxz5szBvn37kJWVhWnTpsHIqP5fZ4sXL8bnn3+OxYsX49y5czh9+jTeeecdAECXLl0wfvx4TJ8+HQcPHsSPP/6IF154AY899hjGjx8P4N5luhs3biA+Ph7Z2dlYvXo1du3a1ehz5OHhgR9++AHXr1/Hr7/+2ujtiajxGHaISGeGDh2Ku3fvonPnznB2dpbKBw8ejFu3bkm3qNdYtmwZQkJCMGXKFDzxxBP4+eefsXv3bjg4ONS7n3fffReDBg3CuHHjEBgYiIEDB8LX17febYYMGYKtW7di+/bt6N27N4YNG4ajR49K9Rs2bICvry/Gjh0LtVoNIQR27twpXZby8vLCmjVrsHr1avTq1QtHjx7F66+/3uhztHTpUly5cgWdOnVCu3btGr09ETWeQvz5IjQRERGRjHBmh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZO3/AYGoPwF172NbAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2 hist of word count of jokes\n",
"plt.hist(df[df['is_humor'] == True]['word_count'], bins=20, alpha=0.5, label='is_humor=True')\n",
"plt.hist(df[df['is_humor'] == False]['word_count'], bins=20, alpha=0.5, label='is_humor=False')\n",
"plt.title('Word count of jokes')\n",
"plt.xlabel('Word count')\n",
"plt.ylabel('Count')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean min max std\n",
"is_humor \n",
"0 4.663354 2.857143 9.0 0.685291\n",
"1 4.400999 2.700000 11.2 0.591486\n"
]
}
],
"source": [
"# avg, min, max, std of avg_word_length for each is_humor\n",
"print(df.groupby('is_humor')['avg_word_length'].agg(['mean', 'min', 'max', 'std']))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7RdZ7/G/y3r17On2WlpaoV69ekcckED0NjxARPccvv/yCBw8eoG/fvsX2t2nTRnpIY2HweeONN7B8+XLMmjULTZo0ka6HKTRkyBD88MMP+OCDD7B//360a9cO+fn5uHjxIn744Qfs2rVL59RBcXr16oWwsDD06NEDb731FlJSUrBy5UrUq1cPZ86ckca1bNkSAwYMwNKlS3Hv3j20adMGBw8exKVLlwDoHo1YtGgR9u/fDx8fHwwfPhweHh5ITU3FqVOnsGfPHqSmpj6zJnNzc7Rs2RLHjh2TnkEEPDpClJmZiczMzCKBaOrUqfjuu+/w6quvYsyYMbCzs8OmTZuQkJCArVu36lyY+zQLFy5Er1690L59e7z77rtITU3F8uXL4enpiYyMjOeu/6Ty+HyeNHv2bOzevRvt2rXDyJEjkZ+fjxUrVqBx48aIi4vTGduyZUvs2bMHYWFh0Gg0cHV1feGfiikMqsOGDUPHjh3x5ptvIjk5GV988QXq1KmDcePGvdD8hWrVqoVp06Zhzpw56NGjB/r27Yv4+HisWrUKrVq1wttvv13sejVr1kRUVBTat28Pf39//PHHH3jllVewcuVKtG/fHk2aNMHw4cPh5uaG5ORkREdH4++//8bp06cBAB4eHujUqRNatmwJOzs7nDx5Ej/99BNCQkLKZb9IBvR4hxtRtdCnTx9hamoqMjMznzpm6NChwtjYWLpdvaCgQDg5OQkAYv78+cWuk5OTIxYvXiw8PT2FUqkUtra2omXLlmLOnDnSM3qEeHRb96hRo4qdY/369aJ+/fpCqVSKRo0aiQ0bNki3Zj8uMzNTjBo1StjZ2QlLS0vRr18/ER8fLwAUeU5LcnKyGDVqlHBychLGxsbCwcFBdO3aVaxdu7ZE79ekSZMEALF48WKd9nr16gkA4urVq0XWuXr1qhg4cKCwsbERpqamonXr1kWepVR42/2PP/5Y7Ha3bt0q3N3dhVKpFB4eHmLbtm0iKCioTLfdC/Hin4+Li0uRW+f37t0rvLy8hImJiahbt6748ssvxYQJE4SpqanOuIsXLwo/Pz9hZmYmAEjzFH62d+/e1Rlf3LOAnub7778XXl5eQqlUCjs7OxEYGCj+/vvvYucry233hVasWCEaNWokjI2NhVqtFiNHjpSedVToyecQCSHElStXhKOjo3B3d5f28+rVq+Kdd94RDg4OwtjYWLzyyiuid+/e4qeffpLWmz9/vmjdurWwsbERZmZmolGjRmLBggU6zz0iehaFENXwKjwiemFxcXHw8vLCt99+i8DAQH2XI1v9+vWr1reLr1+/Hu+99x5u3ryJ2rVr67scojLjNUREMvDvv/8WaVu6dCkMDAzg5+enh4rk6cnP4fLly/j999/RqVMn/RRUDu7cuQOFQgE7Ozt9l0L0QngNEZEMhIaGIjY2Fp07d4aRkRF27tyJnTt3YsSIEUVuIaeK4+bmhqFDh0rP41m9ejVMTEwwefJkfZdWasnJyfjpp58QHh4OX19fmJub67skohfCU2ZEMhAVFYU5c+bg/PnzyMjIgLOzM4YMGYLp06fDyIj/X1RZhg0bhv379yMpKQlKpRK+vr745JNPivwobnVw4MAB9OzZE61bt8a6deuKfTAmUXXCQERERESyx2uIiIiISPYYiIiIiEj2ePFACRQUFOD27duwsrKqkEfqExERUfkTQuDBgwfQaDTPfcgrA1EJ3L59m3fiEBERVVMleU4WA1EJWFlZAXj0hlpbW+u5GiIiIioJrVYLJycn6Xv8WRiISqDwNJm1tTUDERERUTVTkstdeFE1ERERyR4DEREREckeAxERERHJHq8hIiKiclNQUICcnBx9l0EyYmJi8txb6kuCgYiIiMpFTk4OEhISUFBQoO9SSEYMDAzg6uoKExOTF5qHgYiIiF6YEAJ37tyBoaEhnJycyuX/2Imep/DByXfu3IGzs/MLPTyZgYiIiF5YXl4eHj58CI1GA3Nzc32XQzJSq1Yt3L59G3l5eTA2Ni7zPIzwRET0wvLz8wHghU9bEJVW4d9c4d9gWTEQERFRueHvPVJlK6+/OQYiIiIikj0GIiIikq1OnTph7Nixep+D9I8XVRMRUYVZEnWpUrc3rluDUo3ftm3bC12I+7K7fv06XF1dnzlmw4YNGDp0aOUUVIEYiIiISLbs7Oz0XUKlEkIgPz8fRkYl+/p3cnLCnTt3pOXPPvsMkZGR2LNnj9SmUqmkf87Pz4dCoaiWj12ofhUTERGVk8dPd61atQr169eHqakp1Go1Bg4cWOJ5CgoKMHnyZNjZ2cHBwQGzZ8+W+q5fvw6FQoG4uDipLS0tDQqFAgcOHAAAHDhwAAqFArt27YKXlxfMzMzQpUsXpKSkYOfOnXB3d4e1tTXeeustPHz4UJonOzsbY8aMgb29PUxNTdG+fXvExMRI/YXz7ty5Ey1btoRSqcQff/xR4v0yNDSEg4OD9LK0tISRkZG0HBkZCUdHR/zyyy/w8PCAUqlEYmJisacR+/Xrp3MkKTs7GxMnTsQrr7wCCwsL+Pj4SO+HPjAQERGR7J08eRJjxozB3LlzER8fj8jISPj5+ZV4/U2bNsHCwgLHjx9HaGgo5s6di6ioqFLXMXv2bKxYsQJHjx7FzZs3MWjQICxduhSbN2/Gb7/9ht27d2P58uXS+MmTJ2Pr1q3YtGkTTp06hXr16iEgIACpqak6806dOhWLFi3ChQsX0LRpUxw+fBiWlpbPfEVERJSo5ocPH2Lx4sX48ssvce7cOdjb25dovZCQEERHR2PLli04c+YMXn/9dfTo0QOXL18u+RtWjnjKjKqcirrmoLTXFhCRfCQmJsLCwgK9e/eGlZUVXFxc4OXlVeL1mzZtilmzZgEA6tevjxUrVmDv3r3o1q1bqeqYP38+2rVrBwAIDg7GtGnTcPXqVbi5uQEABg4ciP3792PKlCnIzMzE6tWrsXHjRrz66qsAgHXr1iEqKgrr16/HpEmTpHnnzp2rU4u3t7fOEaviqNXqEtWcm5uLVatWoVmzZiXez8TERGzYsAGJiYnQaDQAgIkTJyIyMhIbNmzAJ598UuK5ygsDERERyV63bt3g4uICNzc39OjRAz169ED//v1L/NTtpk2b6iw7OjoiJSWl1HU8Po9arYa5ubkUhgrbTpw4AQC4evUqcnNzpQAFAMbGxmjdujUuXLigM6+3t7fOspmZGerVq1fq+opjYmJSZP+f56+//kJ+fj4aNND9H9Xs7GzUqFGjXOoqLQYiIiKSPSsrK5w6dQoHDhzA7t27MXPmTMyePRsxMTGwsbF57vpP3qmmUCikH7ktvMBYCCH15+bmPncehULxzHlLw8LCQmf58OHD0lGlp1mzZg0CAwOfO7eZmVmRhyMaGBjo7C+gu88ZGRkwNDREbGwsDA0NdcZZWlo+d5sVgYGIiIgIgJGREfz9/eHv749Zs2bBxsYG+/btw2uvvfZC89aqVQsAcOfOHek03PNOV5VE3bp1YWJigiNHjsDFxQXAo9ARExPz3Ocilecps+LUqlVL5+60/Px8nD17Fp07dwYAeHl5IT8/HykpKejQoUOZt1OeGIiIiEj2duzYgWvXrsHPzw+2trb4/fffUVBQgIYNG77w3GZmZmjTpg0WLVoEV1dXpKSk4OOPP37heS0sLDBy5EhMmjQJdnZ2cHZ2RmhoKB4+fIjg4ODn1lRep8yK06VLF4wfPx6//fYb6tati7CwMKSlpUn9DRo0QGBgIN555x18/vnn8PLywt27d7F37140bdoUvXr1qrDanoaBiIiIZM/Gxgbbtm3D7NmzkZWVhfr16+O7776Dp6dnucz/1VdfITg4GC1btkTDhg0RGhqK7t27v/C8ixYtQkFBAYYMGYIHDx7A29sbu3btgq2tbTlUXXbvvvsuTp8+jXfeeQdGRkYYN26cdHSo0IYNGzB//nxMmDABt27dQs2aNdGmTRv07t1bLzUrxJMn+agIrVYLlUqF9PR0WFtb67uclx7vMiOqfrKyspCQkABXV1eYmprquxySkWf97ZXm+5vPISIiIiLZYyAiIiJ6isTExGc+vDAxMVHfJVI54TVERERET6HRaJ55N1bhQwWp+mMgIiIiegojI6MKvRuLqg6eMiMiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIi2erUqdNzfwi1MuZ4mc2ePRvNmzfXdxnPxdvuiYio4uxfWLnb6zytVMO3bdsGY2PjCirm5dGpUyccPHiwSHtubi6MjF6OKMEjREREJFt2dnawsrLSdxmVRgiBvLy8Mq07fPhw3LlzR+f1soQhQM+B6NChQ+jTpw80Gg0UCgW2b9/+1LEffPABFAoFli5dqtOempqKwMBAWFtbw8bGBsHBwcjIyNAZc+bMGXTo0AGmpqZwcnJCaGhoBewNERFVN4+f7lq1ahXq168PU1NTqNVqDBw4sMTzFBQUYPLkybCzs4ODgwNmz54t9V2/fh0KhULniddpaWlQKBQ4cOAAAODAgQNQKBTYtWsXvLy8YGZmhi5duiAlJQU7d+6Eu7s7rK2t8dZbb+Hhw4fSPNnZ2RgzZgzs7e1hamqK9u3bIyYmRuovnHfnzp1o2bIllEol/vjjjzK9V+bm5nBwcNB5AcCUKVPQoEEDmJubw83NDTNmzEBubu5T5zlw4ABat24NCwsL2NjYoF27drhx44bU/7///Q8tWrSAqakp3NzcMGfOnDKHuNLQayDKzMxEs2bNsHLlymeO+/nnn3Hs2LFiH5EeGBiIc+fOISoqCjt27MChQ4cwYsQIqV+r1aJ79+5wcXFBbGwsPv30U8yePRtr164t9/0hIqLq6eTJkxgzZgzmzp2L+Ph4REZGws/Pr8Trb9q0CRYWFjh+/DhCQ0Mxd+5cREVFlbqO2bNnY8WKFTh69Chu3ryJQYMGYenSpdi8eTN+++037N69G8uXL5fGT548GVu3bsWmTZtw6tQp1KtXDwEBAUhNTdWZd+rUqVi0aBEuXLiApk2b4vDhw8/8jTZLS0tERESUqGYrKyts3LgR58+fxxdffIF169ZhyZIlxY7Ny8tDv3790LFjR5w5cwbR0dEYMWIEFAoFAODw4cN455138OGHH+L8+fNYs2YNNm7ciAULFpT6vSwtvR7revXVV/Hqq68+c8ytW7cwevRo7Nq1C7169dLpu3DhAiIjIxETEwNvb28AwPLly9GzZ0989tln0Gg0iIiIQE5ODr766iuYmJjA09MTcXFxCAsL0wlOREQkX4mJibCwsEDv3r1hZWUFFxcXeHl5lXj9pk2bYtasWQCA+vXrY8WKFdi7dy+6detWqjrmz5+Pdu3aAQCCg4Mxbdo0XL16FW5ubgCAgQMHYv/+/ZgyZQoyMzOxevVqbNy4UfouXbduHaKiorB+/XpMmjRJmnfu3Lk6tXh7ez/zN9oAQK1W6yyvWrUKX375pbT8/vvv4/PPP8fHH38stdWpUwcTJ07Eli1bMHny5CJzarVapKeno3fv3qhbty4AwN3dXeqfM2cOpk6diqCgIACAm5sb5s2bh8mTJ0vvb0Wp0if/CgoKMGTIEEyaNAmenp5F+qOjo2FjYyOFIQDw9/eHgYEBjh8/jv79+yM6Ohp+fn4wMTGRxgQEBGDx4sW4f/8+bG1ti8ybnZ2N7OxsaVmr1ZbznhERUVXSrVs3uLi4wM3NDT169ECPHj3Qv39/mJubl2j9pk2b6iw7OjoiJSWl1HU8Po9arZZOQz3eduLECQDA1atXkZubKwUoADA2Nkbr1q1x4cIFnXkf/54EADMzs1L/RltgYCCmT58uLdvY2AAAvv/+eyxbtgxXr15FRkYG8vLyYG1tXewcdnZ2GDp0KAICAtCtWzf4+/tj0KBBcHR0BACcPn0aR44c0TkilJ+fj6ysLDx8+LDEn0dZVOmLqhcvXgwjIyOMGTOm2P6kpCTY29vrtBkZGcHOzg5JSUnSmCdTbuFy4ZgnLVy4ECqVSno5OTm96K4QEVEVZmVlhVOnTuG7776Do6MjZs6ciWbNmiEtLa1E6z95p5pCoUBBQQEAwMDg0VetEELqf9o1No/Po1AonjlvaVhYWOgsl+WUmUqlQr169aRXzZo1ER0djcDAQPTs2RM7duzAn3/+ienTpyMnJ+eptWzYsAHR0dFo27Ytvv/+ezRo0ADHjh0DAGRkZGDOnDmIi4uTXn/99RcuX74MU1PTUu93aVTZI0SxsbH44osvcOrUKencYmWZNm0axo8fLy1rtVqGIiKil5yRkRH8/f3h7++PWbNmwcbGBvv27cNrr732QvPWqlULAHDnzh3pNNzzTleVRN26dWFiYoIjR47AxcUFwKOgFRMT89znIpXllFlxjh49ChcXF50jR49fIP00Xl5e8PLywrRp0+Dr64vNmzejTZs2aNGiBeLj40t99Ko8VNlAdPjwYaSkpMDZ2Vlqy8/Px4QJE7B06VJcv34dDg4ORQ5J5uXlITU1Vbr63cHBAcnJyTpjCpcLxzxJqVRCqVSW5+4QEVEVtmPHDly7dg1+fn6wtbXF77//joKCAjRs2PCF5zYzM0ObNm2waNEiuLq6IiUlRee6m7KysLDAyJEjMWnSJNjZ2cHZ2RmhoaF4+PAhgoODn1tTeYSO+vXrIzExEVu2bEGrVq3w22+/4eeff37q+ISEBKxduxZ9+/aFRqNBfHw8Ll++jHfeeQcAMHPmTPTu3RvOzs4YOHAgDAwMcPr0aZw9exbz589/4XqfpcqeMhsyZAjOnDmjc9hMo9Fg0qRJ2LVrFwDA19cXaWlpiI2Nldbbt28fCgoK4OPjI405dOiQzuHJqKgoNGzYsNjrh4iISH5sbGywbds2dOnSBe7u7ggPD8d3331X7PWrZfHVV18hLy8PLVu2xNixY8vty33RokUYMGAAhgwZghYtWuDKlSvYtWtXpX2/9e3bF+PGjUNISAiaN2+Oo0ePYsaMGU8db25ujosXL2LAgAFo0KABRowYgVGjRuH9998H8Oga3x07dmD37t1o1aoV2rRpgyVLlkhHwCqSQjx+UrOSZWRk4MqVKwAeHT4LCwtD586dpaT7pDp16mDs2LE6hwJfffVVJCcnIzw8HLm5uRg2bBi8vb2xefNmAEB6ejoaNmyI7t27Y8qUKTh79izeffddLFmypMR3mWm1WqhUKqSnpz/1QjEqP0uiLlXIvOO6NaiQeYkIyMrKQkJCAlxdXSv8Wg+ixz3rb6803996PWV28uRJdO7cWVouvG4nKCgIGzduLNEcERERCAkJQdeuXWFgYIABAwZg2bJlUr9KpcLu3bsxatQotGzZEjVr1sTMmTN5yz0RERFJ9BqIOnXqhNIcoLp+/XqRNjs7O+lo0NMUPoSKiIioNBITE+Hh4fHU/vPnzxd7RoOqnyp7UTUREZG+aTSaZ96NVdwvKFD1xEBERET0FEZGRnq5BZwqX5W9y4yIiIiosjAQERFRudHjjcskU+X1N8dTZkRE9MKMjY2hUChw9+5d1KpVq9J/YYDkSQiBu3fvFvszJ6XFQERERC/M0NAQtWvXxt9//13sHcFEFUWhUKB27dowNDR8oXkYiIiIqFxYWlqifv36T/3hUqKKYGxs/MJhCGAgIiKicmRoaFguX05ElY0XVRMREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsGem7AKLKsiTqUoXNPa5bgwqbm4iIKh6PEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7Ok1EB06dAh9+vSBRqOBQqHA9u3bpb7c3FxMmTIFTZo0gYWFBTQaDd555x3cvn1bZ47U1FQEBgbC2toaNjY2CA4ORkZGhs6YM2fOoEOHDjA1NYWTkxNCQ0MrY/eIiIiomtBrIMrMzESzZs2wcuXKIn0PHz7EqVOnMGPGDJw6dQrbtm1DfHw8+vbtqzMuMDAQ586dQ1RUFHbs2IFDhw5hxIgRUr9Wq0X37t3h4uKC2NhYfPrpp5g9ezbWrl1b4ftHRERE1YNCCCH0XQQAKBQK/Pzzz+jXr99Tx8TExKB169a4ceMGnJ2dceHCBXh4eCAmJgbe3t4AgMjISPTs2RN///03NBoNVq9ejenTpyMpKQkmJiYAgKlTp2L79u24ePFiiWrTarVQqVRIT0+HtbX1C+8rPVtFPi+oovA5REREVU9pvr+r1TVE6enpUCgUsLGxAQBER0fDxsZGCkMA4O/vDwMDAxw/flwa4+fnJ4UhAAgICEB8fDzu379f7Hays7Oh1Wp1XkRERPTyqjaBKCsrC1OmTMGbb74ppbykpCTY29vrjDMyMoKdnR2SkpKkMWq1WmdM4XLhmCctXLgQKpVKejk5OZX37hAREVEVUi0CUW5uLgYNGgQhBFavXl3h25s2bRrS09Ol182bNyt8m0RERKQ/Vf63zArD0I0bN7Bv3z6dc4AODg5ISUnRGZ+Xl4fU1FQ4ODhIY5KTk3XGFC4XjnmSUqmEUqksz90gIiKiKqxKHyEqDEOXL1/Gnj17UKNGDZ1+X19fpKWlITY2Vmrbt28fCgoK4OPjI405dOgQcnNzpTFRUVFo2LAhbG1tK2dHiIiIqErTayDKyMhAXFwc4uLiAAAJCQmIi4tDYmIicnNzMXDgQJw8eRIRERHIz89HUlISkpKSkJOTAwBwd3dHjx49MHz4cJw4cQJHjhxBSEgIBg8eDI1GAwB46623YGJiguDgYJw7dw7ff/89vvjiC4wfP15fu01ERERVjF5vuz9w4AA6d+5cpD0oKAizZ8+Gq6trsevt378fnTp1AvDowYwhISH49ddfYWBggAEDBmDZsmWwtLSUxp85cwajRo1CTEwMatasidGjR2PKlCklrpO33Vcu3nZPRETloTTf31XmOURVGQNR5WIgIiKi8vDSPoeIiIiIqCIwEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7Ok1EB06dAh9+vSBRqOBQqHA9u3bdfqFEJg5cyYcHR1hZmYGf39/XL58WWdMamoqAgMDYW1tDRsbGwQHByMjI0NnzJkzZ9ChQweYmprCyckJoaGhFb1rREREVI3oNRBlZmaiWbNmWLlyZbH9oaGhWLZsGcLDw3H8+HFYWFggICAAWVlZ0pjAwECcO3cOUVFR2LFjBw4dOoQRI0ZI/VqtFt27d4eLiwtiY2Px6aefYvbs2Vi7dm2F7x8RERFVDwohhNB3EQCgUCjw888/o1+/fgAeHR3SaDSYMGECJk6cCABIT0+HWq3Gxo0bMXjwYFy4cAEeHh6IiYmBt7c3ACAyMhI9e/bE33//DY1Gg9WrV2P69OlISkqCiYkJAGDq1KnYvn07Ll68WKLatFotVCoV0tPTYW1tXf47TzqWRF3SdwmlNq5bA32XQERETyjN93eVvYYoISEBSUlJ8Pf3l9pUKhV8fHwQHR0NAIiOjoaNjY0UhgDA398fBgYGOH78uDTGz89PCkMAEBAQgPj4eNy/f7/YbWdnZ0Or1eq8iIiI6OVVZQNRUlISAECtVuu0q9VqqS8pKQn29vY6/UZGRrCzs9MZU9wcj2/jSQsXLoRKpZJeTk5OL75DREREVGVV2UCkT9OmTUN6err0unnzpr5LIiIiogpUZQORg4MDACA5OVmnPTk5WepzcHBASkqKTn9eXh5SU1N1xhQ3x+PbeJJSqYS1tbXOi4iIiF5eVTYQubq6wsHBAXv37pXatFotjh8/Dl9fXwCAr68v0tLSEBsbK43Zt28fCgoK4OPjI405dOgQcnNzpTFRUVFo2LAhbG1tK2lviIiIqCoz0ufGMzIycOXKFWk5ISEBcXFxsLOzg7OzM8aOHYv58+ejfv36cHV1xYwZM6DRaKQ70dzd3dGjRw8MHz4c4eHhyM3NRUhICAYPHgyNRgMAeOuttzBnzhwEBwdjypQpOHv2LL744gssWbJEH7v80qiOd4IRERE9jV4D0cmTJ9G5c2dpefz48QCAoKAgbNy4EZMnT0ZmZiZGjBiBtLQ0tG/fHpGRkTA1NZXWiYiIQEhICLp27QoDAwMMGDAAy5Ytk/pVKhV2796NUaNGoWXLlqhZsyZmzpyp86wiIiIikrcq8xyiqozPISqKR4h08TlERERVz0vxHCIiIiKiysJARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREslemQOTm5oZ79+4VaU9LS4Obm9sLF0VERERUmcoUiK5fv478/Pwi7dnZ2bh169YLF0VERERUmYxKM/iXX36R/nnXrl1QqVTScn5+Pvbu3Ys6deqUW3FERERElaFUgahfv34AAIVCgaCgIJ0+Y2Nj1KlTB59//nm5FUdERERUGUoViAoKCgAArq6uiImJQc2aNSukKCIiIqLKVKpAVCghIaG86yAiIiLSmzIFIgDYu3cv9u7di5SUFOnIUaGvvvrqhQsjIiIiqixlCkRz5szB3Llz4e3tDUdHRygUivKui4iIiKjSlCkQhYeHY+PGjRgyZEh510NERERU6cr0HKKcnBy0bdu2vGshIiIi0osyBaL33nsPmzdvLu9aiIiIiPSiTIEoKysLYWFh6NixI0aPHo3x48frvMpLfn4+ZsyYAVdXV5iZmaFu3bqYN28ehBDSGCEEZs6cCUdHR5iZmcHf3x+XL1/WmSc1NRWBgYGwtraGjY0NgoODkZGRUW51EhERUfVWpmuIzpw5g+bNmwMAzp49q9NXnhdYL168GKtXr8amTZvg6emJkydPYtiwYVCpVBgzZgwAIDQ0FMuWLcOmTZvg6uqKGTNmICAgAOfPn4epqSkAIDAwEHfu3EFUVBRyc3MxbNgwjBgxgke5iIiICACgEI8fbqlievfuDbVajfXr10ttAwYMgJmZGb799lsIIaDRaDBhwgRMnDgRAJCeng61Wo2NGzdi8ODBuHDhAjw8PBATEwNvb28AQGRkJHr27Im///4bGo3muXVotVqoVCqkp6fD2tq6Yna2mlkSdUnfJVQp47o10HcJRET0hNJ8f5fplFlladu2Lfbu3YtLlx59+Z4+fRp//PEHXn31VQCPHhCZlJQEf39/aR2VSgUfHx9ER0cDAKKjo2FjYyOFIQDw9/eHgYEBjh8/Xux2s7OzodVqdV5ERET08irTKbPOnTs/89TYvn37ylzQ46ZOnQqtVotGjRrB0NAQ+fn5WLBgAQIDAwEASUlJAAC1Wq2znlqtlvqSkpJgb2+v029kZAQ7OztpzJMWLlyIOXPmlMs+EBERUdVXpkBUeP1QodzcXMTFxeHs2bNFfvT1Rfzwww+IiIjA5s2b4enpibi4OIwdOxYajaZct/OkadOm6VwcrtVq4eTkVGHbIyIiIv0qUyBasmRJse2zZ88u17u3Jk2ahKlTp2Lw4MEAgCZNmuDGjRtYuHAhgoKC4ODgAABITk6Go6OjtF5ycrIU2hwcHJCSkqIzb15eHlJTU6X1n6RUKqFUKsttP4iIiKhqK9driN5+++1y/R2zhw8fwsBAt0RDQ0Ppt9NcXV3h4OCAvXv3Sv1arRbHjx+Hr68vAMDX1xdpaWmIjY2Vxuzbtw8FBQXw8fEpt1qJiIio+irzj7sWJzo6WrrVvTz06dMHCxYsgLOzMzw9PfHnn38iLCwM7777LoBHt/iPHTsW8+fPR/369aXb7jUaDfr16wcAcHd3R48ePTB8+HCEh4cjNzcXISEhGDx4cInuMCMiIqKXX5kC0WuvvaazLITAnTt3cPLkScyYMaNcCgOA5cuXY8aMGfjvf/+LlJQUaDQavP/++5g5c6Y0ZvLkycjMzMSIESOQlpaG9u3bIzIyUieYRUREICQkBF27doWBgQEGDBiAZcuWlVudREREVL2V6TlEw4YN01k2MDBArVq10KVLF3Tv3r3ciqsq+ByiovgcIl18DhERUdVTmu/vMh0h2rBhQ5kKIyIiIqqKXugaotjYWFy4cAEA4OnpCS8vr3IpioiIiKgylSkQpaSkYPDgwThw4ABsbGwAAGlpaejcuTO2bNmCWrVqlWeNRERERBWqTLfdjx49Gg8ePMC5c+eQmpqK1NRUnD17FlqtVvrRVSIiIqLqokxHiCIjI7Fnzx64u7tLbR4eHli5cuVLeVE1ERERvdzKdISooKAAxsbGRdqNjY2lhyYSERERVRdlCkRdunTBhx9+iNu3b0ttt27dwrhx49C1a9dyK46IiIioMpQpEK1YsQJarRZ16tRB3bp1UbduXbi6ukKr1WL58uXlXSMRERFRhSrTNUROTk44deoU9uzZg4sXLwJ49BMZ/v7+5VocERERUWUo1RGiffv2wcPDA1qtFgqFAt26dcPo0aMxevRotGrVCp6enjh8+HBF1UpERERUIUoViJYuXYrhw4cX+/hrlUqF999/H2FhYeVWHBEREVFlKFUgOn36NHr06PHU/u7duyM2NvaFiyIiIiKqTKUKRMnJycXebl/IyMgId+/efeGiiIiIiCpTqQLRK6+8grNnzz61/8yZM3B0dHzhooiIiIgqU6kCUc+ePTFjxgxkZWUV6fv3338xa9Ys9O7du9yKIyIiIqoMpbrt/uOPP8a2bdvQoEEDhISEoGHDhgCAixcvYuXKlcjPz8f06dMrpFAiIiKiilKqQKRWq3H06FGMHDkS06ZNgxACAKBQKBAQEICVK1dCrVZXSKFEREREFaXUD2Z0cXHB77//jvv37+PKlSsQQqB+/fqwtbWtiPqIiIiIKlyZnlQNALa2tmjVqlV51kJERESkF2X6LTMiIiKilwkDEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyZ6RvgsgehksibpUIfOO69agQuYlIiJdVf4I0a1bt/D222+jRo0aMDMzQ5MmTXDy5EmpXwiBmTNnwtHREWZmZvD398fly5d15khNTUVgYCCsra1hY2OD4OBgZGRkVPauEBERURVVpQPR/fv30a5dOxgbG2Pnzp04f/48Pv/8c9ja2kpjQkNDsWzZMoSHh+P48eOwsLBAQEAAsrKypDGBgYE4d+4coqKisGPHDhw6dAgjRozQxy4RERFRFaQQQgh9F/E0U6dOxZEjR3D48OFi+4UQ0Gg0mDBhAiZOnAgASE9Ph1qtxsaNGzF48GBcuHABHh4eiImJgbe3NwAgMjISPXv2xN9//w2NRvPcOrRaLVQqFdLT02FtbV1+O1iNVdQpItLFU2ZERGVXmu/vKn2E6JdffoG3tzdef/112Nvbw8vLC+vWrZP6ExISkJSUBH9/f6lNpVLBx8cH0dHRAIDo6GjY2NhIYQgA/P39YWBggOPHjxe73ezsbGi1Wp0XERERvbyq9EXV165dw+rVqzF+/Hh89NFHiImJwZgxY2BiYoKgoCAkJSUBANRqtc56arVa6ktKSoK9vb1Ov5GREezs7KQxT1q4cCHmzJlTAXtE+tQmce0LrX/MmadZiYheVlX6CFFBQQFatGiBTz75BF5eXhgxYgSGDx+O8PDwCt3utGnTkJ6eLr1u3rxZodsjIiIi/arSgcjR0REeHh46be7u7khMTAQAODg4AACSk5N1xiQnJ0t9Dg4OSElJ0enPy8tDamqqNOZJSqUS1tbWOi8iIiJ6eVXpQNSuXTvEx8frtF26dAkuLi4AAFdXVzg4OGDv3r1Sv1arxfHjx+Hr6wsA8PX1RVpaGmJjY6Ux+/btQ0FBAXx8fCphL4iIiKiqq9LXEI0bNw5t27bFJ598gkGDBuHEiRNYu3Yt1q59dC2IQqHA2LFjMX/+fNSvXx+urq6YMWMGNBoN+vXrB+DREaUePXpIp9pyc3MREhKCwYMHl+gOMyIiInr5VelA1KpVK/z888+YNm0a5s6dC1dXVyxduhSBgYHSmMmTJyMzMxMjRoxAWloa2rdvj8jISJiamkpjIiIiEBISgq5du8LAwAADBgzAsmXL9LFLREREVAVV6ecQVRV8DlFR1fE5RNXxLjM+h4iIqOxemucQEREREVUGBiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikr0q/dMdRFVJdXzSNRERlQyPEBEREZHsMRARERGR7DEQERERkezxGiKqFl70+h0iIqJn4REiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikr1qFYgWLVoEhUKBsWPHSm1ZWVkYNWoUatSoAUtLSwwYMADJyck66yUmJqJXr14wNzeHvb09Jk2ahLy8vEqunoiIiKqqahOIYmJisGbNGjRt2lSnfdy4cfj111/x448/4uDBg7h9+zZee+01qT8/Px+9evVCTk4Ojh49ik2bNmHjxo2YOXNmZe8CERERVVHVIhBlZGQgMDAQ69atg62trdSenp6O9evXIywsDF26dEHLli2xYcMGHD16FMeOHQMA7N69G+fPn8e3336L5s2b49VXX8W8efOwcuVK5OTk6GuXiIiIqAqpFoFo1KhR6NWrF/z9/XXaY2NjkZubq9PeqFEjODs7Izo6GgAQHR2NJk2aQK1WS2MCAgKg1Wpx7ty5YreXnZ0NrVar8yIiIqKXl5G+C3ieLVu24NSpU4iJiSnSl5SUBBMTE9jY2Oi0q9VqJCUlSWMeD0OF/YV9xVm4cCHmzJlTDtUTERFRdVCljxDdvHkTH374ISIiImBqalpp2502bRrS09Ol182bNytt20RERFT5qnQgio2NRUpKClq0aAEjIyMYGRnh4MGDWLZsGYyMjKBWq5GTk4O0tDSd9ZKTk+Hg4AAAcHBwKHLXWeFy4ZgnKZVKWFtb67yIiIjo5VWlA1HXrl3x119/IS4uTnp5e3sjMDBQ+mdjY2Ps3btXWic+Ph6JiYnw9fUFAPj6+uKvv/5CSkqKNCYqKgrW1tbw8PCo9H0iIiKiqqdKX0NkZWWFxo0b67RZWFigRo0aUntwcDDGjx8POzs7WFtbY/To0fD19UWbNm0AAN27d4eHhweGDBmC0NBQJCUl4eOPP8aoUaOgVCorfZ+IiIio6qnSgagklixZAgMDAwwYMADZ2dkICAjAqlWrpH5DQ0Ps2LEDI0eOhK+vLywsLBAUFIS5c+fqsWoiIiKqShRCCKHvIqo6rVYLlUqF9PR0Xk/0/y2JulSq8W0S11ZQJdXHMecRpV5nXLcGFVAJEZE8lOb7u9ofISKqLsoUCvfX0F3uPK18iiEiIh1V+qJqIiIiosrAQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyZ6TvAojo6aKv3dNZPpZ3qdzmHtetQbnNRURU3fEIEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREclelQ5ECxcuRKtWrWBlZQV7e3v069cP8fHxOmOysrIwatQo1KhRA5aWlhgwYACSk5N1xiQmJqJXr14wNzeHvb09Jk2ahLy8vMrcFSIiIqrCqnQgOnjwIEaNGoVjx44hKioKubm56N69OzIzM6Ux48aNw6+//ooff/wRBw8exO3bt/Haa69J/fn5+ejVqxdycnJw9OhRbNq0CRs3bsTMmTP1sUtERERUBSmEEELfRZTU3bt3YW9vj4MHD8LPzw/p6emoVasWNm/ejIEDBwIALl68CHd3d0RHR6NNmzbYuXMnevfujdu3b0OtVgMAwsPDMWXKFNy9excmJibP3a5Wq4VKpUJ6ejqsra0rdB+riyVRpXticpvEtRVUibwccx5RbnPxSdVE9LIrzfd3tfrpjvT0dACAnZ0dACA2Nha5ubnw9/eXxjRq1AjOzs5SIIqOjkaTJk2kMAQAAQEBGDlyJM6dOwcvL6/K3QmiF/CiwbI8AxUR0cuk2gSigoICjB07Fu3atUPjxo0BAElJSTAxMYGNjY3OWLVajaSkJGnM42GosL+wrzjZ2dnIzs6WlrVabXntBhEREVVBVfoaoseNGjUKZ8+exZYtWyp8WwsXLoRKpZJeTk5OFb5NIiIi0p9qEYhCQkKwY8cO7N+/H7Vr15baHRwckJOTg7S0NJ3xycnJcHBwkMY8eddZ4XLhmCdNmzYN6enp0uvmzZvluDdERERU1VTpQCSEQEhICH7++Wfs27cPrq6uOv0tW7aEsbEx9u7dK7XFx8cjMTERvr6+AABfX1/89ddfSElJkcZERUXB2toaHh4exW5XqVTC2tpa50VEREQvryp9DdGoUaOwefNm/O9//4OVlZV0zY9KpYKZmRlUKhWCg4Mxfvx42NnZwdraGqNHj4avry/atGkDAOjevTs8PDwwZMgQhIaGIikpCR9//DFGjRoFpVKpz92rcKW9E4yIiEiuqnQgWr16NQCgU6dOOu0bNmzA0KFDAQBLliyBgYEBBgwYgOzsbAQEBGDVqlXSWENDQ+zYsQMjR46Er68vLCwsEBQUhLlz51bWbhAREVEVV62eQ6Qv1fU5ROV5hIjPEXo5PH7bPZ9DREQvu9J8f1fpa4iIiIiIKgMDEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyZ6RvgsgosrTJnHt/y3sr1H6CTpPK79iiIiqEB4hIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2eNt90QyFX3tXqnXOZZ36bljxnVrUJZyiIj0ikeIiIiISPYYiIiIiEj2eMqMiEpM50nXT/O8J2DzaddEVAXxCBERERHJHgMRERERyR4DEREREckeryGSiRJd+0FERCRTPEJEREREsscjRERUufYvfLH1eZcaEVUAHiEiIiIi2eMRIiIqV2X5SZCS8nV7zjOOiIjKiEeIiIiISPZkFYhWrlyJOnXqwNTUFD4+Pjhx4oS+SyIiIqIqQDanzL7//nuMHz8e4eHh8PHxwdKlSxEQEID4+HjY29vrtbYlUc//BXEienQ67lhe+f/7Mq5bg3Kfk4iqF4UQQui7iMrg4+ODVq1aYcWKFQCAgoICODk5YfTo0Zg6deoz19VqtVCpVEhPT4e1tXW511YZgYjPISJ65JjziErdHsMWkf6U5vtbFkeIcnJyEBsbi2nT/u92XQMDA/j7+yM6OlqPlZUMwwxR+an0f5+K+7FbPjqAqMqRRSD6559/kJ+fD7VardOuVqtx8eLFIuOzs7ORnZ0tLaenpwN4lDQrQlZmxjP7M//NfmY/EVVde87dLtp4bnTlF1IKrevY6buE5/OboO8KZGnlvisVNveoLvXKfc7C7+2SnAyTRSAqrYULF2LOnDlF2p2cnPRQDRERFTVX3wVQOfuoAud+8OABVCrVM8fIIhDVrFkThoaGSE5O1mlPTk6Gg4NDkfHTpk3D+PHjpeWCggKkpqaiRo0aUCgUFV6v3Gm1Wjg5OeHmzZsVcs0WlQ9+TtUDP6fqgZ9TxRBC4MGDB9BoNM8dK4tAZGJigpYtW2Lv3r3o168fgEchZ+/evQgJCSkyXqlUQqlU6rTZ2NhUQqX0OGtra/6HoRrg51Q98HOqHvg5lb/nHRkqJItABADjx49HUFAQvL290bp1ayxduhSZmZkYNmyYvksjIiIiPZNNIHrjjTdw9+5dzJw5E0lJSWjevDkiIyOLXGhNRERE8iObQAQAISEhxZ4io6pFqVRi1qxZRU5bUtXCz6l64OdUPfBz0j/ZPJiRiIiI6Glk9VtmRERERMVhICIiIiLZYyAiIiIi2WMgIiIiItljIKIqadGiRVAoFBg7dqy+S6Fi3Lp1C2+//TZq1KgBMzMzNGnSBCdPntR3WfSY/Px8zJgxA66urjAzM0PdunUxb968Ev2mE1WcQ4cOoU+fPtBoNFAoFNi+fbtOvxACM2fOhKOjI8zMzODv74/Lly/rp1iZYSCiKicmJgZr1qxB06ZN9V0KFeP+/fto164djI2NsXPnTpw/fx6ff/45bG1t9V0aPWbx4sVYvXo1VqxYgQsXLmDx4sUIDQ3F8uXL9V2arGVmZqJZs2ZYuXJlsf2hoaFYtmwZwsPDcfz4cVhYWCAgIABZWVmVXKn88LZ7qlIyMjLQokULrFq1CvPnz0fz5s2xdOlSfZdFj5k6dSqOHDmCw4cP67sUeobevXtDrVZj/fr1UtuAAQNgZmaGb7/9Vo+VUSGFQoGff/5Z+kkpIQQ0Gg0mTJiAiRMnAgDS09OhVquxceNGDB48WI/Vvvx4hIiqlFGjRqFXr17w9/fXdyn0FL/88gu8vb3x+uuvw97eHl5eXli3bp2+y6IntG3bFnv37sWlS5cAAKdPn8Yff/yBV199Vc+V0dMkJCQgKSlJ579/KpUKPj4+iI6O1mNl8iCrJ1VT1bZlyxacOnUKMTEx+i6FnuHatWtYvXo1xo8fj48++ggxMTEYM2YMTExMEBQUpO/y6P+bOnUqtFotGjVqBENDQ+Tn52PBggUIDAzUd2n0FElJSQBQ5Cel1Gq11EcVh4GIqoSbN2/iww8/RFRUFExNTfVdDj1DQUEBvL298cknnwAAvLy8cPbsWYSHhzMQVSE//PADIiIisHnzZnh6eiIuLg5jx46FRqPh50RUDJ4yoyohNjYWKSkpaNGiBYyMjGBkZISDBw9i2bJlMDIyQn5+vr5LpP/P0dERHh4eOm3u7u5ITEzUU0VUnEmTJmHq1KkYPHgwmjRpgiFDhmDcuHFYuHChvkujp3BwcAAAJCcn67QnJydLfVRxGIioSujatSv++usvxMXFSS9vb28EBgYiLi4OhoaG+i6R/r927dohPj5ep+3SpUtwcXHRU0VUnIcPH8LAQPc/8YaGhigoKNBTRfQ8rq6ucHBwwN69e6U2rVaL48ePw9fXV4+VyQNPmVGVYGVlhcaNG+u0WVhYoEaNGkXaSb/GjRuHtm3b4pNPPsGgQYNw4sQJrF27FmvXrtV3afSYPn36YMGCBXB2doanpyf+/PNPhIWF4d1339V3abKWkZGBK1euSMsJCQmIi4uDnZ0dnJ2dMXbsWMyfPx/169eHq6srZsyYAY1GI92JRhVIEFVRHTt2FB9++KG+y6Bi/Prrr6Jx48ZCqVSKRo0aibVr1+q7JHqCVqsVH374oXB2dhampqbCzc1NTJ8+XWRnZ+u7NFnbv3+/AFDkFRQUJIQQoqCgQMyYMUOo1WqhVCpF165dRXx8vH6Llgk+h4iIiIhkj9cQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBERVYBOnTph7NixT+2fPXs2mjdvXmn1PI9CocD27dv1XQaR3jAQEclMdHQ0DA0N0atXL32XQnpQ1YIYUVXBQEQkM+vXr8fo0aNx6NAh3L59u0K3JYRAXl5ehW5Dn172/SOSEwYiIhnJyMjA999/j5EjR6JXr17YuHGj1PfWW2/hjTfe0Bmfm5uLmjVr4uuvvwYAFBQUYOHChXB1dYWZmRmaNWuGn376SRp/4MABKBQK7Ny5Ey1btoRSqcQff/yBq1ev4j//+Q/UajUsLS3RqlUr7NmzR2dbd+7cQa9evWBmZgZXV1ds3rwZderUwdKlS6UxaWlpeO+991CrVi1YW1ujS5cuOH369FP3d+DAgQgJCZGWx44dC4VCgYsXLwIAcnJyYGFhIdWSnZ2NMWPGwN7eHqampmjfvj1iYmKeu3+ZmZl45513YGlpCUdHR3z++ecl/ER0ffnll3B3d4epqSkaNWqEVatWSX3Xr1+HQqHAtm3b0LlzZ5ibm6NZs2aIjo7WmWPdunVwcnKCubk5+vfvj7CwMNjY2AAANm7ciDlz5uD06dNQKBRQKBQ6fwP//PMP+vfvD3Nzc9SvXx+//PJLmfaDqFrS70+pEVFlWr9+vfD29hZCPPqB1rp164qCggIhhBA7duwQZmZm4sGDB9L4X3/9VZiZmQmtViuEEGL+/PmiUaNGIjIyUly9elVs2LBBKJVKceDAASHE//1wZdOmTcXu3bvFlStXxL1790RcXJwIDw8Xf/31l7h06ZL4+OOPhampqbhx44a0LX9/f9G8eXNx7NgxERsbKzp27CjMzMzEkiVLdMb06dNHxMTEiEuXLokJEyaIGjVqiHv37hW7v8uWLROenp7ScvPmzUXNmjXF6tWrhRBC/PHHH8LY2FhkZmYKIYQYM2aM0Gg04vfffxfnzp0TQUFBwtbWVpr/afs3cuRI4ezsLPbs2SPOnDkjevfuLaysrJ7548SzZs0SzZo1k5a//fZb4ejoKLZu3SquXbsmtm7dKuzs7MTGjRuFEEIkJCQIAKJRo0Zix44dIj4+XgwcOFC4uLiI3NxcaX8MDAzEp59+KuLj48XKlSuFnZ2dUKlUQgghHj58KCZMmCA8PT3FnTt3xJ07d8TDhw+FEEIAELVr1xabN28Wly9fFmPGjBGWlpZPfW+JXjYMREQy0rZtW7F06VIhhBC5ubmiZs2aYv/+/TrLX3/9tTT+zTffFG+88YYQQoisrCxhbm4ujh49qjNncHCwePPNN4UQ/xcYtm/f/txaPD09xfLly4UQQly4cEEAEDExMVL/5cuXBQApEB0+fFhYW1uLrKwsnXnq1q0r1qxZU+w2zpw5IxQKhUhJSRGpqanCxMREzJs3T9qn+fPni7Zt2wohhMjIyBDGxsYiIiJCWj8nJ0doNBoRGhr61P178OCBMDExET/88IPUdu/ePWFmZlaqQFS3bl2xefNmnTHz5s0Tvr6+Qoj/C0Rffvml1H/u3DkBQFy4cEEIIcQbb7whevXqpTNHYGCgFIiK224hAOLjjz+WljMyMgQAsXPnzqfuA9HLhKfMiGQiPj4eJ06cwJtvvgkAMDIywhtvvIH169dLy4MGDUJERAQAIDMzE//73/8QGBgIALhy5QoePnyIbt26wdLSUnp9/fXXuHr1qs62vL29dZYzMjIwceJEuLu7w8bGBpaWlrhw4QISExOl2oyMjNCiRQtpnXr16sHW1lZaPn36NDIyMlCjRg2d7SckJBTZfqHGjRvDzs4OBw8exOHDh+Hl5YXevXvj4MGDAICDBw+iU6dOAICrV68iNzcX7dq1k9Y3NjZG69atceHChafu39WrV5GTkwMfHx+pzc7ODg0bNiy2puJkZmbi6tWrCA4O1tm3+fPnF9m3pk2bSv/s6OgIAEhJSQHw6H1s3bq1zvgnl5/l8bktLCxgbW0tzU30sjPSdwFEVDnWr1+PvLw8aDQaqU0IAaVSiRUrVkClUiEwMBAdO3ZESkoKoqKiYGZmhh49egB4FGoA4LfffsMrr7yiM7dSqdRZtrCw0FmeOHEioqKi8Nlnn6FevXowMzPDwIEDkZOTU+L6MzIy4OjoiAMHDhTpK7xG5kkKhQJ+fn44cOAAlEolOnXqhKZNmyI7Oxtnz57F0aNHMXHixBLXUOjJ/XtRhe/tunXrdIIVABgaGuosGxsbS/+sUCgAPLq2qzw8Pnfh/OU1N1FVx0BEJAN5eXn4+uuv8fnnn6N79+46ff369cN3332HDz74AG3btoWTkxO+//577Ny5E6+//rr0Jenh4QGlUonExER07NixVNs/cuQIhg4div79+wN4FACuX78u9Tds2BB5eXn4888/0bJlSwCPjkjdv39fGtOiRQskJSXByMgIderUKfG2O3bsiHXr1kGpVGLBggUwMDCAn58fPv30U2RnZ0tHhOrWrQsTExMcOXIELi4uAB5dVB4TE/PM5wnVrVsXxsbGOH78OJydnQEA9+/fx6VLl0r8PqnVamg0Gly7dk06IlcWDRs21LkIHECRZRMTE+Tn55d5G0QvKwYiIhnYsWMH7t+/j+DgYKhUKp2+AQMGYP369fjggw8APLrbLDw8HJcuXcL+/fulcVZWVpg4cSLGjRuHgoICtG/fHunp6Thy5Aisra0RFBT01O3Xr18f27ZtQ58+faBQKDBjxgydIw+NGjWCv78/RowYgdWrV8PY2BgTJkyAmZmZdBTE398fvr6+6NevH0JDQ9GgQQPcvn0bv/32G/r371/kNF2hTp06Ydy4cTAxMUH79u2ltokTJ6JVq1bS0R4LCwuMHDkSkyZNgp2dHZydnREaGoqHDx8iODj4qftmaWmJ4OBgTJo0CTVq1IC9vT2mT58OA4PSXZEwZ84cjBkzBiqVCj169EB2djZOnjyJ+/fvY/z48SWaY/To0fDz80NYWBj69OmDffv2YefOndJ7CAB16tRBQkIC4uLiULt2bVhZWRU5wkckR7yGiEgG1q9fD39//yJhCHgUiE6ePIkzZ84AAAIDA3H+/Hm88sorOtfTAMC8efMwY8YMLFy4EO7u7ujRowd+++03uLq6PnP7YWFhsLW1Rdu2bdGnTx8EBAToXC8EAF9//TXUajX8/PzQv39/DB8+HFZWVjA1NQXw6PTN77//Dj8/PwwbNgwNGjTA4MGDcePGDajV6qduu0mTJrCxsUHz5s1haWkJ4FEgys/Pl64fKrRo0SIMGDAAQ4YMQYsWLXDlyhXs2rVL51qm4nz66afo0KED+vTpA39/f7Rv31460lVS7733Hr788kts2LABTZo0QceOHbFx48bnvrePa9euHcLDwxEWFoZmzZohMjIS48aNk95D4NHn3aNHD3Tu3Bm1atXCd999V6o6iV5WCiGE0HcRRERP+vvvv+Hk5IQ9e/aga9eu+i6n2ho+fDguXryIw4cP67sUoiqNp8yIqErYt28fMjIy0KRJE9y5cweTJ09GnTp14Ofnp+/SqpXPPvsM3bp1g4WFBXbu3IlNmzbpPOCRiIrHQEREVUJubi4++ugjXLt2DVZWVmjbti0iIiKK3PlEz3bixAmEhobiwYMHcHNzw7Jly/Dee+/puyyiKo+nzIiIiEj2eFE1ERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJ3v8D/ZHTAR1OiZkAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2 hist of avg word length of jokes\n",
"plt.hist(df[df['is_humor'] == True]['avg_word_length'], bins=20, alpha=0.5, label='is_humor=True')\n",
"plt.hist(df[df['is_humor'] == False]['avg_word_length'], bins=20, alpha=0.5, label='is_humor=False')\n",
"plt.title('Average word length of jokes')\n",
"plt.xlabel('Average word length')\n",
"plt.ylabel('Count')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean min max std\n",
"is_humor \n",
"0 2.678944 0 17 2.078564\n",
"1 2.580495 0 18 2.037324\n"
]
}
],
"source": [
"# avg, min, max, std of punctuation_count for each is_humor\n",
"print(df.groupby('is_humor')['punctuation_count'].agg(['mean', 'min', 'max', 'std']))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2 hist of punctuation count of jokes\n",
"plt.hist(df[df['is_humor'] == True]['punctuation_count'], bins=20, alpha=0.5, label='is_humor=True')\n",
"plt.hist(df[df['is_humor'] == False]['punctuation_count'], bins=20, alpha=0.5, label='is_humor=False')\n",
"plt.title('Punctuation count of jokes')\n",
"plt.xlabel('Punctuation count')\n",
"plt.ylabel('Count')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean min max std\n",
"is_humor \n",
"0 0.922943 0.088889 1.0 0.079424\n",
"1 0.933334 0.478261 1.0 0.071959\n"
]
}
],
"source": [
"# avg, min, max, std of richenss for each is_humor\n",
"print(df.groupby('is_humor')['richenss'].agg(['mean', 'min', 'max', 'std']))"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2 hist of richenss of jokes\n",
"plt.hist(df[df['is_humor'] == True]['richenss'], bins=20, alpha=0.5, label='is_humor=True')\n",
"plt.hist(df[df['is_humor'] == False]['richenss'], bins=20, alpha=0.5, label='is_humor=False')\n",
"plt.title('Richenss of jokes')\n",
"plt.xlabel('Richenss')\n",
"plt.ylabel('Count')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plots of Characteristics detailed"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the stripplot\n",
"plt.figure(figsize=(12, 6))\n",
"sns.stripplot(x='text_length', data=df, hue='is_humor', jitter=0.4, alpha=0.5)\n",
"plt.title('Text length and humor classification')\n",
"plt.xlabel('Text length')\n",
"plt.ylabel('Is Humor')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scatterplot of text_length and word_count\n",
"plt.scatter(df['text_length'], df['word_count'], c=df['is_humor'], alpha=0.5, cmap='viridis')\n",
"plt.title('Text length and word count')\n",
"plt.xlabel('Text length')\n",
"plt.ylabel('Word count')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scatter text_length and avg_word_length\n",
"plt.scatter(df['text_length'], df['avg_word_length'], c=df['is_humor'], alpha=0.5, cmap='viridis')\n",
"plt.title('Text length and average word length')\n",
"plt.xlabel('Text length')\n",
"plt.ylabel('Average word length')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scatter text_length and punctuation_count\n",
"plt.scatter(df['text_length'], df['punctuation_count'], c=df['is_humor'], alpha=0.5, cmap='viridis')\n",
"plt.title('Text length and punctuation count')\n",
"plt.xlabel('Text length')\n",
"plt.ylabel('Punctuation count')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
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